211_丢弃法.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 1. 丢弃法"
   ]
  },
  {
   "attachments": {
    "image.png": {
     "image/png": "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"
    }
   },
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "![image.png](attachment:image.png)"
   ]
  },
  {
   "attachments": {
    "image.png": {
     "image/png": "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"
    }
   },
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "![image.png](attachment:image.png)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "① 这里除以1-p是为了$x_{i}^{‘}$与原来的$x_{i}$的期望相同。"
   ]
  },
  {
   "attachments": {
    "image.png": {
     "image/png": "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"
    }
   },
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "![image.png](attachment:image.png)"
   ]
  },
  {
   "attachments": {
    "image.png": {
     "image/png": "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"
    }
   },
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "![image.png](attachment:image.png)"
   ]
  },
  {
   "attachments": {
    "image.png": {
     "image/png": "iVBORw0KGgoAAAANSUhEUgAAAvkAAAFxCAYAAADpt7dQAAAgAElEQVR4nOzddVwU+R/H8dcGiAIqIqjY3d2NdWfX2d1nd3d3d3t2B3Z3nnq2ZxciKgIivezO/v4AFRAWEPCU3+f5ePi4Y2d25rszs7Pv+c73+x2V0Wg0IoQQQgghhEgw1P91AYQQQgghhBBxS0K+EEIIIYQQCYyEfCGEEEIIIRIYCflCCCGEEEIkMBLyhRBCCCGESGAk5AshhBBCCJHASMgXQgghhBAigZGQL4QQQgghRAIjIV8IIYQQQogERkK+EEIIIYQQCYyEfCGEEEIIIRIYCflCCCGEEEIkMBLyhRBCCCGESGAk5AshhBBCCJHASMgXQgghhBAigdHG2ZIC3Hj52pNABdQWKcmQIQXmcbbwBMrbmfsvPNEbAXVS0ufJhE18XHYpH3l6xwWLLDlJax2NXa548eKBB8lzZCZ53B0hcUtRUNTquL9K1b3nzsmDXFVVou3vGdHE9fK/k+L1nNsP3xNoBJU2JdkLZ42fY0UIIYQQCUKcxQTdjen8njsnOXPmJE+D+TzUm5jZbQOtchekcpMejF1ykAe+AAreT46xdEgTHP+Yy31T708gAs6OpWqhghQsWJCCxXrj5BtfKzrBqEoFSG9jjW3mInTa6IJiYnbFfSe9SmbFPmVGivw+gJ0upuaOZwY/3J7f4cKhbayaM55BXZpRo0xu0tjmpM2WlxjibEUKbzZ3IHeqdBSs0Z7O7Qay+U3cfm6v85Np024sm66+I6aHd9CFSdQqXYpSpUpRutpoTunitGhCCCGESGD+g3paBbeDOznw8DYfH9zm7N8GyratSS7PPXSv0JgNrgqoTzF8fUN2tc8Q5VWIEuDFR189xqhWq1JjkdQG7fnJtJx7haAo3xA5daraTFjcmXw/ay13OPqnd3nko2A0BODpAmnzpTK5Xf3OnuSyn5Eg5RW373phEZdVxooeP29PPN0/8OGDO+7u7rh7eOAR8s/d7R3v3r7D9Z0rri4uvHZ5j7dOiXD/bv6zMZnSHmVi+eRxUDA1qStXo4DFWh4Axnd7GDn6ELVW1sImDpauuO6iX9uxbHgWxIb1cxhXowtDRw2iTUn7n+ZugRBCCCESjh8fUxVXdm05gZcxePWZ67egQhIgSV0GdivKjjFXCVA+sH/8JI42WkZ1a1MLM/BgZjUKjbpKUFTr1aTjz0NPmP3uGgf37sU/FiFfkyUjff/Dyu2Y+nT9n5A7Kyq0BRvQOK+p3R7IlZPn8VQA1CQtW5WySb5nrToujatOhw0v8Q8MJDDAH38/X/z8dQQpsdj4X6gw+j9i46Sl1Ns1lOLfVcaw1KkaM7zrLJzGXSfQqOfVxvEs7vM7I/LH9mti4PmRHZx7F3zfwah84tGBmXQ88heLWg5n5qReOKb9Ra4YhRBCCPFL+OHJwvBoA+tO+2AEVGa5adqqDIlCilKw53CaLmvEWhcDhpebmb1uGNV6ZIqnmk4Vaq0ZZhpVqNcU9LogDEYVKq0Wc02oGmyjQlBQEHGST3+oAC6dvxZ8UaMyp0TjpuQ2mfGvsO+oS3AzGFVSHGtX4/vqyc0pWDwr3hNO4RKbNjUqNWbW9qTPkIGMmTKTJXtOcuXKTZ68BShcOBdpkkR2l8EHp95VGHsuhu1a/N9+ucthDLjGtJqF2JHSLNpv16RtypJdQykepkOKhqztNnHvt+6smTyKSavO4BxgxKj/wPW1A6h2cB9Tjx5mQCHpxSKEEEKIuPGDQ74vpxes4O8AI6AicbkOdCgcqgg2NenRJjebptwlyOjD2a07edF1AFlNpHwL+6zky+f/pSY/0O0pT975Y0SFhX02stkHX0KgToWDZehAryFrz+PcnVP+SwdhxWUBVbP05pROjUM7J56uqBFyAQKGh1Mom384V6K8ZfCT0d3i3KX3GABVknI0a5rN5EWT3+lN7H4e3GJcldSRejW+v7FKkrIVKZFkFbu9jaBSodaYkSiRBYkSJ8HKOinW1tYkTZqUpEmtsVJecObobTwUwKwg3dbMolXedKRLn560tkm+40LPgMfzW9y8Gfjd5QcF79f3uPk6+u/QeJXDN5ILQXOHcvy58BQte2xnYp+BzD3+ikCjiiQ5f6Nqbgn4QgghhIg7PzTkK682MHPT8+BOhyozsmdLzJXtW/g71DwGq2zYa59A0Qa0b5aaq9u3cDXUdE3qYtRxzIZF8F9k6bKZf7p8nqrnxqhilJx4iyA0ZO2wgRtTSoT5kH7P4vED+j7k5IEbvI9mUx79nZf4f/5DceX6ri1YJDL1jlA0aSnVoDyZwu9BwwtWtmnIvNshVyPGT7x+GFKVbrjDvNoFWRZ6fm0W2q/dSf8CWsCHE1v3fa15/7SXjg6J6GSyIGrSdHDi1bLq305K1pzNrg0waLSYm5mh1UTetl9/cwzFT4SEfJUteSpXokya2PQFUKNNZImlZRSHuKIjICAIw+dgrtJgntgCM5XJd0VKk9gcdRTvtcrdmKmHq9JoRV86THKh/bL+FEwEhmeraN9iScSdzr2dcQspo9H7CEPLFWNyRAs3y0/PLStpl1Fa+gshhBD/z7475OuuzabV4L1fAq3R5zmvP2fJJ+vpWPU0SUJWUbj3ZmY1TMrlhfM44fX5DTpurehKixWRrODKZiZe2fzNy+aVF/CiQk9ilf/iieJ2gLGtBnDue2r7g66xsF1zFkZ3/kR1WONWnnbf9FkIxO3pXe7e/bYQxoD3PLn7PuyLWgNv/YL3ifJ2F2v2vv0yYo3RqGDQR3XFokFjFlkttIZElpZRvD++WNN6hzutTc0ScI/lLWrSc8+rkOZJluTtuIb9SxqHu3jy49nhpUxZ+g/ZB81nYNkUsR+WSm1DsT/XcqmFD4mtQ7af/xv+/ec616M4fox6dx5fd494opkW14DYFk4IIYQQv7rvDvnGj4+5cvYMryJob618esbVM5+rzM1R/6FDebKScSsfxmpUm7il4HVnL0sX3voa2LwvEjxqohHfh4dYuvDpl2Yixg9Xv9Sk/jJU5iS1TY5FBIlU5+XGx8DQH0jP7SXzOOARHOpVSVKS1jYxkVVKK34feOMe3CwqkYVFnBc93vncYGGrevTf6xx8TKqTUqTnRvbNro1D6EpwxZWdXRxpvfoR/kZQnbjFo6U7WNgyJ3HxqS2treJgKUIIIYQQYf2Y5jrKG9YPHs9xz6+1wuqUxWnStCQpQ6VIo9cNdm66wFsDaBzK06pBQazDpUxtjgJE2tcyZoXi/YmZ9DkR8bSP5xbQ91wsFq+2IUfxPNiZ2MJGr2dcu+eKzgiobclZMhcpTXy2MPNHh1lZJvxznN7pwy/Uj/X1U9DGKVR7dQ8nZq24FbxslTWVp17hSK8skbSFV3izoCqZe59ChwqLxIkjKUAgp4ZXoedud5Pj8gOgc+fF52Yq+r+Z7JiXRVHuZw2Z2q5l39CiMTqQDW8OM7JJK6ZfdEcxgkqTkrJDt7BzfBXsw69TnYb64+fS815LZl32RPG5y+p2lXj5chtbh5YjRRzeUdJk7cz6KzXxjWBj6a9Mpk6vXbgpoEpWi1mHx1Ehov7AaivSZZKmOkIIIcT/u+8O+YlKjeTwjW5fauYNd+fxR9vVPNeDNk8Ptm3sQtaQABRwdQp/7H0fJuipU1Wh39wplAhVAsP9ify9JTjkqzPUZPi8oeT4VfOKtjj99h6hq33kswQc6EiWuqtxNQJmZRh6ZG8EzW8imT8uGf24OGMCO94G35bRZGjOwHaRBXwAI37+gV/GrjePtCbfiLfrYx48eB91yA9N8cH10QNco5xRi/LePwbLVnC/OIdOrUbg9Dy4/GrrfLRbuJUFbfIQ2SicGocaTD98mFTNGjLsiAtBeleOj6pFVZc17JrX8Nt+EeH4XBhD01HPKdG5N92aFMM+sg1rkZpchVNHOCnwnQ2fM71KnYyMhYpS9Be8gSKEEEKIH+P7a/Kt0pI7f9ovf+p8U3wZpUZlkZJs+QqQXwvKqy20mrAjdsMoxgsNmTps5MCQwl82gvHDJto7juNSkJpUzVZxYlyZL8FKebWSFjVncONXG10nSkYCb06j17zbBA96lIRS3ftRzeTzCYz4+X1t+B15Tf5PJPAlh6Z2p/vUQ7wIGd3JLG01RiyfR/s8Zjjfv4O/nx9+n//5+wf/7e+Pv78//v5++BWpTIHLG7n+UQHlEzeWtKCqxxL2/9WeXJF1mP54gpFdpnLovo6Dpzcxd0Jtug4fy+AWhYjLZ4wJIYQQQoQWv811fK8yuWU3tr4MfiKtSq1GZVTidKx55d0pliw4GtLp14jbxXchNbsKbueWMWLYbtSANtcfjGhbLNQ7VZgldSBbjhxfh9C0tMVCFTxNa5WKbDlyfB1C02hDghzk0PiB3ZPn89o/JPjm7MLEbrmiGLJSwd/fP6Qm31SbfAsqTzrH3UFRP5HY8GgxTRov4oEeMCvN6BMraGob1RA3KhLZZox6v3zcQ6fCzVn9IiBUOYwEuRxlbK3cjI3q/ZExBvJ065/85u/Pvo3dKRhBH2PPqye46vF5fgMf/3ViaptDrF3agfFzJ9OhmE3sO/EKIYQQQoQTfyFfcWN/vxaMv/AxOHSr7aja/XfeLNvAvSBQnHcysO7tsG3u/Z7x+PMIPY/W07XuOcLUEatTUn3sKnoV/Vps44fz/DV9Kte+qWFXeH9hNdMvBP+VqFZ2BrQtljCDemyoUtJ48UIcNvRk7O4Amk4fRQVr0L97yAttdrLZRhRBjfj7BXwJ+RZJIh9Bx8ohB7kdoi6GXvf5AgtQJcYuW27yxNUQSkmLUiS7htUv4mZxYRiDcN7bh1otVBze2o184a53bKpN5sLjtuydP5bRs3Zw20OP0ajD9cJSulS8hsvZS4wpKk+7FUIIIUTcir90obaleNNGFN0+ncteGjK3WszKtreoGzJIu/LpMecOPY707YrHfU4dvB/2RU1a0vYwxFGxjfi73uH8GeXrCDoez/lkDJ6mc/uX82eSfFmT4vIKnzhY689HhcauPAM2X8Tx1EPSlfLiyNSeDJu+g/eOy7m4vR3f9uM04uMbUpOvSkSSJD95xwl1WmrXKcGA46cIVJljmdyWFCmSkzxZUpJaW2NtbY21dVKsra2wtrbGytISSytrrK2tsLIK+WdtjbVVyLxJk5LM6hOHe9Wg3YYn6Ix6XPYNpuvccpwcmv/bC0mrnNQdvplaHXuxbERvRq/9B3e9ClvHTrQqpAUU3pzfwv67nyLtX2B48Bi/kP836p5xYuVS3kf6NdCQtnxL6uSNrJeBEEIIIRK6eAr5RvxdrnP5sTmZMtnx2LwNq+c3wuHZrThfkypNdQbNtQkZr1/B9fAMph14jQENaasPYnCttKgBTabSJAG+PmfIwOutPaiyNaKlKrg5DaCqU5wX98fS32ZZmxoc+CZ1Kry7He6JS2obilYphf7eLKZP28qtjwo49afTwhIc7JMnXHBV8PXxCwn5ibFMHK7G3aAjIEiPEoPetoZAfaiAa0Qf4I+fXwyeSKXWYG6eCG2Elf9q0jVbyKlyicmRJyMpEsX8DoFBF0CgXgHUaMzNSaS1p/mKXbx/V41xr8vSa9x4+jfKa/JOkSZVGbqvvEz95tPoOuQ6teZ3CnmacxCPto6k+8LnRKfritH3Mot7XTYxhzmVF9SmVt4k0hRICCGE+D8VLyFff2cq5bNOQGcwglkBRlycgGOy0AEbtLn6cuT0SAqGHl3n8VxqVJjIP0FgVnwMF/b3IkvoSmKVGoukYXs4qlMUp0n34p/XzI13q5lx4DUGVCQv1IDuPcM+8Taih4kmWIo7908f5X7Uc36hzduHJeMOUabfCTwVT06O6sjUMicYXTx0rbAOX7+Q0XVUFiS2DBvGA5za49B4E54xGlIn9OJP0S+LFf1i8h5tTgaevc2M0hHHbLVdHkrZhSrjni4U7HMYfyOY5evH/n39yB3pDQk/drZ2oNk2L4xoyTHgDHdmlsE8UX767HpIu0TJSBbtb5IWhyoj2HstBp9NCCGEECKGYhHyFXyd/+HkkcMcO3aSk2cuf2lPbwzSofs8m/4lj54EQbFww49oLLCytcU2dMh/l+hrh0+NBclsbbGN45Yg5oVbMX5KCfQR9ATV3drAxC33CALUdhXp1rc66SKoClXbFCNzlOXyx/3FIx59jHyOoHfeXy86jH58ePaIRyYGqgkzf7zRkqvHUiYfLk2PQx9QvK8wpeMYHC/MoMLnEXeUT3zyDdmAqiRYWcagxv0nofh+4LWzM35GMLPzivB4iBbLZCSLdWm0pCnTjI4BbhE01wnk8ZHNnHUO6bxulhnHFlXIGtEY+aGWlztvYqnFF0IIIf6PfWfIN/BiYQ0K9jnOpwiHylFhliI7ZarVpFad+jSo8fO0DdbmbcjAvBFP8/7rIpO33ANAbVOEZgOHUu57e+rqzjGyZE5GRnv+EwwqlJNB37m6CJk7MvvhEXp9c6Xiz8Y/7Gi3NzDCt6HJRudF0zhcujNO7xQC7i6gx/g6XJpRASsAxQsv788h34qk1uGueCxsSJ3GgcRRDqnjy4f3XuhQkShZKmxj85QzTSqszX6tWGt4eYnLhiKUzZKInM0ns6z5t/MozsupvX1DSCdnNSnrjmfz6lak+rU+qhBCCCF+sO8M+RrS5MmOjeoYnyKYapZvEGevTKOUqWwf9Il3L57zPFQ+VN5+IijUdNcXzwmT21RakqVJT4rIxiQX4ajQaLRov2morkEdReW7JnNb5k7Yzfmu+3FXArm3oBcT619kalnLb0N+srALs6i5kPuvF5pegeLJ8f4VqDPfC4wQpLfCcfIx1rXNFMXwndGkeHLn6DHufYy4zVDQNdcv7d+NHx9wdNsW7kUanIO45vL5yDTi++QU27e8iric6pQUqFGVPCafMwDgwb4xTWh2sjDTdm+kT9GI3qDjn2WLOP4pZBwjs7x0GtxYAr4QQgghovT9T7wtUoai1msISFeGajVrUzPTTUb1XstTPWCeGMsoasD1jxZTN/viSKcHXZ+CY7YpYV/UZKHXiX+ZX/H7B8IM8HiDu68hwlFM/LxCjaOu98XdxRnniLaQWkMSGwdsTV3EqMxIYp0EM1NhWu+Pt58u+LkBKjOSJE2CyVYYoeePdxoytZ/O8E1nGXj6E8bAOywctIBWZ4eST/HE0yt4C6rU1iRNGtPUqfBqS3c6LLoX/AAuwCJ7Q7rUiyTgGzy5d2Atay4kpd24Dt8MUxnxKp6xdXArJt2J+ull+mdbGdgywh7YERUGF6eRtIqsU7ZZCSbdqkSeyBv4A6C7MY+JW1wIDHShf4222NzcQRuHsNtReb+bWavuhjxVWk2qBsPoE67Zm/69M25W6Unz89wsE0IIIcRP4Pvb5Cevz9IHdUmRyhoNoLs0iHFxV644p/j6EJBYzcGeeWmy+WOUD2fSP1tO/SzLI56osqLRpndsb2YiWZlVYtbjI3S1j3yWgAMdyVJ3Na5GwLw6i5z30s5EDXCY+X8EbW56TO3JugpTuK3YkidfaoyBgP4DH7xCapeT2mBj8srkWz5/T6V1z20464MfwKVJVYMZGyZQMfm38xqer6Xt773Y/MQbhUTs97Tl1NJ6xNUQ+v8JxZkNYxdxIzD48yfJV55S31TP67g+fwq73oVcTFmWof+YJl9q8QOdz7Jm1hRmrzmFqvkuzi+uid2vvE2EEEIIEadi0fHWErtU3/9udbJcVKqcm6ShX/R9wpnjd/BQQG1bgGoVshImRqtTUzBl9JOMwfs5J9YeZ+8eJ/adVvPnxWPk/P4iR01tQVLbFKTQAYmsvz7cKa4WnyIbxcuWxV0BzHNj/wOGp09UvC/jh3rxrPIIelZMgxYwPHHDwxDSSjy5LRE+LysShucb6NRkLOc8P4fXQvTbtJ6ueSK+O6PJXJcOdWaza85t/I2BPFzVnuZZjnFwaFFMVl6r7CnVvDs9K0Y0KKWeJ0dWceRxEEZUWOWvT5uKaU10VDXw/OgqDj7SYUSNTdFGNC9tH/H8mowUTWF6x3seHMeEA+7Bd5O0WWgzvDM5wu1L5dV6Jiy5gy7kLk/OzhPpnufrTAaXY6xcfoTH/kZUK7vQs/xFNrfMIJ1thRBCCAHE58OwoqBOV5/J26ZQIvToOvcnUrpQcMjXZG/O/O1Dvwk/UTEYPzfE0fNgUTOqf1lhcu7cDaJ83opUruwdYU2+8v4u5+6+xwCoLDNSrETWsE/k/UyVhHypvi2YOkN39rt2j1mBY8C89DCczg6Lt+VHSG1H3XFh29frXzvjGrKZVSnsSBnNfaS8O8yAht3Y9jIoeKQYixy0XrGTKZVTmAinNlSevIFJNx0ZeNIDRfHk7NhWDCp4ngU1bCN/nyY9tYfNpXZE03yP0HXfipBjQEuBVtOZPzibib4AfmxruomDj3SAGjvHPsyZWeb7np4ccJkZIzfw0gCgJnnVgQyqZBVuJg8OjJvAQQ8FUKHN0p5ZoysS+rnCSUoNY9GgQ1SecB0/gws7+vWkWpnddIp62CchhBBC/B/4z0J+nFF8eHn1OIcOHuLwkWOc/ucFEbbCNgbh+uo9ZUfs4fiIiBfl/Vdd7NrvwwBo0jZk9uHZ3z+6TgLm//IVwa1IVJinSUfaaORK5f1xhtdtzoKbPl8CfqtVh1jVPHPUB2Gi/PRZt4Tr5Vqx6UUQxsCHLOvchRLnttE2xqHWwNM1s9jqHFzDrzLLT7XqcdTZN0p67i8cyqLbwc8YUJnnpeuYb58o7HN2EkM3vAruGKxJR4vpE6huE35ZSSg5bDEDD1ZiwjU/FLcDjOi3lmo7O5BRcr4QQgjxf+8XD/nurGuUjfZ7PkbcGVVlhk32ctT+oxFNmjemen67HxTmfhKGx+wa1YN/vxl738DTu9F5tmpEdPx792FwMxI0pE6fPsoa7cAnW+ndqDMrb3mjAKpE2Wm16hCrW2SJ9ADU+3ni/sEDdw93PDw88PDUU6Z6IfYuu4q30YjBZQ9928+m8JFBFIjBaEu+N2bRecwJPoZcpFhXaEfrvD/ma2B4tpKBU87xKWTbpWk0iv4lwvUi9jzByO6L+FdnBDQ4/DGVKfUjaRpkUYJBc3qyp+oMbgcqvN83nP4bq7G9TXpptiOEEEL8n/vPQr7x4012L17I36HSiNHtOm7Gz///N5sXL8T2m+YyGtJVbEP9/JZAMvLnzYBm98evo+WotCTNVJLqDf6gcdOm1C7hQHQGY0mQDK85s3YpZ+J0mc5cuPwiuJZZpSVr7lwmDiJfnjhNonPXGZx5qw95Qq6W1KUdSXd7If3OePHxoycfP37ko5dXyH8/8unjJ7wD9RhNdjBW+Hh2HJ2mOHJ2bPFo7GMFj4szadlkJKc9QvoDWOSn69gOZP0RV36KC5sGjeNIyLrVySoyeEzDsJ1lDc5s692JRfdDavqtS9C2WWpu7t7IwTcuuLx5w5s3b3B948obV1feur7lvacfQZ83lPIOp9FjOVB7FXVS/IDPJIQQQoifVtyF/BiO+GJwOczUPocjna5/upuxvXdHMMWcSvPrhoR8LblLF8dOcx/fjKX4rV59/mjcmNqlM4Rpv4zfM84fv82HiIdM/yLw9vsvFwtG3xdc2reHD5EGQDV2BX+nbOb/p0H7FTxOzWPNFV3w7tZkoXBhm0hqjQ08n1+HQn1P4Rv62DDqcT29gimn46A4Rl+uzejB1NpnGVvMRMz3fYLT9L70n3mQZ34hhVHbUH70KsaUs4z8fXFGwWVLf4Y5vQ0+vlQWFOo9la6hO5wYXvBX03J02eXy5em7Ru9LTGlYJUZrMrzayOg5XfltQnH+n45MIYQQQoQVi5AfyO3tCzj0ArRqI763jvP6cwsQcwsSxfHIMpGxqDCY3VfGUaBo2khrcxU3J0Y07s9ZXfSXa3DZzeBGEV1kfGZO5QUvONYzzc/bNMKsKAO2z6VBShM7Q5WEtPnCN7gx8GhxE/5Y9IREVpYkSWKBuZkZar07D678g3NQSJfVzL9Rq3BkjXU0ZKhahbxmp/lbF80rQJUaM8tk2KZIiW1KW1La2pLCNiUpU6bELqUttintsLOzI6XhLGM6zeGqnxGj3zVmD1hIkxMDyRPuaA50vYrTX0uYv2gTF10Cv1yHqjS2lB2xk91DipkeoSeOKK820HvgTlyCb3+gzdqeqQPChXBNajKntYji7kUIlQpt4hSkSZee9OkzkD5jBhx8L7Bi2w18jIHcXjKFrd130OaXHmdUCCGEELERi5BvRlLXQ4wfchK/MMFETdIs2XCIogmEJlVFOv/pSKoYXwxoyVwy1MCbVjkoUTSmy/g/oUpKhiJlKJs+pmFPQ7b6v5F2yG6O+EScOlUaB+qO7EsZEw3yNTkbUKfAOK7e0JA8TUYyZ0yHQxoHUqdORepU9tjb22Nnb08qe3vsU6chTWp7UiSJziFZFesbR6ky8y46oxHv8zMYs7UVW1um/nLBpbjtp1eFhqx8EhTqJpMKM/tS/DlnJdNa5PkhAR9AH6DFxs4StesnFE1q/hg/mirJws9lQelmDci2eCYP9KBSm5M0dUayZMlC5syZv/7LkoWs2bKR2SFZ2L4Q3ofwuVyHFS8NKB4HWLDiHi1G5//VO90IIYQQ4jvFIgOoyVC/HiUHn+JU4Jc6UrSpHBnSrzbhBwUMT5WyNO1HjQ0zhGa8sc5P7Q6dyKGPy4VqyZ038c9Xi69KTLoCZSmrDQKzvKT5zjYb6lSVqJRfy5FL4cYqUmmwzlCG5iPnMbNNRtMdmTW56Lj6PE3SFiFHirjc0ZaUGTKWJhubsvFDSorU7UCt7GFLorarzdztk3laZQgnPYyorbNSrcMQxg5vT6kf8YCBUMxztGDl2ZwU+bMlkzx6MLFJ6giPG/PiLRk2OjXqEhUoU7wAWVLEYOdZV6Nn+0L8Ne4mlrlqUC1fogif6iyEEEKI/w8qozFaDQQipv+XjaPmce5TIqxt7MmQq9Re9PIAACAASURBVCRVa1cmd/JIWmk/XU+fflt4bgBNhsbMXNguxuPgJyT6WyvpN+csXgpgVpgui/pR7ifqJezj+ohXH/zx9/cnUG9EY26FjUMmsjhY/wQ1xAaendyDc5YaVMwUWZ28gvOuCcx/lo+WbetRyO57S63j2vKBLL/qjxE1qX8bzNjGWWM+UpPihYeXFSls4uegN7w8yOpzKanXvMQPeVCaEEIIIX5esQv5QgghhBBCiJ/OT9faRAghhBBCCBE7EvKFEEIIIYRIYCTkCyGEEEIIkcBIyBdCCCGEECKBkZAvhBBCCCFEAiMhXwghhBBCiARGQr4QQgghhBAJjIR8IYQQQgghEhgJ+UIIIYQQQiQwEvKFEEIIIYRIYCTkCyGEEEIIkcBIyBdCCCGEECKBkZAvhBBCCCFEAiMhXwghhBBCiARGQr4QQgghhBAJjIR8IYQQQgghEhgJ+UIIIYQQQiQwEvKFEEIIIYRIYCTkCyGEEEIIkcBIyBdCCCGEECKBkZAvhBBCCCFEAiMhXwghhBBCiARGQr4QQgghhBAJjIR8IYQQQgghEhgJ+UIIIYQQQiQwEvKFEEIIIYRIYCTkCyGEEEIIkcBIyBdCCCGEECKBkZAvhBBCCCFEAiMhXwghhBBCiARGQr4QQgghhBAJjIR8IYQQQgghEhgJ+UIIIYQQQiQwEvKFEEIIIYRIYCTkCyGEEEIIkcBIyBdCCCGEECKBkZAvhBBCCCFEAiMhXwghhBBCiARGQr4QQgghhBAJjIR8IYQQQgghEhgJ+UIIIYQQQiQwEvKFEEIIIYRIYCTkCyGEEEIIkcBIyBdCCCGEECKBkZAvhBBCCCFEAiMhXwghhBBCiARGQr4QQgghhBAJjIR8IYQQQgghEhgJ+UIIIYQQQiQwEvKFEEIIIYRIYCTkCyGEEEIIkcBIyBdCCCGEECKBkZAvhBBCCCFEAiMhXwghhBBCiARGQr4QQgghhBAJjIR8IYQQQgghEhgJ+UIIIYQQQiQwEvKFEEIIIYRIYCTk/xIUXI7MZeSoddzQ/ddl+YUZnrJ9/HBm776L939dlnhl4MXBlWy45ErUh4uBlxt607jzTE66KT+gbMHrfLhhAK3bTuVkvO4IA882DaPnxN08iGJD6O9tZFjPway9rY/PAv2f8ebK5qXsvPomGsehjsvzO9F64EYeGeJi1bc4uPsCz7xCHdOKF/86LeSv8x/jYAUJj+HlNkb1GMH8Yy/4/l2g4/qijjTusoyovkqK8w6GNGnK5FN+3070OsL4pk0YvN2ZH3VWipThIVtG9WTIujvE9uyguJ1l7vDpHHwWwWeOa7rzTGtSly4r/41WuRX3J9x+9A7fuPj+oePirA50HLKGaz5RzWvg0aJmlK87moM/7DcofhmeOjGha0+W3Az8r4uC9r8ugIgOBdezq5g+Kws5hrahsPn3LSXQ/SXO7oGxPmmqLVKSIUMKvrMY/xnD813MmzydF63K0bVBvjheup6nW6awK2VnBlRNbeLqWc/1OS0ZdCIvY3aOpmKiaC5ed5kJNTtzsOgcLk2ranpewyM2je/BGM/7ZLozm3Imd5Qfl/auZ/fZ+rSe96Ou+Q24/bOfLVszU37mUCpbx9NqdNdZMXkWq5JPpNewKEr06jTrlzlRpdp42haQ02JcUFw2M75bb560z0Ot4g5RzK3n1YUdbL1lQ/fJLUETu3V/PDCZ1q0v0MDpEStrJgl+0fiWYwtGMejVPVJfXkL1FCHlfHeBjVuv4h7liVGFVb56dKqa6dtJiguH5y7ghGvMEpIqSRHajmpOXlOHnP4hy1u2YYtNdxbMb0veeDnxKrjsW86spdeoUqQnPWOxnLf/HMLpuDl/GjCZMIzeDzi1x4lUNYK+nRj4nAt79uCRbwzG6KzV7TYnLj7DNzozh6a2JV+V8mSzNDGP3oXzG5az3fE3xrXJ/92hSf9iJ73qt2f5v8mpYVeJCv2KY/W5/O6XWLfVjXLt6pItScyXrXu4mynLX1J5bF/Kfz6f6l25eeww/2QYGuo3X+HNhq50PFmAMbO6U8pG/eX1d1u7UaKvJyNuXGaUyQMyGvT3Obx+A+sNaeg2KYp5lQ+cObCfS3dbYZY0YdQ7a+wteXtiObMeZafysT7k/M7zWeD7u5w7vJ+9Tnu5QkPmruxPaZuYbaME82sW4PaC1566eL7qV5PYPhPpk0ew2RRn1nZsyNybMbnWN8dxwhnm1LaIsxJGTseNaTUoPyN6V/WmmBUZw/UrY8kfwWYwuN7i7P0Pcbsf1CnIVbYwaWP146bgvP8g1/WpadnQke84j5qmu8O2hbMZdXML/y53YkmLbESc3w18fHyFcxc0uH3zg6Tn1d9HuavkoXKpTIQ5Kox+vHv6gEdpoq76NjzYye5/jOQb2ppSUW2zwGtcuOZDkpIVKRvnG+W/5XlgEesfWvH78tZkj2VojB4F9xsHOHLPKx7OQxrSFK9HlZy/yk7Sc2/1Ck7oSjKha1l+xBnuK29O7DvFJ7va1KsYantpctJ97nB2lB1Br2F1uLKkJinUoLzcz7QBU7kX5YlRjUPH7JGE/Lec/2s2cz/kxTG/fTRukRvxfHCOf/waU2aYiZCvvGV/30b02/mWMjMKkzW+alYUZ5x2X0Jn14B2f6T55W7xB91bwZ9/LOR5TGuhzcow7f5ZBmfTgO4CY6p340Kl5RwcVSoOK7EU3p2eQrvW4zmuK8ng3RuZUDN9qPCl5+GumYwbsAePhY0YuWgO/So5xCicaa28ubVxBE5JynBxQonIv29+F5g1eS2XU08juXXovRzE3dsPMCSvTIHMsY+FhpfHOfUv5BnSiEJRLc7vAmeuBmDtWJHi0a30+romnq9qR5OFd2Oda6JFW5A+O1fTLkMU3xDryowYXpMtXaYyelszNjdPFfV3yuCN892rXLlylWvXrvL3lctcvf8GH4MG67QFKFfNi8dPvShZzCZG388EEvJ1XJvyO5XmPIrnHW1G2en/cmZQ1m8rmow63j++xR234vxROWskAS/U7B432X/oFs89Q8cBhTfrOlB7nhmDDy+jmV1cnmq1ZG85k41FPkUSQPTcX9OXSScsqDNuGs2yRp6K1Db5SR9J0bwPjaBGxwPE6U0q8yosenmU7qljsT0Mj9m24zL69O1p5hgPQcm8MEP27kXf6A/GtavMB7ddbOxTjJhVUn/iyJiG9AyYyuMTfYnqPBIxPXe27uSWpjgTWxaI8guuv3uCs6/VFO5ZkeTfs7qfleEBK2fv4F2mjvRt+qNCi57Hm4fQNg4upL9lTqX5z36dkO91mHkrbmJday3tPl9hGV6yZUBvtlj/ydoJNUkWX+v2OcW+k57YVqtLpXA1tNp8vZk3cCflJ/RmWL3SLKtpg7bYBK57j8Jg6soscD+dsrXkTBSrtig7BKftzaJRiRDI4S5ZqbPbxCyGV+zpU5+2S53JM3AXW/oUiDi8+d1g0/wDPIvwoNOQsVp3Wpc0vbUNj7aw5aKOzJ07USseTgQBh4ZSc9L5sM22At7w0BDEs6k1KLcq3DdU78Z9vQHD6rZUPBL6U5tRqNdm5jcNe7c0UfFhHLzRGZ0R0F1ifM1eXK2+kl0DC2H2eSajC+s71GNe4uGcWNww+PhTWZImQ8jxafTj3eMHPM3jF627B9GiuHFh9p+0GbUXj7ydWb9xDs1yht+LWnJ33s61fIvo3XkkQ38/y/6+S1gzoT5Zohl61WlbMnnIGkqNHcKSVsfpF2HVsZ67C4ax4nVRhm7pTq7QPw6GN9y+/w5VzgIUiHHQDi+kQo0CDG0S9Z2PwL9PcOFjEsr8XomkMV6XikQpMpA9e2CMzrnKmyvsvfiO9OVrUzRVDH4dtOmxCXf15/38OnfeBHx7zGSqQiX7/eyZMoEd6ZqTNsxq1CTPWpS8ds/Z0G8QK87d499Hr/jgb0Br7UDWXLnJW6wpQ7qVoaKjIyVz2X73RWcCCflasjUay6IcMalB+8S5+SPZ+rEKg0fWi2ag0pC6tL3JO8mavK1ZsK4r9lEsSXdpEAWOPPr29Q/PuHvXHI/o1kjoLjK74yzOR3GfUpu9BbOmNKJJwUhm0F9l+KRPqDO3ov/AllSIzRddk45Gs5bS8XvvUX1h4MlfPehr6ocwmvQ31rPhbz05B7SjQjzlJHWK8ozae4RkLeoycEBN6vvvZdfQUvEXZiLid5rlG+5i+dtyWn+pvlZwPzCO7qvuEP7GuOLyN/f1WjI6DaDx+WgsX5uLNvMnUj82F1zxTuH97knMu2yG45xuGMaVJNt2N9PnhgB33hl82d01D+f6mV66xqEla05OiLwZlLkjk88top5VJNMBr51dcRz/jg5bdtArt+nvifJ0KU3/WGa6UD8VPfeXTWPr26x06d2Qr3UVPjy+cIhDKWrEbSVAOF4ndnH0gy2/NajCt7sgEYUHzKHndkfmDJ1GW8eplEmiJZFFFD+FarPYtiCKmYAHrO1Uj65b3CgyZBe7J1TGNrKvnM8V1o4ZzXGDBrUq9AQjikFDOcsWtCyZzMSFro5rf63jKkUZ27V8vNx1UVnZkT5DhjDnH6OPHw9vvMIiZToyZAi3/XUGXlyDQBsH0mew4uvH0mJvHcGesHQgV/6QJmGBr0luBuYpMpG/QIGv4chgiX1iUFmmJmeBAlH+RsdW4IsDTO7Wg+mnFMr138HR0fXJGunGVWNbuhcbL1eh1rCO9J3TiBKnu7Fowwya5ojOHtGQq8tIWi6syZIlF+g+t8I3FY36B4voM/UeBYedYkCBcCevoNvceQgZm5cgbWwPdMWZfU5XoOR4WuSOKmIGcH7HQV5blGVorejcAQtPjUODSWxqELN3+W1tQurLpynXfwNr68XmiNdxa0EL0xXMbxbRtMKicC8GV9oc//Md1w4d5rb9n0xZU5sihQpTIJs9FnH485pAQr6a1GWa06VMDN6iuBC0bRTblHzU6dSV0r9aA/PPjN68ffqYx96fQ34Qni8e80ZJRfYsX6/+zBJ5EGTiOkB/Zx8HH0Kewa0pE9sreVUS0hetRnXTjcGjQcflk0lQmZxHwe3SZjZfMRXijLw/vo77ii2OuvMsnnvx+4ukTkmJpi0oE9nVv1Vhem87hLZxdfqMrEcjs4PsGVAUU00+446C255lbH/tQONFjUkTqohBH1/z5PHjcB0g/Xn76A2KdVrMPR7z2CMaqzCzxONn7/zte44po7bilqs/2ztlx3JTGRwdTVcAKK6X2PHuBWkKVKBsWtNnWHWK7JhsFqmyJFWOPOQxUSPqdj4JKpU5KTLmJk8e06dhvSHFD27uEjuK6xZGz7pM4jqrGVD2B5dcecvuNU64pWtO298juY+WpCSDxjdnY+PFjFzRmWN9Irgz+51897TH3qpTtOY16PxRIqgB0L1wYkSrzsy9osFxwn62DysTjbts5vy25A2HOqf4+pLfdpqnbcWbLy8E8vb+bV56h/sm6G8xd8NDtIUGU/DTNa5ciXwtKq0d2QtnMX38RyBR+QGsLR/2NcP9iZQ+fJ9UnVawqX24DfF+Kb/vu45HgylsGJX3x15gxZbvE/bPG8nwGTt5lfYPxu0ZQ/Nc5vg+uclVb298fLzx9vbBxyfUP19ffH188PHxxdc3LbnS3+L81UW0Kn+LW2u3MKG6Q9TbwLIinduU4fxLZ94aIGOYiXoenjiFZ4UJbBpU6JsLAN3Ni/ztaU3xcoW/o8ZYz72NY1h2+VNwbbbhOccuBmJd+AZz+/YK8/utsihM20kdKPp5JX5n2LbfGaOlA+cn9eGu6R97zPK1YsqfJaNsKfHjmFN4wC7+bhmAEviWW2dvoxSuRuGU334Qo9tV9l3Skc+xNFmSmmGdIRVqngJglb8u7ZtUi5fPlUBC/k/McyU103THY8wdLgzLGfcnq0S/M/3i70z//LfykjmVcjDEvzu7L40kT7RWqOP6lh3c15ZiSrtCv9hBoeByeCYDx9/8ppY6IidmD+BEbFZnlo/hZZpFHvIBLPLRffNuvOpUZ9SEkWxofIA/v6/tTcwYHvHXkoN45x9E92qh6zDVpG65iustw86uvJxP1dwDedt1Ozenxa4Nque2zjiOOR+NUVSCBbi9wBDkyrhyuZkTzU2jtqnH/FNTqWLyTKjnzvxhrHhsT+MtAyhpoUXdYQ4rO5heduChzhw/7k6p7ktZHauanf933pyaNJ693kUYPaY5DnFx2CtePDyynElzL5Jr+F8Mrxj5vTHDs42sOepLzj7tKB/qjp3nyZkM366n3rjBVLdXY1tnKH1K72b6seO87JmVLHF0YrYoP5jtIypE47sUxI35bRgWpr4hgKdO4+jUdRZnA/Lz58atzGkSWd+e72B4zfouZRl8IZIzpcsUapeeYnIR6pSt2em8jvqfvyLKG85t3MOtL6MYGXj40A/F51/2L13IAw2AGrsSTWlcwvaXa+sfU4anC6lZrB/HPuqDA+/HrQypsZUhEc2sUqM1T4yVlRWWVtZYWVlhZWWFtZUVyQrWomlZc9yu7GFaA0deLHZidfvc317sG56yc+J8Tn/4vP3zUcHyMjP7XgbDC274G3A7PY9+vexRk56yGR6yqF+vkHnNKNB6Kp1LaHh26gxPSE2pD4fYscNU0lZjV6g6FcP0Dtbz4uQaFq/3wy510uDmUfYOJHI5y16Xr3MFfXrLe6U+Zcd9Dfk+J7Zx4I2KREmfcHT7ExPr1ePr6YmhZnEmmAj5vq9uccvZJ8rmVkFPPDAYg3B/fJkLF8yimBtQW5OpcAHSRvDTYJk2L4XTAh+3MaPeWB52q87V8YXD5SiFt8tHMmvKS3rU7ErjzxvgB1SY/Vp5TsSa/v5cGv6xmAdhmgMZ+PTmBXrDO+bXzE3EDQO0FBl8mE2dMvxkJ2ot+QYe5nmnyDpdB3FrWk0aLjPQYcdhRhSJ5d0FtTlJ7aLxtbEqzpAt20h3ORPNf0TAB3xOzWfpFUvqrOnG5wFiFI9TrNmqULV9FTKGOUEpODvt4bI+G70aFol1JzP9R2cePnpLVsfyZLOKojoGIx8NLrz6mIRUWXOQPspzrMK7G0e4+uEN3lGcvQ1PVzB45hV0xSYysoHdT3as/hiGl7sZ3Gk42x5AzsaTWDmjIZl+UFWo7tZchq95jkPLufSK5ShFfi/PsWPNav7asIuzzz5hMCaiRmMFKkb2Dj03/lrLJX1hxrQpGuqYVvC5e5DVqwLJPGAQ1e0BTS66b71Pe/u02MbhttHY5qZilSrRapMftPVrCfUuJ5ndvxeTdjyA3C1ZsmERXQrFz7BTZkX6sHlWAyKobDTBwN1Fbeh7KtzL+ifsHN+HeU/CN1Y4w7y+n3swmFF4dFn+CBfyVWlqMXRhKhKXSfzt6pJWoPfChQQWcYjiTu7PRZOxHDVr18TWIhPp09hhmyIFKWySkzx5cpInT4aV9z56N5mDe+sd/L2gFrbmps9QiushBtdrwZw/q4PFeTY0Tx/2nGb8yNPrFzjv/G373oD3j3gUaETz7CrnDRE11zJH+7sCijunTt9GH+TPmm5NWGOyROZUmP2IU/0yfrM8dZbO7Lo9I5JWETouDy5EhaWhP9wrNi3ZxbtUzdl6dx0NbUysVneJQQUrstIisYnjQc/jVe1wjGaFH8CBQZU4EJ0ZzUow6dZFhptqWpn8dxr9lpwWO7ZwfWRhSobeDsoHDh24iC5nDxoV/bHNRiTk/78JdOfV0+foK7Tl9+zRuIIFjB9vsHv7P7z2DIq7DklxSGudirSR/B4qL1fQbdMTrKsvZXidrJF2GCbgI++8grCwsSNZHH0H1amq0Lpe3CwrSoYXrJuxide5urO50eee/HruLBxEj/HvaZXhHitrhdpIijN7nS6jz9aLht87Jmt4mqw0nbeL0fmiOq3oON8/P5UWZ6brWie62EW14AB2tXSgydGoFnuPeZ2Hc9TDSCKH9GT4pe7xxxU/Doztxtzj71CA1/O6M65SddbU+QEddgOuM73bDK76qalapGgMO52HMHhyZ+d01m9Yx7Zj9/FQrMlcrh7DOpmxb/RGVCYSn+K2mzmr76M3q0umjFHv/CRp0sb5KFt65wts+isgGj+sBh489f96PtV/4tUzHYX6bGLphKbkjsf2faqkmSheoWIMO/brYGeibwOWeSkmXHzNUEPIJ1EeM69WFWa4tWTLxSkh/VZUmFnbojU8Y+7vRRl5OXwEM9UJpv/nUmNRewWvtnzbqVl3fhSV22/kzZecG4D7ez3+a1uQa2/oc5ueT656gtSjKZFl+peQalZyFKc2tieqQV6jRVuIPuudIpkYwPkBHbkRlIFuzatEGfAB1GlqMH3vZmzmPKNq9bTfBnVtUQbvvcbgcC8rbgfoVq4BDzFi8PHHutxYFk9sQ4GIboJ5nuLE34GYlR7B/jl1vun86n1gALWmetN161JaOGhJmjFuBjLQXVvKwuO+5B3Sm9qmAj6A0R+/ALCwTBz1us3LM/rwDGqa+HLrTo2ixohrVJ65lxFlTOUgI++29aDRgqhWCpCMag2qkGz7UQ7en0TJUMMKKW4H2HPGn7y9m1D4B6duCfn/lzTkbTmLJeHbQUZCf2csV3f+E89lig9eHJsylSO++Rg8qrXJHzU/py5kb3mRZvufsrz6z9PiL7q8jk1h1qnE1F/bm2IhxVfcdjF1yU3MK8xkcLUPbBnUhV0vQ34JlbdcPR+A2uESM1o1+XriVFlTrv8Sepf81Tqp+PH35A6MOe2F8ZskYuDfJW3ovPZppJ2jjJ9e4Gb4yOGhFSk1JfIkaVakHzsWNiUmAzL8WAa8P4UaHcTox6dPcfJ0myj4cmnin0y57I0xxveFDHjcO8alZ4Hon6ziz5ZqLNOVpE7/xbRr35xqOZPBi9mcGQ0qVWQbXsc/C6aw860BIqgYjn/mJEudDrsHTowfHVnIC8+SdGlTkFgF2oz1WXilLopaHWmI0b+6yt9BuSmT1USP7h/OHGu7VF8v6NwOcOexHqOFL0GWqUltG2pWg5GgAF90uTqxpG+Z6DdDMjxj2/DxHNdF/O1Vp8yD42+/f33OQeBDDq57T9KC1fg9d6jbl0Yf7u7bzGVtPqr8nvPLUarNkYnEP6I15cNljFn1BKvK8+lbPvqXl+rU1RkxLQYr8rvDojYdWafLQmaLp+irNSDjmd6UKbqdgfMWMKxWplDbXuHtnq2c8FIwvPuEWaGSlAyzY3Rc2OaGMXlpqtQoTcm4asmovGXHzNXct/yNpV2jcSfZ6Id/AFgkjqqPHqBKSsbCJSlpoiOL34vkqFVabLIUo6TJD6Xw4oIlRHOoAOtyFSmq3c2FC+9RCjmEfJcVXu/czMmAooxo8f3PWfheCTLkKx4PuHTTFes8FSnwU48C8jNReHf9EOedbSlRpxTpE0AtqN+VmYxY95JUTbbQt1j8BHfF9QSLl57mXfi2QqpE5GsylKZR1mrHAZ9zTBy0FrfSExnb5PPQcjpuL57ObvesdB3TmRzq5+x/cJObD4MDn5/bc94YrEijfcvtm2+Dl+Pvxos3Ksyahh8J4Gen4HF8GB2mXsOsQmeaua9hT5jpRnxf3+bvWwGU/6M0EfWrVd56cvehF8nSZidHhA3JA3h8Yhd/J3aN+nQfdJbRJXMzw8SpR/nkQpBex/Km+dkV1S9ckAcv9VAqqvUCYE29AUOoeGEcZ96DfcUhDKgXX08b+8rr9Gi6zLyJddHi2N+8Fa33KF6POLn1L9as28TeS6/wUYyo7SozcsV8+tbOS4pQ5yCDoqAAKnXEG1V5s5nJS24RaOS/ad6hzc+go88YFOZFHbeWdqL37kxM3DWe8lHVzpsI+Ir7CYbWr8fct7VYd20zLeKks0Pc87tygev+RhS/PUycfJY6syp8M8KR2qEETVq1iv6dHt1Fbk6ewPFIJmtzNWfiouZfZ788mNMbblOszxKWNAgV4AxPmXF3K39bNmHKkqhHwIsWxYv7p05w3zOqcf103FkxidPetvxW2oZ/du/g+6rN1FjncKRagRQRHyt+d1jcoiYDruRk/P7O3KzVgRs5WrF6U3e29GtD3wZF2d9mKktndKSYjRoML9m2/jiftGZoXO5y+72CY+jb3cpH7t1/hSpnF/JH78Z/NCi4HxjJyN2e5BkwnBZRDHQQ/JaQmvwk0Qj5/yF1iiJU/K0cr21C3aUzPGPb5vMYy02neY4fH6z+s5CvBLznpSukyRi3wwUBBP0zjxbV11B4jQd7Wv8i40r/54K4sexPmm4pw8a322j6q282nwtM6DqLm1a1WD6xAXH6yIFQlLdnWTN9athHuBsVDIo1jfP1j/+Qb3jA6nZtmX/PSFrHa4yqWxlnZ2deO7/mnZcOu0brGVLeEtT56L/v3+Cb3/pbjClRnNk2kzh/tBeZQ847gad7kbvaxvgtbzzwuTaLxi0W8jDlH6xZ3ZXHjSJpVWpVml4rQ3UaDCXwUGdOn3KidK+VEQ+ppriwoKoT/0SnvZoqKeny5if8qIChBb34xNO3fqTKlo88yUz/bBm9H/D++cdorDiYVZkRnHjRhVdvIXUGuzg/v4anf7KGjm0W8DB9O7bOzsiUKqZDvvHNKaa128bePWd5+klFsuwVaTp2FKnP9mW6cxFq1Agb8AFQFIyo0EQY8j04OmES+72yUv13FSfOxdlHiyVzsuZIxptT8xizsg3H+mT7roEXFI9zjG/QhLmPs9Nr+wKaxWHAV9xPs3CqE88jqiRXJ6N055E0yRXdc5iOO+ev8EEBlZmKp8sGM7fNWUYW/JF3BQ08P32OZ5qC9Cj2A9arvGDroGaMvxHdVuBweFwLDn/3CrXkGHCGOzPLfFP7bXhznPGt2zDln3T03baNwYXO8nmsBZVVPtquOEfxCn1p2asbFU4fY8H+zbQzbGTDBYXiPXpgsXQjV6/5Q/pQV6NBt7lx34B9jQI4xFE+NXodZeSAlJRWIAAAIABJREFUdThn7MC+oWWi12RO8cc/ABInTvJz9bMKPMLgSoM4FL6z2JT6FPrch934idcPAjDYzqd2wa89HtX2f7DIqTJgxG3fACrfTRqtCxizvF1Zt6RV5E2Pw/nxIV9x5dj4jnSZfoSXAUYSZfiNwUtXM6a6w8+188QvzJszY7oy544Vvy+aTdtotM/9XtrC47juPy7Ma7pz/chXOfLuS0ajAipVHB3vatzfviFIY4av82M+5MxBgSoFcDi4hL1KRYZObBpmKE2AwMtr2XLXhtrrW3wJ+L+qwH+X07rBcE755qHX+iW0yPCacVG/LX5pC9Fl9TY6mBpCc3l10t90od6kzUwqFsUQmnfGUvKE6VFPwlNb2JEpggezxjXl7X561+/Bbve8DDw4izq2C4iopIFvrrDrr8U4PTUQ5LmdeS8zUbb+MIa2b0/TilmwUvuxrekAcI5kRUFB6NGiNQv/M6jgfmAovVY9w67ROgZmnfGDQ76Bp391o/v6SJqCGb3Qab05M642jnvTRtwswbwUA7dPokYErXD0zvsY3LAN8x+kp/O6vcys/j1jiUfO6HWN7fNX4pyvIOlCN3NSPvDgmg++1YZFP+TrH3Lo2GMw06JOVZuW+c4wZ+hqWu7vGuY8E3RyCAWyjI9BjawOz9cGyBudMtxm49braEpO+x97Zx1VxdYF8N8NQkJKBUURwe4OLDCemJiIiS12N2KL3YWNgWJ3tz67E30qiqIioiigF7h35vvDF4r30ljf/NZyLblz5syZmT3n7LPPPntTL6WTIZkZjuWcKONglvzJmLIgvbfeoOUn3bP/qEszaN/dn/AKowlY4K59r1DUOSZ59GAzTZi3zodqFrqejgwDq9wJ5EhF8N4p9Orpy2FVRUZu3cKYGlmRf0x4rjGF2y3jVPHyDJobTRn7jxwftJrrRrVZMsCDh0cWs/X0NeKaVPm3fvWDP7n0MhNlncqkX5Qnw/w0aNeOzIXH8oc5CG+vsfVYHLWbV9AZKlaIiiJGACNTk6TlJu4w/RysGJJYwfhoogU1ge1t2ZOEeAuxUagppf2gLBsFKlYhSsv7F99dYeuWu2Sr1waPqt/Kotw8H/+8Zrm+MWZmZgnuTSQy6BTnn5lTumYJsv1dhdLEIEXGgu+s5Au8CuhNmwn7Cf97dUv19CAT2/Yiz82tdPgBS5Ci6gU3z5wkLsmnJseyQCWK2fyWHk6/EQKhW/vSZf5dTOv6sbBL+sXATh9EYuPVoK9Puqx+KvLS2f8yza0Kksf8s2xGnxxAuYVySgybQveEy4NCODsWBhCc24OlblZaKvyViObY7EnsDsuJ+4odzKxjhVz9/Ec36v8HzVNWdPHE70EWmvhtZlJ1M2R3vzguRHJn1wqWrFzLpoM3CY9XolSI6JXz5s+DYymXgmDrYlwc8SjRS/DRCOF7GdZ3NY8z12bhhGZYrZmePveWApQmWchmHY32nQ/WWDfOn3gFeuYYffMoBCL+nEWnNt7sjS7DkG1bmVTbJmMMYcq8eK44wbgvNgoStZpG1t4pqkbzYBf77uWhfOl3XHqZjaYju3Kx9iTG7mrBqib/RdZR5K1Hny5lkr9zQwhhl+8sks7VJ/Bs3QT8bptRf3WblEeU0i/PkG0nUniSAVnzFEJX7ADV7YU0H7GWJ3Yd2LDBB1edOk5hlgSEElJ/AqOGF2TrjjE468x+9gWaYNZ2cKVnwEOUpbrpyKj7NaYlurJ0JaiDZlJzzVNytJpPC7sSnKpgxaxzpwnWVOFzHkuBN2fPcU9ekjbV0i8NsszAgfqjV1AfgDiuLOhOx4lhNFKfYZ1HLq0yLkZF81GUYWKSDCVfWYCmo7pRLpFZifrGakasfECpNj60TjTOuEjkqQWM26HjsH4pOs9aRGdt17g2mvPbn1Om+1wW19fxTuJOATKs6oxn+5KEcfLjONm3ELXWVmDY9gCap3I/xHfWWOM4s+8YbxK4rwlvj7H/tIoOP8BHRPM0AK+aAckoaYDr0gTJRiR+OiLPjKVZ5zU8jFdQrEQpcv5cGj4A8XHxoNRHP12cC+VYOhblX6n8eIGpA/0Izt+TQ8PKfxNXWXNvOXN2RlJqVDe+d56i9MeEOuMXMtcpFx3bOaatMxNFRGSJRm9JDoKgAeTIf0K5S3cUuWjg6UHLyu1Z2jEvSkig6Kq47D+Z5RdzU8drJh06lON61xr4WuQgdwqzKQmxccShRE+Z4Dy5Hvr6WagzcQFdHRXcSuMtpRwFuZtPZm3zdKxSHcph3250m3yAN3las2T3EroU+z7p9FKPhke793I7Zy2GFNjOpZdgUK4fwxqsoIvPNLrXmfpvkkW5XXW69u6QIp/8JwtnJ6nkxwUtpcfwXXysMIkxLdN3xSM1RN/0o0PjgRxQV2dq4HyaJlTwY4PZM6kP40/npr/fbFpX8mbbpo80aDEJt1ovWbxhHq0LJtFJK3JT3bUe7oXq4DPIldz/aInCex7ctsP7ZhiO2c2+nVBpglk5yJc/lbVYMOIPTFFQpXYVjDcc5uDzYRTILQc+cOLYJeLze1E1Z9JPU4w4x4pxo9mntajAy3NvtIS51qfMsJVMOFmdob06Ur7oXvoX/VY7F2OiiUGBtbFx0u9Vbkf1zr0TXUn9GHgKn1Uh5KvTnd6J5kUReBK3mfE7MihHtyig0YBcx16j9OA7K/kyTE1NkBP59WAgM8FUW6rq74AiZ1OmzGlH3iQvr8C6VMqjGgjxajQiKJX/RysAmuds7u3CxSTjpSeFSExICJpkBjeLvedH+5aTuSwzw1wenaBNIRxduYVr77VvkFLfeUicGMOdnXOYcVu7MMj0C1C/Z0OS7aKqFYG4uHjQ109zbPpvUXFlel9m37aj2z4fqiUUV9U9/IbP5WK8DfVi9jFnxv6vW/bkJh/EWO7vncOMx1puUmZAgQY9aFjg55FluU0DenVIez2iRoMaBco0dUMisao40DfA8P9ByUdO9hYL0WkikdvgseQ6rua5sDYANHe4ldou4VMMnzAgU6avK5BbuTJ1zwmi7B1R6E4s/x1QcWvrEg5qdW7XhYxMhdzwqv+Pr77Au+vrGNtnKIvPqijk6cf22V0ombwgaD8WzQO27rhOtlqjKBm7/fNvMhtaDOnM1GqLGL28K4d6ZdyWSVWQP50b9eeAUIs5ywaQ+q1QAi8v7uZMiBqFQoFM1BD37hRX34gYGiZ306eGF/tH0aLdDC4Z1Wf2wfX0KfWlATOKu9tm4eMzm52h9rSaOBrXvJ9Hg6y1JnNgjxnuLcbQvuodri5fz2Q3+0TGCjl2bWazIuFdPFtLzxpDiB55mT9HaolPqchB7R696V2nIR3/9qUydfmDSop+7N4bSu+euZBHHWXP8SjytKtHclJeiJFX2brknu7N458+IGirx6AofVfN43zlDoxqP4bSx6dQLYHMC1FRfCQTxibp07GKcfGo0cfA4Edv440lLh4MDbWEp00nvvNobYBz586UChjP5eh/fJhkGJfqTJcaPyZsoczYgcoNG+tI4JAOfFIRiwz9RJM4/D4os5fAxeVTuiVyM8hXAZfCpbFNNKawQOSF2bRtPoL9nyrivbElV90G8fTLIuqHbJ88lIVPEg8neHbJcM7qOCYzbUHOLmlV8kXi4uJAL70s+f/x8aIvPabfwK77HsbV1KIZfLrF6QvhCGqBPb5D2aOjnoiVI7ii7YDMDPdcnX8qJT9FRJ1lbofWbNIaXeciH4T3nJ7VgdbrtUfXeRSkgQKJX+KTKg4MMmX4ZtdfBQPrXFinQz3C+w9EY4yJFsOBqWP+1MXkT1c+cn75cIadtiJvHstkTOBVhP31GE0LBzrXz4v48gx+Y4YycfV53matjNeaJfi2KcLPbr//h7hLq1l7NQeNfKugv/a/3w3K9aBXg7P8VcgMGR8AiD87hTpVliff0i7G8DQRn3whbBNdanUhUFUJ7+0b6FlIx9OXKTHLngd7o8xwby4NGy8i88iTrPX80g1KTqangfTy2PCvSzEyJaa5XRjWRnem1X+JfcJe3570nnKQ1w7tWbVjCW3y/33Wx6ecClzGwgXL2HFbQel2Yzgwuic1c39ZqxyLyiPYeyYfQ1p5Mbd5eU53GM+8yd2ooCt6hDqK8IgYNP+6hQv85beS04qqTG1oSfirV1+X18QiZs5FngZjmfPllbPUpWHlAQzesZtQr56YH93F0UhH2jUvlyyDlNyxF/tSkgzrCxR2rVi0/Dy33GbRcZAT55Y2+tcHHUCIfM8HTMmcOX0GzY8fPyHIjDA2TmN9midsnzSDQy+/1SvEd1cI1Xwg3q8fPfYkfHcy9Et2YLpnHHHxoG9okGErT999tDYo78OBIzaM9Q3g3HPIWdGDYWO8qPjLuw5oR3j9mgjRkIJZtWWc+7kQRUAmS9NkxKTuJPbXTa8WJQc1T7b1p1mnxVyXlWPolu2MKb+XxgmLGVRnxq13TNJot+SrdnQkX+eLNN9yjdkuOro0uR7GafUoEyJ5G6lBZmqGWXoKxLtjjO4ynXuFh3HYtxYWAHHvCL51lctXb/A+Xxs6OTfAe9NeBuUqiaO1OcaGyq9kMvZkP4q6bqBSQAhrmmj7IGXIEjN1q28yq2Zu/JLRq8R/CEcTF8Kw4raMS8ZzUEW+R0z1s5dhYlcKp7KPiX8eQoi29ryOIA59NFHPCdGxMqvnUBGnojkSGehFYmNViPJonl+5wIVEnkPUsygEUUVY0EUuaBK3TgnBr/gowq9g0M0o4iMjiSIzFhY/9xKJolgfdp8ZTpKR8uLOMriY87/ZRQXVC65dekOhnquYOaYdpVLozvRjiebI8gAe2ruzzMmAyC+UfOR2dNlwGLm+PnJBTln3fvTVttoRfYOtq04hVOtA8xKm34xB5cq7oFesoFaFRW7dlLFzZlO/cEdaFU5kWiTPTbfN9+nG583sL4KfEKMlh4R5o/lcuD0alUyOnn4mTCyykdXCMIm9XRrCLyxnRK+RrL6mpmDrBZyY151yZp94+ud2Nm1Yx5rAQ9yNzkb5Zr1Y79+P5kUTfNGx73gbb4aliRx9h+bMPV2WPyb1pPe0nlTdu56uPpMZ3rEquRJ0QHHnfKhcYw5/aXmsA4rn0JJqTEYmlzncPdIX+y/FTG6DW/PqDO29hrX3mpBzzW4i8nf/Thla5VjVmcKy/qepNbMvQ+qWZ1Wz/yZfmg+RRGGKhVkyvn/1VRa1cWNnIv1v7NNrqAUV+3ya8ziJiYPqyT00OGg/KL7n4bmjHH2kxXgY95YoIRb11eMcDUp4UIaBrA6CEI8qFgwMMy65xw8wycmxquDF/B1e3//SP4C4kKe8wIbaOdMtyGzK0ETy4NRutu16gH3fseh2Hf2soGD4i1khY04za/hS7mZpwrzAVfQqYwpR2goqMDQx/cZH/R/0DD9/CkrDzJiZZeCqkhDOm7cisqxZ0y+spzqYdV4dmHfPEpceGjb2bsrImze5dTeYCJUIelb8MaMBHZ2tKeLsqrMajUKODJAplKlzL5OZ4VipBkWStLaIRFzbzYF7JhSpXgOHJMcQgdCzWzjxPuVN+oyCgh2nMTP7dfRruvKte7OaK6PLUGmOI2OPbqNtqs3CH4mIiEF4vZ0+VbYn64wV7Sp/s9SuHX2yp7ZZvzxqHj8KQa2Xk5zZf24lP7Xo53Fn+RV3fnpLkBaEF5tZuj2cYr3bU0EfDiY4rtT/+wOXW+HSdzouWuqI+3MQ+/yvUKzrHOa0SqlbrJK8zXuTNxVt14qBFXkKJTcogYaIaxuZNcGXRbvvEmNZge6rlzG1XVGMQrfQtXInVgV9wtTRifpeS/HzaoWTbcLxReDt5ZUM9xrG2ghXVpxYQ+vcCtC3p/64PVRqsIzh/cazvGd1Vk2qjMegSUzpW+2/aCtFurJ0R00+O0eoebC6D8OO5mXokkFUStDXiRH78Om+mswN6msJwSgnWyMPag/riP+E4WQ9GEuFsZ58Fx0fAGMqey+g7/7azBowlEZVVtPMWg4IRL57jwZTMpsnNrbIMCtQnQb1g3Vsgv8HgXcR7xD0cmCZDJdiQ3snGjjmJ5+2ssoSDNl/L0F+jM+or42mbMUVlPG7yQpdG28jlhL5SYaZpY68B+nAL7ru/qug5s6VG0QZFqJEke+bQVR8fYY5Xetx6cAJbr6Kwyh3HcZ3SCTIt/Cel6+ikVmmo/L5PTCuztg122mW25Xqv4ICoA4h5IWAafHs6WTJj2RPr1p02fwMtQiHF0zlXI6ClC5XHc9mQ6hQqRKVyxclh/GXF9Nwf8MEAiKr0qFzTfLoFE2BiOuB+B02ou1AN+2h375EkRu3iavwSdIhNo4zA4tx6K88tJ+/hm66QlP8i4ptbfZx8lBS5XQTe2Mx3VtNI67XIc5Oq5ogQc97bt0Mhtz1yJ+W+Z06lNDXAsrSvVgxulaiLiTRRyfSaXEETWbMpJV94oIgPN/CsAGb09CwX4+Pr5/wMhqUCoh/c5b5gbehUBPK/ni/nIwjqf4g7h4LWnVkT94RrPB1S5DUTc21ha2ov+OLb08I40YMOGZAU/8jmlNTp7BPXZ25nYuhTJWjpsC723d4hgMehX+xJX3NUw7MGMvMg2qq9lmJ76j2lP0nKo5tE8YuVvOHnhP1ney0xoOPeXQAP99xTF9zBXWJ9szdPB2Pr0I+y7Es152lZ9swaPcCJk/ZAdnt+TLwjtyyMM71CwMgPFvF8pMRFO29FZ+W5ROsOqq5OW4sQZnrsrR1Hq0rE/KsjfFyH43r4jU8tGnFxk4Fv290OpMqeM/pxs46i/GZ1YMGUythgMCbN5GIcmssE13JU5Cn9Ry2NbvN+pGTOFtsEvM6OHzbfvU1Rpc9yDXb7qzaMYKC6XWD0UeZ1DMQo86+9KueYJKoechW74lcc5rO+IZZ//3U1S9fES4YkdfaXFLyf0k0jzl+8iEUaUvFzBl8qcj7nNy1je07d7LzcjzqT4dZe6AEtdxGMcCjFU2qOmAqB/U1HRXE3eRGkBr94gXJn87zESE0kD7dtmDYYiTjOpT6JgMigPDiCJN7+fBnYW+WjqtHrmRLphzLivWpno7tzUiEsMc8eS8nt4NDOn18phQpXYWqHm7UrOWCc/UqlHW0SLzu6CPMHjmJdbl8ad2tZiIFRaKvbGD2yKvctqvAupa6Q/jp5yiJi8t78qTVx1ErShxqdaJ7jqLkSeVDMyg3lPkD91J7mic9Sh9ntUfu/zr/qBMcPveJLA0rUzwtsh/3gAfBIjbujXFvXCtR/93w10uQy2PJW6URjZOMk3+dSf8PG3q+QHVkCOXbbeHt3951MqP8dPLvROGffMRSX51CNbv5yVCM4okK16BXPrk1R3FuUkdG7nqO6+rS3+S+AJHYD+GEJYg+ZFO8NAWskxBq4RUnFnozIssXQhZ/j/sasEmiVZp7S/BZ+Rgb95m0stPRO8TcYlfAn7zQaV7V8GjzFeKU9oSdWs6Sc4lcUGZAvj/aU1Nrgo9ojkzozKLkJKaKfkCwRoP+6u40P57UR69H2T6rGOmiRU1XONBm5TEqTLIkr33CJUIFttU9aPHNSTE8ORnIssVLWLXjCu9tqtNx3nG8u1RGd4RuEwo0HI5/w+GJtPMt+8dPYJ9Ra7YOTKjgg+bJKkbOv0OhnktoaaOrJzemilttcixdjrpea+r/gCjLptW9WeRXCpNG/+yB0BD++g2iSRGyJGeTil5W9MNOs2xtP0pW3UFXx69lJe7KJrbfhQKDayUj4Eryidi1hNkbg+jW57Nr9leOwTIzeH6EGUN9+aPGLKr9fR/qx8E8w5Y/7DPOCPyTd5m/EIos1BowFxO9qvyjz6vvBBB4CcqMb/yNMCkdmzPRrzDmldJiOhSIODWPYb6r2XviFmEqEb0shane0pvR7h40q13428yROlCd28Xhl3qUH1gTLXvxU0/sbRZ27oPfMTM6dMuhM7ud3NyWPFk/MWNKYypdGsWaNd7UsPkFLPMpJO7mDYI0RlQtkCedPj4Febr7c7h7cstreLhqOhufZ8djfpe/4yHrrju351RGrK3I8BHetK69lAaW2gcHswZT2N8ghU1PNkpKdpzBwjTVYUylMQHMueVCj26NMcu0i7luuVAg8HKzP/veZcOtUVWd7lzJQf3wFkFRcvIWLpQ+ORD+j7GsP5aADc14hx5GZjY4lixDEeuf2cprTLV+i1naLIEmK7xg3+Tx7MnShbleZRPIhQzDvKWSIStxPFzdiZa+N7Hz2sbCVtpiietRccSR1IV4FqJ4dO4IMQker2mJEuROIhuzLHMuctnXwH1kXd2JjCKOMrv3AE4kaeR/g1/fy4kXkVvQenMrHUq+msgXD/nrr2SsJsRFoBJF1GGP+CsuqZ7YgBw6orJ9PpyLvEkmnlPx4tJeNgVuZuv2A5wP/oh5sfp4zptGn/bO5NYi2nFPdrNwaxx/dGlGkWRsyIk6MYEh/k8xLmtKzNMINBZW/0021fdZ1subo1m7sWdQWd0badX38Ju2iVCNALtXsCmkHh10Td4yCnlWanT8MmRaPGFhb8EqmV4Gcmua+U5n2ylPBrcdT9FD46j0zwqgEErgtFUEKSvg61k6/RRgzT2WL9yHqtJ4PEtrqVWelcZjhlGl3EiGze3AyZHF0UdD6P2/iNRzIF/ejFPFJSU/3TCjVLMeX+RFi+TgvNXcNKjC7Ja23FncEz95N6Z0L4kpIM9WgeadKiSoQ479wFPEDUzuNeUYvrvOgYufKNR8KN4tPGjhWoJsiUwKlcWGcjDYC6XFF+vewjMC5m7kqXF1BjexQ04Mz55Ek93eGiWgLDycY6/6gpF5ypbuNCFs7dmcIYc1VJ28gblu1rqXpIwK0WbpKYqU7UGrgeOp53STGZtX07vMr78+H3VjBX177afCuvVUvHydt/LClC3zfXJCqF5cYs/GLTwtMoJBdcwRwrYwespJFH8sYFTdZCQ4URai1/T+BFT3Zcj4NlSf4/ITRDJJJcr8dPHfxrsWjRnZqibhMwJY0iaKqdMPEJO3H91c07K1VeDlqTPcFfPQu0zWX9G1+gejT+GmgxnhVPZzbguzItRxTxhOReB9RCTGVpY/4cBlQAHX9hgd8GPrm5K0aOWErQJQ3+DZkokcsKuCZ5e2GAmR3Nq8jNPZOuHlYpUMOYnj4dqO1PXageA6n00zXNPfnVKZj87rzn+dDCuZyG1bMP+ICybWukcGuV1/jsf213FUIHSFG8W6n8N5xmiYNJQ7Hvu4PL9mKvoZc5ovvpLIvrP/UN8aS4UyvpgNO8KRPrYZ8L0KRIdc4cTRY5w4cZKTp85x4+kHFDalqNNsFOvbtqFRhRw6jAoaXp2cRqe2YzgcX5WPFWtQqLJFkm00Kt6ZKdM0LF+5jvZlVzGmdjt6DxxApxomnB3WmqEnc9B373i0BV77TBx35/Vi7Cljmk0bQNSUCfh476De6qZfRbr57mie8TQ0Dpm17edvKhnIc7Vk0epr1HSbTOMmmdixZTiVzDUEr+nDsJ1vydN1FF0Tt3ClAIHwnVNYcMmSFls66zScKfJ2ZUJXP5znTWJblw14ZPvIxYt3EAv0JSPVHGksyiCiTk1k+LpQ7NoOoV2u19w6e5RVvWpQa+AuQtIxnLNx3QUEvbjPsbW+9GqUuIIPgNIUa1tbrP5Nsajm4ao+eO+JooiXD565IWyzF5ULFqdqL39uvAcUhphZWmKWkh256qds61Ufz9UvKNI/gI1DyiYjHJwpJbut4dS+sVT+tIt+tWrQf8fTHxr9Ok2In7i7tivVqndnU7ge+jHBHDl2D9GuHBVTnI4x+WjeBXFwmQ8daxXC1r4CrX0PcDc8Eo0Qzj7vUWz9UJ4hUzuj1RimBYNyQ5jRzYFHfoOZfimDkoJ8L8wqMGT7QRY1UbC3jzNlyrdj8cPstJ48hIppWlQL58jhy6itq+BS8vvuv0lI3N2VtCthhYGBFSXaLudOesWzzVCUFG3pzbh+ruTSKZcqDvQqThF3P+79jJ1C9Amm9u3PuPW3UOs0gMdwd9cCBrTtiv/jxLcHIkRyYWYzanTeRIzLNHZv8KKwVhmVo1AqUaTCpUtmXIAaTWtTJNENjYkhx9I6W6pzfggR+xgz+SDR+TswsFsPfPqV4sXyPow8EKElcdKvhMjrY754efmy9a6Mou7erDx0i+chl9kxfwjuOhR8TfhFlveoQonao7lg3YGVx3YzKhkKPoDCsiiN+s9j180n3Ns7jhpxexnhWgiHAuVoMT+MWvM/Z6XWjsCr3f1x9z6DZfuFLBg0klkjK/N+Qx+8/B8nsZE1g1EH8/i5iElOexKZSyZAjkUNX3av7YrNBW9cq3VgxqzuNOq9k/fF+rF0sqvOlacU8+4oY0dsILr6UEbVT6xWQyr06Uet2N3MXnYPteosJy7EkK1MJfJnoNXi5zOI/AYIL7bRr/M8grJ5sGFMbcyUctr4nyRLrua0mdaCao+mEOg/gArpIWX6Jlp93JNHLA839KBRnz18chrPch8njACjRuOY3z+UnrM64XRoJ2OWL2JQdZvkW/Gjb7KsSzP6bA6naN8N7J5eB+tkzw/kZK02mr3H7fFq2oP5LavxZMYO1vXR7sv/MyLGxRKHimszalLl2l2Ma49nv/9wqqgWUvuKGpu2damQ3nqgKpTzuzYQsDGQbQev8iLejALOzRi4agXtmzmRy1Dg1daO9PZ/Tdkxm+mfomwxJlQbOZ7mm9swf+Qy2h/ona6+jN8d4+J0XbMfeVQ5uu0ORTQphibkJiGqWtin0iNEeLaFgKPRZHV3o/r3T9z9BdHsmjiEgJtvEYCbG4YxqXErApr/KhHXE0F4TejLcII/hSP+dHsUPnLedwgrnxWin387cuvq7+S2tFywgrNVGjKgnS/FjnpTVpvMRd9idf929F91n2zuS9i+ojNFdMlVtm7si+mWqlbLrRsybm3DVJ2bZuLx4gw7AAAgAElEQVSCWNHFC/9nuem0fQRORvrIhyzB+7AL3h08yL17G4PL/arrhgocOqzjTjMlZqZJd/axL84SMHcaM5buJUjjQEPv3cwdXpfcqRonjHGs04/5xQpg3Lgls6+GIhPknFs2naX5x9Gtss03il/kmXE0bb+U0JKj2D3TjWxyyNZnAWP3V2dI/9aML3iEcZUSH4HFiD9ZOnoEu3RkvA37U1vG26TRPL3F3XAZefLnT+FkUoFt4wUc22VM7QYzGTJIRGZaiQmrJuKSXj7JwjM29OrCspdlGBPYPclxUZ7Lg+7NZjHy2X1enD7CwVeW1KhXOU1uokki/oaoDnuJdgoD0W1NjO5CmufiPBd9UVlgsHg2Nv2urXmxVxxQJrMoNyou9j8UIWq+OholXl/cXHQwUIgWlUaIR8I0OmpJSLx4aWRRUc+gkegfnU4NjborbhxYVbTWU4hWVUZpaYtafHF0ktjIIZMo17cVa3rvFUPik65W9Veg2KuMuShX2ogu406Ir5N7i1rQvDosjnCyFOWKLGK1MSfEN8mt68MqsaGBnlhs1GUxGU0WRVEUYza2EE0VtmLX/arUNvdv1OLD6VVEfRmiTGElVhq0U3wS//n32xPLiwYKW7HzHl0vMVZ8eCxADDh8T/ymhOqo2MteKVq23Zbgcg/FgF4uYn5zPVEmU4hmeV3EDmNWiSeDv65BdWehWM9aKZq7zBRv65B31fHeYh6lhdh66yet9xU020XMrLQV22+LSPIpJE6seHpAflFpUEf0e53GqhISf130KaUnZmqyVtT59UfeFP27lRLN5AaiQ6MB4oAmhUVzhUzMZOcsdpu+Tbz2KqUdgkq8MLKEqK90FPsc1/bsvuW1Xx3RQK+oOPJS0hIaf3OMWFpPX3SZ9zwZNUeJgS3NRTmIgIjcXGwZGJWsNqUH6jsTxHJ6+mLtRa/Ebz5X9T1xcgU9Ud95jvg0Nf1C9A7R01ohZm4WIGq/o3jxmk9JUc+oibjuq5evEUPmuoj6ek7i1L/UqbiwKIqftoltLZVijs57tRzUiG/29xYLGxqKhfsdFSO/apJ2eYw57y2WMTIWy/hcED8lqOv12QVi++Jmotwgt1hvwlHxRSqb/A3qh+K0ynqivvPsVDz/WPFEHwdRL0s7cXuiIv5J3NMpu6hn5yUeTqQr1bw+LU6tn0vUU1iJ1Sdf+Op9al7sEL2KGIlKqwpi/y0PxeR9USnjy28qDUNUmtBEPxXPBk4XezcqKVobyES5iYNYq89i8dTzNCok8S/EM0t6ipVt9ETDPI1E3+OPxNubR4kN8hqLcr2sYoWBu8QX/950vBiya6BY3lwhGhfvI+55+fXT0DzfJLbLoycqrWuIE8+81fGsPr9zhcJANDEzE80S+Wdu6ylqHV50ohFfLa8vmiqsxQ67UigJ8WHixTXDxYb5TUW5zFjMU6a4aKMvExVmBcS6vaaJgedD00G2YsT7m73FIcvvignfWvxVb7GEfnax054EX3h8vKjWRIibWtuISut24rZIUQefvzmleStxcxoa+utb8jVBrPAayKaQ/xaUxHdBhAtqLsx0o846XSaVeJ7fVCPEbmNgg5skP5GaHOuGvqzpXTLB7wKRlxbRve0wtjzLRfuV25leO2HsUxNKeG3gsHlX6nWaSpO6Kjbtm4FrMszcYiLRL1OE6inHV81i8rTlHAs1pWKPdazw9aDgN1YiBdlrjGT7pVos7u3JsMmNqXhuBP5rfailNVRlLI93+tCx2yzOxBaj67pNzG2ZN+kMgYkgt67F5L17MWvemFETGuP6cSN7p9T5sf6BSaAJ2Yz3vHPEGxWi3YLNLOrwd9bKj6fx87+KJt8AOtfWZVXVx9GlVcpC3inMiX8bhlWdQQzs3BGPmvm/Dc2pOs/4NoM4bNSStav7kbporgoKdB1Dx8V/sG7tbl66eWqJ8PGTo37N5YDpjPRZwJHQzFQetJn1kxtip1Qz9OxKfMdNZ/XwZizzzkrxWk1xd29Kg9qVKZ49cdO85slqxi66hV7FKfSomgE2mRR9+ya4jfKl2bWhbHsEjk18GeX2k6yBKbKSzUqJ5tYtbsWAXQqNtO+P7+bYGwVFypUh41LH6EbXa4i6MA339kt4XWUaR6fUSFbSMqMKw5nTczs1547Bv/NeutvJUb/8k5WTRzF+6Wne5nJjyuElDKqa7ffyqY0N5fTqKYyesJTT7+xoPGsrK/uW+2qVVp7djYVHdpClVXumtizLkRZD8R3Xhwb5tchxzANOHLzJmxSaiIXQB7wXRdS3DrB1i1mKEkDKrYrxh0uBlK8sC9E8u3GGkydOceLoIQ6cuM6Lj0qyFquN++QxdPNsSDGr1C+Rfnx2jt2BAaxZvpaDwcZU7DiP4xO6UTGrHJjIbtfWbJwwm6Aa5T+vrMc+Yc/ELnhNPYGq3EACN/pSP0HUHbltCxZtfUFEw8H4NKhD2NJ1TGmRX2sADXnePhzSmfE2KQQEQY48gbAL7/5kzuJjfLRwo16y+lYN7+4dYUvAetat286Zp5/IXLAhIzdNYljzwoh3tzNv+jxWrhmBx6JRmNmXpLJzDapXLk+5chUoW8QWkxS9AiPyN5/ANK1NERDgG9mSK5VoglYwb0cEjl7dqJfBWQ5/fSVfVBMd8ZrXr7/0GrOkQAlL4A2vX+s+VT9XcYoDqvDXqJJ9QQXKqAROrjEP2TV9AAOm7SUkczWGbwtgvGsOHe4tShw8lnNADnU6rGXh7r7U7mL/b1kh/BI7998jWq5AIZf9fYvv+PNoCIJFeVLVBwhRPD6zmy2bAwnYdICbb/TIU7Mzizd407litkTdcOSW5em17gwlSrSntc8EGla9y5xtq+le/D9FVfP6TxYO7smY9beIz+vOvPV+9CqbTpJrXpFhO/agbNqAYTM9aKS3nX0TnNER5EUr6htTcG2yiAeJ+fF+ekuMEMvGDvk4kFgnpbCl/dqTTKyirZCauxsWcCC2Kj57NuHj/M8GTA33l4xj9SNDqszoQvl0ddWxon3AHdonVsSwPP3mLaG4UXNafhHsPub1U97EKlHKQVDHEnEnhA/ooa+rVzCuyui9NxhuVxCdEdh+OjREPjjFjg3rWLN2C6cef8KydCtmrJpMXxfbvztAJTZO3Zh7sAvj7x9i/YqV+AesYfS+JXjLMpGtYHkqV65ImeKFKVykCEWLFsEhq+Hnd6u+z9KeozkYk5eeY70olAY3JuHVJXafDCZOoeDzpy8iqGN5e+E4wYIBLpbJi8NrUMyLTfe7EhsLBgY/k1+VOTXqV8HkgD8dqkXQpFZRbDMbJMOXXCD2zV32B2wlNHNtRrV0zNjY3XEhXDp5n/fyv9+DGE/Ms0PciQYjk29nJoLSnFxOfRjg14/ihiC8vsXJay9QK5TI1UHcjxBROCRssTFOI1axs6E11YxvsG7EWCYu3suDT9Y4dVjENt+ulE9JJ5cBaELOsvPiK2RKBXIxmnM3IxANDDBMqauU+h0Pzx1m9/ZNbNy0n8svwK6GF8unjsWzjHZ/c7lNbSYcvky1af0ZMH00jbbOprhrC1q1bE7DP5wonPXv4IphuxjtMYQzyYiaqZVlXXBflrJT9Cr6cjvRrMYCqoinPAi6z/2gu9y+eZObt25x88Ztgt/Fg54FectUpcHQHjRp3piaha1Sr4gJLzm9dDaLArax/9xjPujloGLTAQRs7kfzYglir5sUxmPqMkDFk8Mz8B4yiY231BRou4yDizpSRIftyaRUPzYfMMTTrT8LPMpzfOcUVi/xokx62g6EZyyuW4phF2QYG2XC0NAQfSWowp8RGm1BzWnDcdPh3qwKu8OFM6c5eeI4J44d5+y9cOLkmXGo2oKxvr3walGGrP+8q8JNGLWqCcNn3ePI9q3s2nuAI7vmsH91LIIoQ2FoTg57Rxwd7LDNnp3sObJjnTULVlZWWFlYYGZmiplZdhwL5cJUm+CqbzCjiSdrnsngw1OCRDsa50jwdjVPWDV0Guf0XZjXq1KaDKHJ4ddX8pVF6bftMv1+WANUXJrVjrYTbmPTcBx75g2jjl1SWpwCe3c/DuQLInMJ+68GLLlpDMfHd2b+oy80UpkMffOCuI3tiUuqDIVR3Fwzjgk79XBy8yGge2ealrNJvn+b3Ioqw3ZypsAAGnfwZ9nW23gWr/DZj0zzmFVdmjJgv0g5L3+WTWlHsfR2ozQpy6BN24hqUJ9JflPY4FmVXknmjf8PmakD5as7kyM9dg/Js5BPZ8p5JcUGreeMmyVFCn4ZvegVt+6Ho1egC+O65U+dgiIzwCxbdmzMUyMAcrJV9aTlV78JhAd2omi/Y8T8a6KUYZCnPXXL6ZIMOVZ5C6bi+j8KgWdrWlCu0w5ey8zIV92didP60r1xMbS/QjlmBVzpOc2VnlOieXrxMPsPHOLQ0ROcDZjJ9mVqROSYVZ3MqcPDKG4AsVcCWHH6A3k7r2asS9oEX274hMA+rdgQ/rVZUqYwIXfNIfStl5L6FRhk9OiRYj6He93+yYdpG0+xz/8EUSo1GiHxpQqZTIEykzk5i7Zlqs8UumbgpvXPzfzIEZ8GjDof94X1XoaedTXGeJT5prhZGS9W7/jvb7nyDkvatmHTGwFkcjJlLUHr5k7fDOZyy3K4VhN4e2opC5acQl5jJIETBtEiOfESvwMy4SLz2w3khEoEZMgNs1N5cKsUblBXc2d2Y5yGnUZlkZ/KjYawsnMnWlaxS9oPWWlL7ZGbud7pPOsXzsPP35+Re5axsus2Ti1ugLUcFLZt8fuzKlHfcZeu3NSO3Iko+C/WtaSM5xZeCYBMibG1A0VLlKJ295aUr1SdGs5lsTdNJxmWW2AQdpW7yvJ0mTIZ99aNKZ89iZE9+iKLBvuw9Z0TAzfMx8e9UJKrEkZFuxN4sQQL+/Zmo5U9ub4y5Suxq9aazrYVUrAxNuF95KLp0HG82P+I91HRxKjiEWRKMpnnpESDjnSqZa9dXxFesmdIPVqte4ZG34oCFV3o1q4RzVq4UdXRVOcqmMKiEHU6eVOnkzcIH3l19yJnL17j5p073At6yOOn1zh6Zg+vo+L4unuSY9loGbe2d9Ie/UlZBNcWf/DXn1HomzaiS7WWdCqVQM0WRbI4FsfVaTpdvpn8pz8yUUw3R5D/XzTPuHxJQ9GK9umwgUJD+IOrPI4Ukcv10M9khKlFNmxtLDBIi2EnLoYYjDFOkxVZIOLOXT4WKPpVsirh7WUO3clOraq2GTprFMJucCWmAOUcknjKmjBun72PKldpytr/JK4KRBEaqiG7bcZltkspQsQVdu29zQeZHvqZTLDKkZfipQuT8eHIBcKv7+f4XyaUdauOQ3qubAivOLpwASfNm+PTriRK9UP2rb1CZpf6ONmbpP7Za6IJvXuVS1fvoyjvScNC/zRa4NW5U4QXd6ZYCva2Cqp3hL8XMLaywuTfj0ZF6K3rPI0SEEWQKZRkMjYjS057cln8dBq7dqLucnj/HfTKNMLZ8Xu3WeDt9T3suW1KlVYufDl+xtzeRcA5gfLujSmRpA4t8PrGYc4Fq0ChQN/QBPNsuSlYJA8WyergNMS8fUO0Wom+kSlmJvpJyJ1AZEQkJhkeGlTD+5fPeCezIpeNaTKMDTG8vB/MmzgZSqPM2OS0xSLJQUgg7NohLrzOTqXaJT6H+4wN5uKlOPJWLIBlWm5QiObJpdvEFqlIgZ+lW9eG+gEH1l5AlbsQhYsUwtHa+PtmjU0GscE3eWRRlMLmP8tolHqE8GscvS5QsFIpcpmk5/0IxEWF8yL0Ja/CwnkT8ZZ3kR8wKe1Bk5Jpt2QKJB3eMurpDe69MSFfKUcdhqmkkZR8CQkJCQkJCQkJid+MX38aJyEhISEhISEhISHxFZKSLyEhISEhISEhIfGbISn5EhISEhISEhISEr8ZkpIvISEhISEhISEh8ZshKfkSEhISEhISEhISvxmSki8hISEhISEhISHxmyEp+RISEhISEhISEhK/GZKSLyEhISEhISEhIfGbISn5EhISEhISEhISEr8ZkpIvISEhISEhISEh8ZshKfkSEhISEhISEhISvxmSki8hISEhISEhISHxmyEp+RISEhISEhISEhK/GZKSLyEhISEhISEhIfGbISn5EhISEhISEhISEr8ZkpIvISEhISEhISEh8ZshKfkSEhISEhISEhISvxmSki8hISEhISEhISHxmyEp+RISEhISEhISEhK/GZKSLyEhISEhISEhIfGbISn5EhISEhISEhISEr8ZkpIvISEhISEhISEh8ZshKfkSEhISEhISEhISvxmSki8hISEhISEhISHxm/H/peRrHrF5/Ehmbb9NVIZd4ylbRrbDc9oJYhItGMud/QHsvfyMj//+JhD16E8uPVFnVOt+EQReH55On96+7H0hpFOdauLi0quutKLh/rpBtPOcwrEME8TfARWv755i+94rvEu3V6fmfuAQWrSeyvnEP9AUEkVwUAiqVJ6tue9P3xYtmXAkOj0bpYM4Li/pg9cgP86ls/wJoTsY3d6T6Sc/Jl34n3PCb7M/YCvnw3+W7/MXRnOfLVMm4nc8BE1KzxVesGfGeFade5XycyUkJH5KlD+6Ad8TTfA25k6expO2VfBqUjRjLiJGcutAIIE21Zkz1BljXeWi9jOtU3t2VVzJg63tMZJ//m1AjcZsKzyPy3t64KBI/+bFvnvJm2g1qRtO5ehnzoq1mX6C3wXeXlrO6PnPaDhtHK42aZ07iny4tgO/pbFk9RpC/RyprS+O8LunObBrB9u2bOOUuin+++fSILuKkGtXCP6QwqcgtyR/pWJkT/NXoyH86h42Buah6ozh1DBNa32/Mho+hj/n6dMnPH70iEePH/Po4X2C7gURFPQXzyNjEeXZabTkFFu65E2HDktJzhwid7eOo3c+F86MK49hOtxF5P7B1HJbS1yF1vQdNoQeDQpgkoLzNW9vc2jHTvL8sTgdWpMUkVzZvoxlN1pRf1L3dK1ZfH+bgxsDsXaZx5DqyTxJdYVlA7pyrf5mLi53I2tqPndNBCGvDLCzTclT11XXR8JDHnI/KIige3e4c+cW16/cIqr0OAKXtMYxYffHx9T1JylGhnHu0pS1T+QeP11l4+Tx3OtZm44udiR/CBF4tqE/XiOOU2pRO9pXSofm/lNz2EH8dpri3sUJq/8vs6KExA/n/0jJF3i2Zx9X1Da0aeqM0Q9uzbv9gewPz0zN5g3+G9RMXRkxxJmtAyYxemtT1rpbJ73Uognlwp7zPIsXEykkwyC3E/XLWXJ8WDkaLAtNpaVGj2KjznF1YplvBEeMCeHa7imsvRNN4N6Z1E2zop9yBFU4f109z7nzF7l48QIXzl3k1rP3qJUWOJavSfumzuRUiqB5xvoeNRl5IT5lFzCog9+zA3TLmjHt/9WJex9G2NsooqOjiIr6wIfISCLfv+d95DveRkTwJuINEW8iiIh4Q0TEW95EhBP28jXvPsUj/iu+MuT6ZmR3yEdBZw8aFSlKydIVcKqSK906K+OqI5nUKpAWswazwOM4gwulfTZtXmcKO9baMG7SfEY2WsPMsm0YNm0ivZxt+UYn/NGon/AkVIMiXxGK6P3oxoA8V1t8h/tTbthgxrR0ZlEdsxTW8J6D/ZxovMWeyfu3MaCUDtNK9DNu3HzEq7dveffuHe/evuVtRDhhr17xKiyM12GvefXqBS9evCE6XkAEZHJ9zGzzU6RYOSrkiuTJSzWOuRNIYmr7kxTzuf+9ObGMzhKakEc8VenhWCBfiuROdXM2nn23EiqYYPPgERFCHrKlSxcey4WZA+g34ylzT8wmcGk3SqTDPExCQiJ5/P8o+Zq/2LTlPOpcHfFw/tEqfgR7Aw/y1tKVlvUtv/hdgWPXifRYVpUZ42fRx20qFQ2SqCr2LHM6tGRjZGJKvpxsHbbzdFWdz3/ZNmbyXE/yJ9Bt4i/MwnPme9r7jcXVQpbg4Hlmes7ivY76rZzHs3u7jEZNfWlZT2DD3tnUz/4dFH3NYwIG9Gb+0Vvc+yuUD/GgMLEhT5Y4gkMNqDP1BHO6VCavxRei/vcMx6DmVE7PciWpRwwCz9d0ovGCDLqH3wINz5e3oPCQ08RqFUUZcj1DTM0sMLcwx+jTM+6/zETppp2omi8ntrY5yWXvQL78+cmXxwaTFOjdgkaDICYm/wnJTN0hfam0ZQRzfHfgudINi2SfK0MmV6BIKNpyC4q1HMeW5r25vH4qI0YvYFCtHfi3mYTfbC8qWGbgtxB1gpmD1nAnuV5+wgvOBgvIVAcY1/VuCqy9oCzSnpmDnEnfxScFBbr50HHJHywbu4heNUdQJEUjkxm1R06l7dFWDGvUDpNDG+ha6NuvOvbyNJrUWkCwBmRyJQbGpphlNsfMwpIsWbNhnackBSvWwSZ7DnLa5SaPQ34KFs6HrWnyGqNXyJPZo12xkiVdNqWI7w4zqd/aJMup7tzhEY7UKZ452XVrngbSvfkoLuToyrzBL5g6pgVNjHayZ0w1LNIstgZUGrOZZW9a0ce/J64RH9i5ZTDl/69XLyUkvh//N0q++tpa1l1UU2BQB6r9YB1fExzAqsNR2Ht2pb55goMG5ejdvx5+XVcxe/tQAj2sEq/MsCYTD5+nv+ZvJUd8zebezZinGMjOuU2wlAHI0M+a/z/LjpE9lRo2pmoCU8/H2ACUMiWFa7nROFeC3v2jivUKdCj58FnRH8fu7dCgsS9tm1mwd/9YnFJqlEspipwUKJqfcqbVaFeoCMVKlqZUIVvkW9yxaXsFh/KVvlbwv2xx5hwUKV48Gas6GoyyZUrvlv9mKMjdYjxLjB8gZDLGyNgYU1MzzMwyY25hhVXWrGS1NP67w9HwcFo1CntDi8kLGZo3DZZ0zX2mVi6Weivq2uZkS1p3+gI9Kky+xfkRBbQfVmSlbPsZHGzYilVDuzNkwwr29OxEhQrp4RSkA/VrHly5xKW4ZJZXhfHkkwyj+FdcvRSWokvp67mS2h1DMWubYt1pN7E6jouCBo3oTYlMPujSk/VrLyR4XzeyJfhdnqMxC7fP402tnvRu1A2zoytxt9MiVzIjGi5/zKYO1himtzukVVHquntkiJulEPKKpf0hIuEB9V1W9h3DnlefLReq4DN8EPQ4ON6du1+2Q68MvVeOokaCRQ71ky30bNiZDZ/q47dvAR3zxlHNxJ16g9yoHb6Y9bM8KJBW0TUugufyw+TI2gj3GcNp5G7AkR19KJq0dUVCQiKN/AZKvkD4uQ1suBCeiJ+5yOsja7grWOEcd4ZFc86m/nLyLJRv2Ron69SaOGK5sGgRp+NK4dO9qhYFU06OFt1ps/QtsfFv0GCVuKVNbolj2fI4/vO38JSzxjJkypyULF+Br43puobX9EKOZfVxbFn5EhePSbh3ysOpTZ4ZMuj9hz5lus0h4QJ28rf9SaQXCjtnOng5f9+LyrJRo89UpjdPygFNRdCWmay6qCJv44F0cbLQqUgmjoLsVROqmN8ityhD52WncO7/kuxFMlDBB7Bwx++Ke7KLx2xuRa42V/Bcd5XZCWf6GYhBuc7MmF0j1ZMEAIVdZXTZqPULdmXNpufUrjuJLs1zkv3QJKomNKIgQy+Tafor+D+MWN69DCHkmQaIJ/xxBKKpPUJoCCFfFtO3I+qrxS6BdxcX0qX1UHbH1mL6Dn865lUCSkr0CeSgSQ/c+7Sjyo3LLF07kSYOaZRhuTW1ffewUVWTpguG0nKgI8fn10snlyAJCQld/BZKfuiBGQwef53k2PKOzhrE0bRcTq8oI508Uq3kC+HbmOP/ADVZWduuHFsTKzzLg7KzEl6/Et6HFtHsm8HrZ0FOjiYLCBhzn1rTlxF4sxXDcuxiQJsF3EjB6K4KvYtGI+DfqRbHvpgJyW2aMGtdP0r+ZJL7blNXnMecIdnG1PAnaOJfMq5KIWYnU5TkFm7MOz6FmpIF7D/kFlRoM4AKiRZS89C/NbWufsS+5TL2+rcnb0LdVv2Ks1vOoF+nKWXT7qPwN0Y4Fvl3+k3s8TE0GX+Sj1o8i8ToYJ5r4nkzqxHO67ULt8KxHYuXdv7GzS5lqPnr1j2iDQpTquj33S2gLFgfr4KA8IL9EwYRaD6MJf1K6t74HHuZ6W19uFVhGPMGVyc5XZ6pkw8bFwZRreN0uo535eosbYaU3whlKQZtv8AggNjDeOWtz/GWazk3wykRn/wobizvResB63mcw4Nlh1fiWfDLTsWYoh1Xczp/UTq0Hk3zUvtpNnwW0wfWIXda+h55VupM38KcJ8708OtGn8rn2NA61/9ZiD8Jie/LT6YqpQYlRQcfILhLnA5Lfjw3ptajqZ+GTlsOMKp0Ggc2uT6Zs/732OJOD6BojTn89Y0C2xVLWde//68gZ/f9PFxSnaDFs9n9RiRT3sIUy5flmw5OjH7A8YO3MSzXCCc7La9HLyfmP70VypAywzZzrW1m7O30EcI0xMeqUKXAoyJOLQAC6jgVqi8ekiJO/VOGd1NHPuP+g1c4Olclr0lSNmKRSE0oIZFGWDvmJ1eSmx8Fwq4d5NKbFwmscRJJo+Hp5u407LEDTf0F7FutRcEHIs8sYECPKdzL2Y75GxfgWURnXKyfn9j3vI78hKBVVmI4d/UR5K5Fro+veJXU4p5MgbFFVkx1dJvq62OpVHUKt/75tkWBeLUaWXdrDHt8/kmerT1bHiyl3j/avDwbeSzfsHtEJ3KUPcXkytp2Ygq83OTL9B1XqeaWT6f1/lsU2Lf1I1CvKZnq/OYKfgLUQWe4+DoLVZxL6lTw40JPsGh4P8YGBGFay4fdq72plV3bgCLHqvJQdl6uwsJBPfDxrkfJtW70GDGC/q3KkS21moN+fjovXcQ5J3fWDOzHmsqb6ZD7px/QJCR+WX4DJR+UptbY6tjIIzxdRo+Ah5i6LmFkQ0cSupr/iyqSsPfxGFpk5U+wxmwAACAASURBVJsIkYmgsG/A4EnWvP1nhiGGc3zhXI5nbsbI9qX+tlLJyVwyH7LglYyYcwWVKCdnjRGsX1L7m02fmrsTqXQkCOvuq9jUMWMc2oUnq2lVcOc3A4H4MZyYeA0TquRlTsJ+V/xI+EfIk9yLKGywt/v8X7l1SxadbpmCFv7jsx1L53Vn8Cn6i4ipwpGWc7clo71xnBlYDJdFefDy35mMaD0qtrXJgfuhdGpnRqG+R8CYBZx+m1QoQZHoW8EIAuwa14vgJCdFMjJX6sGk9sVS2GGpebKpO3U7rOG98wz2re9GYR2WSHPniRw95UDvVv3pUj2IG8sDmNI4T7pGxjFwGcc+F+3H4s4NoXi1+eQZuIv9XS21F0omqsMDKO62irBEX8NMauScmXRlitz0OHifRTqWj+Q21ek8FP52CUd8d5aVC09g0nAQLYt9nr3KTEqR96uJrJKCPRcybk8lhnQfR90L06macE4VfYqpE3ejcvJlQqscKbT2mlOppa7+RkT1NoTg4JSZpDViJnI42PzEkwaBl6dOE5SpIgOctLTy42P2zh7B8BlbuaOypXb3nthF3mfloHasTKpqhSvjlzbm+My5TPPcxZKl4zh4cBTlUvkw5NbO1C5tjP+WXYz23kE9/2aS246ERAbxi2hPqeU9h32ncDCmKENHt8MukY7k485u5GtzFo89j1jqmvwBQJGrJt2G1vzvB/UNPm2ez0mb2vQb3uW/qB3Ca7Z6TuRQdCZMDDLaNz5xZCaOVG1YlYRRLjWP9uO3/xPF67hRPOGgq3nE/iUHvlsbk436Oou6j+Pgm681GuHlFVRCJPtHN8ft30hBcixre+PX47PlUFRF8uLZs2RF1wmLSq4jzv8xmjCu7dvOthdJr7VoPr1DEODm/u38laQhT04WPTfGp0jJV3F3VSca99yFvPlSjvh1pHASSolJsU6sPF2IIm1aMMq9Cre817HO24XEPfPUPAicwU79BnR1K4r5z6KsyK2oM3oBXdIwQY6/OJfOs58lfhkbF7xG/zdz0dydyP7Fp7BuMJSxiRkpFPnxmjGQdRWnMHJRJ04MKfTF3qOPXJw2mGXPijFgTQ/SIcLpZ0RA/Mi+PoVw6JPCc2WmuC4OYm/3FE44hDCW1HOgz9Fk9h8yC1oFhrCmSUp94CM5cfwq/2PvrsOjuNY4jn/XkkASJMElaKG4FilOoWhxh+JWoDgUilvxC4XiFHfXAoXiWqC4tbh7AiHJ7mZ3z/0joYRk49rwfp4nz71NZmfPzA4zvz1z5j2q6GgqpADj9o7kanOHPqd/p08OHTbjQ/7ccwzfEv1YOfVHGjtvpUfXpTyLyBBKfUrcq45n07edObRgNmfzdItywAfAeII/Tnhjw8qjtT/yU8fqTK/wH75zJkQClqhDvu+pKQxZdo+0TdbQu3h8DmS28WL3cH5c+5zPOg2hxLZx7I/H1mhSlaPb5Gkhq+usfcSSPS+pO2wqPUNU11nDw8W7uRF3zYwYmx+vH93n/kfdlgqfRy+wKA1vn93nvveHkO/7yg8Cpyky7vqezzwicbV3rBZTrU6cHCsy+dxjJoe74IfqOkNPHo5edR27q3/M3tGtaD3hCp8P2saaEZXDCeofaFOWZsCWw2T5vgEdR9Wiwq15bJ3/LblDO334nmH9nGmMOjyMiYUa0XvkSHrXjdxEWLHDCY9S9WkUiQ6L4Hyt6+hC2CE/OvQFujOo+QYmv7zLa1uef+cLMZ2bSs//XSZ7j70MLhmDfecmE2aS8mWfWXxXNKKXPhv3Ng5h5O+5qFktXZTGjyubBTJXo0+7UiQL46aV7f5ufl50FWtUhuS9O8TeY0YK9apKRi34W834+Rh5P32K1q08o/bdYoiDY+DdqdbM3dM6km+SkQrdxxHROc5CYz63n2PPwKNuM7LsX8eikfP5bl8fcsuoHSFiXLyFfJvxOfeeQPosaXCKjd6vd8cY03Uq511qMX9s/ajNohhDrHeW07XzQm5nbs+WYaXYvi2m38CK5X2dcFtgzfDAsbEWLaDRoNXp4v8BJ+Np/te4HRvzzuK3iRWIkcFIDqUZuvssQ4P+znqVcV8WYdjrjDSd/yczKgQfdOFNvbEryPYykjNU6tJTIrZLgoposOF1bRvT+vVkwh5vCnQeT+8S7zi2cTW+vr4ffnx88fPzw9fXFx9fP/z8An7v5+eLr58ffr5++Pl4odMZubG8A1XferNjRbeQd7cAkpZiyP5r1Fo9iWGjZzOi/lYWVe/DlGk/0iC39E4GsHJj8xRW/vWOEPk1XS0qa44zY8T7imf+3Nwxi9P+Waht/Z0Jw4KPUdOQpFAzBjbKG+mLlzIaMWqSk+erZrSqFcGecuMheo1+hkuV0TQO61ZwODQZK9L1x/5hVhozHXzGksVXo7R+47HdHPQuSrcGudCB/SIU/wb8KLBcY+2YxbyqMoRu5aJzErTw994D3FLpaN35F1pl+Yuqs6YxeVd7FtaWk6sQMS3uQ77tCXtHd6DzpD3cMyocPb5m4NxFjKge2XGXYfHm0IiuTLvkQrVZ/6NNfD7YY7rI1La92fIyF922TqBGyrNsR/Hu4nqmTDgbojymenWcZzYbPnt+ZsKz4KdkHZkqdaJVyaB1JnxZ1SQNrTb5BLuA9iKLY6/Al70fVxvTGwdYb7BqyGT2PQ8emHXkbDyOQTXSfPhcnQpQqYwbY4a3oUexYyxtkjFWvnhYzq1k7Tn/kIHiX67kqdKEPLHw3iIeWf9hboemjDlhRgFn535HvblBF9Cg1TvglDQpzs7OODs7kzRpwP+6ODvj7JKM1G4ZcE6aFGcXF2o0cMbhye/MWtybmi217FnblXz2Osa1bhRuOYHtjbqx9399+X78BBqX2M53y39nRp2o9f5Gny///L6QuXejfu6znL9LmBNpR3xN3D+whDkrn4dR5jgoB1K4vOToktkcDfE3LW6NS9D3fci3XGXDlPVcNn7cUG3y4rTqWfujUG0z+mHCBddkAZ+IzWJB6fVhlCi2cX/FFFbczUbr+U1CDG9MOHw5snk3L4t0p8FnYX/e1juLaN98dqgTpzmUGszOXxqS0nqHg2uOYivdgsrZdWC9w96FM7mdqhddyyWP+jFtucqGrRexujelVnl3yhcYQLXlXVg7dTGDavQmpm/qCfGpi+OQb+Ppqh60HLOLF4Fne+O9PYxt1Z1sFzfSNkNMnEVtPNrYk44zr+JaYx6zOuaI1IyOMc6QibK1qlC36gAmVHNDawJQeJ1YwNATYbxu7QgGrw2xMspMakDzkimCbJMDRdqMY3LpwFCr3nJ8/ni2a+sxpFPJgGED2mQUyamHaFWoDoXVi7+P/8G+u0HGYdt8ePHYm2J5BvFDjaA1xZ0oMmAp00+Xo1O3thTLu4PeMT4jig/7FqzklkMS9H6vuXj8Cj4ViiB9qp8AXU4aDRiH9V4yMqdLhZu7GymTpyB5smQkS+5KsmTJSebsEMkx1T2plLo6dX+eyvTdDZlXN3Xor3f0oOrgDZytt4pB/XZRMF8Yy8Y22xuOzx/Cueic4f19MZEhBhrjSNUZ13gxw/5fLRdn0XX8TcoPmUjryJb1NF9h48RRIWb81nl05ctuQUO+jTevPDFrXEmeXIv58hwa152Ad4t5LB9RnYz29tPrnYwauxv19Rz6lU/AZxDvfaza8YJivRuQI7yLnd9jrp37B/+azfjyo28tVu7uX8qBf14E3AUwnWJW1874z25I5ewxN2TKcmEdmy5ZSdW4LpVcQOvSgoGtJ7Nn1i9MO9iJWV8l4P0sxH9QHId8M0d/20/wURK21/vZdcRI26bRP5l4HR1Jww7LuOmvo0ChImSK754BbQoKNOpFj7c5+DBnqjawpGYo1XUKjyXtvGdsj1B1HT156vT60Cttu8e0HRPZqa9Al749gk2GFRDy1YsD/K9bJ5YFGx9qu3cOo9WP9T924VLwu9m2u5wzEbK6hENJRh6+w8igi96fzlefDbR/y1iXjW/nLuDP8vUZ0mYMJQ+PpXQMntdt91bw83oL3zStyG+Ld3FkRG0aJ9nB+t6BQd/7PJtWHCUCz4bap3Eid412VI3dGb5ElOjIWb8/Q4L8xnprD4v2XCDXN62o4BzeZ/aO0ytmss9Ulg7tygVU/NC6UXHsdk53cCBnzpQRCu3OeVow87cWH35hu8/K7u1YcC30gy4idfIB0Gai8c9L6F4gnFO3Nj1tNkSuiEBwvmubkK7Vn1F+PQCWV9x/5oBHaOXPeM2WSeNYdvgras6KwmCSpI1Z7dmY1f/+wpdVDdPQ+kyIhvDg4VOULguZM+lxSF6X77/dRNuf6lLq9FCWLvmRyumCdvu/4rcf+7PiVXGGjQm7aEP8MnNq0gjWPragn1KZbO+/SBk98fT3Z0KFbPyiAxy/YvJfi2kEoElJmR4zglVM8mVd03Uc8Irdtp5eu5Frtky0+7ZG4LwHSSnTswcVFvVm5aRlDKj4HVnl1CpEjInjkK/B1dUFLV4f1zrXuODqGv1/2aZr82jd9CfOaJKTQvvu4z9a7/PHog2ce2P/hrHlyk3MyocrW6cz5bL9tmgcclOr2zd8HoG9ZvO8xNrxPfh9yzb2nn1MsrbbuL2wZgQqucQmDS7pPyNXuqdcPxbyRrj1zROsNht/nzjKSzu12w05cpM9VfRn79SmrsHE+T05+vVUuoyoyrEpFQgtAkSOkeMzpnMwfUt2V7rDb8uy0Lh3Oc4NqU1jzU7W9yqM04t9TOs1gKORqNn/ceNT0mJ9Kwn5/zKyqUMeuu3wDWN4VEhWP08sFhhbKgNTI7UrHag6/SormkfsiPE/t5SBvY7TPHczKmQO541sbzi5aCQj3gymdptyH8r66dKSK2dk2hhJtpdcv/AAP5es5EmbGGohKLyubGBij22s3biXh1VXcXdZPbvlJ83nZzJhoxdFhgygTvQqh4bDj79v3EOlr0QOZ0CXgSojd3H8i2G07jCGml/+xfhVi+hVKiVabDxa35PvFj2m6PA1DCiSkGef05MlR37ylvMgZ7bUuBoCem7Uw8Os3PuWz8t/TT4XDRgKxn+H1+vtzFrxN+ToQ5tKH3p2dNnb0q/ZVL5ZPJ3pR9swvULCLVQqxH9NHF9RHKnYoQNFVo3mzLv3kUCDc5EOdKwcnROpDa9T02jVaDC7/EoxdE1T/qrbj3tBF7HcZPNPA5l1N+wu3ONzB3E8lL9pXBuTqWNoId+K5/UDbFm3jJ13rfh7zqDbaRcyF69Gh4lNaNascjwHfAAHyo46wJVR9v5m48GMKuTs/5buW07Gem16l3LDmdVzD1V+7sGYeieZVDb63fm2RyuZtOQpZUd1oZhhEKAlTc1ZbMzcmK/61aa5YRdruvXloF9vlL1EanvErOq5GOA1iD+PD8P+LtCg0cf31TIh0ZK5ZF0aOJgiEPJtPDu5jq1XHChSuzWN04Y7C5gdBgpkjcrr4pHWg5Zz/qCl3T/aeL62JYWO36Rwn/UcG1UsRmvzxx1f7p/Ywfolv3HXaubF1E4cT5qBotU68kPTzNw7+ydvLcGPEB8Oj57JBeeKjPvSj7OnTkXonTT6VHxWJAeRmpjYfIXzV4w45C1MgX9PxHo8ao1nz9HC9G7ShQFVy3L+5zVM/HwjTbquxafcJOYNKJIAztth0ZKu7XLOtP34t8Ytrdm6/xb1xsz7qHqVFUC94/quhcz9qHathQt3zURoWuEosXJz6Uy2PHWgWI92lPxop7rydZ/vKLniR5ZOWE6fcl3IkmDvnAjx3xLn3UaOJYaze186Ro5fxYmHkKlUM34Y0ZVSUe4gtnB3U28atp/Dec0XDNywmREldlIvxBtXYMolT8ZZ7ffkG7e047MOf9JowzmmVQrlMqs14Bysk8F87wBLFq1ky9adHLj4DCNadFqFoWgvtqwdRfWc0XhIKVFzoeyPk+h89Cf8X7zEinM0n53wZPfon/jd/Vt2tcuOdkfgrzWO5O++nCU3KtKg9ze0cd7HmjY57R/4Nn3AZ6XRoNPr0Uf2X4flIv/7KgvzIvA6/7cvsJrv80PBjIyKwAFi9HqDSpAdXA580Xk6X0RgSevNedQpvRBSVqfj+Ll0zZ0Yeq1DZ727n92exahVJIxhd+YLzJq0mRfpmjCrZ5GYC/i2Jyyp786q6PyjsprwVRnDehNen1vP/EXr2LZjH6fvvcWq1aNVBop8v4GVo2qRJ6UOjJv5NmMjVoQ6SdoufvhqV4SbpUnRnHVPVtEoEtcM6+1DHL2jIU/LkiGqejnmbMqcAznI16EZAzp/yZYkfpgytmfdyt4UTNgJP2qUF6cWjeZKsO/K5rcmKB9L7/nuED/POYZfuib065InxPlXl6cTfRvOoOma/zH96LdMK58gT3ZC/OfEw1VWi3vJrszc0jVmVudzhP8Nms/VVPWZsXYx3Yu5gre9BXU4ubgS2nXB4BSwK/ROyUiePBJn9vvbmPzTUl5mLUPDgUNp2jQfpzp8zZS0+SkdRsBXFhN+vr4Ev69gM1uwAVZ/I76+wXsstegcnXBMLB3Jyasx41jM1J73OTaeH5a+5qsZ/ajgDMagf9SmpsaUVYz+uzO33JIR3vyqUaZJTo7SlckXVjFsABSvzm1n9zUX8lWoTPZwk52NR8c3cPBNDLUzPliuM/u7wex+k4Vv1yykc6gB34bJZMHRMYJx1/aU/XPncOCJ/QBp/fsKRtsbzi4fzbCD4X2b8uGvezZsxsPMHjmMVHY/Ri2pvuxArxoe4azLi91j21P/96psvbaAGnZvVNl4sm4ccy84UHbij9R1j8HuAG0KKvT9H22iMZOU5cxsus16HPYyF1YxYd5h0pT5hv79m9Kk0Fk6V55AuiIVAgI+gENZBm3eS9ugpXp8TjGl43BO5vmBhcMqk8Levva/wpyOfdmWphvLJ9X99/PQ6NMSuedzrdzduZsLKgffV81l/6KXvDitBrRm3b5RHHmjIW3m7KSOyYDv95y/L1/kXRinBv+7nsTJlHvaTLRZH3wWY1/WNc1A61gZk2/m/LTBLLqpo/DwAdS3e5y7UXdQD0psGsqSMYvosbtH+A8RCyHC9d/vSnOuwMhlm2mYpToV0sf9WcHhyz5sONGHz4p7BIw5tVwgxDNfIdh49Os3pPw1jEW6pMO5S/BfGigz6RqHBsRzxaCExniWKX1nc7vgQJa1zWL/i5VTIQb8dgSLPpLVVSJDl4W6YxdHYKiTmaN9C/D7P9loPXMZnVOHt2Ijm1r+xqHgJcPtsvLq4m52XTCRvVw1vsyaEKpV+HJmQkeG7TdSsN9ifm6Q3v5nYL3PyvZV6XG4ED//sYrW2SPy8MsLTqycwbQLoTxkYTFhUopz637mSrgfvMJismJTx1g2/c9Qvgzq+cxaI9yQb7kyh3GrH5OtUytCLczy5g/GjNrGm3z9GN/98yD/ps08Praeo7paNCkV1fETSchWrhmtovPgrWEbPcMM+VrSNJrJmaqpyJkxoOfVevVCyP2mTU2+8pXJ92HNnBzSn0PmMoyePYqG+ex/zqbD2+n6TEfRbt/RqEqeqJ/zLNdZvfYk1lx9aFTM3rcDIzfX9qVpl/lcT9+Ccf2MLBo3hOoVbzN/00ya5oh+2vc/O5kahcOfJg5tyvCXiQybH4/PH2bveUcqffsVYd2XiS3W278yaNoZzFnaMbJnwVBDhz5fN4a1nM83iyYwcnMTljZKI3fBhYim/37IR4tbqVrRnoUvynQeFCoe2RdpSFmuB0MahAzr6uUBfp64i2TNxtC+WPCLi44M5VJF+WJne7SCzo2mcz60PPTyHyxWKwual2JbaNc1h9L8+NtMGsTa2M1Isr1m7w9tmHA+C9339aNIWD18egf0gOnKVhbsvWOnoKg3xx/ZsPmdYfXM6fwRIq1oSPJ5bTpWD/m5OWQoTKVKb8jmHBv3CfRkr9KeLhnyky2cf7Hef/SlTM2Z3DCDNlUlpuzfQ5/wKrHEKhvPd/al5ZgTaCtMZOmYMCZB03lQr0cb5m8fTreGg8i4bxJfhde7rS/AkGOeH1XU+cDKjfFlKDAyCZOu/0Hv8Eqk2B4xs0p2+r0ZzMlTI4nybrM9Y8OYmZx2qs7cfuVCKd9q4vTUQSy+m4nWWwdSOugtRusjfp86gM5ndmA9upLmCbe0C7h4kDOS0/saz0ym18+3KTr0CD1DCfjYHrNm+kruJC1P7+a5otWp8WbPNBac01J8TGuCZ3yb11kW9e/CwCUXMJQdzLa1o/gqreLbQn2p3/oXvq3wkHvrV9K/dMQqK4WgTUntn3aQrW8Ey3lpHMhQODqDtsy8un6c3ftv4Ge5zMQv0/Hja190OXuyu3k8hHzL3yz4fiR736aj8ewx1HILay8m5+vBg6i2sRtrBw+jeeU51AxzeSFEeBJByP8v0uCctw49etsrofmO1ZP2kLZyV3pHqIRm6JTxMaf3bGDDxi2cyjCY3/q5ki6zBx6hlMs32R5w+YE/KdJ74BHahduQhhgohBQuqy1g+IUmzMxs4/mmXrSffZMc3XcytFzEeq39Ti9h6KBdHw/peb9GixWb2sPUwfvs9ORqcW+elTZ2Qn7y2hPYVTtCbx8Fegq3m8KscJezcP2P/dw2BwyLsL08xC8LjtJtRsV4e3jQfH0+HTou5Haahixe3CfcMc7OXwxizeI7VGo6nRatc3Bo63cRqmZl3xv+PH0DlaYJedLGXVjwOTKBkZtek/+HYbTKbP99LVdm0P/ni7g3WsGo6sF6b3XZaD13LsfKNqZHuxkU2NU7ksNTAEw8PL2dLcaon+L9zz+N+Zk13hxiWIeJnMvYmd97FAzlGQQbr38fw7gdXni070+bbNE44RjPMn3Uah6lbcrPnfN++Hfre4e9Cyby09RlHH7qRsWBm1g44huyBR6fmetMY882Nxo1GsPgmtV4tmILk2pliMKXDQcyF69K5qhvQTh8eXr5NMeOHeXo0aMcOXqSi/e8AiYx06WhUP1edGpUh5qV8pPGIfDBW9tjVrXOw+6P/i0qfF+8gy9jtm1nxrflh90vSVP3VyY0DuUOXhC6bB2YMmQNpQcspvfgOpScU4uYHMUmxKdGQn5iY/TCy1dhuTmB0hn78sDLgt4tF5V66rCmrcvYdXVDeeGH6jqN/7cu2tV1IlZO0caz3VMYu+MBWr0enU6LVqtFY3vH9d8uYXWqTKY0YZ3htbgXr0SFmrno9dNXES4MkaLtZrza2vlDkJ7cM9HpyY03WrIWzIeb9jLPbAA2Ht38h3fET8i3Pd9F/yZ92WUuy+gtv9IqQjNPa0lfdyarR1yn0tCBtBpZkANjy0SpxKrt0WbWHfAmRY2qlIqrHWC5wqwhC7iVrjkb+nxhf79brjOr508cd23IsqmNg81lEUCbpg7/W/g9J6uNoMuUiuz/sXDkPkPbS3YNb0zEH2cNhS5LdNcQhI1XJ/Zx0ZwUzT8zqJ5jPxVq1aV+w6Y0rpYf98B/b9YH6+nZdSG30zZl9ciqRPJGQRBmzk/uxuS/nKk2exjfuAE+t9g1dzzjp6/k6CMtHhXb8cvqYXQuky5YgNfiXn4E23a60LjuIKY1qcKbxb8xt0nWhHXRNB5gyNd1WPRUi0uG/JSu1J6xI7+momUxNbs9oO4PP9A2+DSyGlcK1utCnWwfV9e5snpUkPkGosvGk+19aD3uJH7Z27NsTusI1r/Xk6fHNAasL8uwXzvTqfRR1rfNJsNThYiiBHW+ElFj877DsR0b2bRlKzt+P8UtLwu6ZI541OhJ3ybNaFKrOOnjJOT4cHX1SPqPWsgxfwv6Wd0ZmXsOQ+tkCyWgaEmV2czJ+bM4468Cq9o44ZzMjbRZK9B95jiapA67G0eXtT3LNoNWensALambzOV3Qyk2n/uLnTNXclGjjZ9xrW9OMr5xK2bf+Zxem9YzqGRkYroTRQYuYcrJsnSd9C3fFznKooYZIrkdXhyYMJk977LQuWPN0IcIxSgb95b9yOSTeipOH0ptu3XfzVz++TtGHnamwdKpNA1jlm/X8iOZ1WMP1cZ3YcLXhxhRPBLlZLQZ6bDlMjO+ivrQD+Omb8na7myUX2+nUbhXH8Oe6sN4fmkfWzZsYv2aX/h+yU/0y/AFNZu15Ntabuzq3YXVLz7nu3VTaZguskevFatNBfYyOJC3zUiGat/RvEPA3TevUzMZMGQlXsVbMnXRELpUzWa3fv97rl/0Y+NOLQ1rDefY72d40igrodyciR9O5em5YC2tspbny3xp/j3PGresDL3AgMaV/A160z/4g7enJ7A6Rh68tfF8z0C+abWQ6w5fMGzZdOpG5k6aQ2H6zx/FH+UHsrVXU4Zk2cVPldxlfL4QUSAh/z/Ocm4MZSqM5LS3QuOckWJfd2FC42Y0rVOGLHH5zKX5Nut6NaTz/BukrtWHueOL4bdnEqOalOHYwEUsH25/6nhdvqGc9BsEaNDodFE6kUvAD0KbgoINe5O/9GyOTl1Nhuw5wgwxscHmeYzxDRsw4qQ7rZZvYVLV1BH+XG0mb169fMHLl6/I3aolxQ/8j+Xdu1G+6EbaR3jYhoU7q7rTed5NUjdYzo8V42YP2J5vZuiInXgXGMS4TvYfjvc+Ppp2I4+Tpv1GZjbLGOp+sRlf8/DObShVh5ILJzCp+yTqHB5OZOZl0hqSkDRpNL7dG2Kr/9SBNAVq0rlATTqPmMatA2v49dfFLJ/diw1TFWgM5O46mVE10kbifGDj1an5DO4/jpXH/bCxil6ts/HLtL4MGvLhxJOi8li2nf2eNPlyRPgOgXORPmw81RDfjB6E0+cQD1wpVKtRzK82aT0W3KwEySP7b8fK492DqN98Gn9Z8tF19WZGlI78vRjHAn1YOu8ClVqtYHKj+jht2cLwcm4S9IWIJAn58ULx7twqxo08FuKkpTyP88Rmw3vHJEbeszfpj4akBZswsEEeAPS5SlC9VkdqDQMjKAAAIABJREFUfd2EZvUrkitFPNzYNF3l11a16bbZmy9H7GHD0HIB4yjr16RqhT607FaHAptr021gPzrVK00W14+3WqeTwzBm2XiwZSt/WtLTpEbxOB2qY7q3naHN2vC/P6HUDxPomvkO+3ec5bXna16/fs1rTy+8PF/j6emJp5cXnp6eeHl64eXlhaeXF96+ZqzBx3p5b2dgt3mU39GN4CMPQvLh8uIuNOy2hmd5v2fDzKaE0Vkeg7zYO3Iwa5960HZef0rY2emW++vo/u0krufuw7q+OXlwfA/H7t3n/v0HPHjwkIePHvDw4UMePnzE45fv8LcpQIPO0RHtmf/Rb05T9vbOnbiGLmhdSZ8tEykdLPhbNDh5FCEf1/lrbh1yHalFp36D6duqBGnCPEX4cGl+O+r32oJ3kU5M3d2RUhzjlx9HUaPIJr4dPJx+bavzeQot4EL2fJEPnc6ZPUJ5gDqxciJF2khOXmN7zYlp7WgxZDv3dJ/TfukOZtaJ7B2497RkbjKXTc9eUb3vLsbUqsjDuev5pUXuUMtgCyFCknQVLxRv/lrJpAuhnP70Wl7snMqEnfb+qMW9eeF/Qz7O1Ri1Oqxa81aeX/uTf0KdiOZDm17ef4tSPjy6eIJjb8I4NWuTk71o/oAhQJZbLG/3Dd02eVJs6DY2DS0XZCZKJ3I3n8PhL2oybdhwprUvx08d3chZuCj5c2UhQ2o3krskwdGgR4sNi8Uff7MZc5Aff7MRn3fveOftjbf3G954vcE3/yD2r25PxkhePaxmI/4WG6HuCWUKeGDNZsXo54tvaGlKq8fRySHBhi3r/TX8MH4/thJj6Pl11Ec0R9rrNbQu3pL1L20o4Pj4hpQe//EiGq2BpMnccEvljrubG25u6cnhkQ83d3dSubvjnsqdVO6pcE+dilSpUpMmtYE/B1em5Yph9FxYne1dsoe6382PDjBzYE/GrLmKpmgPVm6cSvUwn+mIOV77htFr4W1SfvMrw6rbeTrE9w/6fvUtK25bQDuZWp9PCnxuRYPW4EqazB54eHjgUaASpWtnJUvWrGTNlo3s2XOSI8NbltUrQreJw1nXfDXNgw598DnP+vn7uBekeIv176v4KR+ubJ3OlMvRqJN/5SZmmzeXN01nyrkP69FlKE/bZiUiN+NsMFavWxzftYkN69ew9rdzvDBk5+ueSxg/tCWFkzzh6PJpTJi8gMnttzNvUh2+Hz2WAY3yhnw2w/aCQ2Oa0mTsSVK0WMyxBS3J6QBQhIUV6tJs+iAGjqtHgREZKVq2DF8ULUz+HJlImyYNqVI642RwwGDQolE2LBYLVqsFf7MJk9EPXz8jfj7veBd4/nn79i1vvF7jm6MVk77/MsQdMsup0ZTMMDl2epttRrz8IXdsrDsGWJ4cZmafrgxfdx1T+q8YuWIFQytF5k6MPUkp+P1adunbUL/PZha1KculI5OYN74NhVNIn74QEfFJhHzLhQlUrz+bv8MqFeH3Gh+biTVtP2N3WMNYdRlpvfwQY8t+WMj3xX2e+Si0GrD5XObuKxvazA5h7FwtGTvs5ObckNV1Yt47dg6sRPsdpgi/Yn7L8swPawFDOab+fZC+WbVgM+Pj7U+WVvNZO6Kc3Qt/0pzfMGR1LXqMPcbunbv54/AZrlw5yvnnnrzx8cFosmCzKdBo0eoNGPR6DA4OOBgMGBwdcTQ44OiUBKckTiRPl5MS1csQ6aG6GNnRyYMGy16EHvL/NZYSycaG+ldN0vosf7GJlglwUsZ3l5fyfbPubDBX5n9z+8Ttw8MpylClalFe+H3OZ1kzkzFDetKnS0ua1GlJmy4NadOkJU0aN5wj2aYs48ezcW9rNo36kfX1VtHso/G9Nt7d2s/yX6YxfdFu/jGmp0KvVcwe05Q8cdX16nuEMd/P4x/nikyb0Mr+mG2nPOTN70GhzAUolC8PuXN/xmc5cpLzs5zkzJoOlzD3SUpaj+zOnLKTGP/zGRr+VOLfqjS2t0eZO2gA++3MonR87iCOR3/rODJ7EEeC/Leh1HhqNS3B+5pAptcPePLWhkaj8LlyF0+lJaP+w5cCm/d9Lp67xPXrV7ly8QJnz/zJqXM3ee2vJ8Vn5ag/eBldujShZLr3W5WRsh2nsKN1X44u/omhYxYytskullTqzqSZI2mW98MXV+s/Kxj5v+O4NlvCnkXNPn640yEzVQau5K9uo9i99FfW7TnMHws2M/e5b8i7RRES8IWs0uQBds/b2tQFqFozb+z0+PtdZ9eaUzG+WpvXTU5ffIK/zpcrT82QVPfvdcv772Mcv+OLTq9F43OK294KgyHY3WXrc07M/5Gew5dy9hWkKtmTJSsn0TD8Gf4iyIVC363lUNZRtO04kQNzO1LlhQNX17Ukjr6/C/Gf9kmEfI1rdkpUqEiGCJYqDpM2FZ+lDBYydvWmWLvNeAamR40+LbV+DNnTEz9cqDZ6O7u6x8TGB9K5ked9ynbIQ+dVZ2lsSB1OqTMtyXOUo2nPcjTtGXNNiTgDhdpOZnZpvwhW/gmdRp+Nkgltunvbaw5NaEPHn37jcYYGTN+5kB4F4riR2sx0WnWaTjG92gxNGd1vPvunPebaVR9IG6Q/1+sQIxvUZdo1Fwo3GMraoX1pnD9uHrP9V9JidBzShTevOtE1Vyg959oMdN38D1Gd59uxaA/61p5H9/2/c8VSgiKBZ25t2k5sedIcc3QP6kjQ6J0JOirQeGAwpZqsDKzopEGXpgb9Sif5sIDn7wyr34UdnhqSpM5BwaIlaD1iIF/VqEWVIulDH37hkIGyXX7hYLMurBrdi4G/TKNHn2wU+a07uQPfX5f7e37dUgBj6SqhV29xyUn17uOp3j3gPy3vnvPwwWOeeb7DaDLhb7ZgAXRaPTqDHoPBAQcHBxwdHXFwcMIpiSNJkrrg4uqKs5M+1N5pbfb6jJ3bn+yxcIvPdn86X60/xasYXq9Wc4lZTRux/KkNjSENlSeUIlng3wwPV/NdrVncsYJG44Bb/qZMqRLsAVhl4tXtK9w256Th+Fn83K8yGWI8VejJXGMMe85UYcagSTxqUkcCvhARpFFKxeHlIY5Yn3H5+A2MmYtSPGscDFfwusiO7ed4rXEgiWtqshT8gmLZktsfVmB7zImN+3iYqQoNS0d1vKIIj+3pBQ5ceEuGEmXIE51xBbHCxovzuzjwjwvF61YgZjq9LFyY1oFJnrUYPKAJ+aNSczIhM3vjbXPF1U4iNN/+k790+SmVJbpfq43cPLidv0x5+bpqPhLaiADz4zs8c8tG5oQ2KNnnOn/sOMcLjQPObpnIW7w4OT56NsjM/fN/8dY9D59nTh7FniUrz/48wuOc5SmS4CZI8ubavl1c0hSk1lefx05Pvu/fHNhxHlOeqlQvEP6suNb7R1h/yJv89Wp+fC7wuc3J4w9JVqwsed20gJnXd2/z3OxEygyZSBv0lpLtHc8evMSkT4JrylSkTBratxcfXr3S4O6eMLq1hBAfJM6QL4QQQgghxCcsoXWJCCGEEEIIIaJJQr4QQgghhBCJjIR8IYQQQgghEhkJ+UIIIYQQQiQyEvKFEEIIIYRIZCTkCyGEEEIIkchIyBdCCCGEECKRkZAvhBBCCCFEIiMhXwghhBBCiERGQr4QQgghhBCJjIR8IYQQQgghEhkJ+UIIIYQQQiQyEvKFEEIIIYRIZCTkCyGEEEIIkchIyBdCCCGEECKRkZAvhBBCCCFEIiMhXwghhBBCiERGQr4QQgghhBCJjIR8IYQQQgghEhkJ+UIIIYQQQiQyEvKFEEIIIYRIZCTkCyGEEEIIkchIyBdCCCGEECKRkZAvhBBCCCFEIiMhXwghhBBCiERGQr4QQgghhBCJjIR8IYQQQgghEhkJ+UIIIYQQQiQyEvKFEEIIIYRIZCTkCyGEEEIIkchIyBdCCCGEECKRkZAvhBBCCCFEIqOP7wYIIYQQQggRm3x8fLBYLPHdjDglIV8IIYQQQiR6er0eJyen+G5GnJGQL4QQQgghEi2lFP7+/iRLlgyt9tMZqf7pbKkQQgghhPjkmEwm9Hr9JxXwQUK+EEIIIYRIpJRSmEwmHB0d47spcU5CvhBCCCGESJQsFgsajQaDwRDfTYlzEvKFEEIIIUSiZDQaP8lefJCQL4QQQgghEiGr1YrVasXBwSG+mxIvJOQLIYQQQohE5/1YfI1GE99NiRcS8oUQQgghRKKilMJsNn+yQ3VAQr4QQgghhEhkPtWymUF9ulsuhBBCCCESnfdlMz+l2W3tkZAvhBBCCCESjfdlM/V6fXw3JV5JyBdCCCGEEInGp1w2MygJ+UIIIYQQIlH41MtmBiUhXwghhBBCJAqfetnMoCTkCyGEEEKI/zwpm/kxCflCCCGEEOI/T8pmfkz2ghBCCCGE+E+TspkhScgXQgghhBD/af7+/lI2MxgJ+UIIkQD4rm6Eq1aDRuNAoWHnsMR3gxIz0z32TJnK1ie2+G6JECKGvH/gVnwgX3eEEHHK+vdy+o/YziPrx7/XOJbg+1/7U1aqnolYY+XRH1Po12s86/8uwMQGvSP+UvMD9i0+hnvbxjiv68+I7Y/4+BDW4Fjie37tX5YIH8Lmy6xdeJvi7euQQ0YYCBFlUjbTPgn5Qog4pctUgab17zH+h9Fsv+uPCvy9JqmFOvOQkC9ij+0V2ycNZ+0VMxgi/jLj32sZ2GEC9xrMZ4WjDl2FptS/N54fRm/nrv+/RzBJLXWYRyRCvkM28jqMp0WVXfT6dTotcksvpBBRIWUz7ZPhOkKIuJXUg1JNBjG0eW7pZRAJnI0Xh8fyTeWB3Gu5krV9vsAVSOpRiiaDhtI8d3SPYGcKdFzGuu99GV2jIdNOv4mJRgvxSZGymaGTkC+EiAcaXJyTxncjhAjTm+NjqF9vCt4dVrOsa14+GlGjcSFmDmEdWZrOY10PI+PrtWLuNXNMrFSIT4bJZMJgMEjZTDukI00IET8+xbuqPnc5vmcfJ6484K02BRlzl6JG7dJkjvR4bCMPjm9hy8G/eefiQYHyNaleOI3dE7rx6UWOHjjOxbtPeWN2IkVaD/KXrUKF/GkiPqwkkOXFJX7f+Qfn7rzG7OhGlnylqVq1JJkjHHaNPL14lAPHL3L36RvMTilI65GfslUqkD9NwhqnZb2zhPZNxnGl0HiODPmS5HaWiblD2ImCveYxam9J+jcdTK7DU6mcIsZWLkSi9b5sprOzc3w3JWFSQggR5yzq6rgSygCKwB9N0vpqhU98tyuWWJ+pw/9rqYq4G5QmyDaDRjmmL6t6rLqmXq1qqFw0KDCogkP/Uv5BXu63o71Kp0WhdVffbryttvUsopJrg+w7XTJVoP++j97S//5uNb5FMZXWoAnyfoE/GoNKXayVmrj3njLZbbBR7fvOQ+lA4VhHLfF+py4v6aAKpdCFaL8hzReq/eyT6rU1rB3gr+7vHq9aFEurDBpCtEdjSK2KtZqo9t6z3xq/DS1USi0K9CpXnyOhtFkppXzUqoYuAW3U51ODTgUuabmuxpcyhNwPgT/a9B3UTr8gq7H8o+bUSKW0hoJqyJ+hvJvlqhpXwvDRvkhaf4WKziHsf36kKubgoD7v+YfyisZ6hPhUmEwm9ebNm/huRoIl9zaEEAmSzeTFkzt3eOBp5D9d6NB6nw2dy1Ot30rOvfrwoHEAhenJUWa1qUrbDY8jsJ1W7i5tT9tfzvEmyMLKBplz5Qn8LxueR8dRveQ3/LjqLM/8VcjVKH9enF3BoJplaTj9NGGPBLfyYEkrvu6wiAte1hDt939+mkU9qvJV/908t7cBNk+OjqtOyW9+ZNXZZ9hvzgvOrhhEzbINmR7v49JtPF8/lJF7XuFarSfdi0X1DoMNk9cT7tx5gKcxYkewvkAnvvs6KX/P68eU0zJsR4jwyORXYZOQL4RIUHxvbGBow+JkTulOxuzZyZI6FVnKtGf2Kc//YNi3cnNeZ7osvoGfAo1jZqr0X8TB68959+4Vt46vYWSDXDhbHrJ90wl87QTgj9i8OLLtIF7JitFp/iFuv37Lo1PL6F2rOa0aZAh4x3sr6Nh0BH888UehxTV3fYYtO8i1p2/x8X7KtYNLGVI3Fy4aUP4P2DmgAV1XPwp935r3M37gVh7bnMheeygrj93i9TsvHl3YybQOxXDTacDmzbkZHegRYj1W7q3oSNMRf/DEX4HWldz1h7Hs4DWevvXB++k1Di4dQt1cLmhQ+D/YyYAGXVn9KIY/aY0bpb8dwA8/9KJmjsBBTbrMVPluID/88AMDu9fg/a+xXGLOlC08V66Ub/ANaSN9lfTlxoahNCyemZTuGcmePQupU2WhTPvZnPIMZ7u06ahVpzRJzRdZMHUzL/57B7wQceZ92UyDIRKlsj418X0rQQjxKbI3XKeemrF1gPoihdb+kAq3qmrmNUt8Nzxy3u5UHT10Adugy6gaLPon5FAT61P1W4/8yunfYSxhDNchYMhOnV/vK/ujY7zU9vaZA4bZoFUpSg9Vh17ZWdL6XO0fVEIlC1ynzqOD2u4ZdIEgw3VAoXFSeTptVg9D7P636uTosiqFNmC4ij53X3Uk6LAXr+2qfebA7demUKWHHlL2m7NfDSqRTGlBgU55dNiugjYn2sN1/n2jZ2rO1w4B7TGUVZNvhTyeTEf7qlz60P/+L3vDderNUFsHfBG4P4L/aJVb1ZkqvEPY8s9E9aUBpUlSSf18J8wxUEJ80t69e6d8fX3juxkJmjx4K4RIGIz7GNrpBjWHbGNhi1IkuzCBRo2nctYnoHvb9no/k3/eT8c5VYn4zVkbXue3s+nMixi4C6Ajw5dNqZk34iVVvHYtZ8tDK6AhedVhTGuTM+TDrtq01Bj/Mx33VOOXf8Kf51ab8mu+bZzZ7m1Y2/PNLNz4ECugSVqaQQtHUN7NzpLa1FQas4hBh0ow5IQv1gcbmLdxLDU7pLOzXg2G3N8xb1o9MuqC/82Vkj/Mos+2Eow8Y8Jycx1LD4yhbI2kgI3nmxeyMXD7k5YexMIR5bHfnEqMWTSIQyWGcMLXyoMN89g4tiYd0sX1zWYzZzbv4LYFdJnyUiDkBofJuG8onW7UZMi2hbQolYwLExrReOpZAg5hG6/3T+bn/R2ZUzX0I1iXKS+fu2s5/uwkW7bep0evrHLLXYhgbDYb/v7+JEuWLL6bkqBJyBdCJAzaDLRcdoRfqrkHhJp0vWlTYgZ/HTAHjgO38uT0cf6xVKVAhM9cisc7xtF12Gn8o91AByrPrE71vEkjGLpMnNx3BE8boHGlQtMGeIT2QpfytGn8OfN+uhxuO/X5v+CLUApJ+B3Zy1FvBWhwqdSOtp+HsaP0eWjfsTITTu7grXrL0T0H8enQDNfgy2kMFG/blS9DK17hkJ82LUvz09mDmKxPObzvHOYaZXDAjyN7jxLQHBcqtWtL2M1pT8fKEzi54y3q7VH2HPShQ7MQrYldtsec/PMOFsCQ3oPMkbxCajO0ZNmRX6jmHvBBp+vdhhIz/uKAOXAclvUJp4//g6VqgdAvvvpsZM2og6dG/vzjAF692uEW1e0RIpEym81SNjMCJOQLIRIGh3yUKef+IUBr3cmQLika3od8UG+98Ipkl3zSzAX5sowD4feRh8dA/vSReAjT+ojLV59jBdDnpEjRlGEsrCd/iaKk0F4OZxy2FpdMWUIZJ27h9qXrvLUFrC9P6S9JFeb1T0uqMmXIq9/BSX+Fz43L/G2BYsGvCrrslCmfldD7tLWkL1GMrLqD3LBYuXf5El62MqSx3ebS9bcBd1D0eSj9ZaqwvxxpU1GmTF70O07ir3y4cflvLBSL24uU+SIXb1gDmuOemrSR68jHIV8Zyrl/2EqtewbSJdWA+d8jmLdeXmHfVdKmIpWbBlAYr5zjoqkdFWWOHyH+paRsZoRJyBdCJFhOSaJbNUFH1jYLOdgmRpoTOdZHPHoeGO60qcmQMezTrT5rVjLqCCfka3B2cQ2lPruVp08DhyVpDGTMkjmMYB5Al8mDDA4a8FfYXj7luZWQVwVtZnLkCKftGTOSTgs3UNieP+GxDdJYn/I0cGM0hoxkyRxua8jkkYGA5th4+TTgC1KcXqR8nvL0jQ3QoE2SlCTRXqETkT6Eta64uujQALZHt7nth4R8IYLw9/dHo9Gg10uEDY/c5xBCJGD/4RmzlAmjMSDkazRJwg17GhcXItIvpQn19rTCaDIF3vVwwMkpAqd3nSNODgH7WFmsWOxU99FonXF2Dntd2qRJcQz8qJTZhMkGKCMmU+AKHZyIWHOcCGiOwmK1YKc5scrq9YZ3gV+yDPoYqtgRhUP4/Xsr21s8Pa0x0w4hEgkpmxlxEvKFECI2aJxI4hQYoJUvvr7hLG8yYYreG+Lk6BCYKc0YI1Kb3eKHb2AQ1zglIYmdQKqUH37GsFdjffcOv8C30yRxxkULaJxwDPwCgdlIxJrjS0BzNDglSRKlr3g2WzQesdZq/70oKhXXXzGCNuP9lluwSMYX4l9SNjNyJOQLIURs0GUkY7rAsGZ7woN7YT8VYHn2jFfRKgGkI126NAEndeXPw7v3CS8fWu/d4WHg7FTa1OlIZ29Eje0Fjx+H3Xbr/fs8DgznhoweZNQDunSkSxNwiVH+D7l7P9zWcO/Ow8DJsrSkTpfuw3AjjebfwG+1hrUeH975BJ+wK+J0KVLgGnhV9Pc3x/mdhPf8zYGPX2tdSZE8kg8GCJGIGY1GHB0d0Wj+w3d545CEfCFEImbl+qQKpHRxwSXaP27Unvc04qU4dRkoUiBDQFC13OLUqSdhvNbKo7PniN4cUHqyF/icZFoAC9dOHAtnfL+N58dOcN0CoMX1szxktTfE1fIPf50JayIyK3dPneFBwBPGfF60KC4A+uwU+DxZwEXGco0Tx8IpY2p7zrET1wMekNa68lmerB/G4xsMgf9f4efjE3r4Nt/mzsNodH0nzUKWtDpAYfN++9GswnHHjJ8p4IuK1jUtaeO4wJAQCdX7spmOjvKQSkRJyBdCJGo2sx8+Pj4x8uPnH5m+XUdK1PgqoHdc+XF02VKuhNYhbr7C8jWnidTq7UhSriplkwVUZvE5sJjF18LogbdcY8mSgwE13DXOlKxcFrszAKh3HFy1lnuhZWfTXyxbFdh2Qy6q1cwTGMiTUK5qWQKa48OBxYsJuzlLWHIwIMBrnEtSueyH1miTueKiAbDx+sGDUCssWf7ew75/wgj5Wk2QHkA7O9tQkMJ5AoY8qVfPeR4fId/6nBevA95Y93lBCsqoBCEAKZsZFfJoshAiEdORo/MqztbxjYGhF1pcM6WOVM+IS9XOtM67nAmX/DGemcp3475i54jSJP9oKW/+nNSD6eeiPzxEm6YeHRoMZ8eiB1j9TjGxwwhK7xxDRfdgrba94tDIjkw85YcCdOnr0bFh+lC2TeF9YBw953/Fhu/y8FEfms2Tw6O68fNFfxQaXMp0oG3R95cVLWnqdaDB8B0semDF79REOowozc4xFQnZnEOM7DiRU34K0JG+Xkcapv+wkD77Z2TRa7htVZiOLWfx1XYMyh+snKnvJX7pN5NzYX5TcsDBEPAsrMKIr2+wZbXulK9QEMPvp7A8uMUtMxSO66uk5TGPntkAPdlKlCaTjNYRQspmRlU8z7grhPgk+asLw4soQ0B3qgKUxqm2WuQVdBk/tamVu9IGWUbn8Z3aa4yvNkeFVb3c0UnlNGgCtlGbQhVuM1ltO/9IvfXzVo8v7FDTOhRTbjqN0uh0SqdBgUEVHPqX8g+yFr8d7VU6LQp0yuO7fSqsXWC5u0Q1SK9TGlCgVS656quhSw+qa0+9lZ/3M3X90HI1vH5u5aoN3O+69Kr+otvK8tFajGrfdx5KF/TzMaRX5XvOU39cfabe+Xmpe6c3qp+a51fJ368naVH14/F3wVuj7i5poNLrArYfrYvKVX+oWnrwmnrq7ae8n11Xh5YPV/VzuwZ+zhqlS19fLbptCbaaG2pKuaSB26RRjtnrqJHrz6iH3kbl/fS6OrJqtGpR1E3pNFqVLHmygHXp86lBp0zB2uOnNn+bKuDvGhdVeshB9cjHR728+1B5WgPf6soY9YVBozAUUcPP+6tQ+V9Qw4sY/t0/oFFOtRepjw/hTaqVuzbIMjrl8d3eMD8/66OZqrKjRqHPpfocCd5+IT5NJpNJvXnzJr6b8Z8jIV8IEfdMt9Xc2m4fBXh0Hqr1xqfK+n4ZzwOqVx59kICE0jiWUKPO+8Vny6PAW52eXFWl1Ws+2paPfrTuqlL31qqwIfohXymren30J1UlvT4wFIf+o9GnVZXGHFGvrcHXESTka1OoQqXyKmdNGOtxzK6aLLqu7EZS62t19KcqKn1Y2x8YkvVpK6kxR16rEM1RSnnt76sKJAlrHRrllKudWjK+pnIMNeRb1K2pFVSSYNuicaqu5j173967ana15EqjcVTlptwK9uXnA9Ptuaq2m/aj9eg8WquNTz+03vNAL5VH/3EbHUuMUmEdwp5rmyl3rUY5FhuhzoXxHUOIT8nbt2+VySRfeiNLQr4QIk5Zrs1QNTMkUVo7oVFjSKnKjD2jTM9XqhYZnOyEVI3SJcumWix5GN+bEUlG9c/GQap6Dpdg261RWpdcqv6UY+rZpdGqWIyE/MB3vLVDjWlSSLkZ7ARjjYNKU6yF+mnXPfvB/KOQn06133ZH7R1VS2V31n78mWgMKlWRFmrygSehhuH367u1Y4xqUshNGex97g5pVLEWP6ld98K6iFvUo71jVP3Pkwfe8Qjyeq2r+uybkWr3Q3/ltah2GCFfKeV1VI2ukEbpg65D/5nqffjDst67u6isOo1KUnaSuhFiwyzq2oyaKkMSrd3j05CyjBp7xqSer2yhMjjZ2/c6lSxbC7Xkob2vMq/V2maplVabTjVb89zulx0hPjX+/v7K09NT2Wy2+G7Kf45GqXgsBiyEEJ9RBZmVAAAgAElEQVQS6yuu7PuN/X/d5LmvjuRZClOpdnWKpXMI/7VRZHp6gQP7jnP1/jO8TFpc0uagUNkqVCqYltDf1cQf3XJRbc59rNp0tN92h19rOWF5fp7fth/g0n0vbK6ZyFfma6qVzhKhSbzer/fphQPsO36V+8+8MGldSJujEGWrVKJg2gjuA9s77hzfzd7Tf/PI04RjqhwUrVSDKgVSR/whM+sLLv62lb3n7+Ppr8c1TXbK1G9O2YyBA+Btj1nV/Atab3Km297zzKho95HkGGe9MYVKxQZxveJsTmztTA4Zjy8EPj4+aLVakiSJ/hzUnxoJ+UIIIYKxH/I/Jbb7K2n+ZTt2Zh7OkYNDKRLbVfus91jauBSd/izDwqNraZ1VEr4QNpuNt2/fkixZMqmqEwWyx4QQQohgtB4tmbd6AHmuTqLruON4x+q7mbgyqwsDD+Vk2PrFEvCFCGQymaRsZjTIXhNCCCHsSFFuNFtWdkTNbk67xTcxx8q7WLi7tguN/mfl+81bGFJaZr8SAj6UzZTJr6JOQr4QQghhl46Mtafw+44+MLUuzedexCdG1+/L5YWtafqLM8P3bGdoeXe5KAsRyN/fH51Oh14vUzpFlZxPhBBCiFBpSVGqNxtOrKGB9wVuxmR3vukq542tWLtvFs1zf1rPPAgRHunFjz558FYIIUQwVm5tmcyvJ72waVwp3uYHGn0uvWlCiLhhsVjw8fEhWbJkaDSa+G7Of5aEfCGEEEIIkWD4+Pig0+lwcpI7XNEhw3WEEEIIIUSCYLPZ8Pf3x8Eh9uYP+VRIyBdCCCGEEAmClM2MObIHhRBCCCFEvJOymTFLQr4QQgghhIh3UjYzZknIF0IIIYQQ8c5oNEovfgySkC+EEEIIIeKVxWJBKYXBYIjvpiQaEvKFEEIIIUS8ej8WX+rixxwJ+UIIIYQQIt5I2czYISFfCCGEEELEGymbGTtkbwohhBBCiHjxvmymzG4b8yTkCyGEEEKIePG+bKZOp4vvpiQ6EvKFEEIIIUS8kLKZsUdCvhBCCCGEiHNSNjN2ScgXQgghhBBxTspmxi4J+UIIIYQQIk5J2czYJyFfCCGEEELEKSmbGftkzwohhBBCiDgjZTPjhoR8IYQQQggRZ8xms5TNjAMS8oUQQgghRJx5/8CtiF0S8oUQQgghRJyQsplxR0K+EEIIIYSIE1I2M+5IyBdCCCGEELHufdlMGaoTNyTkCyGEEEKIWGcymXBwcJBe/DgiIV8IIYQQQsSq92UzpRc/7kjIF0IIIYQQsUrKZsY9CflCCCGEECJWyeRXcU9CvhBCCCGEiDXvy2bq9fr4bsonRUK+EEIIIYSINUajUcpmxgMJ+UIIIYQQIlbYbDYsFos8cBsPJOQLIYQQQohYIWUz44+EfCGEEEIIEeOkbGb8kpAvhBBCCCFinJTNjF8S8oUQQgghRIyTspnxS0K+EEIIIYSIUVI2M/5JyBdCCCGEEDFKymbGPwn5QgghhBAixkjZzIRBQr4QQgghhIgxUjYzYZCQL4QQQgghYoSUzUw4JOQLIYQQQogYIWUzEw4J+UIIIYQQIkZI2cyEQ0K+EEIIIYSINn9/fymbmYBIyBdCCCGEENH2fiy+PHCbMEjIF0IIIYQQ0SJlMxMeCflCCCGEECJajEajlM1MYCTkCyGEEEKIKFNKYTabpRc/gZGQL4QQQgghosxsNqPX66VsZgIjIV8IIYQQQkSZTH6VMEnITyhsr7m0bS5zdt7BGv2V8fTwIqYsOMAjm/0ljE/u89wSgVVZ73Jo62Hu+kS7UYHru8meXxew7VJMrRCsdw+wbudlXoW5PTZen1jG5Bk7+Dv6OzjIal9x9dRlnptjcJ3/UbbHB1iycCdXvEI56GKIz819/DptJWdi7hACbDw+sIAp8/fzKMLHh43HR1exYPVxnkZzky03tjN38U4uvQpnRd4HmfnDeDZeMUb9zUw3ObzzKDcj+TnZXp9lz8HbxOhuD8rnMtsXLGD7Fd/YegchRCx4XzbTYDDEd1NEcEokDNaXaktbD2VI20AtfWiN5sr81ZkhBZRjrn7qmMnOWz1aouqnSqa+HPf/9s4yLsqsjcPXzABDiqCIwIJiuxZ259rdujZ2F+bq2q2v3b0GKq4FYovd3WujiIgYIDlMPO8HY4kBBgXXONfvxweeOOc8cZ75n/vc576vSjEplBRxsJfkamQt1Vj4SNJ8YaskSZKkyI1SUwsTqcqcJ9KXXuV7QiXfrtkkI5va0uKHybVQI92eXEoyydxe2hGdJhVLkiRJ6usTpBKmmaSm64PT6Hr0EH1XOuJ3R4pMr/LTBLV0ZUxRSWnXUtr0Kn1rirkwRipmai6VmnBV0vN6fyYq6fSQvJJJnkHSiaQKVcdIMfFesRjpSF/X5M8xCI30z9QykrFpFWnOo+R7WfTebpKTcXapj19KPTeZ2m5PlkopnaSue1JRhjZY2unuKplk7yL5vP7sqpOv4tl8qaqJiVRtwfP060sCgSDNCQ8Pl2JiPv+bJEg/hCU/HQg/Po5KeSsx8uALDLaVyTPRYMIE6ks+jB7lTUoGvS9B7tiaP/vn4/r0Psy+pkr6QO0j1s7wJDBfD8Z1ccUQT7uoq1uYNWsbtwyZJUgDYm8sYuKmV5TwmE6XHAq0AQeZOXQGB0PS15r8nkiOLV3L9V/a0K9pFmJ9u+CokCGTpf5PWXkOT/Q2WUfA1j/4vVYl6vx56IstximifYJnv3rUqlUr2b96A7fEnyWKPMzSv27i2KI7DTOlbxOVJQYyrk0mLs8dw8akpqrSgchdnXHJ/Btz0nQqCNAF43fkOsZlm9AkW3K9TMP1Y6d5maEsVUp+/rS45vEjnslyU7CgoVY3DQ9Wd6PXOn8wiiXy3Vfq3AKB4JtHq9Wi0WgwMTH5r5si0INISZYOWJVuTediG+nVpDohK3exuHVODHn95c5tmTBgCaUmTGBev7pMKJ5enUZJUY+59N1Wjekey2mxvx+59GiL0APT+N9RS1puGkIZAzNUR5xdzajRZtj3bkaB9H67tI9ZPfx/XMnWk4MDC7+/xxlMeHlgAu4P7TmxtSOuBq4Binp6gi3LFrBwazD1V+1kbEWbFH3ZdE83MMvzBSVH9qaiOagBFHloM2s0dewMDSGm5tz8HixPcr8c5/Zr2RvegSaDG1L54QK2r+5CgU/PQ8XBAcXpsDnE8AFlPEyoMuMqWzp+UOYyIyxs7bG3fy/kpIjb7Pe+hXXlZpR1+veOGNlaxBn06XiycT5eARoi1jbDcWPiWrRmhRix8xCjSqeFz6YNdQb3oJjnVNb/7U+HATkMGoB+GbFcP3uZt+blyeuStrXpQvay56yCCtOa4JzcS6d9iN/R+5hXGEpl88+tTUvg7bu8sS9EwSyG2Hh0BO8ZTNNBx8nusYAu58bRpV4flAcW09jJ8PsQcXgSXZapaLdoPA3svsS2pOLEjE4sCG7E9BmtDe7fAoEgfVCpVCJs5jeMEPnpgTIfndYfwKJnA9w71iBKc4h17XIYcLONKNjTg8aL+3LyyD9oihdOvwdkXpoho5uxrs1Mpu3rxMp6VvH3R51hxsj1hFWfy4TGdt/g4g0t/usGM+6IPd19RlHR4sNm68pMXD2CU9U86Lm0LHv65ElaAEY95fSuzXh6bsBr/y3CMxelbtsuVHQ0MeB6wzg8bRZ+Fk3x7PK+DjWA3JZC9drQLo+h6iMKtvdh+evkjrHErbcXfna9aODei9qtVPhu6k1hcwAjctXvzwjXKCR9p2pusuHPv3hVczgDqmYm8WdYQbZiFv/+K3ei0fjVNPrwb4xvV3L4Qof5a/kzqVFb6F4mTT2IecNJLGiVQHBLwfiOH8rmmLy45UlO4L9lZV0Huu1NZmZJHwNzYjTQkAOV1Fv1gt2dM6au/I/ogjh38THKYkMpaeCA18CCebXHm5Pyasxt6pTse6e9t42dV5RUWFSbTKnqkOF4D67HlNOxgERkwA1iwwMYUrkM/z4RE8qM8GZu47j3R0fQnqE0aLOC2Nab+HtqYxzfuWHcsBFtq7xiyvoV9Ctja9C3Qf34NLt2RVJmZmrarQ8tT896s/NxHv7Q+8ILBIKvhfQhbKaVlVXKBwv+E4TITy+MXGmxzIfYyKq492yKk9NRZlYMYM2weZxIdsGbDlmlGmS/PZfunZMr342uC/pT7rMNo3IyNR5Er+rPeP4uGC1WccSZhpsLhrHwYTH+WO/+1a1luoh/8PY8R+Z6v1PBSf9shubucvqM8MNl2H6mVreJt8+0+FAWD/Wl0pg+LKmxj75xBbc2lDu75nN6599s33uGp7JslKrRiFFe6/m9fhGyGNgjVBdnM3LtS8pP+ZPGqVNcn4kRri2WslcBtdoNpHF/Zy6ubIAtClxrdGdAjSROi/LizKR1yEu2of/AX1Np8dby6Mo13tgVpUSupG6Miouzx7Ax7Ddmzx5O23gvi44XXu0Z8igLzddNpI5NEkXEwbhQZ2YProhlqtqZPFLYEWYN3WLw8Zo7Gxi49C0d5/Wj6IfXT/f6CEcuyyg2tiq2X9ogzQ0WdujL5qdaQCLc/zLhkiMLmlViRZzDFK7tWLq2J/kVABru/L2dy2oJh0XNqLQmmfLl9jSZvQmPEh/7jgK7PCUoqVaD7gWn717GvnBlyhfNEGfQZ0Qeu7juO6FcXNSDtsN9MWq1Bt9FjXGUAxnLM8b3EFm6tcKjRnnOTlrJ3L7lsRcWdYHgp0OEzfz2ESI/PVG40naFJ3eqNmTr5uOMKJeVN8+e8CSVDvfaF9c58Y+aHKWL42L2YaPJL0R+smRpebLZg/7r7/PByYKIB0/RBO1iWOM7WMsAo5y0nTeNLGuaM+2kKo7VVwEre1BzZZwKpSieXDpPpEke9gysw8EPx2VrNY/l3fOny0sTFXCe/d7e7N6zl/3HrvE8UkHluVU5PMAlkaVQ89wXj9bDOOk6AK9WVtw/f4rQsFBCQ8MIC/vwF+VMtpjtTBrpSZOt7fnoaSKF+jJxUACV69TH4685NK5VHIfUWma1D1g+Yj43XLtxuHsyMwVpjgLnpovwXp2TwzkqfbnYTJEIrly+h6JQN4on4b4ddWEafefex234KjonGA3qAv9myLAdWLhvYV5LB4MsvrKsJWjRoRP2aThu0gW8Y/0wfSJfR+Cq9jQ+Ux+f5c0+bVVkiOGh12SmVGjJlrb2yIGwQ76ciM5Hr3LWRISFfThSQ5Rah6RTEx0eRpiejiGXKzGzMo3fZ3Th+F86w/1MLWlR3AZZ0WJUStCu4DOb2HnlCeEfO2rsFTy9rmNWoA41imfRMyPzHunNFXb6XONpvBA45pTtOZuygC5oKXX+OoXbiCUsrJ+Ez0/EdVb3bcvAjYEUGLSV7dPq4BD3eVi50dPzBPmmdaHzyKoU9uzIuDmT6F7O/iv2BYFA8F8TExODufln+w4KvgJC5Kc3luUYs+8OQ23ssJaDh9dBPFJVQAQ+nfNy+l1j5h9aQR29/UmGXGGCUqn88COr5WVEBJLMHhNT5fspeSMTFDI55raOODnFJnbtkF5x2ecATxyq06hkbpx+yU25eAcoyJLBJElxkXpiCLrkjY+3D7579nH0SiAxFtkoXq023aeVY+/gFSjNLPQIQxWnZwxk8dUINEymdoHJ76/f2BQraxsy2mTEJqMNNjY25K5elNc+E5h6tAkLq70fHclsWrPhwUaafoFPs/+6oUw5EknpGX0o+9W/bybkaj2CXF+jKtVFTl9WkadjKWz1ie6wY4ztOp2beYfiN6Agco2GT0syY++wyL0PPlk82DO9DrY6DZpPY1sZMiPFNyAINTy5c4n7b+piGef6ZE5tGNp+JnX+t4grLSZQ3CQcP9/jhKlfMqVsJqYkKmchNTMv1FuD3KEz3o9WUS/RQFKBU42hzB1fRM9HOJaTgw/hfeDfLW985rH2rgvt93mysJpFojM+nXl6CCd892Fupn+UFH32FFeMy9CunL4XN5zbW6cxfNR89oZkp/XsXUxqkRvZyxe80HN0vs7L2Vt8AxNHTqd/pb+ZX68bw0YMxr1s1iTbJxAIfgzUajWACJv5jSNE/lfAJJOdQQtv9RJ2kK17QsjaqHkyi+3kOLeYgVeLD//GnmO42x6uWtZn4ub/UT5u5QNWJhDvH885waCCh9hRdSirFv9GuqS0UAVz7eBFnqrV3PjDjWwxsZg6ulG5tjszRjekUa0SOJoCr1dwZgiY6E2soaRM1xnMLaTCOZszTg5ZyZrVHjsbS0wS6hrtQ+bVKMuKvZeIqVbh/Ta5AnkKVuLYKxtZcCMHv7cui2OCBxd7ZxHdhnjzQmdEATOzNBz0fHvEXj3AkSBnav72a+IPhcafzX27MO9GNGppAqWtJiRRyiQq2EyKv0nuQGfvR6xKrHy/MtE8fPQCOxfnBP3TnPL9e1N69SyWHBzG8hI72Lj3HYW7L2NY1bguLlrurvdg8tXSjJnxu97F6zLTHBT70vXz2rusnreDsNLj6Fs5aYEPIEVFEYMpZnq/FSouHDlNZNEBVM6oxX/fEraEVmBAazdMdSF496pAq5XPcKw1gE3zTZnTsBKu/VNom8KVvvsuc/zRDEZN3sBffs2EyBcIfgJUKhWmpv/1N1yQEkLkf220T9jctSETX7dkwbIRVHNIzp6pI3DrKnzeuOLerjKGGo11z09z9qEWrbSbjX6jKV/bAGfodELz5g5HfXbivduXvYfO8zBMAyjIXvdPpg/9nTplssezogLoYmNRY4KlUr8aNynYhD4FDahckZOeux7S08oKZSpSjKlvb2Nsj1hsGu6mc1yBFnOJGV1Gc9TIESdliP6Tdc85ungCMRkNlf9abt/VQGY9RYUFcC8wPEHUHBkmti7kypq82PtyNNw/cJhHdpWpWSKBStW9YPfAhnTdEkOu3Bl5IGvG0tnN3/tsA6Dlwdo+eFytzpJ420H3/G8G99yjpz4jMuUoTBFNZozloH2wn7WHH6P+ksWVMlPy1GpPFbPM5CxSGFPbBJ87zT3u3NOQvUaeRB9CRfbWdPxtPMM893Dj3hoOqCsxc1RXfneJ+06qOHrqT6Y8yEmVFq2pkC7BsHQE/T2OuWdtaLa5C/lSmP6QoqKJwQwLCz3vn+Y2h48Hkb9pNRzlGo7v/h/jHyrp1toNU7kd9UYtZGV9Fxo3yItFbAjFLjWO4xKYBDITMudwwbH6Qvw6zCDGVEzdCwQ/Oh/DZlpYpPfvkOBLESL/a6NwplbvHuzpPJI6JQ4zaPFKxjfKod9yrrnGskUHiS07hZ7lDB0x63jt58dltQTcZ+XAsTQ7N5/frNPuElJuwnOOzxvCvoN7OHDqH17LMpO/XA0aje5Dw9oRzC3dl7eV29KsXGJ/ewApJoZYzLC0SNrkHvv2Oc9DVfojynxChpG1A86f/gMkKYVztAQ8eY7GtiAOZnE2656za0B7Jl9yoMumoYR16UtCmS8zz4yzi4J73uu5l2Cf6s0zgqLMcfjFVs+z/oXsDtaJOmOMzwCKddhBdLwGK3DpuY97S6rHLydqE62cexM24Tp7+jh/eTQk7SN8993CstJwKibQbboXx/HaE0KpyTsY/Lg1zS9mp0yt2vz6SYDGctbPHPmjhNtBe/siGfSOf6xosvA8TT5ezoVVePTbkbTIlHRodSBXyJOeTZFlou3W1lRr1IYV59sk2q17dZnLTxwoUEBPhBi5PQ069ePCo5csXn4KszrraOny9WNMSS93MXLYNqJrLGR8o5RXYehi3lvyzc0T3xXtw/0cevArDZrkw0jPoFfhUoO2Lh/+MbEjZyE7wxqpe8M/p26gzlWRQsKwJxD88Iiwmd8PP5fI14VwetEfjFl9jKeSC5W7TGRKn7J8UdjmhET+w2Hfq8TPxaTAqXQTKroaAXJsSvZm3ZnK1PDoyIAWpfDrNo+1M9rya7xBsY6ADRNYetOOZlvcMTgiI2/Zv/sUWlNTjByqUFu5jkFTWnJmegXSbcyti8D/7F68fXzx2X4Ojfodf80Ko2z1OgxZuZDG9SuR1+bDqxblybwUipPC3xGBNRkzJvVgNFyfVYtyU26+D1uZJEbkGnCYW3MrYYICOztb5O+ucdDnAvmLZ0ap5/uke3eZhVuuo3TrStGProa6Nxwd3ZgOK59SYMR+ZtUOorue2pRVp3PuwXQ9e1T49c1Hbd96rL+zkGoG+kKZ/jYG773d0XwUuronbBrQj6N6j9agioxC9UWm7zilXV3PxguxqIOmU6dC/CdmUnY4W85ewySzNRf7pkl1iTD/3YvQ35PaqyNwQXVyDLVkWYg3nT4zelv02VNcMXKjYxETIDbRfttGY+g7+zdKPcpHnzWNSeccX3rRBIWgdqjJyBmdcVVApP8DQh1zkUTQKdSRUahkFlgkGiBreezjy638jViR3wiSmtnS3GTj2OWcfafnPZJloEz38bQtKCc88D7B8l/I5WAB6svMa9OC1zMC8WqVjCVfesOdw7vYaatfGEiht3kjSchuH2DXTuskBm9qrgWncTIygUBgMCJs5vfFTyTytTxa1oH6A/fxVgdwn/sDrxBochGfHoZlczWoluDdjGs3lJPx1KeS+quDqegax5xuWYD2y45TqtpwOvTuRPlzJ1iw7n+0+6j03/gyfrwv6mpzGGuABe8TIb5sP56RChXtOe7/K73GO9G7gwezfz/Bn24moAvGZ/wg1t9JkLVSesP1YB2vDk+mXctlCX5g5djXGcMc9zi+2bpQbu3egOdOX/buP861IDUZcpamgn1G5E8qsuyRD+6fOXugexdOpCxDMiL/Q6tcO7Nx2wAK6nt42tvMb9mRY3E2ZazZjhbZu7OsVSmWJKOFZZYF6Tu1Ce9zBel46dWb32dcxabFKrzGl8dS8/dnXFXqkTu4Ud0hzgbNVc5Yfp7lJOz+MXbtvJfIYi3PkJuKVQpgE29HFMdWb+SWWkZmxwKUKGn74X3Q8ezIGnbfCsYoSxasSWVM+2+KSI7u9iOq+AjKJ/VbpbnLwQP3yNh8HoNK/TcmauMi3dl49v2QUvfCE/ey3bnb1odjs6qSOOK/joiISDBzwCLhl117ly1br5Cv0VLyJ/fV1/hzeNUyDvxSjSJxQxzpgrnm94zImn/StqCOfUPKMtjKkwfLaxu+fkd9kxVdmsYLE6qXJZ1ouiT5Q4zdDK1UIBCkJSJs5vfFzyPydSHs336EeCHqdW85sn0/r7r1TLOQfYocgzj0rjfaj/XEbOF3p15JZCM1J2+rBRwpUo4h7frgXv4ipxau53+tbdg3eADrXhVnzPZu5DS4L+kI2buDYxlqMKbIGY77y7CuPZph5Yryh8cSWh0YQB4ZaGNjUKkSWMMkNTqdhKRRo1KpEol8lSbhFURxYulENrwqQ+1uc5nYpCHVi9gTtrQWzhcVGH3BgntdSAivscU+pYycJra4FihMYX1WzdhoMifYrsjWlnV3GjL13j0C3qrQSgmVvgyZkQUOeQrg+nHmATmZa3aia5cyNJ3dnhxGQILx0bePhnvretNsXeI9RvmHcuLqDMrEuVe6oG0s3voELQocfxvMrE8RYFTs674N32fxy9DeXEjDghuJ+8hVrx4TG5l4O+q3PNHKKWRQu3WQXmnYtM94qXGhQcuG/JJUFUa/0m/PfdyjLRKtG/lydLw8u46Z0+z0WKx1PLv8NtE3Q561JVMmbKZCH3f6ljzFulYJk2dJhIdHgrkF8V3ydQT9PZEll2JRvWlLiW0yQCIy8Dmq2MlUKboYBcaUHX2AxfUAmRnlhm6Lb5WP2kJLR4OyjunFus16HtaKSjYrs/RyHW3Kjkc27hwb2+tL3PYvcpOM2P88v14CwTeDCJv5ffHzfCblSqyslJDA+qi0zEAS6zs/EwXKeIvPjFHISPbHzTzf7yw+VoSyg9rRv1M5zqzKRdCJMCrN9GFY0VSs5tMFsn3TUTLW2UxJkzPvt8mz03GUOwvbX+DqKx157O1pPHU7jROeG3uCQQV/Y0f1cWw1JLqO3JGu3oH0NErrV0jHm2eBRNrmwCUFS37q0PJoWRuarHZmxvFZ1EpF+CC5bW0mLqudhm352hhRbPRx9g7MnWjGSqYwwzreKxbG4YkT8InMRi7H5waVLstajg79a5LlkyrTEeA9mZn/lE6wHaSXB5g56awBpep4Oq86Baf9wur762ieltmxABR5cV97GveUjpNbYJkufm4Sry54seK+/tFw7NtQcEq41YhcXZaz5Ex5WvfpRMmCvgwoEPfhSYRHRIGFJfEnfOTYOuWnRK3mZHa1w8pYDuh4fvwJ/qH5qFAlP0qMyOeYfqHw5OaZcDJP3uFJJ8+AiUyGLENWfnE2LK+CQCD4eqjVamQymQib+R3x84h8bGg0oBduB2dwJeK9BVdm6UavAQ31THv/B1j8SvvlfjgqS1Nn0UW0tnVoUjtXqkJvam6sYsXxrDQbUwGl77/bzcuPYPdRc1zTMsMQYJTmAh9Aza1b95FcapJkktUP6J550a/GBfR6sEgR+D+R4luXX/vzzz3FvwmGkiqX1NiPVRwdWoY2654nG79HHfEGTewamrtsJenPozEFBu/jwPCCad4xFcoMZMqUKUW3tNiLsxmx5gnZOy+gxblB7DWgbHnmYjTv3jP+wttHC5n9KuF20N5+xZrJhoh8NXfvPEBlUxLndIlaYzi6J8tpVXMal/QsAFG9eYY6ag2t8+1M3FflNjRedJrZekeUCn7tt5vzScbJL0T1A3pOk2elyZw1DLpal9GdJlPm2HhKf7IpaAkLfQdW1lgneIGVFcaw0zfuFhV+fb3xediMSXO6/ZtYLeb9vlte4xh5Ne6Du8ctFZTW06TkieXkqMp08CnJovPzqZMmXk8arkypTauNeZh1aTENxWJfgeCroFKpUOoNbS34VvmJRD5YVZ7GkdMlWbHhCP5kp2r7HjQrmNYmwvGBqnQAABGSSURBVM9Fxd31/em96hGZKjancIAPA6vU4vnajUyo7WTAmoEIDi1ey618nVhVUokm7g+6PAuu2dOv5WlK7GUOHgvBpXZ5sqdw0TLzbBSvUgUHvSL/BUf+uY5htmgAFc9PrWfG2JmczDeHPfPrkpK30HuMyP5bNwZmeqd/tkZ6w8nlc9nzUoOEhtC3DjT06EIZa32NlmNfPst/asE0cipM4ZLtaDC6PLcapny8WqMBRTokttI+4+rNYJT5CpInKZGve8CeWZN4lpxRSW5Pxc5dqJz1C+6qVX5+a9GKXIlGcToCDy9n06N8VG9RJX5WWACZGW6/pIPfqnUlxi314HC1WfScWJMTU8vz/ismERr6Dqwy8kWTYJKOsIA73NbE9ckPIkz3OYu6JWLePCfg2Wuiv6BJ8dER8/YZj59YE5G65OECgeAzEWEzv09+KpEPYF2oGUOmN0v5wK+JJoB9EzvTdeoxFPXns399LwqE7ePP1h2Y0bgCt6ZsYs3AMgkWR8ZH+2A1s7zCqDq9C4WM4MrXa/0XoOPlrdPce6fEwswEeWwIVzaNZeWjXHRvVSrFWQyZbWk6jRpHWb0++eeI+XsN21JqQaQ/J7euYfnyVWw/G4wyf126d3RIRcdQkL12b4bp9ebREeTVgcWvfqVGlRCO3MtN5UyXufXWjdVT65CK5dRfDblDM5YerI/S6AG3UjxaIjo6BpRmmKZ1JLWI85y7BfnrliBDUsdoHnFgyQKOJVe3UQGMGrh/kciX21ak56SKevaoONpvK1vCytJ14tR0ipOvH9NSw1k02Jcqs/oxvfFpJpY2BaIJDY1G9qUiX2ZGOY8taeqTLxAIvm9E2Mzvk59O5H9rRNzxYmz3/iw4q6V4H082TG9OTiVgUZsp+46Su0dT+g6tSeXbS9i6sC159U1N64LY8sdUjmdowa42zsj1rQzVPmLf8h3cTCrwuO4p10Ilwm9uZ+6sK/ots/IslG3XjvKGmbgNIurAKH7zOE6sBCBDae9G46krGFkm/aYEpcinnPPdyY4d2/l79ykeq+0pUa8Ns3w706ZWvi8TSHHQ3F1Ot/67yDLQl/5vOnLEvwAD5pVhdKM+DK5xitXNvk2/Y6VSmWSExfhoiYqMRvfyApsWL+TfOTEdz66Hog25xJbFC7GL65MfcokQAwzCUScPcyZch9Wr16hB//toUpO5Dz8/hOb3jTmlhs2ix64uXL/8CE3pXzHSBhPyRiJDfttkXMLiI726gud0D84d/YccI7YzPvX+OAKB4AfnY9jMDBmSNLkIvlGEyP+P0Lw4w+rJo5i08igvMlagv9daJjdJkBTL/Ffc/zpGthytaD25E1Wf+LNl80gqZoovDXXPtrF6bwyVpw6jZlLeR5pH7F86B69XSSksNe9CtcRc8WL+wyRMkor86Gq0SUORLyd79y3crhOKGjnGphnI/EtWrP+N00lIwAssnB31ZvuVIh9xymcnwfoUoO4RDyMSX6sU7k2XbH+jtS5AxZq16b9iCg1ql8HVKm3lti7Ih/7Nh3C2wESOjC5NiAeADPNyY1g57AQ1erZlVjYfhpX4jqc+tUEEBmuQBR1j+ewz8XbFvn2FNuY4q+dcSxBdJ4wXupQGcDGc2XOYYK2GF3/NYvOQcnRy/BaHQ/8xllWYdu42StMP91MbwsvXYGtnl8TgUcXLW6fxO3SYw0f88Dv2DFXYCkaFFKVyzfoUc/rY8dT4H1nN0rdxfh40V/FXgyGJpgUCwY+FSqXCyMgIuVx8h783hMj/qmgIubqT1YuXscrrCA9iHKjcfSXbxnaiZKYkOo/cnmrjfTmYtQNNBo6hfo0g/to5j8Yu/ypbuYs7U5ZlxqRZrqR9o5XVmXPtGXOS2v8pus5m7hoSXSetsMhKznxZk9gZhnevAozNtIwbf7XEJsFe6cVeJnc/moSg0RH9TkocoMS0OIP2/MWQCtlJY13/b81vjjK6cQfW0YktngMopFTj92mvOSVGerLkn6p0bt4ZB7+NtM/xud0wlidHTxFepup/I77Ud7jzUE75Cec41C9uOMdYzg5zo+rRNuw/MzrBwttJlC26OPlyww+wYWcgubqOwm3vLGbOOEbjufriwgs+CXwAdSCBL8HO3j7+d0AXwJb+bRm37RL3g6ORZ8iGW4VKFM/9D8+tJ3F3f28+eTPFAJKaBwdWsuxc3CmYMJ6oJSHyBYKfDEmSUKlUImzmd4oYln1FdOHHmdS6DX94PsCp+RR2XLnNkfmdkxb4n7CgSK9NHPqrE04PtrNi970EDjkWlGrTGrfvYdG7eXPWPg3Cu9cvKb98mmc8C4okWmuEmZ7d8px92BP0mtev9fwF7aN/nsQ1yIydKFQqBYGvuctJv3uEfUZiTW3gXv5o0JxZz6uxYMdc6umLaKTIRutlmxnlcpBe9bvj+SD1SaWk8Bus612RErXcWXgsMvUNTQM0N89yMdQFt6JJWY4/Bx1PNy1j52s32g38k6l//saLxR3pscHfMA+inxjtM38CYsz5JVsCkS/Pwi+ueajSdSobDt8k8OVjzu9eTs9S1siMjDFJtGDYnOpTT3PlypV//05Ppbq58MUVCH42NBqNCJv5HSMs+emJ9g039p7hsUaH5vwx/FvVZ8K2o3TIVILiWVO7Ss+EHK2Xc6x8MFbOjt/sg5PJZciARHmmPmGCla2BS05j7nLXH7LVz/VVr1f35ggT643CbmMgG5oaHp8v9Pw8Orcezl5ZAxb4rsU9uRigFqUYudWLiMYt6VTlOQFengwtZ5uCWFajVktE31lNm5I++LzMS9fVe5hVywKiDG5mKtBwY0ZFMs/7t1Wa6HB0v73fd9NnD/eyVGFWsTRccRpxnP/97yBGdVfQOb8Sx/xLWXamGu36NKKHzpN5HQrwHTs4xUHHuwfH8d75WM8z13LfP5LUxrJR3bnNA8mF6jkTPg8l5T1WUv6z25oQJaX7LGOecRGDff8FAsH3SUxMjAib+R3zrWrF757Im+sY2m0oK8+HYZ09OybrmlLErwFDZk5nSIHPFUUK7Jwd07SdaY1FBitMpGBehejA4svsu1FnDnM6PBNVS3xdkS+9fs1bbMiX2cD2xz7l0NxhDJj8N4G5e7N5+2wauaTcYrl9dSbv8cGqeTNG16nEtXGLmd2vElmTOFX75CRnHmsIue3F8VK92bBrGq3ypucUqhynOkP4o65jPCGqcK6IecRhlq67Rda6M6icZk2I5PTkQSwPKMJIr99574bvTPPF23gV0ZRBnStw2W8MU//s+gO4jeh46NmfZp5JH2FUIDXlxXLt9AXCrIrhlie9e4sClwotcEnNKZKW2OgoopIJeSmp1O8HNpoYoqOiksl4qyZW8znhPAUCQWrQarVotVpMTP7jZCWCz0aI/DRHy/O9o2jZYRbnlVUYvmsFo+u7QsAh5nr0Z0qTgiwqVJdWLetSuUxJ3PJlw9HeFvMknem1qKKiiAwPJSw0jLCwMN6+ec2r11HYV2xBJZd0iMP9BSiLlqSQfCxrpu+iyZwmuH5mohrN8/2MG+1JoENLWlRJGxUpl8tBq0GbQmztqOvXeSDPTsecKXcP6fkO+tTtzLKbCtzcl3J4ZmeKpyI8j9ymPH94H8Z5cEcGDK3O4e0j2bJ7PFWsExwYc4tlA2dyQmVLmf5LWT+tOblMI7npvYKTz7WgvkiATkfk+U0sW2r9r0DSXMM/VuLV5b9ZvjSLfuGkyEbVjnXImzibE7aFGtG5a8KETSquTurIhheFGdarKmmTi0hH0K6BuM+5R/5B+xlcJE5jzAvT0+sU+Wb2pc+0odTxnELubDK0Uj6e3HzIyyLZyZJ0B/pstE9Psu2E/4fIT3qP4P6DSKSI+xzetAF/vU2QYZm3Og1L2iew2CsoMuoUJ/4omOQ6GrnCBBM9r6BOp0u0AE4TsJ0Fmx9gUXkklfT5tv3HSKFb+N12i2EHD8qB5aCUD5NZfP9DPYHgW+Zj8isRNvP7RYj8NEb7zxxat5jJJae2rPZZQbs8H6a5nKsz3OsyrY+sZeGClXhO7s2iKC0SIFMYY2pqiomxArns/UIXnVaLRq0iNlaDRk8SGplZLZY8bkmlr3t5KaLI3ZVJHrtoMb0ZeTZmxTW7IxnNjJAb/I3QoYl8hf99f94qC9Nr3ThqGxQiUceLS/u5EKRDLpPQRl7mxmsJ408WCAX22Z2xiDrEzJ6j8XfLjFKPFpdiX3Bs5S6ii0+mtgGx1WWOVWjVthNOhQYypHa2VGUo/oRFAdovO0npGhOY/7QuJRIKfEAbfJOzAY50WreRhW3yvhfWulCOLRyCx/EPPv1yBWwfy6DtCc9WwJ4pDNqTRP2mdVneMqHIV5I5e16y2ykTDQxCj4+n24wrOHXZzYAiKXxCpFAubFrLyWAZCoUczSM/nkhmlLGMe291BO0bQeNOa3hZZgpHx1UgUZAouT1Vhm/lWqezbFy8jI3bduOvPsG4crkYrzAjY1YH7KwtsTA3w8zMFON4j05CkiQknZycHZezpmue5Nv8AdW5RfRov5nQFI3GuxnXaXcS+xS49j1EnZL2CRazy5ArlJiZm6fyI6wjcEV9igw+BRbmmJsqMVZoCH/5gjDLSkwe2RK7NFxppQ08z75LwUgxFwhQG+P2ISGC7u0N9h+8TbhMgTzmArffKXBO5NwPYEyBDrNYVTr17kdJo8N/2xgmHUmzAgUCQQJE2MwfAyHy0xhFns6MHRNOSLM/aZ3IEmxKtqo9mVm1JzNVIfxz8TzXHwQQ+DyYtxExqGLVqLVaQI7cyBhjY2NMjI0xVipRKpWYmppiZmaBuYUFVnZ5KZ+Wv+ZphdyWqpOOc7eNH/v8LnHv2SveRcei1UkG/cjLZApMzK3JksONqg3qUdLBcNmsuLGM9p13ESaBTK7ENndtRjQv/El4Z2w6hRUj5Cw+4M3acyp0UsI2yZDJTciY050FU3qQ0yDjsA2Vhs5Jg8GWKXmaT2FhEnsV2Vqx8lwTTJRx7ofciT4HwujzxXXrqzAXvbZeoVfC7boQTm71IfDXYXhNrYGe8QhgRD73JWxv5ISLkTnXbmxk5upnyIxNsbRxoFSPsfQsE+c6NHfxXryJB7kGs9VrCEWScf80si9Dx/Fl6DheS0TgbS5duMyN+08ICn5JyNtIYlQq1GotWn2LQhSOVKuY0+BbYN70L4IiVunPZGwwcuRGJvEFvlE26g2ZSIH8n5MnQY5T8wmskJ0lICyCiGgVWpkxlplzUrZ+E8o5p+20ukx3iUUdPTims8ShhDsNi773wpebveHwpN6sCpRjZmVH9hoedKusr245DmVb0LFsWrYqljO3ZjBZiHyBIN0QYTN/DGSSlPQSScH3S+zb5zyPMsXBydbAcJhRBD98QriFC7myfvtLG/VenyaC168j0RopsbDKgIVey2JaoCL0ZSiSpR025obVERFwk/th1uQu6JzYSv3dEUF4hCVWaXkhsa8JibLBLq0ykX0GmojXvI42IZOd1U9h/Yh88YCA2MzkcckYL/xpxNsIsLDF8ht2w9VEvOZ1pAJr+4xp5C4mEAg+IkkS7969w8LCAiOjn+Fr+OMiRL5AIBAIBAKBAAC1Wk10dLRw1fkBEPMwAoFAIBAIBAJAhM38kRAiXyAQCAQCgUAgwmb+YAiRLxAIBAKBQCAQYTN/MITIFwgEAoFAIPjJ+Rg2U7jq/DgIkS8QCAQCgUDwkyPCZv54iCcpEAgEAoFA8BMjSRIqlQpTUxGU9kdCiHyBQCAQCASCnxiNRoNMJhNx8X8whMgXCAQCgUAg+IkRYTN/TITIFwgEAoFAIPhJEWEzf1yEyBcIBAKBQCD4SRFhM39chMgXCAQCgUAg+AkRYTN/bITIFwgEAoFAIPgJEWEzf2zEUxUIBAKBQCD4yRBhM398hMgXCAQCgUAg+MlQq9UibOYPjhD5AoFAIBAIBD8ZHxfcCn5chMgXCAQCgUAg+IkQYTN/DoTIFwgEAoFAIPiJ+Jj8SoTN/LH5Py4rMr2PQKGIAAAAAElFTkSuQmCC"
    }
   },
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "![image.png](attachment:image.png)"
   ]
  },
  {
   "attachments": {
    "image.png": {
     "image/png": "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"
    }
   },
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "![image.png](attachment:image.png)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 2. 丢弃法（使用自定义）"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "tensor([[ 0.,  1.,  2.,  3.,  4.,  5.,  6.,  7.],\n",
      "        [ 8.,  9., 10., 11., 12., 13., 14., 15.]])\n",
      "tensor([[ 0.,  1.,  2.,  3.,  4.,  5.,  6.,  7.],\n",
      "        [ 8.,  9., 10., 11., 12., 13., 14., 15.]])\n",
      "tensor([[ 0.,  0.,  4.,  6.,  0.,  0.,  0., 14.],\n",
      "        [16.,  0.,  0.,  0.,  0.,  0.,  0., 30.]])\n",
      "tensor([[0., 0., 0., 0., 0., 0., 0., 0.],\n",
      "        [0., 0., 0., 0., 0., 0., 0., 0.]])\n"
     ]
    }
   ],
   "source": [
    "# 实现dropout_layer函数，该函数以dropout的概率丢弃张量输入x中的元素\n",
    "import torch\n",
    "from torch import nn\n",
    "from d2l import torch as d2l\n",
    "\n",
    "def dropout_layer(X, dropout):\n",
    "    assert 0 <= dropout <= 1 # dropout大于等于0，小于等于1，否则报错\n",
    "    if dropout == 1:\n",
    "        return torch.zeros_like(X) # 如果dropout为1，则X返回为全0\n",
    "    if dropout == 0:\n",
    "        return X # 如果dropout为1，则X返回为全原值\n",
    "    mask = (torch.randn(X.shape)>dropout).float() # 取X.shape里面0到1之间的均匀分布，如果值大于dropout，则把它选出来\n",
    "    #print((torch.randn(X.shape)>dropout)) # 返回的是布尔值，然后转布尔值为0、1\n",
    "    return mask * X / (1.0 - dropout) \n",
    "\n",
    "X = torch.arange(16,dtype=torch.float32).reshape((2,8))\n",
    "print(X)\n",
    "print(dropout_layer(X, 0.))\n",
    "print(dropout_layer(X, 0.5)) # 有百分之50的概率变为0\n",
    "print(dropout_layer(X, 1.))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/svg+xml": [
       "<?xml version=\"1.0\" encoding=\"utf-8\" standalone=\"no\"?>\r\n",
       "<!DOCTYPE svg PUBLIC \"-//W3C//DTD SVG 1.1//EN\"\r\n",
       "  \"http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd\">\r\n",
       "<!-- Created with matplotlib (https://matplotlib.org/) -->\r\n",
       "<svg height=\"180.65625pt\" version=\"1.1\" viewBox=\"0 0 238.965625 180.65625\" width=\"238.965625pt\" xmlns=\"http://www.w3.org/2000/svg\" xmlns:xlink=\"http://www.w3.org/1999/xlink\">\r\n",
       " <metadata>\r\n",
       "  <rdf:RDF xmlns:cc=\"http://creativecommons.org/ns#\" xmlns:dc=\"http://purl.org/dc/elements/1.1/\" xmlns:rdf=\"http://www.w3.org/1999/02/22-rdf-syntax-ns#\">\r\n",
       "   <cc:Work>\r\n",
       "    <dc:type rdf:resource=\"http://purl.org/dc/dcmitype/StillImage\"/>\r\n",
       "    <dc:date>2022-04-30T18:53:00.331519</dc:date>\r\n",
       "    <dc:format>image/svg+xml</dc:format>\r\n",
       "    <dc:creator>\r\n",
       "     <cc:Agent>\r\n",
       "      <dc:title>Matplotlib v3.3.4, https://matplotlib.org/</dc:title>\r\n",
       "     </cc:Agent>\r\n",
       "    </dc:creator>\r\n",
       "   </cc:Work>\r\n",
       "  </rdf:RDF>\r\n",
       " </metadata>\r\n",
       " <defs>\r\n",
       "  <style type=\"text/css\">*{stroke-linecap:butt;stroke-linejoin:round;}</style>\r\n",
       " </defs>\r\n",
       " <g id=\"figure_1\">\r\n",
       "  <g id=\"patch_1\">\r\n",
       "   <path d=\"M 0 180.65625 \r\n",
       "L 238.965625 180.65625 \r\n",
       "L 238.965625 0 \r\n",
       "L 0 0 \r\n",
       "z\r\n",
       "\" style=\"fill:none;\"/>\r\n",
       "  </g>\r\n",
       "  <g id=\"axes_1\">\r\n",
       "   <g id=\"patch_2\">\r\n",
       "    <path d=\"M 30.103125 143.1 \r\n",
       "L 225.403125 143.1 \r\n",
       "L 225.403125 7.2 \r\n",
       "L 30.103125 7.2 \r\n",
       "z\r\n",
       "\" style=\"fill:#ffffff;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"matplotlib.axis_1\">\r\n",
       "    <g id=\"xtick_1\">\r\n",
       "     <g id=\"line2d_1\">\r\n",
       "      <path clip-path=\"url(#pa3a639d16b)\" d=\"M 51.803125 143.1 \r\n",
       "L 51.803125 7.2 \r\n",
       "\" style=\"fill:none;stroke:#b0b0b0;stroke-linecap:square;stroke-width:0.8;\"/>\r\n",
       "     </g>\r\n",
       "     <g id=\"line2d_2\">\r\n",
       "      <defs>\r\n",
       "       <path d=\"M 0 0 \r\n",
       "L 0 3.5 \r\n",
       "\" id=\"m0e3d0870d3\" style=\"stroke:#000000;stroke-width:0.8;\"/>\r\n",
       "      </defs>\r\n",
       "      <g>\r\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"51.803125\" xlink:href=\"#m0e3d0870d3\" y=\"143.1\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "     <g id=\"text_1\">\r\n",
       "      <!-- 2 -->\r\n",
       "      <g transform=\"translate(48.621875 157.698438)scale(0.1 -0.1)\">\r\n",
       "       <defs>\r\n",
       "        <path d=\"M 19.1875 8.296875 \r\n",
       "L 53.609375 8.296875 \r\n",
       "L 53.609375 0 \r\n",
       "L 7.328125 0 \r\n",
       "L 7.328125 8.296875 \r\n",
       "Q 12.9375 14.109375 22.625 23.890625 \r\n",
       "Q 32.328125 33.6875 34.8125 36.53125 \r\n",
       "Q 39.546875 41.84375 41.421875 45.53125 \r\n",
       "Q 43.3125 49.21875 43.3125 52.78125 \r\n",
       "Q 43.3125 58.59375 39.234375 62.25 \r\n",
       "Q 35.15625 65.921875 28.609375 65.921875 \r\n",
       "Q 23.96875 65.921875 18.8125 64.3125 \r\n",
       "Q 13.671875 62.703125 7.8125 59.421875 \r\n",
       "L 7.8125 69.390625 \r\n",
       "Q 13.765625 71.78125 18.9375 73 \r\n",
       "Q 24.125 74.21875 28.421875 74.21875 \r\n",
       "Q 39.75 74.21875 46.484375 68.546875 \r\n",
       "Q 53.21875 62.890625 53.21875 53.421875 \r\n",
       "Q 53.21875 48.921875 51.53125 44.890625 \r\n",
       "Q 49.859375 40.875 45.40625 35.40625 \r\n",
       "Q 44.1875 33.984375 37.640625 27.21875 \r\n",
       "Q 31.109375 20.453125 19.1875 8.296875 \r\n",
       "z\r\n",
       "\" id=\"DejaVuSans-50\"/>\r\n",
       "       </defs>\r\n",
       "       <use xlink:href=\"#DejaVuSans-50\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "    <g id=\"xtick_2\">\r\n",
       "     <g id=\"line2d_3\">\r\n",
       "      <path clip-path=\"url(#pa3a639d16b)\" d=\"M 95.203125 143.1 \r\n",
       "L 95.203125 7.2 \r\n",
       "\" style=\"fill:none;stroke:#b0b0b0;stroke-linecap:square;stroke-width:0.8;\"/>\r\n",
       "     </g>\r\n",
       "     <g id=\"line2d_4\">\r\n",
       "      <g>\r\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"95.203125\" xlink:href=\"#m0e3d0870d3\" y=\"143.1\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "     <g id=\"text_2\">\r\n",
       "      <!-- 4 -->\r\n",
       "      <g transform=\"translate(92.021875 157.698438)scale(0.1 -0.1)\">\r\n",
       "       <defs>\r\n",
       "        <path d=\"M 37.796875 64.3125 \r\n",
       "L 12.890625 25.390625 \r\n",
       "L 37.796875 25.390625 \r\n",
       "z\r\n",
       "M 35.203125 72.90625 \r\n",
       "L 47.609375 72.90625 \r\n",
       "L 47.609375 25.390625 \r\n",
       "L 58.015625 25.390625 \r\n",
       "L 58.015625 17.1875 \r\n",
       "L 47.609375 17.1875 \r\n",
       "L 47.609375 0 \r\n",
       "L 37.796875 0 \r\n",
       "L 37.796875 17.1875 \r\n",
       "L 4.890625 17.1875 \r\n",
       "L 4.890625 26.703125 \r\n",
       "z\r\n",
       "\" id=\"DejaVuSans-52\"/>\r\n",
       "       </defs>\r\n",
       "       <use xlink:href=\"#DejaVuSans-52\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "    <g id=\"xtick_3\">\r\n",
       "     <g id=\"line2d_5\">\r\n",
       "      <path clip-path=\"url(#pa3a639d16b)\" d=\"M 138.603125 143.1 \r\n",
       "L 138.603125 7.2 \r\n",
       "\" style=\"fill:none;stroke:#b0b0b0;stroke-linecap:square;stroke-width:0.8;\"/>\r\n",
       "     </g>\r\n",
       "     <g id=\"line2d_6\">\r\n",
       "      <g>\r\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"138.603125\" xlink:href=\"#m0e3d0870d3\" y=\"143.1\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "     <g id=\"text_3\">\r\n",
       "      <!-- 6 -->\r\n",
       "      <g transform=\"translate(135.421875 157.698438)scale(0.1 -0.1)\">\r\n",
       "       <defs>\r\n",
       "        <path d=\"M 33.015625 40.375 \r\n",
       "Q 26.375 40.375 22.484375 35.828125 \r\n",
       "Q 18.609375 31.296875 18.609375 23.390625 \r\n",
       "Q 18.609375 15.53125 22.484375 10.953125 \r\n",
       "Q 26.375 6.390625 33.015625 6.390625 \r\n",
       "Q 39.65625 6.390625 43.53125 10.953125 \r\n",
       "Q 47.40625 15.53125 47.40625 23.390625 \r\n",
       "Q 47.40625 31.296875 43.53125 35.828125 \r\n",
       "Q 39.65625 40.375 33.015625 40.375 \r\n",
       "z\r\n",
       "M 52.59375 71.296875 \r\n",
       "L 52.59375 62.3125 \r\n",
       "Q 48.875 64.0625 45.09375 64.984375 \r\n",
       "Q 41.3125 65.921875 37.59375 65.921875 \r\n",
       "Q 27.828125 65.921875 22.671875 59.328125 \r\n",
       "Q 17.53125 52.734375 16.796875 39.40625 \r\n",
       "Q 19.671875 43.65625 24.015625 45.921875 \r\n",
       "Q 28.375 48.1875 33.59375 48.1875 \r\n",
       "Q 44.578125 48.1875 50.953125 41.515625 \r\n",
       "Q 57.328125 34.859375 57.328125 23.390625 \r\n",
       "Q 57.328125 12.15625 50.6875 5.359375 \r\n",
       "Q 44.046875 -1.421875 33.015625 -1.421875 \r\n",
       "Q 20.359375 -1.421875 13.671875 8.265625 \r\n",
       "Q 6.984375 17.96875 6.984375 36.375 \r\n",
       "Q 6.984375 53.65625 15.1875 63.9375 \r\n",
       "Q 23.390625 74.21875 37.203125 74.21875 \r\n",
       "Q 40.921875 74.21875 44.703125 73.484375 \r\n",
       "Q 48.484375 72.75 52.59375 71.296875 \r\n",
       "z\r\n",
       "\" id=\"DejaVuSans-54\"/>\r\n",
       "       </defs>\r\n",
       "       <use xlink:href=\"#DejaVuSans-54\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "    <g id=\"xtick_4\">\r\n",
       "     <g id=\"line2d_7\">\r\n",
       "      <path clip-path=\"url(#pa3a639d16b)\" d=\"M 182.003125 143.1 \r\n",
       "L 182.003125 7.2 \r\n",
       "\" style=\"fill:none;stroke:#b0b0b0;stroke-linecap:square;stroke-width:0.8;\"/>\r\n",
       "     </g>\r\n",
       "     <g id=\"line2d_8\">\r\n",
       "      <g>\r\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"182.003125\" xlink:href=\"#m0e3d0870d3\" y=\"143.1\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "     <g id=\"text_4\">\r\n",
       "      <!-- 8 -->\r\n",
       "      <g transform=\"translate(178.821875 157.698438)scale(0.1 -0.1)\">\r\n",
       "       <defs>\r\n",
       "        <path d=\"M 31.78125 34.625 \r\n",
       "Q 24.75 34.625 20.71875 30.859375 \r\n",
       "Q 16.703125 27.09375 16.703125 20.515625 \r\n",
       "Q 16.703125 13.921875 20.71875 10.15625 \r\n",
       "Q 24.75 6.390625 31.78125 6.390625 \r\n",
       "Q 38.8125 6.390625 42.859375 10.171875 \r\n",
       "Q 46.921875 13.96875 46.921875 20.515625 \r\n",
       "Q 46.921875 27.09375 42.890625 30.859375 \r\n",
       "Q 38.875 34.625 31.78125 34.625 \r\n",
       "z\r\n",
       "M 21.921875 38.8125 \r\n",
       "Q 15.578125 40.375 12.03125 44.71875 \r\n",
       "Q 8.5 49.078125 8.5 55.328125 \r\n",
       "Q 8.5 64.0625 14.71875 69.140625 \r\n",
       "Q 20.953125 74.21875 31.78125 74.21875 \r\n",
       "Q 42.671875 74.21875 48.875 69.140625 \r\n",
       "Q 55.078125 64.0625 55.078125 55.328125 \r\n",
       "Q 55.078125 49.078125 51.53125 44.71875 \r\n",
       "Q 48 40.375 41.703125 38.8125 \r\n",
       "Q 48.828125 37.15625 52.796875 32.3125 \r\n",
       "Q 56.78125 27.484375 56.78125 20.515625 \r\n",
       "Q 56.78125 9.90625 50.3125 4.234375 \r\n",
       "Q 43.84375 -1.421875 31.78125 -1.421875 \r\n",
       "Q 19.734375 -1.421875 13.25 4.234375 \r\n",
       "Q 6.78125 9.90625 6.78125 20.515625 \r\n",
       "Q 6.78125 27.484375 10.78125 32.3125 \r\n",
       "Q 14.796875 37.15625 21.921875 38.8125 \r\n",
       "z\r\n",
       "M 18.3125 54.390625 \r\n",
       "Q 18.3125 48.734375 21.84375 45.5625 \r\n",
       "Q 25.390625 42.390625 31.78125 42.390625 \r\n",
       "Q 38.140625 42.390625 41.71875 45.5625 \r\n",
       "Q 45.3125 48.734375 45.3125 54.390625 \r\n",
       "Q 45.3125 60.0625 41.71875 63.234375 \r\n",
       "Q 38.140625 66.40625 31.78125 66.40625 \r\n",
       "Q 25.390625 66.40625 21.84375 63.234375 \r\n",
       "Q 18.3125 60.0625 18.3125 54.390625 \r\n",
       "z\r\n",
       "\" id=\"DejaVuSans-56\"/>\r\n",
       "       </defs>\r\n",
       "       <use xlink:href=\"#DejaVuSans-56\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "    <g id=\"xtick_5\">\r\n",
       "     <g id=\"line2d_9\">\r\n",
       "      <path clip-path=\"url(#pa3a639d16b)\" d=\"M 225.403125 143.1 \r\n",
       "L 225.403125 7.2 \r\n",
       "\" style=\"fill:none;stroke:#b0b0b0;stroke-linecap:square;stroke-width:0.8;\"/>\r\n",
       "     </g>\r\n",
       "     <g id=\"line2d_10\">\r\n",
       "      <g>\r\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"225.403125\" xlink:href=\"#m0e3d0870d3\" y=\"143.1\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "     <g id=\"text_5\">\r\n",
       "      <!-- 10 -->\r\n",
       "      <g transform=\"translate(219.040625 157.698438)scale(0.1 -0.1)\">\r\n",
       "       <defs>\r\n",
       "        <path d=\"M 12.40625 8.296875 \r\n",
       "L 28.515625 8.296875 \r\n",
       "L 28.515625 63.921875 \r\n",
       "L 10.984375 60.40625 \r\n",
       "L 10.984375 69.390625 \r\n",
       "L 28.421875 72.90625 \r\n",
       "L 38.28125 72.90625 \r\n",
       "L 38.28125 8.296875 \r\n",
       "L 54.390625 8.296875 \r\n",
       "L 54.390625 0 \r\n",
       "L 12.40625 0 \r\n",
       "z\r\n",
       "\" id=\"DejaVuSans-49\"/>\r\n",
       "        <path d=\"M 31.78125 66.40625 \r\n",
       "Q 24.171875 66.40625 20.328125 58.90625 \r\n",
       "Q 16.5 51.421875 16.5 36.375 \r\n",
       "Q 16.5 21.390625 20.328125 13.890625 \r\n",
       "Q 24.171875 6.390625 31.78125 6.390625 \r\n",
       "Q 39.453125 6.390625 43.28125 13.890625 \r\n",
       "Q 47.125 21.390625 47.125 36.375 \r\n",
       "Q 47.125 51.421875 43.28125 58.90625 \r\n",
       "Q 39.453125 66.40625 31.78125 66.40625 \r\n",
       "z\r\n",
       "M 31.78125 74.21875 \r\n",
       "Q 44.046875 74.21875 50.515625 64.515625 \r\n",
       "Q 56.984375 54.828125 56.984375 36.375 \r\n",
       "Q 56.984375 17.96875 50.515625 8.265625 \r\n",
       "Q 44.046875 -1.421875 31.78125 -1.421875 \r\n",
       "Q 19.53125 -1.421875 13.0625 8.265625 \r\n",
       "Q 6.59375 17.96875 6.59375 36.375 \r\n",
       "Q 6.59375 54.828125 13.0625 64.515625 \r\n",
       "Q 19.53125 74.21875 31.78125 74.21875 \r\n",
       "z\r\n",
       "\" id=\"DejaVuSans-48\"/>\r\n",
       "       </defs>\r\n",
       "       <use xlink:href=\"#DejaVuSans-49\"/>\r\n",
       "       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "    <g id=\"text_6\">\r\n",
       "     <!-- epoch -->\r\n",
       "     <g transform=\"translate(112.525 171.376563)scale(0.1 -0.1)\">\r\n",
       "      <defs>\r\n",
       "       <path d=\"M 56.203125 29.59375 \r\n",
       "L 56.203125 25.203125 \r\n",
       "L 14.890625 25.203125 \r\n",
       "Q 15.484375 15.921875 20.484375 11.0625 \r\n",
       "Q 25.484375 6.203125 34.421875 6.203125 \r\n",
       "Q 39.59375 6.203125 44.453125 7.46875 \r\n",
       "Q 49.3125 8.734375 54.109375 11.28125 \r\n",
       "L 54.109375 2.78125 \r\n",
       "Q 49.265625 0.734375 44.1875 -0.34375 \r\n",
       "Q 39.109375 -1.421875 33.890625 -1.421875 \r\n",
       "Q 20.796875 -1.421875 13.15625 6.1875 \r\n",
       "Q 5.515625 13.8125 5.515625 26.8125 \r\n",
       "Q 5.515625 40.234375 12.765625 48.109375 \r\n",
       "Q 20.015625 56 32.328125 56 \r\n",
       "Q 43.359375 56 49.78125 48.890625 \r\n",
       "Q 56.203125 41.796875 56.203125 29.59375 \r\n",
       "z\r\n",
       "M 47.21875 32.234375 \r\n",
       "Q 47.125 39.59375 43.09375 43.984375 \r\n",
       "Q 39.0625 48.390625 32.421875 48.390625 \r\n",
       "Q 24.90625 48.390625 20.390625 44.140625 \r\n",
       "Q 15.875 39.890625 15.1875 32.171875 \r\n",
       "z\r\n",
       "\" id=\"DejaVuSans-101\"/>\r\n",
       "       <path d=\"M 18.109375 8.203125 \r\n",
       "L 18.109375 -20.796875 \r\n",
       "L 9.078125 -20.796875 \r\n",
       "L 9.078125 54.6875 \r\n",
       "L 18.109375 54.6875 \r\n",
       "L 18.109375 46.390625 \r\n",
       "Q 20.953125 51.265625 25.265625 53.625 \r\n",
       "Q 29.59375 56 35.59375 56 \r\n",
       "Q 45.5625 56 51.78125 48.09375 \r\n",
       "Q 58.015625 40.1875 58.015625 27.296875 \r\n",
       "Q 58.015625 14.40625 51.78125 6.484375 \r\n",
       "Q 45.5625 -1.421875 35.59375 -1.421875 \r\n",
       "Q 29.59375 -1.421875 25.265625 0.953125 \r\n",
       "Q 20.953125 3.328125 18.109375 8.203125 \r\n",
       "z\r\n",
       "M 48.6875 27.296875 \r\n",
       "Q 48.6875 37.203125 44.609375 42.84375 \r\n",
       "Q 40.53125 48.484375 33.40625 48.484375 \r\n",
       "Q 26.265625 48.484375 22.1875 42.84375 \r\n",
       "Q 18.109375 37.203125 18.109375 27.296875 \r\n",
       "Q 18.109375 17.390625 22.1875 11.75 \r\n",
       "Q 26.265625 6.109375 33.40625 6.109375 \r\n",
       "Q 40.53125 6.109375 44.609375 11.75 \r\n",
       "Q 48.6875 17.390625 48.6875 27.296875 \r\n",
       "z\r\n",
       "\" id=\"DejaVuSans-112\"/>\r\n",
       "       <path d=\"M 30.609375 48.390625 \r\n",
       "Q 23.390625 48.390625 19.1875 42.75 \r\n",
       "Q 14.984375 37.109375 14.984375 27.296875 \r\n",
       "Q 14.984375 17.484375 19.15625 11.84375 \r\n",
       "Q 23.34375 6.203125 30.609375 6.203125 \r\n",
       "Q 37.796875 6.203125 41.984375 11.859375 \r\n",
       "Q 46.1875 17.53125 46.1875 27.296875 \r\n",
       "Q 46.1875 37.015625 41.984375 42.703125 \r\n",
       "Q 37.796875 48.390625 30.609375 48.390625 \r\n",
       "z\r\n",
       "M 30.609375 56 \r\n",
       "Q 42.328125 56 49.015625 48.375 \r\n",
       "Q 55.71875 40.765625 55.71875 27.296875 \r\n",
       "Q 55.71875 13.875 49.015625 6.21875 \r\n",
       "Q 42.328125 -1.421875 30.609375 -1.421875 \r\n",
       "Q 18.84375 -1.421875 12.171875 6.21875 \r\n",
       "Q 5.515625 13.875 5.515625 27.296875 \r\n",
       "Q 5.515625 40.765625 12.171875 48.375 \r\n",
       "Q 18.84375 56 30.609375 56 \r\n",
       "z\r\n",
       "\" id=\"DejaVuSans-111\"/>\r\n",
       "       <path d=\"M 48.78125 52.59375 \r\n",
       "L 48.78125 44.1875 \r\n",
       "Q 44.96875 46.296875 41.140625 47.34375 \r\n",
       "Q 37.3125 48.390625 33.40625 48.390625 \r\n",
       "Q 24.65625 48.390625 19.8125 42.84375 \r\n",
       "Q 14.984375 37.3125 14.984375 27.296875 \r\n",
       "Q 14.984375 17.28125 19.8125 11.734375 \r\n",
       "Q 24.65625 6.203125 33.40625 6.203125 \r\n",
       "Q 37.3125 6.203125 41.140625 7.25 \r\n",
       "Q 44.96875 8.296875 48.78125 10.40625 \r\n",
       "L 48.78125 2.09375 \r\n",
       "Q 45.015625 0.34375 40.984375 -0.53125 \r\n",
       "Q 36.96875 -1.421875 32.421875 -1.421875 \r\n",
       "Q 20.0625 -1.421875 12.78125 6.34375 \r\n",
       "Q 5.515625 14.109375 5.515625 27.296875 \r\n",
       "Q 5.515625 40.671875 12.859375 48.328125 \r\n",
       "Q 20.21875 56 33.015625 56 \r\n",
       "Q 37.15625 56 41.109375 55.140625 \r\n",
       "Q 45.0625 54.296875 48.78125 52.59375 \r\n",
       "z\r\n",
       "\" id=\"DejaVuSans-99\"/>\r\n",
       "       <path d=\"M 54.890625 33.015625 \r\n",
       "L 54.890625 0 \r\n",
       "L 45.90625 0 \r\n",
       "L 45.90625 32.71875 \r\n",
       "Q 45.90625 40.484375 42.875 44.328125 \r\n",
       "Q 39.84375 48.1875 33.796875 48.1875 \r\n",
       "Q 26.515625 48.1875 22.3125 43.546875 \r\n",
       "Q 18.109375 38.921875 18.109375 30.90625 \r\n",
       "L 18.109375 0 \r\n",
       "L 9.078125 0 \r\n",
       "L 9.078125 75.984375 \r\n",
       "L 18.109375 75.984375 \r\n",
       "L 18.109375 46.1875 \r\n",
       "Q 21.34375 51.125 25.703125 53.5625 \r\n",
       "Q 30.078125 56 35.796875 56 \r\n",
       "Q 45.21875 56 50.046875 50.171875 \r\n",
       "Q 54.890625 44.34375 54.890625 33.015625 \r\n",
       "z\r\n",
       "\" id=\"DejaVuSans-104\"/>\r\n",
       "      </defs>\r\n",
       "      <use xlink:href=\"#DejaVuSans-101\"/>\r\n",
       "      <use x=\"61.523438\" xlink:href=\"#DejaVuSans-112\"/>\r\n",
       "      <use x=\"125\" xlink:href=\"#DejaVuSans-111\"/>\r\n",
       "      <use x=\"186.181641\" xlink:href=\"#DejaVuSans-99\"/>\r\n",
       "      <use x=\"241.162109\" xlink:href=\"#DejaVuSans-104\"/>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "   </g>\r\n",
       "   <g id=\"matplotlib.axis_2\">\r\n",
       "    <g id=\"ytick_1\">\r\n",
       "     <g id=\"line2d_11\">\r\n",
       "      <path clip-path=\"url(#pa3a639d16b)\" d=\"M 30.103125 120.45 \r\n",
       "L 225.403125 120.45 \r\n",
       "\" style=\"fill:none;stroke:#b0b0b0;stroke-linecap:square;stroke-width:0.8;\"/>\r\n",
       "     </g>\r\n",
       "     <g id=\"line2d_12\">\r\n",
       "      <defs>\r\n",
       "       <path d=\"M 0 0 \r\n",
       "L -3.5 0 \r\n",
       "\" id=\"m4692aa6e1d\" style=\"stroke:#000000;stroke-width:0.8;\"/>\r\n",
       "      </defs>\r\n",
       "      <g>\r\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"30.103125\" xlink:href=\"#m4692aa6e1d\" y=\"120.45\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "     <g id=\"text_7\">\r\n",
       "      <!-- 0.4 -->\r\n",
       "      <g transform=\"translate(7.2 124.249219)scale(0.1 -0.1)\">\r\n",
       "       <defs>\r\n",
       "        <path d=\"M 10.6875 12.40625 \r\n",
       "L 21 12.40625 \r\n",
       "L 21 0 \r\n",
       "L 10.6875 0 \r\n",
       "z\r\n",
       "\" id=\"DejaVuSans-46\"/>\r\n",
       "       </defs>\r\n",
       "       <use xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-46\"/>\r\n",
       "       <use x=\"95.410156\" xlink:href=\"#DejaVuSans-52\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "    <g id=\"ytick_2\">\r\n",
       "     <g id=\"line2d_13\">\r\n",
       "      <path clip-path=\"url(#pa3a639d16b)\" d=\"M 30.103125 75.15 \r\n",
       "L 225.403125 75.15 \r\n",
       "\" style=\"fill:none;stroke:#b0b0b0;stroke-linecap:square;stroke-width:0.8;\"/>\r\n",
       "     </g>\r\n",
       "     <g id=\"line2d_14\">\r\n",
       "      <g>\r\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"30.103125\" xlink:href=\"#m4692aa6e1d\" y=\"75.15\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "     <g id=\"text_8\">\r\n",
       "      <!-- 0.6 -->\r\n",
       "      <g transform=\"translate(7.2 78.949219)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-46\"/>\r\n",
       "       <use x=\"95.410156\" xlink:href=\"#DejaVuSans-54\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "    <g id=\"ytick_3\">\r\n",
       "     <g id=\"line2d_15\">\r\n",
       "      <path clip-path=\"url(#pa3a639d16b)\" d=\"M 30.103125 29.85 \r\n",
       "L 225.403125 29.85 \r\n",
       "\" style=\"fill:none;stroke:#b0b0b0;stroke-linecap:square;stroke-width:0.8;\"/>\r\n",
       "     </g>\r\n",
       "     <g id=\"line2d_16\">\r\n",
       "      <g>\r\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"30.103125\" xlink:href=\"#m4692aa6e1d\" y=\"29.85\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "     <g id=\"text_9\">\r\n",
       "      <!-- 0.8 -->\r\n",
       "      <g transform=\"translate(7.2 33.649219)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-46\"/>\r\n",
       "       <use x=\"95.410156\" xlink:href=\"#DejaVuSans-56\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "   </g>\r\n",
       "   <g id=\"line2d_17\">\r\n",
       "    <path clip-path=\"url(#pa3a639d16b)\" d=\"M 37.355771 -1 \r\n",
       "L 51.803125 63.797709 \r\n",
       "L 73.503125 82.466816 \r\n",
       "L 95.203125 92.965187 \r\n",
       "L 116.903125 98.587591 \r\n",
       "L 138.603125 103.463068 \r\n",
       "L 160.303125 106.532303 \r\n",
       "L 182.003125 109.713945 \r\n",
       "L 203.703125 112.088931 \r\n",
       "L 225.403125 114.661597 \r\n",
       "\" style=\"fill:none;stroke:#1f77b4;stroke-linecap:square;stroke-width:1.5;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"line2d_18\">\r\n",
       "    <path clip-path=\"url(#pa3a639d16b)\" d=\"M 30.103125 77.003525 \r\n",
       "L 51.803125 38.438125 \r\n",
       "L 73.503125 30.6956 \r\n",
       "L 95.203125 26.999875 \r\n",
       "L 116.903125 25.074625 \r\n",
       "L 138.603125 22.854925 \r\n",
       "L 160.303125 21.7866 \r\n",
       "L 182.003125 20.43515 \r\n",
       "L 203.703125 19.555575 \r\n",
       "L 225.403125 18.7062 \r\n",
       "\" style=\"fill:none;stroke:#bf00bf;stroke-dasharray:5.55,2.4;stroke-dashoffset:0;stroke-width:1.5;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"line2d_19\">\r\n",
       "    <path clip-path=\"url(#pa3a639d16b)\" d=\"M 30.103125 45.72765 \r\n",
       "L 51.803125 41.69595 \r\n",
       "L 73.503125 32.72655 \r\n",
       "L 95.203125 30.8919 \r\n",
       "L 116.903125 27.33585 \r\n",
       "L 138.603125 24.88965 \r\n",
       "L 160.303125 22.602 \r\n",
       "L 182.003125 20.1105 \r\n",
       "L 203.703125 19.22715 \r\n",
       "L 225.403125 22.17165 \r\n",
       "\" style=\"fill:none;stroke:#008000;stroke-dasharray:9.6,2.4,1.5,2.4;stroke-dashoffset:0;stroke-width:1.5;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_3\">\r\n",
       "    <path d=\"M 30.103125 143.1 \r\n",
       "L 30.103125 7.2 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_4\">\r\n",
       "    <path d=\"M 225.403125 143.1 \r\n",
       "L 225.403125 7.2 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_5\">\r\n",
       "    <path d=\"M 30.103125 143.1 \r\n",
       "L 225.403125 143.1 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_6\">\r\n",
       "    <path d=\"M 30.103125 7.2 \r\n",
       "L 225.403125 7.2 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"legend_1\">\r\n",
       "    <g id=\"patch_7\">\r\n",
       "     <path d=\"M 140.634375 98.667187 \r\n",
       "L 218.403125 98.667187 \r\n",
       "Q 220.403125 98.667187 220.403125 96.667187 \r\n",
       "L 220.403125 53.632812 \r\n",
       "Q 220.403125 51.632812 218.403125 51.632812 \r\n",
       "L 140.634375 51.632812 \r\n",
       "Q 138.634375 51.632812 138.634375 53.632812 \r\n",
       "L 138.634375 96.667187 \r\n",
       "Q 138.634375 98.667187 140.634375 98.667187 \r\n",
       "z\r\n",
       "\" style=\"fill:#ffffff;opacity:0.8;stroke:#cccccc;stroke-linejoin:miter;\"/>\r\n",
       "    </g>\r\n",
       "    <g id=\"line2d_20\">\r\n",
       "     <path d=\"M 142.634375 59.73125 \r\n",
       "L 162.634375 59.73125 \r\n",
       "\" style=\"fill:none;stroke:#1f77b4;stroke-linecap:square;stroke-width:1.5;\"/>\r\n",
       "    </g>\r\n",
       "    <g id=\"line2d_21\"/>\r\n",
       "    <g id=\"text_10\">\r\n",
       "     <!-- train loss -->\r\n",
       "     <g transform=\"translate(170.634375 63.23125)scale(0.1 -0.1)\">\r\n",
       "      <defs>\r\n",
       "       <path d=\"M 18.3125 70.21875 \r\n",
       "L 18.3125 54.6875 \r\n",
       "L 36.8125 54.6875 \r\n",
       "L 36.8125 47.703125 \r\n",
       "L 18.3125 47.703125 \r\n",
       "L 18.3125 18.015625 \r\n",
       "Q 18.3125 11.328125 20.140625 9.421875 \r\n",
       "Q 21.96875 7.515625 27.59375 7.515625 \r\n",
       "L 36.8125 7.515625 \r\n",
       "L 36.8125 0 \r\n",
       "L 27.59375 0 \r\n",
       "Q 17.1875 0 13.234375 3.875 \r\n",
       "Q 9.28125 7.765625 9.28125 18.015625 \r\n",
       "L 9.28125 47.703125 \r\n",
       "L 2.6875 47.703125 \r\n",
       "L 2.6875 54.6875 \r\n",
       "L 9.28125 54.6875 \r\n",
       "L 9.28125 70.21875 \r\n",
       "z\r\n",
       "\" id=\"DejaVuSans-116\"/>\r\n",
       "       <path d=\"M 41.109375 46.296875 \r\n",
       "Q 39.59375 47.171875 37.8125 47.578125 \r\n",
       "Q 36.03125 48 33.890625 48 \r\n",
       "Q 26.265625 48 22.1875 43.046875 \r\n",
       "Q 18.109375 38.09375 18.109375 28.8125 \r\n",
       "L 18.109375 0 \r\n",
       "L 9.078125 0 \r\n",
       "L 9.078125 54.6875 \r\n",
       "L 18.109375 54.6875 \r\n",
       "L 18.109375 46.1875 \r\n",
       "Q 20.953125 51.171875 25.484375 53.578125 \r\n",
       "Q 30.03125 56 36.53125 56 \r\n",
       "Q 37.453125 56 38.578125 55.875 \r\n",
       "Q 39.703125 55.765625 41.0625 55.515625 \r\n",
       "z\r\n",
       "\" id=\"DejaVuSans-114\"/>\r\n",
       "       <path d=\"M 34.28125 27.484375 \r\n",
       "Q 23.390625 27.484375 19.1875 25 \r\n",
       "Q 14.984375 22.515625 14.984375 16.5 \r\n",
       "Q 14.984375 11.71875 18.140625 8.90625 \r\n",
       "Q 21.296875 6.109375 26.703125 6.109375 \r\n",
       "Q 34.1875 6.109375 38.703125 11.40625 \r\n",
       "Q 43.21875 16.703125 43.21875 25.484375 \r\n",
       "L 43.21875 27.484375 \r\n",
       "z\r\n",
       "M 52.203125 31.203125 \r\n",
       "L 52.203125 0 \r\n",
       "L 43.21875 0 \r\n",
       "L 43.21875 8.296875 \r\n",
       "Q 40.140625 3.328125 35.546875 0.953125 \r\n",
       "Q 30.953125 -1.421875 24.3125 -1.421875 \r\n",
       "Q 15.921875 -1.421875 10.953125 3.296875 \r\n",
       "Q 6 8.015625 6 15.921875 \r\n",
       "Q 6 25.140625 12.171875 29.828125 \r\n",
       "Q 18.359375 34.515625 30.609375 34.515625 \r\n",
       "L 43.21875 34.515625 \r\n",
       "L 43.21875 35.40625 \r\n",
       "Q 43.21875 41.609375 39.140625 45 \r\n",
       "Q 35.0625 48.390625 27.6875 48.390625 \r\n",
       "Q 23 48.390625 18.546875 47.265625 \r\n",
       "Q 14.109375 46.140625 10.015625 43.890625 \r\n",
       "L 10.015625 52.203125 \r\n",
       "Q 14.9375 54.109375 19.578125 55.046875 \r\n",
       "Q 24.21875 56 28.609375 56 \r\n",
       "Q 40.484375 56 46.34375 49.84375 \r\n",
       "Q 52.203125 43.703125 52.203125 31.203125 \r\n",
       "z\r\n",
       "\" id=\"DejaVuSans-97\"/>\r\n",
       "       <path d=\"M 9.421875 54.6875 \r\n",
       "L 18.40625 54.6875 \r\n",
       "L 18.40625 0 \r\n",
       "L 9.421875 0 \r\n",
       "z\r\n",
       "M 9.421875 75.984375 \r\n",
       "L 18.40625 75.984375 \r\n",
       "L 18.40625 64.59375 \r\n",
       "L 9.421875 64.59375 \r\n",
       "z\r\n",
       "\" id=\"DejaVuSans-105\"/>\r\n",
       "       <path d=\"M 54.890625 33.015625 \r\n",
       "L 54.890625 0 \r\n",
       "L 45.90625 0 \r\n",
       "L 45.90625 32.71875 \r\n",
       "Q 45.90625 40.484375 42.875 44.328125 \r\n",
       "Q 39.84375 48.1875 33.796875 48.1875 \r\n",
       "Q 26.515625 48.1875 22.3125 43.546875 \r\n",
       "Q 18.109375 38.921875 18.109375 30.90625 \r\n",
       "L 18.109375 0 \r\n",
       "L 9.078125 0 \r\n",
       "L 9.078125 54.6875 \r\n",
       "L 18.109375 54.6875 \r\n",
       "L 18.109375 46.1875 \r\n",
       "Q 21.34375 51.125 25.703125 53.5625 \r\n",
       "Q 30.078125 56 35.796875 56 \r\n",
       "Q 45.21875 56 50.046875 50.171875 \r\n",
       "Q 54.890625 44.34375 54.890625 33.015625 \r\n",
       "z\r\n",
       "\" id=\"DejaVuSans-110\"/>\r\n",
       "       <path id=\"DejaVuSans-32\"/>\r\n",
       "       <path d=\"M 9.421875 75.984375 \r\n",
       "L 18.40625 75.984375 \r\n",
       "L 18.40625 0 \r\n",
       "L 9.421875 0 \r\n",
       "z\r\n",
       "\" id=\"DejaVuSans-108\"/>\r\n",
       "       <path d=\"M 44.28125 53.078125 \r\n",
       "L 44.28125 44.578125 \r\n",
       "Q 40.484375 46.53125 36.375 47.5 \r\n",
       "Q 32.28125 48.484375 27.875 48.484375 \r\n",
       "Q 21.1875 48.484375 17.84375 46.4375 \r\n",
       "Q 14.5 44.390625 14.5 40.28125 \r\n",
       "Q 14.5 37.15625 16.890625 35.375 \r\n",
       "Q 19.28125 33.59375 26.515625 31.984375 \r\n",
       "L 29.59375 31.296875 \r\n",
       "Q 39.15625 29.25 43.1875 25.515625 \r\n",
       "Q 47.21875 21.78125 47.21875 15.09375 \r\n",
       "Q 47.21875 7.46875 41.1875 3.015625 \r\n",
       "Q 35.15625 -1.421875 24.609375 -1.421875 \r\n",
       "Q 20.21875 -1.421875 15.453125 -0.5625 \r\n",
       "Q 10.6875 0.296875 5.421875 2 \r\n",
       "L 5.421875 11.28125 \r\n",
       "Q 10.40625 8.6875 15.234375 7.390625 \r\n",
       "Q 20.0625 6.109375 24.8125 6.109375 \r\n",
       "Q 31.15625 6.109375 34.5625 8.28125 \r\n",
       "Q 37.984375 10.453125 37.984375 14.40625 \r\n",
       "Q 37.984375 18.0625 35.515625 20.015625 \r\n",
       "Q 33.0625 21.96875 24.703125 23.78125 \r\n",
       "L 21.578125 24.515625 \r\n",
       "Q 13.234375 26.265625 9.515625 29.90625 \r\n",
       "Q 5.8125 33.546875 5.8125 39.890625 \r\n",
       "Q 5.8125 47.609375 11.28125 51.796875 \r\n",
       "Q 16.75 56 26.8125 56 \r\n",
       "Q 31.78125 56 36.171875 55.265625 \r\n",
       "Q 40.578125 54.546875 44.28125 53.078125 \r\n",
       "z\r\n",
       "\" id=\"DejaVuSans-115\"/>\r\n",
       "      </defs>\r\n",
       "      <use xlink:href=\"#DejaVuSans-116\"/>\r\n",
       "      <use x=\"39.208984\" xlink:href=\"#DejaVuSans-114\"/>\r\n",
       "      <use x=\"80.322266\" xlink:href=\"#DejaVuSans-97\"/>\r\n",
       "      <use x=\"141.601562\" xlink:href=\"#DejaVuSans-105\"/>\r\n",
       "      <use x=\"169.384766\" xlink:href=\"#DejaVuSans-110\"/>\r\n",
       "      <use x=\"232.763672\" xlink:href=\"#DejaVuSans-32\"/>\r\n",
       "      <use x=\"264.550781\" xlink:href=\"#DejaVuSans-108\"/>\r\n",
       "      <use x=\"292.333984\" xlink:href=\"#DejaVuSans-111\"/>\r\n",
       "      <use x=\"353.515625\" xlink:href=\"#DejaVuSans-115\"/>\r\n",
       "      <use x=\"405.615234\" xlink:href=\"#DejaVuSans-115\"/>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "    <g id=\"line2d_22\">\r\n",
       "     <path d=\"M 142.634375 74.409375 \r\n",
       "L 162.634375 74.409375 \r\n",
       "\" style=\"fill:none;stroke:#bf00bf;stroke-dasharray:5.55,2.4;stroke-dashoffset:0;stroke-width:1.5;\"/>\r\n",
       "    </g>\r\n",
       "    <g id=\"line2d_23\"/>\r\n",
       "    <g id=\"text_11\">\r\n",
       "     <!-- train acc -->\r\n",
       "     <g transform=\"translate(170.634375 77.909375)scale(0.1 -0.1)\">\r\n",
       "      <use xlink:href=\"#DejaVuSans-116\"/>\r\n",
       "      <use x=\"39.208984\" xlink:href=\"#DejaVuSans-114\"/>\r\n",
       "      <use x=\"80.322266\" xlink:href=\"#DejaVuSans-97\"/>\r\n",
       "      <use x=\"141.601562\" xlink:href=\"#DejaVuSans-105\"/>\r\n",
       "      <use x=\"169.384766\" xlink:href=\"#DejaVuSans-110\"/>\r\n",
       "      <use x=\"232.763672\" xlink:href=\"#DejaVuSans-32\"/>\r\n",
       "      <use x=\"264.550781\" xlink:href=\"#DejaVuSans-97\"/>\r\n",
       "      <use x=\"325.830078\" xlink:href=\"#DejaVuSans-99\"/>\r\n",
       "      <use x=\"380.810547\" xlink:href=\"#DejaVuSans-99\"/>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "    <g id=\"line2d_24\">\r\n",
       "     <path d=\"M 142.634375 89.0875 \r\n",
       "L 162.634375 89.0875 \r\n",
       "\" style=\"fill:none;stroke:#008000;stroke-dasharray:9.6,2.4,1.5,2.4;stroke-dashoffset:0;stroke-width:1.5;\"/>\r\n",
       "    </g>\r\n",
       "    <g id=\"line2d_25\"/>\r\n",
       "    <g id=\"text_12\">\r\n",
       "     <!-- test acc -->\r\n",
       "     <g transform=\"translate(170.634375 92.5875)scale(0.1 -0.1)\">\r\n",
       "      <use xlink:href=\"#DejaVuSans-116\"/>\r\n",
       "      <use x=\"39.208984\" xlink:href=\"#DejaVuSans-101\"/>\r\n",
       "      <use x=\"100.732422\" xlink:href=\"#DejaVuSans-115\"/>\r\n",
       "      <use x=\"152.832031\" xlink:href=\"#DejaVuSans-116\"/>\r\n",
       "      <use x=\"192.041016\" xlink:href=\"#DejaVuSans-32\"/>\r\n",
       "      <use x=\"223.828125\" xlink:href=\"#DejaVuSans-97\"/>\r\n",
       "      <use x=\"285.107422\" xlink:href=\"#DejaVuSans-99\"/>\r\n",
       "      <use x=\"340.087891\" xlink:href=\"#DejaVuSans-99\"/>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "   </g>\r\n",
       "  </g>\r\n",
       " </g>\r\n",
       " <defs>\r\n",
       "  <clipPath id=\"pa3a639d16b\">\r\n",
       "   <rect height=\"135.9\" width=\"195.3\" x=\"30.103125\" y=\"7.2\"/>\r\n",
       "  </clipPath>\r\n",
       " </defs>\r\n",
       "</svg>\r\n"
      ],
      "text/plain": [
       "<Figure size 252x180 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 定义具有两个隐藏层的多层感知机，每个隐藏层包含256个单元\n",
    "num_inputs, num_outputs, num_hiddens1, num_hiddens2 = 784, 10 ,256, 256\n",
    "\n",
    "dropout1, dropout2 = 0.2, 0.5\n",
    "\n",
    "class Net(nn.Module):\n",
    "    def __init__(self, num_inputs, num_outputs, num_hiddens1, num_hiddens2,is_training=True):       \n",
    "        super(Net, self).__init__()\n",
    "        self.num_inputs = num_inputs\n",
    "        self.training = is_training\n",
    "        self.lin1 = nn.Linear(num_inputs, num_hiddens1)\n",
    "        self.lin2 = nn.Linear(num_hiddens1, num_hiddens2)\n",
    "        self.lin3 = nn.Linear(num_hiddens2, num_outputs)\n",
    "        self.relu = nn.ReLU()\n",
    "        \n",
    "    def forward(self, X):\n",
    "        H1 = self.relu(self.lin1(X.reshape((-1,self.num_inputs))))\n",
    "        if self.training == True: # 如果是在训练，则作用dropout，否则则不作用\n",
    "            H1 = dropout_layer(H1, dropout1)\n",
    "        H2 = self.relu(self.lin2(H1))\n",
    "        if self.training == True:\n",
    "            H2 = dropout_layer(H2,dropout2)\n",
    "        out = self.lin3(H2) # 输出层不作用dropout\n",
    "        return out\n",
    "        \n",
    "net = Net(num_inputs, num_outputs, num_hiddens1, num_hiddens2)\n",
    "\n",
    "# 训练和测试\n",
    "num_epochs, lr, batch_size = 10, 0.5, 256\n",
    "loss = nn.CrossEntropyLoss()\n",
    "train_iter, test_iter = d2l.load_data_fashion_mnist(batch_size)\n",
    "trainer = torch.optim.SGD(net.parameters(),lr=lr)\n",
    "d2l.train_ch3(net,train_iter,test_iter,loss,num_epochs,trainer)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 3. 丢弃法（使用框架）"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/svg+xml": [
       "<?xml version=\"1.0\" encoding=\"utf-8\" standalone=\"no\"?>\r\n",
       "<!DOCTYPE svg PUBLIC \"-//W3C//DTD SVG 1.1//EN\"\r\n",
       "  \"http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd\">\r\n",
       "<!-- Created with matplotlib (https://matplotlib.org/) -->\r\n",
       "<svg height=\"180.65625pt\" version=\"1.1\" viewBox=\"0 0 238.965625 180.65625\" width=\"238.965625pt\" xmlns=\"http://www.w3.org/2000/svg\" xmlns:xlink=\"http://www.w3.org/1999/xlink\">\r\n",
       " <metadata>\r\n",
       "  <rdf:RDF xmlns:cc=\"http://creativecommons.org/ns#\" xmlns:dc=\"http://purl.org/dc/elements/1.1/\" xmlns:rdf=\"http://www.w3.org/1999/02/22-rdf-syntax-ns#\">\r\n",
       "   <cc:Work>\r\n",
       "    <dc:type rdf:resource=\"http://purl.org/dc/dcmitype/StillImage\"/>\r\n",
       "    <dc:date>2022-04-30T18:54:14.174462</dc:date>\r\n",
       "    <dc:format>image/svg+xml</dc:format>\r\n",
       "    <dc:creator>\r\n",
       "     <cc:Agent>\r\n",
       "      <dc:title>Matplotlib v3.3.4, https://matplotlib.org/</dc:title>\r\n",
       "     </cc:Agent>\r\n",
       "    </dc:creator>\r\n",
       "   </cc:Work>\r\n",
       "  </rdf:RDF>\r\n",
       " </metadata>\r\n",
       " <defs>\r\n",
       "  <style type=\"text/css\">*{stroke-linecap:butt;stroke-linejoin:round;}</style>\r\n",
       " </defs>\r\n",
       " <g id=\"figure_1\">\r\n",
       "  <g id=\"patch_1\">\r\n",
       "   <path d=\"M 0 180.65625 \r\n",
       "L 238.965625 180.65625 \r\n",
       "L 238.965625 0 \r\n",
       "L 0 0 \r\n",
       "z\r\n",
       "\" style=\"fill:none;\"/>\r\n",
       "  </g>\r\n",
       "  <g id=\"axes_1\">\r\n",
       "   <g id=\"patch_2\">\r\n",
       "    <path d=\"M 30.103125 143.1 \r\n",
       "L 225.403125 143.1 \r\n",
       "L 225.403125 7.2 \r\n",
       "L 30.103125 7.2 \r\n",
       "z\r\n",
       "\" style=\"fill:#ffffff;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"matplotlib.axis_1\">\r\n",
       "    <g id=\"xtick_1\">\r\n",
       "     <g id=\"line2d_1\">\r\n",
       "      <path clip-path=\"url(#pebc63c3495)\" d=\"M 51.803125 143.1 \r\n",
       "L 51.803125 7.2 \r\n",
       "\" style=\"fill:none;stroke:#b0b0b0;stroke-linecap:square;stroke-width:0.8;\"/>\r\n",
       "     </g>\r\n",
       "     <g id=\"line2d_2\">\r\n",
       "      <defs>\r\n",
       "       <path d=\"M 0 0 \r\n",
       "L 0 3.5 \r\n",
       "\" id=\"me17dcd5449\" style=\"stroke:#000000;stroke-width:0.8;\"/>\r\n",
       "      </defs>\r\n",
       "      <g>\r\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"51.803125\" xlink:href=\"#me17dcd5449\" y=\"143.1\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "     <g id=\"text_1\">\r\n",
       "      <!-- 2 -->\r\n",
       "      <g transform=\"translate(48.621875 157.698438)scale(0.1 -0.1)\">\r\n",
       "       <defs>\r\n",
       "        <path d=\"M 19.1875 8.296875 \r\n",
       "L 53.609375 8.296875 \r\n",
       "L 53.609375 0 \r\n",
       "L 7.328125 0 \r\n",
       "L 7.328125 8.296875 \r\n",
       "Q 12.9375 14.109375 22.625 23.890625 \r\n",
       "Q 32.328125 33.6875 34.8125 36.53125 \r\n",
       "Q 39.546875 41.84375 41.421875 45.53125 \r\n",
       "Q 43.3125 49.21875 43.3125 52.78125 \r\n",
       "Q 43.3125 58.59375 39.234375 62.25 \r\n",
       "Q 35.15625 65.921875 28.609375 65.921875 \r\n",
       "Q 23.96875 65.921875 18.8125 64.3125 \r\n",
       "Q 13.671875 62.703125 7.8125 59.421875 \r\n",
       "L 7.8125 69.390625 \r\n",
       "Q 13.765625 71.78125 18.9375 73 \r\n",
       "Q 24.125 74.21875 28.421875 74.21875 \r\n",
       "Q 39.75 74.21875 46.484375 68.546875 \r\n",
       "Q 53.21875 62.890625 53.21875 53.421875 \r\n",
       "Q 53.21875 48.921875 51.53125 44.890625 \r\n",
       "Q 49.859375 40.875 45.40625 35.40625 \r\n",
       "Q 44.1875 33.984375 37.640625 27.21875 \r\n",
       "Q 31.109375 20.453125 19.1875 8.296875 \r\n",
       "z\r\n",
       "\" id=\"DejaVuSans-50\"/>\r\n",
       "       </defs>\r\n",
       "       <use xlink:href=\"#DejaVuSans-50\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "    <g id=\"xtick_2\">\r\n",
       "     <g id=\"line2d_3\">\r\n",
       "      <path clip-path=\"url(#pebc63c3495)\" d=\"M 95.203125 143.1 \r\n",
       "L 95.203125 7.2 \r\n",
       "\" style=\"fill:none;stroke:#b0b0b0;stroke-linecap:square;stroke-width:0.8;\"/>\r\n",
       "     </g>\r\n",
       "     <g id=\"line2d_4\">\r\n",
       "      <g>\r\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"95.203125\" xlink:href=\"#me17dcd5449\" y=\"143.1\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "     <g id=\"text_2\">\r\n",
       "      <!-- 4 -->\r\n",
       "      <g transform=\"translate(92.021875 157.698438)scale(0.1 -0.1)\">\r\n",
       "       <defs>\r\n",
       "        <path d=\"M 37.796875 64.3125 \r\n",
       "L 12.890625 25.390625 \r\n",
       "L 37.796875 25.390625 \r\n",
       "z\r\n",
       "M 35.203125 72.90625 \r\n",
       "L 47.609375 72.90625 \r\n",
       "L 47.609375 25.390625 \r\n",
       "L 58.015625 25.390625 \r\n",
       "L 58.015625 17.1875 \r\n",
       "L 47.609375 17.1875 \r\n",
       "L 47.609375 0 \r\n",
       "L 37.796875 0 \r\n",
       "L 37.796875 17.1875 \r\n",
       "L 4.890625 17.1875 \r\n",
       "L 4.890625 26.703125 \r\n",
       "z\r\n",
       "\" id=\"DejaVuSans-52\"/>\r\n",
       "       </defs>\r\n",
       "       <use xlink:href=\"#DejaVuSans-52\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "    <g id=\"xtick_3\">\r\n",
       "     <g id=\"line2d_5\">\r\n",
       "      <path clip-path=\"url(#pebc63c3495)\" d=\"M 138.603125 143.1 \r\n",
       "L 138.603125 7.2 \r\n",
       "\" style=\"fill:none;stroke:#b0b0b0;stroke-linecap:square;stroke-width:0.8;\"/>\r\n",
       "     </g>\r\n",
       "     <g id=\"line2d_6\">\r\n",
       "      <g>\r\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"138.603125\" xlink:href=\"#me17dcd5449\" y=\"143.1\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "     <g id=\"text_3\">\r\n",
       "      <!-- 6 -->\r\n",
       "      <g transform=\"translate(135.421875 157.698438)scale(0.1 -0.1)\">\r\n",
       "       <defs>\r\n",
       "        <path d=\"M 33.015625 40.375 \r\n",
       "Q 26.375 40.375 22.484375 35.828125 \r\n",
       "Q 18.609375 31.296875 18.609375 23.390625 \r\n",
       "Q 18.609375 15.53125 22.484375 10.953125 \r\n",
       "Q 26.375 6.390625 33.015625 6.390625 \r\n",
       "Q 39.65625 6.390625 43.53125 10.953125 \r\n",
       "Q 47.40625 15.53125 47.40625 23.390625 \r\n",
       "Q 47.40625 31.296875 43.53125 35.828125 \r\n",
       "Q 39.65625 40.375 33.015625 40.375 \r\n",
       "z\r\n",
       "M 52.59375 71.296875 \r\n",
       "L 52.59375 62.3125 \r\n",
       "Q 48.875 64.0625 45.09375 64.984375 \r\n",
       "Q 41.3125 65.921875 37.59375 65.921875 \r\n",
       "Q 27.828125 65.921875 22.671875 59.328125 \r\n",
       "Q 17.53125 52.734375 16.796875 39.40625 \r\n",
       "Q 19.671875 43.65625 24.015625 45.921875 \r\n",
       "Q 28.375 48.1875 33.59375 48.1875 \r\n",
       "Q 44.578125 48.1875 50.953125 41.515625 \r\n",
       "Q 57.328125 34.859375 57.328125 23.390625 \r\n",
       "Q 57.328125 12.15625 50.6875 5.359375 \r\n",
       "Q 44.046875 -1.421875 33.015625 -1.421875 \r\n",
       "Q 20.359375 -1.421875 13.671875 8.265625 \r\n",
       "Q 6.984375 17.96875 6.984375 36.375 \r\n",
       "Q 6.984375 53.65625 15.1875 63.9375 \r\n",
       "Q 23.390625 74.21875 37.203125 74.21875 \r\n",
       "Q 40.921875 74.21875 44.703125 73.484375 \r\n",
       "Q 48.484375 72.75 52.59375 71.296875 \r\n",
       "z\r\n",
       "\" id=\"DejaVuSans-54\"/>\r\n",
       "       </defs>\r\n",
       "       <use xlink:href=\"#DejaVuSans-54\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "    <g id=\"xtick_4\">\r\n",
       "     <g id=\"line2d_7\">\r\n",
       "      <path clip-path=\"url(#pebc63c3495)\" d=\"M 182.003125 143.1 \r\n",
       "L 182.003125 7.2 \r\n",
       "\" style=\"fill:none;stroke:#b0b0b0;stroke-linecap:square;stroke-width:0.8;\"/>\r\n",
       "     </g>\r\n",
       "     <g id=\"line2d_8\">\r\n",
       "      <g>\r\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"182.003125\" xlink:href=\"#me17dcd5449\" y=\"143.1\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "     <g id=\"text_4\">\r\n",
       "      <!-- 8 -->\r\n",
       "      <g transform=\"translate(178.821875 157.698438)scale(0.1 -0.1)\">\r\n",
       "       <defs>\r\n",
       "        <path d=\"M 31.78125 34.625 \r\n",
       "Q 24.75 34.625 20.71875 30.859375 \r\n",
       "Q 16.703125 27.09375 16.703125 20.515625 \r\n",
       "Q 16.703125 13.921875 20.71875 10.15625 \r\n",
       "Q 24.75 6.390625 31.78125 6.390625 \r\n",
       "Q 38.8125 6.390625 42.859375 10.171875 \r\n",
       "Q 46.921875 13.96875 46.921875 20.515625 \r\n",
       "Q 46.921875 27.09375 42.890625 30.859375 \r\n",
       "Q 38.875 34.625 31.78125 34.625 \r\n",
       "z\r\n",
       "M 21.921875 38.8125 \r\n",
       "Q 15.578125 40.375 12.03125 44.71875 \r\n",
       "Q 8.5 49.078125 8.5 55.328125 \r\n",
       "Q 8.5 64.0625 14.71875 69.140625 \r\n",
       "Q 20.953125 74.21875 31.78125 74.21875 \r\n",
       "Q 42.671875 74.21875 48.875 69.140625 \r\n",
       "Q 55.078125 64.0625 55.078125 55.328125 \r\n",
       "Q 55.078125 49.078125 51.53125 44.71875 \r\n",
       "Q 48 40.375 41.703125 38.8125 \r\n",
       "Q 48.828125 37.15625 52.796875 32.3125 \r\n",
       "Q 56.78125 27.484375 56.78125 20.515625 \r\n",
       "Q 56.78125 9.90625 50.3125 4.234375 \r\n",
       "Q 43.84375 -1.421875 31.78125 -1.421875 \r\n",
       "Q 19.734375 -1.421875 13.25 4.234375 \r\n",
       "Q 6.78125 9.90625 6.78125 20.515625 \r\n",
       "Q 6.78125 27.484375 10.78125 32.3125 \r\n",
       "Q 14.796875 37.15625 21.921875 38.8125 \r\n",
       "z\r\n",
       "M 18.3125 54.390625 \r\n",
       "Q 18.3125 48.734375 21.84375 45.5625 \r\n",
       "Q 25.390625 42.390625 31.78125 42.390625 \r\n",
       "Q 38.140625 42.390625 41.71875 45.5625 \r\n",
       "Q 45.3125 48.734375 45.3125 54.390625 \r\n",
       "Q 45.3125 60.0625 41.71875 63.234375 \r\n",
       "Q 38.140625 66.40625 31.78125 66.40625 \r\n",
       "Q 25.390625 66.40625 21.84375 63.234375 \r\n",
       "Q 18.3125 60.0625 18.3125 54.390625 \r\n",
       "z\r\n",
       "\" id=\"DejaVuSans-56\"/>\r\n",
       "       </defs>\r\n",
       "       <use xlink:href=\"#DejaVuSans-56\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "    <g id=\"xtick_5\">\r\n",
       "     <g id=\"line2d_9\">\r\n",
       "      <path clip-path=\"url(#pebc63c3495)\" d=\"M 225.403125 143.1 \r\n",
       "L 225.403125 7.2 \r\n",
       "\" style=\"fill:none;stroke:#b0b0b0;stroke-linecap:square;stroke-width:0.8;\"/>\r\n",
       "     </g>\r\n",
       "     <g id=\"line2d_10\">\r\n",
       "      <g>\r\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"225.403125\" xlink:href=\"#me17dcd5449\" y=\"143.1\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "     <g id=\"text_5\">\r\n",
       "      <!-- 10 -->\r\n",
       "      <g transform=\"translate(219.040625 157.698438)scale(0.1 -0.1)\">\r\n",
       "       <defs>\r\n",
       "        <path d=\"M 12.40625 8.296875 \r\n",
       "L 28.515625 8.296875 \r\n",
       "L 28.515625 63.921875 \r\n",
       "L 10.984375 60.40625 \r\n",
       "L 10.984375 69.390625 \r\n",
       "L 28.421875 72.90625 \r\n",
       "L 38.28125 72.90625 \r\n",
       "L 38.28125 8.296875 \r\n",
       "L 54.390625 8.296875 \r\n",
       "L 54.390625 0 \r\n",
       "L 12.40625 0 \r\n",
       "z\r\n",
       "\" id=\"DejaVuSans-49\"/>\r\n",
       "        <path d=\"M 31.78125 66.40625 \r\n",
       "Q 24.171875 66.40625 20.328125 58.90625 \r\n",
       "Q 16.5 51.421875 16.5 36.375 \r\n",
       "Q 16.5 21.390625 20.328125 13.890625 \r\n",
       "Q 24.171875 6.390625 31.78125 6.390625 \r\n",
       "Q 39.453125 6.390625 43.28125 13.890625 \r\n",
       "Q 47.125 21.390625 47.125 36.375 \r\n",
       "Q 47.125 51.421875 43.28125 58.90625 \r\n",
       "Q 39.453125 66.40625 31.78125 66.40625 \r\n",
       "z\r\n",
       "M 31.78125 74.21875 \r\n",
       "Q 44.046875 74.21875 50.515625 64.515625 \r\n",
       "Q 56.984375 54.828125 56.984375 36.375 \r\n",
       "Q 56.984375 17.96875 50.515625 8.265625 \r\n",
       "Q 44.046875 -1.421875 31.78125 -1.421875 \r\n",
       "Q 19.53125 -1.421875 13.0625 8.265625 \r\n",
       "Q 6.59375 17.96875 6.59375 36.375 \r\n",
       "Q 6.59375 54.828125 13.0625 64.515625 \r\n",
       "Q 19.53125 74.21875 31.78125 74.21875 \r\n",
       "z\r\n",
       "\" id=\"DejaVuSans-48\"/>\r\n",
       "       </defs>\r\n",
       "       <use xlink:href=\"#DejaVuSans-49\"/>\r\n",
       "       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "    <g id=\"text_6\">\r\n",
       "     <!-- epoch -->\r\n",
       "     <g transform=\"translate(112.525 171.376563)scale(0.1 -0.1)\">\r\n",
       "      <defs>\r\n",
       "       <path d=\"M 56.203125 29.59375 \r\n",
       "L 56.203125 25.203125 \r\n",
       "L 14.890625 25.203125 \r\n",
       "Q 15.484375 15.921875 20.484375 11.0625 \r\n",
       "Q 25.484375 6.203125 34.421875 6.203125 \r\n",
       "Q 39.59375 6.203125 44.453125 7.46875 \r\n",
       "Q 49.3125 8.734375 54.109375 11.28125 \r\n",
       "L 54.109375 2.78125 \r\n",
       "Q 49.265625 0.734375 44.1875 -0.34375 \r\n",
       "Q 39.109375 -1.421875 33.890625 -1.421875 \r\n",
       "Q 20.796875 -1.421875 13.15625 6.1875 \r\n",
       "Q 5.515625 13.8125 5.515625 26.8125 \r\n",
       "Q 5.515625 40.234375 12.765625 48.109375 \r\n",
       "Q 20.015625 56 32.328125 56 \r\n",
       "Q 43.359375 56 49.78125 48.890625 \r\n",
       "Q 56.203125 41.796875 56.203125 29.59375 \r\n",
       "z\r\n",
       "M 47.21875 32.234375 \r\n",
       "Q 47.125 39.59375 43.09375 43.984375 \r\n",
       "Q 39.0625 48.390625 32.421875 48.390625 \r\n",
       "Q 24.90625 48.390625 20.390625 44.140625 \r\n",
       "Q 15.875 39.890625 15.1875 32.171875 \r\n",
       "z\r\n",
       "\" id=\"DejaVuSans-101\"/>\r\n",
       "       <path d=\"M 18.109375 8.203125 \r\n",
       "L 18.109375 -20.796875 \r\n",
       "L 9.078125 -20.796875 \r\n",
       "L 9.078125 54.6875 \r\n",
       "L 18.109375 54.6875 \r\n",
       "L 18.109375 46.390625 \r\n",
       "Q 20.953125 51.265625 25.265625 53.625 \r\n",
       "Q 29.59375 56 35.59375 56 \r\n",
       "Q 45.5625 56 51.78125 48.09375 \r\n",
       "Q 58.015625 40.1875 58.015625 27.296875 \r\n",
       "Q 58.015625 14.40625 51.78125 6.484375 \r\n",
       "Q 45.5625 -1.421875 35.59375 -1.421875 \r\n",
       "Q 29.59375 -1.421875 25.265625 0.953125 \r\n",
       "Q 20.953125 3.328125 18.109375 8.203125 \r\n",
       "z\r\n",
       "M 48.6875 27.296875 \r\n",
       "Q 48.6875 37.203125 44.609375 42.84375 \r\n",
       "Q 40.53125 48.484375 33.40625 48.484375 \r\n",
       "Q 26.265625 48.484375 22.1875 42.84375 \r\n",
       "Q 18.109375 37.203125 18.109375 27.296875 \r\n",
       "Q 18.109375 17.390625 22.1875 11.75 \r\n",
       "Q 26.265625 6.109375 33.40625 6.109375 \r\n",
       "Q 40.53125 6.109375 44.609375 11.75 \r\n",
       "Q 48.6875 17.390625 48.6875 27.296875 \r\n",
       "z\r\n",
       "\" id=\"DejaVuSans-112\"/>\r\n",
       "       <path d=\"M 30.609375 48.390625 \r\n",
       "Q 23.390625 48.390625 19.1875 42.75 \r\n",
       "Q 14.984375 37.109375 14.984375 27.296875 \r\n",
       "Q 14.984375 17.484375 19.15625 11.84375 \r\n",
       "Q 23.34375 6.203125 30.609375 6.203125 \r\n",
       "Q 37.796875 6.203125 41.984375 11.859375 \r\n",
       "Q 46.1875 17.53125 46.1875 27.296875 \r\n",
       "Q 46.1875 37.015625 41.984375 42.703125 \r\n",
       "Q 37.796875 48.390625 30.609375 48.390625 \r\n",
       "z\r\n",
       "M 30.609375 56 \r\n",
       "Q 42.328125 56 49.015625 48.375 \r\n",
       "Q 55.71875 40.765625 55.71875 27.296875 \r\n",
       "Q 55.71875 13.875 49.015625 6.21875 \r\n",
       "Q 42.328125 -1.421875 30.609375 -1.421875 \r\n",
       "Q 18.84375 -1.421875 12.171875 6.21875 \r\n",
       "Q 5.515625 13.875 5.515625 27.296875 \r\n",
       "Q 5.515625 40.765625 12.171875 48.375 \r\n",
       "Q 18.84375 56 30.609375 56 \r\n",
       "z\r\n",
       "\" id=\"DejaVuSans-111\"/>\r\n",
       "       <path d=\"M 48.78125 52.59375 \r\n",
       "L 48.78125 44.1875 \r\n",
       "Q 44.96875 46.296875 41.140625 47.34375 \r\n",
       "Q 37.3125 48.390625 33.40625 48.390625 \r\n",
       "Q 24.65625 48.390625 19.8125 42.84375 \r\n",
       "Q 14.984375 37.3125 14.984375 27.296875 \r\n",
       "Q 14.984375 17.28125 19.8125 11.734375 \r\n",
       "Q 24.65625 6.203125 33.40625 6.203125 \r\n",
       "Q 37.3125 6.203125 41.140625 7.25 \r\n",
       "Q 44.96875 8.296875 48.78125 10.40625 \r\n",
       "L 48.78125 2.09375 \r\n",
       "Q 45.015625 0.34375 40.984375 -0.53125 \r\n",
       "Q 36.96875 -1.421875 32.421875 -1.421875 \r\n",
       "Q 20.0625 -1.421875 12.78125 6.34375 \r\n",
       "Q 5.515625 14.109375 5.515625 27.296875 \r\n",
       "Q 5.515625 40.671875 12.859375 48.328125 \r\n",
       "Q 20.21875 56 33.015625 56 \r\n",
       "Q 37.15625 56 41.109375 55.140625 \r\n",
       "Q 45.0625 54.296875 48.78125 52.59375 \r\n",
       "z\r\n",
       "\" id=\"DejaVuSans-99\"/>\r\n",
       "       <path d=\"M 54.890625 33.015625 \r\n",
       "L 54.890625 0 \r\n",
       "L 45.90625 0 \r\n",
       "L 45.90625 32.71875 \r\n",
       "Q 45.90625 40.484375 42.875 44.328125 \r\n",
       "Q 39.84375 48.1875 33.796875 48.1875 \r\n",
       "Q 26.515625 48.1875 22.3125 43.546875 \r\n",
       "Q 18.109375 38.921875 18.109375 30.90625 \r\n",
       "L 18.109375 0 \r\n",
       "L 9.078125 0 \r\n",
       "L 9.078125 75.984375 \r\n",
       "L 18.109375 75.984375 \r\n",
       "L 18.109375 46.1875 \r\n",
       "Q 21.34375 51.125 25.703125 53.5625 \r\n",
       "Q 30.078125 56 35.796875 56 \r\n",
       "Q 45.21875 56 50.046875 50.171875 \r\n",
       "Q 54.890625 44.34375 54.890625 33.015625 \r\n",
       "z\r\n",
       "\" id=\"DejaVuSans-104\"/>\r\n",
       "      </defs>\r\n",
       "      <use xlink:href=\"#DejaVuSans-101\"/>\r\n",
       "      <use x=\"61.523438\" xlink:href=\"#DejaVuSans-112\"/>\r\n",
       "      <use x=\"125\" xlink:href=\"#DejaVuSans-111\"/>\r\n",
       "      <use x=\"186.181641\" xlink:href=\"#DejaVuSans-99\"/>\r\n",
       "      <use x=\"241.162109\" xlink:href=\"#DejaVuSans-104\"/>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "   </g>\r\n",
       "   <g id=\"matplotlib.axis_2\">\r\n",
       "    <g id=\"ytick_1\">\r\n",
       "     <g id=\"line2d_11\">\r\n",
       "      <path clip-path=\"url(#pebc63c3495)\" d=\"M 30.103125 120.45 \r\n",
       "L 225.403125 120.45 \r\n",
       "\" style=\"fill:none;stroke:#b0b0b0;stroke-linecap:square;stroke-width:0.8;\"/>\r\n",
       "     </g>\r\n",
       "     <g id=\"line2d_12\">\r\n",
       "      <defs>\r\n",
       "       <path d=\"M 0 0 \r\n",
       "L -3.5 0 \r\n",
       "\" id=\"mc1810c6ab7\" style=\"stroke:#000000;stroke-width:0.8;\"/>\r\n",
       "      </defs>\r\n",
       "      <g>\r\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"30.103125\" xlink:href=\"#mc1810c6ab7\" y=\"120.45\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "     <g id=\"text_7\">\r\n",
       "      <!-- 0.4 -->\r\n",
       "      <g transform=\"translate(7.2 124.249219)scale(0.1 -0.1)\">\r\n",
       "       <defs>\r\n",
       "        <path d=\"M 10.6875 12.40625 \r\n",
       "L 21 12.40625 \r\n",
       "L 21 0 \r\n",
       "L 10.6875 0 \r\n",
       "z\r\n",
       "\" id=\"DejaVuSans-46\"/>\r\n",
       "       </defs>\r\n",
       "       <use xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-46\"/>\r\n",
       "       <use x=\"95.410156\" xlink:href=\"#DejaVuSans-52\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "    <g id=\"ytick_2\">\r\n",
       "     <g id=\"line2d_13\">\r\n",
       "      <path clip-path=\"url(#pebc63c3495)\" d=\"M 30.103125 75.15 \r\n",
       "L 225.403125 75.15 \r\n",
       "\" style=\"fill:none;stroke:#b0b0b0;stroke-linecap:square;stroke-width:0.8;\"/>\r\n",
       "     </g>\r\n",
       "     <g id=\"line2d_14\">\r\n",
       "      <g>\r\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"30.103125\" xlink:href=\"#mc1810c6ab7\" y=\"75.15\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "     <g id=\"text_8\">\r\n",
       "      <!-- 0.6 -->\r\n",
       "      <g transform=\"translate(7.2 78.949219)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-46\"/>\r\n",
       "       <use x=\"95.410156\" xlink:href=\"#DejaVuSans-54\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "    <g id=\"ytick_3\">\r\n",
       "     <g id=\"line2d_15\">\r\n",
       "      <path clip-path=\"url(#pebc63c3495)\" d=\"M 30.103125 29.85 \r\n",
       "L 225.403125 29.85 \r\n",
       "\" style=\"fill:none;stroke:#b0b0b0;stroke-linecap:square;stroke-width:0.8;\"/>\r\n",
       "     </g>\r\n",
       "     <g id=\"line2d_16\">\r\n",
       "      <g>\r\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"30.103125\" xlink:href=\"#mc1810c6ab7\" y=\"29.85\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "     <g id=\"text_9\">\r\n",
       "      <!-- 0.8 -->\r\n",
       "      <g transform=\"translate(7.2 33.649219)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-46\"/>\r\n",
       "       <use x=\"95.410156\" xlink:href=\"#DejaVuSans-56\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "   </g>\r\n",
       "   <g id=\"line2d_17\">\r\n",
       "    <path clip-path=\"url(#pebc63c3495)\" d=\"M 37.066053 -1 \r\n",
       "L 51.803125 82.435245 \r\n",
       "L 73.503125 100.896477 \r\n",
       "L 95.203125 111.000519 \r\n",
       "L 116.903125 118.021692 \r\n",
       "L 138.603125 121.481555 \r\n",
       "L 160.303125 125.433541 \r\n",
       "L 182.003125 128.652444 \r\n",
       "L 203.703125 131.524094 \r\n",
       "L 225.403125 133.131474 \r\n",
       "\" style=\"fill:none;stroke:#1f77b4;stroke-linecap:square;stroke-width:1.5;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"line2d_18\">\r\n",
       "    <path clip-path=\"url(#pebc63c3495)\" d=\"M 30.103125 81.03145 \r\n",
       "L 51.803125 32.06215 \r\n",
       "L 73.503125 24.8519 \r\n",
       "L 95.203125 21.480825 \r\n",
       "L 116.903125 18.838325 \r\n",
       "L 138.603125 17.30945 \r\n",
       "L 160.303125 15.8825 \r\n",
       "L 182.003125 14.8708 \r\n",
       "L 203.703125 13.9799 \r\n",
       "L 225.403125 13.0739 \r\n",
       "\" style=\"fill:none;stroke:#bf00bf;stroke-dasharray:5.55,2.4;stroke-dashoffset:0;stroke-width:1.5;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"line2d_19\">\r\n",
       "    <path clip-path=\"url(#pebc63c3495)\" d=\"M 30.103125 45.18405 \r\n",
       "L 51.803125 30.756 \r\n",
       "L 73.503125 22.66995 \r\n",
       "L 95.203125 20.0199 \r\n",
       "L 116.903125 23.5533 \r\n",
       "L 138.603125 20.2011 \r\n",
       "L 160.303125 23.44005 \r\n",
       "L 182.003125 17.7549 \r\n",
       "L 203.703125 18.2532 \r\n",
       "L 225.403125 22.5567 \r\n",
       "\" style=\"fill:none;stroke:#008000;stroke-dasharray:9.6,2.4,1.5,2.4;stroke-dashoffset:0;stroke-width:1.5;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_3\">\r\n",
       "    <path d=\"M 30.103125 143.1 \r\n",
       "L 30.103125 7.2 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_4\">\r\n",
       "    <path d=\"M 225.403125 143.1 \r\n",
       "L 225.403125 7.2 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_5\">\r\n",
       "    <path d=\"M 30.103125 143.1 \r\n",
       "L 225.403125 143.1 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_6\">\r\n",
       "    <path d=\"M 30.103125 7.2 \r\n",
       "L 225.403125 7.2 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"legend_1\">\r\n",
       "    <g id=\"patch_7\">\r\n",
       "     <path d=\"M 140.634375 98.667187 \r\n",
       "L 218.403125 98.667187 \r\n",
       "Q 220.403125 98.667187 220.403125 96.667187 \r\n",
       "L 220.403125 53.632812 \r\n",
       "Q 220.403125 51.632812 218.403125 51.632812 \r\n",
       "L 140.634375 51.632812 \r\n",
       "Q 138.634375 51.632812 138.634375 53.632812 \r\n",
       "L 138.634375 96.667187 \r\n",
       "Q 138.634375 98.667187 140.634375 98.667187 \r\n",
       "z\r\n",
       "\" style=\"fill:#ffffff;opacity:0.8;stroke:#cccccc;stroke-linejoin:miter;\"/>\r\n",
       "    </g>\r\n",
       "    <g id=\"line2d_20\">\r\n",
       "     <path d=\"M 142.634375 59.73125 \r\n",
       "L 162.634375 59.73125 \r\n",
       "\" style=\"fill:none;stroke:#1f77b4;stroke-linecap:square;stroke-width:1.5;\"/>\r\n",
       "    </g>\r\n",
       "    <g id=\"line2d_21\"/>\r\n",
       "    <g id=\"text_10\">\r\n",
       "     <!-- train loss -->\r\n",
       "     <g transform=\"translate(170.634375 63.23125)scale(0.1 -0.1)\">\r\n",
       "      <defs>\r\n",
       "       <path d=\"M 18.3125 70.21875 \r\n",
       "L 18.3125 54.6875 \r\n",
       "L 36.8125 54.6875 \r\n",
       "L 36.8125 47.703125 \r\n",
       "L 18.3125 47.703125 \r\n",
       "L 18.3125 18.015625 \r\n",
       "Q 18.3125 11.328125 20.140625 9.421875 \r\n",
       "Q 21.96875 7.515625 27.59375 7.515625 \r\n",
       "L 36.8125 7.515625 \r\n",
       "L 36.8125 0 \r\n",
       "L 27.59375 0 \r\n",
       "Q 17.1875 0 13.234375 3.875 \r\n",
       "Q 9.28125 7.765625 9.28125 18.015625 \r\n",
       "L 9.28125 47.703125 \r\n",
       "L 2.6875 47.703125 \r\n",
       "L 2.6875 54.6875 \r\n",
       "L 9.28125 54.6875 \r\n",
       "L 9.28125 70.21875 \r\n",
       "z\r\n",
       "\" id=\"DejaVuSans-116\"/>\r\n",
       "       <path d=\"M 41.109375 46.296875 \r\n",
       "Q 39.59375 47.171875 37.8125 47.578125 \r\n",
       "Q 36.03125 48 33.890625 48 \r\n",
       "Q 26.265625 48 22.1875 43.046875 \r\n",
       "Q 18.109375 38.09375 18.109375 28.8125 \r\n",
       "L 18.109375 0 \r\n",
       "L 9.078125 0 \r\n",
       "L 9.078125 54.6875 \r\n",
       "L 18.109375 54.6875 \r\n",
       "L 18.109375 46.1875 \r\n",
       "Q 20.953125 51.171875 25.484375 53.578125 \r\n",
       "Q 30.03125 56 36.53125 56 \r\n",
       "Q 37.453125 56 38.578125 55.875 \r\n",
       "Q 39.703125 55.765625 41.0625 55.515625 \r\n",
       "z\r\n",
       "\" id=\"DejaVuSans-114\"/>\r\n",
       "       <path d=\"M 34.28125 27.484375 \r\n",
       "Q 23.390625 27.484375 19.1875 25 \r\n",
       "Q 14.984375 22.515625 14.984375 16.5 \r\n",
       "Q 14.984375 11.71875 18.140625 8.90625 \r\n",
       "Q 21.296875 6.109375 26.703125 6.109375 \r\n",
       "Q 34.1875 6.109375 38.703125 11.40625 \r\n",
       "Q 43.21875 16.703125 43.21875 25.484375 \r\n",
       "L 43.21875 27.484375 \r\n",
       "z\r\n",
       "M 52.203125 31.203125 \r\n",
       "L 52.203125 0 \r\n",
       "L 43.21875 0 \r\n",
       "L 43.21875 8.296875 \r\n",
       "Q 40.140625 3.328125 35.546875 0.953125 \r\n",
       "Q 30.953125 -1.421875 24.3125 -1.421875 \r\n",
       "Q 15.921875 -1.421875 10.953125 3.296875 \r\n",
       "Q 6 8.015625 6 15.921875 \r\n",
       "Q 6 25.140625 12.171875 29.828125 \r\n",
       "Q 18.359375 34.515625 30.609375 34.515625 \r\n",
       "L 43.21875 34.515625 \r\n",
       "L 43.21875 35.40625 \r\n",
       "Q 43.21875 41.609375 39.140625 45 \r\n",
       "Q 35.0625 48.390625 27.6875 48.390625 \r\n",
       "Q 23 48.390625 18.546875 47.265625 \r\n",
       "Q 14.109375 46.140625 10.015625 43.890625 \r\n",
       "L 10.015625 52.203125 \r\n",
       "Q 14.9375 54.109375 19.578125 55.046875 \r\n",
       "Q 24.21875 56 28.609375 56 \r\n",
       "Q 40.484375 56 46.34375 49.84375 \r\n",
       "Q 52.203125 43.703125 52.203125 31.203125 \r\n",
       "z\r\n",
       "\" id=\"DejaVuSans-97\"/>\r\n",
       "       <path d=\"M 9.421875 54.6875 \r\n",
       "L 18.40625 54.6875 \r\n",
       "L 18.40625 0 \r\n",
       "L 9.421875 0 \r\n",
       "z\r\n",
       "M 9.421875 75.984375 \r\n",
       "L 18.40625 75.984375 \r\n",
       "L 18.40625 64.59375 \r\n",
       "L 9.421875 64.59375 \r\n",
       "z\r\n",
       "\" id=\"DejaVuSans-105\"/>\r\n",
       "       <path d=\"M 54.890625 33.015625 \r\n",
       "L 54.890625 0 \r\n",
       "L 45.90625 0 \r\n",
       "L 45.90625 32.71875 \r\n",
       "Q 45.90625 40.484375 42.875 44.328125 \r\n",
       "Q 39.84375 48.1875 33.796875 48.1875 \r\n",
       "Q 26.515625 48.1875 22.3125 43.546875 \r\n",
       "Q 18.109375 38.921875 18.109375 30.90625 \r\n",
       "L 18.109375 0 \r\n",
       "L 9.078125 0 \r\n",
       "L 9.078125 54.6875 \r\n",
       "L 18.109375 54.6875 \r\n",
       "L 18.109375 46.1875 \r\n",
       "Q 21.34375 51.125 25.703125 53.5625 \r\n",
       "Q 30.078125 56 35.796875 56 \r\n",
       "Q 45.21875 56 50.046875 50.171875 \r\n",
       "Q 54.890625 44.34375 54.890625 33.015625 \r\n",
       "z\r\n",
       "\" id=\"DejaVuSans-110\"/>\r\n",
       "       <path id=\"DejaVuSans-32\"/>\r\n",
       "       <path d=\"M 9.421875 75.984375 \r\n",
       "L 18.40625 75.984375 \r\n",
       "L 18.40625 0 \r\n",
       "L 9.421875 0 \r\n",
       "z\r\n",
       "\" id=\"DejaVuSans-108\"/>\r\n",
       "       <path d=\"M 44.28125 53.078125 \r\n",
       "L 44.28125 44.578125 \r\n",
       "Q 40.484375 46.53125 36.375 47.5 \r\n",
       "Q 32.28125 48.484375 27.875 48.484375 \r\n",
       "Q 21.1875 48.484375 17.84375 46.4375 \r\n",
       "Q 14.5 44.390625 14.5 40.28125 \r\n",
       "Q 14.5 37.15625 16.890625 35.375 \r\n",
       "Q 19.28125 33.59375 26.515625 31.984375 \r\n",
       "L 29.59375 31.296875 \r\n",
       "Q 39.15625 29.25 43.1875 25.515625 \r\n",
       "Q 47.21875 21.78125 47.21875 15.09375 \r\n",
       "Q 47.21875 7.46875 41.1875 3.015625 \r\n",
       "Q 35.15625 -1.421875 24.609375 -1.421875 \r\n",
       "Q 20.21875 -1.421875 15.453125 -0.5625 \r\n",
       "Q 10.6875 0.296875 5.421875 2 \r\n",
       "L 5.421875 11.28125 \r\n",
       "Q 10.40625 8.6875 15.234375 7.390625 \r\n",
       "Q 20.0625 6.109375 24.8125 6.109375 \r\n",
       "Q 31.15625 6.109375 34.5625 8.28125 \r\n",
       "Q 37.984375 10.453125 37.984375 14.40625 \r\n",
       "Q 37.984375 18.0625 35.515625 20.015625 \r\n",
       "Q 33.0625 21.96875 24.703125 23.78125 \r\n",
       "L 21.578125 24.515625 \r\n",
       "Q 13.234375 26.265625 9.515625 29.90625 \r\n",
       "Q 5.8125 33.546875 5.8125 39.890625 \r\n",
       "Q 5.8125 47.609375 11.28125 51.796875 \r\n",
       "Q 16.75 56 26.8125 56 \r\n",
       "Q 31.78125 56 36.171875 55.265625 \r\n",
       "Q 40.578125 54.546875 44.28125 53.078125 \r\n",
       "z\r\n",
       "\" id=\"DejaVuSans-115\"/>\r\n",
       "      </defs>\r\n",
       "      <use xlink:href=\"#DejaVuSans-116\"/>\r\n",
       "      <use x=\"39.208984\" xlink:href=\"#DejaVuSans-114\"/>\r\n",
       "      <use x=\"80.322266\" xlink:href=\"#DejaVuSans-97\"/>\r\n",
       "      <use x=\"141.601562\" xlink:href=\"#DejaVuSans-105\"/>\r\n",
       "      <use x=\"169.384766\" xlink:href=\"#DejaVuSans-110\"/>\r\n",
       "      <use x=\"232.763672\" xlink:href=\"#DejaVuSans-32\"/>\r\n",
       "      <use x=\"264.550781\" xlink:href=\"#DejaVuSans-108\"/>\r\n",
       "      <use x=\"292.333984\" xlink:href=\"#DejaVuSans-111\"/>\r\n",
       "      <use x=\"353.515625\" xlink:href=\"#DejaVuSans-115\"/>\r\n",
       "      <use x=\"405.615234\" xlink:href=\"#DejaVuSans-115\"/>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "    <g id=\"line2d_22\">\r\n",
       "     <path d=\"M 142.634375 74.409375 \r\n",
       "L 162.634375 74.409375 \r\n",
       "\" style=\"fill:none;stroke:#bf00bf;stroke-dasharray:5.55,2.4;stroke-dashoffset:0;stroke-width:1.5;\"/>\r\n",
       "    </g>\r\n",
       "    <g id=\"line2d_23\"/>\r\n",
       "    <g id=\"text_11\">\r\n",
       "     <!-- train acc -->\r\n",
       "     <g transform=\"translate(170.634375 77.909375)scale(0.1 -0.1)\">\r\n",
       "      <use xlink:href=\"#DejaVuSans-116\"/>\r\n",
       "      <use x=\"39.208984\" xlink:href=\"#DejaVuSans-114\"/>\r\n",
       "      <use x=\"80.322266\" xlink:href=\"#DejaVuSans-97\"/>\r\n",
       "      <use x=\"141.601562\" xlink:href=\"#DejaVuSans-105\"/>\r\n",
       "      <use x=\"169.384766\" xlink:href=\"#DejaVuSans-110\"/>\r\n",
       "      <use x=\"232.763672\" xlink:href=\"#DejaVuSans-32\"/>\r\n",
       "      <use x=\"264.550781\" xlink:href=\"#DejaVuSans-97\"/>\r\n",
       "      <use x=\"325.830078\" xlink:href=\"#DejaVuSans-99\"/>\r\n",
       "      <use x=\"380.810547\" xlink:href=\"#DejaVuSans-99\"/>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "    <g id=\"line2d_24\">\r\n",
       "     <path d=\"M 142.634375 89.0875 \r\n",
       "L 162.634375 89.0875 \r\n",
       "\" style=\"fill:none;stroke:#008000;stroke-dasharray:9.6,2.4,1.5,2.4;stroke-dashoffset:0;stroke-width:1.5;\"/>\r\n",
       "    </g>\r\n",
       "    <g id=\"line2d_25\"/>\r\n",
       "    <g id=\"text_12\">\r\n",
       "     <!-- test acc -->\r\n",
       "     <g transform=\"translate(170.634375 92.5875)scale(0.1 -0.1)\">\r\n",
       "      <use xlink:href=\"#DejaVuSans-116\"/>\r\n",
       "      <use x=\"39.208984\" xlink:href=\"#DejaVuSans-101\"/>\r\n",
       "      <use x=\"100.732422\" xlink:href=\"#DejaVuSans-115\"/>\r\n",
       "      <use x=\"152.832031\" xlink:href=\"#DejaVuSans-116\"/>\r\n",
       "      <use x=\"192.041016\" xlink:href=\"#DejaVuSans-32\"/>\r\n",
       "      <use x=\"223.828125\" xlink:href=\"#DejaVuSans-97\"/>\r\n",
       "      <use x=\"285.107422\" xlink:href=\"#DejaVuSans-99\"/>\r\n",
       "      <use x=\"340.087891\" xlink:href=\"#DejaVuSans-99\"/>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "   </g>\r\n",
       "  </g>\r\n",
       " </g>\r\n",
       " <defs>\r\n",
       "  <clipPath id=\"pebc63c3495\">\r\n",
       "   <rect height=\"135.9\" width=\"195.3\" x=\"30.103125\" y=\"7.2\"/>\r\n",
       "  </clipPath>\r\n",
       " </defs>\r\n",
       "</svg>\r\n"
      ],
      "text/plain": [
       "<Figure size 252x180 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import torch\n",
    "from torch import nn\n",
    "from d2l import torch as d2l\n",
    "\n",
    "# 简洁实现\n",
    "num_epochs, lr, batch_size = 10, 0.5, 256\n",
    "dropout1, dropout2 = 0.2, 0.5\n",
    "loss = nn.CrossEntropyLoss()\n",
    "train_iter, test_iter = d2l.load_data_fashion_mnist(batch_size)\n",
    "\n",
    "net = nn.Sequential(nn.Flatten(),nn.Linear(784,256),nn.ReLU(),\n",
    "                   nn.Dropout(dropout1),nn.Linear(256,256),nn.ReLU(),\n",
    "                   nn.Dropout(dropout2),nn.Linear(256,10))\n",
    "\n",
    "def init_weights(m):\n",
    "    if type(m) == nn.Linear:\n",
    "        nn.init.normal_(m.weight,std=0.01)\n",
    "    \n",
    "net.apply(init_weights)\n",
    "\n",
    "trainer = torch.optim.SGD(net.parameters(),lr=lr)\n",
    "d2l.train_ch3(net,train_iter, test_iter, loss, num_epochs,trainer)"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3.6.3",
   "language": "python",
   "name": "python3.6.3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.3"
  },
  "toc": {
   "base_numbering": 1,
   "nav_menu": {},
   "number_sections": false,
   "sideBar": true,
   "skip_h1_title": false,
   "title_cell": "Table of Contents",
   "title_sidebar": "Contents",
   "toc_cell": false,
   "toc_position": {
    "height": "2041.23px",
    "left": "45.9792px",
    "top": "56px",
    "width": "301.875px"
   },
   "toc_section_display": true,
   "toc_window_display": true
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}