{
 "cells": [
  {
   "attachments": {
    "frye.gif": {
     "image/gif": "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"
    },
    "lasso.jpg": {
     "image/jpeg": "/9j/4AAQSkZJRgABAQEDIAMgAAD/2wBDAAUDBAQEAwUEBAQFBQUGBwwIBwcHBw8LCwkMEQ8SEhEPERETFhwXExQaFRERGCEYGh0dHx8fExciJCIeJBweHx7/wAALCAFDA7ABAREA/8QAHQAAAQQDAQEAAAAAAAAAAAAABwAEBQYCAwgBCf/EAF8QAAEDAwIEAwUDCAcEBwQBFQIDBBIBBQYHIgAREzIIIUIUIzFBUhVRYhYkM2FxcoGCQ5GSoaKx8BdTssEJGCU0wtHhNWNz0vEmJ0QoVHSDk5Sks+LyNkVkZYSjw+P/2gAIAQEAAD8A7L4XC4XC4XC4XC4XC4XC4XC4XC4XC4XC4XC4XC4XC4XC4XC4XC4XC4XC4XC4XC4XC4XC4XC4XC4XC4XC4XC4XC4XC4XC4XC4XC4XC4XC4XC4XC4XC4XC4XC4XC4XC4XC4XC4XC4XC4XC4XC4XC4XC4XC4XC4XC4XC4XC4XC4XC4XC4XC4XC4XC4XC4x+dPPjA6nSo/Knnz4bVd+9NGgqzEaHHpV+H73b/fxgm+6tR6aTgaEdQkaJDHlTn5y5eXDpMyrz51If2jx6R1E6BX5jWvOlOM06/fLn+vjWstQVBS51kQlWnKn3cbR586+fGXC4XC4XC4XC4XC4bu1eiiSu/kNOfIA5lw3WdmBN6QWKixcqVokWzb69vlT9vLhyJ1lGXw+8eMkFJ0rz59xU8/1V5cbeFxgpWNJbuPaV8/nxlwuGTldQHKSQidROhVI6R2x5eXxl58/lSv8ADjcKtKl3eUuX7C+7jYnXnUt3OnGfDZ2t06hTny5/q51+I08v6+NLR11zcCNFadJQRlVMqCXMRrt508x3dwyp+vyrSj4uMSqUefbx6FedOfPjFQuQy+6nPjxMqmM6V21HjIS5lUfPy49Ln205/t4Qy+Nf6uMuFwuMSryrThD3V4y41OFemmRxIojz8uMwrz5937a8ZcLho7VNJElBBQ6jSUA5cy/Vu/8AThIrVMOZCfKI1lypyLn93+vnw5ClfvL+PGXC4XGtStRCpfHl58Kla0KtPupThKFy+FeXz4ZruFqImTYKrKpKiBh2/Tz/AOLnw7GtaULnWpcuMx7d3COtaU+f8OFT+bjLhcLhcLhcLhcLhcLhcLhcLhcLhcLhcLjWqceXnX9lB58+GXtTkzXEGygVR8h6taUFX9kZF/h/r4arXF6KiIBbl1akYgZpmFBAY8yU3FKIlSNaRluHy4Y2W93e4vXKTnHbhbUQ/wC7qLqt5K7t20FS8vMfP/KvEis9cgm2UJg8kqoIVGggdUudO4uRdv3x8/4cP26pHSXPnTlz+I1/h5cN3jhVNwgkCK5gdazUDlEKUpL94vhy8vq43VUVrWnKhbv1dv8AlXjWyXWcJGSjdZsYnURFSobqU9VI89tePBcOqv1EiakDWgCQLyHcVa9vL/Xx43rGpSkgqPKkvL1F+ziHsV8c3MVzVs1ztgJOSRS9tAAqsA0/S7SKIl8qFEvqEeJNu7qq8ctqoOBojD3hh7s5U9Berl8+H3HnPz40LqwUAYlyIuW39lS/8P8AfxuDzGlZc+GlxW6CQnEypVQabAl3EI/1efOv6qV4cplWpmNa8+XGzjQ5OqSfUlER51Ly4jsYvttyOwsb5aXftDF+kKzdWBDMC+HkXEsP+qcZcLhcLhcLhcYH8R+/gBau6iZXpvrpia10uaBYBfR9lX6iCY0aL9pESseYgMgPcXw6n08D5z4mrs8xXM29sp0ckO8ghiyRoDP2dUuQiSZesKARbpUIjAY8WjP881Xc51btHdPntvXyZja0nt+vTpIBCikaSEQIICJTDdEudVRHbEuGmL6r6ksLPqRhucpN0M0xqxr3Zm8bAHTUTEBiUew4yCo/fzqJDzHzhr14mHl70JpdLRc0LBm7V2g3dNzTExUEuYkokJ0LmHwIu4gr5V57ZS+cala0lrHkeJYBSzPULLbG9xo2dtaVNwHSRIxAqFvIiVr9POglGvlxp1H1+ylfRHC84xarO1PLvcjZXAFkOsklVMSof4hCQy+qPGOWaxah4xoQ2yz8qMTv15LJfs9Vxbkuq1FKqBV6RRoNaHQhE/qjWnlxfvDrqXmOZ3/LsXzZpZ0rpjqyFKr2uhVRVE5/OZc/IaFSvl3fDbwVcwC8Hjlwpj71NndSbn7Iqqj1RFWO3mP3eXHLVs8TF7YaME9vzhA82a3v2Jw2qmIHVACFUyIBHkHMZIc499afTXgiMNa3F11FyV7bXDdbT/GLAFydO0kZm6VUGYiByiO2QxLkUkip89tKHWjXpSwDqWhglnPCJEpVtVTk4JtL9LU5yHb64RpTdGtOL9lmuVvs1502vBLiGK5WzcG6VOlJNS/N+kda8vSRmBD+KtfTxJ5HqqKXiExXSy1OEFFXALuLwfOhEnybqmkjSnpLmInX8NB+riM1h1ub4Hq5hmIqKJi0fF1bysQy6KSkkkN3p37y/CP4uPfEFrE70oyvDlXSVHdiulXiVxSEKdUI1SgqBfhkW31CX38i4bY3qtdMj8SLbGbNeWD7D3Fh+0kKoJCRqFX0kXcJCVe3bHl58HZPfKfn8uPeinyjDb93y4yEBGnlTj0RGnw494XC5efPhcuFwuMSAS7qc+FGnOXGVKcuFxiQCXdTnwhAR+FOMuMeQ14y4xIRLhRpzlx7SnLj3hUpy4XC4XC4XLhcLhceFx4Nefn58IgE+6nHlApSvz+HL48ZcvPnx7wuMT5x8i5eXGlQjAKD6q/OnGSUudZFSv6vu/15cbOXPl+rjyCYenjwRDz28vlxspTlwq058YiIjxlz8+XGI/vc+PK8+fl938OKjlubWrHcoxrGXftJ3DInCqTSiYUKg9JOZkfn5DuH+v7uLWjUqnXmYkPKnLjYVK1+Fa041qVOkeVa/irQePUDqdKyIS/Zxt4XC4XC4XC4XC4XC40rVrSojQqUqXP+Plxxfpj4htUXuY21rc7zjt2YvshTs9WBpUQeiB/04iA7QH6qy3bY/d0bedYNP7bar5cXeRU9nsT77OuMWqh1QcVKNAjHmW6hUkMh2l58XO2u210tjS4MypVBykCqNSGo8wMRKlKjX4bS7eALrfqrn/8AtOa6U6UsUVL+TYV3D1yAEKYlSXlOsRGPIiIufpEaSrxoPONdMc0ZzW55tarfb7xZASNhcwEFRdSVCWwdlaCJd3OnnXt2lxd9HdYMUyvBkXbzJra4utttaDm/HEkAQKqcjLfQRiJSlHnHl+7w9xvXXS/IV3Lez5Um8Was1Xqw0ZrjXopDIy3BTtp5x7uKjqLr/jjzTLJ7pphkSD++Whmk75KMlYCkS6aRVrQxES76/s+7iwMtY8Rx7AsNe57krVpdb1amzsxBIq1MlUhqRxASiMq17o/D9XD/ADrWnTzD3lut98yFMV7k3SctvZm5uBJAy5CrUgoQwryr8/Me3gjtKUUpVaokJFyryrTkQ+Xw4CGoGrK2D+JuwYndXQtsau1kChUOg0BB0bhUQVqXxEdghX07pennw7S1WrdvE4206szpH7Ot7FwtdjAaV6riIxDn9wDEpfVWo+nifx7W7TO95tTDbblKLi8GZJJhRFQUlTHnIQVqMC7fSXIvTLh221bwFyq3bI5INVHF4+xEKezq0Inu33XZyHuHdXb58uAav4gcxsmn2oF0uztgd9teS0tdoRNlXoF7zels+NRTE68yLn8P4lC3a/YA00+xvJsmyZq2UujUakDZqtX39KU6oiFBIqAJUKki+7yIuJTJdcNM8fs1ovFxycBYXhE1reui1VWFcE/Iu0ShWhFGJRrIS4t2C5ZZM2xlvkWP3Cj62uPIFBEg3D3UqJUpWhc/LlxZKU5ce8R2QARWR7Dv9nVj/ZrwOfDisaHhzxByCXtK4WmhAFaiJHWkojzr/Z/jxfMMvaWSYzbb+gmoilcWiTpNIyGpCJjLz5ft5fy8TfC4XC4XC4XHhCNfjwMvEVpuGp+nKuNpLJNnya4OWa5/BIx2l/CBlT+PEC50QsaeoWGXu3i2SteOswTVbqU94oo1GtGpfTtJUzIoykIfeXEfqppfnQaqI6paW3S2Mb4q0o0uLO4gXQdAPq20Ld5AMdvbQpd3Efj2jeYGwz/JMuvjG4ZrldlWtSVG+xqzAkqCIf2qAPkPp9Uq8Qd/8NH2zofZbONLayzO2NRSVdBE0nNKKmfSI4yHu8ij5dtedPhJ5tpxqwWteV5dhC1iatLva0raCrtWvUCkEhIhGJUGokEt0v3eZcNMy0MyNpo1hGF4yhZL28sFzq+fhcTIWrgjoZEMfUEjjy5iUeX1cacg0vzm96SWuxPNPcLaPEssSfu7XZT9naKsxQgRGU5TKRDtKUYx4t3hzwLKNML5k+JLWpJTFVnftlouwLBUyGtRDoKj3yoNefbGVD86SpwboAoEVRGoxiVK/P8A/V4AJ+HmyXHXjJcxuzZJzY7rby6TcikQvFxgqf8ALTmdC+pXy7acOtJNDaY/ofkGEXlcaXXICdA/ehQTrEiIESEtpEMRE4l6jLgcI4V4l08IDR0bdYhxuJNivqTkZVbFXnHvocfOtP0Uv5eLhnGi12vV3wPDQJxXDLTYXVsuToVwSMjIPdESVC3e9BE/KVOdKc+XEHpp4e7/AIHqlgmSAr9tmh7XW/vvaBFNIyTqCUAPeQ+ntlL6acoxd+0G1Qzu8ZdlF/u9nsry/r9OltdCLgqNQUA0A6qdSjuAA2+e39ca2m8ae6jZWOiq2QWBvVxjrgwyHqPU1RFKhJUE68i31VACqVBoW4t0aefD7TTQP/Zz4hDyywmB4w6YOKAiSvvGCp1H3fP1p/GNe7y3fCRdFB8a+Y/+vGzhcLhcLhcLjE/l58a0pSOR1KkvLnT4cbuFwuFwuFwuFwuFwuFwuFwuFwuFwuFxipzrTkJxrx4VfPu4QkJlXz7eNbgjoOz4/vcuMW5qEHNTlQ47hEuca/d/qnDnhcLhcLhss3SWhOhcwLmPnWnq5/8ALjfy5V5/8+MuFxpqMa7OfMvjX48amrmiydTp1RoJRiYci4cjLnXn8PlxlxjUaVKhfdxlxjUaVrz4YOrcwcO2zpdkisu1IybrGPM0qkMSqBfEeY1rTy4ebRIhCIl3Fwk6yASpWXl5V+/jTcWou2poGSwAdPOqShAX9Y+fG9KhDzkcuPVK8uW6PHo151r5/wAOMuPB494XC4XC4XHg8al68h/V+zy44z070G1OZZZbDd2Ww2hFnlI3lS80cCb7pBXl7OMCLYVN0S9Vd363eqeBoZL4wGmKtnIqWq8g1vOQM0K80h9mBUeSo/iGIiW3zWr5bufHXqVBpUqCI+VRpH6R/wBc+OfNctKc6pqwz1Z0tdsvttJv0HbF4W1ekYeraXMC5RIh7R5cR6+Fa95NpdnDLM7pb1nd3QTSt1lb1SAEDmEvej2jASGEi+P9dQt3h6zQrVm9uRZMbcldsXtTdmpRwHJV4gDVRYSoNds1EVaT+HMpefGemOkWprfKri9u+D2fHW5YY5s6FGKyJAut06AJKxMven8antHlSnF7tekd5tvhKdYENmYBlTxkSS/TqFCVP2glREjjuiNf1/OPFKz3QvUSt0x+5WRkF1qWKN7FcWlLv7KKRgkIKdQhjVVIvPmIlIi8/hw81h0Uz17leGutOrUytalntzdjS6o3k6qNulWu05xJSMtpCMipTdQdoj1akJdIKF8uUvlWpcc7626GXDU/WlS73WvSx8MbJm2cgp7xF2JqEFYdxjSp84+rhjph4fbpp9q3ZLwwcE8tY2JZvd3nXiqq8OcqgH0xhH9YyLdxT8C8PWoNvyrFLZeGmLtrJYrxW5Demg/njyJCdAIu70bZdu7u7eNNk0m1X/2pt26VttLrHrZnX2ys7TuCShCRGBFKnOQkIRKBBKRc+UeLLd9Fcwc6VaoWcrGycXW+ZJW4WelXCcodYazGpeSREEqeZc/Mh5Dw11J0OzBg6w2/4NjGL3krdj4Wp5Zn6KXSJchOa9KEQgRESplKQ7gHu4a/9XDKkMd0/sj1Nhd0LQpcXF0p1x6SRqiJJpDMdwyTpLtGRfzcGvwrYXd8B0jZ47kLMWl1TcrrOABSY7jKNZD5V20HgtcLiNySdLI+6dN3sqvKv3beBhpA+Rs/hasdyVCqiDPGPaFQp5SEUiIqefL/AIqcXTSADDSrEk1EukQ2NlQg+n3A+XFt4XC4XC4HfiFyS84hpFfsksC4oXFgiCqChgJD+lTEpCVOXKNa/r+7gN6Z5z4pMowi3Xu22fCbk0eARN3bySaqtBIhkQAYiPmP0jxYU774tK1VGmK4BtLlI6qj/Z9/58NXly8XagQ/JnAh8+fMVf8A5leHSbzxarUp/wBj6et6fjNWpf8AHxuqh4rlqDzW00RqPwpVNwX9/IuIi523xdpUMm98w1WkfNNqI0jWv09RLhIsvF9VOhld8JKnl5EI/L9YhxIJ08WYSCqWnaox5TPqj/wlw8bOfFRSAHZ9MPLymROO39UT/wBc+MW+Za8/lQpia9s05SuzW0jdV/zh4QEkRmAx2kUpAX1cVfF9Y9ZMnviNpsWNYakLtiT1m7fJvUG7oAIKEKVVRAlC5FQvpj6vLhmWtOupX1xbEcXxFI0bp9muDWZvxSQMlwQEyWIqAQEoYU27vPtH48TeT6k63Ywq6tj+3af3a+g3F0hbLYm/N0qlUiCYjGPwEi3EO0S+MY8St+zzVqz440vlyW0uY2x4aItnxuXxpKmr5jSIhWvbuqXwHlXz28+I+1ala0Xe3XW5pM9N7bbrWPtCzh+s9EF25dSDhIo/oi6RxlShENPhyISr7jOp+sN9v7qzsmGnqvSZm99uqb9JqoAGmKgiRhIiChhPy2zH1cx4a4/rDqbf8haWizoadvaLpTbv6PnQNl1RqMmyZmFJLRICjTn5H8flSUd6i61MdNn2ZL4phZNGQKqnVO6LSikcC2Q5emvrGkeNWP6k6z3+6pWlpi+C+2LNVXSVDfrdMk0qoCfaJbvzgI/IhkQyEhqW3MM21+xWz/alzx7AW7ejpFqPN44WKpKmICQiMSLcX73dxBW3VnX245cwx1ni2Fg6epKrJUWNxyEEaCSlSrPbTeIiXLz5/PizXXJfErarK/uDrGdP1qNUCXiku5oXIBkQxlurtLluHn5cUFrr5rRcRsqtvs2CqheXiDZrGq5UA11IgJ16vy8pEPPlvHlQgOF8K6eLCrjpDYdNBGv9LRReP/6WX+HjNR74rxKlBt2mZD9/Nz/zKnGSLrxXVHmTLTKlfpL2j/wnxl1PFdWv6HTAPL/+Z2/4uMSDxXkI19o0yD76UFxxjVDxXiVPz/TY6V7uaa+3jAg8WILQF1puoBfA4L8uEAeLQ0+RONNwL49q/HiY+LISosSum1aDX9DyX3/x/wDXjO8XPxWsk1XKFj04e0AJC3bm4kf4aTMd383F40Mz11qNp2yyhzbytiy6iqKqNSmIkkpUakJchkJf4fh58iLiqa555qZZtRcUwnTtnZFnt9bulZ3NM+UkhlWlCoVBpt519Xp/mqeWZz4k8UtSbq7tNPKqOFhQZoIiuqq6VKu0ExFTzL+qlKeZVpxYmr/xSqNU1l7fpm2qXIqpKE56lC5dvkZDt+e7013cKtw8VAlyrbdMSKvOvkTr4ffTd8Phxl9o+KqlKGVm0wEZc68jdcqD8/Xx4d38U6Sf/wC72mzlUq9qSrikf7Rj/wAXGqt88VNKCNMU07Aqhy5m4VrSp/wV+6lfLjF5kfipCtaIYLg1a0r5GTwiGtPv5dUa/wCqcZlkHinN6FAwfBEUfUKjtQq8v3hV/wDD/wA+HCuQ+JqvOqODYKIj5VE7iZVl+2Y/LjAL/wCKBMTJXCsFVlGFE3qgwr8+clPu/v4bpZL4qEqVTVwHCHHn5LA9IAj9/wCl4cLZf4k0lK0T0txhxU6cxIL2FBT/AGiRUrWXy4yTzjxGdGiaujFoTU5+Z1yJv2/Moy4cjnOvxKU/+srbhHzGo1ydvzIv1eX+o140sdS9Y7h1VLZo/a7kDVcm7kWmXNakkqHekW3lLzGseNjjUXXJvSpK6CGoAhLmnkzU+f8AZH4/s4r62vOpSeRMcfd6KLW1+/8A+6hcL4DcFqiMiEFTSgR/h7v1cT6OouuCla1HQisuZeVcmaB6vhIvn8PT8+K/j2v+o2S3Nwwx7RU7qbU6pLuG1/SUa0UiJQFxRPpVKJfI68TympWuKbclS0DqA08uX5TtSKUef7f8PGo9TNdRSFctAyJItuzJG5F93pGVPPn6eNtdRNf+QD/sEb0M+2n5Utf7+G6uo+vyK8FNB0zoXknVLIm5/D6q0/j9PGwdSNfFDinoIFB+G7Jm0h/b5f8ALiq3zxEam2O6tGN90TeWyrlYUEVXd1FJA1a+nrkl0v2bqft4l8q1l1lxzH7he7rokLC3MKTcOF76kdACQ0+ADIvj8qcHHHrpW7WC33UCTok8ZpOKHSsg3p0L+rz/AFcB3JtaM5S1ZvuBYhpkORLWUEFXKv2wm3kCqYGJRIfx0p3FxWbXr5q9fnbxhjujKj5dsoSSrlG5i4aAadJGHWERSIo+mhy51/YPE/XUbxCHQaDoW3rSgUnUr6j5l8CKnnT+z/fXjdTUXxBToNdBkNtfOn5SN/Ovdxl/tG19SMFFdCEaoKRiKeSN6kPPn3eVS/w8eoag+IYpV/2GMzAR5FyyhpTkXL97hwnqNrkaKstCkqGNaeYZWzj/AF8a09RNd1KKVS0KQMQrWUcsZ1j5f5/P+PG4tQNf6iJDoIgPMvhXK2fw4bHqTr3Q0wroIPI9vP8AKRvy5/t9P8eIPNtedUsJZ0ueVaKGxt5mKQuKXtJURMu0VSASoHx9UeIu5eJbMbSgbx/pYCTSpwSKl/SLlujKMJV3V5fylT0lxJ5lr1qJiz1ixyDST2G4PVKC0aNsjaul1udadqSYkdR8iGXKP8R4dhrrqiogK6Xh6ymsxpXeuX9w9LnxGP8AxD6mIKCrXw85XQB2iRdf41/dQ5fLhWfxC6q3Z0mDDw/ZAYqjyTMllQTLz7pm3Ef8XFtHUTXg1K1HQQRCNY88oafy8ZVz3Xuqw0T0IbiHPdLK2ci/+X/Fxl+XWvQFWn+xBsoI+Q1HKWvI9vx58vv/AAjwizzXrqVENDW9QjtrXKmg1Iv8XDa4ai68s2puFdBqEkn5l0sibqmQ8/kASKvl9Il+zitsPEHqU5ytviTnR9K2Xt0gSrZtcr3Rt7Ry9ITSGhF+GXFhcZn4keuVUdG7PQOflLIEC5f4qfr/AMP65aTzDxMq1oCWlOOt/IuZrXlIx+G3tP8Ad/b59vp1flV4pipQU9MsQSrQy5krcqFSMtvwX/19w/Dh0pkXigVSpy07wlGvzFW4kcv7J8bft/xMzqVMAwigeXIK3Q5c/nulxEtw16bZM8ydvpLgKd6epC3cPRuPvVQGMRIpfDaP9mnD5XIvFCAUSDTrC1FPP3tLmVQ/qJWXGscm8UlIJlpvhZEPetS48hL9g9WVON5ZJ4l6VSKum2GVrPd/2t2/r7//AD4cvM01rtdscXG/4HhdoYocyWcO8jgmNPvqUC7vhxD47qbrjfk1LlbtIrWlZ6CRg7e3b2dM6R/SDMRKoeqUPMfnxK23NtbrtbWz+z4Hh9zYOhrVB00yOaRju3CUdw/Lbu4zrk3iCS5pBpXjKo+VS5X6nby5R8/2fs42tsl8Q6shU02xNHdzmV8+X07RLz40FevEkQFUMIwYExHl0iuZkR1/DXt/Fu42I3/xFVqNXGAYVVU61rQRuxjEf1/H8PnTjFtkniEoKhuNOMRru5CVL1HkNPVXu8u76ePCybxBURV5aZYuanIh/wDbPPz9PMRH+Nac/n8uNx5Jrwo4TJPS3G+n1qHU65Bz57R3cxD+Hw+Xw4bK5R4h1V6ElpVjKVOXcV8Ay5V8/wDlxqc5R4jEzTINLcWV90dVBG8jzr8qbiIe7y+rt3R28YuM18QySQqV0ZtJpxkQBf0CMfL0+fyrT7i+XdxWXPiJ1GtuXs8WueiyzO7PjizRcXWiHtP4UzMIEXy8q15+XDq4a5a0MSKinh8vKhcuUkV1FRl+0Ei50+7iPW8Q+sZtKmj4fcgTPdWVUnNdtP1dDghaEal3XVLTjI7ne7SlaHbB44YGiiZFyikJer1Uqcf5eJvTJty8OOONzKnOuKIBVSo9tPZR4sul9I6cY1SNKcrQ08h7f0AfDiy8LhcLhcCTxdOga+HfLlTjyJqCW4Jd6yYf17vKvDnwtoAj4f8ADk6BGVsE6ju9REUt3n58/wBn07eChEfp4UBjy5cIRGnwHlwoBz5xH+rhCAjTy4UKc/V/XwojKUac/v48UpLlT4cCdUkT8UT1tJRBZXBUpGFd3InytJfdt+/8XELiektvsmoFqC55q6yJnaWROLJaLouJLtVxVEicjCPVEa7ZEFSkXdwy1CxirrI7zZmWpTRRhkNzaUyW0PnKALoJH0gHoxCQkYJUSEC7uYlKQlKU1Ewm7oEurh2oLDHlEMaK2oNrjWpEm3Aimr7RPrJ+mR7iEgEpdw8SeV4vilv0UCz2+92jEbNU2rj7QpSlWxF1QOUiMaxMh7piXw3cR2Hg0fZNleQ5Pl1kuVxtTIbaTtoQJtkmZj1RVcB5DWVSLYZmIwKPcXDTTC1rPc0trF7ltjyBlg9qSRblbOukqCq4CIktWRAqJJJVLacd24NokXmI4TcQyay4m8y6w3mz4qub53ak2xpL0NWqhtuqPVMIie8RiIj0hiPbwwyu5n/1WMsXOqw0VfXK3pUKnbO6qoJkUfVvGW75cNNF3outcWzGiAl7PjT1eqlFBLcq4ZbdpFHtn+IVBLfLqqXbxTKppaVCJJT615toAP1F7YkUe0vjH6S/d4Gumijl74jMaSQomkizslyXIEk4cxMwDdzMiLdDcQB2+rtDobM0qKYreEaLKoVVYOKEqkdAMPdVpIS+RU8vPjijF3SyNo02cUaL9ZrdrWqkt1C6UeqkG2QmW4Rj/L/7rpB3gjTnSvOsuW3/AOnjbGny8uMuXC5cYxpzlx7yHjyI/wCq8IREe2nCIRLjWsA0pIR/q4CfgsGpaMkda/G9vyHl93V4b6nKIsvFNpxc3rpJu1YWi5rOVVzEUgDpEMpl8NxU7q8QrvPcZ1C8R+nNcZcu7kxtFbp1F6MlaN+oSEAMD5ciHaW79Xx4b+NPO1LTZbZgLC9hZ1r0Kq1xd1I6Gk3DzEOQbqUVV2S+G0h7alxW8E1by+4Z/i7yx2+65hR3giRvLS0uAgAOxckkq6Oe0DkFRqXdvH6uKlb77qJkx4YwaXLP7iY2i5uHja0X72d5MLguHM1S7xARSGPL6RHi+am53cNIc50rtrm7ZBWxVQXVvNLo+9ocKiuUa9cx2qklKpbfpiNfnxLeF3Nsu1FxbUa8ubi7dO1XalLU2qvQfZSJIiAAIR2D2Ul+H+st6Gs8ia6U2Ftl7p4vfPZ5PDcqyXIirXaZfMhGI8+da+Xx45k1d1Rz7T7N8pw5G43Z0slkyWQIuzVIxG2mImTbu2pUKAx7eVD4dYbqhnbHUC15JRrl2VMsoYXG4s8ebrkQtAq8IEo05doglT9nUpy5cVt7n2o6mKJKDlF/t/Wb5E4Cq7s6q8kjAhA/xhuEfpltjwaPEfk+RWbw6YteLZeLw3XeOreNweMVCSdGkaBEcTGm0iKg7vqrxcPDtZ7qytV1uFxf6g0N0sKYscueC4VQiPOaRD6CnH+TjX4kL1fLT/s/b2S6OWH2pmbBg5NGNOokpOQc/wDXw4G+OYRkFPEPdcMfav6iLs2NnRu6BDdiEla9URICHcJB+EaD3cSuseI5hhzGn+z53katru+QP71kY2hZKlwoa4hGjfmPOogQ12j59svq4vvhkvTy/wCmfXuF8ul5etnqzRdW6MvZnaJBX9EqMi5kMvjIu7+Wlp1Vwy253hFwxt8kHNVKtWq3Lc3Wp2KhX0kNeAddstyDLtAcDx+rp0F4yy6JY/eFwr7wUkiIXRS+FCIUq/ymXBezlkhieimTNMTQC0BbbC8JgDT3XRMUTKhiX1S85ff8eHGi9weXTR7EbjcXBOnrqztVV1lS5kooSQkRFX8Va/38c6+JzUnN9Ps9y7GrZdLqpXIWDJ7ZlUj/APZ/SIqLw/eFIpcb8a1AzbI2NizRO+XRC0XvP7XbEGsoJigDYhXERH0GsXb/AO64Lnhcf3XIdCLBdL5c3j+6LVdCs6cK1JSpC6VEZ+e7lypy4XhUvF9vmidoueRXJxcbobh2Ci60iPY4MIkXn93+uXF6znG7fluI3XHLgmKre5NTQLmXmMvVz/DWJU/d457LKnWQ+Ba+KXStFLjamJ2l1zVlWiiSohSVfvjCv/OvHQ+nqCLfAcfQQMjSC2N4lUvMx6Q8cw6gPnrPXPUixMXjpmpld7xuxm7SL3iCK7YiVIC+qAVGn734eOqsdstqsdjaWe0skGduapCmg3THYFKf5/t4GusGY33GdW9K7JbFejbb69do3IOkNerQQT6YyrSQ8iMi28vhxbdWsnUwvTi+5Im09pUtzA1UkzrtJT4BQvPnGRbv1cc23LNtXdPrHZ8jvGcjfk80x589SRqwEPsxwDPrpKAPLzEeYSGMe6Q/DhloJqveMdyTFGWQZq/fY3drcstcKXq2izBgSSE6ezrEXvQltiPprKO7ic1l1Dzi057lVpt1+uaFq+3LC2b1tzZJwug3XaqmoKIVDcoZgHL+UfVxINLhqFHGsRt2e5I1d5lcHQm7v9jSbvLcgzSkqIpeojkO4i7Yx9Rca9ZWet2DaXv8oeauE4OzriigmztYAbxBVVMaKLS7VaSjGkqUEe7mRcXvUK25ziXh0yRtTMLhe8kbNiXQuiaAt1wEiGQgISKm2h8i+Px+HIeLpcmTXJNHvYMqRm2fWQfb6LhQajzQ5kXLtEhLz9PKo/Ly44mtN3uDvQFomVHguyXC3sCFCqvtRiuMAHmO4dsPVtEhlXalx2LpDp4njKjnJMhrS65rd69S7XJSs4mVP0CP0ID8KD+Hz9MRtmymV55qnqJam2d3vEm2FW5stbk2K9W4LLGlVXquPjNOQ8v3Y/i4BlNT9T8xTvORNsmz5J1bbezJJOzM+qyor0vek4ESAUKEQVMaxLnzL5ch4OeQ6pr5J4fW77H8qFTKbedjrelmFSCCjhVOlRlyEakW6QjtHzHis6bu8ovWU3G4Xe7avL0tl1uB1dN3CQ2dUUDMhQICHcJdKBB9RCO3i06W2DPsxxyx5vcNXbi3HJkVxf2tGoUSSSVE6CLL/dKpiPdEikJfcUovT7Gbz+W+o7dTVDP3R4eYexC6vZmgrVRsZjVcCHdEv8qcQWmVwyvVpBO1XjUu/Y6hZcZbvEl2broKuFjI5uVy2kYByiQ848vUJFKtLsWuuZjcCvN7u94G2O8V+zXKyBFBF4QL9ByIx/SmaRdtKdxV57eOi7BitdUvDPjjPInCx3Re1t3ja51UqThu6oEklxPulTy5l3EMqefx4snh7y1/m2jthyF+pU3xJmi5UHdRwqkRJVP9hRlxc7veLZY2qlwvd3Z21oHKhLO3AJAP8xcvj/4eKNdNeNJLeVKKZzbnFS86CzE3Rf2UhIvu4Y01/wBPjGtW5ZG+Tp51VRx93URluH+i/wBR4ZufEtpQ2r+eXG7tP1q2ZyH/AIeHLLxK6LuS6VM1ADoPP3zBymP9okqU4kmWuukj6tat9QLGPKnP84V6Xl/PH/X38XewZDZr+1q8sl2t9zbSj1WjgVhoX3beJH4/EpDLdwDb5DUzxE/ka5Gj3EsMag6uTMufQcXBXckBjTaYgG6JeUqGMeHuvlzuSGpGmVibXRy3tV6uDpnc2aanJNylUB2ny8/nWn8eBjqfllNANR9Osdtt2up4mwtx0fNTWqftAKqlJQx5ciMe6nzpy8u6vFo8FOeZXnf5cPciuTh0FLkk4aorHU/ZxVoZQD7goIhEaeX9fGzPnuU594ja6ZsssvWJWa0Wb7SJe3L9JZ4uRDEpfQJEIw/Af1bYRNhn9+yrKLA+1cuTVXBrM1VbvWBg0TfLKJEr13NJFMBoAiUq1l3beBZi3iWysMnyG6Xm5uPzrHOiwY1kSAXIUk6AqCXnCRzLyiMS/d5MsZ1GzF4rjDO+5pqOqFLM4VhYFSWdk5F8uI9ehlvGI7u7b0x4nXV/1euGV2my5c71KVX/ACZB0bDF16N3VRJcwTUXClCESqMaHIZSjwbNFHeQNtcsww645JfLxa7PbLfVFG6qguqChJidakY+U5SkXq5/hGpP8cv2TKeLPKMfVuLxaxN7C3cJs+fuhVLpUn8O6u7z28CLVpzqPc/Elktmstx1EfWdkDIfZMduRtAZ9VJOsi5CQx8jr2jIviQxrw8yxPOK55qYva9VsmtSeBWtgsxbuXPVSeELUSLrCRCBEZh3R3EZbfTwWLjZUNc/DtbnL63o2+7XJkL5ktShV9jed1FRLaQiRfd6S+fE14Z83cagaS2683JSp3dsobG5FHuXS2y+7cMDrHbIq8E46fD4+fHNvhBVBC06roEJKIt8ldqbq8yMYkPKv9jgpaVOmbbw/wCNPrqYgyQxpuq6M+3pi2GZV/hz4mNJKGnpjjKRpLp0C1NxEFh5GI0TGg0L9fLlxbOFwuFwuA34yDoPh0yoCVUChpN6bKjL/vSH317flX97i06CI1b6I4QnTu+wGB1p+1AOLvWpU+fP+XjEalX4FX57a8ufHlVK/Dd2/T/z7eMpl6vh+zhktdbeiYgrcWiZ/SSo8MXWXYu2l7RlFmRqnTfN8kMa/r5l5cJPL8WUbm4TyeymgHcpR8lEf5pcuM08oxxeiZoZDalAL1A8SIS/xcDG7rt2+ut/yAXltXSphSDdmDt4KCS6xLuT6VFd0dojIh7aHKNeBHo2tjluv2GOcfugYzc29l9qu1yu6nuH9vUMBFukBmUd/OJSApARwMT89epN4xe8ZllDm7VtlyWeXW3tWGQpPWSQ2tDqhBRAhIVSMBNWSkiESEBMYiUbJrHkmltwvmJXJzcMYzFtYknBXJyd7a+0rj0ICFQkPVqRb9v+7oPkJFxHWrPMBb+H0sJQ1Atq11uTUK0bXCjhw3to1EfcJEIqkApCEQIiOJCJbuPGuoeAXVW9OXF6x+zBS1L2pCxM6qqs7pJMzm4oIhIJqnGvSQVkR7olwxRzfATct7c7vidkasrNW1LFagVlfDVEtpmklERlUjIulOZFAiEt0xas407tl2xday5Y1x0mKHO+3BraHSf2gQinJt0lQiIFEomUiAQgNB41XXPsWe6S1xZBS6K3Fxk5XEE6Wd1EkCuxOhLekQ191y2lP90q8acHznELDqmxyJ+9Xt4fZT1quZ2l5RXmZNjCQkFSltLduHact3vVLzrfnGAZvpw2SxzLrJcnVLzblUEU3gCrL2kB7CIS7Zd3EZorQa680bGsU2+LLqgA7QrNw3Ej5fURJfT6e4uxM+ZA3B7YnbUgIhWbqBy3eoCH4jup8fTu44rxt0J6OY8vbv8AvBmyDevCJA5QEilLcJEA7Z/Tt2QDuJIhoR0pSn7fjX/XnxWMu1IwfEhWpkeW2i3LIjI0VXIkvSn/AMId9f7PA/W8UWkU+ixvdyui1e1JpalyOv8AaEeMm/iQxVylVZjiGfvUR8iVb2EiT/rlxrDxGWpRX3GmmqK6NKxJULCMef8A+M8+NpeIFGiZK00m1XNEecj/ACeGnL//AC/+XGbTxCWZ1Wgjp5qamZDzoJY8RF5fukXGz/b8ygJDphqmUucaDjvd+zfxqLxBtkafnek+qzb9/Hf/APrxin4j8FToKt6tmX2FoJRJ1cbEqCQl+Igl/wAPDDwXOmVdHDRbXFB0Y3Z2RimX6KhKlCVK9suUqeXqpxG62YwyzjxKaf2C7EJW5K3OnblAhrQHQAYl0K/IhkIyp+r4cH9umk2RSaNk0khBOnSSAICNKfLlTt+XEEti2OKZiOXr25JW+0t1beLhRQyigJyIaCRR7vVGW748irxDYbplp5ieYPMhxmyt7VdlkSScmgudKQVMTiSVSjTcI8tvy8v1V/KtDNPLshaG4Bc7GdvJYbe4t1yNM6CoZLGPM6nKREZfD9XCvWgeA3i0MLTeftq5Js2CrFuu7fkqqn1VeqSsq/0svhyp8NtaR4uWLYNiuLpXZtYbf7KN0h7UkK57hBEUhEfPmA0GPbxIY7Z7PiWPNbJawC32q3pwSoahEKYSLbIyIu776/s4r2R4jp7fMmfr3hFqpe7laVLM45vOSpNSkRCIS/FKY0l/fxtsmI4RY7/Z1mPQRuNltX2MzRq83JtyIaiNQIvMttN1aSLnwxu2mumjxOtrcsEkYjcEekDwxqJPuROIjLuLbWnlt9PFOV8MmmpInbjumUUJVOnQpW7lJLpkPvEx7ZD5DuoQjLtpt4vGmOn9swKtxJnlOS3f2iIqfa909po19W0eXISKXn9UR4mspxqwZatbPtlIHCtiuiNxawXIOg4CsgOsS/wl9/DUsexi16iVzdZcEL9cmqVnms5hRQJEoICBfEiiP69n73OE1SwzB8/uNttl9u5W++26pK29RhcvZXqUvIoD9JUGnnGvw8q8WvTnFbLhOMI49Y0VE2qBVMiVOpqqqFuIzKvxMvjXiwuFKJp1OpRAacyL7qccgYusJKaKPVFiTZXTLby9TIqDESUVLoJiY09Uo/vEX0jx1Llja0usYuTXIaoBZ3DRVO4msr0k+gSZCfM+dIU5Vru/+ngcaZ6t6PlbBxbFsmZItbIxKCS4qAIt0B51ITV7hERr9ReUq8O8id6TZTfsHyK63Ng6e3NBw1sB9Qg9rBdKCox/YVR3dpFHuLiCxl1oOa1g0ws2QMXK+LPzuVvb9cyEXAdQyKqvYZD1DKMq/Cvlt4rmGYVoYzvtlyXG9QbsDdzdlfs23J3sgaquEpGY0CNCiMqF51oO4fMhMZSmE6JaY3dZnmuIZbk7q10em7bIs7lzaipRUqkNBqEoypyj8f28+OgN1e+PKQ/Dji20VVceDzV25idKhcMpcOEqU+nqtuZU47IsdUqWVhVIRBH2YOnTl2jEeXHLed4bd8w1T1gLGXJI5BZLjj92tJyHzcIsyiO7bIpFGW2UeClphrtiWXwtN1c0xnKUjFB3abjFI+r6hAi8j9XL4F+HixZ3gVszHL8OypxcXSamNOlXCCSBBUHFToHdz/cH+Fa8WS8MrXkVgfWy4JoPbY/RVQcCNeYmBcxLz/u8vnwHrF4ccbZNl0btlOS3qqdscW61UfOBMLWkukSRdIe2h0GtPpH4eXG5n4fLW6trVjlmYZDkrFgwO321ovVIEmYqI9GQiA7jEOUSL8PG1Tw82H8nlLZ+VmVfabi5t7mV5WeUN8JtwIEBnGMQEy/mr+7Hctoau8tQp3fUjMLleGrsHdsuyy9OvbjESEqJ/eBiW8fVEfhxJq6NWJ9pdcMCud3vjxK4vqPrjcFlqE5cOOoKtSKUg9IjyEY/x4ueYNLY+xO4tLzcvs22rNyFd0D32YkUy9VFdsKfD/L4cc56+azNbxiK+m2klX98frElbHFybgoaSKRck4dcq7jMhjPtrSW6XFZ0xxEa606eYWiaJMbA2VvLqBEaSyontVjtkXVjUSLtEuygjQj7JLq16dAqdeR7q/q3befP9lPn8f4iNdRtMtMMwy5JbIBSRviqNECBvcTaqu0eX6MxEt4+n9m30jxFZNobityvl0ujHKsox5ncEkWj9harkLVqomgl0hEhj2iAxj9Mo7dvD9xpBpcjnNndJpiyfsk0CStqL+KbyjcYoKGh6yTj5F+qspcNmOg1it+SVvLHL84YpVuJPityN4gzqZqTJOEZRKvcMudZd1eHGL6EYbj+Yo39i8vazdk4VcW21Lu5sbeudazUSSjtr9P7P2cW6z4NjtsuWT3No0Vqrk5iVzBRSsDIQqHIafEOYlX+1xS734e9PLhbbK1qldbedoa+yC4ZPaoG4b0rLpLV9Q1Iv3vxcTbnR7T10zvbGthBFvd2De3OU01irQEm/wCi6dOdYEMR7fmIl3S4g9RMttuCYkz060+a1d5WsyBhZLS2KtVW4QiK63nIAAeZSPlUip+8VIli5uummJYxovgCKF2zImnVVWXp+asEiU986W7axmZQHzIvu7RKbZ6XYVZE0Mg1MvCGUXkzFP7TyNWhNwVMtqSCBl0khl2gNJfr4tOQ5rp5htyozu2QY/ZHpJj7lZyCKvSlt290e79VOVeMMr1TwDFOhS+5famBrtxdIJVVkaiJdpiI9wlGvIuXFjs2Q2a9Y+nfbZc2ry1KpEqDtI5AQDzkX+Gv9VeIZW+YK/sTK5LXLHnNtu6wN2a6qiRJO1SlEBqXKhl5Ft7u7inA18P+TOLs3pbdP7iVoS675UGrf3AUpzMiOlOUacqyKW358U/J9CdGXT60KYtkDjELzdwUUtClquZfndKAJyASIpCPMS92Q08+JnSXK82xLUP/AGVamu/tZ27SNxjt9FONLggmO5Itv6QRGRSIi/e5iROPDfWiub6uL0TCixZcqBF84iOwv/T9fGOpepWhVM2t6WYX5H7bxVzVZuFUHBigsQcipsEgL0/fEhpxX9Vrz4asxyG2Ps1vTZ0+fWwUWqtFXAikkZzAziMUS5+o41iW6ka04Lem+A4bhIXIsQtaTJK7qgup01SNMohyCEir5cpFt+ov1cDzxKsdFHVysimpt4UsV2ICBk7YqK0VND1JlVMS91vr3UH1xrSRc6bkzvwpXO22x8eTlb2rFIbTC3Ku0icNx3dJUBDqGH4v193E/jmM+G7Ncott3sVbcvc3jxM2CFaKpUMmSQ80xQKOygU5kJDyLl+ri4Y5g+lWB6j4+3s61LbkA2hwwttto6Ius36pLqFu5lUhMj3EX1fT5eaq6I45n2YN8oWvuQWa5pMxZKK2xwKXVS5lEeZD3b/v+Q+XAczSx+G225Wu0vmpmTNLzb0RtdwUbvF1VFiDuosqKJTIfIS5FEY0GNI8qXx3p3pDqHcG90tmY3gLkzx5qKzhhdukubSEklV6kPORDGRF9Iy5fOlZc38NSTy3v19UcjYOVrWkiDq2vnBk4QSqQDUzFIt3uyGP6u3t4vR6GaZakMWGUW3IMmUtz9i1RV6D0gC5JIUgBL0MJkURGnPb20+HButjFjZLQ3YMkU2VuYICk3AKRBJIAiI93aI09XHLehOsulWnwZ2xe5AKDZzlj13bAbtVVRUalGgEFRCPLb8y9P7sj3p7qpgWfkSWJ5OzuLgKSJsYkkuI+ooHEvn3Upy4G3hwbpM7frO7AZJ/lZck/LtKAy7v5+CHpqwFXw9Y5b1KCrQ8WbJHSvnQ5NRp8P48W3Dl/acTtDnqT6rBBSX1STGvPiY4XC4XC4EXi2ag78POWJrJqKUTaUWpRM+RSBUCoXxpSo/Ov+RfDiHxvUJHE9KNP8aslvPI8tuOPsKMbQ3OJR6ASVVOv6NAfqL+/dF/k+n1/wA7BgOdZ/cLE6IS6Vsxd2TRGpU7iIlaTXL5yiER8o/EigL14fcTSbi8yjUrPnYzBKqr3IBoBSKggHMh+/b/ADcaHfhz0Ys9DC+XS6nQE+oqL+9VGkSKAmXKO2RUoP6/48bbpof4drLNK+jb23spBRT7QyBUCSqfYJSVGM4ly7ZR+fGhxo/4YbdYUL+7b2MLU6rBs+Vv6lUFz5FtA+tEq7S9XxHjQjgPhLSYe1e0YgTcDgSp5CRUqUZR/Td3w2jxIBpP4aF7CeUCxxwrNVTp0uCl4VFvOUY1VJaPx+Xx/rpw8PCvDHa2zC4LscGQbvRKrNZ07Cqa9BKJRmcSjXu4l2Fm8PR2N3kDO06aq2lqoIO3wt2dUET2xEj7Q5yHkP1Vp8+LBXCtJ292b22mH4Qjc1AJwkhW2NaL1Ae4xCMip58pU+rho5HR5s1ZuFksBSTXmDNQ6NQFWKm4Qry3UEuXOPq/XxbGeO44kpR2zsFpE/ikuk1Tl58vny/Z/Z4fIVapdUEKIhUT5qiHplu8/wDP+PDdzcGDR42aOHbdBd2fSQSVVEVFa0Eq8hHuL4en9vw4eLOW6LdVVRZNMW4yVqoXkkPx3fdt43NTFwiKtDExIedDCu0v10403R8wtjX2m4vWzJvz81V1RAaV/aXEOWYYpS3qPxyayE1QMAVcUfJEASLlQSKXkRefEasw051EZVX9lxvJ0vhR03qk4qn9JdUayEv3a8+KKeiI4zfzyfS7JHthvfS9n6FzrV8zVSkMki6nvQEumG4T58hpHyHiw4/qBdW10DH9RseUxm4rF0mbwXAr25+pz5UFJXygZfEQOJV3fHlxyXjjto30vbqkyrRq1o1BydOUpJOEurUd5S3bR3euIh/RD0i+Z5/qo6Qb3m6u9OcZce8QtLdag3m4JDGdVT/oB3jsGRbt3p4lsa030UwxOrlvZ8bRUSUh7ZcTFwrRUe+s1SKJfVHl/lwQmV2stLak6ZvLfVmRdJJRJcOlU6FyEBKnlz4kUjpWhFQqV3cufx5f6/y5cbE1KH+KVNv4qca1FaJ+dBDz9X6v9c/LjzqFAq8/OnnyrT/P/Xw49JcZkFFBGojzPny2j9X7vkXDRe721sNDcP2aSdRmJGoIyGMqVH6tv3fdw49taEoCROkpqjtCdNw/VwIda8NbY6zW1Vwm3hbcksZC7e+wUh9pNAKS6CojtPZIuZDKQj58etX7O/8AiSxm7MCBdovgizxmqUqzFVylyr+HYXd85cVPVpXMkfFnjlcBt1tfXYcXVNVK4mYoJIkupIyiUhKpRGUfVQfP0i7BAykL5irxg2RrkKdzzFdu3R3B16NBGgDUu/3pRGpF9P6+IZghjjC049dmFrdub1fseuhPL/TIJqrvTYr+0C6akJEIAXcch9JlLkQlOPWWdX3BNHGF4RYWqz7QtLu2PVgfj+bS6h+kNoykPbwSNKW2HageGDGcCWyxq0vJtKqNulcRB01dJKqGBQlLbUf7P3beJXwjtbtkw3jUrLny1xyUjKxDWtIJNkG8ZCAjt3nuIqc93OPLdzk/G2FA0EdmmEiTuTMhpSvwr1R+FP8AlxzhqDYHCmSao3xPFbS4Zs8kIF757SuLq09U6clQAFN9BqQ1rtLkRfd27dSrS69t1Kv6eKW69tLXfQRLI1ni4vGZkKQ0IAAxnCMtw7SP1DLiyWDCbHlOseTp39viF+YIXwE3L+63lZu9UQ6AyJIAKJD21p+Kse2UY3P/ALK+082yXIrZcbtkNlyw2KHst/8As5zaWAEAtat0iEuqJ8yHaEvUP1cWPIHVsYaV69WG8XJo3urjJlXCDRRURVMVSSNIQCVa/VTlTi46K3PFsA1b1RZ5FktutRqr2uB3V+kkRCTUj6cjKRRnH+Wn7OBv4tsse5RqSf2CndX9vwtpRy2fWtH2huk+KqaxEqY+VExSD7+YkJF8KR4gtVWz/OM11Azi0Yharyy/J213JxV8ur17eCjMCmlAgkQxKpSkOz+XjolitqnZ9JMIDSxPH8pGtrTq7e3VwdCWpASAg3jt8y5yKXbT9fD7WHOXVg0wLHnaiD3UK8WurVta7RUlVTcqJxMwGm8UhKRSL6e7nxVMX041FyRhp03yi3WDHrRhrts6QbtXRqvlCQT5RMhDp0kYjKP1F86cFDXxixuOjuUNLm2uTlkoyOqoW1OhuPKNaQH1ciHmXP5ULj584gg2+2XqdjTQyVt+TFyJdRW2kkpb6dBWpKH3czHy3yIfeCMqbYz1wsWojzF9LaBf6uUrlR0OOsm6USZmBCO4hpuIyjurKI/PiZwlXDL620mx7FbEu2z1lkIDd1EUD6nSFeRGao9wxiXw2CB9o03ULV2x3bFM+yHF2huhtdjua67agUrBsKxBA9vaRCKQ/wAo8fQHw1Y6ljeiGK2zpVE/YQdLCUdqqvvS5/iGXBEdVIEi6VN9RKNOfxL5ccW3Owaw4f4dLnpevpaT5k4mal2t9zBwfPqiqR9EZEQxER9PHSGi2peJZ9i9FMfcqNztoAi8ZOaVFVrWnlSUu7t7v1fw4r+kSoLeIPWI00RMDVsxCYeqTP7/APFxb9QNLsAzdX2nJsVYXJ6AQF2QQW5ecaVMSEiEfprXil+FB2heNBGlqcLOSO1quLQudFySV2GUImBSDYYcol5c/L6q4eJ9i5f2HA2iN2vNpo6y9lbllrY9NFSgLzAil6vPkQkX/PjSfhux1czWe6j6ju1/96rfRqQ/f6P1cOmvh3xlGtCLO9QlSpQZVrfipKPl5xHgR624RieGah2G1N3l8SR+yHDpRVze1uQn1UhoMyVGIxA5R+PqqA0mnotGJoOM2sViHUHN7OydVcm4MMgKhJQQM/n+4VJRHtPtOSSVk1V06RwvHrfc7VqjqQ/VcXZJgIKZBWBDzLqjsoO4YF8+Xy2+ZDRctxq2u7fanORXK75SvW5tW87vcnC8KG4SAx74jWM/p7i3bYgcPEXb7fj+mVgslitNtYM18lZIg0bsR6Q1rUi/RgNfPbUtol8Kft4FTe//AJGal4nqC4dEVtoZ2q7OOoKoeyqlJNSpD8hOBlGXcJeoTV68TVFRAV0qUqO2BD2nT0/D/lz/AOXHEmpFsx2yZvmeTp3HGMnqhk1FFW6lweNMgbrErSnQb8ttRTKVKEMuYgW7tEZzLL/YENHta8Zdv0QvT7MXJM7QZ/nR0NdDp1AD5EW4CKsZeQ+XFf1IsWPY3eMiyV1dccytFvfQF1Wt4cN8gZLCQCSSRSiYB5jKJFH93Z0xqErrapdZaejgpWRRMNt2o4o7ny3CQjyH7vxcX2w1uhY+yG+gzK7VbD7cDKXQ6sd/Sn5wlz5S+7jnHUPVnUlzn18teCv7Uxs7C6NrUisuy66rh0SqSSn8omZDXbKsNvOsoS+q1y1fwLCXWUXnVzH0FG1QFJk3x9IvaSIxAqiRnLaJSrGhfAuBnbl9Zs2qbpjetRb4yS20XYpI2hsuJEZ8gOpiRSKAkQ9oy3EMZFPR+yZ5gFj6DHShVe5LKqe3OXF4apC6kuZioRe9VIhAhHcRfD1d3F00Xxq/sshzLMMrsrW03m/XFPpN03IOIN0kgEB6tKD8SntjTgK+L273PNMtpgdpst/uLTG2RXO5KWpDrGm7NAvZhMvSAcyIuXmVCKlPPz4rNF8i1KyJxkOMK2gblTAW7t8i/tiToHq6REkrQBOhQOQkAlH5R4hG9cYtd3wyq2dscet6+BoK1d3bHAudFVSdrkadESEhGNZUEqekI8+O1NObjjd8wO3LYybJ1ZFUCRRJsz6KB0GtQOKURiMhIfLy45cvOmAPdV8+wXHzfr2mw2J1dbFa+X5u1uLpIIiHp/EEiGJRIe0uK80TxnMMfwfH9LsYlljLHn6WQ0SZkkW5rVI6LnEZkSpFUd3dt2yHi7afZXbs0zfQyz4wbh47xO1rjfSqgYUZfmoIxMiEfUBD86dndLgv65YlmOQXHErthiWPk7xy5k+KlwNVMj2R6QkAltLmUqfhD48D7TXOXWl+ZZM11UxV7iwZReq3Fs+AvamFDMBHpEYDtLmMpefduEI7pzXqysbvq3pIt9koPE3V3XqssmkClHAAkKgzr6giPPz+Q1/bwO9QVmeG5bqvjF2w1e43vMkEgxlRmwJYVgJHpCkHwh0i3bfo/CPHSGi9hf47pXjeP3gxN4xtqKK9KKzoJCNOYy+ce3y8vLiA8SVitSmh+U9Kxs3LpG2OCa/m4maVS3GQeofmW37uADrM0t1mxDQi5ERYu3St5KP7ihak3FWqhNW0amlyiZFUS7vpKvy4zX1Kwy2ZNpRlhX5zdbJYVbyye3NKy+ydVc2wxKiIUjIuqA/ylUuHuo+sGGXTVPSzU1Fw8pYLcvcG7p1RiYqCfSCnKJdw7x7alHf8a8dE6T53jepmPnkONKPFGyLgm5e0IkkQqDyL7+Rba0+HyLl5eY8DXX6yMKa4aSuEMeZGT+6uhuK/sIV6wikERVOPMttTrQS+kvu4r2Q43lV68SeWs8Lv7zEW7bHWXWUb2tNwLigjyBIBLbHlKm2voIeAdp+4t2HXWyOr9lN5wKi2NgoLlOzC79vJR0uXaQltj2kQ+n+13hp5frPlGJ2694+4J1a3CdfZlyRqjUolUC2EI8t1C9I/qpy4sZJgVRIhlUfhz4rSmnmAGBCeEY0QnXmVK2tDz/w8DDO/DTgdxrW54fR1hl+Sko3uFtXMRA/vhLb/ACR+NeILwmhcS0e1FUvlRK+HkVy+0ziH/eOgl1O3bylzr5bfPgqaevBtmgmNPCoFQbYw2VOpbh5A0EvP+ri04jbgs+L2q0JGoSTJmi3CqvdEAEd36/LiY4XC4XC4EXi79lp4esro4oXL2dMgrTlzofXTj/fXiK8HmDDjWlLC93JFU77e0E3DhZzuVTb0ERQQH5imKYhUR+Uv4Uz1r6Y+IHRdGXTqo7uylSpSnpah9/8ADjDxpIA40MdrLIKKpNLg0WVrGpQCi40Iox89pF9P73pIG+JzI7BnGduzxa6NnzJxZbfanD9sXNMFVLj1RES9Z0ECr3R7vUPFful0Xuup7JHPm7RsVnvNhtN/9roJJKdBRcDVMi29IxGREUdpeofMpDVdLFl76+WwtW0MsGRyu00o6Jr7Rawd1bOKuCAB2kEBSmI90Q/e4lruytOR3LTSz4M509vN/rc36L101sIJMFIpTDqpCPpSlHy7hrHt58RhY5itLOT7LcjtOLZSnl71KrE7QStiQVSSGnS6PbQDHpGKpd3PtKNS4eOGdivPha1AehhOOpubReK+x3e3omTVwRLoCqq1nIkBgI7RiJbdvcPFm13tltuCWJaW4nhTskHbMMivKVgbJAuYCkSCUu0S3luIvTGPFLtl9yG9XTTu8WcKnf8AAsbXWe2k6F1lRauRbqpVp3CZpS2x9Md3GGjSWAk/xd/qEjZ2+OHjdzVD7TFPpqL/AGiXYPcR0TiNBHd5bedOOh/BsL8dFWxOgXTtxP3R2UFj96DCeyhfzT/lj+rijeI7FrpjmpltumHZMtYj1EdJWG8pDWVT5xp1wrWUChtkPbL5SKvA1uWJ6eWjENUmOVPlxzDHXptMdBzcK+1JtREfY6ohMaFQpbhpIR8ojTypxYq3G34zhettjyu6tGGR3Jm2WJB4uKSrpZVmJFAS7uahHtH/AA/GhksSWrlswHCGODt8PTYoWNmncft0HArpqUSGQiKURERHl3cRPjcQBxpxjgK0t5Vpk7Ln9oLdNtyIVefW86e6+r7hlX5cDvM7ZjP+w0xtbXSl3fjyC2i5HGVeqy5dWKXVoRTEdxiXn5jL4SKN28ONoe23VzPwvlts1gvqKDVBWz2VuSTE0eUhdBLvqRSp6Y+ru8r0jkmrp6hVty2nlsHGauiSC6he059H0qw5S5x84Q+/dy+N5yO1W/IcdfWW5t5292iSSoEHPYVPl9xDX+rlwEvD7hNrVyK5He1W7q7Yq7oxowEKCk2XES/PI8+dSVE5B5RT3CFfIuH/AIvLUbHBA1Msj1a15PiphVi7RpuNJcwSUSOlfiO/n8/8VeBFqZhlow7UHT2ws6YkCB2Zws6d5hUqMHDoykqqqXOkli28pfgHzHlHfqRhuFXN5Z3Fsv2lr5FrYiFbH63g2bVJaZdVdmqBiMiMTHeJRgMpbYmzw6ZXjLrTLELU0uCrO6ubYaza3XB6Kz4kAUIKl8BIk+Y1qMRHaPl214g9MqgHiw1aEXJlQWVtr05eRe5H59tPj/i/e4pvjhyltcnlj03QfrpzFe5v/ZEjVOkEy9lAgDuEj3V+mgiXFTztVTU21WLOCeN8pZIY0BvbEORDbHVrdJSFV2IlIS3AUSISqUR2kMeIXIMout7u6dwxte8r429wpgWQOeoNbmFubrkg4IS7SVlKRR3DKu0SLiRXw3DLtrTdLcxtuHusVC22k2J3u9uWVQbkgMqtyA5HUt9Slz5F3fOVgynENNLhqNqgF6Jq0RslhtlceXq/UR9lEGWzo8jifYluGX3cuZVke9KLpcbxoDaLnllKk5cWOhuqr7eqEC94VfxBur+98B7eBL4aEVUs1wMXStSXV01rHkXMqJE+knLn9IlEeDrkl+xKy5nYmNyq0SyG8gu1tdSbTWUAYmoFFOWwO3yKojUo8QSGb6YI5CTFu4tyFxaX47RzC3FQguDiRqUlDbOJSU7SLuIuMLDYNIVNTL+1tFgspZWCIq3aDXmSQLiQl58qiBGJFIRiRS3d3Fz+wLEkytrUbHbBSttKexJezBUWmyGynLbtKPl8q14E2SMtCtMXt1yJPHbOF+x5uFwWRaITcJCZ0AFBAij3GMfOkfvHiSuWtOkWBPK484fBZFRpRyq1Qti0UiVHqe96YRE6y51+PBIftrRkdkBK5NmV1tzigLRWSTWRUoMTEvmJefIh4rmAXXT/ADPFrnf8aYsHNruro/tE1WXTF0Y7CqqJiM/IfVLiIsuYaTZC1+zrYVocNskZOLgsBMDTTeIoe4VNWYCMaElHfUdofdxQsoy/wu3O4t7rd7ZbLi7egS1F07I4MlRBXpTrENwyCoiX4Y0+7giWDHtNs9rZ9SWWLs1naYzYu3DIklaUCsBKBR5xjtKvbyEhrwPb/q7oBcM4RfXGwncMiaGSSTk8fNVWkSiJ7hkXn2+Uh/DxMjfvD1qVnilrVb47er+v7oVlWfInUPjQFiGK/KPlEi7eCzbscsNrRcoW2yWxlRzQaOQQagFFxEIDQhGm+lApGlK/TwrbjeN25NRFhj9qaJOEU0FQRZgmJpCMRTjGNRoPOkfkPDPJrhZ8EwF/dAZN2lrsrI1gaohRNMaJiVaJgPkNPu5U/ZwLNJlLLhWmH+1TUp6A3rICTeXC4ukDIkk1yik2DaRAmI1psHaPziPBByLUvBcauLm2XW+M2rpC3ldXI8pUTQqYjOpDt5kRjyHnIvTLy4Y2/WbTS544jkTTKkFreT9JlQ/Z1ZprqygBBymEo18yGPL9XEnbX2FtM1f4Xa0ba3vSjL7TdskWYhNIyhMo0iZc/j8+RD9/nZRYsUEmqSbVqkm0/wC6jRMR6I0GOz6dsh2+niq4pd9OLnkKjnGnWNL3l8zJ0arKqRKrIAp0qnKlJEFDGoc/qp8OIK66maJIW/2i4X7GFW91D4Gmmp7QCSpAMhpTcIlzjz+VOLFlmpWDYlZGF6vuTMGluuMfYlgIleuJDISAQoVSCJBWQ+XmP1cMMl1n00xylvVvGXsGw3FuLpp05q9REi5Cfu6FtkNac/h3fTXiz4pkNlyywNbzZHqVytzjc3WAdpxIhrtLzpyISHd6qcBnXSys9P8AUjFtX7OgDRJS5pWzJaJJ7F26xfpzGnrEuW74yonxa9F2in+1PVt+aSIpLXtqgmYD5kQNQIt/z7xrH01Ivq4LBUjGPAJ8O4haM61VwihJpqsskrdUdsvdOqCYfi5DAZfvD504lPFRSrbRj7eXEFHVmutvuAqgHaQOU5EO4o7Sr8+DENB7t3GJHyUEN3Mq/GnHNGuHKviJqqbn2ZJDFG4yGhbSJ0uc5SERjCUi+mUgj1UtOMIE31y07QIlRMvbVVUlPwtTGQjtj2/QPYI7YCkhdPFk5FniWJkVDpX8qG5J9KtBIaig4KVPp+Hd6fjzHuoNskcIOrniCCApritkdqTUIgmQD7YG4ZCX4ZD6ZjuiQhwR/FkrUcRxMVE0SJTLGdBorTyrsVKPacucfhQS+NKRrwMMias7kVhstxZgvbLjkFuQXSVKPVSJyJR9X1y2l/SlEveibi81wbUPSD2h9pxkCV+xZEKqr49fFY1QoNJV6Dj0+Q18i7ad0u7ilo+IrTOtzbZJlWlXsOQqpAt7Ygg1dK0COxQTrUD9Ax/DHduHizDrVpVfbsnktv0uyS+3VCkkn6ONAqqkQlEfeykJDyjSvp+HPhi91fwh1eXuToaIXVe9WyhrLXF5amqK6CgSlIiKdCGJy9Q0Avp58F6/6h220aUI57c0VbeDpgm5QaKnNYl1QoSaFBGvMikUYj91e2nPgLZFnPiGQSt1rv44xitbs1VcIuGTJRV0gIElSolQ1aiJ+/ERpuL6vq4oORUb4ta8Xt1jZVfPkMgaOWbFSgmrdHHUAx97USKZS5kW3ujtGImTb4thml15Y5nrpcq5Lmd3IlGoJNiXa21MKDtbpl5CI1qIzLcXKlfqLi6Y/wCI7Su8sDdhcXrNvR4gxKjlke41epCm2XlySP8Au+/h1qJr5p3hF6utgvrt7W5WsUlFmyDedVOrSXIa9u0TGu6PxHh5ozrRimqzq4NMbb3hBS3pgor7Y2EJCVflEip8ipy4dao6n4BpfB5kLgG9wuQbEGzeblcA50Ei5emldokVeXn5caMR1c0yyPJLZacfuzd3crkwVcNqJNiodEh5kQFt2FtMoF8eUuKjkXiF0X+x7c7uIqXJs6UVBCn2R1Oh0iECKJU8h3eXd/y4bh4odG7XYmH2adwo2VqaYMGluoFW9B+RBzGgiXxHlL4/vUpJo+J3SQrG1vDq8uWlXZ1AWijIycUESpQiIQlSO7yLn57o02lxIWHW/R9bFblmDW7NGDQnoIXBYmJgqqvUNshEKke0S3bvIS4tambYczzO3Yqm4S+178zrc25Itzg5SEa+8JURiW1P5lz5D+7KLx7UxnnenN9ybT5t9rOGPWbN2zmnR67gAmI+fLbUSEqVkPd6eAhptqFmub6olpTqqysd+t98YKm8aNkxOltqAmUCINoEJD3cyIa1DdKnFx0yzINLMHy3GL99qXkcMvIsG6bNt7Q5qzWGhNqlTmIx5SHzKnwoP0jVyn4psKUth3GuK5uLOfTSWK0jUF1JwgBTjz7u6o9pU+PD8fEjg4BWjtlkVve1uLdn9nu7d0nJUW5xVhUv0e0vPnKnIdu6nEjqDrlasQyq540eLZbenttbpOnB21hRVIUjp3FWW0fxF5c+Im0+JXGH2I3LLPyVy9C0semROlWIUTVqaopRSOh1Csa1893yrxf189tKWqaGm9W7r7UcWkrmmtQB6FQnUY/MqFtl8OXFmWZMXaIpOWDZVIY1SBVGlY8v1F8PhxH5nkbHEcPueSXHr+xW1sbhWiISOtB51iI/CXy+P7eM8SyJllWK23IrfRT2O5t03CFFhgdKGMolT8Pz5FX4V4GGQ+I/CLHmlyxu427IBTtbwWr+5ps6Gzbn+MhOcfj6PT8+HOca8YJit6VstwTuFzQRql9pPmDb2hqworXb1j+8u6NKfw+96euWCI2TIbu2drrs7BdErY7ogmJ7zOgCoFKFuDu86V+AV8uKmpr1eMQTyNxn+I300GmQuGLFW326opezp9p1VMqDX/xS8ufBF0S1Nt+qePvL1bLPc7c3buPZx9tAaVV2iUhj8t3F9VEajHt+fPjn/wAOy0sO1hVUSoJ/ldeKmlSnw2D/APs/y8XfDmTi9eG+zWtmokk7fYik2QUUpsEzaiA8/wBXOPF6x502fWps9Z/91XQAkvl5cvu+Xly4lOFwuFwuAn43If8AVwyKXLn1GfT8vV7Ul/4ZcaHWpzbTjGMCxhvit7vlwuVnSoza2lMFeYIIBKO7d/Ae2vP01pxJ4tq9ZbzeWdvyvGrvh959kXdofbTMUkqJB+lIFy8u3dX8NP63jnWDBq6WlqBcyds8fcuSbJ0dNCk68yH3Yct4lEq+fyoUo8vLYzvWm+OZLj+I2i225mrk4FcLf7BbQBu4qAiYqcxGMuQ8xr/9PGmuf6U38nVtWq0ugvr3SxuAK2Gsm4eCPMUy2VodBEe6u3bTho11D0ie6f2YkWzNTFbtcqWxBpS080Ac0kcVEo7dwS8x/F+ukTjWvWjRPW1vsouWjZUiMHKdkVTQHlQt0qD5bRLz5fvR8+JTDdXtIdRHyuM2961eLvqVVNi8txAL0R9QioMVSpGm3zLZ27dtxy+523CMFdXFSwrurYySGdvtTOakZCMQDaMR5/hiI8DLH/EliF3aO7h+SOcBbbbRQ3b2tmqaDUgHtM0yKBen5D5lKNOL291AxJhcsaBXq0VyRk4eW1YWheaSaNHCnmNJDUhKhRjzr9PP40HKNU9A/wAnLAtdLSxuLVw3N5b2h2GixNW3VqJmQQ90EgL96PPdwYcSu1myDHmV6sKyLi2PUhVbKJJkFDDlGm2o0qPbyiVPly+XFC1c1U0xxbKbbYsvbm7uTUQuLaNtq69k3EAq/UJU3du7iGzLULRwMss9xcY8OUXw2YXFi8t1l9sVSRIigdDj9U/xUKnbLjHLtTdIHF7tLy94i8u93JgFxa1rjZrOW7cjrUZSGQbqVL7vV8xrWQu3iFwJm9RZmyyJy4Nok7URQtCpKIiqMhoY1H6eJm65zprkbJ3YL4SLtJGzDfXLG428z/M4zopUSHcVKekZF+rijIameHzFKJtmNoYW5C4tmdwV9jx+vTomQzQUViHKQ85+qPIvVz4v+U5vp7ilxsl7ubq3A+yYkmjF+kj1FHCUhIOZjT9FzOm6pRpIfjxvueqmH22/5NYXD10Nwxe2/adxRBuR16EaHzCvrrEg/t/vRo9+8TundsuCDKrTJl6uG6bhBRK11FNSigCYxEiEi21pX4fsLh7o6/b3DXLUO5NEnSTO82uyXNJJcSCoSQMfMPSW0ef7OCBqRmuMYFYKXzLLhRkxNcUBPoErNWtK8hiIkXp/w8DXL9TdDb/irfKLmzZ5a3a3GluQQKzEs6BdUC92KSoUIZQL8JQ+ZU4jDyTw6XnA3t3Wxe1/ZmOqpVcs1bJ0nDU11KQKEaFyMiHzpzH7+NuZZrolimsdruN0q5SvNjYDbBq0ZETO2irEgnEdhRqVBEZREi2jXidzTWbSPAsycIvnKI3h6miT50yZdXphD3RLGP4S8h7o/LzGUldM70wsN9yvIFzbN7lamrOt1uCLEjNRFxH2anVTCpKCW3lyly/hTky1L0z0XQsS+VZFgttFraETeETNAkKnTvrzBKo9Td6SoVN1fxcXLDmmHvrPb8nx+yMW7e421AGytGQomTOEk0a7ZCFKece3ihli+gOZZ87xZPHsffX6zoD7Q3RbEkKKY9ojUYgXKQ7R5x5+fFovmkGmV2fsHtwwi0OXDBIGreSXIASAYgNQptIRHtEhL08QmuN2WubdLSfFqhS/ZIl0nVUxoX2fbe1dydPTt92Eo7i29vDSwsGNr8Ura0sE4N2GniTdKlN0QF4QiMvq28RfiVw285VqRpgrZ1bwwBF28BzdLamU2QkAVE6ny5B2lTmX314DGW6X57S+3NhYksiudwb5WL9ndH7Ov50SDKqvVMqDypJSggJVjQql6qiUSL4VsdzVvnOVZPlzS5sHmTW1K4KqrtagKKprrxToRbZiApFHyjIRqPBM0205yXFcoXvF01TyLJ26iRpCxfR6SZkQ1l8fT9Ix/wCXFUeY0zyDxW5C1vFkJ5ZHuFJJuxXQKqC5C6CPI/UWwe36fqHinZ9ekcT1R1csj3Fb7cwyu1sGlpRbW6qyDhUWpJ0Hn8KCJGNP5S+Y04PGjtjumM6XY3j16qNXtuYJN16TkIkI9lK8uRUHt5/h4Cvh4yG+4BYUtN7nppniyo3dynV8nbObUANXkKhK1qOzurUu3y8ql8OBu30czfKcYwDHvZr1ZFkrFd0nhuG6oJAQvFVUElufaJkSVYl6Ylujw+yG7OUc2s2QX2y6gaeoI4wFqIMbZ9P86bLmJJCRUiSUYkP8o7uOssDvqWS4iyvLZncmiawEIBcm3QX2EQSMR7JRIvhT48DfLrDebp4iHblo0cpsHmnrpinciSIm4rm52pkVNsqbSjIdvA7xNpkuTI6W6eFhl1x66YPc0nd7eLNYt0gbdvSV7VSV29su4i3BIuOsE99NwxES5CMeARqCVxrrFlVF8vyK0MLTiCV5aIMXwooDE1wUqdCEh9Hx/bwGNSMeN3oddL4/utwv13C3N1BfXNwbg+XVQNTpSMkwKJEWzcIUju7uOtLXbrXkOnTG2XW3oL25/akUlkT+BJkkPz8vh+H9vlxy9j+nVysOhju+1x9+6dW3MkH75m9RI13VsY1gKBgY0mIjI+Q0jH4fCPDzNUXeoCuaalYRjtzrY0krXVMfYyTVuThu66qq6QF3QCQfD7/xV4tFl1EtKudZjrtS2X1LEGGPNrZQ/Zqgo6WJfdAC+aZVEalLkPBF1N1XtWH27Er0syNTGMhcCDi6EVQo0A0iUS5gIyKXn+ukS+fLjn/Q67WzTG7YVmmVIvrXj91xR6yQfVZKKCS5XRVdMSEBIqSSgQ/VKn7eG2krzG9PM6tl/wBQ29bZbrxir5ZBu8aEtU+rciNIICHcSQkUfpL8UeG7duvhDe0ZBk1raWS13CxvkceK9Wyr1tazVfqLdBVIaVKZtz2/v9vKh8aVLo5sd8wHIMgurTTGjvF10iVb477QEfblTTEG5AcCMTmRR9Rbt8eOkqjeNQtNLC80t1GCyNaUio+GxCVXcdtfdKUHpbxqW0f3a8uKb4k29/snhZudmy3IFckvT542bouiYpNSVP2pNSgiklWPaBfPnXi4+HtUnGQajrkBhzyIEyE0+0wZoCW71eY/w/jwWlKl5cvT518v1fLgGWBCtl8Z2QI7UkchxNB75+VFVkFU0vKn7olxc/ERaaXnQ/MmQDUiOzrrBSnzNIJj/wAPE7pbdCvmm2NXklKmb21NV1K/jJIZf38WRTtlyL+XjmDW5w3HxGmuoqKYNsdaoEIgU6mS7kxKfMRGPduMfgJbY9VLVh6aH+37CKpUBJQEbguYCZRH83ENolHby29g7REZBHpBbvFygi9tGEMVUzKlcrRVKlK03wbrl2xL++n+fPgd5T017phpJN5IHllqoVKFUuY9cNw923dHbEt47t/vSN4rILW3CmrhBM26uSCVUlEpSqLZeAx8+ZS5RGJbo7D5RrQ7DjmRZ3lrezY6/G1WuwOm7x/eeiKleuJ9dJNES2mfaZERHGfcczNcp3rS7DbRbnV8vVovubO29Or0ri8XfqLHUvIRQ/RfOnpiPL0iMqQLDPMWZDW1VxDAKIkRJi0t99ZFukI9MxUBIJc4yiRcto+ZcK6P7Vij+l30xUq9omnRa+4vaae0sSSLlU1BqHu2q8ZEPLl1Y9pc5cBbJLk0ytDILbari3dI5PlJoNnNKSDoLuQIVCEj2jHdu+js2CTcs4LdWesOuZ3QkF6Yth7dJawNlKEKDxclFUheiPaQjVExAvTyH1SHh34kKqf7QcOHqdKlLdch2kY18za8qbfL6fl8a+ryEqJj1ptLjxDadtLgXUapJOlmwqlXe6QSEw9MZCJTHdHzoQ901Tp4gbQhdtG8rArUi+dJWh0q2EkhMwV6RDMJU8iiRUl3cc26jWa8H4NtMWDe3PEHFL0kov0WxTRI6uRA6j3biUH94i++vFB1iwfI8UyzPEb48vWSUSZsq1vzhM5EJqoEMqkRSjAw3F6PTx0d4Q8ss1yt11xxhc8yvLtrUHSr29sxCSZbBACEjIR2+QmXwqUfVxV/EKpTCPEvjupeS485vmLlbSYJCCHV6K4iqMIlt9chl3SKo848VJbFvy61o09riNlvGmaL7HFXVDatCSUa16rqXmMeYnQqUlKkhVHypKg1ENLK8xEcfud2cZNjkrlcEV7ii3Lr0EBTD3Q1IJEUyAt/zL5cWPU3IrRfkdObq3vuTt7bbmazFa9LW2lHNVwOZEIirEu8B7pfURcGHNXOOZt4NXtwtzK5Xp9YOmySuV0topOuqS6HUMKBLbEh+BFtHdUiGXFB1nY3254jpxpljGFvluhjSN7ft7cxgou8NAUuoYiBSgXcXq6keY7S4aYSjfNU8w0sszC63zH3dssji3nd2rVWbfoEvGJjEewkgru8p1Eqy7iToc1dYL4adTxvTi7WmqN0et/bG7Uur+hSRFdISj66ylIRH6h7hLPhnwTG8D0stbm1C2WdXJqD15clECSNaYzHnUtwJiPwpX9dfV5x3hnUrkF1z/UkaQb5HfekwrUtqjVqJAClP3t39n+PA+XwnMnPhksmJu7De279LL6G5SS2uEm5O1TquEZRoMxrL5d3b8YXNtG81t1/ydG2W27ZYo1dW+9W263F5U3LhsgR9VmKhfBWZy29wh9RCPBN03teU5bqDm+od3xZ9iw3CxpWe3sbhQeudYSUUIe6MhEafV/LtrhYFlrzwLIYOhYHZZDARrb1SEFRKlx6te6sR2SL9nLiV080dXwPxHs7lZGFzXxyuMmku/fPOr+dVU8wp5y7RDb8O7i25JoNhd91T/L9zcb+2vIuEnNUmr6gJEQCI08okY0rCnPkQ8WjXC13K9aQ5ZabWgSz95aXCKCI9xlCu0f3uM9GbbcLTpPiNnvDX2R+2tDdBw3PuEgSEajX8Xl/nwAbvas9s2U6tYlZsAvF3HN1QFnc4CDBIFUjFQzPtoQ9SvwLuH0+qPDEs901xLM9LLZht4yj8qU0q2+8tkuaQGaQpqiufoEIlGVf6txcDq2aI6m2TEvaW9luCyq9+pbbjbwRIxcN0TTNJ2l+CdFRnt2lIdpFUe2dYbY6vGlOU2i3NvaHDuzum6CADIjIkijQafV9P4uXDDw8W27WfRXF7VeredvuDRiKKzY+8IkXKX3VqPKsfTz4vytKxpH+8efHPnhxGv5NaxxqXMswu2/+QflwRNO3tbToDjtygoRMsYbuBpQCLnFsJdo93Fj0+ZHbsJsjFRSqht7c3SMyLnMhTHnXiwcLhcLhcBHxv9L/AKuGRVU6c5telL6vaUvh+uMuKD4gcNv92cac3ZDC7llNktloNB0wtzj2VUFDTCJUiMhpzGnaA9vLbwwzfHc61cxaw6btdOHOE2y2JE4F/d3BOun0g6SSAq03bpRKW7lT5wrxnmVh1Q1PRwrGSwRlaWdjtSqtxb3Gpt7eu73Nw6RJUr2iHVTEfgJ+oeKTkeF6v3NDFLgzxe8sb9huPmxM6N5Cv0nRpCmkUqUKvQIi291KbdpCXEtjWl+ZYhidutjjGro8NrnqT0lUg6s0gZ8hViFZEnMi3erkI9xcRmI6Wai2+y4NZisFwVsl3fheri3MDEra6SFVI5jHaJpGkW7dIY+ndZdB/abZif5IXJPVgbk6tbi3KW242sztLdUwMhERhIfh6qiO8pbeN2m4XXMGukWMMcbyC2PMLcVdXq4vWZNwbglKnQEy7iPaMfSNd3qj1gJAUCHlyTLbStPh+z/z/wCVeOfrVhuT23RrWm3O7Q++0L3erw5tzYSoobgDTDpEHzKX9qvL4cV63aQ5Jasl0uubV1ltzJKyPRf1fveqla1yYck00xMadGSpRjWnppL58QtcduOMYRiCjzF9SrJkKWME1Tu2NB1iFXrqmDV035DtkQlujKcZbZD0bor+VQaT2Cmat0m9/wDZvzhIUxSENxdMSEaRAoQkI02lLgb5/elsK8T1cmcY5kl5bPcO9hbhaGBOCUXF1Mg2+rkPd5RlwKsexDJsIzKwu7xZtR2LZbHVJJYgiosSCpvl1wbKbYxFIxkP1/zFwS0scvGoOvKuUEWc4banOMNiQXQp7CqZiufuludDEi+NYluj6Y7uK5qY1u9m8Rt+vr5pqa3tL1izq3d4mhIHCqQ9qnxEhGJ7SrLu9PGrUjD8tzXOct1Ex2x39k/Z4+y9gaXFooj7eC6CoumsPUYgfwEiiYx85eWOBPbpp44eMX+n+T3RzfMOtDdu2aWwlQVcJNiBUFaltSjPdLtH0/VXbzpNqvf2qNirjjNRHF8aStjVe4uTS/PC6bg12h/NQSpRKfZyGu70i1yTEtRsqu+caltcVv7S7/ZDJrW3OWKoe2g4Ykg9AAKkjID5GMfp+EuDC7sWRohoDVGyvzVtIpJ3Kgoc/ZPzEAMT27PUO6PbxZbU5oHinv7ZEKwcYg0WXqQ7akLhUR85eXOh+qnp4Z+K6yXy+Y9iKOPC6TfoZcwVTdN2xK+yV3jRchpz50CpUr505cUbUHQ7IkWDBWuSXzJ8hvOV2tW63tBIW6rNogJgKoANS5EE6bt3pL08QmY6eZc3wXWDHytuSZRd3bu1GxvDgTNW4NaKJFRIB5cvde9ly8v1Dt4fazWi5oZ7ky+K4lqLbcguApE3c2aLuzXhWg0p+dAewabioQlt21L49zxqvlWnee5od90zumYK5iizcCdvbUWamqKRCqgqVZCkAkRd0to9say416vYXkz1HW1Rviz8xvFvsqjAGiJLCsaXeIR8zIeXnGnl5fh4tmQZm71N02zbFGOBZ/b3h2Nyq2K82cW6apiHIUgrQtxkVPIfj3fTxq0r1RfssJs+Lq6WagoOrRYaBUzskGyirZt2Aci5zMIhWO4iDypz4GWkeJ6pY1q1jGol7whQk7++cHc1WlFSdDR6PP8AOAL9ECRUEvPyHdQilUeOxK05wFTkfMvKv6vvr/l/HgMeEtmbjHMnye5ETu63TInVVXi1aGaqaRwSGnqEB5FEKkUflw+TSpTxiulQ50r+QSXPzr/93HT9np4mX+qlrtmrD7Br57FZ2zKzBdPtR0/BEFZKUDpxOlI/PdLgX2jxJ3LIHVuZY5g9rJ28ti9wqVxyFJqkKabhVLkJmG+telKvb/VSXF61I1cX000vZ5TlmN0Su71yLetravOqIGUi/Sx5ViAEVY+qv4pcac51cvdvzJLG8JwqmUkdkC8qOCvCDMKIGZCJU6vcP+cv5uLhpPmzXULT+2Zfb2KrQXqZl7OtSRJKARAQy8hr+qvlzH+6tZxrJa8FzW52LLLUvbGSFr9vtDwlKEN2MfI0E6ekxKojQa+ZfHyGMqg68RN0bI1dnphdV2lp5DkrlBcVAtZ7aknzhSagUjMdsS509PFp/wBtTJXTLNs3Y2ZRZvi9yXYCmS/k86fTipQ47aF1R+ouKpdfELfma1/ujTTtNzimP3Otvf3EL43FdMhIRKKBbi7qREe7nHmJSibHGUWRpZmt3ud2aWto6TE01XyoN+dCGXrr5F+qv014kGL9i+tyVzau2rhoQzBymqJpVH76H93AAs/iWZXjTTL8pZWREFbC9QSbN1nRB7SiuqKaS5FHmHrl8e3upxf7XqtZrzqw3wqxOLZeGy9pVuB3C3vxWEDBUR6XIdvbWXd/nxY7Hn2D3y7nbbFl1juVxqJF7O0fpKnWPx8hL4U/8/18B3VlajzL9Yn6qInW0YO3tQDy7uv11y/juHb5y5cRVzTK7WV3aak5C3vUjbuuSpT3JFMuZEMtpDKX0nuGM0pjwu6ip25glpJmNwQQyCzqEhbjWWHpv2ol7rpF6jHth3RH6hIR6ERiSMRpyp8uRbfu8v1cZEI0jEfj5ffy+fDDILJacls7uy3tgDxg6GC6CvOJjz/9KcbnNstq1t+zHDNuqyqAh7MonQkqjTtGNfLl5fDhwoiksHTUSTMO7ke6n+vjx6bdBQxM0QKo9laj5j+zj1ZNIwgQUIfnSvb/AB4wXAVPdmImESqVDCQlwwv90ZWGyv7xcVqNmLBqbldSqdSgIiRmXl3eVPhwEbI+/wBvOodrvbNs9S07xhUXiCrlDp/atyGVBIR9QJU/v5/fxavD2rPI9U0yCoKDma5VEvpJBCP8fLgtrUHlzLgJawgFo8ROkmQ9IaA6Vf2pdX99IaoD/anwX7q1F/aXdvrtFdA0fP0yCP8A4uBd4OXyrvQGxtXRfnFtVcMFac+3pLmI0/sx4L6so8g+PHL+rXVr4iruSTdI1BsLERMkpQqSi/xryp6hH+kHzoNY7eqhowVIlfEHiJVXIABrcNlB+YpDShEHPb8S5FHl5CO3sG4eKdRhUsIK5vGyLJveVVlvaCThIWq0KEJylu8oxL1ba8DrJyq6yDCk1DTITy61qimFeoP6WUi89/eI/wA8iLfJUheK5ZJpacUWXNJFFG6OF1KT5UhRi5l3chqPn5yoQ+e4TlAmemWoNhxHTDHLNal6XW/O25PXy71f2VsTg+SrolnZDUJAZw5DMu0eXl5Wx5k2N5/pxeBvVyUsKdsgWQN0HPM00ky6phONJIKgFYkPKYEXkJcxGlFqRqRcbQ2veJ4LbmmMpqi3Rt9zqiyBRISjGiqi4ROI+QikQDyIZFEh4nrvbMkseEZO1c5QWG2BpeEnLW53BXrLiyqkmSqU6Kz5krUgEpzLcPlt456WxHCrzklhY4dcqXiwN0nDpV6q8JFUUCIg9mVRkBdUjI5FJOQEMiSESPg8eGtNnXULOCGifURaWtLkI7RHm6qNKbR/CMeW2FBiEemDHxHhVzqvjzaqSywJWJ0QiIz3G5QHt5FLnHt9XkMT7CoOSWy9X7KMRGwXNO23327r2x8tvEVRbGqO6ZCQnEBLvGJCXrE3BZs+uNU2Di1ZPYSs2aNV/ZAtRqyQfupAAg3cdpfpQqQ9wz9Ua85S062YyZWtne27m2P1nBs7mHks3tbgVVUBBdbaIzVSVESju+JRHgpIuWiwUUBVAgrWQ7x/tcaV3traJUJddogin5yMxoI/r+6nDT8pMZ6HWC/2gm49xUeJx/4o8OErgyeB1Le8ar86VqJIqAX3fAvh6v1/HhzUEjIhVSTMa93MfT+r9Xn/AJ8YgggaIpmknUfjCoj5V9XlT9f9/DkU0qD0xAIU8ox4xWpQKzAeZf5+fw/v4AuQ+JXE2CLpTG8Wv97boPvZavUkAbsFDI41r1yL5l6qjyLi6YnrFgeQYL+Vql9Z2q3CrVqujcVBbmgtSm5IhKvdGRU++lf1cUG+ZPe9fF1sU0/9rtuAdXpXvI60JJV6PxNs1EqeoeQkRfUUhj32rUDMbNoniuG21hZm6ViVfpWlWpuOjRih06kSpV5cyPlSfnyIt3qrxWMj8QtytOC1zv8AJAksadZAhbrS4cqEkq6a1TMlXJJx2+aRQ+qXbt3bLvr+SeS5DYbFYmt+dJvrWyx6jd1EbkbxIlRIzLaACI937v7wt6a7ZFaCVtmVYeztdys96YMr0IPOsgmzd84OkuXppt27u4acx58h14r4jiyPNGmLWW0tnTp1lZ29MxUrWh20Ql7V9U4jUvhGP9xcv+ouB2G8/Yd5y6z224gIkTdd0AGEqcx/Zt/w8SmWXg7LiV1vjdAXZMGazsEaqUAFagBFGZbRH8XEHodmi+oOl9ky9dmDFV+ClVUUy5gJAqYV8y8/Rz/jxRtd9Yb5gGaY9h1isdreubukS9XF1uAtUKRLtoZFES218yr8Y91a8Uavievj5C0NLfj2PMbi5evWLpxcbsIMUzb0TKQOBiJAQn3fV8JU4vFu1lurDJ8Ix/MrTZ2rnKvaFEnFtf8AXQSDbRuQlyiXVKtR5y8vLgd3vxV3F49Jni9isqcrys0ReXleqTZRuAjUVDrsgRbi8+3y/ZW2NdbsmsKmCI5rb8XNLKbi4bg5s7k1Wwth6QJKiUip+lU3U+kfq4kMN8QljuOWZ0ne39os+L2F4k2Yv6mQrOTLqy2cynzqkRDEfh8qy2miwXZhkVibXi1O0nzB2n1EF068xMC/q4AehbwGunGtjmihLNm2SXpcDqPKQ9ISl/h4uN4dVtXhDVcit0TSwegpqD5VE/Y4hyj+KtOCraap0t6Ip0EUxCkaUj5U5fh8qcPuFwuFwuAF47Dj4f3ifNKlFLg2HkoZUIvefAPvL97yjQv1cP8AONUXWnV9w5hcmDQMUuVkXOryqleqDhBDqUSHtHcIiI9siP8ADxUrX4kHbnFwv/5NW86I48vdrkgLyoQV9sFqkEuRVpLkRRKkoxj8ORSeX6t6sMcuseP2PTW0UrkNF1LPR7dKVNymknQzIxGPSLkQlEv1j8eNaniBUtzbP2eXN8cst+xxD/s63/aBK+2K9KpRlEJb+Q7aer8MqmHT2/r5LgFgyRykDde6sG7xVIecUqqAJVEfn6v7+BTl+uV5xTJMkxS8YlQb8iYfks2RVIwu6ShEAkR9oR2kQ/qL7pcRrLXLM12DLPnWL2pHTJw+G3qu+uZOxkdUidCPlzR6vlGMv/DKLa139vodcNRa48xcLMr2TEWdFjioiK4pTqe6Jf3eUvw8UeviN1AbXO5vnVlxJxbGF9O2/ZiTwkrssM4DBIjIiLt3RiW7b9PUdX7IHXsSrxrR1UeqKFT3R5xlH41GXq/8uBhrJrNa9N8ixqzPbao+pdl60dmmqACybiQhVSo+ctxxjWtO0v1cTwZ82T1Ru+CurbRtVjbErjR2o4ERciZRgNC/ZykRU7S+VONemmptnzDT205k/qhjydxVVRSRfPApJRMyAhGtajLsL9fx+Xxz1k1CHTzGbfdRsjq8uLpdUrYzaIq9IjVVEo8yPt7C/jH9vFCuXiFpZ1XWP3zT68NctF61aIWUHaKor0cSgQrhs+NI8vvIeXqjOXzV67YvgN4y/NMAuFjQYKtQQb1uLdVR7VU4l04F5Qpu5F3D/NysKmp1qLVi04C1QJ2tcbSV09rSOkEEvROn4uVf7Q8Vaxa92PIMRzzIbVal1UcSqdTTMxoL1KJQUEvOIlUC9JRH7+flr/23Prazd0yvTx/Yrh9iuLwybfaLdcXqaACRjIK7CiVC3D20/l4ksZ1oseQZJRizSTTsjO2JOrxenDsAZsnCsem1qrXaZ7ipXd3DH6uCdZriwuzFN9bHjZ6xXETRXbKiaZ08/MSHu+HD06UEacoj+34fDgPWqDfxfXZGvc4wpusFR3couiDd9xfs8o8ZauazNdPskuFi/J95cnTLHSvY1FYQAx6/RFP+1uIvpp2lXhzpJn+Z5o/53XTpvZrUTXqhcUchbvqEe0gSIA3DUhOtd3bxs1y1UU03WsduYWP7Zu18XNJmgq8BohSEJTVU2iW7b9/DG0axOft/F7NkuKFjKt6B6ThV9cwg36EY9I4+/FSQxLb+GXpql48STscoVx/HcGTuC32u9t6a7m/t2iCvs1AqRiZDHcJ0LlX6tpF8jBgl1yG74oldMksKNlfLTr7E3fJOgIPSVFB2cyGnbKtP8+KHYtf8fuKeGitbHzJXJl3qHTUVCtWJNSjUVPPzqVY/18aVfEBjremAKvLI9bq5gVKpgZgNGSRKdMFVS58txVGP4ZV5j21xzDXB1bc2u2L4zgV1y4bCaVLso2cgKqJHuHpIRI1eXqjSlBjwZ26gOGwK1AqSpSo0UCJDz/VX9vAn8IZ1PRNmvDo1UuVwNRL6C9qV2/q+X1ft4yaOBLxf3FEhmoGDtx5+Xb7YZF/xceZTpLbso10rmWTWqz3SyBYBt6DRyNTOrrrkc6hUY9pEMpfw4ELTQfUPGXdhco41guW0Y2xwxNpcDMm6Rm+VcCoAmA9omNPq7+4Y8XDMtMNUdS75Z1r/AHeyYgxtlnVQo3t7aj8CXXqqkYiBxGg9CAyr289v3jGY54dbnfjtKWpbe2Pm1txU7GibZ0fVRcA6U6Co7R5iKJD3V+Pp+XBu0Usd3x3TGxY/fxtf2hbW1G6n2f8AoCECIQMdo7iERIvLulxDa+4C5zy14y1ZHbwpbMgbXBx7aJxNunKiiY1oJeZSHyLbWPA/ybA9Tra+zvDsXtdtd4zmz83p3Vy8gdt9pEQdDDuPYNYx7dvd28RyukGf4/Ysi0uxJGyqYXkTr2grq+cl7UxSIABUKp+s4pjEvh505x9OOQ+Hg37HL7u1t9nPKlMi9vsS6p1JM29Kpl0lQIYefJWVKgUt3pLg35bgWM58xYp5vYmlyUacyCgqnQUlCpQVKBUYlHmPz+4f4ReoWEuv9jFxwbTkbbYFV2/srIVZJoJAoqPV8xEq0kJqfLnIuAhlPhiytK2/ZuM523etHNmC2OErohVCoCkuC6dEqJCXqEy3bh/HKvIs49pFZ8Y1ca5VjtrtNqsoWJW3Ls26USNYlRKddsSGI+ov4cT2KaU6e4xfU79YMQtjG6DKDlENwT5iUJVrDyqXb6a1pwIMiWTuWlurmelUqW/JLojb2SwK97VA0mYkHx2kfW/e+kpR42rdInCyokoJwEgOUpCO76QjExMu4ewykBB+bwqenNg1OzhrjGR0Vqi3sLpw2WZqkHs6tXKSW3aIkIiJBuEdwkMRj0kN4eG3U63HVKya935FHbSgUNwlsp29q/8ArlXgR51XVrT/ACa42e86y5DVVg1ScIVTfuVevQ91JARbQGglIi+6IiRFHjrnwy5W6zPRyx3u4vFXj8kqou1lQETJUDIS50ERH5U5eXby8yrz4gvEc+zAcnwDH8azBXFEL49ctHL0Gya9ep0hJKkC3eZcx219XnxFqaI6lnUSa+IjK0+XOXUay51/CPVGPDAtAtUVqSdeI3LRW+XRSVTpy/XFxxi88OeZuBDr+ITNzU+dTVVjz/CPX28NE/DdnAq06viAzL2ahdUR5q0IT+RS9o5S3f58VfXDRdPDcBYXK653luRvTvDRp+ePi9nokZ/CiXIv1+rjrhqgig3Bs2QSSSTHl00xpQafHby4E/hrWqrftVxL4jnDz/gTH4/y8GUhGvx4D/ixZL00ybZQzS6rvFLw0viYfVRA9/8AgIq/y8FC0Pm9wtrW4tVKKNnSQrpH9QEMh/urTgT+F1M7Y81Lxtcg6rDM3awgPpSXEDD/AMXBkPz5VHn937OOXNRxBfxMZEqW4GtkYJqFtFOnMzPfIe31d4/CXpmnBXDIrhYbq0LHUEPti2s3C7xVykJiwbuBSSA4iIzOewEPXtLYHDTK2ossfvj7IXBXjKn6KVmdHWolV5dVUlSdRANsm7NX2cI9pK1DlKPNWZu8tWc2Fko8+1xRz1o3UIt4i4FD86IO0REXBqkIiJEO7cEt5L8XhW1Zphtsul2eWS3ubmv7ZcG3kTZv7OaREXkXIfegMvxfr4pLlZa82THsVt722L3HGLH0malkUO5Jry6aQPkOkaRAqHSKm6X6aAiUi4Kfh8t1ru2Eu8neCo9f3zqM7lR2uSyYggRp9BISESBGm8hTMZjMhL9VL8QeIX/VjUc8WxW+2NFGwWXqu0XKxkAuHBmIjBLnvEEqdw/Ah8ilt0jZr5e7m40sU1Ba/ZOMM2o2+vS6nXeJqAXSdkX6YUoiJQ6XeO2VI8Uu+q2jG7PXFbJjKi92VXKzPkkkquE0Ls3IVRuKTsojIgmRjUwMYjKMSLgreGhU3OeZ84NuSR0C205V86UiK40Hz3eVKU+j41pAKCI8RGuiwjr+2BWlV60xcCSRhLkROVx84iRVE+3b8tsTl0lMMMcrhn+LEasUjuk+lU5zk2cyLuL1GBykfftLf1XEbmjitvRti4IoLux1GftVx2yKb4HCY7ts+kCURLuGPnHinuG1tJprZcVxQNgtmDATBYEoGY3M5iRdxCQ7t3pLtL1Tfhy0c04zCx3b7dszl06T9gcUVC4qpEHtDFBcgglUA5CZn6fLt9PBZ/6sGh1RrT8i5H5c61ujyv8A/t43h4aNEKLCqODJUIPh/wBoOuX9XV4q+pml7HTFna9SdJcdSa3DGqmq/YJKn/2iwIffBWpVrzIac60+P3+dRHguYBmVjznGmuQ4689qYuqVLz8iSKncmYy2kO3n+38XACwPTq7XLOc4w0tX9RbXcrE8A2YJXYySJk4TE0igXcQ1kJEJfT28W2ukusCARbeIa6igHkXtFnAioP7xHxW9TLRqrpfhrjMV9bHt2Jm6bpi3e2lIW5TUAPelIiEdxcyHdy5cvv448tuP3O7XxzbbC8bqkoxVeLxGrdMUgT6xBXqUpyDbSMttdvDXGbw+xvKW1/TFu5f29ySqqNwb9VNSvOg1Exr3SlXn8K/x5cfQjQl+H5a55aaIEi0eOGWQM6Kd0HrYSUH9gqgVI/i/Xw48ROmy+pFmxm2oC1q2Y5C3e3BFyoSYqteR0WEY07uRfh9Xnz4pFy0PydfF08FUudif4jbsqa3W0puaq0WRYU6tV2x8hjWPViJS3DLnDmNBg7B4ZMixhS9vsev9rC4IXlpc8aVXmUQQ69Og4rH4ECojtlTZ+vizL6K5Lk2I6iOc0udkLK8wBuA+xVV9ja+zCPQESLf3ju7u31cMND/Dw90/1QtuVvXducpM7NRHpoVOp+3kMVS3CNOnynEi5VrIeDDk2m+n2V3ALrfcSstye8x5OV2wEocaeQmXq/ZXiayu0jfMPuuP1Uo3SuLJdjMR7BUAg7fL4UL+7itaG4e50+0psuHXF60eOGAq1VVR8gKapn6vPlv+PFZ1d0jbZ7q3ieRXNpbbhYre2dNbmzWMqKLTD3QjHuiVZdwxjLgYXLw+ZpbU7EpZ6YZeWtiulx9it15AyRUauSDoCuMNxj5yHb6BEi4z1I0H1E1GYsFskcYhY3FqtZtLU2tRLA2E+sJBKkIphChDt5+cPv4iT8LWSY2mzdWB1i+RKsLubiiF4aRQXb9IOQrfVvE5BLl21/DxO5ZoRqFqFj2N23JlcNsCdkSeg3SsvVFIOqml0BhGP6USIiGvbHuLiyaE+HVhhit7TyxGwZOweps/Z267EVBSVSBSZRUEqfEyHnTu3V5DzjwfGTBmwYIMWLRJq1QDpooIp0AE6U+AiPwpxznpOCSekevDiidRbHkOQVoFa+kW47f7/wC7gmrDW1eGaovU51ZYdyVCg0PnBlu2l5F8PgXFq05aPWGB2FpcipV6jbGwOSEpe9okM/P57pV51+/iycLhcLhcc8f9IB1KaCU6a66dK3ZvQwT7VRiptP8ADKJfvCPFg1l0zT1e0wsVta3dBs4TVbvEH3KqtKpVSidKEMakJAdS+Uqx4qzHw4pWbBdR7DZ7wkIZMokNuFYTEGLdIyUBIvVXzMhr9/IS7uLzdNPru91C04yBO4MxY4ozdN3SW/qOCVRFLbSMY7PnH+biEueiTe5vdTnTxS2LL5gADbVyaiarIhQIJcy/EUtpfAfv4KODWQccxG0WCqvtB21ii1JXlynVNMQl+qUefFazXAVL/qrhGZ+3IooY6D0Vm9Q5mt10umO75UH58DhnoXlCLdvgxZTbltM0Lr9qUYm3In5UnOjYj7KpT3T7uM0tD8qBZTExyhhTTZe8/a5tBTOj8d/VFDq+dKhMQKUpcOFvD+3StCzu3PLUllyWUlfmd4JnFSgEvPoKlTcQxlt7Zeni8ZFo7pxkWcBmF3xoHN76qStHVXStJVS5QrUJxLyEfT6acDfUnRDL9RMxzC+XTLErWg8bJW20tk0qLgo1GKsTmOzmuIFIPxcPU9DnWU5yjk2qSVjvQJYu3txpI1VpJ6KkjV5DH07aFz9Xb5cTGmGhuNoaWYvjeoFitV7uNk9oIDGpkmHVcmtD0yHcPMSpHnTiV8SOAP8AUPD7RYremgaKV9aurgCyxJzajIVaCX7py/hX58B3NtAL1akL9bsRxxjerErkFvvLRmbuiLldIAVBdqSym6g+82lU+fKpRpXmXEhkem+W5bpOeCW3Sdlg7Ab22dxO9g9MxLmK6geW0hHl8/MZDy4i8e0B1Fxi1uLywujB7lFbc/txGbwqckjFBu3ESKkREEAVMe2JdMdwjEZUNCdRLK1fWxnl7C+NLniatgiqgLAWxAU0NoVPq9ywy8iESLiVV8PtLC+u44Sxs7VnfsQdWh+k5VMzQdkIkCoEQkUCKIkO2Pdu5CPDzTrQ1TFnjSyOmtqveKXW2JFkTB9UlxSuiQD+coSHcJlKXb2/HtATfjNrttls7e02do2YsWoUBFsgkIAA/sp+KX3efPiRc1KichHqFSlaw+r9XAdbwU8ZLkhqQrJYGIFyHkJ/nxbq/wBr/Dwz1z0jvebZVdMhtb1mkTnEVbIkirUwIlvaerQiIfRWkqcXfRnTjHtO8YQt1ptTds+VatwuThIirV0smlyIy5/rIu36uIrX/GMmyOz2xvj1kxXIGyCpk7tN9QrBekeQEkrT9EY8y+7nQq+fpIX4f4d332ljLnLW1jOwsnlyeOLCDhZdBqLgEqJIpT7qCSciIqxl8i7uIm7+HzJLFdkH1hxvFsltba+XZ63srtcwSBBymiCCZTpGQUR+r4x/aPQulv5ThiDdtlFls1geJl0WrG1K1NBFuNPdDGNKCVKUIeQ7dtP3R5t1I8MuVXrJsyvFmuKSdDuIPMdRJ0QCHVUk65x7CEox+qP6uJzLfD5meSKXqqWTMLQxaWlCxWRiTMHE2reBpkSspIESoSKAkX73bxjqdpxqXmK7dO76eYu5vbhizRSyhrdVW521UQp1SVAayVITnUSHaIkI7t3HSuNs3Vtx63W98/VuDtozSQXdqU5E4UEBEjKn1EW7+bgV+C4hU8OuPq8irNV4f/50qXL+/jRZUl1vGdkaiu4EMObgl5U9S4l/xCXFr8RmR3rENG8hyPHVaI3JmmkaKvSE4SVTAiiW2vISIt3AOtuo+oyWj2SZ7btSmOS/ZbduFEVMb9k6Lg1wEomQiJe7M/l8x8h9WWZa+5Wxu2qONIuWttuVoAVsfceyjUaikQdcaykJVICkMv8APlxnbtRNYkbJk2pNwv1kc2DG78tbX9gTYCEkgMQM0ldpyHqiQyL/AOUsMx16zLGyd3E3KDq2s9QHVtVBNqFC+z0kxrRIfLzr5kU+6Q/T5cSS+r2Z31/cLBY77aGi9wyV42tt5cM6GmwtqDUHBKbdpFEhIZS/F9Qt3+qGpq2jTa541kdpyLp3omT/ACK025RVVu1iJiubQkhie6sttR7fqlxfdEsuyDKtLMjL8rrdkt4YE4btHjVoTdxyol7rroGIwUnQvLt/X8+Ld4f6X89H8bPLq3I72TSTqtxHk5nIv0nzlGPdu+HPdxezLpQFMB5f8uKzXNsWLMFcSrf2IX1NIFiZkryOBdsfqrX4xpWXLlxYSqNB5Rjt+EefL+H+vhxB5TluM4s1J1kl+t1oSpQoG8XECPb6KFuL4V+Rc48DZXO3erTVzY9MydpWc61b3LKFkSBJvQhpJJumUTNUhL5xoHMS+MeMfEDb7Zi+gTPHmAtG9rbv7UySRVqIgQA6SKJEXL6K1Iv3ufqLilC8aERE8EkFpEUSHaJDul6fo7dshSl7qH5rOaSM6W3Vq53l+NGqKeM/pFyjyTFceoSsh2/ohGPpESHkEBSC02++5PqiJq4w9XxvCupUa3oU4vrpHu9nGv6INseqUql6R+kTZvbcbxHOM2CiDYUUiaCqbx4qqRVJuJVJUjmSsjL1SIu2JbQO7+De5qVt+a46s3VZk0v1bgggSPS6Td4AqpDQPTTaXw27ttS7uJvxLJkF10uuUDP2fOWSB8i5UEVZh/5cGNLdz8vj58/PjdyHhch4xEBHtp+r48BjxbD1MNxhvQZUXy22hVOkeavvK7fP/wAq8GAK1rSqYcx27P8AX6uA94Wwr7dqoscSVLPriJGHaQjROP8Anwa+IfMbQjkOLXWwuT6aFxZqtTL7qGMef9/FB8Lt0dXLQ7HE31OT63pKW10nUqSTJuoaUa8vnER4iMNJWy+LHPLQR0rS/wBkYXgK0p21Q/NyH+PBlUMRiMi44/yi9NW/iB1Mublwkkk3qz3GUiSFJsMi27oiRD2kPd6iEY2/TDDbvfGDXJELjbGdwuT9C9ps7lJVUGSSRAyE26ZDESMzXjOIkQ9xDUuIzIsLyjArcnlmSuGC1uw6yOHDZWivX9quiqpmKsDEekRrKpGW09yCe/u4jMVYpMLzpralXzarxlkTUVm7hUjVIxauCM5UKHdzLt7lRIe8lV7Z4v7Vc7s8x5pZ2tHb4bTeRTRrzkUhbSjXlL/EMudB5lKBCIbPaL1kg295dMiyJ46touLjZ7o2K1e0XIEy6TGhxAEChExiRcxbx89o8H+2ZbesH8K9Mnvze4/b1ut1Q6dybwXN0SnSSEwGpSGZhyLnIh5EXIiLiA0Y0qxRfTNhnWYhcnl/uzc7zcH6dycNzVBeS0KikY7YRrUfhUuKRZ/9jduxmxuctsBXK/3S3jdHlsYOwbtkE3BmbcTA1wCYCrEBHfHdH58MswUWJlZ8hsOL3ew47XIKunzS7LcxQflMAXGU1B6vtHdSgD7kYxLfwVPDUSg53moKDXzZWtWhV3GXMnVPjz7do/q+PEBrc19o8R9BFI1J4q1GFE5jEni4lziJF6h29pSiQnIUjr+KX92nmFjyZ1aXSWM2S8K0uN3oQrAjJJcBNUUjKAe/E5lOIqykMzVXvL5hjVwynUBjlLJ6vZm2RWm+tVbazVcEkqTNL3vNISKJElEvLtOpeUpDqudk0yzCy33EbMlmNrrlN2F64eUsT8R9qmJ15maURGpDUikVPj8RiPFu8Ojdg2POmbdEkVmmTqtCAtxCikggkgM/nTpAJR9Mv5iLcaffX+vjLjUrGVCL7uADnWn9802yVzqNpKyTcN3ElL9i0+SFwD41NGnpVpuL/hGvmJQGP6i4zkGvuEZtjbuiDXIGDjH7y1cV5KIOAHroCqP1EW0T+ca8dMFTnSNY7fhyp/h/y44Sz6uXeJjV180sDs2mJWciTSdOCKjRugJFzcF6SM90Y7uUaeQjUuLni2mGKp4LeMX07Z3TIHtxqDdfKnav2ewAxIogB7iVCY7gTExLbIto8WaxaL5VZbUTVzimkuRc3Cqx1uLMycl1FJUS6wojQRHnSgxARpt20HipYPmj7FdSrc+vjILK3xgUsVvy1LhR2gDJearE6mO2SRDAy9PMe3cI9fT6qGxUiEh2kI923jiTSXMM6QXw3JXt5z1YrtkabV+5uCtFbG4QUWMConLzA/PlTkP1fq4uXhp/KLJFrVkV+vuqvuDcujeOLmP2O46apCQEJbxH8BfSX0jxQNJr5qG6umn6jbIc7Tu18uytSc3e59WzvW6ShdUQTL1QEhjLnUu3uHjupTyQMjjsEpS7ePmzadatQGliWx6t/v724KZAg+bOPbjMiIaHRRAue40zLpVh8Nv6/O1uLpmTvDbp4gU88etchb5H7EjaRX92KVYkKEOf6/0fKNRCXnxN5po9Zrh4mbBjC12vSTLMGCt3eFVwJKpql1TIBIhL1JCO6VfxcQ+R5ZmOCvtYcJtKF8vDCqiSP2kpc1TUtjdMqgJlXl5zAxCu4fTxJUybMK3Nqb+6Pm1f9kaqiApPjqSo9BSCp7v0kt31bR4o1s1jzkmeJIIL3IbnjtuuKKSpuaiK7c0JJGVK99QGhfvCAcWjwzX07VrfhtaXTKkzvLZX243Jiq3fmoJwh/7oTGJFurJIu3kUehcUtOYIeMnLLs9q6pjziwIezUN0JJUr7gRiEvLeC/pHdL6pEdU+RDWlfjGn7Y/658Zq0/e5c/lxzJpDcFX/AIatYbydBqu4uN/cEkHwoRIUKP8Ar7+ChqCsKHhqvEampQ8VURGtNpczbRGvy5d3BJZAKTcEhGMBpTlxv4XC4XC45w/6QgSPRFiIpyrW+oSLn2D0ld39qI/zcGO53m3Yfp+d6uxUSt1stvWXqNPSAfAR7ZV+Aj6q1pxzA91u1FU0Ly13dHadnyRstb3tuWQEBL2F5E0xEfwjQhly+ce74xCmr+oLHFM3QtWa3O5UtVsZOEHN5taTJ8kqbpNIxFORTCJ1kZdu375EaPFVluW4hhGNL2W/LWdV7ekGT962t4uFKCSakiBIu74SoHkW2m7ia8Ndcoe4y8vN/wA4uOTovFAo1B5ZRt5N4ynt7ioRF+7s2/HiT8ReZP8ADNNXK9lryyG5LpW6z0oIVk6VLkNd23ypKu77uA2814yW241pO7ub1Js4f3he35TNER/QKgkrPy2FvE9sf5RrHiQtOvV0chrFe5JObdYVGyGNt6N+czUJVJMttOZiZgBd37vEnZ81zS/6Iu71cM7b4hfsWfu22TOK2sHW9AioKYBIR89m4e4hIfq4gcJyvXfImdhxU8httuyC9tF74Tx3bhoozYCYAkHSERGZlUy3ULaQ9vGDDX7LWWW41bMhBvVBhcH9qyxVo25pc01EkknQlykACSwVIfxfiHlYsA1NzW8X7Tto+fMYZHdb6k/oLUOQpM5dJIIlX6e78Xq9T7DNZ7neder1jBoIjipJuW1kd0SIfaHjMQq5HqV2l3GUvuEPvrxStJPEPk+VW7D2DhS3r3xzkw2+5pmlQCWZqiRgqA0qMY8iHyl+jpLu5cdV8yhEijL1dvA18P8AlmQ5rg768ZKkxTcfbDpshRokQCKSRCI893dIS3c/p4qlv1fvLrxHLYimzEsRFU7Qi+ol3XIEusQ1P+BDHy514quD6pagO9S2DHJMlttmeu7mbNxiNxtBowCRR9nexiqZR2yIRKse6XnowHWzMVM0AssyGyW8FPajf4s7tjhk4ZAkKhSRXIIqntpzEiGRSHb3cSVr1F1XtyeG6hZBccee4zlr9qx+xmqRCrbxc8+kpRWo8zIYlISrylt/EN8zbxAadYTfndgvlwflcmdRFwmjb1ThWAlTmcaCXx9PFv01zix6g49W+46u5WZTq35uWxIlOgjUu6m74+ny4G2maCd18UOqOTpKCQW1qytKXOm0z6Qmfz84kl/9HDPxEPNXseyG2XTGc+aW+x3i6s7Ok0rawM2pqkQkrUiEiMZfTGu4R9MiZo6o5Dplqh+SOpeXDeWhWEHSblpYoqm6NxUJEKUu0KF+8Ij5ULuG7LXPUO9qWFK56gs8WRdWdd37Sjjg3CqyovF0PMBoRBtCm6Ijtr5ff1nhaV7RxhilkFyQutzEaVXdotPZxVkVd3Sr2eXx+/d2/Cgex3ONXs1yW8X3Bm+NUxaz3orOTB91KOnfSh1VRPtDaVSHd+0Sr3Vq8eJY7XgeTJObpa083t17cN2jQWKpIEiLgR3F21rCfnzlyHtlx7ZNUs7v+sN3xZLP8btLhC/rsWlmc2VVZU0ki9JiMdwjX1/i28bdNNWs6zbUBOxUzbFWjkbwqkdkpZ1jVJBAyqcVtwSIAIhKXdwaMF1QwfN75cLLi14o/fW8am4S9nVTiMo1rvGk93FwcJ1Jm5BOpSJMuynnz86f6/ZwJfBkBU8NeLz3UIXXb9PtKv8Ai4atXzS2eMu5snbw03N2xVvRkjDmKsFTqfn8uVAKvp4IepeJs9QNP7rij52og2fgIEsjyKoVEhKQ/wAw+rhnqFgVvzDTJfAF3LlgxWSQbiuhQZgCRpkPL5edUx4H+V+HfH8msV+tjm8OE3FwyJS8t3KbYaKtuoAgSAy7wqIfHnH8O3jVXQNy4vN1ReZ47c4Xd70d2d44FuBMHChKUVibga1Ik5CPlH00p8d3E2hodYRysr0rdHbpI8hf3ta3rJASSxOkhSNP90fOJfHz5cRWP+HjHrDjFbdj+R3K33FC9HdrVdEhDqsqkAp9PlXmKgQ+ru8uIe+4vgOn2IqWd9rEvYMlUuxXle5pOkgcqujGG5qHcly9EYju3cN8FyzGcSY3iuKW7UTUS7X9f2i6XhlZTASOBUCo1IQEB+mNC/b28TWGamZza7Ha2A6N6hP2jZKiNX1yXSq9VEfKZgVBKX9n+PGzJ/ElY7Ii1QvOF5habk4X6KbW5sQaCRS7usZ9OHbz8/gXEtjGlVhyWyXS9aiMbJk92yJz7Ysq33otRoAgki2X76CICNJUKnOsuAtq1pjilr1Wpi1rTesrAGPov6MhfuDS6lVV0yIZEUe0PluKMZEXSV3WHCrBitybPmNnt9vfCHWScIqir0iOJjE5HEh2FHdGQjv/APsot+E72h1ac2uTihkLzJ3FRM1epOIJiW7qq/Pb3en+rV4wofkdiqCpUoitlDKilJQIuVD+B9UIfvS/iPx4qqSqTMhW6aiaSZDDqe5FEBISnEokMel6oxhLYQfmcbpgglqnlH2Y2SdWzFGjFI369BIPtpAVzJJBIdsG3V6sijvEYCKQ7AON+zW1Wh0li+O28b3fUw5I2i3ENBagI7SXPtbpcojIqfOI0Lt452zO0GpqtkOSZlcWPt6dxbgjbWpEbZJcWaUTASoRKmkJgEiEdxyFIpQKQ0Kux2/xGNqqUWaoZRYlQoke4jcoFPfWRbulI/5xLfLqGTPGMs6YaRN74077Rfbe9H8UVRpT/EVODQh28pCX7ONvC4XAU8VaayjHTyiFBqf5d2ugifZUpFylTgwShzpzGPxpzL/X7ef6+A/4XwXo71SqoWz/AGgXOg0qHKu3p/P7vh/qvBr41Lenu7vlwEND+eMa0an4BQ6A3N8lkDASHuByHv4/hFWA/wBfDjUZQ7H4ltN74klJK8MX9kdFQecIiKyfP+fn/i4M6dJFIu6nAD8U+F4Ura7SueM2wL1kmS261KXIWo0WGhq8yKp/KsAqMq/fxcr9ilxsN1ueUY1k9usYOKUXeo3S3gq22AmEuqJJmAQSDnSZDt+HFE1pyhllWjFps798yatshvLW2vric2rIUgLrmuCrgQkmQpbS3CRViJF865lOJY3k9wYq4faMftg3K4qN8cC3WdnRJdJIPf3FxWqREaAlIBEYiXMPkcqEvIcM0Ix5VAb7acJsCwUMkDUUSZK8q03FTlUZV/4fLgV6iu/CnZsdcXhjb7RfHbUxSTttvuKs3qpSjOgnvGm4iUKUfxEQiQ8xrK75k9kwl5kucVSsKV3NmvbndBSBmDUBXbHOU1SKJAJl3EMZSkXHVGhfQbaDYcyvC7UgVsSHVoZjQemYjEa/LtKg14rTnTbTtpkbm43HNyaWs0EEAtCD9JmCaSSQpAiSwRXNKIUimRx/e4pOv+Z6P41pwOJYenaHCTt+yXfhjJJEaSCSoGSpmG2e2giRlKR0LgX45rDp/YXt1rY66o2In8RcGi/auFSh1IiXXSMh/SKl5F3V/eLi94xk2jmq10Ztbjn2fMLsqBMmydzepJEoBemhpAQVIpxiRULcQ/PcRL3pC4w+zXDKcHv9+cZAg1UJdtdFxeN7wFKVrVBcKiNDqci5HzpWR/y0nsHx3GLxpc1uGmlweYgjelBeiuwqCpgqI9OqRisJDECp04DERqFKDHiwaU5Hc7xbLpar+kknf7C+rb7ibUeSS5dMTTXSHz5CYGBR9NalxTdKic2TxFao42pVRNu/Ble2w9PbzNKoLEP88afycGxE6kR0r8q/D7uNvGNR58vj5fr4xNMCpuHny4CusmibLIcitedYaLO0ZjbnyTrqlJJF7QDkQrVAa1l8feRIvOJSGMStelHv2O8rb05POipREZRkpEqDSXp3ct3+qfMJ7Z8hf48NrtlrfrWu0QBeDRWgA9ViKtVSptFUa7N8dgD5fOp/1BvlzxttXCsks1hyt9YbMAIuLizLpSCCXQbgQEIkQyMlTiR+mIwkU8cvTfH/AAqOcit+KXBoJMi69pXcuVU29ZCiZhUjJUGoxJXkBdpFX4y4pvh9aXnIsoyvG83wm221lcrSkk7bDbPYklWYkr0lQjGZSOMogUQHdII8Wu3lqVogAMSt77PtP0iIW5swndLWHPamQeXXGnwl+H0cqDWCw9t4cmIJ5IyzB0kytDr2oLHcLgv0mriRGJCyMZkQb6jGlfV+9w1xSxW203lgrhd2uzRwoqLhjYLjlKqoiK4kqn1WTdI4gUxIhNUYjWRFwTtN8V0+ynTDERaWZRg1sL8HyLD2tWp29+kZdRIzKsiirPu8iiPyjwU1nKCDc1VF0AT7dygiJF9Mi4A7vw76RvMdt2MoXRymuhdDfoLg9SN0c6j1Eu3cEQpQfLmMefnulKXPw26cv9SFM5ci/Gbmjta29QKs1VZc5EJBKolXcQy7q14tKVt06yrObPqE1u1vut1tDc0GrhncAVSoClCGu0TqJcpFy+e757Y+3HS3Cbl+WUmilVMugneDScnzKA7YfGNac5fDlxH3zS3S21sxuV8Qbs2jTHvsAlnL0kgBlGMdxUGW4t/du4BmT6reHrG8ksD6x43dMlf47a62xq6R8mxo0SJKqanUL3vJMz3RKm/1elt4fcm0Ob5I7v2J6dZQllLFOqyLEF6O+kkRQOqE1RlGVKVluiW2XIuC5hOVaW3HWFzflbXecWz67MxbCnfkVW/tCQx5dIalVI+wO0pFHb6uDOrcGjZElFXSDdNPvqagiAbaF8fu5cCHVXXK0MmVMZ09dtsqzW519nt7S3H100SL+lVMdoiFPOMpfCURkVKNpDY1sc8KGrdhcris6ty1+aLqU7VDSawqX+HgtanKUr4cL246AEVMZJUQoUaS6Eh/l50pt9XbwSm3b3S208+N3C4XC4XHOf8A0gJV/wBibRKlVaTvaA7A5y92r5F9NP1/s4ut/s9g1t0bYMWl6X+xrlRs4UNpSnvBAhIkiH07h/aJD+qvFIv3hWwhd2rXFbvd8aaKtRRXbN1PaAVIVaKCdSUIq7SAfL8I8TFdAbfcbDfmuV5lf79db0xTYKXRyadDbt01hVEQHz9YjKRFL9XEFdPDbdLu1SG66z5o/dNHCbpko5OqqaCoU/SQI+8S7SEqR+G7z4KmlWG5Bh7B83vueXbL1nKoKAq+pHogPpCki+P7flxHaq6Q4xqVkdiumVk5dM7QCwiwofTSWqrHuIYnTlCnz4pTvwtYCs9USbvbq1stCcm3tPUFRBFZdAEqqARyOVICW6tdwj8hjx7cfDJhTu5tUqXO6fZH5n7Xa6qDRJwLVsSSe8ImBb5kXnzIi+EhjEZD4Xmjhy5b4rnDuw426dovDs6jQnaIqpU5CREqrzLdz2F/Ht4t930pyy4pWy9L6oOksztiq1G96StCAiDZUBGqBNxOJDzGQ7viXGu3aAY4n7PS43a4XGv2a+aP6KgPN6u8KS7gi7p+mn0wD6ay1YroS2xuz4o0t+VOBuGLVuRM3htQqJG8SIJVCXaEhrGW4vpoXEJavDBYrE0sD/GsnuttyKzuAcFdFKEqksQyn7giERnXl8C7fmXcTxj4cLFb7ngNybX90LrDi98r0R5vQFclxlzL3e8z+qQlwdveUrWcvjt5fT933fV/dwDse0SzrGqOmmI6yvrXZ17gb1JnSxIKinMpEMiLd/hH8PEfbvC5jrFvb3iGR3ccqZXAX5XynOtVlepU9yUuXPz7hrLy7vvsTfRu4L5LbDyDUW+X7GrTcRubG03BBIyFxSRCSrnuVASM+Q1Efu+XCZ6OXdxfrXXK9Q7pk9gsr4n1stb5mn1aK8iFOqzgd6sJF8h5/spxjjeidbRfLKTzMHl0xTHlzdWSwumgQaq1l0yNWlZLw51hKnMeVODCHUqMKCdKCO2nqHb/AJ/x+fFI1p1AaafYn7dRKj68PVgbWm2D3unKm0Bj9I186/8AzEPHuhGFOsG0/Qt93c0eXt64VuN4d0rz67xUuZlWvq5bRl84S4kdRsJt2ao2RJ46cthtV4b3UKox96aRFWgHL0FKvGH5DW8dVFNRCdq+2lZqWkG5CMEwor1Jjz+BcDVDQS6Y87t9ywfUt9j7prbFbauudrQckumbk3FSrzIaCUjpu+kB4LWJsLpaMcaW6/35S93JIIr3CrWjcnB+fnAPKlY7fLnXy58Dm3aP3qyZu9umLaj3Kx2C53ZO7P7IiwTOa8hI6AsXmAHERjHt21lThwei9rV05yjCVru6hkF6UuqzwUYmBEuCtB867o9IaS8vLny+fEJZ9KNScbzW+XHFNSWltsF4vB3VwxO0JqqkSpSMZV/ZEeRer013cY4ZpDqTh93cNrDqo3ZYyrc1bh7JSxJKqqzMSJMiMtu2Qyl+KP0nNNFEVFCBJIVSrJWojGp/dz8t3EFqDkzLDsKueSXF0IosGxnuUGnVMR2iMviZEMRGnzrxRPB51qeHLFqKCI06a8Kj8x658i/8+KlkmLW3N/E9lducPndtudtx5mra7k1Vg4ZKyPmYfUn73cNfIufL6eMLprBqFg2X3LDbva7Vnbi3pIOFH7VyNtVoKo7aGlWh0+Xp+M06dxCJWvT3WF/fdQWmIZBi7axG/YEvbHCd6QfC4MBAzSkjSI+7IT/Z/LxadU8+SwROz1Vxq43ul5uFLekDOqU+qYlUBiZDKUa0/Vy8/Tzodp8SuLvUgWHD846G4SUG3AqMglKm0yL5f/R85A/EXgVGD98pb8sTZ20xF25Owr9JqddogZegiLbSUd1eK8ya6j66VrcXFzumnunZBQ2jduYhcbmkW7qmfn0hIS/EP6i7uCfp5pbp9hiYnj+KsWrgC5+1rD1nNa+W6qp8y+XPbXlxfhAaU+H9fCgMufDG92y3Xe3K2+5sGr5ouMFUHKQmmY/rEuAPetK8l0zfr5Xoi8qkmqc32KOvNq7H41qjUq7D2/D4x9VOUaj5vmNu1Q1OdZIwtyrdwjjzVi/YOdyjN113IklQa/EY1HzEfXEpERN1bd0UPtH2td2lcpiBd8yIYiIjMpbNwx3dp+qZe0XvwqLAvgt6VTUI/wD6pbiNamUq+SvIfORemPqrw28WiqrbEcVeIVio3yxgdClGlK1mPxmH1fUP7acDrKLHS72hBndKrEyoKSylvoJJCtDdFbs2DAiIfdj7qJQEC9jtvh2EFNTs1OiCYdC3WtEBFKgwGbrb2j2lSMfKIiIxCPSAkZHc8a02xp9c0mFEyePDXFo1Tk5uD1VTtEfiqZmVP3R+4R8ucGqt3uWf5c8ygEkLsdzEui2XNds1LoNQIAkJCSsekBEIkREA7SGKSum63JnaNQtPMkJVAVWmRA0JwBDDoOJCr6il3y7j2lKW7qrnvxPW37Z8PeaNlaU91bidU5F80CFf/wAHF2wK5DecIsV3oc/bbc3cS+qaQl/z4neFwuAv4nKqHc9K2yVKER54wUrSv0hMi/u4L5fEo/6+X+v2cB3wrEqSOpdTTJIPy/unTp6eXMPKnBr41K18xH+PAa1ioeJ6vYDqIjSaLp1+S9zGn+4cFJI6l6RBUZV/bxl4pUVmeI4/mLc6AeLZMxuKnpookSvSMP5uqPP+PBgpzoMQryrH/wDZ4DWpyTrP9WrLhVtdezNsYD7fuDzpAfQeEBgxCJfGolNWokO4RHjx5XMb9ecOw3O7Wi3RBdZ1dVWitVWt09lAKpU7RiJqnMkiH+i+nutmW6jYBb6L2m7Xm2XJ2e0bSiQO3K/n2UQCRF/Z/wAuOQNUNaclcZJe1cUcpMLvcE6JLuUSElmbUJdJi3KvOJ9yipJ/0vbXYPMBOwevQWuTtSq3NT3qiy1CMzr5/vEX8NvPz+PGFKL0a1WSJXn1KTKnOP4Zf4v7Nfv46eVszu7XhzZtPGLS5LW1u/tSqTch6j+1uSUcKyV7UiAF0kAIhKRkfcIlxfsasfhfzC4ps3mNWzH78iXTc2i5Knb3IK02wIBMQKu3nt/q3cYZm00RxJH7H05wjGsrzZ+fRt9uQT9uFA5fpV6nUhSoNafhr58u2RcUTWrTVrpxh+nlgSFP7RuKFwaXly0ZzJ0qfSVECAdygCYiIiO6I7fp45lcI1rcqMnzxJKC1UFlaq9ZMaz8z5pykHq5hLn6flw6A0lrc5copEmuC7cUyo3DmAiJUrWQkMSLb5QKX1c+7sjwta8sVLS5xLUTK0/tpo5P2N89czTXQhIpOB2FGoluIvhUeXOPFvyEcg04Su2c4CpbL/gy5KXR/aKKRJp/vl2SocwiVJEQF5SEqj5kXK83Gz39EnN90/cY+yeXgwdXBa7NF3HXIUgFKJAqEaCAxjH+r50/TQLyz8Q2WW/L3zK73l1YWDlo9aMyQSSbioqJJCBGfrPn3ef93BvSpy51lKXnxs4XCrTnxgQAfKVKV5V504Y3l42t1uVfvXCbZs2TNVZRWuwAEakRFX7o0rxwRgGoWNLaxr5Q0csrMYZO6uCbi5OXFAVtq8uqkIpyAT3kcSDd2y2RLufEcls2V2X7XsTurpnVdREiNI0iAwKBiQKDQgISH4FTgMeIPUJjY87tVrCt0eOra09qeNEsiQtTKgLlATVJWtOqoMSiHbvoXGjAbopd8t0auydsa2dJzZry0ozbL0WTFJEkhARP1U2AXMf2yrwc8rTeKWC4NbQ8RZXRZuYMllgExFWOzaXfSXy45pyO33jP80vrxRxYwu2KeyJKorAJt7osA7mJEqQjA1wcSKP+627N0Dhmoh4Xjz1jd21wxqxMrg9+w0nBw9ngcuk4SD3qroeoEEzIAIREpbSLi35BgWAOM4s2QagYn7Pb8xQQZp+3KwdI3MZxqqTetAk5AhqXnymHn3cXVt4Y9FKOFFSw01KfIDuDqNKfq95xF594c8PTxo3emdoQx/LWLhN/bHlHCqnvkyE6CUzqPKsf2ULlXi16Oamo5sm4st7aHZcutdIXazOBiScfIlQr6kilzl+ulPxELrZpVprZNYLhgOSYdbnVsyIDumOOTExUSIf07OYkJRHvEfSJbuCB/wBXTRpkHXQxY2dEyodTC6ug8qecir1fT5144X1UzVC7X+4WuwVdhiTciTtbJ0+cOgTr29cRVMoqkMv3RKPdSXFES6dBrRSh1pT4UpT4+X+v6/hXjpvwuY+3Rszu72vH2eXZW6t5g2txezqJMEepQeu6ooY8jM+1KYlUUyr5T8pN5jC9507zFW/WEre4s11bsPssGwIKvVTgJCIJEQ9X3qRpGIkRdhEqBR4uHh+0e0vuIXfHsqwdmvleKP8A2J+tVwuSTsCkSDiiZHGJp/KPy5/s6ExfEcXxVIksZxu12aiwiKvsTUEqqcucZVGkir+suAnhqlXHh/1tP2QQod4ySMf6WSRbvxd0f5eCFn5N3Phtu7ih0ql+SxLJkNKHz5NpjH/lX9fBIZERpCZ/Ehp5cOeFwuFwuOcP+kEFQ9FGFA/RfbqHXpLls6au79e6P9fEvcdKcnwx0d+0TuTO2delDeY5caEdueVj3B6kj/djT5bafFiWtWqtmImeT6BZAu5SGKq1nVJ0koX1DECiP8xcbD8S1ubgAXPTDUdk86c+iVqGVfvjI6FD8Uacbj8SdijNPTbUlQDToYENl2kNfV3/AOLjxHxNYvUolgWoSVa/peVl7f8AHxhXxRYYClBHEM7L5f8AsfcX+Ph238RtoXDmhppqUqPlzMLFWI/dIp8ZF4j8XBxRrcMLz9kqfaktYjEv7MuNp+I3AAXRbu2eUMzM4+/sjj7v3ZF8vl8+Mj8RmlVG9XX2xdHDdMjGrilmdimCg+ZBzql5HSX9XdXjxTxF6WAIVrcLrRnRIXPVKzuqJdKtYif6Pt+ny5fD9tCtZ37G72xrc7e6TfNXICsgsFaVAxLtL+7+vir6gamYhhF0ZW/IHLsXtxSNdsm0YKuDMBiJeQCX1cV5xr/pu2Oib64Xi3EqMx9osT4OpT4bfc1l8vPh031swN6ULcpkFwV86waY7cDMR5xl+i2/6+/hpePEDppZLpW1Xd7e7c9iJ9F1YXiRxLt2EkJbo+W3iQt+s2F3RkFwtIZHcmRbk3TXGn6qSvIuVYEKX6q/+vGu4624Da7dR48c3xq1CgVJZbGriAcq+Q8iJvSm4ttPhu4ZLa54odyC1sbDmNwuKwnRBq3sK1FVBAuR8hOEaD6pR/y4j73rfc2q7VslpZlSTt6KhtE7oqiz6ohGdKbiP5j5R8+dONmLZFq7nlnJ4xRxPELbR0qgLhQlbg4EQKIkA7EvxCREQ127eArqJbLQtnt5cY5cLpkt8t7FhcWd4uq4q1UVSdGRCl1BEOmZAASSGEtglL3SvV+n2TMsxxG15PalaGyuiFFwGo1217SCX3iVOX8pfwBni/xBZKtszBhk+Us3z+5srUs0Z3LotyAyLtp6D/ERR/VxVPEJkn5APLBgGNZ5dWi2Nt1r46WuL0llXas6Eg2IvKRVoR7a7YlSVK/K13XPMpPXj2vBbC4y5K8YU1uCdvrexaIN0iV3KjU9pFuAfSW77ufK0eE/IEf9hWHp3+9D9pP1HYNfbXQdZ1Fyr5BIpKRH6flz4MaiqKDdRZVSiNEu868hEBHz+fwHgE4Pq9qvkeJMr4hoqjeGjxIqpuWeQoIirSZBUhSUGYhWo+ri3aY6g5Rk+a3rGsgwFPHVrQ1QcOa0uwPCmrKA7BjWtRAvVXly4ldXs3c4hbGLKyskrrk14dAztNvqtHqql3GfzomA7iL/AIe6lXn4mV+SAjpY0mNadWntqhJfy9sv8PCV0of3lUr7qvmCuXG0RVVa2xNim3tzYukVJ9Dd1iGRxI/q7eH/AIR6KD4dsRBwMFPZVKjTly29ZSo/4Y1/jxH4GlQvFZqSrFOsLXbKcirzLcnX4efw8vu+ngRanoqufFFldUkUnHRSt8ku8iLpfRuLtKMyAhGUd0hSVquS3t/jbjGcraNSeXW1XTrJCG8l0IEThOm4thBWpSHq7SIpbuqv0Prfcm79vpRebW59y8zO3OES7RVSNBfd/YLu+7gMaWObaWGDzVTFBw8cEADEhEiXMgER2/hKXaIyKXrHDT/Eq6ieIG9WF4sTjErK4QuL9sdamLhwKQpJIHzLtGKhQ2xp1RgHYHZrZEBSFMAikA0EBEY0pSny5cOBpy5938a8ZcLjwhGvx40nQEy20ESL7u6vHOniF0YuCl0U1M0yr7FkqUlLkwTCQXNP1bC5jMqUrISGJyrLd3UvT/OmmY2BJ4qHQcR6TikjVJI90i3Fu7iLdEt5kUpF1TB4SwJPBr+nUxUoOUXAaF66xOg76fIv/DHjLxZU/wDrc2tUyoPSyO2nKcOXvx9cgj+2YfvD8eKEtclweGKqTYh3TVAoQIREhIpRgIxH6BGAjsJL8zeabZY2xW55nc3SCrl2/XZMbdbm6Qgu7VBNQRSEYjyLdu2iICI7RHaJJwzC7ipkhZ3nKqT7JTRoLRmkNas7Qny3JI/GR19StfMvTQR28Aq0orvMrzh2Abzyu4gPVHYRS6Qj2kJ7ZD69xQju6S8XqhaxX08vijkzJRJqTjqdOZTCKoGJ8/xd0i2me8urN10lbF0NRdDU6kpQAyLHapKkMthLoRPlTu8iIv6uIvwm3il58PuJLHX3rVmTM6fMeioaQ/3BwV+FwuBF4iGgr3bTBWshohm7M6lT/wCGrt/iVB4KxU8x5bS5lHgQ+FpLpt9R4qiqkWeXQgL+YODARV9PPnHj0SGtO6VC+HFB18xU8u0jyCxNEiN+bUl2FB8yJwlXqpDSXqIhj/NXiuXS6oau+Fy4Pran1VrtY16iiNI1o6AC2fq96H9njlfL9d8rz97bLY0vNyx6zNUkURBguSLpwr06TVVX9KQkNSqXpEu0u6hR0QuV/Z4LbNWsfG65PcCUVt+dMDcks5dVSPmkulQuclUgINtO4Kx7t3F91o1rxxPRBa+YVkaDlxcnCVtSVaqiku1I9ypRIhJIxSE4y7Shxy7mutbP7DeYppzilsxewKNU2ar0EBpc3SQ1GhTWDtlyLntL4/i4oTFpdb3cW7y12xFEWSotuuilsqEtgkI0rMo8x2iRGPpIu6Yzmy3nIcvQZWW0KPXKrNRxQW8lVFtpTMiGsT5CPfESKMSkYlxhlOlOf2963Yp4Tfqqo29FRagMqLiBKDUvM0hj8y5SrU6eQ+njqvSRgOkePYvmbxs/Z2e9MW9uyatwoQq290BEKCsY0ilIiSIYj8Ui3bi4deMK4vV2LfFMXwdpkuROWhPHC1bUL9Zi1EhCYgQkUiLmIl+EvL1U5v8ADG6zRhnl3v8AjVKe2Wi3L3J/buly+0EBVSos25D2FyKpBt7xj9/BT8V+QWvMbriF4aqpKY23CAErSALG5bdch5+ghS6FZRKJLD9JDxzHmLdH7cerNHjd+jy65qJF8JFDd8pUKtO2Q7uYkQ1lw9sV9b22wu13SKbx8qvJAlqbufrIi9Q/DbzlKJCQbuqmFqq2fBd3jpJ83aUFdwoafWTVcEXP2bdtVLcJFSlS21MvPix6WZzkWMWPLU7Y5RRxi5MVUF7a8MjQUNUYACfqFURIq8/UIbvLdTsLTJbWFHAcbc2N5ieU2d1a267Za6rrt3iAkAlBQkxMVYcxGVBEqx3UlxTdd7/nWlORYpqfdXrC4XFcF7S+YsmpAz9nIgVFASMpzryMurX5iOz40InaKa54dqeHs1tdmwvSaQqrWtxTmr5d5J1oPJUf1j5/hH5llAyMJVj/AA+/jdwuNa9TonWoFy/hxz1r5qjp7k2mWZ4dbM7tiV39iU5UkQirAqF0gOtBA6lGG0i7uXnxxNZ7pb27+yvDZNHIsrobt2iq0EkDRr0Nh7dychIYl8KFTl3cduKZMv4fqHZLjiS7zB1Vl3Vsu9ob8ya9VSp+zugIuYxkQirz3CI7SKUa9muonhTz5wjcstUSXuA8gmdvepORp9JkiNJfCPcX9/F000btM3zqzZrj9oK1YbjdmVt1j6zY0KulFenQzAC5e4AAEaVjuIi+ni95yyaXO5WFlc8Qd31sncBcpPQVSAbYqHYqclQP1F2CXMfj+sQaGUG+HcLqiWMDdH2Yv7iKd1YVWdEzHpkRtRExKXNWm/zGJDt9PBH1I0hwvN1XFyuFpBnfFE+mF0bfpkyHyEqjX3Zjy27x7eY+rjjnUa8ZBlNtyHDcgyl27vmJEiwYW9dMDrcqgv0DJAAEeSkeRbuqdRqYyEZc+rfDbmOSXDHUsPzti7t2ZWtqkqqk7He7al+iX/yA/iQnQpR7RMiBTkUxKnPbyrwMtbdM6ZWkyyLGrjTH80s2+13ZPy28ikgr9SRUrX9n7JCQJ1a1PubfGrOrnlkPGdRMMuaFwaAARb3ZvIUlxbn2xIT3CJF2V/EI9Q5C9VUwy5XC1MAvKpsFFmzQTqIuS6UgCXpoXKnIvxcfPPG9LqOsdcZA8WtLzo1JIrZ9t+yOUHH/ANzG3JIlTUlz2CUi+rnxYsP02xo2NwueUjZrrbKNjbu0sZuFXDrHa1qRA6NIJ9cJRGpTKIl59seBbTErvR5b3NlB4Yv1SK3VoApOVBCPvxSEyiEpCJyjzEt20okuzWPxH4w/ZP7Q9vSdLypQUnCV3RdILqCEQEj6hBOIxES3ekafLgjaQXrVXCrneNV8zRXyW2XIaW/JEW0aP7WSBRFVVGA9gzGIl2lIvTx0hkFaal6XG7wTL1LTS6JCqyuzcJQ5Fu5j5EO2QV8xIf4cBzSBiow8MGrjN89VcQe34DXVLecW0CIvTKpCVdvlwT9QVRY+GO5UcpfpMYo3IDL1GgKYj58/UfBObUgFA5CMRpTy8v7uHHC4XC4XHM3/AEhSpf7Lcea0oqIL5AnMhLkPKiCu2v4vPy/Zx0aySg1S58+fSpSZVkXb6vv43JjH4kR1++vGzlT4ef8AXx4IiNPIaU+flxny4XLjGNOcuXnxlyp93GlWhc6R5fH/AF/z44ixjmu5yZ5RZL2f7TuCqpAJdSPtJb5FCI7BKUvR3kQSa9JeG14o90Hw9dXfyYCjIh5bUyqA1r+uI0/bxzro7n2SaXW8UaVO+YrW4KIvWyFIkzVJyQTa8pd20+hu51l2S5Ebs5vljvGRaXaj2K4A/ZDfCtVTTkNCSeJGlvEuVaVFUE6QKku7iha/qkOrN+o6rSrJHG2cupWIJSJ0M+6PqIe3dKMoyBWxsr7fc2t2IYFhN/8AYWtLC1e5DfLcYlVsl0xBNBI9wiqZgXd5iIl8eXF0T0R0zWCo3LF1Lo6Sj+fP3i67pUh9XVI5fHn86fsoPLjaWjunTJlRG0Y4NqVRrT2d3blzQcol6SFWhS8q+fL/AA158DnVy95FiGLr4rmLxe6M3TpovY8jJAUuaqLlJWjV1EhEVIpSFSQS/AQy4wwlLoa04dVCnRRUZ3HkHbARANsKx+Y0kUPpGQ9vEp4lRQVz/CaHRx1CZXSiVAnvKvs2zaJef4SoQ+mBygcZjSjNyncrU9dPryircjVYYvbqxN/NBAyXcKzL3BEr8SPpbokS8h4jLk3uLLWK4s726QcvK2VhJJnKjdl7xzFsikJSiIEIiRAMpFt3iBrR66ZLg2NXjK7A0VyTD1Lu9+0LQ3OS7CC//eGtPUNQIZpfeMxLdUBLVmv2meslla1ZvmF9btXaT9JtQyTcNVk+1SobTHlWXy8/1jXiytsMxQLldrqFiYVeXig+3L9OhE4in0x/hGtaeXL4l9/GjFdOcMxd1R5YbGDFyLEbeKoLKVKjcSkKe4vv8/28Qq2jmnqdyxF62stW1cVIitSIKkQDUinzOXOZUPfKtect3PiB1KyN/l7t9pTp/VM3jltC93WQ+z2hse0x29y5jOIU/e50puEl4nZmWOY1b7Fa0ukzYNwaojt8xCkac/xV+f6+fAv0NuaDptqJqfenKaKFyvS9E3NaQClvZD0ki/wnLjDRxg+1AzhxrTfWJtGizb2HFmitdyTOVZOSp6TVlX+UvUMSqakqDWVPlL/X+v1cNL/AbK+oXIQq2VlWtOdKbeBn4QllVfDliRqzlRBUKVOvPnQVzEf4cM9OkSPxT6puqB7pJhaEqlX4yJIv/lrwH9Rn7tt4jM5Zi6bdBx7AJIn7ycWm0eXOvLu3e7Pbt3T6SurD6u7pqniDBw3QBu5vJEqkoqcjAGapnIC7pSMpSPulIpzVtLVi/smquBaX3hu/WY2O8urhZXfLkk4t3sqpJSMfUgUUiGsZDHyjXcPNL3LO16fNLm6XFkjJdZA3CkBKRGYj6JdvaJboyExjNC+eGO/2vDMVubp1ab/ebtd7iby8ubRZKrt2RxkLYiS9YUKpkAU2VMhiPHTOO3VjerO2u1scpOWTtOi6C6ZyFQC85U/VxKca1an5R40N1VVFzBRqonSgjWihRifPn5U9Xl+ulPjw74xIRrWnP5cajTpVSnL/ANP9fHjk3VuzDgHiFUuDDpoWzOGJqlLakk/S7j/moUu4ZEqXn6alTwnJJDgt9cI9QaOcmuKpJGmQVSr1YQjXt2gO35cbvFOa35A2ls2Vqm4XyO2ilEa1qRC4E/SQfTLvD4dw/HigOlrn9o29iwYpOwRUm6WcLiPs4hHdERAiOYDEYgIwIiIOlFnYPDHj6bHL86fvnVLhcqOGiAuFgGi6SZNgMkxEf0SUi5CNOX6OnPtHg7qgNBiNIy8v1cckY6oJ5HlJCUvaMru36UxINyphAdpS7x27h39pTg4w1EUco4XkYDJQSYr7hdEW00iIt0/pPcUil1RIiKZG4J/hOVrbsRv+AKUkeL3ldu3TWCKhs169dBQ6fioZ/L5cZeEZEbVj+aYqNaUpY8wftUg+YpbagX8d3Bw4XC4FfiLqoLLBFgqVOnnFpqfIee3q1H/nwS/h2/V8fw8Cnwzpez01KSoQx/L66FQaenmQcF0hEu6nFfzPI7DhmPL3u/XJC12xqO9Qy7i9ICPqKv00868cF6veI3ULKXRnZslOxW1RQ/ZmdurVJcEpViSqo+uPLsP7/KnBA/6PLNypcr9gL1ydAcANwYCRdpDWKtKfiKlQL+Qq8C3A8VTs/iPvVnWqlCxunceUY1gcQrTn2/ES7S+mPBpYPMj0wf3PL8VdsitT2ntd5tNyIkkK/eukYyKio7RKMpbe6aVSCmvF9Qvv2XazYI1fezfaHtvtqT10qJiMUlV+kkVREAqYju/SfftEe5AwWVfWxo2bp1cqskKHQBLmqZdpEERISrSPlHdynulMjJgKFpurbIMjfkhbLUwfFS8XN23GvVrHtEQIqmatf6KZb4mBDvlnmGud4s4KY5hSqONNEKTUVQ6Tl0vL9J1lo8uuW0vdEAjWQyIvIRvkyd5u+Nr5Jk2XXq4rrjSqKdRVcIEqVR92SpFEYiJcxGUYiPGdiyMLThrqxWK431c7sh07hb0lvcRh51qHT8il9MtvLeFfLgiaJa8ZVj2ojFG9tW9z+06tWNzcXARTXSQTKAwUGNIBQiLkVC9VSL5j5qdqPdtMfFZlF7xGjVs26ySTtnROKDqhAmRy+QkRyOdPVzLdzKV78QVnxq4+EXGr5p9bxZWELmL72ctxJdfrCoBEXcQqmIfyjyqUR45Ysq1G1bkqLOj8FWRgYVGdEBqY7qly57du4SDmRUpzqNSEnh3B9b7S3SdoM3iJJLpNl1Qkacu8BL4iYGc+RdpbhrEym3Uuhq42laTuDhNNATOqUOQHIqEA8+fmNOZnu9RVjzlx5fXVU0W9jSJUkmNCqYmQmVVyLdGo9o9g91aVjL41jQ9WWy6r2ZqkWKZwFot6qFHBJe1KtxkqJnOqUTST3eoIDGUoQVqD+64pld4vjOx6gZ8rfl7uzJkiFAFFBJciikkBnAhLqimZCIbyCBCRAUeb7a4e2q7NnFtJdncEyTq3WSWiqit8RIS8o7uX7vz8+Pp7oXlyueaWWLLHKHQdP23NwnHlTqgVUjIafSRARD+Go8XrhcCDxa5PcMT0SvT22N+o5ejS2ifn7kV9pKbfV9P4q0+Pw44Kt1xx1za29b3bFxQQFIEl2ZiqQgARNM0qGkUTPfKQxIi7pS4aXO32Q3dwFSi9tVgPsDKMlFCLlGQ0kICUe0ikPVDvESIvqNiyS6ONWxJ4HTdJM0gXDnKJ0AZDL5+f9fG1S3W1u4Ue0ZM0ljGJrdAZVoPnTmX6vPjnvQS8arU0ss7nEsdxa64+Sr2jNJe4qt3CQ+1KxE9hD98eXp5S8/Pi0ZYz1VTxa75PledM8dbW5kq7G3Y40EyqIBLkThwJFL07QHu4h9LsQzlHAWN3xnLRZvQJeiFsuVtRVZkCVegHI0wFdKSaSXwMv3SpxJlrgeKqINNW8RuuKPq8uTxBMnrBYqU3EkaUq0+HmHcMvPnwNb1qbgtv8Rdp1FxR+3ulrutuqyyAvZlKEyqJRBfeNCCvLuHbIUj9RcG3WqxPbniX5W4sQJ5RYUif2Z2hSVVU6eZttvcCoUjHzHnEvu4t+m+Rtcvwi0ZQzGgo3Nok4oFPRUh3D/KUh/l4sJDStfOnn9/FW1KwrGc8x9SyZNb0nTUpEkdR3tziQ9UC9BUl3cSWOWxpZMftllZ1UJpb26bdsSxzOoAER3eoo0+PAQuOEHaNTcqtWNWzH7i5ylgvdkjfJbmLoVUhXBUgp1PZ3E+2XcBj8PPiC8P7fPr1nTI8qsqatms9qMftIrZ7EZKrpD1GpUIA6oCXPtEgGAbi2lw/1e0PtNoxNxfcPdps3Fk6r8G13r7SzBMUCEhoKndHYY9WYiQR7ZDwEtKXeQ225PWq7d8njWTOWVwarPWwgS5hcWpAuMdsh68TLtLbu7YlvIs2dZfdLplmnaF2I1rU3pVm2rQVbgQv3LUT28x2gJqyLyGAS2iQlq04zRloleMoxjKWL5LGU7ozJN60aTY296u2BVwhXzmKYlUahQRLb/il8cXBXwsapOZ0ctF1shJs4A5CqBGtEqFTuGREXcXz4IetabpvomqzJCqrlZW2sjpQu0zdIJc9v3c+fBQS9W2PnxnwuFwuFxyx/wBIgaFcUw1AnPTWO8FVNPl3D0+RF/LIf7XHUCNNvaEqbS4wM+lGVKDSpxl5eX3f+XGTcqlzrWvw/DyoX6+HFePKV58e8LhcaFq7qfAqeqnL/X+uXHAWjWQ2r8mlkbjdWbd4quqq3TI+kv3ylIYSKRUke307vdTbnvw2ai4q10atdluV7tNmf2tlRIqOH6IVj3iXxp6SEiHzjOgkUuOd7I6tNq0xtnTubRS9OPZOgiCvVKZKiqAGlIiEZEUvTE/TOB9D6z4lYFm79fC8uxqxXG4LpuHbF7cgQbLOAUEknQcpdJcVRHcI8joRCW7dQa+Ii+4/kOYUSt15s7xZ64sraixvgNgLihqkRK7o9AQ8i2lEi9Et9yC3L2fN7Pbr1Zndmym7rpex36zOKOxVJsIe1EsRqgIJQEh6XSiIntGQxF7qZkN1t9wcFkOVPSJBP2hq3td9RsTUgIdoodWRujjEpEXSkUB3CQ8Z2/Or85znT+xWHKbm7G49Jz1biowohcWHvDVIqJ1JUXEDAR7RMgLaMSib8ps1oyPHH1ivrFNzbHiNU3IGO2od0v1VEvh8xryrxzR4b3Kj+5acvE1TUVH21E1VCIiVSFJURL6e0UiIdxSL0bpWrXdDJ7zmuIuLmsnYLdN6kgLOvWeVpySkJnEgHqREYAJ1+IyOUOJDRXE3KCeXNLRf1rUk6vPXeO0RBw9W67NsqMVzIxHvIikJ920/WVd1HXZtNW7o1RuI0TtFgt7IAcOCqZHJwe8iIplAqSL/AN7u7omQ/Ca4F1pJVcFlFQO8XCoVKnKI+0Hyp2j8v9U7aPtQdDNOcveHcl7QpabwopMrpaFfZXEvjKtR2kX4iEq8VlXTPWXHa9PBtZXDxmG5JnkrIHR/u1cRqcf5R42po+KUKCClx0or5+ZVF7Kv+EeNq+A6p5UfT1B1JFjbq+RWzFW1WvVp85OC5qx+8affwR8Fw7HMMs42fG7O3trShTIUh81T+sy+Jl5U3FxnqHdErDg99vBbRY2x05LkPyBIi/5cc8aZ2RzmmneK6T2wunitqZtXeWOqUKntK6pC5JgFZd0jkZent+oeOnLeggggLZFKiSSIUTTARjAaUjGnL5eXDwRGnwHlxG5LWgWJ+Z0KoC1V58ufPsLgY+DqpV8OOJSTOnu1/jy/+6Vd3GrTYOfia1bV5HzFvZBH48uXQOX/AA8C25LNVNctRev77ncm4+RfGvsoJbRiUu+HaXfD19JeQsC9VdYdPVwa9Ulnrw6qDTmJUqxXLnMecijWQ7q13EVJy6p9A5tdVLHh17v6TGj1a3W9w6SSpT9JBIjjSO7dGP8AVxz54cce09wrw5pao5daGlwcrJG4dO1mwuTFMVSSSSSl2/ABj5bq7vIRjZ9LbjlOE6UMqfkbYmlk6i7pl9pZCLV0YKqkqkSoEjAIiQ86VOQjy8pDHiJa5Xm+N5pS04tdGGRM27zr3TH21lVbEDZ04IieN1TMycAKqhiRDt/DHdx0ogpPn3bfkVPPj1UociqXKn7OMJch91AfLz8uNida19VK+VPhTjZx5WnPgC+KVnYHV508Svl8cWaV2dUo5bqkCySXspkZgVKViVDFKlP3qcQ3hozjBcJwq84vecvsLVe2390mmuo/SAXyRRNNwAyjQSEqdu0eX7ePdbtXsCya32vH8Vvp366t72zeEFsarrwBJUSIhIBiRcu2gl3cuK3acrXSNdshjl8E0odBy4x97NIRIe2CQiI+otg9giMZAKFgwXUYMTzvKDdYXnC9suYNTtjwMfWm4FBIQOSZRId5EQ0iO0v3eLmOujRQKGrpxqWhSlefIscV51pKPpLy3R+/48B7EnF8aO7qkpgmbPVX93eukAraVgHoKKmQyJURHcJx9Q7i+UgX0ZayzPJsfubC16SZK2cOm6iE1m4oiRH1BmUlZFzIir6u8ikW8lyaxXLDvFig2VTNNlm2Opp0jXZV4zHlH9UUhL7u7iR0gOtq8RGrGPlWIu1GF1bc/WJpRVKn8/Bp51593Ly+njOnPn8eMuBnr4oui3wg28Of5Z20Tn8IEZCX8d238UeCDShkXLny5V5H938P9fPjj2z5NqjZslzVngl2xxBsWaXJZVNwiSp1VnGoVr2wjRLt3D3FAaEVbJ/tH8QhFGi2CB05Sqq3VHtn3b/Ls/D3F/ulYVTVy0alar2y22nLMjw5khbzJz1EG7hLcVCHeJS7Y7u2Mjl+iVoA8faA3ZczUc5lZycGpAqJN1RAS959QjHal9PyIfKBxkMQ0+vmkmYM9Q0rvbXaNhXBw5QCiqaq7Qi6S0JD3QJSsKlziNS84kFCvfsHuq3ilyLI8WuGNJVdWhq7JtdkVFG7tFdOqRGPS+U0ZSEviXz3RzyvF8pudmWQudwwV/b14JC3ZvLgB+gRISEiIjOY90pz2/pSExTbdK8pS1EVzE3FhXB25Xcewgq6ICFcedRE4FOPV+o57O8V0urst+muTM3rzI27PGU1n48yD2x0qSAmIjsOBR3kBiQkREIiO8FhFUeahnamFyt2nzQFLXb7YaQ3Ykqqq+0P4iC6sC3SGgxFIoxKXbIuNF/06f8AtqSOOMnLpzVH3tvTWF0ukcjEh2fpCERGZAMQKQlEqDQsUbcuztYWm/3iw2K2kSSyqLdXruHUZf7gTIilIYmQiJfTxfvDxlVywzVyxWrE6rfZd8eINnbZ4zCnWTIvMhMTMqEIkRD8B7vv46x1dSbNna14uTWzVYDbzauXd8cJIMUaK80iTE6JEuSpiRD8hiXq5x44ozDEL1m2ROLhYfYXqjJBJg6cN7kLgHRoJCHVTIhEimFEe7dMyH8Ily/u8iPw6ttJrZhroXTVFuVH32qgUlQV65EI0rKNS7fwqo8u8eYex/S3NGvtFbjirx4k5S6H5quhWtBIu4TEiiXZERlLqpj8FQE4XH8eytFRRqpj79xbHwARNwOgHTu6SoCRViYEW3/4tB/pRkwfae5gg6NuOMXdag+dDSbTkPIo9khHyH6q/wA3lxJ33TfNXK/2g3xO7KVc9RZZJtblYNykpzCW4Y7Kx3V/5cdB4hfK2rGrNY8ifZN7e1Zgi6BWxOiFAw/o5AIkUBQMZCUvzfv2gaEderwzuWUY286OQWxWx3hJ0It8dcGa4pbiSEYhH/u5DGA7UC7RAUgEOpeF3SuZ3C6Y7a71cUnT10rVJWwKo9BIlCiJToQyHeP4elx0hoXrPTC9ILHjuSYVmB3G3jVpX2G0DRP9IXSHeYczIa0/erQvuLi/2XX6wXBRRBfEc9tJDQSEnNlqRFKHwgR/7xLzL4zH7+GN78QzZm8TRtWC5hdgMZAvRiIAcoxiJFMu8KdtO8O6QyjH+uiOSCNid6P5FcmL/wBys3cE3IVaENKxiRxr3BtqX9IH1BLknU234c8z9kekrC81tt0QSWZM1kiUOjnqlQk6CUiKgj+//Ea8dK+GDw4LY2+bZxn6SDm8gIEwtxFQxZeUZqfKpj6RptHl9XKJvumqunFpRVWe51jgUDnUxC5JmcqfIREqlX4fDlxub6h4a/wVbOmN+TeWFqBKLu0ETOoR7hIBGY1p5FUY8+X6uK3pVnDfKF0Dw/Tu6WvHnZqO1bq6QSZpKyl7xMBrUlSOo7i291CL504gPFTcGrTA8oXqlkCDxKyE0pVGiosHVHSoJwrHaRiVZekoy+I1Li96V4qGL2w2JsnKLhBu1aCorczXFwkkgIiYJVKoobpjEfp5yLi6JohIz5nWtRoMZ7acvuHnyGvAi180ru2YmhdcWdW5rc/ZVGbtN6BCk4QIhVEqGIkQKgqAGBRru7ufw4ZeHa9Xa0m60yykgG5W1PqtUlDIiFEYiqgJF3CmRAQHz3Aqn6hOMl4U2x2nDskxwa82lkyu4sGYcoimlRSdBp/MZf18GTjwhGvx41OKch2j3d3HNd4uS+mviEVtqmasrRZ8lcUvjha62+YOCJUElGftFfMYiMgKQiG0SEhIY9HtKoqjRQOmQFWYkFe79f6/28UnXJPJ/wDZ66WxHmTtuums6SFXpKuGolJdJJT0GQc6S/b8+ObcZvKmbY0/yu43B8g1avqMGbZc/aX1lakSbxo5CZUJX34Jc5SIkgERI+XncbXkGEWFG33HHLanaMl9lMAdsWz0WBNKJjInHtAAJJiVaRSntLpbxEiIYTU/DsfyLTnIMpxxzdlbmTpulkjS70RVdL+8EhISEoAcTTMCQMUjCI+qXEngrJ3Y/A5lFsdolR81b3Zo4ChT5GK6oFQY+UR8+3nT48GPVxKiOC2lsqqfTC/WUVT8/MaXBvTcX8PPgiJ/PjPhcLjEv7uPOdefLnxyv4/E/bHmm1ubmmL5e7KggR9o8+kO7+NR46mRp5n5F3c/Pj1QKVpSnnT92vLjwfMtpdvlyjw2dLiku3ksIkdSAAr6yjL/AJcQLrPsOZqFR7l+PoCP+9uKQfL97iZtN0Z3Rmi8tdxaXBqoO1ZuqKgn+wh28P0irXyL7uNnGClKEVPw7uKirp/p4CB0PBcWojXcdDtKEf2ls4FuoGf+H/CiQtrXHsZvdzXMW6NvtFuaq1GsojQi8gDcXzrxUmGuOlTqzJglo8RP1wIqMRtzPocpCIzVLkIiRqR7ZSLt3jKmlrAvV4u5Y6Q6a2oEVCosDprNVIv1kID6oiRR28hlESAigr9rqlljZPD7np3hqFLiSSS71sgqFWu6UxoMTEkt/q7qV9Pcfrtpc1w7TZ+xuSlrv2IY22cXJhanFmSousqCR1Gi63PcX4gBIi2yOMhIJ6assv1JetrGpdnNnubpmheFXIJ/mt2YEuQqg4ER3wIukCRe7EUiCg7pcHzTXQrFsNfqXu9i1uL63vSWtK9AJuLRsA+6EwEqJqmEz96Qy3fHii5Q4vN3t99v+J6sv8iaZQm6tTSxLJEDj2okzCCKUR6XSI0iIojEJzKu0uChYdAdKmTFuitiDRVZFtRElDcLFX7yjItnMpFt5dxfUXEmnoZpOBJkGEW0apVkHKp7dvLy3cNaeH/R8epSmEtKicZDVwvUdvb5T4wr4ftGgOhfkHbyIudOZKqlX+8+L3iOP2bFrE3seP25K3W5tUukgkPIaSIiL/ERV4ma058LkPHnIa8KI/TxrV2CPKohTyp/6cCvVTUvStO03rEMqzZg0UdtVWTtJurNdAVQITpURE4lSnPaQ/dzpxatK7diTDCmKOFE2XshhNJwic+vWvcZn3GZV51qRffxbhARrWtKfHjLiMyXqVsL6iIdVUmqvTCfKVYV4GXg6IK+HDES5Fy6K48y+f5yrxo0yGp+JPVtwVAIkkbKlQvmI+zKlXy/s8bbtoXj9xyu85DXI8oa0vTn2l80bOQSSP3RJVpzhOmwzHyLtIqfPh4Gh2Bo9Do/lGhVqdSSIMjfjUTKnIip73aRc/OPx42V0dxqhGorec0cpCFQFurk70kxp8Ij72lfl9X3ccg6aW+4uNLL63voXR/itwXcWpmzt65GpbrpNI0BJvz97MhSoPMq0Hd8JbjLfLrlduyQ77drfimSXq3Wdvb3TW2PKXJW0GC49d17IQgYSSPcIS3JBIo8MVtRLo2zy0WbS9FbJBujI1hvP2E3MwEiDqg3SAW4iImIT6pxEh3bh3GLNs8vOn2iLvL8jQqteWiNB6CqIJTXNWCYkKSpgNNwyqJ+mv7tBLdNSNSlri4s94vlzbJdNuDte02TpJNXCqQrEn7VQVoJACoUI4kZHTaIjuKp3G6uknre547k2qWC3NYxFB9f3CruxPFo/oyWV7ZF6zEh7pCPBswjVu63/R/Kry6tyVty3F2jkbkzIpB7QCFSBSlJfozIedPP5ENCLuqUbTearWu3KPV27d26ae0VQqoNCrERqcf1DLlX7udPPgL534nsZYZQOLYYmGR3RU4Vd9agW9v58iIlRlUhERqZEIkNB9XdGuZ47daqZjgVpcr4xW4IqXAml7tD87hbakKFCOJJmkqC4EKRiPP6SkXLiy+D/HcYuGj4A5sdmugMrs7bIXFS3BJ4FFNqu4fUMR+Ne2lPTwe2VvYskqJM2SDZMe0UU6BSn9XDmAx5cKNKfH++vCIBr8uMOkFPl8+fx+PHophQqkIjzr8eAB4zUHNjsGKak2pGT3Er2krCcBJFUhEhL9REID/NXiQuig2/xcYpekzGrTKcTcW9Pl8zSUFxL+yQ8G8KDXn5V3efGfKlK8e8CzxAb1dO0aJ0Mjze31jz+kVT/ujL+Xgk7S5xGX0/h45Dxxc6ZfnVVDQoNcvfiKhqyjvl9RRjGXcO4ZSCMwtajxJsfVVX6ZpDJUpCPaRCW7bH9EUR29hF7qH5m3cXJJAkkDUFSMimAEJAXcW4oj6I9oRh6IRZsvtlsbwpKdCAxEhEhE9oxES27hiI/V3bAIYoJ0+sbkSZrh1W5gKS4CnOInthAdsSj27vqEewOKSyzL8ncxx/H111CfWhuvYDcmSVVV2pGLq3KjEi3QkG2fcXfOBX1neQXeghLrkcJqn69wiO4pSnP6iH3u4lZj7bsF6zNykaiiRG4LZunMiGRDHcJ95FESOUpb5/nmGUP0GFouV1ckkQM2ZuBISmPqKPd6px3FulEiKRGvyBY+m5cur87uijRVsRLdQUiMvaCAzA6EIxEiVAB/m+kSIdgZS8t9X5tKN1V3tATFVUup7OkIjFIBLkPOkhHnUNsNvz4sOFYvectxRzc7lmFmsNjQcC2brXwyg6cVGnuxKBSgMZF6aEH8p+8IGmt3s+bvLpleMMEnDRKpIKLW5XqJF1CETbqwFAxKnOtCEzKNBjwWfEcOnjOllu+e42/v5JKmDJr7QYt6kPdzAjFIjqJFESkZ9oiXpFjtSwWjKskdIDb7Rb314XasmYDRFCLURalAIQ9ByiJFujEhIQVfOjKrgEheJqCv8ASQbpEPb3DuE5euRH65iLxxbTOipEqIqkqREZEE5iUBIt0yIimW4pd+4in+dOHRkCBpicjMiEwJCJKjGXbuj3Fu3d3cUiM/CUJnVZNdt1EB971S2iZEUyHd2ju/ljKQjIktggqpEREiVERKUoxHbIRHbEZBH8MC7YSa4EDnoCoSRESEe2QCh+KW2IjHaUgiQluS6X5q6bvEG8OuKhIzkQAW0xiIx7RHtAY7RjHtGEW7J5QquOoRiQoRGA9wSiP9odnp9EhHaIC1dGTgzEnZEqexQRIS6EhjEhEdxEKolGJSntEuxffMjS9wKREYbAAZSEu0ds+6cfVKfacyF43Tckq6IHK4qmZEENpzAiIiLuOUpj9cpl39UvbMGlxFvcGTSy2t87vNxedK2IUVIRUXkoQmqQ1kCFAkrUhkUCP1GSipr0X0sxrTbHEGVpZpKXMkgB9caj71wpSm7d8RDn8A+A/d8eCEKQUp2/1+fFdaYPhNteUuDDEMfaO6V5isjbkkzl+8I8Obfj1jZPLm6Y2dm2VulaG+qCdKe0FyjzP5V2/wBfz4ZZnkuOYDih3e8LoWy2toopACfqLyEAAe4vwj+vjn3XzNbu4SxVC5YVe7fbL5kTV2TZy89odqotYkSYtAl05RAoiXdKQiRS4mtN8FwTUXB7flrW+uEs5epi6f3i03IqPG7o4mSRDKMQqQhAhiIj6eLO2sPiGspEhbc+w7J0Keu9W5VuqP8A+T8ZoreJNZc2yrLTJClB5A5FZ5Uecfo7vu+nig6rWTVpuuyyB3lWGI3ppWfUtbVRN4CKcpLp9Ui6tQE1ghHcCp93lG56EXq1Wdm3tbe5ptmdwcrEat6eAT+6XYyElxSEaiJAHOMhHfISHaMjNyBkfPn/AA428V3PMks+I408yO/PKNLcyGaypDL1UER5U86yKo0/q4471Q8TVo1GsbzDPyRcW1hcVaN0LsrdKCaAkUZkAon6a1mIlXmJEMuOjkdTNJMCxG2sW+Z2f7MZt0m7JBo9o6VIBGgiNBGRl8O78VeKNn2oGoOpdFcH06wm92pjc6VaPcivTU2iaCJjyPpAXIiKPPz7u6I+rhhrNhluYIWfHcFTBrk2M47V3R8u69nD7PQrCK5DGRGcyAtsKgZiQ/DjHHtRLna8kaflZRAzsduqFrYIMzagTo1BROS5mYxARh1CIQElYERFxUdLNP3eSNL2Wd3G3pYS0uCCyqPQASVXDqELVIwIvdASsRiRSAxEYltC24ylDwZ5w2Bu7SBA7vSiDype0JB1jL3vPdMafHnz86cGfW4K/wCx/KFEaB1ELWs5Csf90NTGv723b+LlxdmpFVISL1Dz43cLhcY1GlSoXzpwuQjTjmHxstjdZnpG0rSKK9/qkRD3U5qN6fH+NeOm0aeZFKXP58ba058QmU3a32Cxu7vdHYtWLNKrhyopXyEB+P8A9Hz7afHj57aw6137VjJF2D68r41inIvZ2Qp1UGvLcBLQ8zl5fVQac4jX1Uq1YwVxtKTu2MbqbdVMgTWRoLsjcCJ7KpJb0qFXtlL791OfDTFcxvuIXj7SxW6PLav1aLDVFxUaco+YGI0EDH76R9Py47r8PGuKudXJzh+WsELHlzSkqop7Ungd00qVrXkUfOMikNZjWPkJtqqdEJSjWNKjz5fdwDtcvEPacMfKYtizal+ys9ns9BOqLWsZe9qNJEXLzgPn98fnyXnuU5HlrxVzmuVvb+9FcgSsrZWqSMhrERFKkZSIkuwRIgIilISEalZWjFsxeubpVVLroFVJujUx6cxKJS5/SW2hVKhhOkpRHjejdFFABdJ99h29ogmnVuKnvXhEJJKbaCIlQgJYakQxgMDkRVnccl+yjx1a7XB10gcAIGCavMlSIT7CLcZD72JFLbJIy7TXqOhbluhrFjSd1BNRm+eUYuxWrSg9JzSqChVl9IqkXn+3jvHH87Z49oI5vWTgTpzjSB2q8Il3rOEC6XIqV/3tYFIvKKsq7eJDRfEqaX6Xjb7nciE0kTfPEzUEmrEikZpJfCKYkVfnu3F5S4F7LPDzu4usuynCr0+w2i4W+yWtqVDNd0cTFVVCph1iJIkiHuFMZU9JHxXbC7sjjN2y9vxjJAdu31yReYgkZg5RamCRgq4mQ9MTWbyORUlRWPMhGJdBaK43cMSwn2G5UBs6cPFnlWCJjVJh1TkLVL8ADtp5/VHbHjZbdVMJuTzIW1uyBF+tjiBuLmk2oR9IBEirUS5RU7fRUuRbeI7RbVdHUg7y2pYXtmc2wWq4puVQU6zdyn1UFOY+VCIKSqO6PP414JhABkJGA1qPmP6uMxEafDj3hcLjSup06DXd515eQ8+OUPGbrTkWP3tDBcLunsLlJpRxd3bcqdZLqcqAmJ/0W0pS2lvCJU57ubnVuNq1uSoW7JF3V+VFa0u3Tf37xkYrgcxGpjUjV6EeVC7SiQylx0L4EcjG1X3J8Kul8ZC4VBm7atKRCpLdIvaRGnzMKCmJ+rYVfSXHXiBVqNZFKtONvEXlKdVscuSQn0yUaKgJ/dzAuBj4Plep4bcUKnlQEFx86fcurw20cD/7ZLWsq0/pLNH/APJleDOAUoPL/OvPjKA/TTjBSNDpXbz+Pnxxnrvin5Baqr3bT58sgsla3uUP7c4HqtUFwEkAXSS7eqJLkQy7O7cO3iN08x7F7jmWNK6chlSmeWhJivdrqJTtyq5mBPBWMt1Nhq+oRKMRmRbjC90GVaawsssx+8UZWxa7Dd7kyOpkVFQKYpJfLpEZkRDWtPOMaeVIl3M8Ys+YYy+x6/sheW96MVUuVac+Rc6FQvTXaPKvy4G+uWS5pbMgw/AMBBJu/v1VaK3J0YiLdBCHUjtIZxLuiXL0jzrwBbXqTdWOUtBSvDjIsbdXcWT1pdXCr0V0KqkkSiiJmsSHmJGI+6LtqImMh4NoYhpGplVluWOY45Xtd6cE3cK2FxK0ksAyBJ23A4x2l6IyoNC+XDjxAY3j7sXGVX7M7xZWNLYdjeNrYIGu8TXUA+glISrRU6jEhGm4f3a8BjShHTayagMmjrTloVsu7lJuga+SoXJUDMxBIlm47SAjqH1iB17u3i6jpBhOQa43azWBS6NsbYAD67NrefSbJXApB7MkqO4RNAz6gB20gMh7R6Mx6122xWhrZ7Q1SZsGgCiig3HkCQ0p2/68+deJMDCpmnMSOnnWn3Urxt4XC4XC4qWruMJ5nppkGMGIkVwZGklzpzir3Jl/KYiX8OOacTvv2ppRohlzpU63LHMrCwuq7eQJHNKJfigKH9qvHXqFefP9vp+HG7hcBPxJO61zTSK1JnUTcZgk45/qSAqF/wDpODIsRUqJSEay+f08cFXa+ZDbtRM4Qtdgo+SLJ7iSSp3QUTSPryIil2DyEDlt2CoUts0vU8jyijs0ldPLkkQ8iISfAAgQ/wC9IRAQj0gkW2IpHGHQS9n1Bdr+bck1cKcICUSko4RERGX1cxEYjASKO2Bjt6AQlm95vjxFD2bCbySSQiIiK7cSIijH1+mQD27dw7YRHa8vV6c+1Chhl0UbqjCCTlDfKO0RmQlKQDH6l+09wqjXU1N2lf7HlCuN3K2gC8XK6hpGLmoqlHZIxGQ17ikJCY9/ereGGTP6gqn+Rl6dO6q7CEkliIBJXbzIil6vw7xHfNT2p0pdbkq2SXLF78qVV5gVEklpF704gZKkRCZfvCXVHcZKkS9e1iya5103cWp9j9wam4VQSNd2ql00hmoYiMDIpFAu70iRdxSLX4fNEK6nslyfZKnb2vshqoNUhNVSU1UgNUeYiMTqcd26Jfi4KOd6O4fbdQcbxqyYgrdLmdr9pI/a1AQdqocx3Rl0gpUaTIhLvTAORVlQeWhdjbdDbE7e49Z7s3qs5tF0UuzNVQbO7TXXXFSvRIVRNUVQCpj2Ch6+3jqDDMrt2nGPYvhmQpXgWtGTVu1vlGdTYLEcREamMiS3GIiKoh5R4ea0uLYi5xBw8diazO+pPRt9HVEvaEgAiNUqVKNQSrFeRbadKg8xlz4AOQXG9WvFLutSxr3emYtCcXR88TBk6RPpkq8athIJwqlyqNSAdwKkMyMR4l2r61KNWlwBVKC4EYLS3EkYyIRHdtiRSHd3lKc/z2TZum1BEgfIKdLeQir1RjE9xFu9Uu4SkXqKRE4dPEkAZrCl0VDCJEKJbRLbukW0h7pFIZRLd3EWBdAkhU6XTBJIpbokQiW3btjEh7tv6KUhjJBW+aKSwKtk05wExIZHsISkO0YR6BbpDEQ7ggIs83hptkhLqqD0orl0j9nIhH+z2kEfTGBjEOlFrHrJkM01BIoxA6CJCQ7hEhjtIY7S7ZCPo2xSyTU6SURTKJCRpgEilI5RHaQxl2xE9xjtKQiWpuROHApqrpqdwgISifbISKJiUp/iEuqMRMTi4d+2tlJ24g6piIiRpD3CUt3qlIVfxyFXb1eqPtjT3aRyMOosZERVMpCQ7iEtxFIYmX1yl3HP86tOgNpueRan3rI7005W7FwVstsSXjU/ajUm6VKnMve8oAREREX1cdD1lQNpefyLlz58YkR0rSNfV8/L/l93AXtj7MNZGjp/ZskLE8JJdVu0dsUpXG4gJEBqiqRRQCpdsRItte3ho5xLWfT5Ebjh+auc4tTehEvZciibxUZSLpOqbiU+MZbfhtL4cMbU6X1n1rsl/C3XVph2JNfaaI3Bqqh1bsVa7CEoiRIRHnyqXIqeoTlwwzp+F31+0ya3lZ8z9h+0r86RuhIJKMkIxSSqSVSCM0i7irtiJFz4AeoGOqYLqDdsXeWxK4IJF7XZ3MdyrJVQiAgMRIhISKIlEhnIYkJEJyduyrNseeJja87ylT2hXYFXSpoIQhSJdWYgJTiUpEJEmW8CEzulr161MsyoIurtZchSpUxOrq3dJcBH6xQPlzpzETiJCEpjMIkc8HiFsLt63eZnps0eXJmnRVN0xNB2aXmJVEQVgoJDzltltoRDIZFxXMf1Ct1tyW6FiV0vuKWN04TBZ6+tIKla5ERdDcRBIel9UiQKMZNxl2G0WooxBVFxRwBjSqa4+YqUjzl5fL9nAc1V15YYjm6eC2pFpcb+VQJyo7eeztmQnGInUQIyLcJRESiJSIuQlxC6nYdnWttsY49ebxilms7J0Lx9S3OXDh1X3ZUTEklASh6+/wC6Udsa86a96DJ4FlwIWzJrQjZnDaaA3R+NHQQDfIBGRCRSqJCMd3Io8X7TDS2xZV4c7vdLfYnVMvt9SQZNk0iBdm6SgYkUozM5gZF5xAhEeUY16T0y1KxfLWTS1Bk1kd5Gm1H7RZtXQnFURp1YfWEue4eY8UTxa2232zGnWdDckmNzRti9qXbKLUAbuzWIZtvvkJFMYiXnSJba8BjGLrbrri9ydYuV9vOXGUGq1wuIA2twhFXqEAuFZxMRMjOICQiZRISIt/iWx5im0t2XKPrmxvt2btbg1XXcrG6CKsCShLaRCsgqIj2kgoI8XnExuoeC7LwvVahdhUutLlVXuqv7QXVoXplKX1U4MWvJ1U05Ut6biqNbnc7fb6iO1RRNd4kkokP6yAjH9kuCElHzIaeRefGzhcLhcYl8uOcvF0Jq6jaLIn/3Y8pHqU/F1UI/+LjoxP418v48Z8c7ePq9L23RELeidBpdrmk1Xpu5kkImrt5fOSQfHy5VrxwlZWPOF0IXwtmrgBNw1bVPpF8abqEO7y+Eh/CXHQPguxex37Vu45DcXCah2+KzAElKgHVKVZciOe0aF9Q8p7u2VlsWk3hwyrVV2xtOoDhdxR5UhtCa1AQVPnIkklSD3oc5eQFKPz+fBGeYriuOeMLE7mxtopurtYXICCZ7UFm6YpCpQZf7gSSiNOXq+rhr4stZHWLAWAYeuklkLtt1XLsXAhVijXy2/SqVP7A76xpu45FuztrY1BRtSKlbu4SguRFWlQIe4j51kJyGVe2JpdUS84BU0nqzF/Vwiqms7KpiaysTEjKhCRbtte/u8/hL58WFzRFrb6XLIU1nF3dq0dAkuMzOpVqYzExlv5yL5EKoFT7ijbSj9svCWcrpioztxrAkqIAKkBKIBQtpfUXbLf3HynvBm6fWxm+ulSa2xogKdDSRqZKlIo0EOdBqfIa/SMUuZcy7oC4qgb9R20S9kS6leimnz9191Kc//Pn8+O77yVsybHbVlb5zRPGtRbO3tl8VAP8AudyEfzV4NPqFX3VflIEeKrnGsNvySytdP8scUbN/aFTvV3bl0md4aNQIio1UKJSXVAUtvP1CJF8eH2fO0dMfD1YssJzfLVlNzqBgTBNIRReOBNwqEFQimn5CBCIyikAekuCr4dsv07yfEBZYI5ODKNXTdyPJ4kqZERGr9UiqW4dspcO9bMnd263WzE8fuBtsoyR6kzY0SGaySPUp7SvGnaIJTKf38c1u3Vrb4pfrtjqDtnchaHZSx23tKg4t9lScqE49ocFQhFdchlMpbiiNCltJeiuWNWeo1tFq8TfuMsb+y3Js+ai0uluJigXS6qQl7wCGpBKI7o/iEelEq/Hdzr8PPjbwuFwuKfrBlqGDacXvKVqp/mDUjAD7TULamP8AMZCP8eOa9P8ASC5Znp3kCT29Ma5DeFaOL59u4or7cwdHA6iCpmBDSgxLtIS9NOHt30ittMFGwagM02yrB07NrklgVJVC3dUiLpKt9pJN5U7RkI79yciLjn7VzDcs05udqekzYIIIklW15FZqxScUTAaJqSDtV92Rl6pUl+Iu6PDLn7nUjSi3ZDcQEbkmVWj2o02mqHrp+8NRLl8ufBQ4hsrpLHLkEVlJM19idNxbPT5d33cDXwa0EfDfilUxIZC47v8A75V40aK+XiB1qpur+d2rcVfP/upeXBoHn86cZcYKUEu4eOePFBYHKuZY7c7fBJzcrc8tCSla0HrOhg7aNiltIFTQMOmXdQyEdxcDLQvEshx/XCzZdh+KNbhieSNyc1ccyjZgUoXXQ6kdiqRSCJd4jQe7cJtxu91ZeKbK7DdVxTO42VgvaKrkNZpokrRUUv5zUIh7uYkXb8C6Nd0RTpH4Rp6fL/D/AK/gBfEFleIPdUMIwDJ02tzYG69ods0aAqr7QRgk1TKnOhCElSMhpuIQH0ykQU22AXK4q4Iwxtm9TakCz6jVmn7OzVCg9Lqn5RV7YiO/1bR8+Bf4m0SseT408xy5vbPdsndpMH1LYuSSjoRNOnXqAGPVMAOobvSqO7aJDX9W9HLfac807tWMAl7Pc366VwN0m3ogJJJSnDpRIxAnBiJCQy9MSLix27w+tLjn1wc5KxVG0tHntFpcNrz78jIxMiOCQHLyHdOQRERkPG7ws5MSGe6j6YOOsv8AZN5dPWz1Y5ruANWJksY7SPnCsviUi+njoYaSrMvjX5fd8ONabZEXyz0RrRZRMEzrzr2hUqj5fzlw74XC4xGv6+MuMFPlxxbqkyPH2utuAoe6BJwzy6z0hGMlUyckP7vaP7v73HYGNPAudkZ3VP4PW6S/xpWMgGvLnT/XnxK8LgC+JKo01j0T8xFX7fXjzr6YpS/5cHNSkq0+BD8eUefHAWT3V20yfLiQYrqAhmFwInaDwANKS5FIQIpR2S9IkIK7tgqoTdmv11dJsXVceu9IAgJUB03EaF7ohLaqEO38IiLeIx6Q+zvzyW5qvgNziWRA3MaHymiYkZVAZCUxEY9v4oHGEBEMX2ZunDZqTPEsiTSVcA0j0g2lACEhIal3CcZCJdxfzaG+Su1jbtErNkyQKqwEjZ7ZHHbEZbSJdLbEu/1yIV9zG629Ruih9g39UXiokNXFqJWQkQkJbp+pwPpPv9cyF1F3DOrRbD69zSujT2iJCs5aqgREUiESkJEJRKW6e0yLfM+vQc81ffO0XLTG2xMWjkI0fVkK60e4h89u6XdIuVSLnMiLivYPqNeMeuSjq5222ZWgsIAohkDb2ulExLdRIz3Jy8+cfp3UKPHW+lGaWtGyMFcDttutyjpMQb2J2QdJxuJckmr0RkByMyFJenqkIiMi4JlvTZ5jnFkzGy3b2EbSDhpeGZt+k8VMh5JNlxLcAgRmcfURAQ7YlxS27O7WHxNZG1xe34+/SyC2NXtzBVU2/sIgrUDMxBMhUNUjIhEtxcilUR5SJeqNlb3nDVkHqDp43amlcDZtgko7q3LrCkP7xAP/AA+rgJJ5habNp7csqvNupkd2uttb3DJXNEjMASeb21ubl3DtOlB3RAeapSKoiQ309yew3G53a9PLNXFjSuPNuycOlapgUIEciHcvtMCOJEUtwkRkC9axCuKW/Nrzb7lWxLY+o4OtlNyiCyQLD0jVQSIiMaD70fWQlHaRyIVb46HSHYaTTDyoRdXeCBCe0B/s9pfiiW7uI2q2N6VulaCkxx0VYh0ui6EIxESItpj9BSLbtA9wlIgzUwPT+hALdBlBIp77mqAiIwGJCSoEMfZ/VDaJyIN5NXCOn2EtkGvsyC/uCH3X2q6GESGW2Qx3JeqG4TlDd7LlXBceTWTBM7yH4U7ytMhiBfWO4oFt2lv9O7oZjhFnLk2TuGQFEtppXpcpFER2jKO6cSL09WO0jERS2BW+kCC+ZOJdUBMguy9YyGO3aW4pkMZFucF3SCeosGbVQJt9tZIr1x2iV2VKcxISHb6SJUpDul7QMZSSF06/Ii30GSV8y31SAborHdPeRfUXtBlISKU9pHIPaq7nqbHHWqq9bzkVzfKn7QIL3pRJARLq+8OJTj73ukXpkRCQqq9K+FVs3S0Mx52muo5c3FM3z5wpT3qzlVQiVI6/EiltlX0iPF11ByJniWG3bInxBRC3s1XBCRcpRptH+Yoj/NwIcLtl+yHAr1qfdMue3BfIccVNlaUpJMLYJpyEBDnvMI0Hq8pbS4tWid0tlo8POI3NRSjW3tbG3JYjpWtaVgM+3urUpchpSvPmPFJsetuRu3jl+6trN00RUcG+sKTRdC7W1ukqSfU3yB0QjyMwCg1CXGu9ah5/cchuVztrptbbO2YOLrYW6SYOE783anJSSsT5TAhIYEBBIdp8UDVet3uev2VXVkZODZtW1t9pNFI620VxSBuAActxuDMTOOweoQ0lHir6l5gxuDPCLTZrkn/9SdudVJZQiIlGq5JC3S9In+bwIhPYe0CkRiB1y3vRyi+tLfjbpkxWfmCPtJqEsCTiBi3EhMZRMyJITLcInA5DvV1iBW0/Zrg6e3B0asl3DkPYiaqiRCKRbyESA5CMiCM4lECEuGl2Jsg6qLpVyyNVVKpOUUjJVBIT3qQ7hJIhPb3huEZDEkLnZbZb3GTL49W5Mq2G4vEWq6abwgVtCftzWsOZCU6CZgAltlzIpQqNODboxlb3Cc8c6IZktI0aCeNPVE6UScto8+gP09pQGvOMSCRQGXHebZm9W1qyfKEXjmqji6L9I01Yr0SFX3Ypq8pBWAAEh3cuDz4ftS1qtml0UG1+0gRh9ngXTStrIf0rqMhSQQEohu96ZERGZDt4Z5fd8j0NsD9W8YhaskvuVqupZW+c0cA6TIR93VIgoQjCtKwKsfjTd6RHpPqjkWLXZWjTIMhav3SlKVVQi+F1WMAFVurWJl2iJCY1EfLd5cEe7a45Jjbdy3rfrtarmtXqqNrbjtuaSKX9ORGqYHyL1D9O3dLgR5tnt1vxmqtbYG/bxrcbmpV4+XS3D+mV2gMqH+iEPhHgleExd+qTlD7PDKWqB9SmPqX6jQfiP5ybdX3SwiRCMiLb9JbeCLqzZrxcslV1UVuSCl2x02CIi1iswBwTtIRZokVPekAGZGUe8x5RjHi1v1RDwu6pqB72hXi97zrWs6k8MZFwVdX2aD6z4/VYBmjk1pcJHVWPTMXQfDyKXzGP6/l8eLwhU+oVK/Dy/h/r/X63PC4XC4xLn8v6uOdPFggqrqxopHn06ZJurEqyr1W23b+ES46HGvx5VIq/Dnx4Rlz+Jx++g8ctf9IYxudxxXEQaiSoFdjb0bgHNRVc0/dR/sl5fHdwA9Lrdbsly3TjHVPYjTWWSdOkKtxSFQaLOeuaq20pikilARkHbTulLsjErliOI6VUfpP77c7Re3qtbYis2qbpxReUEEUgETISEakMvOJSkI9oht1isVtyGzjmehqlktYH1bCta0lSuPtgKTFBUkljJ0RJjOZwjE/Lylxi0yS7X7Ob3r1YtNBcIWW1rtxNe71SVIw2mqSJDtMEhISTp6SKJEVB4BlzduXKby7OiXeX68L9cX1F4musRkIqAVY9JMSEoltgQGBiW3oVPJMduidAQO0kkcSVVdqU6IHQjEaBuqIJCBSGMaEJUOXltCTxCwtrNcU7ld1+ikjQjo45mAhTsJQNlSIxMhGQbgKBRPiqBVd7ciik5uCYzSRBWtSMZkUZR+BTOX731cbq1oIUsSpMU60eclnonMA5xEhkn5GFIy9Q7dnLdPK4K1dozF6utbmKfs7UVqCiW7d2DUqbirUi+r6ufEKSSVVaCNa1EqbZ15f1/wCv/l4IF2yDI1tOsQsj+92txjjB84NC1NXQGuBirM1XADXtrMxAu2NC+Hzb6sZKlnOTq3vposQISo3b0KKTVqI06DcEgkIiIjKsfUZVKPFeuF6vt2YtmDx9cl7czrWrVoThU0m4l5xTEiKHl/r7yz4Msgrh+rQ3O7vEbXZHVuWSeLuqEAkPcAht3FMR2j8pfTwfmWf4Wy8SmS5he8nUUbBZWlvtQVtzgiTmXNUUxEJHSYDuHuJYRpxZcr100tuWI3O3tHzu8G9Qq0BlSwPKirVUYiBUIA2lOnqHnTt8+BHhWaWXE64Ag4yS/ua2d2bh2yutrWVVtYDb10nCCSqSW8JbhD4CIDUqjyKtDkr4iNI2tTSXyyreqKnRVFW0u0umfIthSSpAtvwLiXR1q0rXQA0dQ8cGach6r8Ar2+qheY/zU/hxK27U3T59WDPO8YcFzjWid0R/yl/rd93Es1ynH3Y0FnkNqXPy5UB4kUv7JcSArc0qV9oCtfLfzp2/V/nwDPFbjSWoz/CdO0nzlm/uL1d51hpJJFugl70lB+ZbgEfxVrxAeD99nKdpyNtkOTBfWTRRQbW09o6joiQMwUVCfvASMhgM/VLyH1VHS3OMsaakUC86SpYtdHyqrVoqwtSrKipK+hepDUVxGNVJEQfopSjLgP2DI7xYc5vGZZBiKS+OXV64G/W4UoAsgqr2CBV2iCkSA6eoBGfPjrzwZsraz0wuo2Jw6cWZXIHp21RcKiRN5CIeRbvgPz+cuDlwxvNKFbnAxmRIHQQlyl5cCbwbVL/q34nVQY1g4p8K0/8AslXl/wAuM9GkaDrxrIpKnm9tY/r8mf3/AM3BfWOHqER+da8QeU5Tj+NNPaL/AJBbbUHPudOQSp57R7v204p1dddJquwbVz6zCodawr1axp6ec4x/tcCnxXa3YNTBQx2wXS3ZDc3aoLN3LB7MbaSRSBeYS5qCVBiMqS51l5bSI3hhyT8qNIG2UOW9qaXG4uXCt0Nkl0hVcAdQqsfyoZAAEXx/q8hbv7JgHiLwxhfSbXFuDV4uFsuaJ9F0kQKR6ofHaUBKJ0+n58DrVzUTNsWtaWk2K5HS/ZUqui0K8VSg4bpL05IIbZDVwVOdep9AkXkdZUlcF0ttF/sKmNW2rlCyWu5mdxyjtu10uiShUM0FY+6SA6EM9xbY09RE7slNSLY4UwHTHK8cvDO0kSLt28sHSSZV/wB0ayBwVX+qgpS3FU48UVXUDUHTrVh/a8gtOTZ9lpuiBv0W6STVW39MTEkUxRMxKU6kIGI80hlUo8E7XrJLJffD5bstN6VqeLEzuWPkcfaELgO9IKc6xI+8C+QjMvTxLKaqXLGccVf55pxklnVZtOu5XZ+zumZQH4AqKkRl6RKPdHhj4T8QdMbJetQr83q3v2auyuDhry5C2RqahJBT9s6n+wh+7g4kIlxlwuFwuFwuNalfOgyjzp/HjmnxZ2RFhl+NZrVqNUbk1d4vcVY1Koi6SUFAv5SJTt/d5+dOCf4ZLl9r6DYa96lTrS1pN6lXlzklzSr/AMHBL4xL9vAF8R51/wBs+igTIQK9uOdaUr3RSj/nwc6/Hdy3F8efy+XHAF+szG75HqM6K2W1y7Syy4kqazfrmKQmfaImJDtnukI+rdAlW7prh+K3Fh1V7QxLrkRyS7hLcRCRDDbIlduwoiP0wQk7fhWIVYhX7INAaiVZG4NIYkRiJDA4kUTP+0Md2wYXIF9P37R8vbLMpkVWAmT9C2pLn0EqTkqSw+6EZmW6RDIqkMhp72dtGB5pljdK4YtpIhRm5UVVSuN8uBBVUqy5Kkl1Zx3mUay3VEakW/q2KweHt6N9qlnWpaltcXEFFStFjUVIKIcjmZmrUohE1RIjGMjIZFUuJMrZocip9j4jp861EuCqtSK4qKmsLpbbL84KsleWypdICARKVfVxerRopjmS2sSzPTvErMkslUht9nRNN02Ul5SdAYicf1BHzp5xHdTc98KLBW3Lp4Ndk0ApWdLdd2wLJkYx7HAUFdIdvnGUq/trwIrTi+TadZM3xfKLL9ltLiRdCtwcpExXISEhHriQiRFEu4gIfdfSPHQF5HLNPskst5cEN1brJJtEnsYKPgIf+4OJdyo/FuuUZVoSR1oSs67vDdklrdah6iMXpJVyC53at3bOa+ZvLWaYi2gXcQpiPb6Jx7pcHUq1AxEvKXz/AF//ADcczumVxDAM4+1stvWFXkc3cqqrtwI13nUiLVMaUioSRBUBCJ/AS+nbU71bU22HvrvdVbp1kmpuH4o3twe4hIjETNWJf94MRIvSYd4kJOqfjLZa8ZJb0najlMmyDu9rqorlIHD/AKcAJVWRlyQAAIiER8h2nL3pI+x3wi46+UX9Ij/RGkqkPqOMhISlGY+r0SntIuF9idFYDXyS5AYU6vRWBoKVREyKQiSIlKMhlt7NxDAuhjcLEosY9O+dUYkZG7tjUhGMhKUQSEewvUMekModIvZWX5Oc0Dm6sw7yAzPG0tm2RbiIIFt7hjEfpFIvZ2y2OqfahJE1xdfqiYKmeMJD0iAf0UeuJS3EI/uemOzUjhYifta7XDxGQiQfk6W7btj72Rfh2lKUYlKPGI4yKrokvs/FiiAiQBbCIiEvSJCZy79pb5SDvmIr4McUXUFUStmP9JUvdiCTj3pD2dpFLcqP1FvHcfXi8slgx22PLj7Hcbawdt3XQAOlcXqKfeMpEkZRkJBukQyI9x9WaoNfWrJL3ebdZDJej69P00aiq7cUVE1fcJqVEyrMegXkYxGMqco0GtfotZbe2tNoQtdvTFFu0RFu3H5CAjt4598e9/q302tmLIqGa14uHUXSEZVJqgMzr+qglVOsvw8Crwx6vr2vGMh0+C1uXt0uhmvjrZsiIpk4V2kgcYikEuR/SIiY/IRI8XHH1cK080z09VcUfN/ttk1eLkMer0qG7ERl6SVQAeX07fv4GNuuf2njdvvLhZ2wvdmA7g1ftyT66ELUL9zHqSH37h4QntiYCIl2yEhaYs7Chh2a5BlVntpqW5xcWL4miS6KRoJimSsG5GYpEqQyIQjLZtrwDrfeE7fhGQXxBfqLIOXTpWgCcAU+0bSqASIikMxcEJSIoyKUpRGjhWjl04yBi6CjRVwSKaLcwBUhCKUJqAUyJKJQr3dUu3tM14jgyFxsAWxhg2VoM3SE0UbzRKqLsenIkhXQBJVkuQjXcQkkZ030OQ1LHXXB3TTF0s86h3NrzJjf/ZuRuW64HAHRbhEVYCIrh2kYiMd0wDw3yy+zVZvblWtViKqRNgIq1IBiBB8ClEhhKHZ0jjESQKuheEnfcdG7vLoza2+5OF8dJYTIJKg1JBqokBAJApKJbvUIlt7eCNqSSOoHhqY53e27lHKLHKqSiAxNJ+C4tzAh5jADVAalu2chOnbxxPmNneW6+vEXVHiJVVMqi/kC9CluFWXL3ol5F/a7fPjLHcqvNhpRO2OAAAeoPVQNETFY0K+6Ex9QDXdAtv6vLg1Ypr8rZcceNXDha5O7gNVrio7Sq4DyqI9IAPaque0jXV2iNIgEREeCTj2rPh8s7JR28wyw21+4T9kX+y2QuOoJyFeBUESFIRKNTrHqcyiJjTnxa8NLBMzxZ1f8L0uQtGPshWIH7lRK29ZcKdzegiYyHs9oOBJyMQLyKPLp6b3DL8suBWm7YjbVVuu4Fupk4PVeQyNQpjMlNtKlL9UpeRceeHSx5fcnd7uOM4jjuWDbkEie2u6oCZK0kXIkpfAxiVe4ef0kUeOt8DseaagXGyXXP8UaYZjePKda2Y82W3OHQkMFVQpt6QRrAIjWVefmPLnW2qnU8L2phjQIlfroImpTyKlXn1eru+P38+DXqsSP2LaRUOJnkNqFL8Re3JEQ/wBkS4t6ADSRCIjUvnTjbwuFwuMS/Zxyl491rgjd9Njtzg0HIXFyaBJmKSomPQiQnXyH+zX/AJcVBF1laz9IXOo+frKmqIqijdCSiAiREUYiAxLu3D+iKRDIybzaNuuoKVSLMcydiIROn5Quu8TkU4mJRj3dpbS2iewKba8hbOtWcPUYPL45x1tf0VnDu4XZZ23FVJUEiNKRkJbnCUlY+uI1EaERFLTOxKaa6t2TC8hwK3vW/tTxPFcnAxqsm3IVF6pEG4+YzVGRVp3fx41ZLhmRNdXPyZ0mu7q0NcbtoXQWSpC5atXrkiQiHV3APQJU49o+kd3Aq1Gz29Wu4MbaiSl7uLN86ZWxVJJ0lSo9TpKOwMVSNRyqsKoSIjGIxhvIeLVieWXLMLNktzC6lbbHfbkodzsywCdZigAEJr7K0ExSIjERDbtkI9UwjLth2CWlqdxudubNmCRBzNVUxLt5R7hkRekR3SAhEg7WdTz2y3JBJ39haOXl8maVA+1FrQ6ojIpTqAxEiHfWJFHcXaIgkICdvkb5hcVVK2qyKkUpt3NsSMRlOvrGW0j+r0bpUpwU9PMuw28WC5UueCWkbgySmAtLckSa/PbsmJQV8g2ltKMvSQK2HBWlhvaS7G74jYmT5mQICibYVwCYCaUCHcSRFCMp9wyIpGLi0MbCKbNJNKx2pNIAgmkkzj7oZGIEPd3H6t26XcRGczZfYyVdCharexcddUhGgDEiGZSLcI98yL09xSGBmlB3Ji7tThdVuxZvEXC3SWkI0hQdxQGO8hJKhEMgj0iP3XSEGchY7DY7JcjeNbY0SVVQEek3AB5kKk+4AEjKQy7S7NojCAWN04cgQqNQIkiGKVUS9Moj2iRdxRHaQ7+0pCLiNq8VXayqqQSVgJtxkZEZEMBEJykSsfUJ9YtxEqRPLA6UuP5uHtiaoKCYgrUhGUiLbHdsISAvVKcpFMiVo2oTK4J2F0qm5XUI3jKABEzj7UkUJTESPaP4Sh+90Kq8Qcu26IIJpIurcQOAVS910BExAFRKUgEYREi3IGMDiERbslEkl2HQurVJoqkltNUekJAkZAMdowgQ7R7kDEhIegQ9KJuGIt2T6hUSSSSJU+kRNRR3CYiW4ZEESGO2XQIQ7gLcxWx1K2CpS8MG6jEqHByLDpGkIkM+dREoCMkp90CKYzBWKrIkMeRGhKW61CHVqIuCaj0yKAy2hKQ9kxEijITCQkQrz1sxayqIgmVv9mVrQQbmmsNRMwADH9GRCrtiJ90wIVQ3TE7hoWbqz6mvLtaUjfvW+JvwYoK1Nc/aA6SoCQy3SHtIIzGJdxFxcfDfqrjWUaiW+1vMTxtPK3rBYa32ytagS9R3mKoEkBBIR7t1JD9xcuOisyvqmOYpcb4jZ3t3Nkga4tGgc1luXpoNfh+v9nlQvhxwFrtl9L3kL1+nbbsnc78rycVciHTNJJUExSRqIgqaU248iOJUqBbZERcWTw/6kZ/g+G3KyWi42Kjdk9MhaPEeuqKhRl2qhFEuVeR9k+4hEpcGuyeJwGdl6WVY3cFLylT3h2wUvZVd1A/pVRJGJ1oJ0KlY93OJDxcfD5qbfNTFMmO72m229G3qoA3BssZmNDoZECsxHcPIB7Rl5/Llxt8H1R/6uGI1GvOnQXl+H36vAvyHWex6TauanpuWaz653G5MKtWImKSe1mlQjNWvYMip8BIvw/MQxl/iD1i1AeKW63XL7GRgZ1b2UfZygIyqfWKs6DHdUpCPLgRPFmqrtJ++fr3Z8qoXXoqoXL4bZKykW6XOPo5bhKu21YzersCrFi2qytnQ6KtXiLGSrYoyFQZV3KkMREB2nt9QiQxjhBTLc5tmOWdUuk4eC0QNYp1UVVPkaxn3KFUi74jUhEdoxjTpvUTSvD7Vqknird3eLDaiwlV8adscE3K6OGxRIToQkEiSoUtv6/nwQsPyK1aWeErGrqkHtah2tBRm1+JOnjj3gpD9W8q9vnQR5/LgbeHXEnD3xAKJ3whuFwxZqpcb27n1OveXXxoRSjzSCtQj8BNIyp3cdLZa3WxPS69hhtvFNyyYO1mCCY8x69aGdP8AGVa8CHTvPMX0l0PwZpdkrg9dX1iVyIkYe9NX3qpEquYARbxpGVSr9Jcbco190Uyi0Db7lk11YVScpKqIJslxI4HKqREIEBCVB3DWsSH9fbWF7Z4f9Qm2Y5Hj6zu73S2217cE7a4NwCSBVEiJVJFWNIzKm0dokXy5jwxzjUe0Wmml2H50zut2ZNMfa3i6sWIUVN66EBFAFQIgkmJCapDulyCQkNODDgXiB0qytX2dllDa2rjGvQudPZalLyjI9pF+oSL08FdBTqJ0IDkEfI+Xx/FxuTqVe7jPhcLhcLjCojUqVrTzp/r/AJcD3xGYopmejeSWFqkSz42vtDMA7yXSIVExH96oR/jxQfAdfAuuiNbcZV9qtFycN1aGXMt5dbn+zmqX8aFx0HxiXLnTgAeJJKetmiKtBOvTvbjnSg1rX+gL/wAPB1I61IRGUqeRVr8v/DLjgix3m0t8szG2X65ig4UyK4muZgQjMiIokcu0ugRejcI7pRNCYY362JN0rfjTn7duRn7EztLJUTUVKRFGIxiIxkRxiMZRjEApee4rntyzayab3++NaOjS9uuNvQMQaWYCkXvTlEoJSP49pbSIjqRXPFX+HX14oDFusw0oxFdMgQCIucnuRF7rqyiR1LzKJdoDujLaY7Pq3k56eIZBeK21nccmJV1ZmKqfJvaLYntJ46PuMaeR928jARjLaICyF9qbcF0E7i6RxpVdJW5quJdd7IopqvRS7hMtjdkkXcQl2jIichcGFsbvGTJOrBkyRAbnV2QpdIJbBuDgB8i3bGDftlEoiURNmmj1xcsTaKumr9EqU5U9saC1JWnnvFKlSqCf0Ce+NKS+qtpJNOvLmFKxr5f5cROUWKzZHYV7He7a3esHQQNuqNKj8Pj/AA++nAEy7TzLNP8AGX1rsKr3ONP3KBJOsdeqkT5gFPMVGavqgVJiMZbNu7cIgZ55i2SafurUmyN1nVLiFbE/STq2VbGrEVVxVCoRpVUDVhWvKSwhy21je7Tl+qNnVoeOajWfJ2QpRq0vtBPluHz6yQ0IiITHu9VR+tMT26h6o3zM8RStOTY9ZbDZklUHz64heAdSBIwMRSGHMZFDfv2GJCJ9VITp10W/KNsN1uooJWcV42CyFAjfuIkQLuNxiZSIiFIiIREiMyOX5xZccsY2azAu6eJL3R0QuLo8NQTJwe7fMt0SDaER2CURkJEStjWqDduaUiUoAiREXeJDKW2UhGImUSKQx7hjIGqLwkj9hQ6ok3EZkLYgISLt9Qx2h+GPSIdnSImebV2kiIqkKacN0Zjsh2jGQDESAvo/RR2dL8yjLpfrfawZNXaiouyIooogXXMkiEjiAhPZH0iMCDtGAi3bWe5LOX7u2Pra9trxo1RUWRWMOq3orzIEzBIi6RRCUSESH0j6RnFnLRYjTbF1wIYDQRESIiL6fXuLt3SkO0yIRX0j0qFIEE1CVAtkRIZFtGW4u6fdE5dX19WLzBMDWNYgHulEokRkUe36ilOW3u6u2c5PHuN0NO4tCLpqAC4dXd+nIt3pLcRTnKRD73uKRGrUvClY3F71UTvjpJEW9htwuwqQiXUVcDUEj5jzGXTorWpB3RGe+RcdIsdVNOnd0K2tc8x9d3Q+QJC/S31jLbXny+H/AIv4cya/3RPJvEQ7WNdI7bjySVtQNNcTi4KJkUZREhJWO7aUCGQbjSol2ouxaxXc9I0jScW5ykvBVBdLagciESAROQDMRIIEkfaBB0hiV9eay6OJXFom3QzfGrkkuAKiSI+3tayGQ7SAFgkJD6aKl9PAPvzquOv36toUZrWg3Rqq2Z65Fo4agqgqkuzkW2YgZgMu8UkDSkIlxZGWa3O9Y4tYn12Y2gcnvvtK7mrYxcNPZhTSMDaj2uSNuC5ABEIkVJbD4lNFdKWOVsyQpdGbzBLXfZAfPmveat0hEBV2CIIAZqlHcREqe7yEyAdweXVZ+9fOUkyaK3J2qPNvUx711apkaZSGJxKgx2zmPkRSndOFbw3y+23ewXO04xcjcV/7Tujw0RAhEfdLmaQzmMZBunzkJDEuOo9L8itd71EyBsNzwZ20vTOijy3Wy+E96rgKQJUUjSAYklWJx+gKl3FXip6x4Xj2C2JghkySd903cXGjYGzhKLzH6qyKbZxTcSI157K8+Q+ouLfdsbsmA47pliFkVXO3HlTc+qoYmS2xdWZkIjKpHHz/AHfu4D2rWqg6eI6k6SvsddnW6Onrq3vQWEBEHlJ9sfSRH58/Ty45wZZRcUOg9Xu14rcWifSarGdFQNDpkIpGB+jl5eoYVqMeGmTW42qtLk3QTrbHxLVZqgNRSIaFWQjQiIhIPLaRc+3u8irCuiTAk6o0Ia1GsuZ0LdIuX7PLlxZtJsRuGe5uyxtmrVIFqkbtzWlYNm4096qZfIRDn8fnUR9XBd19venl1Va2u26pXy6Y1bUgQYWK12jk3SqnsoPVMwAttB95Ey3fPnwEPtc0WbthaKExaOSirKJqqp90DViMh20LlER+rtpx3Z4GcBdYtpcrfLm3UQf5AqKwgpzEwbhSKQlSo0+O4vntIeOgl+fMRpQeXHLdscAr4W9TjoYKJnktxEK0EfKToI/q+dC+fB41LUSRsDAHC1AM71a00qfMz9sR2j+3lX9lJFxbkZbpFLjbwuFwuMT+XHKHjwcINMo01dLrk36Lt1U1RlIBkhu2kP3fUPx4phZ9hDNNG5nkLcjRj7OiigrOHdEKCIS9O4obh/oiAPZaJkOcXu+2m40eMxtNiFmQCLcxBwuMYgl1YEIS7SiI9hJbe3jbpjY2P5W2TGbs/aNmmRMHFnNWHNVJY9yCoyiRRcJD8REhISEtpARlfNdS7yxzTDswvduTe3XCPamOVWhOnvUKqckqvkRKMkjpEhIaRHnQSKkuLn4Xs1sOWZ5qNkqd7bKPbxdEqMGqitBcGzQCKZdIt3wr/wDs8PNV9EcQb2FnebYTSzW7HUFnThFwyJ7RwkFeqQ0FVWkDLfIuRVKXAL07zGzOWTRxd8haDcna5unhrOIFM1CMiMxEZF2+qW0CnsEms/bHDlzi161NTaKumVkvFLVY+SZezMEx/T3IwiUlY7RIR5BtEQoIiAmSx3vJbszone7i5ScMGguLm2TdBbG9uSICql7UuIkqK5BvgkUR57ijUSIYarX/AA3Wpkp+TVrZlb7O/D7RupsQUuCzYaFvACIHHs8v0hCUxpLaW6Mhgdgtdltzq04qWO2pe9k3vCTh7cVftSyLkgMUtqUlfOp1ETVAjBUxLuKVO05cW+w4aybW/GL6TpwzB06MGpma6sJSEiDf3CI7YiJiPaRE4nVspF4SrkLNdlAQIhNVFsI7h6sYlKXakXqkMw+qY7HGVLs7kDFfGcgIp8h5JJACW7uL3wxEYkcZbekO4Ij7PucXK6v2ao/kZffzWCppdRulAR6QSIuqI7SjuiIj7OURDpB7LFflC+Nn+Z4rexJcQSKAsxI5JjEBDrF9QbYkI7du2HDp5kTlpbjeXHHnqcEDMiN81GSQgYyIZltiSUpelce+Ze1R98v743SIgNpaN5CRuDuKUuluIjlv2xNUyKRSH1F1yJeR/K1cbeSra64Qg8ECH/2+RCJxMxl7oZDMT9XaJl3FIqtnWShecXetUr/htyWMRMWgSI3EFUjjLqiJEQQ27jMtoiMB6FDf5hcfZVHL5ZEkoKi0AVFUjIt4JkMkhqW0Iy5DMREC3AJJePskSTSBVy2bEIH+iSfBMIpHEdwykIgIjIe0ySOURHiQs+be1umrhdnWvSUQ/N0XyAq9p9omZERiIhCX1EgcxLdJHlDa6WxWpt1aimQkk2bqpJGCB9UBjyVKJDGISkQ9XpERgfv2Ju7QpbE1k7TdVLbVA16IAgVSEElCEa0gRikM1RIee5Ijj70DI1WSxqAKpKpPnLRAlagAs1xj0t5TjIR+ot8kjKQlApE4xfJ79hue2zNLem+cnbVzBduswVQJZAkjNUCIQiMRkRB2iVBMZDKHSGGeJPEcgcOAtGnGZuXnS6rwWNpScRAiGRFA5kO6m6P8OLAvqrnORGtbsC0pydByVCoFxyVClvZoV7erukSgj5bR86+fAM8U2l92wGwYfl2PqPbkvaklULtcpb+sa5LivtrIZKrq7h7dm6hR450sOQXaxOFa2x9WL5pVqs3DkdKoGXMkuX7d0e0vVz51HiwY/krFhelPsdVz7Cr1zqk/UEznIiBQDjEVSAokMYnEhIYnEepvAm7bvnGdrt1pUM2FIhXmlT3atNn6ucttdw+VK1LuqQvB5I/DnjVVQESP2qVPl+nV4428W9KK+JrLEz5HzctR5ErQKR9mS9ReQ/tr5U4p92FFgktYLCFwIjR5XEFEq9VwQbykNPMEwIJw3dokRecQi07T9loBcbkmJkKvT9kicqq7uQntjQdoyGUqie35x8tYppnJNgD32mnSS6zigUM5jz27a12kQS/FKkSHaQvClb2998R2IgTVEUm6qjkk06ViBJJGQlurX1iJcdmeI+2PGbewalW5lV4vibpVV8zEJG6t64iDoBHtIoDQt3pEuOc8YzOxW+49S6P31y03xAnjzDU1WJpo3B7tNJAzLvNIVSoMol6vw8HvwdYlcrJpy7yO/qVUv2VvPtV4SndA/MKF+IqER/z8G8gEiCtRGsa+Vfu/ZwPNXMXzS7tbe5we+W9ku1oYL2q6N+qweplSm1UaDUhIaiMaj95ffxRbFYPEESkD/wBmeIN5kJHb7aqoZ0lzlHtjyH1VH9dPhwXGdqhiR27J3bW5LqtTQfuaNfZU1Uy8iGIlsCNeXx/Fx8/chy9plmst1yVNUEW710qyQaigcAaJAIoFMC2UiEpAJQhKJU435Vb8aojSl6S5rkoSir00xAxrKO/pfUJBOgy+PVETnFdrhuc5bhijvHsG1OTQtqxJ06DkOpCXeQSSMBhy3QLfthPbwWtK/E5mNqtzJfM2aeT2t1Uuo/YJim6akP8ARmA0EDIRpKOzy5lzjTz6h0+z3Gs9tFLxi94bPmnKlVRodBVQrX4Con3CXkXx5dvlL48WxEq15jWpV5Up8fjxu4XC4XDZxWlOVSpzp58/j2/+fFP0s02x7TxO9Dj/ALSA3e4m9XBVShCnUvLphyGkQHzj6vvrXi5OlKAHLqimVfnxSdUdUcS01tBXDJ7qmKlac0GSHI3Tj8IBzpz/AHqxEfnXgEXTVfDdWNZtJ1MdUem5t12cEs2ctCBQQNIaicu3lIO2hV7eOqi3D5/KVCGhcfNHNMzvWPZ/lDKx3R4k9K/Pjc1pA0jVq6LmQiQkRSil3eoBLziMb1guZWbSCuVWu1mxc5ShY1TuN7XoSqp3IlQCjdvz5UomnU5EVe8gL6R406vYv+QGmC+T0vCr2456LMG6zhVQ3AMugKrklDL1qq9KX4ZD2kQ8DR1liFMJbY7blDRTSTon5DEeqqPN0ude0iLYgHy6QlTylxr1AyVZwoFvtywNmCjRuh0RLci3TkSSSlaS3ERVWMZV96e7spxM6b5RcUV01a3L8n8fsydTdE3j16KmMTVQI+58oImAH6KFtIBHyOOLXZqwRtdBsjGmTuGpvbFYHShFbsWZxqRP3pF5kuQ7yUORlIRGMo8HzQ189fYys7q6vlxZuFRVQu95VETuJEMTVSbj+gQkOwNsucvOUiJKVa1lUi/h93GZCNfjxqOghERHyLjn3xBaWqovFtRcLtoHcUkIXdi1aoEq+SHcK6UwIesFeVYx30GP3cDmy2i0X+0NLxZ3zZdiqQmhU7O3Vj2xERgMTAugPq7YxKQi4ozywtr/AHW332yo23pt3/2bYkU2YQeigUVXSoCJSGRCIAMtxDIjMvekY8FP29d2V2tTh2qn0kqrWYVtp7tg9WIyl+8U5ER7uv7+SPtKlVl2uNqgQEa/PG5S/e9+MpSIdxeoi3DIib3jD+o3E/s/EHIfoohjZDESHdEevtERIykRCId0hiRJRqGEOnV5bW1YbNarSm1N9ebrb0FGRMGaUC6tOZ95GkYiMNu7aJJECDCy0dUtNsc3NnbWzl2kINLe09tN04W2CKQACu0zgRdwiEYykH5vYrLZ71j97XwXCGgr6mXcOd0uhkSqGNsC3C3Ff0lWnmRAI+ZbRlQacRlqxqyqp3fHNLseVzJ6wM17lk96UlbEnXIQKiIGYpSGkimUy2kO8SlwwsdndLIK2hBNjdbdbgQt43BpfXvQciACKpJRCJpiTpwOwBGRAETlFeRRtF1WV97bxUIz3JJZE990J7VYjAvU8ViO6UkIzmPXwuVnyFZ0k16C6ZGYdVZvk7ooiUSIfehGP5wrHbu90UimJL5LDf29uNV2D5sAoG7cqo30VekfSIi2kPcJGrultFISIyEhIr74OMfYXjCM7C8h7WNwug218kYUSJQUmyYlKBl3dQ/Ohefd6uXBjvmlWm92toMH2CY6o2GkQoFvTAk/3SAZD/LWnAO1j0OwbB8cUvViu+QsSJxX2SyAl9oovVSHmSAIlEymIFLf2hL0Dy57xG+ZJkV2C0W2yqXC4LxQTAF/gqYiISIo+oSE5SkAb/0QmPW2kmijDFsdJ5nLsLg+VEVH7dJ2oFuAE5EMw2ivEa8pKiW2I+mVRjrTjdpstwvl4xWytcfURbDUWzO0oyMJil1fZ1JIOEiIx94gQKh1QkBbeH2mWOhhCV4ySjgF3ju2AdwUaNiRe2pBXcblrI1UnASHeoG73UtxCQkSb5iWIg6TzC95genl2uQCb77IyIEW73zKJnVVMRMyDnuEBLcW4u7jnB1bGiGP3AsfubJ6wt17e283Dd5Mlw6pKtzIxKMSFXar3AYlIiE9iWWVft1klUmzbpNTSJoSXs4mKUgKXbCJDuKI9At3Z+iinT/nb/YWbZJBk2NVd40doFEl9w+0iImBoGO4SgQREZxhMUp1nn9+f4o0x652/GHOH21UVnFvVQVZEupGZJEZ9XnAzoqXqMRIhlExGGwnWm+49abbgedNF7habQ6RcW+5MT/PLeQF7pRIiEgVEZRgY9pR/Dx08jarBqndTyq/WtJ3hqNgJqzc3FEQJ/1VE1VXUYiSQjRIYFsrIlCoPHFGS6a3I8ZcZ1iYFeMXJ05CTYyNe2gCpxo6H0cw5FLcPn3ffTrZcVWHtFAcpVSMeSjZwjJNekuceX98tpD6fPjW8Fi7cU9jRq0AUp1BVwNabRkXKpUHu9I/8VeOgtH8pY6S6E3bIrTa1nuW3Z1VpV8g2MkWCENlfaCAkJUIpx5lQqmFC7CoIPzLL8lzO50e5dfnVxVpzpQ5DUB/dAYiPw/Vwb/CRoTXLXaOe5ckkhjbNUTbtlh2viTruKsv6Iajur6q0IfhLjvBgaSic0Y1AqUIeXby/V/n/Nw4OnnTy/u45Ux05eFXPlgpQydZO6KJByKk3yQ7vxcGzWpdBtabAkrQJOsptKaZmVKQIXiR1/tCBD/PX7+CAlWtefPjPhcLhcYl8afHjkL/AKQh6uxueBOGnVB2iT1VNVIzBQC91GJD2x7v5eOemyJig7yXInA3FclBRc9RKajco7hjtEojKsBqPMCkBSSIktuRJG+xld8aRoVI0qU8udSnWgwIg7to037QU5D2klHiwXC63d1ZzuDdugldUOi+arOt5ioBgqkqBl3KEIkInuFUTiXv9yvU2ttuwzL9GUtQ39qNO6FaQWtLloZN3gKuRp0khMfiJGrGolId5fx5f0m02wzLcpZ2N9nbpqsi8UbC8t1poCBqjOiSQu5xkYIGqBQ3bvOpVKlNF7y7UO246+sp5terlYHzVJJVq7U6qotVwGCokVZHTvGIkPaPpr5P9OHVvudxXs7s73bb5b6clmw3V0P6LoCVRGpiQx6ADUSIYQ3FERNvIWnVy1YTpJedIbxidxvdx+0HAqmov0gpJWYF5iRlWhUofaPP+vj24Iaian3m1ZFn1wZ4/ZsiJJWlval0SuDRrM1V+lQpkIJUUIVFS9Q0HaQ8ihpTZRvmcY4riT632y3JW1veXjFswQXSYArQugkkZ0M0nkBGipesZF6Rk/zjTfUK8Z/ktjtT11YMONk4Xa1RdB7M8VXSPq+0D5kSpLlzkQ7AHbGO6kW2xYyrZmnQtCSSqS/SNFEpxNA9wiImchHpBEpFLbu3e9ivyaxoCSX/ACcbFUFTBdt0BSAA3byL0jFLvLtj2yHqjJWfH8XOAqY5bRbgJiqfSHacd20okI7DHeQdhSIIETWbTxjFx+0AKy2L3sZ0NqG0YmUQGMRKJFtiPq7IxbwxY1i4oC6Tx+1qiIwg3ZiZmZ7R7h7pGP1EREIxLaJvrbhmM0U6qmO2vaUg5W5IoCMIxiBzHaEZS7g75D7ZJp2bGjXBL7BsygqkBxJmKv1DKQiU+7uEi3eohKbiVfKtGDwnKbZsgKu4g6AgQlvIlC3bYlMtxfimO4xpWePnN4yM2zwSXt9mbfmzcwVKJ7yMxAR2CIgEokJCIGQwJIxb1wrc1ZvF1GyoprOBioBKkUh7z2iIichiRCIiJikKodIwMUHrVmKTYjP85NUYDvmMT9MYyMSEQ2l+nEJR6oR4qhM02l2NySqHXViAJCftAqzEhEe33sgkMd3VDaQ9URFWVt1tQfri5ijT2pVOsBAFxOQxSiJCQmUSIRLd1RMQPeQ+0MmNrszu2iuvbGYgPSMEUgSlES2REhiUt0BKUiIkjkRCauL6w2VXm5XtVtbNaiJpgkAJBuU3dw/WMRIiKBD0ldsSLJra7G+XRt9uwx6rdUuqZN2bAlTVGZS2AJQkQEG7cBiQFsL3V806x3N9JckT1RuWKBZMYb19kvSIw9pJqqQ+/wCiBFEQMQKHcMqx5htDsVmsk6bpOmywrpKBRUDCu0xIdv8AXLnwnzFm/YrMXzRF6zcJkCrddKhpq0LuExLyrSsu2vAS1G8POh4We43q62quOtxp7Qu7ZvTTFDl9IFUgHn2xEfpoPAVuvhhb5FiS2S6d/lFbClWiFtyMUqHcE9sSEwr7rn6RUGUvp8uLp4BBRZ3LUO3JpOm5N3DIFUXQ0osmQiuJUOO3uA/L48FLwehSnh1xhOREVPaJ8x5RL2lXnT/lxxd4tHC7PxNZY6ClBWBygQVqPP8A+xko8Ueyuyui6DN1VAIDBJRU00xSDdXzIqeZyKlBMy2D8ax3DjmSrirxBt7Qo5JIenU6ANE6nKXJIKDSqdBEgGFe3zp5U5U4hqLUTKvuac+R+Vf3dtf5eOjP+jxtyTnVy8XJSgqVY2cwQoXpJRVOkv7IkP8ANwbdUsnuGpebutL8duB2zFbWNK5ffQUjEPU1BTtHnEhMpfUPpITC7S226/Xx0pbWGTvdBseu9XZIJ1rWCkIkqMq9UkKHQyKMjETLbQi58FFfGc6wjH65fpDq5b7hh5gKyTDJHYm2ST50iCTg/IR3RjIP1kVeJ7FvESkzrb2WqWOusPcPUxNpcgL2q3OxLtMFQ8vP4+oeXnLg2WW82y+2wH9nuTG5tFK7Vm69FQr/AGf8uJESGkq7fLz5y/z4518Z+qqmH4f+SVicNaXe90Nu5Aq1qs3bkO4qD8pSIaF5j3fw4fYr1Z1eCkvcQSQXBwmQJCnSggZB1TS58pb4x5+ohlwQL1hbe4NCubS4PCq4agIFCoDtIR96kI7BI9pB/REQ9wkkStayJizsJIp1WQu7hJIvZQCXuvMRElQkQ+W7aPr3SMIzsOml8RaYy+RfAgk8eu/JZQ+kRkXTjSX9spDIgIwPlCVCrf2+9s2ZHc7Uo7x68oJjFywr05q07jIB7RIdxCMhlTbSNY8dQ+H/AMVQXV23xvUhVqxdqkKSF5HYgpXl8Fh7Uy/H2+e6gx462TqVefPjPhcLjEgGvdTnxrV27goMq/4v1cc6ava9OWuTOML06f40d0ay9uud3uCTdq1r/uwkdOor9XdGvxHuoPJeZu78d5yB7n7Zyd9erELpyRFRVqvQeaSVRqUCQqNBjypXkIiQFs3T/h3tOQW/XHAmlxtTu2rDcTNI3bM6GQElOO6JEMZfhGZF6uPo4nHlzEqdxeU+PmUxx1XKfEFdbWyJVSqt+cUSokUVFD65w5c5cvqIuRRATLzj5yuUaH56+td4yy3UTyZZrdXbS7oMESo4QdJrEJ16FA3AW06Q9JeYjxRs8zW7ZLj2MWO5KKEGOMzZNzJTyMJ7Sh6SEYh+6A/dxB40qzTvrNW5BRVikuCjhLb7xIfMhpz5eZCMf48a7u9XuVwcXJ0pNy5VNVUvLzIi+77t3+vlL4ndGVndndnrNO5LN6SYNF6yQ9o/3qoesQ5dhd22Uh5iXQ+itkQuNsWzbNCXuVvfvCEk4Eq8yp7LaAc419lAhHZ2kQyPkIiIHfSbI7teM1F7crq1q3eJKigim9L2fkBRgyS2zSDlE3JjvPyDbHgzNKkQkW2Ne3lw44ZXN23aNjcO3CbZFISNRRQoiID3V5/LgXZjrdi+JAT+4tnri2iJ9N+36VU3hCMiFqNTmrTtkQjAefmflwIb/dMhvOKXfU7GtPlMasaiJP34O3Yj9rpU8iXBKkhTWgRV6kCFUalKYlHioeHuxKo44hf1FjWduBNpbunyMkmtCkKYhTmITVlUoiRFMOdN8F7vdMkbMFJjT2xYXANSD3HTAyGRiRKmIkUZEQTIiKRbpkZw6urOKXFdkq8TKzOFykArCFBEiEfUBRHu2yIBLbuH+inJpSFLqppyIYnLaJCMhHcQRGIluGBD0vQISa+4xh/5XN9UsNt7wkHVwsdrHnWnkksCrqIFHls2UGoxGI7aAEekNjw7SXN2qbPILvc7Uhe0mpE1bt1iBJkQpjRJIaiMYmcOqYRiCQpAJAW1yxx+tqRdaetrjWyJv1QYXfIVkerdL4/XS6ytG5U89oFLqnKgSjHYUay6cOrzLGsUtbWw4Hi6tW//AGqRsWpmBcjXcGYF1SrUiIAiQykqqXaPFft71zW+otGOTWG/WeKqT6tnt6/syEfocHMTVMlwGIicpbpkqYr2FatDiNFB5bT2FJPdtI5btsjKMZSmIyPql7Zh1iMxTciJCQgqQiQkSAkREW2RR3S3FLuIt8yJWEz9Q7bh94MOmYlbHABRLd/QEW0ZSjtLd+H8UwbaIamudNWF1YnaGrxks5Fdw1RX9nXbqgAJKrpIqiIQ2hJLqiQQMtodhPb+KPAFFFWru05S2dIVV6yKlsmSVU6SPnAi7aUIvTyoO6PAo8SesNozyxWlTT665Lb7vZXpuZINVG+zpkJ8ikO4QKXL6TL7yjG6BudYrhqEGXPE1MsTtcFHLF2/SB8QdNUAJISL0i7UMZRApFuEi4IGqXiQuCWGOrjjmB0NmSnQXO9xVSVE6co0BAyltICIiIRiYedeoEub81y2/ah39rbMFsF1YtUqg/TsdsTJUGbqA9RVuIUkCRV3ch5DIperg4YvbkPt7HWWVpLvLxR6LO9NHT9ZdKq5OUEnHujOMVxes1S2xm3+qPAxtGqeI4hguRYZXB2N3uzknYBdHyKSvRIlYglQf0pBQBEpEchP5chpxB6YY7k9ksKeRumK1cWvpiyB+3gr0Xm7pbC9XOae6I+8KkhkJcW+4486QtQvnr1BNvRySTYkjEYkHYIEcSj6RIoxKSBwiRoVS8kqo/Q6jMba4RjRI0ZgBRkO7tgQkMZbCSMSAhEI9KSsbK4XO4lbbYgoTuIALRugQmcTiUhEZAInEvqSKMdhFCOyDURbEUrtY8PvTV0pcmQtLg/Sb0olSJmRg3r8xLykfIfOuygjTmUZpJqrc8SVZ2S8dW64TV57S+s51pFfmPIq0L9UecJRPlEqVkXF3xxxl2m2rb7UVgg5e4S4ee1urn7MZM3VveLhupsiKnIhGojuEhIeW0h4ua6mjmqGs17wG/4YhjFz9tXb2u82twIi9ISKg1MOUJGO4S3S+/t4oWX6dadaY5ld/a80/KV5jyQOBsdbYSXVVKoiCaqs4REjAijKtRoQ7S5cB9PJr81uzq82y6ubU7emZrmwUq2nMiqVKCEaUDcVI/D5cEHSTLLher2jbsmu+LsbG1Sq4f3B/Y2Cq5JJU5wA1USJVavwAdxVrx0Iye6TPsnsGIL/AGO+wJezJjbVqZYaXsqsSVMXjQlRETPduhKW0vwdD4pccVTt6FpxR7ZSat04ItmC6ZCkA/SIc/Kn/PiwhzIYmW8a+fHK+NqJn4SM3ABisGSOgcUL5H7cl/4ajwcNaXDZtjFporHqq5JaE0DrTsMnyG7+zLi9Jc/OVd3zpz428LhcLjE6c+XHInj1Xr+WmnaYrC2NL2tcXBmSUSpVKO+lRjuGm6Q0HyqRDTz4ASKjR1TIAuCgIE3XgbWqZI0IZD1BIBpLkRDWUREgKgkA1AT6UdjyIPbTdMVuTwmSbdUVmxqoSXQDcQ9gkVUt0zAf1EHMpCb4L0u7ep2rLUVAuQ1oCfRQFb2gyiXVIRoUxMTlzGhCYmRjul1irizzJ8z03smGJ3G3WlOxPUrcxaILm9eKvF5Gg5rEYdAEqmYGJFEUyIZFAg06L6dXewau5npPkL9O3Lv7WTi3XD4EbhJcTaukq/EqjWta1GhU7SGvbxC+IGji054+w0EmyzG2Wy3WcXS6gjSQtSVAyqQ7TKZ+qBDUh7uRjTrhar7bHWN3RnQTUtxpNCuBkIEY1MgAt8IgMSASKJBEgMgJKIFDTxwLjSirhq4atnuQ5A6evX4pAK7W3s/Z6KpUqEYEIF1YdsAKI158WK4NbpneHvvYUW7a66f42kxcW/mVFPb0VwIiTEdppGk3UAfv6vLdxYvBxitzbOTyNG4NnmOUtdbSmBimbkFxXkonUxASIBOqhDL0qjSvbtMWuWS3DD9L7zfrfjv2+oklFVoVOaXSLaaitPiQ0HnIaf8Arxxu1udyt2IsWl0ya0tkiYAbMElRbwblsCsCbkRBzVCkiL0qlLbxJNUr5eV1SG5oEPQMknPtyRD+jXgIH7OIkQkSBbe3oGUh6REFps2PXxg4NArqhRul5N0qEQDtIo7ekJDtAS9BCSA9nQL2VwWPZDVwkg5v3uTVQAwBUwKYkkRiURH1JKjH1SH9wI77IuKp9N5fmREG0Q9udbhJIBOIy7iIlSGUpdUdpEqIr5ji9zeW0xXvKZOCD9KrcXipFMFd+1UZDJwP1SEx7piTrJ9hbx9UpXhoXvTMklVX59L3qp7vzqO0YbvTEtxSEjYvcSds7kKFH7dZRRxNMFE3FSTASSLtN2XLa1oUiKu2le2JGFSyjHkbbkDIWt2bIVYWIAdCTZcU1TFdcyIAJXYAiPcBSA9xAhyMkq2mDtV2azl41brdWpqAaLgBMEk+0oK16QCQkRQH3UwMOQfonzdlcCNEXKouZwCLh06EgjuVlFU4lIyMhH6kjCW4ePbpjVwXtpM3SiXtC6YiK32o4V6RTmuMZFMomZkEd4kBh3RVjmzG4uScMXSJo3ckFVydldHBTAjEpFUROYkC5lzGvvYhUNxe9WQe31rXqtVCWd1cOEOld111eZkUYGQFKQl3DUhVFIY7xIi2PHLyLhc06kkRqn1aXH2gJEkUCkQFOQyjIokKUS3hLjtnwvWK12rRuwP2tOs9vDNJ+/dl3rKmHbUqekKbBH00H4DxN6o4xk2SsEm2O5iVgCqaiDtMrUi8SdAdBpExU+A/H4fIi/VxUrNh2pieBY/gqOWscdStCRtXNxtwdZy7RSEBbQFSkUpDKY7owGJRLi/4HY7jjVnNlc8numSLmt1KvHwJidOfKkRoA02/P5/Him+JSy3y8YhZXtoYObmdjyFldXVtb0qRPUEjrJOg8t3xE+US7eCcCY1SomoPyh28uf8Ar7vh8uADrgkGlGp9j1ntHWStV0XC15S3THmCiRjscx+sY/xrQaeopWfwZimHhxxcUpbvaKlL6vaT44w8VVaLeI/LPblDSoLxIamFJVFIUEhGtKF8axpT58UO0tum49iUcvUVVxGKaIiVTocOY948uYEVSHn6aCXLnIIollqu+ompWYqdQI8h5Fz21p/dxoUKawdUq0pypLlTd/8ATx0r4RbotiGl+q+bJB0VGjBsixUryqPtEVY/HaVZElX+PFm/IO63vG8fwfHLPlLnCqIDc8heMUxBW83M+8KquCSEkhEZUUGY9vkRUHg92LHs4+xmVqt61o0/sbMBBswtqFHruAj5TVMekBfDnEFd3rr6hxqRglt0+RvFzDJqObxeRJVgD6iSZpvBpGrgEkqJIJUEYko6jMBoRdxcDnTzxK2bGcHb4HleINL7aWSNWYOWatDRepjId6StPOXKXn9XZTbxIae6O5DqPnyOds7ArpXiKyCZot7W+MHb0C3EQ/RLy3RAYwiJeZcXLW7C6aYaSXfKEtTNSXVzTFJvbxe5IpGipmNBiI0CURIy3fcXlxxKTh07e1f3JwbsnC4qLuFiIzVL18z7pbt271U/VxqerIqvXDhJsimBGXTSCcExrXaI7qltp28yLy9VeXBUxy8BZ2WLJN2btRe5JQTAQoEjFSCZCEapKS3fVKRAYxkSrK2WB/chq7fLptLeq49oNEFCOqpDsQMyU2ikMjEJSjGJxmJFXLC+c0ZrtUDbIK3N4ZhzMgEDAZJctsZTIYEJ7d8tpS49c3al5x00VOSLtk3GiyY0oPXTEqRKX3jMv3efzDalVHDYkZCrsiAmH4xLcMf5Slx2H4K9czXJnphlbzqOKBCyvDL4iPwbGX7Oz+z8Y046+bnUpc6/Py8vT8uN3GJVrz5UpxqWIqcuR936uB1rJqN+RyDW02hslc8juVSJq0MqiCCQDzN04rTzBBPlzKvcXwH6h+eeI444yJS7OLlclW7Fhblb0s4qmSytU5iBVAJciMjMO4h5cpVLbyJo5d3TMFrc2MKODt1to0RIaxI0UhVVFMjLuLlsGkd0BGn31u/hWevHviXw95cXi7xwoqsmSy6tTIuTZUB8y+XLkNP2cfSRwPPl6v3u3jlrwXYBbyuGQ6klStScO3TBij3CiHVkZ8vSRbQj8eQEXPfTi36NPlmXib1XxdEP+z1SaXWoFXn0nBpB1f7U/wDDTgM/9IJgVutV0s2b2xkm2K5qKNbiSYQFVflQ01C/EQ9Tn+4PHLLVarfqikVKCqMCKtPPlKXl91fKnGshrAvlGnMqV+P+vhxZcMtjXIMi5XZ0LK0tEBXuToBHmk1TiBRpy3K12CP1GQ/Vz4Nthy95mt+ArazbpWpUfs232lRQURQZpAJkhIS901EYm4VkJKxEBju4KWCZ4yxqoXdF8KrByMg6yQIObskMUhdq0jFnbg3AgAjI4iIiRbT6btpiu3FymFRFYaFuEhKv7aENC+H1efG52pRBPqkQiA+Z1KsRoPzrXjmK+5ra9RxvuoWR1XPS7DnMGltoVA+3HoxITVEuVCT5kAgFe6VJeoeA7ZHzXIbg41v1fSK4sQWVpY7CnTa9h/RjQtoNUiKnn6iqQlIuYkVbvqjfMl8JOWZXlFEPar0+Xt1qaIB0hqClBCiQ1+KtR96fP1UD9XlQcMyRvjWnS+M3C5Wu15PZlVbao0uCoiCRiqYDtAimHvSIiGQlE9u4iVteD2+1OVvykScoqgzUVY24u2iAD+lVEZRFVUhMzVlMhEZbSIisroWNxZdJ0kk5aOEi6qKwbCHdLYUSn7oiiUNoEWwR/N6PjqCWKZC5sClxL7JBD2ps4NwIEwMTGTaREBdwgQdsSS3CBJTb3jRbI2WO61XS2XJyim3ydk1TYK03Ak6bdUfZi+ktxlugMgIRAC92HTSFBrSpR8+KxmCWM2Mfy8vaKIKY/b3RJr89ySRUElYDzjIoCP3/AC5+fHO7HK71lyA5bekE1Hbg+sxt7lDrpMgIR6QgBCQziYlOPVIjGO0kkl6xfBGw3ljerYgqk3uioMrm2SESBUTEoK9xbhkIyETmKu7qiYk4tovCWtSQKEmSsgJIdsSE5RKe71HL1SGPdMScZpl72RqjsIDARIiCYiW4hl3d3dtLduItx1nUKir/AAu9JCBLiVuXLYl1YkISHbEiKIjGRD/RS2wmgMWYG8tiNvcroMlkAS9jWnHcIxCRl2ROQjuEgISA4gIk32uLDc7exRdPbe/tqLcQBB9VsaJL1EREQAiGQqykAxGQHt7CEULZimLWi6quQNw9bZEnQqJWpuym8qAFu85DAp9ojuSOsYiHBAvdssuJad2tRL2JdxdrgdsaXdoxNk9RtalCN6JJF2EIpriI+kiEqRKleKt7Vhr561a5GOLNmVvxtC5s2lzXIEDuLqK4yENxJELghEN21EJdvHOtqvzvHM7QyOjVmu+YXD26tG9Q6HWBTaQ9LbVKfpGtBLyp+upeQ1ABdywvGaiydXEWjm/u0DSiLpwpVAG6QgO0qn7E3MhHbBUi9BcQtswrEFtI3Rmlld0ye5LoLpm1xhSgW2qPU6qNDqdBMCEyLyqPYO2lacuKzZbHnzLG7pjTO749bWF1JFS5NnF9tzczJI5Jc+oqKgxL6du7i+Ps5ZKpHV+hhjJdWgKOTVvC7lNwqMZmQNQPv5bhEolEf90lCtK52ybPkkmSOCUTQiAOULS6cEEZxL88IZFEobvSID2gMZy+ZThjLTe4sWedXC8XZZv0U7Q0tiVqYULn0pLkgXv4pcyHmZCVS9W4eAU6GiR098ivT0qhLd/a5F/X/wCXDQ6lQB2/x5cGjQPWFPGbJc8BzVBxdMHvCZoropkPVZEfOSqX+cfv3Du8iqOdWC44llbK4Wu+VuzBUgVsd8a1KLhNKNAqPdAwiEk+4CpHl28TGtKCN7eU1KK5NCDJyFYGjdWhGi4FIauBMalIRE4iMqbhOXy3V7T/AAC85vcFRYiLW2NAFW43RxWLVil9Rl+ztHuLg2fkvh7e2FjNl+0GzZQQBdcbgrQnsSKvVWSExAT7tkYgMhIpCqaUlb9PbCNpNImjv2eZRAX64kI7RKQkQiIybyISEewpQiQtadkWA2PHrvbbj7xS3ruhaGKxkkbMyVOCoL+67TEgIlRH+QpCh0v4Vc3vNzG/YJkb1w/f4+oko3eLFJRZuqO0TL41ICoQ7hEu0SESEqcUyz1BHwi5sSo1Uc/lK49q/Er9opj8vwx4NGtqi/Rw23hXmD7L7aKtaU7RSVq4/wCJAKcERKhU5y42cLhcLjWruCoy5c6ccfePZZOmb4EKjtZkiCbpWi6fIipWSXb+uVKbSqI1r8SHu458cFW35k2B00cEyuJpJI06tQP3RiAEkoYiIEJJjSJCIh2EI0pszBK1sdQH7dXoKNXrYgVFGSIEfrGIyNApCRR8o/jAolpxlS22W5OWDk2jlsoRgm4KqQgQ9QaFMgmQEMArsIodwzAiFW/W6+3bTDJGmo2PM13BNlPsq8JmNASWoaNDAToO4VYpqEXLmMgAxNUS8w3dckv91yhXLX91XXvS7gXJOyUioKkpAUvlGIxp6aCMfh5FbPcnbZxe8szYEqqNHqqQqpLAPkoDMBqI+oew+6MhGQxNKYS+gB3h4bS4tXzhimlRRK3+zMAN0/cCkInGcgEA6qQSKm6SREOwelcsUtNcGeNMLt+S1XbXG7C7s9yc29Ufs+7j+bqpKlQek4bqFX2cySMokQ/vcEl88t5COpzNiVkyW03ZlbsptleRCKRwbqhtHeJAqgqJDzEhQS2yEh4ltCn9tsGF55kSIp/ZCuTXR4wbN68i9lS2CIDtjIkjiP4hHii5H4hkMj04XQvWBInb74j7MHVvqIhUFakFKqDtVGPLmURrGlRKW4akHsKw4HFqa5HkbhrkC1waUMgcVrWiSXmXdXuOI+ddtfVMRoR0l7tZaYdcmV5sDEUmi5i1dW8FIBMpdMx7YlJIpSjuES2kBdAjLPmrOKRpCkLMZCcoxjKI7YRH3UfRHpD2QEWY+yC73/K1XGPWAiQtjhQmqt3JUwMqiVDV6QCIkQAOwhHcREAjskJWm04hijaoGhaWz14SCYKvHYCqatNpS7TGZFApAJCUw2nIReQJE8s1xTvOPNKNbY1RVVuzPrxbGKYFIkg3gJxVIpjtISISnOa9+ammuyRd9JMjEyIFTLdGJEZSKRSjIi3dsilHdx7cjYmv7S+FNRIVygRGIwEhLcJS2bgLdt7ClGBEgOcqUYpZktExZAk1a9N0DkA9nXmqIy7Oge3aZEAS2GKUhFvEvGSSLhAmzrpgqmRzAegIwIgSKf8ARRV2iJR6EIFICGFWrZlskYpOlHThC1oEKTX2Qw5USAqhMy3REjMhERI+hOm0hORYfaDRjcPsVS8VTtlFBbqqOCMRGW8PMpkECLcQzECqRhMDIVpxxbRZUJJqMlWpGsTlUCAhEiEjkYkRBGQEX0EYmMgVLqsLwtS4U+zekKt1JyXtFFhkQBIiNU4SIRjEijtIi6qRSmQtXWNXpkzcJtb0LvYRPGxtZEqJiBLhEZFLb1+4ZCImG4Ch0F4KdSaXDCn2nCZtK3yzgqrZxWVIU3KREZbq0DbEy89sonTbt4JmM65Yc4QJnmlzt+IZGydE0f2166H3Sg+oT+BJFtqJ9tfLjbqlqG/th2HGcDbtrtk+RjWtsrzm0bt6DudmQ+RANOVR5d3n+zjSjpC/UT9ufaq58pff6R4jcRSQnH0t+RAIbuz+/wBXGnDc9yG0I5FieX29xd8qxluDoSt6NOpeWZeQOEkpd/lExp6u2XbxadKNQ8X1FtSz2xOFQcNVKA+ZuE+k4aqfSY/wLzHbXz/XxnrVh4Z5pff8WoVBWeta+zFKIiuHI0q1/VMB/l58VPwamJ+HDF4pRqIuB5f/ANyrxxJ4nHB08ReYqmRKphct4Vr3iIiMf/DxQ7AhVw9gDclq0SVqIClPtTLzIeRbfnUuXlH4j3UZ0p0195kBUHn5cq1pt5/w8/6uLRp7gOV6h3/7Hxi1uHy0ZGpWsUkQ8t5mXKgj/f8AdSvw47a0E8OOP4IxaPcmXDIL2kp16JqFNi1W+pJKvcdPLeVJeXlHi7Z48wrJs0aYG7yC+NMiSAnAhY3jhBRulGU1iS2gPbHqfUMe4uKbk+nutlsapNML1adXG29bn0Lo2TF2KRFzjR30lJF+KAx8q/CnA8y3SPUC+Nbi0VwRz1VkYE+LLEnTx06jFIl11REugG0+kAhIol6RHgF3rw+6xWYzqvhFxcgFY9ViQLy/EMCIvh+rjp/w6ZSw0xwNTEM3vqzdBqtQ2Th5bHLVNKYTVQLqpDGgK9TdXul5dtRGk/8ASC5ig8TxPE7e4bOEFh+1lVUz5idC2JHQqV7f0vnxzgnh9yt1+tIXpAOkuvFWJkrtGu4S6QkW4N4kMthUIefFffnRR0s5WUIjM5EXVlIir5lzrzr/AB7q/H5+Uwqn1bVYSkzbRNWqaiqpEHLqjuMS5xGU+3bWPbQpVK0XDPkr2k56jc7erRspTqA5IzrMIbNnOe85SIZhtIiORnVMnQdMkbQxNHop0ZCulQVJAfVqVSOle2vwj5fIY1KsefEhk1vUsF1teQWhubRs6QSXSp1eqKRVHtl9JDLbu9QdwkIsMpAqQm0btkF6m7a+zJUgYGXYJ+mPItvpKQ1ESHiCavV2j5B60VJFwiYmkYFuEhiQl+3n5/t4+oHh1zr/AGi6UWnI11BJ/H2d/SlKUi4DyOvl9XkX83BH41rVKlPL/h58UTWHORwfGva2jFa63t2XQtNpb0kq8V/ZTdER3EXpp+Ko8c76UW7KshcapXrLWGRp5G7xRZm4+0bd0QBcurXpN/wCIpRHb9Xq58cv2K63BFu3dssjGyO7agsk3cCa4LqpHQiJISTGoxkRDuqP6Xdt+ESSZIKN1UXFOoKsxWRrXqR2kJD58ufnXyp50rKXLgl+FGqDvxMYmSCZpIe1LmkkasyCnQVKMuVJcfStSohQlFI8x57vppwDvBAND0LRVJUFKqXV2cRruT978C+4vV+6Q8QPhnqsp4iNal7iR1fhc0wRoVfP2fqrx2/PaKVOfEv47U2H/V6uBOqD16P2/shFX+lqe7l/JPj51Eda/d58ORUoojUFPTUj5x3V/wBcqf38PFn5t7PS0oxECV6rghrXmrWNOQl+od39ouHFlvarBEkREjRV5JufeRI28pVRoXpAq/Hy4OGluQE4Fa61uaKblMU3ZvXjYPZrSACIe2GIjHZy6TVv9RTiNSHjofHdTLDpvg9paXO3PGilxeAsQLrEs4aoLlzo6uB9oKHuOA/UICO3h34jdR3Fo8OdyyFiyf2t1dqUYM0n6NUXA9UiGpEHcFenQzH59vPlXnTjnvxMrNsR06030dJxRJNqyG53aoFOvVMi+e31k4KNfqH9vAhyPJX+cXZrbGluNI3BIsGDJAiOgIDEEGwU+PkW6o+szIvjHjpvD7CGSau4npfaToriOmCIObmqlX3bm6d26nzr1alt/wDjcRPiGFbGPEJd3Fqd3NoF3sA3NyDF8LeZJdRI1ZQLcICZentLdEo8TmLuHf2G1XVF8ksJmqftJj1UikWwtoSAIRHtGIbS2TQfKIrtkAir+iOBBKA93Z6YxJIfUEehu6XS/M6dmmPA4yBqlb7Moq6uLdwuqI+xmQ9IASkIuCEkgEJEQCIDsj7qMW8fpu3s7/OLA4t6mLE5tjj7USaOXjBgaq5EZNkAVQEpD6iEBL4JShtAegH2qGR09lx1bG/yXzRZ62BJm/MVmbpv1R65IuBqIHFKZR7x5dvxjSdcc5T1DetMUxl6a+NtHfVulxSSkk+WS3JtgLzAwGtRJSsS3dIRoR1ECiEwEm4GnEgMtwbSIhKX70h3l9ZH1e0+rF43zXH704stsbLW10TR1eGCRrOxIUiInQR7xMSkRGPq7jKRSI3G1/cLJazVpe8yx61LRoJAtcQWXHmJFIkkiM5CW3ulMi7txHmyudndVpW2M85ypVQh/wDY+PrgESHdNVcUvKfqjujLaVZBLusay284nemLnSm3441XarjW4X/JgKiM04ErVJBIhER5zKX0j6QCLx/YLJhqwvM11Kx/GjKkfYLCwSZqiJCAEIKmRrxiAShDt/Dy4Z01N0nxJ/7dhuM3zLL+oNKUu7sTke4g3O3nIhEioYbNshjwywzVS033LLw8yttj+KY8aR1F21fi3WJwQj72qtRBdVUwkPJKJBvE91dsfkYZBqGjYk8Ixy939m3tN1aJXJdRw3ags+CiQOAcPS6q3TGfPkI/Og8u3huh4S8iyG226mU5xbmzlkzSZ0FlbicTTTqUJKmY9oFDaNBiCe2Q8QGW+HFzpuNbvb1GWUMzEQqVwZbUD5GRVKsiBLnQQETVAkxI95AO7ge3W721OjitqyNXEn1R6bloj1xeIQMhJIhatG6AlLaUpd3FMyJC03PrLsb9lmRu0+Zku4tUeQjL1+0HUR8/p4qyqhIuFFVQqSa4V5p9XuH00KPx3RL+HGhqibp2KMwqSlfMjPkNPvKtf6+NayZprkClCFXdOVd36/4/Hh0xarOXRIAoknyruqouKQU9PORbfnX/ABcTtouCthaJu64pbl0HBVFJzcm6is60pFSgeYh3fh27aFX73GMLWq/ZdbWT/EvzV44EF0rKisTohPy9yBGQz3bRjy+Hx4ea0YbZcAzxfHbPkad9SSRA1FA2EgZc5JHHnSY+Xq/b93Fw0702st909B/kDy+2pS6OptFG1QUQJIZDI0i7hoYnyKctxbfmc/b9HMDtBi6fvb3fCAx90tRJkgYyKU4kZdol6x7i3e6PidG8C/b/AGahbk7Xb28ibsWxCgklEiISEdpSEhLeW73RERiQkSWxFFJmLgQQSSIUy7tkRGW6RQjEQ/DGHo6Rex1VrqW8sNyaWqiTY2hpBM0iL3SQnGQlske0Nu2MBH3RAHs9qz1R50bM0o0c2+VzaK80QJIxEd0f6IgCKUpyAR6Q9ohBuSPCim4c6mZi9AKCgztrFlU6j5EclTj/AAHltLkQ0jSIDER0ANP+qfklaJ86lk7guVPXzu8eDBqwQ1e4XQQVUVrk6FUqjXanySXkR/hjMf3iH7uL2jz8+7+b48beFwuFxgp3U5U8+OOPHuCX+0HB1HCJroUZuqGCdJFUZDLbzGtR5eZbqbee4fjwFb+ieQ9G3ggv9npIJGgQB1fTETAojPYJCMozgIFEhHiuYs0fXDKnblq9K4Om6cUFVCL3+2FB3/OPMaCfMCKIVlMZP7XbEruwfMgoB1QdKoBVWnS6QCYlTvlHlLukUe0u8ZzmHjcVKPsNcJE2uBJ82KyY1iSqVRNADEhIodUY+kQJX6CLig2yyM7od9vCShW6121sbqlDLmciKCCQ/URGQ/dsFQvTxJ2tqTnEmrFAVaOri4IlKDz3NwiRKbe0A6W6hjyHaQlWkoE3BbpfMKvmPMrNal1VLTcVnLB/7LV4Ak6aEXsLgQEZK+7LkYEJwIyEKyiPuc5IL5umuviN1s9GHXdW0nL1V2i2Vq6HY1QihVIVF6UEiVkQiJCO8I8E7Ui52/Jh1IyhPJLYxx1Fhb0n7i2r0UVf3RqCiqSSBeYwmqhQjISlQBGnLcQcp6f4rc82yallYr0STIScv3a9K9Jm3DzUcK19IiP+fL1ceZJkCtDK02S8XcbCgaXswO1eRlRLnBSI9nMjM6B5xl8S7uLlpbk98Y2lvUrr9oW321Jm4bqOCSqyI6ckVRP0jWJDKQxiO4CiQkHNrjd7eFqbWpf7PVQfCRJUM0CkQmSQkQAJAAkgEuzckPZCDWtsbNmKNxdqPb0CvmJi4o5XoYCJ/SQiQbGpCQxH1AUSEhSeaIpOVckuBOW6LgCbgAOKristUSVVEp15mW8wIobviI7piJlIW7VUliBygRLiQpGKu0iltGQkW0uqXbMS6o/pZ/nsBk7itcQvblR+q4eHbXBUWoUjqHQMudCnXduIvV+lIpFIiXn7Osu5AUlxNNIhEikJF+ISke4tu4pF9REQwMw1XIXKT0zUVXUmUQAwHaIlIYiUS3CH1DHpDGEPzUc55b1VMudKimqu06DVvGhAZCIoEZiQFE5FAiECFITFIhEQMB6EVlz0vyffKNTGKDXaJDIgExh3F2kQRASiQmBEBbxHiRw5ioKTdFFOqiIJJVVRTqNJnuTSIakMTKRQGY7pEgqO8OrTs4aXZG4XJGyMgNul7IbhIEqLCR9dXpHQFCNTvKG4SjPp1MqEJKytvvN1boLM7V0124EuXVK1ug9lgOwIlKIga47pbCMxKQHvZ488A8wuLNu5W9nSqkHMBNuLcEzIu0hIm5ARiMhIoFKJdKQ8W+Zoya29QW20xFVURbp7SEjkIlsiXdEpJFIwGH6Cqab35LCc1tGV29vQ1GN26r5SjcyNJAxMVQKICO1ITIhH7pDtkIdbYPZ7dket+roXO3W+6Wdc7QmQOUhVTNQWvny9O3aX9n4V4rVuxTDND9cPt93lNvteMv7So1YW5y4NVw0XNUDKAciIUNhERlyoJEUvTXiM1iUy/MtbfyebOrinbEHoMmNGDskiSMGaTtVQR6oJkqQrRAldoiHaRFxddR1l8gZ2jVLTxBy4yLEV6pXG01T6bpZtWPtLNVPlUqKj3j3fUEqkBcUnK9XdPk8nx3WHEry0B2ktS2ZRa1Kkg7XaqDyEySLzPoHy3gJfGMojHjp5waTi1rGR0USqkRSpXuGvP6f1f58CrwYKkp4bsUqfcNHQj+z2lXjh/wARNCf6+5qae7/tZwn8I+YeRfwGPd/HjTgWJOLs4cKWknLF7a25O3b01q0SY8jEU40oBGSxSgADunEhKvwEsWnQu45DrxbsczbJa3K7KtDvWUexiNPZBKIgAnGJKFWEtoxEuYy47ZxTHbPjNnTs9ktzW2sEP0aDdOAfrrX6ir868PLs7a223rPXy6bdk3TNVdRSvIEwEa1Ii+6nLgVYJYELrq4vq3jTswsd/tXsjxB2xVQVcKB06oOEpjQiEgHu8ucR5S+TzUbV9njORFjNtxbJ8rvQhRRVtareRpJUqNCGpHWnL4cq7Zd3FZS18yFmmauUaH6gW5CJczbM/ahH94ihQR/bxIhri9eJBS16M6mrqqjIOtZRQTL4buqR/wDh4hctuupdxUcXwsNa42TjoNGaV9yJYxoXMv0TVoJERnLt3EUO3bxyXrvbcrtF7tdyuVsTtTdECaW4kF+Y0JA6kcQiJJDNWQAQDEDCMqbuITFsrfpIUQuRN7ggNOil1leS6XM57T7oy3ULdUS7dpmBwiLFR20dP3FFeayhItK849VeYkdO3fEC5l5jGYfu1fZC3WeXhtabUa1wRt6HRSNGk4kPMqiMSIB3F6CISLdzLnxZcfx1K2M01MkXZtGjZWY0OoVBdWVPMy/pApSPuqFuGpqhPtORyELVf702uDel5uxI1JV6g2QNwEYJzmQl7zfWlTIYTEh7SIiG0NMRyvJ6uG6+OJNmAzASvz9Jp0DgQlLcRluSMCIRGYIS2mAklXckwq841lKdleUt6RWO9JAuk3de1KgmaCasoF0hOkOQ7apkZCQl8BIRNcmajZ9UCbOEky3pCsJARJS2l+of/Ljq7/o8MzTaub9gbgqCTjlc2tZc/gIgr/hEK/w47NEjjuPzp9w8VHVHObVgtgC5PwWeOnS4tmFvahNd6uXakA+ov8uBNmVjzO12m26xZS+NS/WB8L9xZGikmlutxiSS6SVPgaoplUzV3SqFRHb8TzabkzvVsa3O2uk3TJymCyCwUkJpkIkJUr+7X+/j5n+ITA3eA6u3i0rNzQYruVXVuOgbCbmVSHlX8POJfTy4aZUqgrjNvvT4LGopcmfs9upa00kjY1QIQNJwly3SApCZVIy5iUu4eLT4Q1yV8R2IEZe/JZ4RuCrUyMfZD27vL5V8/ju/d4+j7gJJEBbRiUv3eAT4GkhDQxMee77WddWn0lIRj+LbHdxB6wMb7pXrWOtdktR3axv2dGmRNW5jRUO2KtJenYBbY9hSrEirwO/FzrBhGo+lVqZYveHDpdK7pOnSFWCqNEg6StN5EMalu9Jee76eOSzAgTEuXlXnT4cIO06R5/Pn93GKhFUtxSr+vjJIipXaVaF8R5fHnxfNNMlSszlNF1VJFsCwuuoaHUCiw8oqGl/TkAyqCfkMyEirCYkTHmo7dve271xcRY3GitXiNFhFxW2y7ni/l+dXIh2iNRglt7Y8gIGuA22+eEWyXW2MLkm1RvLV48Wd1NVZYiAwJdUzEarkXVGRjtqVYiVRGnAw8YaV1f8AiMvops1Ho1Sai1okBK7OkHbH8RFt/FxE2lBHSG3q3i6QDUNwJJW+3K+f2KkQx9qXGP6eJbE/SJTIe0eCJpFrU2wPF/yZ06wxW5qHUV7jf7s8Fumbgh8yWjIQSH4CJGNY0+RFxEZW7uOuPiHxxRwNGdvdcrUDu2KkSa/STM1lUOqNJB3dw9u0uL7V4tp9kCGAZTb0ra+//hj5okIMbkPcR0pzHpKShtltL1AIoGk6vl+tuN2417y8QZEA9UklSgQxIR7NhEQxERiI9gBECD8zdYpgV71bcNX9xb3XGcNAC6qdZIOLvQqpF0xSHaCHug315EURERAREQo/il1htgKL6UYha0GtrtC1ETVTSSJuStOUgFEgLaJS85eZSru28DfS7Ua5Uxm66XXnqX61XlsSFmRIvNjcCr7gwM+VQGfKX9f1cdbmGk2I41jVmyFMX7q121BoX2UwcrJrEFUhKpi2kFeZq9qkq/nJD8FSodfuOW6eqLlW3u9U7mbqtVyStTZwyD3leptoIoyEiXHkIkUiXGMp8+Kvesp0sq+bKONI8kvbpy49nQcZPdeqJKFL5rrql50AS7e2oFy3DJ2zz/JbXSlMO0y08w9IZEobgqrFKJba9AUokJbSltHkRc4iRC5u2Xavuj5L53b7WBU5wt1oSpUR9Iia5FHbQ9xfD+VUk6BqW3V+wnyeQZje7ksqjUQRul+MBIjMoyDaMdsOyWwtolP2eBwTE8sy2o1wbT9ypazSNMXz5IW6Cox5ea5ciV7oFHccRMekYh0i3gfhbcuWY1z/AC1YRKpdW3WdSogUqRKax7irUaDQqRHsH4x4N2IaR6cYgNDtGJW6riUquXIVcL1KU+c1JF3eflxtz/UnD8FQEb8+H21xGra2tUuu7c/TQEh86/TLt+HnxVwuOtGZpJO7VbLJgNqU5kCl1Entx5V7T6IxSDy9JEVefGDLSK8vSJTN9WMwv3UEhJs3X+zWx09UgS5V/gJDt45o8S2CJ6d6gXG948o5ZsyBt1Ww3Rcll0lRKhKEqRzlU0laQIq+gh57hEB3h9bnZRaWYWc+RVInCqqlfxcyLlX5+nhq2ohSpmsJHQaeQ0KI8/lu/wDD5eXPzpxJpWSvsqDl7cWLZMgrUQJcVFYjXzoQBIgLnz5CdB5+XDF9VuncFTapUNAql0qK0jy8u6o0Mt3nzjUi+ndw2QkVe4ZDEQpClRrWXl+r+vix2m3r3sFbrkN39gtiICNXzihKkpQfIUUE/WXl27RHlSRBTjQpmOVNbb9iNcuyD7Kj0hbUeKgl0vhGEox/D28R1nZKPqrRIRFFOhVEaFI61rSlBHl8TqXLkP8Alx0Rfmbijq04Sisokjarc3ZQRXJMHDsyoknuDeUjJZWAiIbpERd5XnK8LsrTJ8ha2q2+yMsbqgyTRpcXIkKarZI/blK9YSOJiAjUdvuBlHuAYFjNlQdcp3NJTqDQfz9aR9Ie5WRDERJEfOIx6RbgifsuZW4WwuHw5XebUKSBgzRVcgJe1RPoARKiMNwJCRdw+zyiMCFAjaW6MU1Cxh5kqOW3C31K5rJNTSZIVSWBItpCNEki8lJUkMZdJLaMBiObojcb3kluYq39FYG7h6qgs0ZpASAoEYArCR90h2gJRhGYwLpdPeEWwsrXpKhdUSdKub25VcrruXPWVMRUqklI/gWwB8x2/dxRbWuJ+FC5qIAXL8ri6UvxXgY/8XBl1IKeb6bp1VjUr8ufSrTyONud1l/LxfgpQach+HGXC4XC4wU7qccc+N8DdavYg3SqlzCzO1yosBqDARUIvIBqQ7QruGMa8ikMZCDMgcuhx9wXs4JMyITS6qokQnEiISpEQkY8vpFUYmISEh406ctHD21OHFHJHdCcHWtVvedUVYgXlUaic920pUViQiQnEF88WvSlgUvyrtc3aLdf2g1GyxLJ1JQYDEil59wlOQmMgIhKMs7PdX14vTBGlARvNvVScN3DFUjE0iiXSI5+R9oCRFuLkJlKJCNnySre5roJgsBJKkFBIuZiQl84+rnwQ8fbi2ci5gigswQBK2VASRkYqe8XpMRPv5+9IpAW2IgMkiLo9mGPXfS7OtLFk7Wk9u7ld9j61zBJuk4VKIiHxgkpyAYboy2j28FC74Fpu5tadcWwPJMWXoAN3764IG1QYtCVD2nqquCIJUATj0iIpfcJVKvIOp/5PUz28lia7hxZKPlPY1HJTMg50+rdUZc+RFuIe7zlwRdK0ELT4atUMnA4P3ijKzIH8ComaomqMvxUjz/c4CsiiPdzH5cEDS+wO3+OZtfACtGNps4qe0yj0F6uUiSj9xl0i4KuSI9V/YXTlKS3t6EjIYilFJfuEg2dn1pRh6IRayokzt7JV45Yk+9jbG6BIAEtqUBJWRxEBESAZkIRjAREoJJQJKXe0r3O7ICJN3KhfZyqz4UyeiDlyReypGSprzFURGICJEW6QTFUgzJ4qrbAcuxetV0uqZMTQVMzkW0VwLacykRSjMhKZGXtkblDP2fAb6bbpqt/sx4ZCIl/ujISjL1bd27aXcUhM51u5SYJItDJVMj7SLdujLuIpEWzduH94RCSDhYmKZmaRKptBEjIhEppDuItoiMf0RdsYkBEJB0pMh1fLm2UyvICB2JKiTdIkiSMQAAapEZEG0iEekEh9wQ9ATAdhCFBzI+uyfKpGuh79cjoYjEyNIlS37RIiGP4TEZCMhISsFhqq5uJtgFFNwDYC6UCcdcVRkQyGU5j+EuqJes/07PK3HtV0cpKsyNcitqqqVbf7US5EuW4TkfVIhIIyEhVAokZGMl8X2WhQSTSFL2Ez3kG+W0gEhlLqlHaJH3CRJKlLcUF+cBcHyqS3SRMW/srzaSav6UUyEipIRlIRmRRh0jKncM7cLm+WtTJtbVUGzgDE+skuSJAQDtmZbgEY7TIvdEJAcQEelr0yY3zLV7rb7DjVyuqjiDdUGaQC3gaqpxKoiCSYwjEiOQkmMZB+iu+U23I7UwUaZLbrqANjankgNUxJyw6SAtyeAO4F25pAByH9EYkOyW7dhY4vlV5s+U5M6K4vKtR9pUVYqXJz0el0JGaREltJdLeqAKhEO4pGVwyfALnh97x+z3xNjkVrNQV0SNL2JN+9ozozSadYSKqCgopAaXOnJVUj3DWgjw/xjL3KWa47cG7ta4XFd6zZ+2OAoCtytDpVVIQdRpGjpqugoPP1QL6iLizeMnFLY60OyG7MLLb6XIFW7pw7BsFFzTBURIiPurQRL8W39vET4Yss1QV01xm2v8AA3C9nRLoVvDp+CP5l6DBE95iA1+W2oCMd3bcPBtSHhwxSozMYOC/m9pV44j1vcrJa+5m9oqpzRvbvkskcCpEiEaS+ofLb6vn9/Bi0Ox5vZ8G06YPIpOs1y8bg4SMSIV2jESIAKlKRj1Yl+KY+ngn+F5+rkeuGs1/XVmVbmg0SkJS6SRLgBef4Ug8v1cdIJ0ER8hrT5cuKHrrhjjUDTK74k2uBMHLxKlUFCUKiZGBCVBUjuhWtKUrXlXlz5+fwq20ayHI73jq1uzLH1LLkVnXFs+FNOlGy3lIVUSGQ1Eh/X5FT5eXEVqDrpieGZMWLr2/Ir1eQESNpabfVwYidJDuKojXbUa7ZcaLVr/jTxQmzzFs9tDvnyFs7x9eqp/uilP1eXEuOpd2uDQ1se0zy96Q+YncEEral3ctxLmJf2QLgfZznlyujGrS/wCUaZY+bcwdItErmvcn6aweYRFIkiEpfTLbL8XHM+YWjXfVy7Nn2R2S7vekNUm1HTcLe3Snu8pwDdt3eqNN3lxqsGhGaCq2eqXPHLcuKwmmka9XhcxETptQBVMufuvIi+KiYl3jzIFu0zYtHwXB3ldaUSTIUkbdbEUumJFOCRmSpCMyARiMiFTbLqpivKW/TrE0UgSdqX16ikITScXMiS2zLb0ojGSpF2lEldshiS87bcPxWzLde0Y5bxVT8hWFuJGIiMYyPt2jEt5erukRcSbh2aKpCkRCRb19sBGId26JD2+qBCQFuGH5u0trxCgrNGr5sVbcfSOBDJvtlv7YHBIdpEBCICXuCD8zo+sqTg9Ysobt1RO3gTNv7II9UI0Zt5dhfSFJBtkISCRBJKEJBN+1IXKSq6So9UASgr/R90S75CJDLtVGJDFUYDG2BmpZLgwvGDOnWO3YUIrKtlSKaaqkhHeJS9NA+ukQIROIne8Y8QGrVutaSrl9jWQtGodV4q+S9kVEJDQRE0ioESHlE495RLuTE7rp9dg1+1UdZA8receSxm0oJINES5KtHa6h9UhMg5yIE6DKIlEtsS3cTTVe8aT6123Erze7pkGDZkkaLAry59qVavBjJMiLcQFIR5F9Y/QUndFrroJdXAuUXb7Sl0pMFUw6x48ZkUkyGm82/Mqci3R7eUu6wa1YDi+tOmwOGz1lVaidXNnu6ZSomRfVWlP0ReUx9Pd3DxwJk6Fww9G4YReMYtzG5pOeTx6oBG6IQOQ0CtSIAGu2JAIyH1EJcX/wy3BC6eJ/D3QoN2Aj1URbICQppQaqiAcyIiIi5SIq13EVePoopOFS50pylWnP9v8A5cBLwOxroM3p8hujz4f/ABODmKYVHcA8cp/9IK1aWXSrHrdamDRi2WvpODBukKQ9XpKbuQ+rdXz44cOvPl/5cZUUOsvPupyr5cazqReZV4858bUVlU67DjTnz5cPbbVqTxOr6qxNaKjVaiNRnUOe6PP1cufxpXjoazau6h6i2dbS7DcIsi1mcM+kqg56rhVJLluVXcGYjKW6e3dH1cWW85bk1wxq34FiOt6TvMLc1FtVsxgg1e0oIiKSDuIkbinw5zifpiXkXOduqojnpflYyFVwm5Otxb3lVcKqq+cxVIB6okRf4uCnQqZPlFXl6c4Ynamao/ZVoRydFlbmnLyEjBKnVV9IkQiJlUe6MR4Lul1705xTKkL7eMrb5pnJNfY7dbsZt6qzVg35FXoMwTCNPiXOpR7vTzIiu3i3tQZToAWTW6jhG42RRG7NVA2rJRrFQZBXbESIq0EttQ/Vxy7pPmeLuVbi/wA+f3m33FkiTrH73biqS7dVMRCrYUi9xWQwjSAx+oeYxI2Rav6hu9F7g8TymlDaoCqyu7JqCVLigsQt1UFY/wDdnSBKiWwh59wyGJlT/DxjFi1OtLvCr2vRu9uq7palx8jXBwFEFUS+O6Sftkh7dvPu4hcV0kJtqg1YuSu9+sTRQlyd463osu4AFYAoIVLmAEXMRLdKBkMh3cHl2liRJADu4ZfbCVV3m7w57JSRCRj2FLaS/dLv3CUl+vg1ummKb0bevnz13cVROhM2mOvTcEZARdhARD3qlu7hIpSmuSu+8N7a6Vtq9lwLVG4VRcCqopW0i2TVS306fvSApRMfTUC3d0uH7TGtR3k07TpW2tZHEk3V9yQTENgjKDURITpAa/hIiHtEIztn0by52uk8yvUMreFQKqrLFmCbLpqFGpDR0VKqkHIB8yj8BjGI8XTAdKsExXInlytGIoJPKjyG5uXhu11an3+apEQfL9vOv8SC4okAjKI0/ejxVs9z/DcFa0c5RkbC1DGQoqnzVMfwJjuL+US4FYag6o6qCTDTWyUx6yKLVoeT3ZOoTSlWNW6PxOseW7zp+se7i9aYaY4/gpubinVxeMieVodwvlzLrOli+JDL4AP6hr90pcufGdmsmoSuTJ3fK83RSZIqF0LRaLfRJAxlt6qykzOvnTaMe397i+iAEpXyofLyL9v+v8qccseLVid1zW6tVGzFZqzwk3XvnXSUSPrmch3Sr+i8xjv7fxBxa6NRU6e0KqqKEPM+dZ17dvP9fL+z/dT22E3F43J4gos3AqVNMVYc/wCPIv1fCnONOJt/lTqiCTazMLbZUBGla1Zo+9qQ+rrmRK8/LtkI7abeGVlsVxvKpG3Qk32gbpVUUkEiKJb1TiI+ru/xcP7ypZbOkLZlckry9JCqaqrVI0Woc6lWo7xE1S7dxCI/vd3EJdri5uQJKvXiy6yYwEDpsAPKNA89vz20GlKca7azcPnNG6I9VTlLyLlAaDIir9w0EfOvy5cFLTPD3S10sr4mIq2NFwsYOTQIk7g4S2xSEg3BQjDadIlSUq86wEt4P9n3PWFmsa6IsksgS67hURCIs2vXkZiIkIiqG3q/vR27G9/yimX5hlmRWt60euAfEgLlzQAZtWSBGKApLCVCVVUIZ8xKAyMpDWJhBM0ytq7omjEGlxIhF1cFiiK5iXV2CJD7OkBCQAGyBJSKJgRNZTLVGKuHXRNdKvIkHFTKkkyEQEiARpD09ISHb/QRiPSEWpY8JmQINMWzK3qrgTe3ukH8REBFLrtQNWlADaIzAyjEYyKQhuEQPYbg+YWsrh1zXSZ4wgql9ImYyIpEEd3QGMiKMRiHbDtHRi3lZ9K8WtalAqo2s7QT5R7iTpUvhSkvMq+fz/bz4B2PVqr4Wrwuif8A3jNOqlt2h/2wlHb6R29pcGTVhQaZDp4lSh81MnDkoPoizclH+bgghTdWvn93GzhcLhca1PiO3+P3cca+NdFJxrZilU1qpuUbC4cT65o+SfVMIqCJENZULd209RCMioB8pRVZYWoxWJQk/iilVWHSiomJyHdu2hJLbHvAoFHh1YXYr2lha7iIhQgpBUKHWXaRAYiM6928R3bxVDcRCq2RjXOr6i/8lXrGilTXrJSs0wIu2nJWQlXmQ7ipvApRlM4tZW9rug/ZMlnb8QBMXSgkIiQiXS2kIEJDGJEcDCUYmG0dEbe4Zp/2SwTBsvcSJo3OokPTItiW8o1oNIjuLggP7Ydl06dNxbGdEGabtRVNIqxFU+nIvMO4/V3DEkjEoD0hGr7sxrTmPzH9VeX/ANHDh08uBMUma7xyTYabUSOvTpyqXLkPw+/hjvqFCr29vHQOGNgX8DWaVEBJVrlCC1efppFAJf4i4AXPnzL5fAv3dvB9xK5JW3wQ5U2FmVFLnliDI1q8uZUEEFY/y0T+flv4sV6azeWRooqmqr9okq2R9j/RCKCsi3DISEkokXuIw7gJKDW8aOaVYpqed9vuRFdQUt9/JhVsg5JJJ01SSSgke0dpVOplAQ7uLTr9jTfDHA5ZilnasV7iabN9cUlYOEKCEEhAzVEUEBAexIgIyFMJDwF8AVMbncWaKfWRddBwTluJikZknGMTSDd0j+4hiqIzORAvYcoXEcfvChrqEfsLgRISiBD0iIj7yKMS+r1CUtxFw7fVVuKDV8xAUxARIRLaCXeXdIfoKREQ9pdpBNvmIJW0FuumSixGUxSiHSARjH0wHZEuyMIxAQ/Mx1nqBstQrwKCiY3JOtuqSRjVKQizbnLaIx3D3AAEBbtwyIIvIWDZk0fkkmT52ugQzMBDpR2icdogW9KfbEjmMgKJzbZibFFFms7RWcuP/siJHMZiZCQiRbZGFTECIh2qpSlFxVsoB5cLmug7BJN0bhokoo4RVUNWRqGRSAYqlvBU4CYqcuqJERERNMotl0at0UCqo6cXF50odQlRI1e2R1GJyj3DtVGokPIgIuCXp1pTjKzZ06zfIbg3QWRFw9cMnDcEWqJAQxWWMCIhLmAiQ7VzKkBIQnxcMzwjQi2Yy0tuOt3l+yRVdoTazDdVTfOE1SATEkSLkl7jduESGAVLlHivaGKZdp3qZ7ddsCvmI46lbzRuKDG2vnqb9UaDFQi3gJCe6YCI0GhCPOXB+ca44+bpVpbcTz26uEz3oNcdX6n30H3sYy7t0dvAwy3SZxlFwuGcWqxW/SxwbVRJqk6XSL7XNUd1HCQl0khIZU27pHIu3jSGo72/acXrTjMF1k78bIWyFTZrPHgLiqSak/ZQMZoGiRAVYkcki2d3ERjGROcXC25c/wBPsovmYN6qMmdXltVt9sbKrqmVVZnSpVcLkZERdslYDEfPiN081Id6p6uWBpqy5tz20vT5W6yMXAVapuh3ATpDcR/MRmW0u4YkXHZN1doWu0rLrqt2iKSZRNU6AmMR293wpwLfBkCX/VxxcRCm32mXMYlQ/aVeOGdanRuNXM+RqujVMMieLpgp9VFzHb/a86fONPjy46cK3FjNu8Nl6Vb0pbWhCyX507F3yKcDL7t0y/l+Pw4JGmeGu8J1y1AdC0dfZOTAjc2jlMeaQqgR9dIi5bTmrMfkQ1L6S4vV/wBRMHsJmjd8xsNvVH4gtcEhPn9MalzlwMtUtVMHzTCr1iWI5jclby8Q6Ld1Zba7cdJSVIjNJMuQlyiUeZRrX9XGFk1dvVtwu1t09Lr02XYNEkXA3J43tqQEkG+HVOZBGnOkgH0/Mh4wu2qWpR0WUbM8HtPSkRN3Dp07XpQfvIQBL6y7+UU1N2wiGu3TJ8/cuyo/1LuaCHn1ErdZG7EQoJHQqzV6pjTkJd0YkMSEYrkhWHrS3vXAtMjVeXtykPfermu6GkTIoQMwS2xjHpCURMoiUulYre+G1NRaWdshaESAhVFizSb+9kRCMUhHdIhKPq9IkQiA6RVVSXIlECUIziBiXVlI90BETItxfil1fWRj19ihkaBiQIERlHpU3SEtxDHcMPex9Uuv2n1/z2OcOWLjqio7Jz1yIRSEpSEyIQHuLcRTHdLuiUyKTrBvfRdpD9mIKOUl4kCxSSHcZbilulHql++USIi3q5ldEDuKKpuxcuBIzIALYJBtMzPdGJDEikUShMpDJJwzWXamK6o9CUZJUIhgAl3FGMSikMu2JJGMhEJNfW8WzgkiSIRiBmPSEDSEe2URGAjD6RjEowh+ZUzWgx/25ZuSBqC8F0gVSKh0MgBq2IRmEtshltiYRAxlEo1F3UAVO0vhIVqnyHrBIZFEyEhS7i7VSESGUeqlLsPMuu66wPFxVe7+kQRVmJyLtkQnId22XVHeG+XXtGHaS57qBY2T5jZU7Jbro3VMLi4uApdVJUSESiEzkQ9wkO8YyISmarzSzJf9mF7VZOb42/Ka1ZENtyS3pgBBdGiqpCLqh9yq6Sq/3iUdpDTg+eJXELplmH2h7jSXVv8AY760fMgEo1L3lAIZfER5HP8AYHGrxWXO6Y1puGV2e53RkvbXoVMWqILIOAV2EDhIioJpVlH6pEPLjkDL7i4vyLJykrZrbbXT0ny9oS9qb2twcSmqUlSESjtgkUt20ZFHihWhsxuatvteQZDW1oU6jUFVUjP2cYiYGY8pdIiIvIe2Mo1r3Erw2Y5csb8TeHt36KSwqquCQcoVoq2cD0FfeIKjtMf2dpcxrQSHj6HK1Hl0qmUjEo1+7/n8+OWPDFqTiWD+H56NxvlmRujZ49cI20nY0dOd2wekRTkRbafy1+riNb59r/a7hbUn2S2Wju8/Zr5Bgtaq+4J6sYJtVSEZAmNBIiLcfMRH1EXFC8VmdZPk+IWW25TbEk1GN8ubdC6IJ9JrcPZy6RkCRERjGtRHzrEq8/urxzYfd5fD5cbGlSort+NfLt58euUjSOoKgQHLzEqcq0/hw343JDPn5EVfLy+/i64bg7i52ssivJL2rGwVogL72cjN4ru/N2of0qtY19QiPqrTy4suc5/dbdYl8BxywucLx6u5w2qmQPriJU5TdKluISp5wGkN0fhHjTofg6mR32lyfW8F7S2qaC/tNawXVICHkG3uCQl586UKA7iUACJ2oWPKtrUbjMmNMtsI16ST5mvRG9WgCV2huGLhLeNBAiOMx3CJDIZJaaBfSoemuUWjK6lQyG3LJC1uY0ju9wrtU5DHlAy9UacVXLE8zxx04tF8bXCyVVCK7OqXsgK8i5+YCI0Pz9Xn+3gwab64Bg2Iu7Lcm/5TW9+y9m+zAoqkgnL9KBVMqAlEDOQoJRMikR+XFO1cteMsntuxnGrYTh9+lZ3AHNIO2bpQ1WoVS5F7wQVS3SGvpjtlxQ762yHHxUs7+lwYoOhTck2M6imtTlzTVjSsTp57T+H3cXTw83vHrZl5ts3t6lwxZwSaj8gUVEWhCUAXOHcHvSTIS21orx1/jGQWbTDNcguF3SBPEcpWQd2fI2yc2qQCkKYtVYfogDlsLsiXxHi+XHVrTli3FYcvt9zIqTFG2Ke2LVHl3QRkUfxFt+cuOci1BtVs11Z5g5JwjZHd89uSVccqybuGYNFVeoMgp0jBLbQ5CJltDcI9B5JrVpXjr9Rjd80taTtJQk1kUjJck6jXkQl0qFEvlEuXw/VxuZaz6Wuq0FHULHZH5jRR4Acvw7i/VxLNNQ8DejQ2ubY4r3bhuaNeUZU86S4pObeIfBrI/CzWJZ1mF/XpFrbrEn7TVQ/PkJKU20/XQZEPEK7smv2pCYrXHJLfpnalSpUWNup7U/hy/pFdsS/dIf1j5cWrTrQrTvFXFbsNrO+3g++5XdarpUy+qkqRp+8NOCv0w+mnGo6CJhUaUl9Vfu/bx5u9O0BHulxigoksIkCiZUoXlA5U45z8Z7Kx25tYcreXRRncE21xtqaYGFCXSXYrjHkQl6oj5D/SxkHMS44TuzR1Zbo5ZmoIrtlDbqEBSpKm0qc+X7eI6anP417eX/LiStToEiU5g3I6J7DWTmIert9Xn98v3fu2Xl7cH1RXePCX51rECVpEK/Eoh5Rpzr5ch5fKnw4YCCVTKREPLn+v/wAPE3a8cVulrUftqqrkJVGjdu3VM/IgpKpxgI76D3EUiHbEpUImE6dMrfcqXDUG13WlkbVFYmtpcNFRXjPzVWq4GA7JFH0kPIgmFSK+cagWrJ7fi7/EcVuFgx1qBWlgpcm1UGCJK15lUTbmZmMkAEoAUYluAilwy8PuIs801hZ/lo5UvwNRuL1Nk9Si290qkhIW57hEiKXaIe6hHYQhixf2xtiCNybNiTF0LxcwEOjJU3S5iMhMZDsEfT+glL3Qm3b2n2ZYwbdMvZSSmRJEQyEdolLaMfcfh2pbhCA+xt80SbIYbkDwkm3SSZk3SCPYXYA7hHd27Y9wRgJAPs9y08M7HoDq/clxXEKpfZSKawLzikzBASqSojzHf6QCMS2iMREZKMyuN+vNobVqh7aNts4ANIJD1SjIe0v6Wm4aAPMi2mNYl9BW6aTZJNuiAgkGxMApyoAjTyp/dxyrjIQ8JN5TKhEf5XiBVI+8vtVDuIf+Lg16rkLjMdOGPqVyaqvOX+6Yuj8v7v6+CMn8S3fw+7jZwuFwuMFJbY8cTeOJym21zxclEVTQpYSoMFBEiIjXGIyA91PLbHdKIxLz4Ezura1Y511ycu26yfJ0CKxJeQnDuKkgjIhlEjAzIDkBjNrhrBW32phcrgsk6ZVEpoqly9n3DWQl3BElf3gJUTiQK+90OqNA1VP2dCqhJJEbqphMuqKZGoRQp7oh5RIwryEhIx5jt4IGP3dWyD9orpKKrN2zhaiKpiRTADV3FHt2iZgI9wAuluEukI7VjrpsvZr4Sbd9alnSQrGlJUQPvNBUBKhiQiJbdshoUS9XBDzBZJtpbkKdUzW9qctWrYqLAp0N8y8u7f0R94AiJx3CJiQiElYDUOSk/LcO79Xl/wCH+HGCx1NNOhmRbNv9qvGKnkpXZCNfhz5x8+D54ezK7aAaz4zLstiF0SD4/oiMj/4A4A9a9WgAAU5jSNa/Vu/9eC1jDl7dPC/kViSRoSbLK2Dw1Y+cV0lEvMvTuANxfVxdM1dVxS/sWdyNFN7aXpFVq3HqqgoDdcRqIiO0ZdKJCIx5iQxEBBIx6NXd5peyQTurRDI2Wamd0YXDHg6hKPOkMmtQ7aUgBFRWpCOw517i4Hj7LrtqVn7i/XAhask0aNbPbUVaHRtLvKXmJGQ1GZCNdpCO8SFJd0zt5ARuVVRTMZwIBGRbij6ykJTEh3FKct85OoXNaVeY1dFGqQNk/YnhKIpAIiZQMjlPcUYnt3dspyEiC6Wl02Fq3ltEhAUj6vZukJDuHugJdw9no6RE12jUqsPaSXiTMpJbyAUhGQiM9sRIgjLaIwjshFqMtSjXHUnIUE0ZESduQXA1ekYD7CgAj2iIbhiJxECkQHtIeK0TgrfjLqjNVJ3UUDkBJS6AiURGG6ICRkIyLYREBbFR6+1FymDxVJs4Uc1E5QjA0Il3FGUBEu0il0CPtMDkcUg4KyZM4cJK7U37ekCcm0VVoQlPaBfCKvMhGqsCrzGQFveZZRve2zsiVMR6RJp0ps5ROZTEpR27iERiEuqOwi4JujrhhqBbGOEZK9O2XhNVRXqO7bRVBw6JerikgMaBM0KGH7iER27Cs2evLZgVgyJ7cSy53cbbewZrtGd2G3+6VkaTwlUhoZ9XkRF3DOQREQERo9r1SsNwVNmqjq06VRrUgrTNlCAJARgVD27y9IlL58b3OYtlCRZo4Rm15qryFP7Uz5xtJRPqiIgkXr7RltItndz4iMayS0r5Zb7Qpg+K2Q784GjVzVBe4vXBmqlRIRdOpgkJ1PcrEyCglWEo0I44LqQwxtY2LbGxXReueS525qarl6uZK7x7jXkKXMSPcQCSpkAkAE81jzTI77iyuJBp1kLL8oPzceqTdV90NpKmk3TM5EIS3GQCJEO708A616d6eWa6Jv13etVqvAmZJRsBJLy8+2oCX4h2l9Xbxd8exjCnL6rtXTLWbOXZUKiKuTpD0APtIq9UwH7+6XBY8HXu/DliVI0GSS5eUd35yrxx7mWEM7/qHm13XvBNqUyx42BiizquqqPVM6kJEYB27aCSgkRbR+PBsuJ3a/tGNsuGX5E5YtXCCyTdugzaCgqkIkkSUUlT2nDdIij9RGEq5f29nuzWje5O3txaOFiompcb+9dKKyECGIEcT2zOQgUhMdpe69oZJiyRNN1iljslv6dQif2OkKp1gKowI0jIpdUIxI5CAjIyiS9ha5RfHIJMFXLsqGkRdIVYIK7RApCMhkQyGRSiMZEW4lcW4OVHRimYIEBe9MQLbtIiISkMS2yIpS2lIhEZpeqMVxEUrncF0liQIBVbNelH3QyIZjtiYEUdsYboCgRM9hWoOqRKrvVS3CBG5IYxMTHaMIiJJCI9pDAhiAjFrvRZikrFKSgTgBCBDL1bdvdt9PYMoiMRANRKJhEk/e7RExSSI4kX1REo9+4BlHqiUSkQnmo4ubxFH2UREDVkKwqCXV7fTEhMZGQlGX6WQznF1CvGN5fIHbyXVVSVAR9rIiITmJ94BKYwVKYjKXXFUCIj/OnrUbMzQSFyuT1YyI/ZliElTEwPcQiRTI9xF6THdIyKS+1Yrg8MVVXhNmgEZyFWZrhuLb3CI7ZDIpEJkW0hkT1Mkm7ECbH0m6UBIj7RHaIkJmQl6Nplu2bikBEg5RikukuAqJwLsA5CIjGA+ktvSiMYkPS9HSImTi2txC+W9DtJJcBESDaJCUdww+oIxEB2htAekItR3rU8r/thztmkgRLK3MKqVAYkKXQQCREW2IkRbh7SjOQFHiCi2UqbFsSiSSSkFXEul0ukcdogJCAyMdwzJIjGImke9y5aCztri0PFaulVxIFTNGZBKsjkAlId5iRCEiEleqAmCsV+o/CrkR5BolZKr9Cj20iVpc9FQajJAoByqO2vMIf8uKA+8OuY3/UWz3vKs7t14tNruPtaSdbXRFdQCVoqYlClO4qd1SL4146bAKV50ry5S5jyrw0uLNq7ZrMXTdFy0cgaS6CwUMFQIayEhLuGu6kfhyrXjgvxn6fY5gmb2NTDUWdrq+bkoVvaVU64GJ/pdxVoIlz2xj2F93kCEVl3Kns9HC/5xKhiFeZqnzlQS+rf5+fPl9/Bt8Kt3XPVfA8WduyqraLxcVUBLcIAqzgqIl93NAYx9REXH0DWrWqW2MvPv3CNeONdAXGM5DheMYXYXOK2/N2z904XuNysHtK4AksaokgoQiFVREgLzKsQ/d5cWo+vcmymT3G23le2sMhaXK53R2gKt2ui7ciBu2RZJB7hDqchGZD3y9RFxzN4hL08XyRvjjrpgVl9oFwiC/VFJ04cquFw+mQEr0iqPzS7q8CzhwhUqUrSlfKVNsedK8WKz4Pl18RoVoxS/XGnTnJvb1TER+rmI12/1cWixaC6s3w6VZ4Ldm6Ret8NGsf29Uh/bx0doN4a8Jtaja6ZfdrdkV7RM1PYGTsVmiYx2yGMjIf17P3uMdSNBdbHi9WmN6pqvLFXySaOHajLpD3R6aI9KtBr86R/d4AGc6cWTE7hTF65G3yfMllIKIW4S9jY+reqW5Uy7YCI8pfVtqbtNbYxs+GWZmzCVFGAKqzCYmRjM5EMfqIR2xjDdEvf781cJfYwLi4JIVbnbhSEjESIvakjgUj3Rie4u6P1buIbK9NMZyZxXpJFZrsJTF00ilu+REEREvWW6Hae4RFXoULIR1swoE2ieS3G/WuhlRNNYfb0wIOpICQXEoFySVKMY7D3SA4jRbLEFAW9sxDGF11alJYAWbxLz8xBBUEh7q8ohy+7hnjV3NLMbReHS6smbpqQmO2AJEIj/ZEaD/z46R1Jx3EMr0Ix63r3RFrmuKUVt0AU6qgt0FyQL2jz90ntoQkVO4ohQpecdhdusuAWJva8isN2xt+6QGq618ZkKTs+mJHEiAko74x3F3CQluBd/asZQtbNV1heQ3DGDVIjEGzol2qxD3dZvIwMdwgXd/RxlsJ1aMNfMV8gxB9m1gsaOPunD+xuPZGAJWx1dAMSQcqgNIqSETARKQgYEQ1H5Wnxev7Y/wAXs2MO2zcbw9uMwWbOQ6zG3UlRdxMo0TmEU6y2b48yjwB39008Y3GwNcbUb1RbuEz5NgJVWKaR12wHqmRGfbskVdxgX/dbZasMy3NVka49pKizaVUCTnIkBaNhptlEBETIdojtH07RGKQoXHHfCY1eqN32c5MDryLqsbQwBoB7pUGqojIv7AlGg08uXHQODYRiOF28mGL46xtaZ0ipVFOlVFf1mfcX81eLQSYVoXMR3d3HleY8hDl+vnxE5HerfYLM6ut3uCDJi1Cqi66pbQGn/P8A58vv45D1K8TN7y7Lm2KYPcPyUsLhwmirf1kCNaqdS3KiPoD/ABfeQ/K9Wbwz4pmVjtt6yXUDNsiN43SciqpcQMCExl5SE/L+bh0n4RsCty1V7Pk2bW1bnz6re4JDWn8aJS/+njlrVFbIbFqu9xLL8lyK82+zuFkgTuDkl1DakImIjKpUCqoUDmQ7e0vT5VZ7iWRP3CF6viaFoQurqnJ1c1xb+ap/pagXvCT51rzMQIe77uOhsZ8FrlwAr3/OWSCRRqA25sSs6F+MyH/h4tLLwX4w2pzVzK9rEVKiXSSTSl+Gvdt+/wCPAz1/0PZYFnOPs8RtDu9W66sFkgauliUXVXASmVIR3QITEfL9F/LxjcLPp9ec2WsuZubfhbJowEmLVjZaCu4VVXiYn0t5mIjEB7fMSHqgJErD45p/edQrhel9PLQ1coWuPTcXR0SSq3UIhHkBmUCGqB7SPspyKhc+LXj/AIeNQmVFVr5hlvuqZJJUKil9SAk6AI0OAiEI7R8i9IiMuK9lFtx5tUceG1Lo3hIm5maL9q6atUBP3vvevHaKA90RERIiEZDAn+D5cVsyJw3okm0bY1VUg27VXLoSL9GApf0Udoyr8CLmMAFlguDgNOLarShXF+uJKtaCnyNBeSslSMgEQAZDI5bREYkRBFvLOlmNkp7ZcHjSwk63RMpqEQD9IxLbAZREREobQIRFBpfL9Zbha3tstxqu3DhUGqpAxXmCQrzVjAN0gSIYyDaRdoxEL0neLKr4aHWDsEbopkt2dBcLuk2sLsIdV6JqkeyOxICHaReSXz5SpSNPF22Q6s2cmFwFRJ3ljV0mlGPukEhIlYn3R6RjLcQxKR7ve99p08yGgxp98Y8ck4bVI/CVkYkpRMaZmPnH/wDqLbg66qgCOc6Yv6j5hkKqHl6eqwcj/wAVB4IqXnzrKXGzhcLhcaz+XlT7+OH/AB6KLnrXjLRr7QoqrZRGCQkRKCa6u2I7jpt7fnwNF7K2fJLoewVUNaodVsiUjKZD06gdZS/AcZH2FzMhFWtsPtjDBK4MQRftFU6mmRlEkiEogvHnKlBLbu27oF3bpm1WGzI9S7IPRXXNsq4TqonCkk6lWfIA9wMhGUdwEMSKBEfD7BH6t9reydqJOFvsJ/SnSEATUlb1S3BGGwoeqSUdow/RDrDhnkzNQXECbl1aFUj8oCRSkG4Ix7vKPdIaUkJR1Nq4ppjcHCgLogd8ZNzRVTpQQUBBzUwrEoiVdpFQBgXMSGEiTAKU5cxLnzrTcPLlUR/l/q/9eLRmWLucYYWB2aTqgXS3g5UVVSpQZlE+mP7BJIvOJb+faQkVTWCIAfl5jT+PB58FSaj/ACbN8fFUP+1cRetwSr/SnWoCPL+suAUkXKpVgNRoEY1H4/8Ar8+JVC7u2LS7MECImL+HXRBU6IVISkBkIlSVR5lGh84y+qnD3D7hkAKlacffkw9sIuquFQROg0HdNbaYpUpuPdHlSRU46DxbH31rt1osyzt0/tbRfqtGq+2LpdIAcGY0p1CTIiKAkEorDICmIFBaZAa5G2RRTdC3JAenIyGnuiGMRGJR6sfWO0e+Yi6J3thpKikRKDIiirERkIyLu+rcREMvqkRymvVMyciGG30VUh5uLcuQVASFSRARf2ZDujL9AXbEiSepvFX1ttkJdAU0DApxEoxjEZDHsHbISkAlsJIiZu7f1WS6DbcURISDthHb9IEMRCG4RjAdwwg3pOoROS1HuwIpFRVOrIBAAAt5W5uPZt3EEhICiJ7hHcIjxTrmwdN2K3sTgRJwkJptaCRApRQYCQxpzrUgKoh3CY+6PdtVd29pdWxKqIsWwKkVOpUVfmYxS2mfpIiESMpHzJI5T97FWoXftjt4KKpuPthq3AU1yR/3gjWgnUdwyqIzIyHtLaW6YoyKr40uv0Dbr7TAatyExMxTLeUkiEkjEZkPSKQl7ohjApslfb3ytbgNnetUkEmyxuuiHVCURiXYImIeoukYj2hIkugtQpai4di2ZVrAM4sR449QIuadbgl1HDM5CQ7vaEDGUeUSjxy7ZnKdLmrc3TlsNSSI3VFSHkUyIf0YhTb2bR3jtMYx2kOzrP8AJUaKWLHL1kblPsoxaE4ADIykKtR2jMhpLdEv0tBEpCTTM8U1OaW8ckvenWQNHCCBJ1uA1PZE5CqYboluORFES2l3UIjqGPaoZZYsmtV/tz+nt9sUJYDXDqCqZCYkR/vAqQfKI/i3cdW4VqzXVFuGZYwwTbZ7jDRUXmPrqc0brb1CAlQSL0lsGolHaW0pCUuKp4uM2y1m5xbPMEzK9NcZyBhAEmzpVIesnuqRU57ZCQjUfKvui4EWo+qVlyLCKWRo0zBzcqlzVe3nI1nVKAMK0glKG7mrzEqFGkdxentDwlnX/q6YiatKCXs6tK1Lbt66sfu58c1JpKrZfnKiaHUMcpuKQGURE5Lju7S9Rd270/hEpTHkMru1oFtYrFfrvyJVDqt2ckCIR7eufuj3me6RD3kQmIl7VZLXhefMrZ0rjhl7btxEhoTejIyolGMqj7QRSiav1DGIlKS/Xh8f6VHtwtiD4VVlzNJy3WS9nVb7RIjVSXIIiIr7jPYREQlMiIl5/G9McbuNpUyPKdUMfY2Fk5qFU8feJdBqqX9GbtWW7fUvSUil3RjMM7do5crg3tWI405zB69P2Jvcro/efZ6iyQCZJe1FOhEIN6F7sCHYAyHbx69xXT9N26xy7aKOjyRBIXCzfGnRmAtyqNAV65Eh3EBRAuZSS7e3iMaaXuLxZ1ck0iyF8m3QV6LrG8hEhNFVIRE0OrKaG0QGJS7R3RoPFdxt+pdrQsqoxVt71mubVy0IhMgVSIQIRKO4Zl3DId0Y9ok+cNi9q66RoKE6AAIZjEREu2O6X6UhjuiK4jE5fnDhNZsaSoKmmoRxHozEpSEtojvkPvY+uQmX6Xq/nrro9dmC5FFEhJUvekZFuPcJbpDv2924i3EKv51XVmlwSybqC7QTSkfSIlSkEglEpbhEil6tu0pFMiOSTtrb2hwuu8XdqxMpGRdvcRRGI7oiREJCIklPbuMXqLYUjIk23S2EYj1YS3Fu9I/0RGRSH9EW4I/mb0miRF7MQqiUJASpwMyHdEe30h+CPSiMCARZv7IyTC+WxBRSpiL9ICTIRLbINojHujHZAe3t2CKQt1rWcV1vzJsxGlFBuKBHXqjtqbVIBiJCUSLdQfr7CEpAPEEwREWiFbSnWonAla0SISRAigJectoyIRIpkMugqJCQ9fA7EopZmrZleU7em8vbK3qvathMkuqZB1T9MQiqPcJDIgkSSs1eytDtPLfpngaOMMHRPYqVWcuyCiZOFi+JRGteW0QpTdXaI0+XBA6Yfdx6IjT4cIhGvx45q8beJs7jjVtfWoWbbJbk4StSFRooTp8l7yotUaDtEakdSIiiPIaSLtpxzPqVpBkulqjK7X2249fmxJclm7VdwYNiGPMlREgMd3qGsJVqO3y4f+GK7rXvxQ4k7oxt7FOtVgSbMUOmikAtldo0KXOv4qkVfxcfRVQRrQe6I+fcQ8fOrT+yIOMfZ3VB85SfIuHBJO2jjpLt4krQQAqFtlKUfT3RGUjuKWP45b7srlyq9zaJN2y6j6qF2NsT0aCVYKnLqkRlTd6qkMS+JEHLrwhNWp05jOvONS58uG/GQ8XPS/LVsNvKt3Ym7QuHQJFu8a1Qm0mNRIx6qR/IvTUC7qSpLiZtrmy5lfEz1E1NyFpXly9od2434iM+US9/Mdo0qXl/X8ane32bQHRC5sL5+UjnJMpFsL22VXUVFvWY7FBJuBREhKUint9MuB/eNbtYdVbyeNML+wsbR2mVSBl+bpikIyLmpuV5V+kfMuceXp4n7VjLHC8Rs1QXZTXd9V07UIfe+4VIhqUxmIiQlESMSlIQIS9/c8PKGIW5sq7TJL2BJEuZDvGAyHu/e3S3btxCREeGWLGKVqV9sUFErs3ITmIjKUikQqh6Ui7i9P4dk4LYSdKqEIppJARBIJdIQ3D3QjIkvwxgRbelJrB5S8q3+wXnvRVReK81QEpD+auB3EISEdkSH3BbO4IQbwQ6d4nkOL2RW5Wjqu17O3IHKRGkZFHt7t5SEu/dGQyGMUIljophbBZ0Kri53JIkVUkgJURGZSET2BI4ySIR+rbGRCPBMyLKKZf4d0sitjRI79j1ztz/AC9iimArufZSEVCOO0hIQoqJFIYD+Hb0UzdWHLMaTepVY3izv0qKpkQdVJcCp8Yl8f2V+HHLuu2MYrb8hUQw7G7OzbIi3NVa3PjqBvl1xQRSVbhzSER5mruHfCPlwcHWjeK3OzI2i9ur7cLYk1Salb63RVJmcKDEuikQBKVJdvd/DjRaPDxo4wc+0jhLZwv5cyeuFXEuX4TMh+X3cEDHMWxzG2xIY/YLXaEy7qMWgIS/bClOfEwQDUY/LjEUwCURoPPu5cel5EP3cNF1qpDUzVoKQ13V5U/z5/8ArwIdVfEPhOGAbBk5pk1/7UmNrIVaAp2xMxkIVl6dxfh45O1U1Ey3O8kZ3HMnTf7OTLrMrI1rNsme4Ql6VS3ffyPkqEg3Rrt3TVdMPs8aJOyuSQVZkjs9oVMhEYkOwRkMe0RIEiAhA0tn0U0pdrXLTbGX7lf2hw4tDRVVWlPIzJEZF8KfPnxZjBOPwEf7uOQvGs4tLPVDDyRBFrdKNF1nD3qkkoCQlySGdCGA7lf418+fLgVt8RyjMUnyhWC53ACcpEVyo4FEACE+gZq7RlDaUvdbRGQnuMWkWqQ6Sx0+zLKG2UNk2dVLWdnU9tcNDE4ewKglUonSnKPOsRrIZco14ITPUfVfKlf/AKj9LPsdgVJUuOWOfZtvn8WyfM/7+XmJeVK8BzxANcsfaanmF11YUvDq0ZBRkbS2tPYWtvXiQKD/AL0qjQvIvmB/i58CLAm9WLNw9qmqitbXjW6VehQ0lAbq8xXHqiJEWzdKKoENf1xM++HNYsXuOdsdObQWWKO7olRqojUW7Fu3EBqkSq/qLkqW0BItlal5158Ftjp7fsldUuOqN9G7Jjz6dgt00bTTkXl1QrSbgv39u3t+4OeIBq3R1Lyc395s2PWiz4o3Tt6QlQFTMuuSSSQR7yOVNkogIlynEgqOD5ba7E6ftLPeLljLc7DbkXKzRqk9ubjpJOpiJ0IhSIiIdu8xEQiIABQidM6CniFsJlbwbGTMhV6aRN6FEtyhFIpHIZSkMYykMRFu4dJtrPl4vbuJNmztBK3tl4RBuqByJMiGJCBT2ltiQdgbSCuJt0ht/wCdWJ5kdyfulUSaIFEkIqkl00gAy2SVHtKREtIi+qxZJp68bWMHw4jlNvB37hBJaaSiqpTLpiHViO1VXcQx7+6Pv2+ghML94mMUcNiUJBN4+rEwirUgScHzoczkPZtmVR5/rmffP9dSry+Hl/r58ch4Coqv4UciRFsMvy5SSHnKoqyftfh6qd0f5eD3qUQral6YtOSded3euKBWu7YwcDL9nMx/iQ8EYPiXn/X8uNnC4XC4wUjt/e44j8dIIf7cccUuK6aTH7DpIjQqYc+utznHmVB3DuESIfjSnA3O7W10+pQmCNHZgAgbhLq9SQCQkQRIDIhLduIVQGQ7/wBKlLsDcmba1WsbjfbmqIt2Yl1uoZeYFUv6SkiGnOMVRkJ7wmV01A0guWI2RspabnRPMVafaDbF7Egq7oKIyElTMjIpCBwkIiBRoIjXiqYlkdnXUck8d2u2rFbnTSCqYJJgqozVSjEI9wlET7vOJiW0khdgagp5ZbjITPpKyEhW6UC84nQ/gMS3SKI/VUR4tupSq1bXVmqgpJWoKmaUUkhht7O3b1SHpeRJERRrAhHgdmdKtKANKxSqRfGvLdypX9X91P48E99fkMv0lcWQW4faFhqk6AiQoJGgEwKJD20ECEiEi3FIu+RKi10I+7CA8wpyLl6il/8ALy+HBU8H1xG1eIrFjJTkm4NVqdOfd1UDER/t1HgcZExO3ZPc7UnUlPZnqqHLluKBkP8A4f7+CBlqOJX6w224K2W927LzZASre2tQWYXERCkXIlP3ZRE5xEhmJbRifGvTbHrjZ81sa93ZtkUFUEXSbcveEqCqCiqCvIZc/wBEJxLd2xHdHg7o1ByBM1SVUCUSMDjtlH8Uu8BiMpdUhiYmIuqrpOuxTJwCrZPekzjIRAjigkO0OkJEJTlHf3luKRC4ur5Vm4SD3/S3DvIt05bS+oi3julukQyLcZwuZW4EMKvzly6TChW5VLpQGCRQLtHtHsGO0Yxj6fcSFrRTSa29dBdVIUmxErLae0CiO4h3B0hLuHch6el+ZOnDVIF5OkkxFABAQGO2EhLbEYiIhH09pDEYiKAxztH7P1Fv6lxABoYotQihICImKFDpSJSLuCpBGQ9wERCQHDL1WvVgcJXyq6a3JP2ZQTMyPqEMypDccxMzLaQqiXVHdIVrJcL71GbfpdNNwBQ9mBAlQcCYnLcMpzCJekVxLtnIzo7Z6u8yhN7yJRL7QFClWlAXQoJNSAe6sj2CXeUlRpEolTnw9v0XV9i2bCgyV6Ri66YKme4hHftn2mIiUZbxOJhIXuNjzbOHzyhgi1XkzdgcRT2FEqS3dwGIkcZdIkijtJAuYPcHt10y0qw7CLWlkt5s9xpfXogsVGlvkK5pA4WEaiBUJcShTd7qMRkPFs0t8LGI2Vf7UzZeuTXYiI6tqbGSREXOsQ5zP1U3VjXz28Gu53HD8Ax9M3jqzY3Z0a1oAFBulSv0gPLcVfPypurwMU9Xc0zVdVtpFgZ3C31KA5BfFiasqV+ZCmPvFR/c5FTy28DVfwev746eXm+ZnarU/erEt7LabSRs0iKvPkMjHb/KPAsumD5v4b9UrDlDyTm1pOhhcGY16ThIufVROnpOqctv8w1rHgr61Wq2tMX1AxarZNW1tXTHM7OgGz82XV6TqgfQI1mW35K/D5cc95QOD2bWoVLBdbfd8RpcfaIVZK0SSQqqXNCClJKRDbQqS585fHnx3L4TCqPh0w8qfGrY6DSnz9+pxylf3Ddqyzt4CwAI5Y6Oo0CJGh7SAHMoFISEyEu7ujtlBXqi45q+tHiCeYkq/aNbSeHJO2DY6gIk4FyYUhX47hlSP4B4G+lmUW/UKyPrxqdc63Cw4xjzBw4QWp1GrhU+qSzlVIKVFUhJKAjyIRgW2XEhrTcMdtuqBjd1LewZK4G6pjr1eowJ7PbuKu4xGiVQ59vp+PEVpFaLXdcxYZxcsKvYuHuPt1bYBdUknqoIEZrrKkZCRKkRAAERFEBMhGQ8V7Hwx9SyaYscryi54hZmWJvHbK7W50TQ6v1XAiqlRXlUeYgJbeXqL48T799fsQ1KvbO2Ze5tNrd3KzWdTI7on7aoikLNwuMiVGg7zVEJdoy9PBfttmtGkGB5ZkatzuV2cq9e7XR4+j1HKwp+kaUEKdtKCP8AfxzvpYi8HCW53NMjeuiVeuaq05KrrrnIiOki7gMR3bikOz0nY3XVdCsk2bC5M4iJCAxhKO0d0h97+KXVHacxF56i0eLgikggmKPYSxqkURLuKMTnITl6p9WJS6pe1YfZUG4ppXlXrGJCQdIICfaRjISKO+QyM5dUxIjFX3+pi2tVRdC1JVyTVcwLrLmqAGHvYxLsIS3RLcMi9JEXDu5XBpaiR9ueJIRVCIqkAkBEREJEJEMe0hHtjEi2CEm8XTP7BUDVs79J5JMoDbEFXCgxS6oxEREhiICRbhiQiOyI+x4us0vwOEWzHC7+uAFAjWEWRgMRGIzj6xIZRHakRRGAig8tbnOXmUNya4zjFtVSVCAXa6SoqRL9pQGI7RHb6iNLcUYCz8TFLYnqClTHVLFS7XJmk8XSVLre2rmRJGI7yI9iUekIb4iIyIhEhcjkAopu5sX7NSQSWESdi4quSYSEhoQqyHluP9KBkJSKnvtuR34Lrhq2JYZZ1b9dsgMvtBNvQ3RIA3MSSIBAikZFMhMtwgUSkRGZdwaJhlwaZWWmewrklG/J7Ua7q7ihP5ThGX4ufF34XGhzUqDTkr0/vLlwCfFpj+Uu8bSyrGRXc3C0IqooJtES9sbpOCAXC6VRruIQAQpEZDQyKXAEwV5pXa12/wCS4XqBO39syhlfDoZvmRN1VQVII0AYEgRCMZCXdL48UPwd0n4lsREt3vXFfP8A+9VePpat5fd2/Tz4+fWlLZp+SntIkIOvaFyUkrGe44iQkUh2iRD+6RbYkXGOr94Vtumrm3U2qP1Rbq94cg6hGPpGX6KJCUd3p2RS57XIiLf3ffz408bkKBUq0P8A+jhy6SJusaJJdPpqVknWsuVafKv+vv46zxLwfW+8Y1arwvnLhOj5kk4qkFrEYdQBPlKqu7u/18ODnjHh905Z4DbcTvNsPI27BQ10l35VFUTP9IIVCJAEvOH9qVfPileIHRfGsW0nWv2nGNtrZdsechdKEFSVUXSEYrJnUyIiThuIfnGv1FzFmZuUzsNouFnUJO3uKqqoj7QRQD2FcxFQphIhEolIx7iIpSIjt2Lg2bY80STIot2wGkJGRRMRCUiltjEt0tu4pxlwwzRuuirZ0gfJ24kr2kapmUQjAzL1JR2pR7g7R7REuhPQTCS5ihHaYJCcRCBersgI9IfpiSA7gIBJnX80JQ/se3m2UHpLrwiAkW1m6EYgQbCiO3aEYx2REG83j5pVx+0yIhEGoAAIhHcICMYlGPaMdolEh2jtEMU3hKL0QSSTVIki90iJEJh6pCIlLv8ApIu3acxFxTlbO5c6oXW9Yzehsd+btWqqD1uYkLglCV2qhM5icQHtKe2JKkQE4WO2rT3KdQ7VheR40eJG+UVC4/Y79wDF+95JmgKVCKoAkaZFER3EUBGsY1In626FWBnp26XwC32qxUZsVQdoLKiCT5AonvWMu9M0gMCIo86VEuQlLis414h9U7vYWLez4VaicUbed5urg0kHcdoq9LbGUa+uo7FCkIgcXamqPiDcIVMRwhrQZfo2bipbal6TLy7PVGJEVCjA4Vxnr7qm4y6uNOMgsze4hcjaVTSsJqAYgJzMN8iiYEMSj9Uvpu6GoWplEU6Pc1ZNSVUoIdLEiVof7snAlUq/THdtjWpGIliGoud1XomGowOTUEYxw4Kp1lDtIXBT747ZboiMuqlOq5fqhrC0xm4Pkc7Yp+zkJzSsiQmKZkO71jERNL6txFviSBKiHIrjmeXrPkshyzIL8j+kNA3RIoEIEJdlPdyHmJEI9okBjMR3ME2KTOSNlSFBNP3a8yh1SAqSnXu/oxIhEhjE1QKNDjJ2nHrvdGQFjjJ07SBWKkWhGSo9QewgLeRxnHtKPVCJAQhZ2uCvLaKbS5ZDj9iYmrMgvl2BJeRERGQojvIvdBLaE5JkMDH3V58L2qB4Thd3xA7bk2anbboqmwOx25R0kSHIdokQjEZzKkq+v4cE4c+15yGlfyf0fY2JE6V6Lu/3QeVP3kA5Kc/1ccy60ZNqHTWO6I5G4x5zkLNm3t5fZLMFgAS97FIlxIwP3pCRiP4fp4tGnS2nWU41cXOpN+u91yIfdWYLisu9USqae00EI9IxMw2iQ7iIQ+gjqrW05fbLO61Com6tFqtbtrc7Yp7GDVqqqToATEAlEQ6RnKMiGgxLbuPr24ayWJRyqxwy13rNHyZwKlkZ1NuBcvU4KKX+IvhwENcMd1BRxLPM1vlts1hYvH1puCrAFvbl6kh00u6kQH4zKQnLaP4uBMi1sb24OFkVV1j6tvZf9poJV6DhdWbgQEoJbikURkUS+kSIjhoNlTTF73qZled3NJgs9uyTEQqJqq1NuS6XsyQQElSEKBGI1pyjtGJCJNC56pZ6Va2NrTT6wVr5PbihRW6OKf8Au0C2JD3bjkXaUfTxyl4imJYpqLllpRul0eiLZmms4uJddy6VUQMuZLGMR7iKgeUobRkAkEzo3YqXC86i31y2bq2qyWuiy6rjmcai1V6aVBiPMRIZRKgAMBkkJQFLXhqxHYbOSCCmxi3EJyIt0Yx+rtHt/ljERCQuSI3OxvULgzTdoukjHkPp3RkIhKRbtsZF27SkInSrbdfsJW3ZU1cIPHTBO25Cu1JvFJNcS6RykJDEgECEiiUyEg9JF034yXyKeldhXoAKi7yBqIpGgK85pL+molLbz9JfDtLgAeFNFqnrhgarUE5KI3FNUKUIoRSIh3V5+kh+nulAZTPvv0jtHt9XHH+lVXCvhlu6C6pAYahNUxKvkoUn7OU/xcyL+zwe9W0CSybT6+t2wqGzyD2dRTl2IuUFUCH+YiD+YR4IyVfOu4S+fx428LhcLjBTjhX/AKQepBrPjh0XFGtLGEFTlyGvXV89vAgbXFdtU7fkLarUS2IP0aDUUimKpBzGVCSKUtsiGQGHeQqk/wANqljZa1XzJ3bxa5NMaxle9tqAQVkZJJEfPcXM/fKiRfV3R7eDb4Pskx/KgyHI3F0Rc5neX6r25tzOpKN284IJUkNPdCNRjGXdT4dvBF1FtenNgbuMku2MYwpdXynsrZV1bkzVeulaV6aXOgEodSL6flL6eOcMrw7EBWcObbpdYrs7qySK/WZlcHDe52dYg5qlRuKpiYSIYkAbR7qEO7gUIM7ddzegBKvrWrBJRJR+ThUSEQECSM0gIC3QGQ90APuGY3yqzr2O6G16hKgVOaS8IdUS/V9XcJD58ipUedeMsUuadqvYOlgI0apGisIkVKwUAgLt5F8C/wCXwrwxQoCiYiYJJ1ChHOpVGfzj93pKPL514sOkjsGGp2JvUiFNRtd2q1ep5iRCuP8AdHiU12tbix625hbnUhKt2XVKlSHckoXVDt5+VRIS/D5fPgnaRZKd/wBO7hZTXcVNhbTaDUpGJCSZw2iJx7RGO7slEtvQb4s6b3e9WW5mBpptbba7eIuUKFWSVscjIZF2kQdsSlIYiQxkQkzFeCqElwmQSEer1ZFKUt4lKcdpH+l9fVL2yl6cIJPbU6dt2tEiWFmXRQa+6Vr7KgMqCKIDUiKpCXKe4y+qor28QGrcHTw3JEJ9URkQgIyL1bdwjIpTCW7dtMh05NVC4YBelUiEmytqXMTIBjPpF6Y9ww7ojtD0il+bytlfqLpIoKpKMlgZpREkCgMR7ZSEdsPSQREJRGH5nIooM1BBQgUTIJCEAiQbS3DtERL09o9o9sYJC7UZwgtl+RvHfTVaOHzfpGA90UEC7xnKMx3jIkiMSkQkQHW77b7mNpVN4vX2JRVAxVIukIiS6RFMon2zkQ7iEj6oEQqkS8lmVudESRO0ElVm4qh0lTL1SMtwiQjtkRxKO32gCiREdHd0NbKDuSSBOG9XPUIVm6TguQtiqrKBj3CFSnICKMxiQ8Wp9VZwzT92KVvSL3kkylEhmW7aRl7qe2ImMjGBpESVh0xw286n5mvj1sckGNNqpOLs+A6CQpmkIwBWO41Bp3VAZCIEQCSQiHa+IY7YsVsCFgxu2o2+3pDySQS50KlOXxIi3Slz3V/z4peoepDpteq4Tp5bm+S5if6VKpfmttD/AHrox5CP6g5iRfD5jJth2jrY7khlmp1xWzPKB3c3fmyZVIpdNBDtpQdu4pdstvBeEKVpuHt+HGUApWURlxU9WcdtmT6bZFYrmmmbd0wV51KnOBiNSA/2iVBL+Xjll85dP9O8HevOc7lpnfGDilE+ZGk2TA0938gFzr/z4EeLY9pG/wBJ7rcrjl90tuSN4rNmyrcTIqpjXqJpRLkYGRhvKBDH4VpQpdreFZuq18P2HJq1oFTZErSlR7gIjIf+Ln8/7+OQLzavaWmo6q5qpkrfLlAhIaCRJSIR8xHy3R7vWIjGfScGG93TAchvWDZdkSCWaP8A8kUm7+ztLcb1z1T6RJHEBiBTMxiRDuMY85barS9YEtj75G2o5VgiDxJ43J88swuLd7E8MiFsYpGUQAjIkjGMZy+B7i9nSTG16K4JmrbI7LcbjiHsyrW6Kqxb3AOl0F0BIRKvvBHtESKQDxB4njeQvr4N/wBMcApjbRCXsL/MnzgxairT3vsjITLpSEq7iiNR+nzHi6npzq89XopcNbZAUqm2SxZrVAaykPKhyl/Nu/FxFZpj2uCdndWp+OJ6m2J2j0nbRVD7MeLjX0hXmSQx7hIql5/Lny4HOpuoAXDTO1aRq2S7Yw+bmiF5Z3UjIwtbVKZKe0AMT6kBAYjuISGO4eGH5YWrpGVsQul2CRoyasFySI5ClETIIS3gHqHu7hIhcYp3O/vXHXY4nd1BVLeb1ykkAiRFvHeqREQmJRiRF7UMp9UidRF6vd6WbqJu77h9hqVRChVfe189hmRUlyE5VNUSqUpBQ+8lhJeIJ4yVcEuebPX7hWZGhZbUaxGXaJDU6GJEQKilOW+dRIiqElH9rsbAXatWthz28DQwEycuPZUlRFU4lEjSExklKMR2CPYW8XVns10QaFW36a4vblBSEebx/Iv0SvlKgSGJbCKXcK5SHpCbeyM7ZnatSRG/2O3gkRAZNGC6pgIiIiUTMBkHSMoxGBCA7eiXs+17jdxVEUn+T5A5Lqy6TQkkEBITmKQwSExGICHdLb2/RpvuNYdi2DDlt4ZIXq4EqDG2JXN4q9JVeNTmuPMopJTNUxEd3l5RjMdIWm2NknLK425umDhczSqokIiUymdIpDEAGSQkASoIiCiUhKK7U7I2ttvbqPLqVmgkqgnQiBZAwIZkBodvaREQpbVQVAwkRRVMnhZxPPbhnFtzu9NbjbmLW3rNzWehVIrp1aUrSvRLt3byVGg9TbXcUyPrBKncW3nXjbxrVKtOUa+f3ffxQs9ztexX1jjNgx5zk+ROW5vfYUXSTeqLcCoBLGahCIiRFEfvrwKsxsR6wJVyRSuXYFnmLV9jdM7cp1V6JK7hECoYCdD3RUEhHvEqFEa8cuawWe34W9+x7c5Kr1Tq9dss6B28GVCAlXCqXuxIuZxSCpxEyIilXh74Q0fZ/EfhKhVpFb2gw5Vpz5ezr08/40L+7j6SLVrHcP1ccCaS0BHDUiBeLqasUoilKK5kUSl2xCUpCO09wwJVKq+Io+klbUVE6idXC+0kyEumApAJVkI93b2CQ1CJRiKSQWLhDxtDlTlT3g09XDlGAkacihXlUSh/a5+qPKXH1OsGd6dN7DbxZ5rjKbRNsmCPO4ohyCgjHyn5eXLy4xfataXsBPr6hYvSHnUQuiBlX+AlwP714i9OLhcTxqxoXXNLg+qTcWdrYdQVRId/fGQR7u74F8qcc32f2zH0Lth1/ZXFFxjyV0TRbOAJckklWDk0BMhGIlGqpCQGIj3RLdx0K/UsSKtFUmdjJZWJHRw5etT2qDEiIRMQHcUoj6C7elEaDllV2w482SbKe4uZCItrmBkIi1VIZdduh0okE+4RHpGIkJJB0rEpbHwfnKljylTb0pN0GDjtmO4WroiIpJAO0R3JRERggKFUzFnySGqrXImirVi6XBtcMbeCS5ClAYkkBpCIhCREBCP4REIZt7ljNutjFncMmC1uBYpJGi5tb9JOIDERGbUaCMo7hHb+6NAN2q7wZymI/wC0zDVJCZ0o5VMSM/eRlMN0hLuL/el3e89oo1yyrHkM7v3t+bMyTo9boplbU/bfb0ume4CMgQSlVUqEapkXmQlMSVJXO/Z9iT/CnuENcRbrNHD72srq+y9v9pm7GogLmpxIJ9w0iRDChdvzeZTq/cdRsHtmFZgVqZ1Fed3u6dzR5uEgKgiKSQkQ9Qp0kRCQAQkYiMdlhrnumDdlBu9flTnAOm/95Wg1SjWApUKhQD1RIakn5iQyaw7HNsXgCbN0SipAJQSarnIiHuEQASERgI7REtoRgUBb1da3OnmfWy4W2z3de2JPjVKFgdD7OkokIjOKUdxeoRIoiJDGIgJYatmS64r0tGb3BMiFWvsmKuqESZERRp1YjXyr8dwlPkQkND6rpvaUFAJRbB80WVVikRv3Ftt4lIeluFVcj3GuQ7pFviUyNXqxGRW+l5sYW5PDsbYqruW6pfaOTm/mIrgv0ySbpEJyEYy7vfkUiJWRjmx3pg2du2w45jFrtyQdBJwkk6cGJgUwkTpwICInMZxkBegR+ODnI0QNwzt5PGDgCIknAtWVrTEQMSEyFu3mIgUhL3okHIJRGRCwvD95eq1tr6ji4O2tS65XW5rrAICpExiSsQER2lENkBMigZ9LQeTXwHBWuwtK229OFvZPs+2tUklFyj0yA/ZwEqS5CJ8yGJ1kHx9x2B4d8LumBYG5Vyy4UVv9xc1fXNUjoSaJCmICEh2xEAGXw3S+XLho18QWBEneH1wu7RG3MlySZk3UJ06dCHkquSSQl0kpdhEW4d20ajz5Se3HC79ernfrrYcmuV9vV6dP2bdJZqihVqqU0k5mJnKof0UCqWwRjLdLpZ1erVWieGY9Y8bfKwNJdNiT59vCJELtWYlPYQwD3szLvMerBY0tfMw1LxFhfLrc72+UvrSjj2xxVwHQn1jMRIo0CPM+YDGo+XMYyV+gxG2tjKpH7OzbJ7vOvTAB9X7Pv5cA7XnUTAsw0/vGB2Zw9yS5XZImbNO0szcB7UO9ISWjDvASLdUqCMuXq45YY2LKGDAULM0tLU1GoIqvUn4+S4qzAxLn3ANTiYkYxSIxL3QkBdwXOciw11dXrDT+xndn9CW9vul2JZ4gRJxMF1iCRD1EqmVJCIxUEiEUiIJd3rXrS4cLeyWrCLe3FUhoKwrmdB94W8p0GUQr3R9VSh01YCnPrVmGbZFcL5e7rYWy1yJBu+rbUq0JWgDHb1yEhGEiIZCMgEiEYGSViwhfIsbt16sqmSIDb73Gj2rdkkSq4Cl0CCRzEBjQvgBfdEd4hsZ2ewkqk5YnlFrMopKgarJ0O0oCMBSCMZFIe2QiMCkMq1el8rxthdV2tytjy30QVP8APEiA0hjtSiREBCQF6u4ijuFURVpzt+0F2ONtm3tdwOzt2A1WTOnJQiIzIK8pFtPaIgM5bp7uqQdf9bzzzHrbirzFU7Go0eJu0nalzo4DaBhvAUqc6cil86bRrSYlSWXhHVtS2rGBJW8HAOQpdQeEYFSnL2cYiJy5FXu7QCtNvd3cd50pUioVP0fxr/VTlxxxpG1cH4XnvXJTqnqEzqlI5ENfamYef1bpd3B/1dAyzjTFGaotzyBXqgO0CIWa5BL9hDTlwTk5SrKvGfC4XC4wU+Xbxwz4+aS1wxhM0yUQGzplWJwI5OV+YiReXP6eB3bQbPGCrdbpOLP85SAQSH4c6lQtoEY7i/QGruE0iKcUwFVzcHTjDiRYk9ti7S4hVQEm6qBx3RlISjyIxGQh0urKEhAgYXqRdcXyvBcryb2NFDG0Bxx8kySV6tGu8eaxFtIx5ThTlKMhlyKBj1Nyuz5Fn9pd5NflWeBr21J/idwbEVGpXYVPJRZUae7NLn2qRARoUuBpmrVB9mCF3zW6nphqakSaze7IokdpvMR5CrMJUCvLaRyqMZSHzqIxmXO8hyN3bVL3aMaWyb2iqJ5DZhEk3yA8qEK4UoSDqioc4jtOQQhLZxChabfmz+7WK5ojV6g1SdNnzdKpqkZSGU5kS4EPSjLd+MzkS4xy7CshxIJXRj+aqGMHaRCSJkXMhGY1+mnOPl8i7Y1rWakdEhqmVOQERco0/V5/6+7jJGhAtuFQVQiUad23gpOsYvep1yY3lg/vKiIWhI7jeMpuIAkCoEIKkKxlz6EzEadxUIq8bqK4dgNvuFmLNLjlLh+n03lvsbg2tsUjKNFlziao/hAB8vKf3yON3H2bT2z55a7TcKFj7xW33dKiq5s6ILkr0KjUtomHtBhQN4xMSKUyHgkOri2NkteBXFUCVNb3oyAzMfrKUhiuW4p/pZSLq/nlY0iTaIYyqSaYlQlW+9y2hP8AMUijIRHaO8pb4iRbSEyI7YimlEhcvBUMxJKYkRCI7RLf9Rbt23t3EMSJLbdhYtsDvTRJSQBbnSQzAigQpbvSJege0Ze69MIs9truIp2tl1WybRwkzQKbgijtEIiUY9pJD2wiSRdsItdCdwVUeIqqezJoiBFL1AO2PaJDu3doj+7thxSdWDJLWDKQQU9yjcRJRI3MTOKCQzIzkMpSETKe4iEhKYgrFPmpHj4GxFF21RVbquW4qgBCAqiOwVROO9WPaRpEqQkJJHJXO5uqoUBsSQQAREgrMIiJTIC2lARI4xl7gzlI0jkVPcVRXyAH7UaUcDcjFMVEDQMekG2RjWIeYcylDpSkNBHstjhcwTQUbooiuIwdtVSJPpiMjVAxEZIdsi7RAgFUCERIW5h8J2SI4xplqlcqMFlLjZnatxWt8AROFG5ECdYAIy5pGJch5fOPy4vuu2dZGWheLPsWeBar7ma7Bo3JNcZIe1JEZQU9P09Snw7h5Fy4tNgHC9LF8d08sTBZS73tVQ6URHqrK1EZLO3ChVHmO3uIpV7QHbEbzdMgtFqXYo3K5tGir9x7MzFyoIEssXamHPlIvw93EhRwjQ49VMf1FXly/wDXjeJVr8RL+PEBn7gmuEX13UJihbHCtApTvike3/VOOUnKKLTCMGZ0rP7J0su91cKVoW0HSAgHKP4z5f4vLjnK04LcrxhR360pXG4P0nZAsyb2pY00m4hX35OBHp91Ix58/nx9EvDkCDfQjCAQGkfshEyKqkokQyLz/er8P/Ljkmy3O2MsizAbnd7azclk76LdxWPVHmcyKQVHtoQxIj7yGG7pONWFXrCcRd1trC6tEqirFcA3k4MojvMRKYj1SERH0kYyKJkrLPs/YuQdFZbZe3x7lScNGZAJCQkZkM47SFIi3DIto7i3A30wujawZuN1ybHbegzbq+0Wu03K9IN2bF+ZABrxKpFLZyHbtMFSiENhc1pz1rkFrO5ac528RujJejWqbC4KiL8NhGLRKBA4V5nUB3Dyj8+DBalM7J+2bezWpKwA1EfbnjwyuZF0B3mkKVEpz7onHyLigYYeSrZZeLK5uWoaTR7aTZDdH9vIUze1oU3gehqIx2DtEpfu1KExlnktgyd5cH15uFstaVtVZOlXLBwQG6KNEDapuiMlVzLqEYhsIYDuIS4Hz7FvbHHXdZLkioKyHpA8SSkJCO2LcBl3GOyX/eJCJSEXG9xh+KGabh3bTe+1CJmq+eOHEi6hHIRIjkMlZRGcph3kQ+1OLXYcbZpKihjlrQMC5TSbgQmPTiXve4ttY7pd8t4l+cTw0IWZpoCrIQI5AWwzIyMt0i7e7u3d0vXxtcAYrkRO1SbgqHVEhEBEQkY+oIjEJS29stkCJuiRaqCJIK9KAiPS7Ix9PcI7el6Yx6X9ESX5m5n+Zm2EekQmIDEhkMe0fTGJB+D9EIiIQEUMLWyuD90ixFUUlTPpJAqcRGRFtKQj9X0+rt9BVHVG7o5DqU8FlUhtOPKjbLekJRToYqiLhyJEJxVJcxCY+oUxVkK0Sq/sRIH7Q8IAtSqg0SQISDcBjt7SIBAy7d/SJUokYK/nEppvW2q6v4k2yqpDZ/b162/ml0kFXQiJtwV+Q7jlGRjOJBIFSM+2kxGo1GMfP5V5fP8AVxuERHtpxlxpW+NKDGn1c6fLgI692q5tc3wvI8Ldpsc6fuSsyXWS6qSrQgNVXqjz7U4ykP38vpjUcs8N2aZBelb3XWF8k7vNQre6ItiRSXjzjAAOlCERoIiJfdKXHPPiXxrF8QyFtgWHtxUbY8yFa7vlDoSzh2qQ031/CMIgNNsz8u4uG3g8gh4lsSpUBKnVdBTz5/8A2Kr5/wB/H0ocBJKIyEvTXj5+aYMlm+Li7BdKhH1ap0MulKouTISnskMkiItxfopS2SbjnW+5LPcjZJLdAVEGYidUUiAalIqSiQCVNoj+waCMU49IB1z49H58ZqVjygRcq04yBVUK1qJ17eX/AC4xUE6CJFtEvhx6hGtaiXOP3/dx294G1sAUttEbTi7lPKW7YzuN4NpUki5kPukjIqlKJDzCgj28/wAVYTxR2RlatfCuS8Bb5HYFypP9H7UkgYS+O7YUfT3FwfhxDBH7sRtl1NJZI+UGVxEqjvj+KPYQ7d3n9QJkFA1KwW0WLKsMMrisspW5rwr7H1+j0mC5jsSGfoS2pQjHaQwShm6x1JVQF2zxmjAgCbhg6aF0pSESkkIwHd2xEul2iUOhRtQvaWzQxQyhiQDZLkCVuRuwCQjBARSFIjES9OyHoiMREeCXYFs4uzNBe15Qh0XAUmNbgBGHUjSm3dAqCfb3CQFESgPVer2LVRRvUfaWatSpzIqC3915nSO4S7ZCXL0wp39L84p1iYak/wC0DKmqQe0OAFmoqkAt6dKhJKiKcSIgDafbI+YxkRxivaaWPUxNuhFnRTp8qJx9lLyj+su0oB6vVEiLmZFQ8SDUIMzSbWpChuSeXxUTLoFIQdIJKRmW7ckAx2iUS3DIiQISKergQQUUfKQoUiHoF1SEdu7bGXSp3Ql1fR1fzXWvbdW3NaoLPbkgl/vQeJCW6VPKox59x/AfpIY7Ok4XsWpjtNCijpdAqqzV6z8YjuAvKO31EXaUelWIxoIm3c6b5g8cgTu9N+iJbklHiqpQKQFtLb2iA+fluKU4q+1anWm7FioR3jN7UzFY+pI0wEjly3SM/VzV7qFKW4imv1YXO7fpQvYXbVvqva2LuhB03BP27gU4lu2FKe0u3uIiIpSMi4GKVs0S9kduLnq65cbqCZMLM4EgrEh7iE5lSUJEO5PYUtpDqvSukDVNL7CSzm7uOsESVcJW0ALqCAbjASHtIJRjEiEjGAQ24/fhuOV2ywYJpdY295qKXsf2iq4elQAU/TqjzAEgASMalUSISAUojARG+ssSxXEcluDtfMspv+Zmimg9b4vZ0qkzAQERSAgSL2UBCI8uqEhH8O3LLGWJWOyvMuyXRHKLki2EVzd5FkCDgzr6ZpG7MqERRGFA/l9PDfxD3p45s7vSrSvFV0U00QrfVLNbeQtxVGpJtYpDtltI6+kK07qlWlBzbtGssKzBS/tGWP2ps28rhdHAM00RHtA6SIgkdCEuQkIkUxlM+u5uLbSG1OQG+5Hd88VbKKiQWm21H2iQkdRJwZDIinIoEUpSERIzI9ePXxlkOqmFt8NxpDTtq2ui7QLnEbkusuqgcZl2yKnbIiH3pHuGUj3lWA4Jj1hf57qDcbpmHsKXVM746o4S/Umk3CKEjKAiMa7iHivIWe7X939hvq0Z3F8xFbJCZlAbBaiEiQtaP0ErHf21jQi/3fHOuHKYDebDbFL26tYXhOghMlzQW2REOZkY9sB3TjE9pjzImswzxG2LpgtasvuSYQk1Sb3QVQgIjEhlt29JIpEICPS3dKJC3dOMbv7JFYrLky/SMtou2oREJERbohtGBboj/wB1AdsCFDEWmZjcjaM3mNqKkl1Q/NVUhiJAMRISIQjA+3tiPbAelpK55cIsBFnY3/u6AjVFdURql5EfkqlulGtB+PcFYl6sXN5yRsqTauECYK7qexPhU6inIdsiConKvp3eRpd0iotTs2ynJFLa+trpBkyVLkq6TQXVVXICEQGRjtifVPcRSICL/ekS8KyfWlS71QdXEkbeu6dEq3YKxMhJAYdwkO7mYSmqe4tp/wBLI5CxtPs6lzpartc0yXFNK4iBm2UVJQih1SIwI+Rco7h7RkUTNW3eEUUq+IuwVSqoiPVuEUTTESCtG3wIadvz28/KPH0JLnz3D5y27vjxxzogdXXhiYKIpF1XWojCqs6+qr1t/wDq04PusKlTzHTRkDlEanklVelVWKh0Bqv2j6hpIZftHgkh3l5ef9/z43cLhcLjBSUdteOHPHmLhTXLHEWnOqyljTFJOgyIi9oX8o17uf0+r9vLgMM7dk69uY/ZmRbUhAfZ+pAQIhUBMhLsOQkYCRFISkBR2ylLI2WQtFGiwqpXAlxdm9IyjQUtogMoxIdwj2wISE47TSsClEn7LoPWyiZJ+StSQJIFQAtwwEdgjWIbdyBhGIpbUKfkGX3HGHqTLEXFwshez1+1Ek3UkHStTL9KhIkh2UTEgjGQ7RoPIeMEtW8xtjAGdhelY0qSJdJpLpGdfXRE61BAv/hCI/D7uN+l11fk0Vx506JBs3VN2kQkZEkZimJ7Q7gKCUo7x7hlyIDu2FtnNNT7Y5UuI81mbpB0U5FASBUTPcQ7yVApDtOU/ekZCcZ4lbkm6rjlvRXiYpqrqFU0yKJRAayoRFHaZfcQlzkXdwGeaNG1a8jIjU+PIaUpT/X9XL9fCJelU6ogUg6k5VEZU/j8f8XFtuKVveYfZkQbEDtpbFOSwqgkkZ+2LzmRfpdhpUEQ8/PiljTmpECLlX8Xw46C8NmQMU8TvGCZGd4cWm/EsiDRBsBJgqQhSaQiJLruZClyTGIgO8i3bXWnT91bdNXqV2EqlZiXaADjd0iAtwlIo7erDaW0iHaM4uNWlcK1cgIo+ypC1NcjpOcmqUYl9UvxEIiUfxcFAWYtm6Ks5d4kapDIC9cRGJDGB7tsYSKMJIVnL2BI4nfhcoIuYWx7KhCPOsUij6R3D0iiMBIRQ7Q6UWUgmk5BkdvU9wqIDNUxH3UojGQiIyEhCQiIx2jEYwSVrbFch9mSBJUpikMTIiICKO0fpIiDbGMSLacoq0nUdRR1qrmDKkhe0vS4icfaBH3QpDIC7tshISIxMTIe6ILwyadbqDe22tKvMn7eignQV+ryOhAoNVakNQ5yiRCVDpIDpMRJb3IrfBf82dpxLpFMTjEdwASRmXbESEDMhjLpGPq4gbE2cMb4IoPeg4Ufqm2X6hNQp0AVDaJhs9UZEkI8olEdw2+9MyfOGiRh7FdWqZEgsRiAhCW0doiEC7BKPQPYUQ/7vr0Jyw9OtY077dRXY2d8qpa7qBN6gDemyBVoRVjBWInHaHaPp46j8UGFub/omaGLoAk7x9wjdrc1apba9ASpAAH8BFER9VOJPC7bYNRbviWs9seLpOBtKjSrceVUjA+dDAqFTyIFJUkP3eoeXD/XjT8dRcGrZ2z5Rldmi4vrY6oXY6CUJfhrIv3fjTt45Ub2PTrK+ame5m+Y50JKMrwjllF1W6DsSKXSXSNIER21iJEYiMdpR58Wm26NZUu1SXwvUC73C39SJlY8z6vIf3CSAR9PrL93hZDoRnSWFXu63W5Xdys3ta6vsz7J13ZmYpEW0ASASL8MyH97t4ind/xK83jJMdZXpi3tuRMbSzSvH2mgCFts7UEhXSioQqAqVaEPSIeZSlQfjxdctzTw6W3FbwhbnRX65JW40majtJ5cU0CIIAQGuJgAyiMh/d/DwYfDiAJ6F4SCYFSlbOgXmO7cMv6ufP8Au44/c4ahd8gya6vHtvbLVyF+lSbBJUzoDrmfOpmcfSMYeVK/iEVcrjp8zcb7rcbhVRBLzMBbtefIZbQERESElVjLd6oyKBEWLrH8e5lO0Ku3HV71XyqvIRMJbTIdogkO0i3CBDId3QmGaNsYPZN8ZtrKCRkKqLMUlBLcUjKIkH9LuKEYluSh+akq26pZytza/aLdJFqNKVMGQUUPaJCW6gjuhuEhD+l5iBf93aLZPlLxY1F8ivKNN1eVXRIf8BDLuIZQkPbtIBBDY8yrMyIBpktyAiGaBe1FEiI4+ktwyMYxn6e7YBtE1nlweJKKuXLshASInCprluAQGUhMikMPqkJCO+Yg4yWUZp9Vs+SVciQGQEJiElYxAjGJyGSu7ul1Y7ur+eaxe/mvUVAhCJgMSkqRHuIvVLvPtnKQ985PE4SF4gClvuLZscxM4lOYyIT9Xq3bikUi9W41XlpqqDOROepDckSoD/aLcIj+7LbGWzeaTlEztwECZJCYqmJLCPZ3EW0I7dhfT+iIi6RAXsbZwuDFqs8eLk2btxIl3BbS2/VtDt6X4YkG2BBFm5EBLpASgiZEIiQgXp7Q2xERLaMYj+ERjAHqt3/JzGcmy9LptnNos65MXFBEhJch6SZERfiMewfV6RKSoUs/VZs2SVt96qIJF0SVEjKQkA7yCBGQkQiUIqiRJGBEY9dy3dJGukDb2kgIRkiEQIRj2pFuL+lIRI+0lSQVkJSXwvws7zaWra4Nk1kVQEel1YiIiRdxkWwpHEZRICIAOQFMpjBddNUdNSO2XlmWZY+1TorVVasHiKXb30l5iXcJiRfiEYlweNPfEnpllwpI0v42N9X/AOxbtyQ51/8Ai+adfj9Uq8u0eDO1WFdOaagqgQ0ITH4VpX9fGTkuSZbSLbX4U4E9mxfJMh15fZrlFtBpZ7E2UtuOoVc0V6pGXvXVaCVaDIdnKu776beCuoM0hH5cfMPV26J1yTUhg/qal0Xy4TBQykQpJVeCQSr90kqfy8SHg4P/AO2TxCVf6RzT/wDNl+PpU9IaNlSIo0iQ868fPXT260bYWkzaulgUNNVwNKmQkdBcHuHsHbChEQn5RIp7BNuKNUuQ5u+EUxSGhD7qlIiltpWNB9P7OQ/uB2DUuMwHnz8x8vv48UqRFzLhDxkoc+XP48eCRUoXKv7f18GPwvZVe7bq1jNvtqadEnNyBJY2zFCrgkzrvoSxJEpCIyIZU2iXb3U6j8c2L0u+lLXKEU6VXxt+DhWQjWaCnJNSI17t/Sr5/SXFNtv2dc2Ld4BtlQdJCq3VIhLu7SExiPaEZjCPS/oulFm4fY4+ut8xs7axJ29SdODSOYdUiFqW7cQR/RCEtsCERGBCAoWRxYsqtSrflYHiIK1ECMEiORjtGRBuESglEY/Tt2gKVI1DO9Wpu5MF8kFQMfuJEuK67cUj/NRCJEQiAy6W3btIS3bROaUZunAKi8YhcCPyI31sB0XbHaRgctpSEhl/RRnIPami1laOKOCQxq0ppEgJCLKwIJGBRMzMSSCJbS2kPbANxyH2qLxWz3V5kOSoNrRcEvZVUp9IXTdSRJEQjtLbEZR3EIxEZdxK3FC0X9MlFELXmAqqUKhmVxu0qyIqy2uB+oBiX0biGJmFdsbzIb5k/VFle+cboiJJXG7ddJMXSSQiBE7E4zIJCICBQCRBu6VnpbL8m6327MEgXPaX23ehEBI9spOBl+lS7vxSiRGKEZ9i3xyNSIs9VNaNRD7Uum0SAJbiVIu0h/mP8UBr98wa+OcjsgqpZS5FX2g4qvnpGKXQMpARKkQ7yLsEy7dhberMW/R545USqpiq65CvKblU4EfV3FvM5R+opbUh7xH86fjoS4cgqslhtnaL0qVA6lEZEMeY8++Uoh8S7uciIer1dOoehWRp4y7TtYWKhk4bpg1TOiSbivtACE5BtHmahxkVZEUZEUqUi8aA6hVtpPbx7CmiCdBVVVuQJCkXLcqRc4lHpAJdshgW06RSZPdPGWLJrq5BqJp+7SCgrKpfafVc7gGcEyDf3UHuGYiBFAxAkn2jd9xWyWxRqb6+q3W9JdS4uLcyXWuL1KMkrc0VEYpQAR65yEhLaJbZgQsbPIbzbqMU9K8tttpR6lWuPW90jZWtA+pZXqiuuZS3FtS/CRbuBpr3aitTmtW2AYdj52Jg3XVRRce2uHi7p1QEkjV6QGS0UVirSRbZbvOnKn2HMtQ2GN3JQc4fMmbl0o+uP2e3BFwu4MxEyJaEx7gpRTtAhESEZpEcS5F09eVyJyuvd0VRGsnxmsqIkqIFvMiMNxD6SiUQKQHJWTduG7oW6QsmKXRr1BVBIwVh6hESL3QiRS2iRJF2zSVmUWjdHeOXqy3hc1aNbLemztQF0wSM4nOop05fjrzSkQjuMNp7erNd8stVyy+ztLi5SLFcZt45hc6jWv53EoM0B+W4ylEu7b+riz6Y2F7ZtKbrf8gqVcjv6St6uqggXUBVVKtRSH1CKQQAfPyIS44+wxi1qywtwLxRdZXrqgCyaURqCRDIeZEW2PcP+6HeBCXQJ/h6seHXPFckWvOkdwytwGRLpAbdg3PoJUTS2TMkB8iGtYiO2fw3FxY7gOhNVasG+kt7dKVNNIqM6j0gOsxTElQcdICLdXcUo1Mi9VeAjqGikzv92NhX7JZuE1Tt7cL8s4JpUEqKUopMxI50JU47okuPfMRJpj7HIqXG+sqtMnGjXo9JU6unQyItxmKQmBiYqEfwjEqxnz37LkvlVsdtBeXzJGzdddIVaOGa4GqRklMBM0NxxNXaUpSV7pxVoa9neXBwk2UcuXaqjwGqCpzUFUiiQjAaEVf0vonIi/EJF0HabRrIzWJDF8SbW0lZ1SWt2CtWsqTVjzNwQEI7kh3en6okR0rVbONQb3aVcfyDMbxd6gqKjtrS2MPZkjSgZ++QVLcEDKPL4Rl3FxEeHe5XUtcrQ4xJkxWem4eKsUH7mqSZfmp8xOtKGQ8h7S+Fajy/WPWKN38TK7yBYlp+1SoNYku8WISrQZULaRF99OX4S/UXAx0bomfhgxcU91HGfsOrSm3uuCX3dvaPbXg16odBxrXpMhVE6qe1XRwK3KIiIsy2/vERB/AS4K6Xwrtjy8uNnC4XC4wOg89w8cV+M+3nePEtitrBk9eGtj4iik2Q6xKq9V1AY/MZRl+HnxWmelWpjMXDp1h17cNZErzAUlVxkQiRCJEJmW7cO3rhuKBiJBIrabahM1TBTFby7t9Z1mkgRrhCJRjt6u0BEdu8CFI4kAkhvR09zd0cFcMu/QOsuukzIVBiHOgxPcWwYhOO0+kYxEIB6/6canXC+v3ZabZXzUrSgUrZ3HJOgjSIj+ERGI05lTtHz8q8RldNtSAd1JXTzKR5V6tArZF68t1K/CO77vPiw6Z4Nm6WQlW4YLlRsXTckHFAs60PpHcIFH4bTESiXpMZARHw/T/K1c/bq3HEMiJAbS4ECcW4kkqkZiJDuH3EiJYiGYj3EJEJEJ1fX7CM5uWWshZ4RkTgKNec29ucHIpF+9LbH6S4Hv8Asr1KgKhad5hyMvLlZXG7/DX/AC49uem2oNvbKPlcDzBkg2Hq1JxaV6gkA7iIjhSlKU/XThs2UevMStSCNvo4oDp4FTR51XWCLcyAttYgP1fjLn5cZtsOzC+NEXri2OmVtboimVwuJ+ztQEe0equQhz+lMS/YPx4uOm2VsNN3VRwVilfc5fD7KldnCZVbNBU9LRIqCRmX1mI9tRESEt5MuNsSs2AuiUVJ5cF25unDlZWhE4cGBGa5ERDMSMjIYkI7hjKUnFewBFnS5uCt5Em7UJrSCVRrFIGyBDI93qlGRluH8PVEl800nCRD7tERECnISSjuOMoQiSRFLZHpenpSZ17UdFP/AGfX0UEl0xSYrh7PTZGIF2yEYiMRkMfRGIwEWsxa1mzy0Cg2c9A2oJIQjMe3bsKG30xIRjGJB2CDm10TbvBapCqrb3BDCpQIR/D2lMiJXbtKUykJzEHQvzaibjVHMxeD7qmQP6JOiEClBQhJKI7iER7ku/sMNxECsZkz1kaDMVDrAnTfmdQ9oJVUjoYy6Vd5FGRRkKvPq7jp72Xe20nQCvbugpSUFDBUVpSHcRFIRMiCRy2iuIFv6oGQ1bHmpVWt1sZupCV0dKJCiqLgoiBh5iYiRSEEoxEOrGMhNIYTiy6TRBu0XJVVYlxLrARSHaUCkcZyhGREMxAkjgQASVatT104UuttRSWVYLqVokCagUqqr06pBGq4SAZUIOz1ikR+Q8Gmz6latW3Si3ubSBu8eVRFmd6OiS7i0KgIiQn0qEURjuqqhIR9RyHhaZWrNX2P3JzYL/kb+3Mbqv7YGK5A3EuqXvSNJubUB6RzmICrHdGIlKJCxLUPLsfti91uVw/LnGmRxuxHb6sL7ZNsq+0Ne0wGlKSjEoyLcI8DnxC2S1PderXerWugtbslxv2pZRBBV0m46Ui6pCluIYCkQkJDEgoUx5eY3uFktDG8uboN1yJo4QUV9qO12xuxUJVMR6oiYuyIYyIyilQdqhCEQKNytdvtF60H1Hym/HkFzuNqeeyMlLnfVXEE1QQEa7SFJQ+ZkY+VR3B93DnVTFcfY633e0WWx2pn07SyNBg0tK6pEZgqJmAN0jiMa7xiMhKXeIlStZNieYHj9yurjF7vbGLZqsdXL1UGQnQkDmVBXITM9lQ7ZKpkUhEtx9g6DG2U0TwsW5prJjYWdCqNJbhQESH+1QqfwrTjmPCF1VHOUI0LqQyW4U5FUfdF1SH90e+Uu0ZFt3F1ZXIBD3Lx4aiHS3OWwLjAozEfpHbAd0hjCUhjMI91bngMPbmiYoGhuHqqwESlIpFIY7gEfTGBdkPzLQ4YKp3CnXUSTBuHVEBTgKSowiURiI9sS7I9L0QizkLos7btxEAXUAjATERKIxiMSjERiIj9IjEeyIigztd3cOaLJvLWmlQoQTWGghUi5yAQCQkXZLyiU6R7RDjxS5K0aiqItiPpQm3SmToS9RFuEu/8YkJF3EQi41lkiCQLKj1VHS4CQqiEhXD8MiKZSIu6W0txKzi8d/bLZ4k4c+zdIASExEhnIjHee6UpT/HLqkUj6pe1N7ewFVVUQXUENhGEtxEUpDuEpSIi7hOQlulMiVaN2ru15adxF07J0qgKStPaCIAETkYh6ZFEiEj7dsojIhtlvqrP2lQVE1gOJqls2jH6oxjDd2RgXZCTWYmEiFc1RSCIRIRERIBhtHZEdhRjGJJREg6X5nrFl7cMANQiAxiYDEyISEYyiO4SGPpjEhiMBBv6s0Gly6T5REUUiIgkQxERGPdLb3j+7IfqESb353bcj00yyyWq5W129c+yLpNElRNd0kkv7QfKMiIYCqURIi3be6a4psd7sblUGpLpIKqoEqPtAe9VmG8iAhEikO4u4VRIiGSshXdk1Qfr9AnMQHaTiHX64R7h7uqRh6u1UB3e9/S4JpJKNf8AswVyEi3Kih1YGQ90zjOQy7+8UiA4mJFxin0/tIEFyTkESBwkcAASKIiBkUZbYARdwgSBxIB6UMrh1puSpIXNq0TUJOCVwSEkk4kZeoiAS3AYDOMSA0DhtJAv+DDI7vadQL9pq/ua7+2oW4XlukpMUaAQiY057g76bC5QISGIlLjreA1KRbipx50x/F9/x4xOg0KlPrL/AF/lx85PGxih43rxcnoIxZ3wAuSEfLmRDFX+aYkX83Ed4NEp+JTEhrz5gboy5fhar14+lDn/ALue6OyvmNf8uPnXgQCOIg5atKVJuma4nTcUuqvESKIxKID3ERFAvoEm4v1HFKuaXIE24pe/5FyAh5nTadY1EeXM5emnFXKnLlwh+f7OHTdrVZ0kkRCkCpCNDPtGXz41LBQTqNKiXLnup21/ZxgpHyjL+PGI8WTCLkws92q/eoqPIpx9mgBAsVSHac6EMfVuA/MR2+ofpHg4Dn+hDW3Xpn7Mld7OTZUDMVSoBBCZRBKlD9VRERiX08c7aIvHymDO7LeEHXtdodGxcmZzHqJEMfpLaMO4u0BKYiIk1sDe8P7DqZii7No2XcEDokwISGPuhS3DISLv7RCW0toDtSvLnVG+OyO2XJowTRdBy9w6Vaqx5bomJiQluS7d3cVB3CPFJyrNmtqfL3H7CuCyraxPCo6XyJ0rRISNDYQryGJTQLvl9MpAJ291l/Oh1b3fLNvkPK6NyHkVNpS6JEQ7ku2Up7ZCSXVj3eVPFaKghkmbinQ+dC+0mtDEd0e5qX3jLu21kMhJLqwFtv7xK65G5ZZJnCbk3oAuslcmFavCogES3MhGQgQ027Yj3bZDKL3u+dQyWzPOEulUlVK0ubD3RbvSTSnlSJ8hKPlGUYK9Ko47kQsbky6F7zRk9fuboZKA8YSSg59+UV2YHvMSLtEBjuIYqwtS2S32gK1HPs0GgV6ZD7UwlOIyES9kHdKfdHtHtKYpMW+YZWtdCbFleYez+zgVVUX1ukapEIiIj7JLdISEy+oRiRkIlGXbILm6yuwtyybN3i6ntThu7G4tx6UAAYj0mcTmJgO0iIvSBTSI81rne6NDqrl+XOj6RHz/ACgMZjIfUgIjuiXbL9KMSP3XtGFHC72tFl71kq/u6HP7ef0MpRESOK0R7pbREYw3EP6WpZ0LO2Y0CqCjwXRvG6SvVvrgQiRgJCREvtmIluiRCImUe4gpjyzNka/aH2czcvekfVRe7yGIbyLaRDERkUS2jJUCERPpNgx9ndbg1ttuSco9YxUfpIiKS4hRYBFIQ206pqKpUGn6IiiY1HcCXdWl2DhYwG43kEDvAI0atkUqFVC2NdsWyHP07RqR9xkPMvhEb24JNACMjTSTpSpKkRcuVPv58fOfLcrd57ndzyRRz1La4v5OGDckCP2qiQiCCRgW0oh2hHdNURkRQJi5cpvVVr3TqoKVrMGnUn1RMIfRuEhLaJbTCsDkcevotqjNYEXz5ShJgZkgiJ+SpFUt24il5dpFISgSR1rtqcm6bJLKlc1UiNrQwVQNuYkNCkUBGciIhjt7o70jKO4Yi5Iiu2fNSQQaCSBezCZRQMCkPq7YmPdtJIhgYx3JEXQpS5Z1drLht4o4FZ7d0BvQVDlG32dsHSbmPpmqZS9Uh47XzUTPEL4mlOZ29eNR+/pF8P7uOBNMFDWDEhTcpdP2V4YI0SiUh2yIiV3kJdpCJEMRjD0WrTuyZFmDm849abNcL42SvbhVdFZ30bclVUdqq4wCZVEO6B+oh3EPBdxjw/3e6WtNvm+TA0aKNkwK2Y8gDZICnUiAlSEyIYwHZDmNPl6gNrjj1mxvUnUG2WtEmLRr7KqHvCNWgqtkjVCpmUimZFz3eZeqUQPobwjogN7zw04imoswNIQHZAkKkJDX1SqRFISKhFIpFKRZ+O1QR0NBE5ii4vLUFa0lyEd9ZVjz5Dt+kv2c+OX9O3jHGHTK9Nmz16i1ytr0ku3r9IhIRAp7u3t97HaO3vMmZVl+oOrWTLWDH1HdzZANBXtNkIm7FAijIXTookdBCQ17RI6bQIRrON1j0ryDBNLEq3G7Wq3sHjsLedqt8iSqkCJryNwvEqmSyFCIRgJFEt0RoI78M6nsmvuJ1BuSCCF2JGBVKQmqgYci8/wfql/dT6TCMPpHdtpTjkXRtYlvDDp+oB1oqWoLIl9veX2iJf8Ay8GnU9ukx1h0vvRmvVMnzy20TpSQDVVoZULz+Be6oP7pHwVE/n/V+vjZwuNSxlQhESEef38U/EtRcRzC7O7XjN/bXN2y83SaNecB8vOhcol51pTyL6vnTi2JnPdU6VGn0+f9/HJPiPuNLf4ztNV11WyCCTVnJZeMBE3S4l3eXb/+ryLi82HHdeMVut8eMcgseQoPnS7v2K5u11yaUmr00Eu2MhJKRyoI/CO2VcWV48UV2ZtiHHcNs1HCg9ZReYm3jGQkEz8tpjLdISEhhxak3OvItUfaGWDLKEokKoCCwCEjMjIS6xSjSiQ08qVkcvOMSxFHV8cftlyelbl7uN4WcPLc1cURS9mNE0kkqEUqFBUgMtxFt2+cR4kMntWchh+KMrBdV3d9tzll9prGrQAeAI8lSVOQlDuLbKVfKJbqi3zy2ajXLJml9x5+pbWLK0Et9nKmJC6ezkKCu6IjGIke7lSpRj3DGt73r3RiiauEY4LhQS6idHlK1SKCHl+l3cz9oLu+EaV+qsy0V1Tf4SopcWLW23Un7dWrS1qh1PY4JEqkkops6suqMiiPpkO0+KakPiJteVUdmiyvtsTQVBu2UXQQHtkBqmJSIxIoFEREoy/FxZny2pV/wHNLTfsdtzRytZ3CVpq0c0muqaBCImJEUCI609RcqyGRcpFyPhGlviFwu5faOMYo6a3AUzoK5Uaq1TqYxKoEdeYEQ+Xl/wDQxyjSrxAZJeBumW45kl5dDSFDVdAZDQSpWI7vIfj5D+3gp3bR/K2yOPNMZxF2yZLXJJw6aUINhdLzNUiMqxHqiG8VRGJ7T5ETifv2DZxXErm3PGn66qjExS5VoahHDmO2hylIh9UpT3c6GRxWB4DnLAX7Z1jN3QTVdpGBGmIqGgCCACFN9SltoMpj5868giRpSamD5QjB8hi71UUgHoJE1lA9sCEdpDEQEe0CERSH3W0WrXLsMzlbAr40CxXA1lGS6Qog2kXaURCPaO30j9AxGQghuXwnJ27dV0FiutVRUTGHsBwIKEQ12APaMDPb+HaUxE5BGxZfbbp0EcevKwSGSx26Q9xyLaJFIvelL/CQnB0P800/zY7pkr5phN5doXG/PXQopMCEyAl1OkUpdhRIhIhkBEUg6SpCrWnulOpd2cJIfkdeuftCMa+zmgFdxCRS8hDfu9Yh3jITIuHillvNsYJNr5bVLfBAzXaPkomLeIkcto/TIu6JCKoDtOFVTI2CrZFKipJi7uPtFCEFgGO0tu0+0i7AGXSAwISAhSZgqki4FozH2sV1DBcagSsNxTkW2ZEKRSEYiqAgQwMdm3CfbnKvSbCK0XxyM0vbBM1CiXoicgEiju6o9pTEB4Nfh2zEdNtSFMRuj6hWDKl+uxUqqRig7kQiQKdppLx2lz+QS9RFeshastG9frHkNtaoscTzjlbLoiiEEm70a80FaD20lLl/+NL58EHVPAlr8o3ybF1xsmbMBKjO4gG1wHIvzVxtrNAv19pRIfprx1nii1tyzEzaM7UgzSF+SdouoJqo214ahi4YnGI1TExkkVYRoqNZRCXFgdNscTcN1StitouSrZITe268GBIRKMSQeicOgQgP6UCCIltgcHtsYII+FTV5VAF0BPJ26UHDMElZCqz2kAEQjuPtEtv4eH/iNXuDTXu6ex5LdrULixMVl6W94bcjgR7TANygxEu0pDOQicY8CO4smjP7RuD5sqg7BqsCCrtwm66vPcMRMyAjiReoZDBVLtir3tomjVHRnCkCABIMeYCQ8vV0Al5/vccoY/dFUbllzFs8FBU8iugidClCJEQ+raPcXcMol2yIxslnTfJ21V0uKpLN1VZpChIohvEh3B/utpFApJEREBARtY5a9TBo0Z2N8KogkXtNUO44xIQMYbi6Bj2hE0YF0CAfZfRWuKzIOo1bDuCPSIhMikIxAoj0tobZbpbIhAOg3fPHSdzRt5NGyoyIR6KpkQbgiUBEe6XaMonCQiIiPFccWx8mIJk5XR96IpEEkgKQiUYyIo+9DtluV2ymPXdXB9YrY1RQXubVB2rzeoLOHA0ERLecpSHd1VShIiMZxnIheMvt2yvCPq3MXqS64CKSoKqiREWwh2nEpnuIROUjLfIxdeLPXVWiQ2iy30pyNtNh0phuMFYmX0kJRkX6cJEXVV68ys/yhsCrlvjZD0jkkb5+3GfbH1GJeovpIUiLbPho3uuXr3UV3jizWZIo+0+0uyVIN5kYkMg3CIbikIyFUpjCSDT8qxYLkgvntoaAIJE2VYsZFOISKJGQgIxAh7d0BiBJSbvk7lZX1UxTyrJ3Y85ANuZxBURmQiJJNRKMUR//ACcNo7RQ0gm1JESTxfNXahpQ/O7mSMi6AJRHePKu6PbtKY7YxGysbI5Nb278hLCzXFXbW4uhVVARXIpCIpHEpERCMi3GkMe3qzzhbIsa0fzZ0Z4uxZP2ra3kDZiYCBOFOhLriZCQAkqJRGRFGXaXVVD92aZInVVi9b215bhMRTJVMkTIJRXEozESiZGQj/8AFAiFUuvGL2tRuoTN1ZLlausXsxP7cAqUEhGigqH0TIKjyEa9vbUFw85dTbR84WbuE2N/ZObe6V9r6T5IZoIbSMYjAvxdsTH3oRMCIHy7+4W9NRsVnN1bFl10hVaK+1GiBDISKcJTSCXp6sC3AqlJDRZsgtST02ib8nBKlWHTTPrkRRSJOBiHV/d2kqAiMgMBJC5eGUzs/iltzUFJJXOyuAQVpyLrJxJShdT+l/Rcp7S2xKgkJDTukK86cZceEI1+PAP8XumaOf6aGuyaqqX60ydW+oU81KeXUS8/jIR8qfGVB+UuOQPB0lX/AKyuIxUqAzdV8q+e1qrWNf8ALj6LZNc2lksbu6P3NG7FmkRrqQqUBp+z/wAq8fPjBUU/yFRXHrjJquBcjEAGSpxVIoiIiIiW4iltiJFEeg510tLNnhwKKyF0kulUeq23SKUwkPb3SKQj2iP4BCFxbk2eKtV0VEDRIgIFAiQEPlEvxc/jxraptyVTBdYkUjqMjonKNPnXlz8/9fDiyM7HjbpCih5yybVjGibti6Eqft6QGP3+r5cPAxTFyosNdTcaLyrREqs7lT5/d7P8/P6uMU8awJJQ/btR01Ex7fs6zuFalT/8L0uNiKek7UDJU81u9RTpEQTbMBnH5kRL7Zc/Tw+tWe4tj5g4x/TCy1dUHYve3Stwj+uHMEql+0OCNgufeIDVRwtaMSulLRb2DYlVPs1mDRs3oIlEZgEpF8KDz/l8uLppu5Yr44jfmJLuX18i4dLO3hEZuBDcUiL6wIdpDIpFEYCLdysa6eb2RJN2SRm1dLbBJAVSEkAEijEfWXpIh+n0jN3Buq9Ik3blyqqaHSJwJERKyCPqlHaQ7fpIRicxBUeZgaBKrOVHKRdLHXgJPUSIh3mgUuuI+qZF3iRdf+lE5OiOoil0VRbRVCUTFUoy/mkfdKXrl1Ze96pE81vpGPtMUkiIRKKwFuHcUhL+Yu4vQRSKREdNxbpC7yLqvjUD7SkqsocayFqge/dsjCXcEYSGECJvLqPU4j1VVU1ktsJdAQ+oRlARL3UfRHpS910vzOl2cmJZDYkiSJAepd13IKkIj/3oZEID0pEMR3EG3pd4w/N7sKpLMiV6SiRxCMiIBLcP1Dt7YltEiEh29oBj0WxKo9eKYKltA5F3bhCMC7uuJdpSFXtOYi4r75kVc2xxX2jriLB3GhkR8yIkJCRQLaRKy3EQlOUXBHJ1ZU6JjFR0qmokaRSEiFXuIoy7pSmReooy75ydOFDaiuCoimMNhFOQ7S+qUYfil+KXrKoahqIjjirVqarFwrc24ktR5AkDoruGRGAjIURoM49gj6PcUuqSQ3EqKLiD1l0BFwMmoCAkJRISjCJCQiO3oGIiUQj0Df4OMKYuXt41Fft0nKrZUrZagSb1TGggPvVQAhHeREY+mO8RERiNOpaH0xjzEY/IR28uOT/EjrCWSulcCxK89C1g4NK7XRMip7RGMkEiCRdOhGImQjLtEZ7hIEKM2zYqW1dsm0JmBACpEUT7TIIjtIYqzIRIh7TSIpEK/lQdOTTTWbjUqJEJGqnMSlQVZR3CpJIqGUZTEeqJEdSI2FwB8sFWoqJL0VMjPfPcQiRbhIpSAS/CqIS3GJcO1k3JrGq3Y9BCRCK1CE+YwKJCRRIyIZiJFGYAY7SDZuugCJCVxYoUSSITamER97KQD3DtERgO0dodIxAgkgQPBI4aWXxAPre7UbirdbOrRqaQUEDMTTOKXqoMQU2+VdvIhEhqI9tZAmK1geiESk1V+I8/Ihrx858RuLmz45i9zFhV5X2Z+FUgoZkqmS6Qntpy3RIi9Uo/IeDDieqlnwMrpXDb1ht0Tvj8nzonSS7U5bEqjSlVVDINiqvKtal8t0xIrOj4kssBCbjEsTch3dVvkUhKnqHakXn/APMHxmEwtqDkbzJrlkGX/YzhiV/ag5AlXbc6IwQEBoNSMDMNgbiGQiqO2JkC5K0n1yxfBRyE3uP5MsVxeIK0NowT6JKigkBjITKREp66kZGJARERFItWvmuWLak6XPcctVlyVJyos1IV3jCCSZdVI4mQ1Om4K1KNactvz28CrAG/5RalWu2vRqbJxlqCDxoJqgR7Bp7whr5bQLuKUp7e6P0Ls1qtlmtwW6z29rbWiI+6RbJCmA/yj5cArx4t0FdG7eS9SFJDIG51j3FzSWHbzIfPfX58cseHt8qjrbjLSrZZNmrfUHINoyUA4qAPnsDkPPdyj27R8o0+kT5cW1vcuVChRJIjqX3ch+PHJWjiYU8MOmFEhiZ6hMKny9fJ+Xn/AFD/AIeDfrQdaZJplVKrglPyqT5UGlKhy9nXoUv1xl/i4Jzfn5y7vn9P8ON3C4xIBLupz4YN7Va2jlw5a25sgu4rQllk0qCalacqUkVPOvbT+rh0vIOXT+P0/fxxp4sLwysfi6wC8XNQEmDFqwcrqkNSoKQvlSIuVJdsaltpz8uJO4Z3gVUFFcW1Xs9ofK3FV2teQZqg/eiapmILkSG4Uu0QLaYgEoDHiV0e1lxq0t0bjmmtQ3lFxbWtAti7EyVauioJKyNNGSnIuUfpkQ+mRNLjqPaH1ycL27XZhamzm8uHoqmS6vRbybkgmKRgJEUkqjUZQoCqkZc/LRprqBhOm90ZOS1QC+t3CRI3MFnTopKG5NX2kUSSIhIQ5iQj3kY9sd0XTO7Pbb3kdzsup+Pqq3i6E4ZKuE3pKWluS6a5CkBt1U5GAFLZsKJSKPGOm2vry0aiW9jmmpLa9Y6KJio7bMDESWKZyVk3AoiQxGPKO30yIYphqC2xqyqnjesrBpc3xOF3Ch21eBGapEkZGdvMlxEC7eYkJS3EPIRk0tYru1dAyS1wZ1QNzVV04OzuFVQElzIhHmyjHpEMfSJDtiPbOYprXbBTuqGZamDd2723KpJAjb3iRA6IqjJIwZCSQ1AuXxVIPTL51+z6yO0LX9kNdV2lvQZuEiZglYVRA2YpERCRUaHIhMUpFEBKSvaMeH1p1eTZ310+X1IbVSevBXeA1szqZFRBBKhhU2UUBkiO2KpQ2ylyLiWxvX9SwuFn99zhDJUegvC2IW50idaiIdCKpNAGpbTnXZT3olHZUScZ7rFanWUuL1hep9LQCrVukTdxaXpz6AuTLYbchGRGgJRiRCJbh2ysOL+IrB7Zb7Xacpyg7g5JuRP7qkxdUAV5cxEQo2DaVC21GVRjuqVd5Da15Ywslyu1zteuZLpHEbO3epXGaQDsGYmBBLpFXcSRDMUiKW6XrzUu5uSWUca3WB3cjtqjGlKtjboAKnsxEYD0Y9XavuOQjSgxhMo2XINcWdlxu2BjWollWVtdkbpGy9jXce2OhTIT5GSQl6QjuGW+X4YK36rXpRVa6paz29saq4e1MnqAdTZANgABAMonKJbhES2ERRtd01wNTG7E3Yam4e1vSdtL7VVWA1Uydc0o1AulSnZVX92secqd0aw1gvCy5A51jxFNoC4BNFuBKKIdfkqVRINqopEMYkYlGvdU9m2+6p3ZazPmo61YM76rPoEaCHsqtSKcjHuIDEYF2kPmY7CiXFS1pyXDb9lyN6s2XWpy5Z2tFAXDddeRqhujLkQlujFXZEiESlKYCm13i0Js/bquLf7aga8SqMJCJKqj0ukICAEUSGQzAwSISgXut5ZFjxPFnSqkTXT5EKNDFIpEJj2CURl6REYHAw2RAG2MX/H2h3h+9dEiL5z1PZybmlJOszATFAeUZRIo9uwxl2Fnl9xsmUo8nVzqk7QA1UFnFa1MiIiMiOsR3bYlEokRkqESIxVNGa6vYHqL4ZaWTJcmbt8uTYisKVUFiVF6hXaXMQ21ONeZdoz+PBRsPiV0lrZrbS7ZshW5+yo1eVC2uo0VKgz/AKKI0l+vy45w14yjBrzrzXK7BeBWtRW1Jd0q3pJQ3UoHCh02mICBR9UIyETqQ1xDKLAoS7i4umzhVLyCKfaQyEYSEdsOyQ/gIf0RIWqw5hhLbQDUbEVsgYoXG73cHbNp7MvTqRJuUxkG0SICiJFzGPDfXDPsSv2sr3JLRdm9yt5Wtq2BWidQoVaUMjGNQmNZUGsx2j6qKCUCpF9yy0kxuDZB37czcIHQRUoQnQykQyCpS7i+rYUhEjSIhV+g+kwLoaXYgD1KqLlGysgWTMKCQH0AEhLn2/EdvlX/AC44tx3KE7ffci6V2xkKOr27XFJ/clEjIurXzlCo+dSSiUhkMy21GQWUs4bpuOSOYYikNdoUGpHER6cBEuulEo0HcQhu6fYKX5rBusjbxgpqXakA6XKpMUEBIq9L0jIiERKJCMh/RIDEYj0Kzl2V2uiSz1tltyXNGNWwNl0BrKYkIiAJAMR6UZ/TtiMhEq24ye1v100KL3py2okXWF3c6pkY9IphQpR5yHbSBSnGJV3E6Wya0O26Ti42K1E4p2rr3QnB0MlRMy3Cr6uuW6W2oSl/T2Ox5Na27oDbucIYqUS6R0VQVWASgEPSMokR+o5ChGRz9++cZwk6eukv9pLMQViHILYcVQI5ROZnLvgUvqcERFKS8Y3yqxqpJC61JvpQTEZpB0CH3YiJSBIiluL6ikRbiiRHscX7Tpy9G4vL27fKrnIxWdOjEOavV7S/EIbSIvTu7iBxZ8g0vb3WrXoWoQKXvvs/btAx7iESlHd6Nxj2EUmr5/qFgzc/Z7fdEkjl1faELccRiU67hECIiIab4juFItkQFrPW7U7CCYUTUvopLpJ7q9I48/pKIDLsEZCMdqUd0BScJ6uYM4blX7WhQ0o9JVAwiZT7hiQwjEu4u3+VXWjq1hCztEa30kGoqBUeqke35DKIEUt5SIZ7aqSEuagunec6n4EtgGQsWmTp3d88XtvSoizXE1wRdAqX6dA/x8uqRCUi2EUjVH7vOrEomLRvchcpmn0hTogqEa99I1IS+PVKG4iSOqg+9SMp6ls4t3sbdJO4H5kluFoqEgjId0dnxGMf0SsiCQGRcNVskxe5IIUe0bqCFSUUE2VRE6HIyEajQYedSEodhRMNpGKMXcXuIE2VUtNxulqE000uh01Yh2n1CjtlJIBKMecQMBGUUtNb+3tzI07bdUF0lVyH2F3bf6NXaaUgGlIyDkQRHb0jEZ7E5/RfMcWxnXPF8luA/ZdptdHaS66AmsEKpKpJHEA7iI6SiIiUhrEeOsD8U+iybvojlLlUC/pQtbmI/h8wl/h4SHiq0XN0SR5M7Sp9Z2txH/CFS/u49/61Gi5lQRylyPn8a2txyH9uz4cRrzxUaNOkVGzm5XJduqlUVBrazKQ18qiQ1pyqJU45b8ITBFTxM45Rn1XLVuq6UoqIR2C3ViRU9O6Px4+i116pW11RvSpLdI6B8t0f1/r5cfO3F3L3DW7SzrY3lSV0ak4q/aKWwozqRCHSKewY1CW3uCUi28NNQVL9fcXaNmeNZPQKvBqNFbSYp1SEDFOJjtqRTPbEvwl9VQao6hKvwc1s92uLkEaNgq7tntZCJDERHqgXnyHkPqpHb8OMLihnLiqbJbHXSaiZEFARsgJHKg8ilBKhVKPxl58RzrGcqQoft+OXcSMSOSzJUSDtIi7f9c+CNp0yw+027pZA6u7lrcKAFztyuJiagD8yQddWYEPcJDt+EhLtrBXzHsTt7tN1izu8XdmqdQUb3qzLN6JCVdnM0Va9StKfTHz8xpXnt32pk1NcllnrCxppGXOieMm5pEaUGVCVGpSL6Sr9Xq7rViVu8PTNwg9yu+51flRrPojbBaoFHkUCESIuX7pj8+3jonHPERozYLalarDYrva2Na9QG7Wx9MJ+raPcXluL++vADwLUWz2S/wCZt27Z43sV1fuF2CwsiNVJJdQRKko16RUCglzGkvTLnEhkC1AxosjtS5W937KyYqpKxYK7eqSAiW7d2ie4tvdtKW59/tSxyhgr7NcyrVMZV9gMJGQiRSlPtmXpIe/vkXtFVzPNLXcXxr2ptc0XJW5dJsstbuZzVVEobpkQmMiLtl1T7imS9udarWBExWG33pRYoyP7PMSMSkJFEi3S57pFu68d5dUld1NSLFUxYuLdeFFTlQxK2qyVjOokA8pCUoFL8Y07t4VhPM23UvyhI3hLr3MSQMLaqIwAEh+rb+i7RgXkMRGQkhVlMyR+3kHVsbrsgo/k4SbpH0qbimVRERKRDDaMO2Qw2ChZcUylqj9gKuWd1QBq0eN1Ys3BCJkqBjIhnIdn4yEh9O3pWF9qDaXNRQbM8jiqoQ7bccpyES2j6t5jEe0Q9UhEtKOV2psoCf2RkSpnuEfs5UTjGW4SEvURSHcIyV7xl7VHLZtYCy5pc31qvaot2TlMuswrSvVM0i7SEiGUDluLcZS6u8nEuhnFhKqtepfEEe0pW1bpykUR5CJSIh3FLumPdJWWpvmFgWQWVVfXYUgVIzP7OcbS2xKcO4d3dGJDtLtIIPPsjtlys1LaLW9Jt6uW5Lq/Zp0k3+PaUJbgDbtEoh6oChX218UGrd0VjuqqLFShgsKJ0EjThDmcdvYIyjKIxIRgBB0rp7rtpRhGB2bHUVb+5XaIUFchtKtCWXKRKq1ly8yOZff58U7xCeIZXI8eDGNOrde/YXqVPtN7RqaKtUy/oEi5FGpD8Sj6v3uAS0YGgyJuhbLwDOiVTVoq1Xp7QYDIRCKVYluIglIQ3CREBFNwSzxNsHsrG9KtBTkI/ZZiQQiQkJ7ohLt+gyLuEjnvUTfUoaKdgvTkkw9wqVrVEikUxlSMg3F6SkJlICKZcal0ruCKPOw3wutIlUVrYrNaW4vpEu0fh2mQmBCRbHDVG+oPW5hiOQrKEQn7Opali7hTIiiPIS8wES5Q5xAwgVRqk5Brd1Wq6L7HL60tioFVVV1aljFKUe8hDd+KkRnECGBiENtlVY4VmeN5tZ0785+y7oBvEjtaqUgMRFUZ1GM90e0ZzHaPbx1FTxMY6bg6I4Fn6ohyLqjZxjDtl37Rltlxy7YLDfrI5tdxQwHMCJo4e9VNWxrCRAVQIKCQh3RlKcxHdtjWg1Knhw1HxrBMLuVgu2L5jers8fKO7iKViqrQKEIgCZSOpV2hLd9RfHu4tj/VPSO4rOHKmiN+fLj/AN5IsSQNTtIt5EW3aBfGvp+kS4BOqw2m/wB2vjnF9NclZIu3SXsABYBb+y0FBIS8w9XVA9v4pCQ7wOxYK30sxyxQzDAdQHzxdwk4RdNra6ZClQEkwiMVxnv6hCX4u0e3iR1Lu2HvtP7haMYxDVxssoSNUkn/ALWozERUCImBmQxiO2kS3CPA6w9+6wzO7Jmdyw6+M6Nb6Kybda1nKqFUtqYq1hI6DQ4hSI7fgQ8hDpn/AK2GLpyjgGdlUSrLkwS2/wCPija665YvqZp6rjLbEczRVq7brkatuGqYACo1U5iJyLZL6fOO6nAkwd5a8S1UseZnZcwXbsDBQkytY7jEiAx5y9KRB9O70iMR4OOeeLnCbhiN1tlssORi7dsl2yBLgkAUIgIZViZfPjbp2zXsPhy0cRuFQSXc5iyXQEvKIrrqmA/zAX+LguZvVR9rzp5bp+4Ztbrc1Al6xTSQAq0//Dn/AGuCal8/5eNvC4XC48IRr8eIS5YxjdzuX2lcbBanjygUTo4cNQUOgj5iMq0+HnXh8jarYh+itzUK/gSGnHn2XbIqU+z2tBVpE+SQ+dPj58bhZtRqEW6VIeY8h7f2ceGyZlCTVCsCmPMKba/VxnRsgIiIpAMe3kPw4xTZtU6kSbdMCLuiPLnxn7OjyrTpBuKVdvq+/hCgjQYiAx+nl5f1ce9BKU+nSX1fPjxRNOJFDn86/r48AQrU/dluHdz/AMuNnTD7uPBSSEI0AaDT5cedBLdsHd3fr496SX0D9/GCjVsfcgmW2Pw+XC9lb0Ii6KfMq861jx57K3hQeilyp8o+XGPsTSoUD2VHkIwoPTp5D937OETFmVR5tkuY9tYfDj32JnKXsiHOv/u6cZeytuX6AP7PGKLJoiEUkAEeMxQQpLkkO4pV8vnx57K28vzZLy/BTjw2rcxKhoJmJd0h58+PSZtSGJN0q0/WPDdO1WxNQ1Qt7UTUOZkKI0rUvvrxu9iZwj7MlH7o8KjNqMeTcKR7eQ/DhUZMxGgi2SpQfhyDjUnabYA0oFuajGsqckh+PDVTGsdUdC6Ow2wnAFIVatQkNf1VjxLQDlHlxV7lp7gVzfrP7lhONvXa5TVcOLUgoooX3kVR51rxp/2Y6bbf/rfYpt+H/Y6Hl8/o4wPS3TQhoI6e4oI+flSzoD/4OM/9mGms+p/s+xSh/DnSzof/ACcIdL9NQly0+xLcMa/9jt+36ez4cbP9nGn0ql+QuNc6lL/2Uj8d3n2/iL+vhz+QuE9Pp/khj8Ix5fZyXLl/Z48SwXCU0uklh+PgnzlEbclQef7I8OkMVxhBz7UhjloRX8vegxSEv648bEMesbdVVZG0W9E1ZTJJuIVOXdLl3cbTtFsNcVztzMlBGImSI1qNPup/XXjJW1WxU0zVYNTNMphUkRrAvvp93GLaz2ltQaNrYzQoJcxokiI8q+f3fvF/XxtUtzBSgibNAo+Y+7p5caRsdmo5JyNqY9YqyJToDKtf28ORYsw7WiA/up0pwvYmfPn7Ih5/+7px77G1kJdBOQ9tY/Dj32Vt/uE/u7eMuikNaUoFONDhuhRP/uwKdo8qj8ufGXsbUyqRIARF3HUfOvHpMmdSEiaoVIacqVqnTy41jbbeCPRBi2FPnzhRIY/1cYqWq2KKgqdvakYAQDWqQ7Rry50/wj/VxmVuYEr1SYtqqVGMqpDz5cbQatwMiBEBqXdt+PGwkwr3DQv28ewGXPlxj0k/Lb205cZ8h4XIePFAExiX+fGIpgMuVO7zr58ZQH6acKojX4+fGsUwrSskh5fr8+MuilQqEIDQvvpThVSCtKc6c+Vefnx6KYD2jThdMIxjt+7jzpBz+Hn9/Pz40Ksmy1UCVREqtz6iX4CjUfL+Uq04cwH6acKI/TxgKCI1kKQ8/wBnHopAIUAQERH4UpxlUBr8R4UR+nj3kP3ceUTCnp4x6YfT/XwqJhT4D58uXPj0UwGg0EeVB+HL5ceEmFafD58/LhdMBEREeVB7eXy4yIBr3U58IhpWkf8AnwiAS+PGPSCVS5edfnz496YfSPCgPkMfLhuVBKoUoEfOtaeXz/ZxEXO5uG9po8a2t0o4UMRQbV5CQqEURlylAfPnWv089ta7ayCi9EXCQ0SUrJSGwPhtrWRfcG2v83DlGg0EqwHcVZf+v6+FQ01FqowrzCgl5j8P9cuGl/SdrW80GDwWTo41TWql1KU5EPxH58/h/Hh+n5mflxmQCXx41KJIchmA1h5j+rjYABHbTyrx7Uac6V+7jzpB/ux4YPrNanxBV9bWbuBSCi6InGsY7ZfDyrX+uvA912SVO66b0SQVMQzNqqoQBOAikvuL8O7u9PPiYuFieONZbNkoUH2FnZHjNWtPUoqqgYDGXn5AZc6U+XF2b8oern+Knnxu4XC4XC4XC4XC4XC4XC4XC4XHlOPeFwuFwuFwuFwuFwuFwuFwuFwuFwuFwuFwuFwuFwuFwuFwuFwuFwuFwuFwuFwuFwuMVKU+7j0aUpTypx7wuFwuFwuFwuFwuFwuFwuFwuFwuFwuFwuFwuFwuFwuFwuFwuFwuFwuFwuFwuMDAVKVExoVPurx7URqfPlxr6CU616Y86/HjYIj93C5U6fw48UpT7uPE0wSpQExoI/dSnlxs4848GlPu4y4XC4wU7OPYD9NOFQaCHIacuMuFx//2Q=="
    },
    "ww-cover.jpg": {
     "image/jpeg": "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"
    }
   },
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "![ww-cover.jpg](attachment:ww-cover.jpg)\n",
    "\\begin{align}\\textrm{The lasso of truth}\\end{align}\n",
    "\n",
    "# The Prosecutor's Fallacy\n",
    "\n",
    "Imagine you have been arrested for murder. You know that you are innocent, but physical evidence at the scene of the crime matches your description. The prosecutor argues that you are guilty because the odds of finding this evidence given that you are innocent are so small that the jury should discard the probability that you did not actually commit the crime. \n",
    "\n",
    "But those numbers don't add up. The prosecutor has misapplied *conditional probability* and neglected the prior odds of you, the defendant, being guilty before they introduced the evidence. \n",
    "\n",
    "## Conditional Probability\n",
    "\n",
    "The [prosecutor's fallacy](https://www.cebm.net/2018/07/the-prosecutors-fallacy/) is a courtroom misapplication of [Bayes' Theorem](https://www.youtube.com/watch?v=LIQrs3dviIs). Rather than ask the probability that the defendant is $\\color{blue}{\\text{innocent}}$ given all the $\\color{green}{\\text{evidence}}$, the prosecution, judge, and jury make the mistake of asking what the probability is that the $\\color{green}{\\text{evidence}}$ would occur if the defendant were $\\color{blue}{\\text{innocent}}$ (a much smaller number):\n",
    "\n",
    "+ **What we want to know in the name of justice:**\n",
    "\n",
    "$P(\\textrm{defendant is guilty}|\\textrm{all the evidence})$\n",
    "\n",
    "+ **What the prosecutor is usually actually demonstrating to the court:**\n",
    "\n",
    "$P(\\textrm{all the evidence}|\\textrm{defendant is innocent})$\n",
    "\n",
    "### Bayes Theorem\n",
    "\n",
    "To illustrate why this difference can spell life or death, imagine yourself the defendant again. You want to prove to the court that you're really telling the truth, so you agree to a polygraph test.\n",
    "\n",
    "Coincidentally, the same man who invented the lie detector later created _Wonder Woman_ and her lasso of truth.\n",
    "\n",
    "![lasso.jpg](attachment:lasso.jpg)\n",
    "\\begin{align}Coincidence?\\end{align}\n",
    "\n",
    "William Moulton Marston debuted his invention in the case of [James Alphonso Frye](https://www.yalelawjournal.org/essay/on-evidence-proving-frye-as-a-matter-of-law-science-and-history), who was accused of murder in 1922.\n",
    "\n",
    "![frye.gif](attachment:frye.gif)\n",
    "\\begin{align}\\textit{Frye being polygraphed by Marston}\\end{align}\n",
    " \n",
    "For our simulation, we'll take the mean of a more modern polygraph from [this paper](https://www.tandfonline.com/doi/full/10.1080/23744006.2015.1060080) (\"Accuracy estimates of the CQT range from 74% to 89% for guilty examinees, with 1% to 13% false-negatives, and 59% to 83% for innocent examinees, with a false-positive ratio varying from 10% to 23%...\")\n",
    "\n",
    "\\begin{array}{rr} \\hline\n",
    "              &Lying (0.15)  &Not Lying (0.85)  \\\\ \\hline\n",
    "Test (+) &0.81 &0.17  \\\\ \\hline\n",
    "Test (-) &0.08 &0.71  \\\\ \\hline\n",
    "\\end{array}\n",
    "\n",
    "Examine these percentages a moment. Given that [this study](http://wwwp.oakland.edu/Assets/upload/docs/News/2014/Serota-Levine-Prolific-Liars-2014.pdf) found that a vast majority of people are honest most of the time, and that \"big lies\" are things like \"not telling your partner who you have really been with\", let's generously assume that 15% of people would lie about murder under a polygraph test, and 85% would tell the truth.\n",
    "\n",
    "If we tested 10,000 people with this lie detector under these assumptions... "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "import math\n",
    "import seaborn as sns\n",
    "sns.set_style('darkgrid')\n",
    "sns.set_palette('cubehelix')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 70,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1500 people out of 10000 are_lying \n",
      "\n",
      "1215 people out of 10000 are_true_positives \n",
      "\n",
      "120 people out of 10000 are_false_negatives \n",
      "\n",
      "8500 people out of 10000 are_not_lying \n",
      "\n",
      "1445 people out of 10000 are_false_positives \n",
      "\n",
      "6035 people out of 10000 are_true_negatives \n",
      "\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAX0AAAFMCAYAAAAnX2xZAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDMuMC4yLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvOIA7rQAAIABJREFUeJzt3X9cVGW+B/DPYUb8wUBI0q74ExQrbE1porUd0VxXul63/IGLoNnd9m5XM43WuhgKyKaidR23orC1uqaJGGW7uXVvrZQiWuJ6o4xMjUwTf1wSVGZSZphz7h+94IqMgszQM+c5n/fr5evVHB6Z7zPz+OnM98zMo2iapoGIiAwhSHQBRET042HoExEZCEOfiMhAGPpERAbC0CciMhCGPhGRgTD0iYgMhKFPRGQgDH0iIgMxiy7gcqqqwuMJrA8Jm0xKwNXkC84n8Mk2J9nmAwTenLp0MbVrXMCFvsej4ezZ70WX0UJ4eI+Aq8kXnE/gk21Oss0HCLw5RUaGtmsc2ztERAbC0CciMhCGPhGRgTD0iYgMhKFPRGQgDH0iIgNh6BMRGQhDn4jIQALuw1lEehNi6YIe3bv5/fe298M27fX9hYtwOtx+/Z2kPwx9Ih/16N4NfWLHii6jTdWHP2DoE9s7RERGwtAnIjIQhj4RkYEw9ImIDIShT0RkIAx9IiIDYegTERkIQ5+IyEDa/HCW2+3GwoULUV1djaCgIDz55JMwm81YuHAhFEVBbGwscnJyEBQUhPz8fGzfvh1msxmZmZkYNmwYjh496nUsERH9+NpM3x07dqCxsRFFRUWYO3cu/vSnPyEvLw/p6ekoLCyEpmkoKSlBZWUlysvLUVxcDLvdjtzcXADwOpaIiMRoM/Sjo6Ph8XigqiocDgfMZjMqKyuRkJAAAEhMTMTu3buxb98+2Gw2KIqCqKgoeDwe1NbWeh1LRERitNne6dGjB6qrq/FP//RPqKurw5o1a7B3714oigIACAkJQX19PRwOB8LDw5v/XtNxTdNajb0ak0lBeHgPX+bkdyZTUMDV5AvOx7hEPU4yPkd6nVObob9u3TrYbDYsWLAAJ0+exP333w+3+/+/tMnpdCIsLAwWiwVOp7PF8dDQ0Bb9+6axV+PxaDh79vuOzKXThIf3CLiafMH5+Je/vw2zM4l6nEQ/R50h0ObU3nXYZnsnLCwMoaE//LLrrrsOjY2NiIuLw549ewAApaWlsFqtiI+PR1lZGVRVxYkTJ6CqKiIiIryOJSIiMdo80/+Xf/kXZGZmIi0tDW63G48++ihuueUWZGVlwW63IyYmBklJSTCZTLBarUhJSYGqqsjOzgYAZGRktBpLRERiKJqmaaKLuJTb7Qmol0xA4L2M8xXn41+RkaG6+T79mpqrX1PrLKKfo84QaHPyW3uHiIjkwdAnIjIQhj4RkYEw9ImIDIShT0RkIAx9IiIDYegTERkIQ5+IyEAY+kREBsLQJyIyEIY+EZGBMPSJiAyEoU9EZCAMfSIiA2HoExEZCEOfiMhA2tw5a8uWLXjrrbcAAA0NDThw4AA2bNiAZcuWwWQywWaz4eGHH4aqqliyZAkOHjyI4OBgLF26FAMGDEBFRUWrsUREJEaboT9lyhRMmTIFAJCbm4upU6ciJycHzz33HPr164cHH3wQlZWVqK6uhsvlwubNm1FRUYEVK1agoKDA69ihQ4d2+sSIiKi1drd39u/fj6+++gr//M//DJfLhf79+0NRFNhsNnz00UfYt28fRo0aBQAYPnw4Pv/8czgcDq9jiYhIjDbP9Ju8+OKLmDt3LhwOBywWS/PxkJAQfPvtt62Om0ymK469GpNJQXh4j2uZQ6czmYICriZfcD7GJepxkvE50uuc2hX658+fx9dff42f//zncDgccDqdzT9zOp0ICwvDxYsXWxxXVRUWi8Xr2KvxeLSA2mwYCLwNkH3F+fhXezekDgSiHifRz1FnCLQ5+XVj9L179+LOO+8EAFgsFnTp0gXHjh2DpmkoKyuD1WpFfHw8SktLAQAVFRUYMmTIFccSEZEY7TrTP3LkCPr27dt8Ozc3F4899hg8Hg9sNhtuvfVW/OxnP8OuXbswffp0aJqG5cuXX3EsERGJoWiapoku4lJutyegXjIBgfcyzlecj39FRoaiT+xYYfffXtWHP0BNTb2Q+xb9HHWGQJuTX9s7REQkB4Y+EZGBMPSJiAyEoU9EZCAMfSIiA2HoExEZCEOfiMhAGPpERAbC0CciMhCGPhGRgTD0iYgMhKFPRGQgDH0iIgNh6BMRGQhDn4jIQBj6REQG0q6ds1588UV88MEHcLvdSE1NRUJCAhYuXAhFURAbG4ucnBwEBQUhPz8f27dvh9lsRmZmJoYNG4ajR496HUtERD++NtN3z549+OSTT7Bp0yZs2LABp06dQl5eHtLT01FYWAhN01BSUoLKykqUl5ejuLgYdrsdubm5AOB1LBERidFm6JeVlWHIkCGYO3cuZs+ejTFjxqCyshIJCQkAgMTEROzevRv79u2DzWaDoiiIioqCx+NBbW2t17FERCRGm+2duro6nDhxAmvWrMHx48cxZ84caJoGRVEAACEhIaivr4fD4UB4eHjz32s67m3s1ZhMCsLDe/gyJ78zmYICriZfcD7GJepxEv0ceTyN6Natq99/b3v3pW2vixcbYDK1q+veYW3+9vDwcMTExCA4OBgxMTHo2rUrTp061fxzp9OJsLAwWCwWOJ3OFsdDQ0Nb9O+bxl6Nx6MF1GbDQOBtgOwrzse//P0PvzOJepwC4TmSffN6v22Mftttt2Hnzp3QNA2nT5/GhQsXMHLkSOzZswcAUFpaCqvVivj4eJSVlUFVVZw4cQKqqiIiIgJxcXGtxhIRkRhtnunfdddd2Lt3L5KTk6FpGrKzs9G3b19kZWXBbrcjJiYGSUlJMJlMsFqtSElJgaqqyM7OBgBkZGS0GktERGIomqZpoou4lNvtCbjWg+iXpv7G+fiXEVoHvuJz1D4B0d4hIiJ5MPSJiAyEoU9EZCAMfSIiA2HoExEZCEOfiMhAGPpERAbC0CciMhCGPhGRgTD0iYgMhKFPRGQgDH0iIgNh6BMRGQhDn4jIQBj6REQGwtAnIjIQhj4RkYG0a9v1SZMmITT0h11Z+vbti5SUFCxbtgwmkwk2mw0PP/wwVFXFkiVLcPDgQQQHB2Pp0qUYMGAAKioqWo0lIiIx2gz9hoYGAMCGDRuaj91777147rnn0K9fPzz44IOorKxEdXU1XC4XNm/ejIqKCqxYsQIFBQXIyclpNXbo0KGdNyMiIrqiNkP/yy+/xIULF/DAAw+gsbER8+bNg8vlQv/+/QEANpsNH330EWpqajBq1CgAwPDhw/H555/D4XB4HcvQJyISo83Q79atG373u99h2rRp+Oabb/D73/8eYWFhzT8PCQnBt99+C4fDAYvF0nzcZDK1OtY09mpMJgXh4T06MpdOYzIFBVxNvuB8jEvU48TnqP06+3FqM/Sjo6MxYMAAKIqC6OhohIaG4uzZs80/dzqdCAsLw8WLF+F0OpuPq6oKi8XS4ljT2KvxeDScPft9R+bSacLDewRcTb7gfPwrMjJU2H1fK1GPE5+j9uvo49TeObb57p033ngDK1asAACcPn0aFy5cQI8ePXDs2DFomoaysjJYrVbEx8ejtLQUAFBRUYEhQ4bAYrGgS5curcYSEZEYbZ7pJycn44knnkBqaioURcHy5csRFBSExx57DB6PBzabDbfeeit+9rOfYdeuXZg+fTo0TcPy5csBALm5ua3GEhGRGIqmaZroIi7ldnsCrvUg+qWpv3E+/hUZGYo+sWOF3X97VR/+ADU19ULum89R+/jyHPmtvUNERPJg6BMRGQhDn4jIQBj6REQGwtAnIjIQhj4RkYEw9ImIDIShT0RkIAx9IiIDYegTERkIQ5+IyEAY+kREBsLQJyIyEIY+EZGBMPSJiAyEoU9EZCDtCv0zZ85g9OjRqKqqwtGjR5Gamoq0tDTk5ORAVVUAQH5+PpKTkzF9+nR89tlnAHDFsUREJEaboe92u5GdnY1u3boBAPLy8pCeno7CwkJomoaSkhJUVlaivLwcxcXFsNvtyM3NveJYIiISp83QX7lyJaZPn44bbrgBAFBZWYmEhAQAQGJiInbv3o19+/bBZrNBURRERUXB4/GgtrbW61giIhLnqhujb9myBRERERg1ahT+/Oc/AwA0TYOiKACAkJAQ1NfXw+FwIDw8vPnvNR33NrYtJpOC8PAeHZ5QZzCZggKuJl9wPsYl6nHic9R+nf04XTX033zzTSiKgo8++ggHDhxARkYGamtrm3/udDoRFhYGi8UCp9PZ4nhoaCiCgoJajW2Lx6MF3Kbdojd19jfOx7/auyF1IBD1OPE5ar+OPk5+2Rh948aNeO2117BhwwbcfPPNWLlyJRITE7Fnzx4AQGlpKaxWK+Lj41FWVgZVVXHixAmoqoqIiAjExcW1GktEROJc9Uzfm4yMDGRlZcFutyMmJgZJSUkwmUywWq1ISUmBqqrIzs6+4lgiIhJH0TRNE13EpdxuT8C1HkS/NPU3zse/IiND0Sd2rLD7b6/qwx+gpqbt62qdgc9R+/jyHPmlvUNERHJh6BMRGQhDn4jIQBj6REQGwtAnIjIQhj4RkYEw9ImIDIShT0RkIAx9IiIDYegTERkIQ5+IyEAY+kREBsLQJyIyEIY+EZGBMPSJiAyEoU9EZCAMfSIiA2lzu0SPx4PFixfjyJEjMJlMyMvLg6ZpWLhwIRRFQWxsLHJychAUFIT8/Hxs374dZrMZmZmZGDZsGI4ePep1LBER/fjaTN8PP/wQAFBUVIT58+cjLy8PeXl5SE9PR2FhITRNQ0lJCSorK1FeXo7i4mLY7Xbk5uYCgNexREQkRptn+uPGjcOYMWMAACdOnECvXr2wfft2JCQkAAASExOxa9cuREdHw2azQVEUREVFwePxoLa2FpWVla3G/upXv7ri/ZlMCsLDe/hhav5jMgUFXE2+4HyMS9TjxOeo/Tr7cWoz9AHAbDYjIyMDf//73/Hss8/iww8/hKIoAICQkBDU19fD4XAgPDy8+e80Hdc0rdXYq/F4tIDbtFv0ps7+xvn4V3s3pA4Eoh4nPkft19HHye8bo69cuRLvvfcesrKy0NDQ0Hzc6XQiLCwMFosFTqezxfHQ0NAW/fumsUREJEabof+Xv/wFL774IgCge/fuUBQFt9xyC/bs2QMAKC0thdVqRXx8PMrKyqCqKk6cOAFVVREREYG4uLhWY4mISIw22zvjx4/HE088gRkzZqCxsRGZmZkYNGgQsrKyYLfbERMTg6SkJJhMJlitVqSkpEBVVWRnZwMAMjIyWo0lIiIxFE3TNNFFXMrt9gRcv1l0P9LfOB//iowMRZ/YscLuv72qD3+AmpqrX1PrLHyO2seX58jvPX0iItI/hj4RkYEw9ImIDIShT0RkIAx9IiIDYegTERkIQ5+IyEAY+kREBsLQJyIyEIY+EZGBMPSJiAyEoU9EZCAMfSIiA2HoExEZCEOfiMhAGPpERAZy1Z2z3G43MjMzUV1dDZfLhTlz5mDw4MFYuHAhFEVBbGwscnJyEBQUhPz8fGzfvh1msxmZmZkYNmwYjh496nUsERGJcdUEfvvttxEeHo7CwkKsXbsWTz75JPLy8pCeno7CwkJomoaSkhJUVlaivLwcxcXFsNvtyM3NBQCvY4mISJyrhv7dd9+NRx55pPm2yWRCZWUlEhISAACJiYnYvXs39u3bB5vNBkVREBUVBY/Hg9raWq9jiYhInKu2d0JCQgAADocD8+fPR3p6OlauXAlFUZp/Xl9fD4fDgfDw8BZ/r76+HpqmtRrbFpNJQXh4jw5PqDOYTEEBV5MvOB/jEvU48Tlqv85+nK4a+gBw8uRJzJ07F2lpafj1r3+Np59+uvlnTqcTYWFhsFgscDqdLY6Hhoa26N83jW2Lx6MF3Kbdojd19jfOx7/auyF1IBD1OPE5ar+OPk5+2Rj9u+++wwMPPIDHH38cycnJAIC4uDjs2bMHAFBaWgqr1Yr4+HiUlZVBVVWcOHECqqoiIiLC61giIhLnqmf6a9aswfnz5/HCCy/ghRdeAAAsWrQIS5cuhd1uR0xMDJKSkmAymWC1WpGSkgJVVZGdnQ0AyMjIQFZWVouxREQkjqJpmia6iEu53Z6Aaz2Ifmnqb5yPf0VGhqJP7Fhh999e1Yc/QE1N29fVOgOfo/bx5TnyS3uHiIjkwtAnIjIQhj4RkYEw9ImIDIShT0RkIAx9IiIDYegTERlIm1/DoDchli7o0b2b33+vvz/G/f2Fi3A63H79nUREbZEu9Ht076abD2Ew9CkQ8cRJbtKFPhH5hidOcmNPn4jIQBj6REQGwtAnIjIQhj4RkYHwQm6A4zspiMifGPoBju+kICJ/ald759NPP8V9990HADh69ChSU1ORlpaGnJwcqKoKAMjPz0dycjKmT5+Ozz777KpjiYhIjDZDf+3atVi8eDEaGhoAAHl5eUhPT0dhYSE0TUNJSQkqKytRXl6O4uJi2O125ObmXnEsERGJ02bo9+/fH88991zz7crKSiQkJAAAEhMTsXv3buzbtw82mw2KoiAqKgoejwe1tbVexxIRkTht9vSTkpJw/Pjx5tuapkFRFABASEgI6uvr4XA4EB4e3jym6bi3sW0xmRSEh/e45onokWzzFDUfkylIuseys8j2OMk2H6Dz53TNF3KDgv7/xYHT6URYWBgsFgucTmeL46GhoV7HtsXj0XzaQNnf70rpTO2Zp2zz6QyBsOm2Xhh1zck4p8t12sbocXFx2LNnDwCgtLQUVqsV8fHxKCsrg6qqOHHiBFRVRUREhNexREQkzjWf6WdkZCArKwt2ux0xMTFISkqCyWSC1WpFSkoKVFVFdnb2FccSEZE47Qr9vn374vXXXwcAREdH47XXXms1Zt68eZg3b16LY1caS0REYvBrGIiIDIShT0RkIAx9IiIDYegTERkIQ5+IyEAY+kREBsLQJyIyEIY+EZGBMPSJiAyEoU9EZCAMfSIiA2HoExEZCEOfiMhAGPpERAbC0CciMhCGPhGRgTD0iYgM5Jq3S7xWqqpiyZIlOHjwIIKDg7F06VIMGDCgs++WAlSIpQt6dO/m99/r742vv79wEU6H26+/kygQdHrob9u2DS6XC5s3b0ZFRQVWrFiBgoKCzr5bClA9undDn9ixostoU/XhDxj6JKVOb+/s27cPo0aNAgAMHz4cn3/+eWffJRERXYGiaZrWmXewaNEijB8/HqNHjwYAjBkzBtu2bYPZ3OkvMoiI6DKdfqZvsVjgdDqbb6uqysAnIhKk00M/Pj4epaWlAICKigoMGTKks++SiIiuoNPbO03v3jl06BA0TcPy5csxaNCgzrxLIiK6gk4PfSIiChz8cBYRkYEw9ImIDIShT0RkIAx9IiID4Rvmvdi7d2+L22azGb1798ZPf/pTQRXR5Q4fPgyHw4GgoCDY7XbMnj0bI0eOFF0WSU6GdcczfS/+9Kc/YfHixdi0aROysrKQnZ2N+++/Hy+99JLo0jps7969KC0txY4dOzBu3Dhs3bpVdEk+ycnJQXBwMAoKCvDoo48iPz9fdEk+GzVqFIYOHQqbzYZbbrkF8fHxGD9+PHbt2iW6tA6Rbc0Bcqw7hr4X3bp1w9tvvw273Y63334bUVFR2Lp1K95//33RpXXY008/jYEDB2L9+vXYtGkTioqKRJfkE7PZjNjYWLjdbgwfPhwej0d0ST67/fbbsXXrVpSVleHdd9/FuHHjsHbtWjzzzDOiS+sQ2dYcIMe6Y+h7UVdXh65duwIAgoODUVdXh+DgYKiqKriyjuvatSuuv/56mM1mREZGwuVyiS7JJ4qiYMGCBUhMTMS7776L7t27iy7JZ6dOnUJMTAwAoH///jh58iQGDBgAk8kkuLKOkW3NAXKsO/b0vfjlL3+J1NRUDBs2DPv378fYsWNRWFiI2NhY0aV1mMViwW9/+1ukpaVh48aN6N27t+iSfLJ69Wrs378fo0ePxscff4zVq1eLLslnkZGR+I//+A+MGDECn3zyCXr16oVdu3ahS5cuokvrENnWHCDHuuMncq/gyy+/xNdff43BgwdjyJAhqK2tRc+ePaEoiujSOsTlcuHYsWMYPHgwDh06hIEDByI4OFh0WR3mcDiwdu1a1NTUYMyYMbjxxht1vzlPQ0MDNm/ejKqqKgwZMgTJycn44osv0K9fP/Tq1Ut0eddMtjUHyLHu2N7x4uTJk9i5cye+/vprvP/++8jPz0dERIRuAx/4oWW1Zs0a/O53v0NFRQUOHDgguiSfZGZmol+/fvjmm2/Qq1cvLFq0SHRJPgsODsbw4cMxceJEDBkyBJ999hlGjBihy8AH5FtzgBzrjqHvxSOPPAKHw4FevXo1/9G7rKwsTJ06FS6XC1arFcuWLRNdkk/Onj2L5ORkmM1mxMfHQ4YXrA8//DBWrFiBoqIiKS58yrbmADnWHXv6XoSEhODRRx8VXYZfNTQ0YOTIkSgoKEBMTEzzhWo9q6qqAvDDBdCgIP2fv5w5c0b3QX8pGdccoP91x9D3IjY2Fu+88w5uvvnm5pZOdHS04Kp8ExwcjJ07d0JVVVRUVOi+t7p48WJkZmaiqqoK8+fPR05OjuiSfBYdHY3Tp0/jJz/5iehS/EK2NQfIse54IdeL++67r8VtRVGwfv16QdX4x6lTp7By5UocOnQIgwYNwuOPP45+/fqJLqvDtm3bhrFjx+ryTOtKxo8fj+PHjyMiIqL5WFlZmcCKfCPbmgPkWHcMfYN49dVXMWnSJFx33XWiS/GLP/7xj9i7dy/Gjh2L5ORk3YeJjGRbc4Ac646hf4n58+fj2Wefhc1ma/UzPZ9xAcDLL7+Md955B9HR0fjNb36DO+64Q3RJPnO5XCgpKcGWLVvgdruxbt060SV1yAsvvICHHnoIf/jDH1q9Q2zVqlWCqvKdjGsO0P+6Y+h7UVNTg8jISNFldIrPPvsML7/8Mg4cOKDrr5UAgH/84x946623cODAASQlJeHf/u3fRJfUIV9++SVuuukmlJeXt/pZQkKCgIr8S6Y1B+h/3TH0vUhNTUVERASSk5MxevRoXffvmly8eBHvvfce/vKXv0DTNCQnJ2PixImiy+qwCRMm4KabbsK0adN09y2HVzJlyhTcc889mDRpEsLDw0WX4zPZ1hwgx7pj6F9BVVUV3njjDezbtw8jR47Ubf+uyfjx45GUlITk5GTdfYLQm7q6OvTs2VN0GX51/vx5bN26FVu3bkXv3r0xbdo03HnnnaLL6jDZ1hwgx7pj6F9BfX09tm7div/+7/9GSEgINE3DzTffjEceeUR0adeksbERZrMZTqez1Xe46PEtdDJfd2lSVVWFF154Abt370bfvn0xd+5cjBkzRnRZ7SbbmgPkWncMfS8eeeQRHD58GPfccw8mT57c/L7pKVOmYMuWLYKruzYLFizAqlWrMHbsWCiK0vwJQkVRUFJSIri6jjt58mSLL/CqqqrCoEGDBFbku40bN+Kvf/0rLBYLkpOT8atf/QqNjY34zW9+o6vvopd1zQGSrDuNWikrK/N6/OLFiz9yJf7z6aeftrj98ccfC6rENwcPHtRKS0u1e+65RysrK9N27typ7dixQ7vnnntEl+Yzu92uHTt2rNXx//mf/xFQje9kWXOaJte64ydyL3HpW+YuP6NftWqVLj9G/o9//ANfffUV1q1bh9/+9rcAAFVVsXHjRvztb38TXN21O3/+PN59912cOXOmuX5FUZCWlia4so7bvHkzACAqKgq7d+9u8bOUlBSMGDFCRFkdJtuaA+Radwz9S0yfPv2qP6+urkafPn1+pGr8IywsDN999x1cLhdqamoA/LBYH3/8ccGVdYzVaoXVakVlZSWGDh0quhy/aHpeZCHbmgPkWnfs6V+DWbNm6fbrGP73f/8XN9xwg+gy/KakpASFhYVwu93QNA1nz57VVd/7WsydOxfPP/+86DKumWxrDpBj3en/Deg/Ij3+/3H+/PkAfrgIbbPZWvzRs+effx4PP/wwevfujcmTJ+PGG28UXVKnOX/+vOgSromsaw6QY92xvXMN9LiJyrPPPgtAf28ra0vPnj0xYsQIFBUV6fJdVddCb+tO1jUHyLHueKZvEHv37kVpaSl27NiBcePG6e4l6eW6dOmCvXv3orGxETt37pSuLy4D2dYcIMe6Y+hfAz22d5o8/fTTGDhwINavXy/Frky5ublobGzEnDlz8Prrr+vuQ3NGINuaA+RYdwz9qzh37lyL2z//+c8FVeK7rl274vrrr4fZbEZkZCRcLpfoknxy7NgxmM1m1NXVYdasWejduzdOnToluiyfNDY2trjd1MvX61cTy7bmADnWHd+940V5eTn++Mc/wuPx4O6770ZUVBSmTZsmuiyfzJkzB2fOnEFaWhqcTif27NnT3HvVoxkzZuC7777D0KFD8cUXX6BLly5wuVyYNm0a/vVf/1V0edekpqYGDocDGRkZeOqpp6BpGlRVRUZGBt544w3R5XWYbGsOkGTdCftYWABLS0vT6urqtJkzZ2oXL17UJk+eLLoknzU0NGiHDx/WNE3TDh06pDU0NAiuyDcPPPBA8yekGxoatAcffFBraGjQpk2bJriya/f3v/9dmzlzpma1WrWZM2dqM2fO1GbNmqWtXr1adGk+kW3NaZoc647v3vEiKCgI4eHhUBQFXbt2RUhIiOiSfFZbW4tnn30WVVVVGDhwIJ544gn07dtXdFkdVldX1/wJ6eDgYNTV1SE4OBiqqgqu7NqNGzcO48aNw44dOzB69GjR5fiNbGsOkGPdMfS96N+/P1atWoWzZ8/iz3/+M6KiokSX5LPFixcjNTUVt99+O8rLy7Fo0SK8+uqrosvqsF/+8pdITU3FsGHDsH//fowdOxaFhYWIjY0VXVqH/eQnP8HUqVNx+vRp9OrVC8uXL0dcXJzosjpMtjUHSLLuRL/UCEQNDQ1aYWGhtmTJEm39+vVSvCydOXNmi9tpaWmCKvGfAwcOaO+884528OBBTdM07cyZM5qqqoISjpDsAAAKGElEQVSr6riZM2dqBw4c0DRN07744gstJSVFcEW+kXHNaZr+1x3P9L2YPXs2XnnlFdFl+JXH48HBgwdx44034uDBg7r7wM/lTp8+jZdeegl1dXVISkrChQsXcOutt4ouyyeapuGmm24CANx8880wm/X9z1O2NQfIse74lk0vQkNDsW3bNlRVVeHIkSM4cuSI6JJ8tnjxYmRmZiIxMRGLFi3CokWLRJfkk6ysLEydOhUulwtWqxXLli0TXZLPzGYzPvzwQ9TX1+ODDz7Q7YYjTWRbc4Ac607fpxKdpLa2tsUXq7lcLt1/sCQuLg5r167FsWPHMHDgQN3vwdrQ0ICRI0eioKAAMTExuvza68stW7YMK1euxKpVqzBo0CA8+eSTokvyiWxrDpBj3TH0vZgwYQLWrVsHt9sNALp/mQ38sCvT+vXrERsbi8OHD+Ohhx7CvffeK7qsDgsODsbOnTuhqioqKip0f1YMAH369NH9+9gvJduaAyRZd6IvKgSiyZMna6dPn9aWLFmiffzxx9pDDz0kuiSf3Xvvvc3vL/7++++1KVOmCK7INydPntTS09O1CRMmaPPmzfO645TeFBQUaLfddpv2i1/8ovmPnsm25jRNjnWn/1PYTtCzZ0/ccMMNcDqduOOOO6Q4+7r++uthMpkAAN26ddP9S+2f/vSnWL16tegy/Oq//uu/sHPnTnTv3l10KX4h25oD5Fh3DH0vmi7kKoqCoqIi1NbWii7JZ5qmYdKkSRgxYgS++OILNDY2YsGCBQB+2ApSb9asWYOXXnoJ3bp1az6m96/y7dOnT4v56J1saw6QY93xu3e8cDgcOHbsGHr16oVXXnkFd911F+644w7RZfmkvLzc6/Hq6mpMnjz5R67Gd/feey+KioqkOSsGgN///vc4efIkhgwZ0vz2Rr2GIyDfmgPkWHc80/fCYrE0fxJy4cKFgqvxj4SEBK/HZ82apct/gLKdFQM/hL43etybGZBvzQFyrDuGvsHp9YWe2+3Gr3/9a2nOioErh+QTTzyh272ZvdHrmgPkWHcMfYPT66ckZTsrvho9h6Q3el1zgBzrjqFPumSUs2JA3yEpGxnWHb+GweBkO4uUbT4ykvE50tOcGPoGI9MWkN7IeFasp0DxRvY1B+hr3bG9YxBX2gJy7ty5okujy5w7d67Fvrh6DUmuucDEM32DeOaZZ/Daa6+hV69emD17NjZt2iS6pE6h57Pi8vJyTJw4EdOnT8czzzyD4uJiANBtSBplzQH6WncMfYOQcQtIQK7WgWwhKeuaA/S97tjeMQjZtoCUsXUgW0jKtuYAOdYdz/QNIjc3F1FRUbjtttvQo0cP3X9Xu2xnxYB8ISnbmgPkWHcMfYP45JNPMHjwYEyYMAE33ngjPv30U9El+US2s2IAyMnJaQ7J7t276z4kXS4X7rrrLjz00EM4d+4campqRJfkMxnWHds7BtF0RqJpGr766iv06dMHt99+u+CqOk62s2JAvr2ZH3vsMUydOhXvvfceBg8ejOzsbLz88suiy/KJDOuOZ/oGYbfbYbfbsXr1arz55psICtL3Uy9j60C2vZnPnz+PsWPH4tSpU3jwwQfhcrlEl+QzGdYdz/QNyOPx4NtvvxVdhk+aWgfjxo3D66+/jpqaGt1898mVyLY3s9vtxiuvvIKhQ4fiq6++gtPpFF2Sz5rapIMHDwYAfPrpp7p7xczQNwibzdb8342Njbj//vsFVuM7GVsHsu3NnJGRgW3btmHOnDnYunUrlixZIrokn8nQJtX3qqJ2e/rppzFy5EjRZfhNU+vg1VdfxVNPPYWdO3eKLslnxcXF2LBhAwoKCnD33Xfr5gu8LtfUlurZsyemTZuGM2fO4M477xRclX/Y7fbm/3a5XEhPTxdYTccw9A0iPz9fqtCXsXUgy97M2dnZXo8riqLb/5F5o9c2KUPfIBRFwdy5cxEdHd18EfcPf/iD4Ko6TsbWgSx7M2/YsMHrcRku5MrQJuUeuQbx1ltvtbitKAomTZokqJqOu9o7WqKjo3/ESvxPtr2Zi4qK8J//+Z9obGyEpmno0qUL3nvvPdFl+eSjjz7S/StmnukbxP79+1u87P73f/93XYa+zK0D2fZmfv3111tco3j11VdFl+QzGdqkDH3Jbdy4EQUFBTh37hzef//95uODBg0SWFXHydw6kI0s1yguJUOblKEvuRkzZmDGjBlYs2YNZs+e3ernetrb81Iytg5kI8s1iktNnTq1xW09bZ7SRN8fy6R28xb4wA97e+pRU+sgMTEReXl5un3lIqOm6y5Lly5FVFQUFixYgG+++UaKi+379+/H5MmTm//s3r1bdEnXjKFvcHq9jn956+Dy7zcncZpOJDIyMhAXF4cbbrgBCxcu1PVF6Y0bN8Jms6G4uBg2m635z+nTp0WXds3Y3jE4Pb48BeRsHciif//++MUvfoFz5861eIsjAJSVlQmqyjcytUn5lk2DmzVrlq7e9XLkyBFER0dL9/ZGGeXm5iInJ6fVcT0FZHvp6d8R2zsGp7f/58vYOpCVt8AH9Hsd6Wr09O+I7R2DOXfuHK677rrm23ra2xOQs3VgNHoKyPbSU5uUoW8QMuztCQBPPfUUAGO1DmSjp4CUEds7BiHD3p6XMlLrgAKfnl69MPQNQoa9PdtDT//4jEqG5+jytwjrqU3K9o5ByLC3Z3uwdRB49H4d6VIytEl5pm8QOTk5zXt7du/eXZd7e5K+lJeXY+LEiZg+fTqeeeYZFBcXA4CuAvJyMrRJeaZvELNnz8Yrr7wiuoxOJ0PrQBZNATlv3jzMnj0bqampmDZtmuiyfCJDm5ShbxBNn2C99NsB9f7984BcrQPZyBCQl5OhTcpP5BrEfffd16Lf7XK5UFRUJLAi31ypt0qBY9GiRYiIiMCOHTswceJEVFVVYeXKlaLL8onL5cKbb76JQ4cOISYmBikpKQgODhZd1jVh6BvEpk2bsG7dOrjdbgCA2Wxu8f36ejNjxgw8//zzmDdvHl566SWkpqZiy5YtosuiS8gQkJd74IEHdN8mZXvHIIqLi1vsYqSX7wm5EhlbB7KR8TqSDG1Shr5ByLaLkQy9VdnJEJCXq62tbXHCpMc2KUPfIGT7KuKcnBy8+eabfAtqAJMhIC83YcKEVm1SvWFP3yBk+ypiGXqrspPtOhIATJkyBWvWrGnRJn3++edFl3VN+OEsg7BYLFJ9FXHTK5eqqiocOXKkeYs+ChxN15FGjx6NvLw8xMbGii7JZ5e3Sc+ePSu6pGumv9cmRJCzdSAb2a4jAXK0SXmmT7o0YcIEnD59GsePH8fx48d1+Y9PdjIE5OVk2OydPX3SJRl6q7KT7TqSLHimT7okQ29VdrJdR5IFQ590ScbWAdGPge0d0iW2Dog6hqFPRGQgbO8QERkIQ5+IyEAY+kREBsLQJyIyEIY+EZGB/B+0fs5qDuIxfwAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "def calc_liars_non_liars(pct_liars, pct_non_liars):\n",
    "\n",
    "    are_lying = 10000*pct_liars\n",
    "    are_true_positives = are_lying*0.81\n",
    "    are_false_negatives = are_lying*0.08\n",
    "    \n",
    "    are_not_lying = 10000*pct_non_liars\n",
    "    are_false_positives = are_not_lying*0.17\n",
    "    are_true_negatives = are_not_lying*0.71\n",
    "    \n",
    "    dictionary = {'are_lying':are_lying, 'are_true_positives':are_true_positives, 'are_false_negatives':are_false_negatives, \n",
    "            'are_not_lying':are_not_lying, 'are_false_positives':are_false_positives, 'are_true_negatives':are_true_negatives}\n",
    "    \n",
    "    for item in dictionary.items():\n",
    "        print(f\"{int(item[1])} people out of 10000 {item[0]} \\n\")\n",
    "        \n",
    "    names = list(dictionary.keys())\n",
    "    values = list(dictionary.values())\n",
    "    \n",
    "    plt.bar(range(len(dictionary)),values,tick_label=names)\n",
    "    plt.xticks(rotation='vertical')\n",
    "    plt.savefig(\"plot.png\")\n",
    "    plt.show()\n",
    "        \n",
    "calc_liars_non_liars(0.15, 0.85)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The important distinctions to know before we apply Bayes' Theorem are these:\n",
    "\n",
    "+ The _true positives_ are the people who lied and failed the polygraph (they were screened correctly)\n",
    "+ The _false negatives_ are the people who lied and *beat* the polygraph (they were screened incorrectly)\n",
    "+ The _false positives_ are the people who told the truth but failed the polygraph anyway\n",
    "+ The _true negatives_ are the people who told the truth and passed the polygraph\n",
    "\n",
    "Got it? Good.\n",
    "\n",
    "#### Now: If you, defendant, got a $\\color{green}{\\text{positive}}$ lie detector test, what is the chance you were _actually_ $\\color{magenta}{\\text{lying}}$?\n",
    "\n",
    "What the polygraph examiner really wants to know is not $P(+|L)$, which is the accuracy of the test; but rather $P(L|+)$, or the probability you were lying given that the test was positive. We know how $P(+|L)$ relates to $P(L|+)$.\n",
    "\n",
    "\\begin{align} &P(L|+) &= \\frac{P(+|L)P(L)}{P(+)} \\end{align}\n",
    "\n",
    "To figure out what $P(+)$ is _a posteriori_ (independent of our prior knowledge of whether or not someone was lying), we need to compute the total sample space of the event of testing positive using the [Law of Total Probability](https://www.statisticshowto.datasciencecentral.com/total-probability-rule/):\n",
    "\n",
    "\\begin{align}&P(L|+) &= \\frac{P(+|L)P(L)}{P(+|L)P(L) + P(+|L^c)P(L^c)} \\end{align}\n",
    "\n",
    "That is to say, we need to know not only the probability of testing positive given that you _are_ lying, but also the probability of testing positive given that you're _not_ lying (our false positive rate). The sum of those two terms gives us the total probability of testing positive. That allows us to finally determine the conditional probability that you are lying: "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 68,
   "metadata": {},
   "outputs": [],
   "source": [
    " def P_L_pos(pct_liars, pct_non_liars):\n",
    "    P_pos_L = 0.81\n",
    "    P_L = pct_liars\n",
    "    P_pos_not_L = 0.17\n",
    "    P_not_L = pct_non_liars\n",
    "    \n",
    "    P_pos = (P_pos_L*P_L)+(P_pos_not_L*P_not_L)\n",
    "    \n",
    "    P_L_pos = (P_pos_L*P_L)/(P_pos)\n",
    "    \n",
    "    print(f'The probability that you are actually lying, given that you tested positive on the polygraph, is {round(P_L_pos*100, 2)}%.')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 69,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "The probability that you are actually lying, given that you tested positive on the polygraph, is 45.68%.\n"
     ]
    }
   ],
   "source": [
    "P_L_pos(0.15, 0.85)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 73,
   "metadata": {},
   "outputs": [],
   "source": [
    "def false_pos(pct_liars, pct_non_liars):\n",
    "    P_pos_L = 0.81\n",
    "    P_L = pct_liars\n",
    "    P_pos_not_L = 0.17\n",
    "    P_not_L = pct_non_liars\n",
    "    \n",
    "    P_pos = (P_pos_L*P_L)+(P_pos_not_L*P_not_L)\n",
    "    \n",
    "    P_not_L_pos = (P_pos_not_L*P_not_L)/P_pos\n",
    "    \n",
    "    print(f'The probability of a false positive is {round(P_not_L_pos*100, 2)}%.')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 74,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "The probability of a false positive is 54.32%.\n"
     ]
    }
   ],
   "source": [
    "false_pos(0.15, 0.85)"
   ]
  },
  {
   "attachments": {
    "news.gif": {
     "image/gif": "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"
    }
   },
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The probability that you're actually lying, given a positive test result, is only **45.68%**. That's _worse than chance_. Note how it differs from the test's _accuracy_ levels (81% true positives and 71% true negatives). Meanwhile, your risk of being falsely accused of lying, even if you're telling the truth, is also close to–indeed, slightly higher than–chance, at **54.32%**. Not reassuring.\n",
    "\n",
    "![news.gif](attachment:news.gif)\n",
    "\\begin{align}\\textrm{Marston was, in fact, a notorious fraud.}\\end{align}\n",
    "\n",
    "The _Frye_ court ruled that the polygraph test could not be trusted as evidence. To this day, lie detector tests are inadmissible in court because of their unreliability. But that does not stop the prosecutor's fallacy from creeping in to court in other, more insidious ways.\n",
    "\n",
    "# \"Suspicious\" Deaths\n",
    "\n",
    "Unfortunately, this statistical reasoning error runs rampant in the criminal justice system and corrupts criminal cases that rely on everything from fingerprints to DNA evidence to cell tower data. What's worse, courts often reject the expert testimony of statisticians because \"it's not rocket science\"–it's \"common sense\":\n",
    "\n",
    "+ In the Netherlands, a nurse named [Lucia de Berk](https://arxiv.org/pdf/math/0607340.pdf) went to prison for life because she had been proximate to \"suspicious\" deaths that a statistical expert calculated had less than a 1 in 342 million chance of being random. The calculation, tainted by the prosecutor's fallacy, was incorrect. The true figure was more like 1 in 50 (or even 1 in 5). What's more, many of the \"incidents\" were only marked suspicious _after_ investigators knew that she had been close by.\n",
    "\n",
    "+ A British nurse, [Ben Geen](https://www.thetimes.co.uk/article/nurse-was-victim-of-shipman-hysteria-3q9c6nrmxjp), was accused of inducing respiratory arrest for the \"thrill\" of reviving his patients, on the claim that respiratory arrest was too rare a phenomenon to occur by chance given that Green was near. \n",
    "\n",
    "+ Mothers in the U.K. have been prosecuted for murdering their children, when really they died of SIDS, after experts erroneously quoted the odds of two children in the same family dying of SIDS as 1 in [73 million](https://www.theguardian.com/science/2006/oct/28/uknews1)\n",
    "\n",
    "The data in Ben Geen's case are available thanks to Freedom of Information requests -- so I have briefly analyzed them. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Year</th>\n",
       "      <th>Month</th>\n",
       "      <th>CardioTot</th>\n",
       "      <th>CardioED</th>\n",
       "      <th>HypoTot</th>\n",
       "      <th>HypoED</th>\n",
       "      <th>RespTot</th>\n",
       "      <th>RespED</th>\n",
       "      <th>Admissions</th>\n",
       "      <th>AllCases</th>\n",
       "      <th>MonthNr</th>\n",
       "      <th>Hospital</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1999</td>\n",
       "      <td>Nov</td>\n",
       "      <td>4.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1189.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>-1</td>\n",
       "      <td>Oxford Radcliffe</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1999</td>\n",
       "      <td>Dec</td>\n",
       "      <td>8.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1378.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>0</td>\n",
       "      <td>Oxford Radcliffe</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2000</td>\n",
       "      <td>Jan</td>\n",
       "      <td>7.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1185.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>1</td>\n",
       "      <td>Oxford Radcliffe</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2000</td>\n",
       "      <td>Feb</td>\n",
       "      <td>5.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1139.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>2</td>\n",
       "      <td>Oxford Radcliffe</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2000</td>\n",
       "      <td>Mar</td>\n",
       "      <td>7.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1215.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>3</td>\n",
       "      <td>Oxford Radcliffe</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   Year Month  CardioTot  CardioED  HypoTot  HypoED  RespTot  RespED  \\\n",
       "0  1999   Nov        4.0       3.0      0.0     0.0      0.0     0.0   \n",
       "1  1999   Dec        8.0       5.0      0.0     0.0      0.0     0.0   \n",
       "2  2000   Jan        7.0       2.0      0.0     0.0      1.0     1.0   \n",
       "3  2000   Feb        5.0       3.0      0.0     0.0      1.0     0.0   \n",
       "4  2000   Mar        7.0       2.0      0.0     0.0      0.0     0.0   \n",
       "\n",
       "   Admissions  AllCases  MonthNr          Hospital  \n",
       "0      1189.0       4.0       -1  Oxford Radcliffe  \n",
       "1      1378.0       8.0        0  Oxford Radcliffe  \n",
       "2      1185.0       8.0        1  Oxford Radcliffe  \n",
       "3      1139.0       6.0        2  Oxford Radcliffe  \n",
       "4      1215.0       7.0        3  Oxford Radcliffe  "
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Hospital data file from the expert in Ben Geen's exoneration case\n",
    "# Data acquired through FOI requests\n",
    "# Admissions: no. patients admitted to ED by month\n",
    "# CardioED: no. patients admitted to CC from ED by month with cardio-respiratory arrest\n",
    "# RespED: no. patients admitted to CC from ED by month with respiratory arrest \n",
    "\n",
    "import pandas as pd\n",
    "hdf = pd.read_csv('Hdf.csv')\n",
    "hdf.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The most comparable hospitals to the one in which Geen worked are large hospitals that saw at least one case of respiratory arrest (although \"0\" in the data most likely means \"missing data\" and not that zero incidents occurred)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "3212"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "hdf['RespED'].isna().count()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 96,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import seaborn as sns\n",
    "df = hdf[(hdf['RespED']>0) & (hdf['CardioED']>0)]\n",
    "ax = sns.boxplot(x='Year', y='RespED', data=df)\n",
    "\n",
    "#hdf.plot.line(subplots=True, x='Year', y=['Admissions', 'CardioED', 'RespED'], layout=(3,1), figsize=(13,13))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 97,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "ax = sns.boxplot(x='Year', y='CardioED', data=df)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 89,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 180x540 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "ax = sns.pairplot(df, x_vars=['Year'], y_vars=['CardioED', 'RespED', 'Admissions'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 101,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "count    2235.000000\n",
       "mean        0.301566\n",
       "std         0.701305\n",
       "min         0.000000\n",
       "25%         0.000000\n",
       "50%         0.000000\n",
       "75%         0.000000\n",
       "max         6.000000\n",
       "Name: RespED, dtype: float64"
      ]
     },
     "execution_count": 101,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "hdf['RespED'].describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 84,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "count    2235.000000\n",
       "mean        1.511409\n",
       "std         2.556125\n",
       "min         0.000000\n",
       "25%         0.000000\n",
       "50%         1.000000\n",
       "75%         2.000000\n",
       "max        28.000000\n",
       "Name: CardioED, dtype: float64"
      ]
     },
     "execution_count": 84,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "hdf['CardioED'].describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 85,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array(['Doncaster & B', 'Nottingham', 'Frenchay', 'Leicester'],\n",
       "      dtype=object)"
      ]
     },
     "execution_count": 85,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df['Hospital'].unique()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 70,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "count    85.000000\n",
       "mean      2.082353\n",
       "std       1.187352\n",
       "min       1.000000\n",
       "25%       1.000000\n",
       "50%       2.000000\n",
       "75%       3.000000\n",
       "max       6.000000\n",
       "Name: CardioED, dtype: float64"
      ]
     },
     "execution_count": 70,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df['CardioED'].describe()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The four hospitals that are comparable to the one where Geen worked are Hexham, Solihull, Wansbeck, and Wycombe. The data for Solihull (for both CardioED and RespED) are anomalous:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 106,
   "metadata": {},
   "outputs": [],
   "source": [
    "import re\n",
    "regex = re.compile(r'(Hexham|Solihull|Wansbeck|Wycombe)')\n",
    "compdf = hdf[hdf['Hospital'].str.match(regex) == True]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 131,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Hospital</th>\n",
       "      <th>Admissions</th>\n",
       "      <th>AllCases</th>\n",
       "      <th>CardioED</th>\n",
       "      <th>CardioTot</th>\n",
       "      <th>HypoED</th>\n",
       "      <th>HypoTot</th>\n",
       "      <th>MonthNr</th>\n",
       "      <th>RespED</th>\n",
       "      <th>RespTot</th>\n",
       "      <th>Year</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Hexham</td>\n",
       "      <td>382.520408</td>\n",
       "      <td>2.724490</td>\n",
       "      <td>0.887755</td>\n",
       "      <td>0.887755</td>\n",
       "      <td>1.673469</td>\n",
       "      <td>1.673469</td>\n",
       "      <td>71.5</td>\n",
       "      <td>0.163265</td>\n",
       "      <td>0.163265</td>\n",
       "      <td>2005.410959</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Solihull</td>\n",
       "      <td>557.306818</td>\n",
       "      <td>0.301587</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.261905</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.039683</td>\n",
       "      <td>71.5</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>2005.410959</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Wansbeck</td>\n",
       "      <td>1706.285714</td>\n",
       "      <td>16.969388</td>\n",
       "      <td>5.010204</td>\n",
       "      <td>5.010204</td>\n",
       "      <td>10.918367</td>\n",
       "      <td>10.918367</td>\n",
       "      <td>71.5</td>\n",
       "      <td>1.040816</td>\n",
       "      <td>1.040816</td>\n",
       "      <td>2005.410959</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Wycombe</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.980392</td>\n",
       "      <td>0.568627</td>\n",
       "      <td>0.627451</td>\n",
       "      <td>0.039216</td>\n",
       "      <td>0.058824</td>\n",
       "      <td>71.5</td>\n",
       "      <td>0.235294</td>\n",
       "      <td>0.294118</td>\n",
       "      <td>2005.410959</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   Hospital   Admissions   AllCases  CardioED  CardioTot     HypoED  \\\n",
       "0    Hexham   382.520408   2.724490  0.887755   0.887755   1.673469   \n",
       "1  Solihull   557.306818   0.301587  0.000000   0.261905   0.000000   \n",
       "2  Wansbeck  1706.285714  16.969388  5.010204   5.010204  10.918367   \n",
       "3   Wycombe          NaN   0.980392  0.568627   0.627451   0.039216   \n",
       "\n",
       "     HypoTot  MonthNr    RespED   RespTot         Year  \n",
       "0   1.673469     71.5  0.163265  0.163265  2005.410959  \n",
       "1   0.039683     71.5  0.000000  0.000000  2005.410959  \n",
       "2  10.918367     71.5  1.040816  1.040816  2005.410959  \n",
       "3   0.058824     71.5  0.235294  0.294118  2005.410959  "
      ]
     },
     "execution_count": 131,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "compdf.pivot_table(index='Hospital').reset_index()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 153,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAZQAAAEWCAYAAABBvWFzAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDMuMC4yLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvOIA7rQAAH51JREFUeJzt3Xm4HFW57/HvLwkQIxggCWNIwhDxBAeQLYPDucziBCoqiM8hCB4e4CKO9wgPKvMVnPAi3MONgoAgMjjFATGAOIPsQCCJioQIJCYMIRAZlPG9f9TaSaXTQ+29V+/enfw+z1NPV621uuqtyk6/XbWqVykiMDMzG6wRnQ7AzMzWDk4oZmaWhROKmZll4YRiZmZZOKGYmVkWTihmZpaFE4p1HUkhaYdOx5GLpCMl/ba0/JSk7ToZ00CU/10kXSTpc2l+L0mLM633Ukln5YnYcnNCsbVW7Qf1INbzSknXSlomaYWkuyV9UtLIHHHWiogNI2JhhbiOlPRiSkDlaatUf7+kf0p6UtITkn4v6VhJDf/fS9pJ0i8kPZ7eM1vS2wewD8dGxJn9fZ91NycUsyYkbQ/cBiwCXhMRY4H3Az3ARgNYX+4k9IeUgMrTklL9uyJiI2AycA7wGeDiJuv7MTAL2BzYDDgR+EfmmG0t5YRibSFpF0l3pG/HV0v6bvlShaT/JWmppCWSjqpzWeMiSbPS+38laXKD7YyVdLmkRyU9IOmzkkZI+jfgImDP9K39iQHuyunA7yPikxGxFCAi7omIwyPiiRTDtZIeSmcvv5a0Uym+SyX9t6SfSXoa2FvSOEkzJf1D0h+B7Wv2qXws6u5ff3ciIlZExEzgUGC6pFfXtpE0HtgW+EZEPJem30VE+XLcf0paIGl52oet6m2v3qUpSZ+S9Ej6d/9wqfwWSR8pLWc5s7Sh54Ri2UlaH/gh8G1gU+Ba4JBS/YHAp4H9ganAfnVW8yHgTGA8MAe4ssHmvg6MBbYD/gdwBPDhiPgzcCyrvsFvPMDd2Q+4rkWb6yn2YzPgjjqxHg6cTXFG81vgQuBfwJbAUWlqpO7+9WsPSiLij8Bi4C11qh8DFgBXSHq3pM3LlZL2Ab4AfCDF/gDw3Yqb3oJiP7YGjgYulLTJgHbChi0nFGuHPYD1gK9FxPMRcR1we6n+A8C3ImJeRDwNnFZnHT+NiF9HxLPAKRRnGtuUG6TLR4cCJ0fEkxFxP/AV4D8y7ss4YGmzBhFxSdr+sxT78jpJY0tNfpS+6b8EPE+RXD8fEU9HxDzgsnrrrbh/e6S+jr7pvgr7tIQi0dfuRwB7A33bWZrOuKamJh8CLomIO9K+nkzx7zKlwjafB85Ifw8/A54CdqzwPusiTijWDlsBf4/VRx59oKZ+UYO6PivrI+IpYHl6X9l4YP2a9z9A8S24JUlvKXVkz2/Q7DGKb+ON1jFS0jmS7pP0D4oP477Y1tgXYAIwitb737eOVvt3a0RsXJpWu3zWwNYUx3MNEbE4Ik5I65kMPA1cnqq3KseS/l0eo9rxfiwiXigtPwNsWOF91kWcUKwdlgJbS1KpbFJN/TYN6vqsrJe0IcU36iU1bZZRfPMt969MAv6e5psOpR0Rvyl1ZO/UoNmNlC7X1XE4cDDFpbGxwJS+sMubKs0/CrxA6/2H1vvXb5LeQJEAWvZRRMQiistzff0tS8qxSHo5xRncgONJngbGlJa3GOT6rEOcUKwd/kDxoXmipFGS3gvsVqq/BjhS0jRJY4BT66zj7ZLenPpjzgRuSx9wK0XEi2ldZ0vaKHXcfxK4IjV5GJiY1jFQpwJvlPQlSVsASNpB0hWSNqboF3mW4pv6GOB/N1tZivn7wGmSxkiaBkxv0rbZ/lUm6RWS3knR53FFRMyt02YTSaen/RuROumPAm5NTb4DfFjSzpI2SPt6W7oUNxhzgPem47EDRR+LdSEnFMsuIp4D3gscCTxO0Q/w/VL99cDXgJspOoFvrrOa71B8mC8HdqW4fl/PRym+4S6k+Nb9HeCSVHczMB94SNKyAe7LfcCeFGce8yWtAL4H9AJPUlwOeoDiW/qfWPXh28wJFJd7HgIuBb7VpG2z/YNVd7GVpzeU6n8s6UmKS2ynAF+lcaf+c2k/b6S4VXgeRbI8EiAibgI+R7H/SynuTjuswv62cl7a9sMU/UmNbsCwYU5+wJYNBUmXAosj4rMN6gOYGhELWrU1s+HJZyhmZpaFE4qZmWXhS15mZpaFz1DMzCyLUZ0OYCiNHz8+pkyZ0ukwzMy6yuzZs5dFxIRW7daphDJlyhR6e3s7HYaZWVeR1Gg0h9X4kpeZmWXhhGJmZlk4oZiZWRZOKGZmloUTipmZZeGEYmZmWTihmJlZFk4oZmaWhROKmZll4YRiZmZZOKGYmVkWTihmZpaFE4qZmWXhhGJmZlk4oZiZWRZOKGZmloUTipmZZeGEYmZmWTihmJlZFk4oZmaWhROKmZll4YRiZmZZOKGYmVkWTihmZpaFE4qZmWXR0YQi6UBJ90haIOmkOvUbSLo61d8maUpN/SRJT0n69FDFbGZm9XUsoUgaCVwIvA2YBnxQ0rSaZkcDj0fEDsB5wLk19ecB17c7VjMza62TZyi7AQsiYmFEPAd8Fzi4ps3BwGVp/jpgX0kCkPRuYCEwf4jiNTOzJjqZULYGFpWWF6eyum0i4gVgBTBO0suBzwCnt9qIpGMk9UrqffTRR7MEbmZma+pkQlGdsqjY5nTgvIh4qtVGImJGRPRERM+ECRMGEKaZmVUxqoPbXgxsU1qeCCxp0GaxpFHAWGA5sDvwPklfBDYGXpL0r4i4oP1hm5lZPZ1MKLcDUyVtC/wdOAw4vKbNTGA68AfgfcDNERHAW/oaSDoNeMrJxMysszqWUCLiBUknADcAI4FLImK+pDOA3oiYCVwMfFvSAoozk8M6Fa+ZmTWn4gv/uqGnpyd6e3s7HYaZWVeRNDsielq18y/lzcwsCycUMzPLwgnFzMyycEIxM7MsnFDMzCwLJxQzM8vCCcXMzLJwQjEzsyycUMzMLAsnFDMzy8IJxczMsnBCMTOzLJxQzMwsCycUMzPLwgnFzMyycEIxM7MsnFDMzCwLJxQzM8vCCcXMzLJwQjEzsyycUMzMLAsnFDMzy8IJxczMsnBCMTOzLJxQzMwsCycUMzPLwgnFzMyycEIxM7MsnFDMzCwLJxQzM8uiowlF0oGS7pG0QNJJdeo3kHR1qr9N0pRUvr+k2ZLmptd9hjp2MzNbXcuEIml7SRuk+b0knShp48FuWNJI4ELgbcA04IOSptU0Oxp4PCJ2AM4Dzk3ly4B3RcRrgOnAtwcbj5mZDU6VM5TvAS9K2gG4GNgW+E6Gbe8GLIiIhRHxHPBd4OCaNgcDl6X564B9JSki7oyIJal8PjC6L+mZmVlnVEkoL0XEC8B7gK9FxCeALTNse2tgUWl5cSqr2ybFsAIYV9PmEODOiHg2Q0xmZjZAoyq0eV7SBykuLb0rla2XYduqUxb9aSNpJ4rLYAc03Ih0DHAMwKRJk/ofpZmZVVLlDOXDwJ7A2RHxN0nbAldk2PZiYJvS8kRgSaM2kkYBY4HlaXki8APgiIi4r9FGImJGRPRERM+ECRMyhG1mZvW0TCgR8SfgM8AdaflvEXFOhm3fDkyVtK2k9YHDgJk1bWZSnBkBvA+4OSIi3RTwU+DkiPhdhljMzGyQqtzl9S5gDvDztLyzpNoP/n5LfSInADcAfwauiYj5ks6QdFBqdjEwTtIC4JNA363FJwA7AJ+TNCdNmw02JjMzGzhF1HZb1DSQZgP7ALdExC6pbG66Zber9PT0RG9vb6fDMDPrKpJmR0RPq3ZV+lBeiIgVNWXNs5CZma1zqtzlNU/S4cBISVOBE4HftzcsMzPrNlXOUD4K7AQ8C1wF/AP4eDuDMjOz7tPyDCUingFOSZOZmVldDROKpB/TpK8kIg5qVGdmZuueZmcoXx6yKMzMrOs1TCgR8auhDMTMzLpbs0te10TEByTNpc6lr4h4bVsjMzOzrtLsktfH0us7hyIQMzPrbg1vG46IpWn2+Ih4oDwBxw9NeGZm1i2q/A5l/zplb8sdiJmZdbdmfSjHUZyJbCfp7lLVRoBH+DUzs9U060P5DnA98AVWjfIL8GRELG9rVGZm1nWa3Ta8guKRux+UNBLYPLXfUNKGEfHgEMVoZmZdoOXQK5JOAE4DHgZeSsUB+LZhMzNbqcpowx8HdoyIx9odjJmZda8qd3ktorj0ZWZm1lCVM5SFwC2SfkoxhD0AEfHVtkVlZmZdp0pCeTBN66fJzMxsDVWeh3L6UARiZmbdrcpdXhOA/6J4auPovvKI2KeNcZmZWZep0il/JfAXYFvgdOB+4PY2xmRmZl2oSkIZFxEXA89HxK8i4ihgjzbHZWZmXaZKp/zz6XWppHcAS4CJ7QvJzMy6UZWEcpakscCngK8DrwA+0daozMys61S5y+snaXYFsHd7wzEzs25V5S6vb1H/EcBHtSUiMzPrSlUuef2kND8aeA9FP4qZmdlKVS55fa+8LOkq4Ma2RWRmZl2pym3DtaYCk3IHYmZm3a1KH8qTFH0oSq8PAZ9pc1xmZtZlWp6hRMRGEfGK0usray+DDZSkAyXdI2mBpJPq1G8g6epUf5ukKaW6k1P5PZLeOpDtX3klTJkCI0YUr1deOdA9yb/+/ry3SttmbQZSV698oGXHH199efz4YmpV1595CUaNKl4HU1albqCvI0YUrxKMHNn/NvXqWpWVp8HWD7Rtu7ZR9RhUOY79+TfK/drfv8NmZVk+ByOi4QS8DPgI8NU0HQ6s3+w9VSdgJHAfsB3FKMZ3AdNq2hwPXJTmDwOuTvPTUvsNKIaEuQ8Y2Wqbu+66a/S54oqIMWMiYNU0ZkxRnsNg1t+f91Zp26zNQOqOO27N8vXWi1h//YGVefLkafhM9T5rgN6ICp/rDSvgNRTjdl0GnAh8LM3fDmwMnFVlA03WvydwQ2n5ZODkmjY3AHum+VHAMopLb6u1LbdrNpUTyuTJ9Q/m5MmtP/CrGMz6+/PeKm2btRlI3ciRnf+j9+TJU/um2s+aqgmlWR/K+cB/RsSscqGk/YB5wPzW5z9NbU3xNMg+i4HdG7WJiBckrQDGpfJba967db2NSDoGOAZg0qRV9xI8+GD9oBqV99dg1t+f91ZpO5BYmtW9+GLjOjPrfgP9HGzWh7JlbTIBiIgbKcb3es/ANrmS6pRFxTZV3lsURsyIiJ6I6JkwYcLK8kkN7lNrVN5fg1l/f95bpW2zNgOpGzmyfrmZrR0G+jnYLKGMkLRBbaGk0RQjDz8zsE2utBjYprQ8kTV/MLmyjaRRwFhgecX3NnX22TBmzOplY8YU5TkMZv39eW+Vts3aDKTumGPWLF9vPVh//YGVmdnwMajPwUbXwoDPUvxKfkqpbAowE/hcletpzSaKPpGFFJ3qfZ3yO9W0+Z+s3il/TZrfidU75RfSz075iKLjafLkCKl4zdUhn2P9/XlvlbbN2gykrl75QMuOO6768rhxxdSqrj/zsKpfaDBlVeoG+iqtur49YkT/29Sra1VWngZbP9C27dpG1WNQ5Tj2598o92t//w6blTX7/KBiH4qKtvVJOoHiaY1930efBr4cEV8fYP6qXf/bga9R3PF1SUScLemMFPzMdDb0bWAXijOTwyJiYXrvKcBRwAvAxyPi+lbb6+npid7e3hyhm5mtMyTNjoielu2aJZTSyjYCiIgnM8TWMU4oZmb9VzWhVBkcsusTiZmZtd9AxvIyMzNbgxOKmZll0TKhSBoj6XOSvpGWp0p6Z/tDMzOzblLlDOVbwLMUQ6VA8RuQs9oWkZmZdaUqCWX7iPgixa/jiYh/Uv+X6mZmtg6rklCek/Qy0tAmkranOGMxMzNbqcptw6cCPwe2kXQl8CbgyHYGZWZm3afKM+VnSboD2IPiUtfHImJZ2yMzM7Ou0jChSHp9TdHS9DpJ0qSIuKN9YZmZWbdpdobylSZ1AeyTORYzM+tiDRNKROw9lIGYmVl3a9mHkkb8PR54M8WZyW8ohpT/V5tjMzOzLlLlLq/LgSeBviHrP0gxpPz72xWUmZl1nyoJZceIeF1p+ZeS7mpXQGZm1p2q/LDxTkl79C1I2h34XftCMjOzblTlDGV34AhJD6blScCfJc0FIiJe27bozMysa1RJKAe2PQozM+t6VX4p/4CkTYBtyu39w0YzMyurctvwmRRjd91HGiAS/7DRzMxqVLnk9QGKIeyfa3cwZmbWvarc5TUP2LjdgZiZWXercobyBYpbh+dReg5KRBzUtqjMzKzrVEkolwHnAnOBl9objpmZdasqCWVZRJzf9kjMzKyrVUkosyV9AZjJ6pe8fNuwmZmtVCWh7JJe9yiV+bZhMzNbTZUfNvq5KGZm1lKVMxQkvQPYCRjdVxYRZ7QrKDMz6z4tf4ci6SLgUOCjgCiegzK5zXGZmVmXqfLDxjdGxBHA4xFxOrAnxbheAyZpU0mzJN2bXjdp0G56anOvpOmpbIykn0r6i6T5ks4ZTCxmZpZHlYTyz/T6jKStgOeBbQe53ZOAmyJiKnBTWl6NpE2BUymGz98NOLWUeL4cEa+iuGHgTZLeNsh4zMxskKoklJ9I2hj4EnAHcD9w1SC3ezDFDyZJr++u0+atwKyIWB4RjwOzgAMj4pmI+CVAGl/sDmDiIOMxM7NBqnKX15lp9nuSfgKMjogVg9zu5hGxNK1/qaTN6rTZGlhUWl6cylZKie5dwP8ZZDxmZjZIDROKpDcAiyLiobR8BHAI8ICk0yJiebMVS7oR2KJO1SkVY1OdslhZKY2iOFM6PyIWNonjGOAYgEmTJlXctJmZ9VezS17/D3gOQNK/A+cAlwMrgBmtVhwR+0XEq+tMPwIelrRlWveWwCN1VrGY1Tv/JwJLSsszgHsj4mst4pgRET0R0TNhwoRWYZuZ2QA1SygjS2chhwIzIuJ7EfE5YIdBbncmMD3NTwd+VKfNDcABkjZJnfEHpDIknQWMBT4+yDjMzCyTpgklXVYC2Be4uVRX6QeRTZwD7C/pXmD/tIykHknfBEjJ7Ezg9jSdERHLJU2kuGw2DbhD0hxJHxlkPGZmNkjNEsNVwK8kLaO4dfg3AJJ2oLjsNWAR8RhFkqot7wU+Ulq+BLikps1i6vevmJlZBzVMKBFxtqSbgC2BX0REX4f4CIpfzZuZma3U9NJVRNxap+yv7QvHzMy6VZUfNpqZmbXkhGJmZlk4oZiZWRZOKGZmloUTipmZZeGEYmZmWTihmJlZFk4oZmaWhROKmZll4YRiZmZZOKGYmVkWTihmZpaFE4qZmWXhhGJmZlk4oZiZWRZOKGZmloUTipmZZeGEYmZmWTihmJlZFk4oZmaWhROKmZll4YRiZmZZOKGYmVkWTihmZpaFE4qZmWXhhGJmZlk4oZiZWRZOKGZmloUTipmZZdGRhCJpU0mzJN2bXjdp0G56anOvpOl16mdKmtf+iM3MrJVOnaGcBNwUEVOBm9LyaiRtCpwK7A7sBpxaTjyS3gs8NTThmplZK51KKAcDl6X5y4B312nzVmBWRCyPiMeBWcCBAJI2BD4JnDUEsZqZWQWdSiibR8RSgPS6WZ02WwOLSsuLUxnAmcBXgGdabUjSMZJ6JfU++uijg4vazMwaGtWuFUu6EdiiTtUpVVdRpywk7QzsEBGfkDSl1UoiYgYwA6CnpycqbtvMzPqpbQklIvZrVCfpYUlbRsRSSVsCj9RpthjYq7Q8EbgF2BPYVdL9FPFvJumWiNgLMzPrmE5d8poJ9N21NR34UZ02NwAHSNokdcYfANwQEf8dEVtFxBTgzcBfnUzMzDqvUwnlHGB/SfcC+6dlJPVI+iZARCyn6Cu5PU1npDIzMxuGFLHudCv09PREb29vp8MwM+sqkmZHRE+rdv6lvJmZZeGEYmZmWTihmJlZFk4oZmaWhROKmZll4YRiZmZZOKGYmVkWTihmZpaFE4qZmWXhhGJmZlk4oZiZWRZOKGZmloUTipmZZeGEYmZmWTihmJlZFk4oZmaWhROKmZll4YRiZmZZOKGYmVkWTihmZpaFE4qZmWXhhGJmZlk4oZiZWRZOKGZmloUiotMxDBlJjwIPpMXxwLIOhjNQ3Rh3N8YM3Rl3N8YM3Rl3N8YMA4t7ckRMaNVonUooZZJ6I6Kn03H0VzfG3Y0xQ3fG3Y0xQ3fG3Y0xQ3vj9iUvMzPLwgnFzMyyWJcTyoxOBzBA3Rh3N8YM3Rl3N8YM3Rl3N8YMbYx7ne1DMTOzvNblMxQzM8vICcXMzLJYZxKKpC9J+oukuyX9QNLGDdrdL2mupDmSeoc6zjrxVI37QEn3SFog6aShjrMmlvdLmi/pJUkNb08chse6atzD6VhvKmmWpHvT6yYN2r2YjvMcSTOHOs5SHE2PnaQNJF2d6m+TNGXoo1wjplYxHynp0dLx/Ugn4qyJ6RJJj0ia16Beks5P+3S3pNdn2XBErBMTcAAwKs2fC5zboN39wPhOx9ufuIGRwH3AdsD6wF3AtA7G/G/AjsAtQE+TdsPtWLeMexge6y8CJ6X5k5r8XT81DI5vy2MHHA9clOYPA67ugpiPBC7o9PGtienfgdcD8xrUvx24HhCwB3Bbju2uM2coEfGLiHghLd4KTOxkPFVVjHs3YEFELIyI54DvAgcPVYy1IuLPEXFPp7Y/UBXjHlbHOm37sjR/GfDuDsbSSpVjV96f64B9JWkIY6w13P69K4mIXwPLmzQ5GLg8CrcCG0vacrDbXWcSSo2jKLJzPQH8QtJsSccMYUxVNIp7a2BRaXlxKhvuhvOxbmS4HevNI2IpQHrdrEG70ZJ6Jd0qqVNJp8qxW9kmfZFaAYwbkujqq/rvfUi6dHSdpG2GJrRBacvf8ajBrmA4kXQjsEWdqlMi4kepzSnAC8CVDVbzpohYImkzYJakv6Rs3zYZ4q73Da6t94NXibmCYXmsW62iTlnHjnU/VjMpHevtgJslzY2I+/JEWFmVYzfkx7eFKvH8GLgqIp6VdCzFGdY+bY9scNpynNeqhBIR+zWrlzQdeCewb6QLiXXWsSS9PiLpBxSnvG39kMsQ92Kg/K1oIrAkX4RrahVzxXUMu2NdwbA61pIelrRlRCxNlyweabCOvmO9UNItwC4UfQNDqcqx62uzWNIoYCzNL920W8uYI+Kx0uI3KPo6h7u2/B2vM5e8JB0IfAY4KCKeadDm5ZI26pun6BCve5fEUKkSN3A7MFXStpLWp+jM7NidPFUMx2Nd0XA71jOB6Wl+OrDGWZakTSRtkObHA28C/jRkEa5S5diV9+d9wM2NvvwNkZYx1/Q9HAT8eQjjG6iZwBHpbq89gBV9l04HpdN3IwzVBCyguGY4J019d5JsBfwszW9HcRfHXcB8issgwz7uWHXXxl8pvnV2NG7gPRTfgJ4FHgZu6JJj3TLuYXisxwE3Afem101TeQ/wzTT/RmBuOtZzgaM7GO8axw44g+ILE8Bo4Nr0d/9HYLth8HfRKuYvpL/hu4BfAq8aBjFfBSwFnk9/00cDxwLHpnoBF6Z9mkuTuzH7M3noFTMzy2KdueRlZmbt5YRiZmZZOKGYmVkWTihmZpaFE4qZmWXhhGJdR9K40siuD0n6e5p/QtKQ/r5C0s6S3l5aPmigIxCn0ZfH1ykfK+lySfel6cpGowoPRrN9kXSapE/n3qatXZxQrOtExGMRsXNE7AxcBJyX5ncGXsq9vfSL7UZ2pvidQl9sMyPinMwhXAwsjIjtI2J7it9oXJp5GzA0+2JrMScUW9uMlPQNFc81+YWklwFI2l7Sz9NAlL+R9KpUPlnSTWlgv5skTUrll0r6qqRfAuemX/ZfIul2SXdKOjj9cvoM4NB0hnSoimdjXJDWsbmKZ9jclaY3pvIfpjjmtxoUU9IOwK7AmaXiM4DXSdpR0l6SflJqf4GkI9P851O88yTNkIpReyXdIulcSX+U9FdJb2m1LzUxNTqW70/buktSW4fQseHJCcXWNlOBCyNiJ+AJ4JBUPgP4aETsCnwa+L+p/AKKYbxfSzHw5vmldb0S2C8iPkUxEOPNEfEGYG/gS8B6wOcpntmxc0RcXRPL+cCvIuJ1FM+mmJ/Kj0px9AAnSmo2mu40YE5EvNhXkObvpHh+SzMXRMQbIuLVwMsoxoPrMyoidgM+DpwaxdDszfalrNGx/Dzw1rS/B7WIzdZCa9XgkGbA3yJiTpqfDUyRtCHF8CPXatWjNTZIr3sC703z36Z4YFWfa0sf5AcAB5X6EUYDk1rEsg9wBKxMAitS+YmS3pPmt6FIgo+t+XagGCKj3nAWVZ4Rsrek/wLGAJtSJLQfp7rvp9fZwJQK6yo22vxY/g64VNI1pfXbOsQJxdY2z5bmX6T4Zj4CeCL1s7RS/vB+ujQv4JCoeQCXpN37E5ykvYD9gD0j4hkVI/+ObvKW+cAukkZExEtpHSOA1wJ3UCS18pWG0anNaIozh56IWCTptJrt9B2nF+nf50DDYxkRx6bj8Q5gjqSdY/WReG0t50tettaLiH8Af5P0flj5PO3XperfU4wgC/Ah4LcNVnMD8NFSP8QuqfxJYKMG77kJOC61HynpFRTDsT+eksmrKB6/2iz2BRSXtz5bKv4scFNEPAg8AExT8Sz2scC+qU1f8liWzire12w7FfalL56Gx1LS9hFxW0R8HljG6sOj2zrACcXWFR8CjpbUN7px32NcTwQ+LOlu4D+AjzV4/5kUfSZ3S5rHqk7yX1J8oM+RdGjNez5GcdlpLsWlpZ2AnwOj0vbOpHiscytHUQyhvkDSoxRJ6FiAiFgEXAPcTdEHdGcqf4Li2RxzgR9SDMPeSrN9KWt0LL8kaW46Pr+mGH3X1iEebdisi0jaEfgZRaf4zzodj1mZE4qZmWXhS15mZpaFE4qZmWXhhGJmZlk4oZiZWRZOKGZmloUTipmZZfH/AcQHL2VgF3btAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import statsmodels.api as sm\n",
    "from matplotlib import pyplot as plt\n",
    "\n",
    "for hospital in compdf['Hospital'].unique():\n",
    "    data = compdf[(compdf['Hospital'] == hospital)].CardioED.values.flatten()\n",
    "    \n",
    "    fig = sm.qqplot(data, line='s')\n",
    "    h = plt.title(f'qqplot - CardioED {hospital}')\n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 154,
   "metadata": {},
   "outputs": [],
   "source": [
    "regex = re.compile(r'(Hexham|Wansbeck|Wycombe)')\n",
    "compdf = hdf[hdf['Hospital'].str.match(regex) == True]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "After accounting for the discrepancies in the data, we can calculate that respiratory events without accompanying cardiac events happen, on average, roughly a little under 5 times as often as cardiac events (4.669 CardioED admissions on average per RespED admission)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 171,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "4.6692307692307695"
      ]
     },
     "execution_count": 171,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "mean_cardio = compdf['CardioED'].mean()\n",
    "mean_resp = compdf['RespED'].mean()\n",
    "mean_cardio/mean_resp"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 185,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:1: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "  \"\"\"Entry point for launching an IPython kernel.\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th>CardioTot</th>\n",
       "      <th>CardioED</th>\n",
       "      <th>HypoTot</th>\n",
       "      <th>HypoED</th>\n",
       "      <th>RespTot</th>\n",
       "      <th>RespED</th>\n",
       "      <th>Admissions</th>\n",
       "      <th>AllCases</th>\n",
       "      <th>MonthNr</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Year</th>\n",
       "      <th>Month</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th rowspan=\"9\" valign=\"top\">2003</th>\n",
       "      <th>Apr</th>\n",
       "      <td>3.5</td>\n",
       "      <td>3.5</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>739.0</td>\n",
       "      <td>5.5</td>\n",
       "      <td>40</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Aug</th>\n",
       "      <td>1.5</td>\n",
       "      <td>1.5</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.5</td>\n",
       "      <td>0.5</td>\n",
       "      <td>792.5</td>\n",
       "      <td>4.0</td>\n",
       "      <td>44</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Dec</th>\n",
       "      <td>3.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>1.5</td>\n",
       "      <td>1.5</td>\n",
       "      <td>865.5</td>\n",
       "      <td>9.5</td>\n",
       "      <td>48</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Jul</th>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>4.5</td>\n",
       "      <td>4.5</td>\n",
       "      <td>0.5</td>\n",
       "      <td>0.5</td>\n",
       "      <td>843.5</td>\n",
       "      <td>6.0</td>\n",
       "      <td>43</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Jun</th>\n",
       "      <td>2.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>5.5</td>\n",
       "      <td>5.5</td>\n",
       "      <td>0.5</td>\n",
       "      <td>0.5</td>\n",
       "      <td>819.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>42</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>May</th>\n",
       "      <td>1.5</td>\n",
       "      <td>1.5</td>\n",
       "      <td>2.5</td>\n",
       "      <td>2.5</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>793.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>41</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Nov</th>\n",
       "      <td>1.5</td>\n",
       "      <td>1.5</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>0.5</td>\n",
       "      <td>0.5</td>\n",
       "      <td>771.5</td>\n",
       "      <td>5.0</td>\n",
       "      <td>47</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Oct</th>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2.5</td>\n",
       "      <td>2.5</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>813.5</td>\n",
       "      <td>3.5</td>\n",
       "      <td>46</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Sep</th>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>782.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>45</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"12\" valign=\"top\">2004</th>\n",
       "      <th>Apr</th>\n",
       "      <td>4.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>1.5</td>\n",
       "      <td>1.5</td>\n",
       "      <td>828.5</td>\n",
       "      <td>9.5</td>\n",
       "      <td>52</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Aug</th>\n",
       "      <td>3.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.5</td>\n",
       "      <td>3.5</td>\n",
       "      <td>2.5</td>\n",
       "      <td>2.5</td>\n",
       "      <td>837.5</td>\n",
       "      <td>9.0</td>\n",
       "      <td>56</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Dec</th>\n",
       "      <td>3.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.5</td>\n",
       "      <td>3.5</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>972.0</td>\n",
       "      <td>6.5</td>\n",
       "      <td>60</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Feb</th>\n",
       "      <td>1.5</td>\n",
       "      <td>1.5</td>\n",
       "      <td>3.5</td>\n",
       "      <td>3.5</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>757.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>50</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Jan</th>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>3.5</td>\n",
       "      <td>3.5</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>846.0</td>\n",
       "      <td>4.5</td>\n",
       "      <td>49</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Jul</th>\n",
       "      <td>2.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>864.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>55</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Jun</th>\n",
       "      <td>4.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>885.5</td>\n",
       "      <td>9.0</td>\n",
       "      <td>54</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Mar</th>\n",
       "      <td>4.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>3.5</td>\n",
       "      <td>3.5</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>855.5</td>\n",
       "      <td>7.5</td>\n",
       "      <td>51</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>May</th>\n",
       "      <td>2.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>0.5</td>\n",
       "      <td>0.5</td>\n",
       "      <td>863.0</td>\n",
       "      <td>7.5</td>\n",
       "      <td>53</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Nov</th>\n",
       "      <td>3.5</td>\n",
       "      <td>3.5</td>\n",
       "      <td>2.5</td>\n",
       "      <td>2.5</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>823.5</td>\n",
       "      <td>6.0</td>\n",
       "      <td>59</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Oct</th>\n",
       "      <td>5.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>0.5</td>\n",
       "      <td>0.5</td>\n",
       "      <td>0.5</td>\n",
       "      <td>0.5</td>\n",
       "      <td>871.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>58</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Sep</th>\n",
       "      <td>2.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>3.5</td>\n",
       "      <td>3.5</td>\n",
       "      <td>0.5</td>\n",
       "      <td>0.5</td>\n",
       "      <td>853.5</td>\n",
       "      <td>6.0</td>\n",
       "      <td>57</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"9\" valign=\"top\">2005</th>\n",
       "      <th>Apr</th>\n",
       "      <td>5.5</td>\n",
       "      <td>5.5</td>\n",
       "      <td>8.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1015.5</td>\n",
       "      <td>14.5</td>\n",
       "      <td>64</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Aug</th>\n",
       "      <td>4.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>5.5</td>\n",
       "      <td>5.5</td>\n",
       "      <td>0.5</td>\n",
       "      <td>0.5</td>\n",
       "      <td>1109.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>68</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Dec</th>\n",
       "      <td>3.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1080.5</td>\n",
       "      <td>14.0</td>\n",
       "      <td>72</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Feb</th>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>3.5</td>\n",
       "      <td>3.5</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>893.0</td>\n",
       "      <td>4.5</td>\n",
       "      <td>62</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Jan</th>\n",
       "      <td>2.5</td>\n",
       "      <td>2.5</td>\n",
       "      <td>3.5</td>\n",
       "      <td>3.5</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>972.5</td>\n",
       "      <td>6.0</td>\n",
       "      <td>61</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Jul</th>\n",
       "      <td>3.5</td>\n",
       "      <td>3.5</td>\n",
       "      <td>5.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1115.5</td>\n",
       "      <td>8.5</td>\n",
       "      <td>67</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Jun</th>\n",
       "      <td>1.5</td>\n",
       "      <td>1.5</td>\n",
       "      <td>9.0</td>\n",
       "      <td>9.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>1133.0</td>\n",
       "      <td>12.5</td>\n",
       "      <td>66</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Mar</th>\n",
       "      <td>2.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>0.5</td>\n",
       "      <td>0.5</td>\n",
       "      <td>990.0</td>\n",
       "      <td>5.5</td>\n",
       "      <td>63</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>May</th>\n",
       "      <td>2.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1039.5</td>\n",
       "      <td>9.0</td>\n",
       "      <td>65</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2008</th>\n",
       "      <th>Sep</th>\n",
       "      <td>3.5</td>\n",
       "      <td>3.5</td>\n",
       "      <td>2.5</td>\n",
       "      <td>2.5</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1107.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>105</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"12\" valign=\"top\">2009</th>\n",
       "      <th>Apr</th>\n",
       "      <td>1.5</td>\n",
       "      <td>1.5</td>\n",
       "      <td>7.5</td>\n",
       "      <td>7.5</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1143.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>112</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Aug</th>\n",
       "      <td>0.5</td>\n",
       "      <td>0.5</td>\n",
       "      <td>10.5</td>\n",
       "      <td>10.5</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1083.5</td>\n",
       "      <td>11.0</td>\n",
       "      <td>116</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Dec</th>\n",
       "      <td>5.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>6.5</td>\n",
       "      <td>6.5</td>\n",
       "      <td>0.5</td>\n",
       "      <td>0.5</td>\n",
       "      <td>1150.0</td>\n",
       "      <td>12.0</td>\n",
       "      <td>120</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Feb</th>\n",
       "      <td>2.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>8.5</td>\n",
       "      <td>8.5</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1087.0</td>\n",
       "      <td>11.5</td>\n",
       "      <td>110</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Jan</th>\n",
       "      <td>4.5</td>\n",
       "      <td>4.5</td>\n",
       "      <td>7.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>1103.0</td>\n",
       "      <td>13.5</td>\n",
       "      <td>109</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Jul</th>\n",
       "      <td>1.5</td>\n",
       "      <td>1.5</td>\n",
       "      <td>10.5</td>\n",
       "      <td>10.5</td>\n",
       "      <td>0.5</td>\n",
       "      <td>0.5</td>\n",
       "      <td>1153.0</td>\n",
       "      <td>12.5</td>\n",
       "      <td>115</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Jun</th>\n",
       "      <td>3.5</td>\n",
       "      <td>3.5</td>\n",
       "      <td>8.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>0.5</td>\n",
       "      <td>0.5</td>\n",
       "      <td>1108.5</td>\n",
       "      <td>12.0</td>\n",
       "      <td>114</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Mar</th>\n",
       "      <td>1.5</td>\n",
       "      <td>1.5</td>\n",
       "      <td>13.0</td>\n",
       "      <td>13.0</td>\n",
       "      <td>0.5</td>\n",
       "      <td>0.5</td>\n",
       "      <td>1175.5</td>\n",
       "      <td>15.0</td>\n",
       "      <td>111</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>May</th>\n",
       "      <td>2.5</td>\n",
       "      <td>2.5</td>\n",
       "      <td>6.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>1120.0</td>\n",
       "      <td>10.5</td>\n",
       "      <td>113</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Nov</th>\n",
       "      <td>3.5</td>\n",
       "      <td>3.5</td>\n",
       "      <td>6.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1067.5</td>\n",
       "      <td>9.5</td>\n",
       "      <td>119</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Oct</th>\n",
       "      <td>6.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>1.5</td>\n",
       "      <td>1.5</td>\n",
       "      <td>1189.5</td>\n",
       "      <td>15.5</td>\n",
       "      <td>118</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Sep</th>\n",
       "      <td>3.5</td>\n",
       "      <td>3.5</td>\n",
       "      <td>8.5</td>\n",
       "      <td>8.5</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1177.5</td>\n",
       "      <td>12.0</td>\n",
       "      <td>117</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"12\" valign=\"top\">2010</th>\n",
       "      <th>Apr</th>\n",
       "      <td>5.5</td>\n",
       "      <td>5.5</td>\n",
       "      <td>9.0</td>\n",
       "      <td>9.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1158.5</td>\n",
       "      <td>15.5</td>\n",
       "      <td>124</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Aug</th>\n",
       "      <td>2.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>9.5</td>\n",
       "      <td>9.5</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1212.0</td>\n",
       "      <td>11.5</td>\n",
       "      <td>128</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Dec</th>\n",
       "      <td>3.5</td>\n",
       "      <td>3.5</td>\n",
       "      <td>6.5</td>\n",
       "      <td>6.5</td>\n",
       "      <td>0.5</td>\n",
       "      <td>0.5</td>\n",
       "      <td>1251.5</td>\n",
       "      <td>10.5</td>\n",
       "      <td>132</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Feb</th>\n",
       "      <td>2.5</td>\n",
       "      <td>2.5</td>\n",
       "      <td>8.5</td>\n",
       "      <td>8.5</td>\n",
       "      <td>0.5</td>\n",
       "      <td>0.5</td>\n",
       "      <td>1073.0</td>\n",
       "      <td>11.5</td>\n",
       "      <td>122</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Jan</th>\n",
       "      <td>7.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>10.5</td>\n",
       "      <td>10.5</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1074.0</td>\n",
       "      <td>17.5</td>\n",
       "      <td>121</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Jul</th>\n",
       "      <td>5.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>9.5</td>\n",
       "      <td>9.5</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1190.0</td>\n",
       "      <td>14.5</td>\n",
       "      <td>127</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Jun</th>\n",
       "      <td>4.5</td>\n",
       "      <td>4.5</td>\n",
       "      <td>11.0</td>\n",
       "      <td>11.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1213.0</td>\n",
       "      <td>15.5</td>\n",
       "      <td>126</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Mar</th>\n",
       "      <td>2.5</td>\n",
       "      <td>2.5</td>\n",
       "      <td>8.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1229.5</td>\n",
       "      <td>11.5</td>\n",
       "      <td>123</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>May</th>\n",
       "      <td>5.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>7.5</td>\n",
       "      <td>7.5</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1203.5</td>\n",
       "      <td>12.5</td>\n",
       "      <td>125</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Nov</th>\n",
       "      <td>6.5</td>\n",
       "      <td>6.5</td>\n",
       "      <td>7.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>0.5</td>\n",
       "      <td>0.5</td>\n",
       "      <td>1186.0</td>\n",
       "      <td>14.0</td>\n",
       "      <td>131</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Oct</th>\n",
       "      <td>4.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1267.5</td>\n",
       "      <td>14.0</td>\n",
       "      <td>130</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Sep</th>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>5.5</td>\n",
       "      <td>5.5</td>\n",
       "      <td>0.5</td>\n",
       "      <td>0.5</td>\n",
       "      <td>1226.5</td>\n",
       "      <td>7.0</td>\n",
       "      <td>129</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"5\" valign=\"top\">2011</th>\n",
       "      <th>Apr</th>\n",
       "      <td>3.5</td>\n",
       "      <td>3.5</td>\n",
       "      <td>14.5</td>\n",
       "      <td>14.5</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1151.0</td>\n",
       "      <td>19.0</td>\n",
       "      <td>136</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Feb</th>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>11.0</td>\n",
       "      <td>11.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1136.0</td>\n",
       "      <td>12.0</td>\n",
       "      <td>134</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Jan</th>\n",
       "      <td>3.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>9.5</td>\n",
       "      <td>9.5</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>1224.0</td>\n",
       "      <td>14.5</td>\n",
       "      <td>133</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Mar</th>\n",
       "      <td>3.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>14.0</td>\n",
       "      <td>14.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1246.5</td>\n",
       "      <td>18.0</td>\n",
       "      <td>135</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>May</th>\n",
       "      <td>7.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>12.5</td>\n",
       "      <td>12.5</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1189.5</td>\n",
       "      <td>19.5</td>\n",
       "      <td>137</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>98 rows × 9 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "            CardioTot  CardioED  HypoTot  HypoED  RespTot  RespED  Admissions  \\\n",
       "Year Month                                                                      \n",
       "2003 Apr          3.5       3.5      2.0     2.0      0.0     0.0       739.0   \n",
       "     Aug          1.5       1.5      2.0     2.0      0.5     0.5       792.5   \n",
       "     Dec          3.0       3.0      5.0     5.0      1.5     1.5       865.5   \n",
       "     Jul          1.0       1.0      4.5     4.5      0.5     0.5       843.5   \n",
       "     Jun          2.0       2.0      5.5     5.5      0.5     0.5       819.0   \n",
       "     May          1.5       1.5      2.5     2.5      0.0     0.0       793.0   \n",
       "     Nov          1.5       1.5      3.0     3.0      0.5     0.5       771.5   \n",
       "     Oct          1.0       1.0      2.5     2.5      0.0     0.0       813.5   \n",
       "     Sep          1.0       1.0      1.0     1.0      0.0     0.0       782.0   \n",
       "2004 Apr          4.0       4.0      4.0     4.0      1.5     1.5       828.5   \n",
       "     Aug          3.0       3.0      3.5     3.5      2.5     2.5       837.5   \n",
       "     Dec          3.0       3.0      3.5     3.5      0.0     0.0       972.0   \n",
       "     Feb          1.5       1.5      3.5     3.5      0.0     0.0       757.0   \n",
       "     Jan          1.0       1.0      3.5     3.5      0.0     0.0       846.0   \n",
       "     Jul          2.0       2.0      4.0     4.0      1.0     1.0       864.0   \n",
       "     Jun          4.0       4.0      4.0     4.0      1.0     1.0       885.5   \n",
       "     Mar          4.0       4.0      3.5     3.5      0.0     0.0       855.5   \n",
       "     May          2.0       2.0      5.0     5.0      0.5     0.5       863.0   \n",
       "     Nov          3.5       3.5      2.5     2.5      0.0     0.0       823.5   \n",
       "     Oct          5.0       5.0      0.5     0.5      0.5     0.5       871.0   \n",
       "     Sep          2.0       2.0      3.5     3.5      0.5     0.5       853.5   \n",
       "2005 Apr          5.5       5.5      8.0     8.0      1.0     1.0      1015.5   \n",
       "     Aug          4.0       4.0      5.5     5.5      0.5     0.5      1109.0   \n",
       "     Dec          3.0       3.0     10.0    10.0      1.0     1.0      1080.5   \n",
       "     Feb          1.0       1.0      3.5     3.5      0.0     0.0       893.0   \n",
       "     Jan          2.5       2.5      3.5     3.5      0.0     0.0       972.5   \n",
       "     Jul          3.5       3.5      5.0     5.0      0.0     0.0      1115.5   \n",
       "     Jun          1.5       1.5      9.0     9.0      2.0     2.0      1133.0   \n",
       "     Mar          2.0       2.0      3.0     3.0      0.5     0.5       990.0   \n",
       "     May          2.0       2.0      7.0     7.0      0.0     0.0      1039.5   \n",
       "...               ...       ...      ...     ...      ...     ...         ...   \n",
       "2008 Sep          3.5       3.5      2.5     2.5      1.0     1.0      1107.0   \n",
       "2009 Apr          1.5       1.5      7.5     7.5      1.0     1.0      1143.0   \n",
       "     Aug          0.5       0.5     10.5    10.5      0.0     0.0      1083.5   \n",
       "     Dec          5.0       5.0      6.5     6.5      0.5     0.5      1150.0   \n",
       "     Feb          2.0       2.0      8.5     8.5      1.0     1.0      1087.0   \n",
       "     Jan          4.5       4.5      7.0     7.0      2.0     2.0      1103.0   \n",
       "     Jul          1.5       1.5     10.5    10.5      0.5     0.5      1153.0   \n",
       "     Jun          3.5       3.5      8.0     8.0      0.5     0.5      1108.5   \n",
       "     Mar          1.5       1.5     13.0    13.0      0.5     0.5      1175.5   \n",
       "     May          2.5       2.5      6.0     6.0      2.0     2.0      1120.0   \n",
       "     Nov          3.5       3.5      6.0     6.0      0.0     0.0      1067.5   \n",
       "     Oct          6.0       6.0      8.0     8.0      1.5     1.5      1189.5   \n",
       "     Sep          3.5       3.5      8.5     8.5      0.0     0.0      1177.5   \n",
       "2010 Apr          5.5       5.5      9.0     9.0      1.0     1.0      1158.5   \n",
       "     Aug          2.0       2.0      9.5     9.5      0.0     0.0      1212.0   \n",
       "     Dec          3.5       3.5      6.5     6.5      0.5     0.5      1251.5   \n",
       "     Feb          2.5       2.5      8.5     8.5      0.5     0.5      1073.0   \n",
       "     Jan          7.0       7.0     10.5    10.5      0.0     0.0      1074.0   \n",
       "     Jul          5.0       5.0      9.5     9.5      0.0     0.0      1190.0   \n",
       "     Jun          4.5       4.5     11.0    11.0      0.0     0.0      1213.0   \n",
       "     Mar          2.5       2.5      8.0     8.0      1.0     1.0      1229.5   \n",
       "     May          5.0       5.0      7.5     7.5      0.0     0.0      1203.5   \n",
       "     Nov          6.5       6.5      7.0     7.0      0.5     0.5      1186.0   \n",
       "     Oct          4.0       4.0     10.0    10.0      0.0     0.0      1267.5   \n",
       "     Sep          1.0       1.0      5.5     5.5      0.5     0.5      1226.5   \n",
       "2011 Apr          3.5       3.5     14.5    14.5      1.0     1.0      1151.0   \n",
       "     Feb          1.0       1.0     11.0    11.0      0.0     0.0      1136.0   \n",
       "     Jan          3.0       3.0      9.5     9.5      2.0     2.0      1224.0   \n",
       "     Mar          3.0       3.0     14.0    14.0      1.0     1.0      1246.5   \n",
       "     May          7.0       7.0     12.5    12.5      0.0     0.0      1189.5   \n",
       "\n",
       "            AllCases  MonthNr  \n",
       "Year Month                     \n",
       "2003 Apr         5.5       40  \n",
       "     Aug         4.0       44  \n",
       "     Dec         9.5       48  \n",
       "     Jul         6.0       43  \n",
       "     Jun         8.0       42  \n",
       "     May         4.0       41  \n",
       "     Nov         5.0       47  \n",
       "     Oct         3.5       46  \n",
       "     Sep         2.0       45  \n",
       "2004 Apr         9.5       52  \n",
       "     Aug         9.0       56  \n",
       "     Dec         6.5       60  \n",
       "     Feb         5.0       50  \n",
       "     Jan         4.5       49  \n",
       "     Jul         7.0       55  \n",
       "     Jun         9.0       54  \n",
       "     Mar         7.5       51  \n",
       "     May         7.5       53  \n",
       "     Nov         6.0       59  \n",
       "     Oct         6.0       58  \n",
       "     Sep         6.0       57  \n",
       "2005 Apr        14.5       64  \n",
       "     Aug        10.0       68  \n",
       "     Dec        14.0       72  \n",
       "     Feb         4.5       62  \n",
       "     Jan         6.0       61  \n",
       "     Jul         8.5       67  \n",
       "     Jun        12.5       66  \n",
       "     Mar         5.5       63  \n",
       "     May         9.0       65  \n",
       "...              ...      ...  \n",
       "2008 Sep         7.0      105  \n",
       "2009 Apr        10.0      112  \n",
       "     Aug        11.0      116  \n",
       "     Dec        12.0      120  \n",
       "     Feb        11.5      110  \n",
       "     Jan        13.5      109  \n",
       "     Jul        12.5      115  \n",
       "     Jun        12.0      114  \n",
       "     Mar        15.0      111  \n",
       "     May        10.5      113  \n",
       "     Nov         9.5      119  \n",
       "     Oct        15.5      118  \n",
       "     Sep        12.0      117  \n",
       "2010 Apr        15.5      124  \n",
       "     Aug        11.5      128  \n",
       "     Dec        10.5      132  \n",
       "     Feb        11.5      122  \n",
       "     Jan        17.5      121  \n",
       "     Jul        14.5      127  \n",
       "     Jun        15.5      126  \n",
       "     Mar        11.5      123  \n",
       "     May        12.5      125  \n",
       "     Nov        14.0      131  \n",
       "     Oct        14.0      130  \n",
       "     Sep         7.0      129  \n",
       "2011 Apr        19.0      136  \n",
       "     Feb        12.0      134  \n",
       "     Jan        14.5      133  \n",
       "     Mar        18.0      135  \n",
       "     May        19.5      137  \n",
       "\n",
       "[98 rows x 9 columns]"
      ]
     },
     "execution_count": 185,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "compdf.dropna(inplace=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 186,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th>CardioTot</th>\n",
       "      <th>CardioED</th>\n",
       "      <th>HypoTot</th>\n",
       "      <th>HypoED</th>\n",
       "      <th>RespTot</th>\n",
       "      <th>RespED</th>\n",
       "      <th>Admissions</th>\n",
       "      <th>AllCases</th>\n",
       "      <th>MonthNr</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Year</th>\n",
       "      <th>Month</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th rowspan=\"9\" valign=\"top\">2003</th>\n",
       "      <th>Apr</th>\n",
       "      <td>3.5</td>\n",
       "      <td>3.5</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>739.0</td>\n",
       "      <td>5.5</td>\n",
       "      <td>40</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Aug</th>\n",
       "      <td>1.5</td>\n",
       "      <td>1.5</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.5</td>\n",
       "      <td>0.5</td>\n",
       "      <td>792.5</td>\n",
       "      <td>4.0</td>\n",
       "      <td>44</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Dec</th>\n",
       "      <td>3.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>1.5</td>\n",
       "      <td>1.5</td>\n",
       "      <td>865.5</td>\n",
       "      <td>9.5</td>\n",
       "      <td>48</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Jul</th>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>4.5</td>\n",
       "      <td>4.5</td>\n",
       "      <td>0.5</td>\n",
       "      <td>0.5</td>\n",
       "      <td>843.5</td>\n",
       "      <td>6.0</td>\n",
       "      <td>43</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Jun</th>\n",
       "      <td>2.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>5.5</td>\n",
       "      <td>5.5</td>\n",
       "      <td>0.5</td>\n",
       "      <td>0.5</td>\n",
       "      <td>819.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>42</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>May</th>\n",
       "      <td>1.5</td>\n",
       "      <td>1.5</td>\n",
       "      <td>2.5</td>\n",
       "      <td>2.5</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>793.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>41</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Nov</th>\n",
       "      <td>1.5</td>\n",
       "      <td>1.5</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>0.5</td>\n",
       "      <td>0.5</td>\n",
       "      <td>771.5</td>\n",
       "      <td>5.0</td>\n",
       "      <td>47</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Oct</th>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2.5</td>\n",
       "      <td>2.5</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>813.5</td>\n",
       "      <td>3.5</td>\n",
       "      <td>46</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Sep</th>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>782.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>45</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"12\" valign=\"top\">2004</th>\n",
       "      <th>Apr</th>\n",
       "      <td>4.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>1.5</td>\n",
       "      <td>1.5</td>\n",
       "      <td>828.5</td>\n",
       "      <td>9.5</td>\n",
       "      <td>52</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Aug</th>\n",
       "      <td>3.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.5</td>\n",
       "      <td>3.5</td>\n",
       "      <td>2.5</td>\n",
       "      <td>2.5</td>\n",
       "      <td>837.5</td>\n",
       "      <td>9.0</td>\n",
       "      <td>56</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Dec</th>\n",
       "      <td>3.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.5</td>\n",
       "      <td>3.5</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>972.0</td>\n",
       "      <td>6.5</td>\n",
       "      <td>60</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Feb</th>\n",
       "      <td>1.5</td>\n",
       "      <td>1.5</td>\n",
       "      <td>3.5</td>\n",
       "      <td>3.5</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>757.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>50</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Jan</th>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>3.5</td>\n",
       "      <td>3.5</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>846.0</td>\n",
       "      <td>4.5</td>\n",
       "      <td>49</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Jul</th>\n",
       "      <td>2.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>864.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>55</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Jun</th>\n",
       "      <td>4.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>885.5</td>\n",
       "      <td>9.0</td>\n",
       "      <td>54</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Mar</th>\n",
       "      <td>4.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>3.5</td>\n",
       "      <td>3.5</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>855.5</td>\n",
       "      <td>7.5</td>\n",
       "      <td>51</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>May</th>\n",
       "      <td>2.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>0.5</td>\n",
       "      <td>0.5</td>\n",
       "      <td>863.0</td>\n",
       "      <td>7.5</td>\n",
       "      <td>53</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Nov</th>\n",
       "      <td>3.5</td>\n",
       "      <td>3.5</td>\n",
       "      <td>2.5</td>\n",
       "      <td>2.5</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>823.5</td>\n",
       "      <td>6.0</td>\n",
       "      <td>59</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Oct</th>\n",
       "      <td>5.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>0.5</td>\n",
       "      <td>0.5</td>\n",
       "      <td>0.5</td>\n",
       "      <td>0.5</td>\n",
       "      <td>871.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>58</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Sep</th>\n",
       "      <td>2.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>3.5</td>\n",
       "      <td>3.5</td>\n",
       "      <td>0.5</td>\n",
       "      <td>0.5</td>\n",
       "      <td>853.5</td>\n",
       "      <td>6.0</td>\n",
       "      <td>57</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"9\" valign=\"top\">2005</th>\n",
       "      <th>Apr</th>\n",
       "      <td>5.5</td>\n",
       "      <td>5.5</td>\n",
       "      <td>8.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1015.5</td>\n",
       "      <td>14.5</td>\n",
       "      <td>64</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Aug</th>\n",
       "      <td>4.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>5.5</td>\n",
       "      <td>5.5</td>\n",
       "      <td>0.5</td>\n",
       "      <td>0.5</td>\n",
       "      <td>1109.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>68</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Dec</th>\n",
       "      <td>3.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1080.5</td>\n",
       "      <td>14.0</td>\n",
       "      <td>72</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Feb</th>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>3.5</td>\n",
       "      <td>3.5</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>893.0</td>\n",
       "      <td>4.5</td>\n",
       "      <td>62</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Jan</th>\n",
       "      <td>2.5</td>\n",
       "      <td>2.5</td>\n",
       "      <td>3.5</td>\n",
       "      <td>3.5</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>972.5</td>\n",
       "      <td>6.0</td>\n",
       "      <td>61</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Jul</th>\n",
       "      <td>3.5</td>\n",
       "      <td>3.5</td>\n",
       "      <td>5.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1115.5</td>\n",
       "      <td>8.5</td>\n",
       "      <td>67</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Jun</th>\n",
       "      <td>1.5</td>\n",
       "      <td>1.5</td>\n",
       "      <td>9.0</td>\n",
       "      <td>9.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>1133.0</td>\n",
       "      <td>12.5</td>\n",
       "      <td>66</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Mar</th>\n",
       "      <td>2.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>0.5</td>\n",
       "      <td>0.5</td>\n",
       "      <td>990.0</td>\n",
       "      <td>5.5</td>\n",
       "      <td>63</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>May</th>\n",
       "      <td>2.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1039.5</td>\n",
       "      <td>9.0</td>\n",
       "      <td>65</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2008</th>\n",
       "      <th>Sep</th>\n",
       "      <td>3.5</td>\n",
       "      <td>3.5</td>\n",
       "      <td>2.5</td>\n",
       "      <td>2.5</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1107.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>105</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"12\" valign=\"top\">2009</th>\n",
       "      <th>Apr</th>\n",
       "      <td>1.5</td>\n",
       "      <td>1.5</td>\n",
       "      <td>7.5</td>\n",
       "      <td>7.5</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1143.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>112</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Aug</th>\n",
       "      <td>0.5</td>\n",
       "      <td>0.5</td>\n",
       "      <td>10.5</td>\n",
       "      <td>10.5</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1083.5</td>\n",
       "      <td>11.0</td>\n",
       "      <td>116</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Dec</th>\n",
       "      <td>5.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>6.5</td>\n",
       "      <td>6.5</td>\n",
       "      <td>0.5</td>\n",
       "      <td>0.5</td>\n",
       "      <td>1150.0</td>\n",
       "      <td>12.0</td>\n",
       "      <td>120</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Feb</th>\n",
       "      <td>2.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>8.5</td>\n",
       "      <td>8.5</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1087.0</td>\n",
       "      <td>11.5</td>\n",
       "      <td>110</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Jan</th>\n",
       "      <td>4.5</td>\n",
       "      <td>4.5</td>\n",
       "      <td>7.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>1103.0</td>\n",
       "      <td>13.5</td>\n",
       "      <td>109</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Jul</th>\n",
       "      <td>1.5</td>\n",
       "      <td>1.5</td>\n",
       "      <td>10.5</td>\n",
       "      <td>10.5</td>\n",
       "      <td>0.5</td>\n",
       "      <td>0.5</td>\n",
       "      <td>1153.0</td>\n",
       "      <td>12.5</td>\n",
       "      <td>115</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Jun</th>\n",
       "      <td>3.5</td>\n",
       "      <td>3.5</td>\n",
       "      <td>8.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>0.5</td>\n",
       "      <td>0.5</td>\n",
       "      <td>1108.5</td>\n",
       "      <td>12.0</td>\n",
       "      <td>114</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Mar</th>\n",
       "      <td>1.5</td>\n",
       "      <td>1.5</td>\n",
       "      <td>13.0</td>\n",
       "      <td>13.0</td>\n",
       "      <td>0.5</td>\n",
       "      <td>0.5</td>\n",
       "      <td>1175.5</td>\n",
       "      <td>15.0</td>\n",
       "      <td>111</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>May</th>\n",
       "      <td>2.5</td>\n",
       "      <td>2.5</td>\n",
       "      <td>6.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>1120.0</td>\n",
       "      <td>10.5</td>\n",
       "      <td>113</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Nov</th>\n",
       "      <td>3.5</td>\n",
       "      <td>3.5</td>\n",
       "      <td>6.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1067.5</td>\n",
       "      <td>9.5</td>\n",
       "      <td>119</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Oct</th>\n",
       "      <td>6.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>1.5</td>\n",
       "      <td>1.5</td>\n",
       "      <td>1189.5</td>\n",
       "      <td>15.5</td>\n",
       "      <td>118</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Sep</th>\n",
       "      <td>3.5</td>\n",
       "      <td>3.5</td>\n",
       "      <td>8.5</td>\n",
       "      <td>8.5</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1177.5</td>\n",
       "      <td>12.0</td>\n",
       "      <td>117</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"12\" valign=\"top\">2010</th>\n",
       "      <th>Apr</th>\n",
       "      <td>5.5</td>\n",
       "      <td>5.5</td>\n",
       "      <td>9.0</td>\n",
       "      <td>9.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1158.5</td>\n",
       "      <td>15.5</td>\n",
       "      <td>124</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Aug</th>\n",
       "      <td>2.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>9.5</td>\n",
       "      <td>9.5</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1212.0</td>\n",
       "      <td>11.5</td>\n",
       "      <td>128</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Dec</th>\n",
       "      <td>3.5</td>\n",
       "      <td>3.5</td>\n",
       "      <td>6.5</td>\n",
       "      <td>6.5</td>\n",
       "      <td>0.5</td>\n",
       "      <td>0.5</td>\n",
       "      <td>1251.5</td>\n",
       "      <td>10.5</td>\n",
       "      <td>132</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Feb</th>\n",
       "      <td>2.5</td>\n",
       "      <td>2.5</td>\n",
       "      <td>8.5</td>\n",
       "      <td>8.5</td>\n",
       "      <td>0.5</td>\n",
       "      <td>0.5</td>\n",
       "      <td>1073.0</td>\n",
       "      <td>11.5</td>\n",
       "      <td>122</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Jan</th>\n",
       "      <td>7.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>10.5</td>\n",
       "      <td>10.5</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1074.0</td>\n",
       "      <td>17.5</td>\n",
       "      <td>121</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Jul</th>\n",
       "      <td>5.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>9.5</td>\n",
       "      <td>9.5</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1190.0</td>\n",
       "      <td>14.5</td>\n",
       "      <td>127</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Jun</th>\n",
       "      <td>4.5</td>\n",
       "      <td>4.5</td>\n",
       "      <td>11.0</td>\n",
       "      <td>11.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1213.0</td>\n",
       "      <td>15.5</td>\n",
       "      <td>126</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Mar</th>\n",
       "      <td>2.5</td>\n",
       "      <td>2.5</td>\n",
       "      <td>8.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1229.5</td>\n",
       "      <td>11.5</td>\n",
       "      <td>123</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>May</th>\n",
       "      <td>5.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>7.5</td>\n",
       "      <td>7.5</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1203.5</td>\n",
       "      <td>12.5</td>\n",
       "      <td>125</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Nov</th>\n",
       "      <td>6.5</td>\n",
       "      <td>6.5</td>\n",
       "      <td>7.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>0.5</td>\n",
       "      <td>0.5</td>\n",
       "      <td>1186.0</td>\n",
       "      <td>14.0</td>\n",
       "      <td>131</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Oct</th>\n",
       "      <td>4.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1267.5</td>\n",
       "      <td>14.0</td>\n",
       "      <td>130</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Sep</th>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>5.5</td>\n",
       "      <td>5.5</td>\n",
       "      <td>0.5</td>\n",
       "      <td>0.5</td>\n",
       "      <td>1226.5</td>\n",
       "      <td>7.0</td>\n",
       "      <td>129</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"5\" valign=\"top\">2011</th>\n",
       "      <th>Apr</th>\n",
       "      <td>3.5</td>\n",
       "      <td>3.5</td>\n",
       "      <td>14.5</td>\n",
       "      <td>14.5</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1151.0</td>\n",
       "      <td>19.0</td>\n",
       "      <td>136</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Feb</th>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>11.0</td>\n",
       "      <td>11.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1136.0</td>\n",
       "      <td>12.0</td>\n",
       "      <td>134</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Jan</th>\n",
       "      <td>3.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>9.5</td>\n",
       "      <td>9.5</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>1224.0</td>\n",
       "      <td>14.5</td>\n",
       "      <td>133</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Mar</th>\n",
       "      <td>3.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>14.0</td>\n",
       "      <td>14.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1246.5</td>\n",
       "      <td>18.0</td>\n",
       "      <td>135</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>May</th>\n",
       "      <td>7.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>12.5</td>\n",
       "      <td>12.5</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1189.5</td>\n",
       "      <td>19.5</td>\n",
       "      <td>137</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>98 rows × 9 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "            CardioTot  CardioED  HypoTot  HypoED  RespTot  RespED  Admissions  \\\n",
       "Year Month                                                                      \n",
       "2003 Apr          3.5       3.5      2.0     2.0      0.0     0.0       739.0   \n",
       "     Aug          1.5       1.5      2.0     2.0      0.5     0.5       792.5   \n",
       "     Dec          3.0       3.0      5.0     5.0      1.5     1.5       865.5   \n",
       "     Jul          1.0       1.0      4.5     4.5      0.5     0.5       843.5   \n",
       "     Jun          2.0       2.0      5.5     5.5      0.5     0.5       819.0   \n",
       "     May          1.5       1.5      2.5     2.5      0.0     0.0       793.0   \n",
       "     Nov          1.5       1.5      3.0     3.0      0.5     0.5       771.5   \n",
       "     Oct          1.0       1.0      2.5     2.5      0.0     0.0       813.5   \n",
       "     Sep          1.0       1.0      1.0     1.0      0.0     0.0       782.0   \n",
       "2004 Apr          4.0       4.0      4.0     4.0      1.5     1.5       828.5   \n",
       "     Aug          3.0       3.0      3.5     3.5      2.5     2.5       837.5   \n",
       "     Dec          3.0       3.0      3.5     3.5      0.0     0.0       972.0   \n",
       "     Feb          1.5       1.5      3.5     3.5      0.0     0.0       757.0   \n",
       "     Jan          1.0       1.0      3.5     3.5      0.0     0.0       846.0   \n",
       "     Jul          2.0       2.0      4.0     4.0      1.0     1.0       864.0   \n",
       "     Jun          4.0       4.0      4.0     4.0      1.0     1.0       885.5   \n",
       "     Mar          4.0       4.0      3.5     3.5      0.0     0.0       855.5   \n",
       "     May          2.0       2.0      5.0     5.0      0.5     0.5       863.0   \n",
       "     Nov          3.5       3.5      2.5     2.5      0.0     0.0       823.5   \n",
       "     Oct          5.0       5.0      0.5     0.5      0.5     0.5       871.0   \n",
       "     Sep          2.0       2.0      3.5     3.5      0.5     0.5       853.5   \n",
       "2005 Apr          5.5       5.5      8.0     8.0      1.0     1.0      1015.5   \n",
       "     Aug          4.0       4.0      5.5     5.5      0.5     0.5      1109.0   \n",
       "     Dec          3.0       3.0     10.0    10.0      1.0     1.0      1080.5   \n",
       "     Feb          1.0       1.0      3.5     3.5      0.0     0.0       893.0   \n",
       "     Jan          2.5       2.5      3.5     3.5      0.0     0.0       972.5   \n",
       "     Jul          3.5       3.5      5.0     5.0      0.0     0.0      1115.5   \n",
       "     Jun          1.5       1.5      9.0     9.0      2.0     2.0      1133.0   \n",
       "     Mar          2.0       2.0      3.0     3.0      0.5     0.5       990.0   \n",
       "     May          2.0       2.0      7.0     7.0      0.0     0.0      1039.5   \n",
       "...               ...       ...      ...     ...      ...     ...         ...   \n",
       "2008 Sep          3.5       3.5      2.5     2.5      1.0     1.0      1107.0   \n",
       "2009 Apr          1.5       1.5      7.5     7.5      1.0     1.0      1143.0   \n",
       "     Aug          0.5       0.5     10.5    10.5      0.0     0.0      1083.5   \n",
       "     Dec          5.0       5.0      6.5     6.5      0.5     0.5      1150.0   \n",
       "     Feb          2.0       2.0      8.5     8.5      1.0     1.0      1087.0   \n",
       "     Jan          4.5       4.5      7.0     7.0      2.0     2.0      1103.0   \n",
       "     Jul          1.5       1.5     10.5    10.5      0.5     0.5      1153.0   \n",
       "     Jun          3.5       3.5      8.0     8.0      0.5     0.5      1108.5   \n",
       "     Mar          1.5       1.5     13.0    13.0      0.5     0.5      1175.5   \n",
       "     May          2.5       2.5      6.0     6.0      2.0     2.0      1120.0   \n",
       "     Nov          3.5       3.5      6.0     6.0      0.0     0.0      1067.5   \n",
       "     Oct          6.0       6.0      8.0     8.0      1.5     1.5      1189.5   \n",
       "     Sep          3.5       3.5      8.5     8.5      0.0     0.0      1177.5   \n",
       "2010 Apr          5.5       5.5      9.0     9.0      1.0     1.0      1158.5   \n",
       "     Aug          2.0       2.0      9.5     9.5      0.0     0.0      1212.0   \n",
       "     Dec          3.5       3.5      6.5     6.5      0.5     0.5      1251.5   \n",
       "     Feb          2.5       2.5      8.5     8.5      0.5     0.5      1073.0   \n",
       "     Jan          7.0       7.0     10.5    10.5      0.0     0.0      1074.0   \n",
       "     Jul          5.0       5.0      9.5     9.5      0.0     0.0      1190.0   \n",
       "     Jun          4.5       4.5     11.0    11.0      0.0     0.0      1213.0   \n",
       "     Mar          2.5       2.5      8.0     8.0      1.0     1.0      1229.5   \n",
       "     May          5.0       5.0      7.5     7.5      0.0     0.0      1203.5   \n",
       "     Nov          6.5       6.5      7.0     7.0      0.5     0.5      1186.0   \n",
       "     Oct          4.0       4.0     10.0    10.0      0.0     0.0      1267.5   \n",
       "     Sep          1.0       1.0      5.5     5.5      0.5     0.5      1226.5   \n",
       "2011 Apr          3.5       3.5     14.5    14.5      1.0     1.0      1151.0   \n",
       "     Feb          1.0       1.0     11.0    11.0      0.0     0.0      1136.0   \n",
       "     Jan          3.0       3.0      9.5     9.5      2.0     2.0      1224.0   \n",
       "     Mar          3.0       3.0     14.0    14.0      1.0     1.0      1246.5   \n",
       "     May          7.0       7.0     12.5    12.5      0.0     0.0      1189.5   \n",
       "\n",
       "            AllCases  MonthNr  \n",
       "Year Month                     \n",
       "2003 Apr         5.5       40  \n",
       "     Aug         4.0       44  \n",
       "     Dec         9.5       48  \n",
       "     Jul         6.0       43  \n",
       "     Jun         8.0       42  \n",
       "     May         4.0       41  \n",
       "     Nov         5.0       47  \n",
       "     Oct         3.5       46  \n",
       "     Sep         2.0       45  \n",
       "2004 Apr         9.5       52  \n",
       "     Aug         9.0       56  \n",
       "     Dec         6.5       60  \n",
       "     Feb         5.0       50  \n",
       "     Jan         4.5       49  \n",
       "     Jul         7.0       55  \n",
       "     Jun         9.0       54  \n",
       "     Mar         7.5       51  \n",
       "     May         7.5       53  \n",
       "     Nov         6.0       59  \n",
       "     Oct         6.0       58  \n",
       "     Sep         6.0       57  \n",
       "2005 Apr        14.5       64  \n",
       "     Aug        10.0       68  \n",
       "     Dec        14.0       72  \n",
       "     Feb         4.5       62  \n",
       "     Jan         6.0       61  \n",
       "     Jul         8.5       67  \n",
       "     Jun        12.5       66  \n",
       "     Mar         5.5       63  \n",
       "     May         9.0       65  \n",
       "...              ...      ...  \n",
       "2008 Sep         7.0      105  \n",
       "2009 Apr        10.0      112  \n",
       "     Aug        11.0      116  \n",
       "     Dec        12.0      120  \n",
       "     Feb        11.5      110  \n",
       "     Jan        13.5      109  \n",
       "     Jul        12.5      115  \n",
       "     Jun        12.0      114  \n",
       "     Mar        15.0      111  \n",
       "     May        10.5      113  \n",
       "     Nov         9.5      119  \n",
       "     Oct        15.5      118  \n",
       "     Sep        12.0      117  \n",
       "2010 Apr        15.5      124  \n",
       "     Aug        11.5      128  \n",
       "     Dec        10.5      132  \n",
       "     Feb        11.5      122  \n",
       "     Jan        17.5      121  \n",
       "     Jul        14.5      127  \n",
       "     Jun        15.5      126  \n",
       "     Mar        11.5      123  \n",
       "     May        12.5      125  \n",
       "     Nov        14.0      131  \n",
       "     Oct        14.0      130  \n",
       "     Sep         7.0      129  \n",
       "2011 Apr        19.0      136  \n",
       "     Feb        12.0      134  \n",
       "     Jan        14.5      133  \n",
       "     Mar        18.0      135  \n",
       "     May        19.5      137  \n",
       "\n",
       "[98 rows x 9 columns]"
      ]
     },
     "execution_count": 186,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "compdf.groupby(['Year','Month']).mean()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The average number of respiratory arrests per month unaccompanied by cardiac failure is approximately 1-2, with large fluctuations. That's not particularly rare, and certainly not rare enough to send a nurse to prison for life. (You can read more about the case and this data [here](https://arxiv.org/abs/1407.2731).)\n",
    "\n",
    "Common sense, it would seem, is hardly common–a problem which the judicial system should take much more seriously than it does."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 212,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x7fa380b35630>]"
      ]
     },
     "execution_count": 212,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.plot(compdf.groupby(['Year','Month']).mean()['RespED'].values)"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.2"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}