genetic_algorithm.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 遗传算法\n",
    "\n",
    "**遗传算法**是一种优化方法，其源于达尔文的自然选择学说。自然选择学说认为，在特定的环境下，各种生物的那些适应所在环境特点的功能有更高可能在代际遗传中得到保留（举例而言，在高寒地区的动物通常长有非常厚的毛）。自然选择在以下条件下就会产生：\n",
    "\n",
    "* 各种生物要有办法将自己的遗传特征传给后代\n",
    "* 环境中的遗传特征种类多种多样\n",
    "* 只有部分生物体才可以将自己的遗传特征传给后代，也就是“适者生存”\n",
    "\n",
    "这种“仿生学”的方法如何在算法中应用呢？"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### 场景\n",
    "\n",
    "假设我们随机抽取100个用户来公司参观，并与自己喜欢的老师和产品经理互相交流。在他们来公司前，我们送了一组问卷，问卷内容包括：\n",
    "\n",
    "* 对数学视频的喜好程度\n",
    "* 对物理视频的喜好程度\n",
    "* 对英语视频的喜好程度\n",
    "\n",
    "在问卷中，他们需要对每个问题打一个分数，10分为最喜欢，0分为最不喜欢。\n",
    "\n",
    "现在，这100位用户会分坐10行10列，由于活动需要，我们需要保证同一个人的前、后、左、右邻座不能和这个人有很大的兴趣差异。\n",
    "\n",
    "他们的问卷数据在`questionnaire.csv`中，现在，你需要**用pandas 读取，并输出数据的前5行**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>math</th>\n",
       "      <th>physics</th>\n",
       "      <th>english</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>uid</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>5</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>5</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>9</td>\n",
       "      <td>1</td>\n",
       "      <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>9</td>\n",
       "      <td>1</td>\n",
       "      <td>8</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "     math  physics  english\n",
       "uid                        \n",
       "1       0        4        7\n",
       "2       5        2        0\n",
       "3       5        1        3\n",
       "4       9        1        8\n",
       "5       9        1        8"
      ]
     },
     "execution_count": 1,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import pandas as pd\n",
    "\n",
    "# 读取 questionnaire.csv, 存到 df 中，并将第一列（uid）设置为索引\n",
    "### CODE HERE\n",
    "df = pd.read_csv(\"questionnaire.csv\", index_col=0)\n",
    "df.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "有了数据，首先我们可以尝试将问题和数据形式化。在这个问题里，我们的输出显然是个10×10的矩阵，我们可以通过这个矩阵为这100个用户安排座位。为了让遗传算法听起来更有生物范儿，我们可以把矩阵叫做“染色体”，把矩阵中每个元素（座位和座位上的用户）叫做“基因”，这样我们就可以提出很多染色体，这些染色体有的符合问题的要求，有的不符合。\n",
    "\n",
    "所以，我们可以先随机生成10个染色体。**请将所有uid随机分配到一个名为 `user_mat` 的10×10的numpy矩阵中**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "matrix([[ 29,  83,  69,  35,  62,  92,  24,  25,  80,  60],\n",
       "        [  8,  16,  93,  56,  40,  55,  31,  65,  98,  43],\n",
       "        [100,  50,  41,  77,   3,  78,  21,  44,  13,  27],\n",
       "        [ 86,  95,  59,  70,  94,   1,  91,  39,  28,   4],\n",
       "        [ 72,  51,  23,  15,  81,   9,  17,  96,  63,  82],\n",
       "        [ 75,  12,  48,   5,  57,  26,  76,  38,  68,  14],\n",
       "        [ 87,  32,  66,  71,  64,  74,  45,  22,  34,  10],\n",
       "        [ 33,  73,  99,   6,  19,  58,  37,  97,  52,  89],\n",
       "        [ 49,  36,  61,  18,  46,  30,  47,  54,   7,  90],\n",
       "        [  2,  84,  53,  79,  88,  67,  11,  20,  85,  42]])"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import numpy as np\n",
    "\n",
    "### CODE HERE\n",
    "user_mat = np.random.permutation(range(100)).reshape((10,10))\n",
    "user_mat = np.matrix(user_mat)\n",
    "user_mat"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "接下来，**随机\"shuffle\" `user_mat` 十次，并将返回的“染色体”保存到 `initial_population`**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "initial_population = []\n",
    "\n",
    "for x in range(10):\n",
    "    user_mat = np.random.permutation(range(100)).reshape((10,10))\n",
    "    initial_population.append(user_mat)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
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       "        [88,  8, 82, 33, 76,  3, 26, 54, 23, 15],\n",
       "        [ 4, 66,  5, 55, 57,  1, 41, 46, 90, 16],\n",
       "        [47, 98,  7, 48, 37, 27, 14, 28, 12, 43],\n",
       "        [58, 53, 62, 61, 11, 81, 64, 56, 34, 85],\n",
       "        [30, 74, 35, 67, 69, 93, 49,  6, 29, 75],\n",
       "        [84, 95, 86, 79, 42, 10, 59, 63, 73, 51],\n",
       "        [44, 78, 60, 71,  9, 83, 72, 87, 25, 13],\n",
       "        [20, 17, 91, 65, 94, 32, 52, 80, 31, 21],\n",
       "        [92, 24, 38, 22, 89, 18, 99,  0,  2, 77]]),\n",
       " array([[32, 37, 16, 93, 60, 52,  8,  4, 50, 88],\n",
       "        [86, 24, 81, 58, 21, 75, 76, 48, 47, 99],\n",
       "        [28,  9, 20, 83, 97, 62, 71, 69, 40, 41],\n",
       "        [96, 42, 67, 11,  2, 54, 43, 45, 19, 35],\n",
       "        [79, 82, 34, 56, 66, 92, 68, 64, 73, 27],\n",
       "        [39, 44, 31, 55,  3, 22, 72, 53, 57, 33],\n",
       "        [91, 89, 95, 70, 77, 36, 18, 74, 13, 51],\n",
       "        [26,  5, 29, 59, 23, 78, 98, 10, 30, 12],\n",
       "        [90, 87, 65, 61,  1, 49,  0, 80, 63, 17],\n",
       "        [46, 85, 14, 84, 25, 15, 94,  7,  6, 38]]),\n",
       " array([[11, 46, 27, 23, 32, 75, 84,  3, 42, 79],\n",
       "        [ 9, 52, 86, 19, 93, 36, 83, 53,  8, 51],\n",
       "        [60, 74, 40,  5, 10, 82,  6, 78, 69, 65],\n",
       "        [47, 56, 15, 89, 12, 73, 30, 99,  4, 77],\n",
       "        [64,  2, 20, 62, 34, 13, 33,  1, 80, 81],\n",
       "        [66, 72, 29, 94, 38, 55, 76, 59, 18, 14],\n",
       "        [97, 54, 48, 26, 70, 25, 87, 17, 28, 39],\n",
       "        [45, 57, 44, 58, 98, 92, 41, 16, 22,  7],\n",
       "        [67, 68, 31, 61, 71, 21, 63, 90, 96, 91],\n",
       "        [85,  0, 35, 88, 43, 95, 37, 49, 24, 50]]),\n",
       " array([[34, 21, 79, 50, 90, 29, 14, 82, 71, 97],\n",
       "        [66,  0, 67, 52,  4, 39, 32, 42, 40, 91],\n",
       "        [26, 58, 72, 22, 15, 57, 16, 18,  5, 93],\n",
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       "        [62,  7, 41, 75, 61,  2, 47, 92, 43, 68],\n",
       "        [96, 78, 51, 19, 84, 17, 25, 94, 83, 27],\n",
       "        [35, 28,  9, 24, 37, 49, 88, 89, 44, 74],\n",
       "        [99, 95, 55, 13, 63, 59, 64, 30, 46, 76],\n",
       "        [ 1, 11, 31, 80, 54, 12,  3, 36, 87, 48],\n",
       "        [45, 65, 38, 69, 73, 98, 60,  8, 85, 20]]),\n",
       " array([[68, 91, 71,  5, 95, 78, 21, 33, 88, 65],\n",
       "        [99, 19, 64, 43, 93, 74, 45, 90, 84, 27],\n",
       "        [ 0, 97, 28, 73, 22, 25, 51, 69, 81, 47],\n",
       "        [80, 38, 79, 96, 85, 35,  6, 46, 20, 87],\n",
       "        [55,  4, 70,  3, 62, 39, 92, 34,  2, 36],\n",
       "        [ 9, 24, 14, 56, 57, 54, 58, 49, 48, 72],\n",
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       "        [89,  7, 15, 50, 30, 53, 26, 52, 61, 29],\n",
       "        [98, 44, 12, 82, 32, 77, 17, 63, 76, 10]]),\n",
       " array([[30,  4, 45, 48, 73, 12, 74, 99, 21, 76],\n",
       "        [24, 56, 47,  8,  0, 44, 37,  5, 81, 85],\n",
       "        [98,  7, 20,  3, 83, 53, 62, 93, 29, 91],\n",
       "        [78, 49, 42, 43, 90, 87, 50,  2, 28, 40],\n",
       "        [84, 89, 15, 58, 13, 63, 64, 34,  6, 72],\n",
       "        [97, 80, 16, 57, 31, 95, 17, 88, 66, 38],\n",
       "        [39, 27, 79, 26, 75, 22, 19, 18, 23, 52],\n",
       "        [10, 94, 36, 55, 70, 41, 77, 11, 86, 71],\n",
       "        [67, 54, 33, 25, 59, 96, 60,  1, 61, 35],\n",
       "        [51, 14, 92, 69, 65,  9, 68, 46, 32, 82]]),\n",
       " array([[16, 44, 13, 99, 92, 59, 55, 80, 58, 33],\n",
       "        [67, 36, 12, 42, 61, 82,  9, 70, 50, 11],\n",
       "        [14, 81, 27, 53, 30, 68, 35, 97, 49, 10],\n",
       "        [83,  2, 88, 29, 21, 69, 56, 45, 89, 76],\n",
       "        [63, 91, 37, 52, 64,  7,  3, 85, 43, 23],\n",
       "        [ 4,  8, 65, 15, 47, 40, 78,  5, 74, 51],\n",
       "        [75, 60, 38, 94,  0, 41, 26, 20, 46, 18],\n",
       "        [24, 57, 72, 84, 90, 17, 25, 86, 62, 87],\n",
       "        [95, 54, 71, 28, 34, 79, 66, 73, 93, 48],\n",
       "        [98, 39,  6, 77,  1, 96, 32, 19, 22, 31]]),\n",
       " array([[60, 87, 52, 88, 73, 56, 97, 24, 33, 16],\n",
       "        [96, 48, 98, 23,  0, 46, 15, 21, 81, 58],\n",
       "        [40, 83, 79, 38, 37, 22, 99, 62, 71, 13],\n",
       "        [54, 82, 74, 41, 35, 76, 20,  4, 14, 61],\n",
       "        [25,  9, 30, 85, 69, 32, 92, 18, 65, 84],\n",
       "        [45, 51, 57, 63,  7, 31,  8, 94, 86,  5],\n",
       "        [50, 27, 49, 47, 80, 66, 75, 36, 19, 70],\n",
       "        [91, 93, 17, 72, 10, 64, 29, 89, 95,  1],\n",
       "        [78, 34, 43, 11, 90, 68, 77, 55,  2,  6],\n",
       "        [44, 42, 26, 59, 67, 39, 53, 12, 28,  3]]),\n",
       " array([[79, 58, 93, 48, 75, 94, 11, 85, 12, 97],\n",
       "        [86, 69, 38, 23, 32, 84, 35, 76, 83, 78],\n",
       "        [51, 24, 13, 52, 57, 99, 91, 68, 49, 21],\n",
       "        [46, 56, 54, 62, 25, 37, 50, 80, 89, 88],\n",
       "        [ 2,  5, 44, 55, 81, 70, 74, 22,  9, 42],\n",
       "        [30, 20, 28, 41, 19, 45, 77, 64, 71, 27],\n",
       "        [90, 39, 29, 98, 14, 36, 31, 73,  8, 96],\n",
       "        [17,  1, 10, 59, 72,  6, 92, 61,  4, 26],\n",
       "        [66,  7, 95, 16, 65, 43, 67, 87, 63, 15],\n",
       "        [ 3, 47, 18, 33,  0, 82, 34, 40, 53, 60]]),\n",
       " array([[63, 14, 65, 87, 36, 13, 62,  1,  8, 72],\n",
       "        [18, 22,  5, 85, 16, 83, 70, 90, 40,  2],\n",
       "        [28, 66, 64, 49, 46, 11, 94,  4, 44, 45],\n",
       "        [54, 33, 35, 84, 43, 75, 51, 80, 31, 69],\n",
       "        [41, 10, 53, 95, 97, 59, 71,  3, 67, 24],\n",
       "        [12, 61, 27, 39, 76, 23, 30, 21, 56, 20],\n",
       "        [58, 96, 86, 34, 78, 50, 55, 74, 73, 26],\n",
       "        [82, 93, 48, 92,  9, 68, 79, 52, 91, 25],\n",
       "        [42, 77, 88, 89, 38, 60, 17, 57,  7,  6],\n",
       "        [81, 47,  0, 29, 37, 15, 19, 98, 32, 99]])]"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "initial_population"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### 适者生存\n",
    "\n",
    "接下来是重头戏 —— 适者生存环节了。我们如何让这10条染色体“弱肉强食，适者生存”呢？\n",
    "\n",
    "刚刚说到，我们需要保证同一个人的前、后、左、右邻座不能和这个人有很大的兴趣差异。那么首先就要衡量这种“差异”。\n",
    "\n",
    "请**写一个函数，输入是用户A（`person`）和一组用户B的数据（`*others`），返回A同B中每个用户喜好的平均曼哈顿距离**。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "from scipy.spatial.distance import pdist\n",
    "\n",
    "def calculate_interest_distance(person, *others):\n",
    "    people = [df.iloc[person, 0:3]]\n",
    "    for other in others:\n",
    "        if other:\n",
    "            people.append(df.iloc[other, 0:3])\n",
    "\n",
    "    return np.average(pdist(people, 'cityblock')) if len(people) > 1 else 0"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "现在我们已经有了衡量“差距”的方法，我们就可以将其作为染色体“适应性”的度量。\n",
    "\n",
    "接下来自然是为每条染色体的每个基因计算其距离了。我们会遍历每条染色体，为所有基因计算它与它前、后、左、右四个neighbor的距离。由于并非所有基因都有前后左右四个邻居，本着防御性编程的精神，我们先写个函数处理对应邻居不存在的意外情况。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "def get_element_safe(sequence, position):\n",
    "    try:\n",
    "        return sequence.item(position)\n",
    "    except IndexError:\n",
    "        return None"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "接下来就可以动手了！请**补全`calculate_chromosome_fitness`函数，该函数接收一个染色体，并为该染色体上的每个基因计算曼哈顿距离，最后以这些距离的平均值作为这条染色体的“适者程度”**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "def calculate_chromosome_fitness(chromosome):\n",
    "    fitnesses = []\n",
    "    for index, gene in np.ndenumerate(chromosome):\n",
    "        next_to = calculate_interest_distance(gene,\n",
    "                                             get_element_safe(chromosome, (index[0], index[1] - 1)),\n",
    "                                             get_element_safe(chromosome, (index[0], index[1] + 1)))\n",
    "        in_front = calculate_interest_distance(gene,\n",
    "                                               get_element_safe(chromosome, (index[0], index[0] - 1)))\n",
    "        behind = calculate_interest_distance(gene,\n",
    "                                             get_element_safe(chromosome, (index[0], index[0] + 1)))\n",
    "        fitnesses.append(sum([next_to, in_front, behind]) / 3)\n",
    "    return np.average(fitnesses)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "好的，这样我们就可以比较刚刚产生的10条染色体了。现在可以遍历每条染色体，计算染色体适应性，最后将相关信息保存起来。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "generations = []\n",
    "\n",
    "for chromosome in initial_population:\n",
    "    generations.append({\n",
    "        \"generation\": 0,\n",
    "        \"fitness\": calculate_chromosome_fitness(chromosome),\n",
    "        \"chromosome\": chromosome,\n",
    "        \"active\": True\n",
    "    })"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "现在来看看结果吧！请**以 `fitness` 为 key，为generations排序**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[{'generation': 0,\n",
       "  'fitness': 8.823333333333332,\n",
       "  'chromosome': array([[79, 58, 93, 48, 75, 94, 11, 85, 12, 97],\n",
       "         [86, 69, 38, 23, 32, 84, 35, 76, 83, 78],\n",
       "         [51, 24, 13, 52, 57, 99, 91, 68, 49, 21],\n",
       "         [46, 56, 54, 62, 25, 37, 50, 80, 89, 88],\n",
       "         [ 2,  5, 44, 55, 81, 70, 74, 22,  9, 42],\n",
       "         [30, 20, 28, 41, 19, 45, 77, 64, 71, 27],\n",
       "         [90, 39, 29, 98, 14, 36, 31, 73,  8, 96],\n",
       "         [17,  1, 10, 59, 72,  6, 92, 61,  4, 26],\n",
       "         [66,  7, 95, 16, 65, 43, 67, 87, 63, 15],\n",
       "         [ 3, 47, 18, 33,  0, 82, 34, 40, 53, 60]]),\n",
       "  'active': True},\n",
       " {'generation': 0,\n",
       "  'fitness': 8.833333333333332,\n",
       "  'chromosome': array([[32, 37, 16, 93, 60, 52,  8,  4, 50, 88],\n",
       "         [86, 24, 81, 58, 21, 75, 76, 48, 47, 99],\n",
       "         [28,  9, 20, 83, 97, 62, 71, 69, 40, 41],\n",
       "         [96, 42, 67, 11,  2, 54, 43, 45, 19, 35],\n",
       "         [79, 82, 34, 56, 66, 92, 68, 64, 73, 27],\n",
       "         [39, 44, 31, 55,  3, 22, 72, 53, 57, 33],\n",
       "         [91, 89, 95, 70, 77, 36, 18, 74, 13, 51],\n",
       "         [26,  5, 29, 59, 23, 78, 98, 10, 30, 12],\n",
       "         [90, 87, 65, 61,  1, 49,  0, 80, 63, 17],\n",
       "         [46, 85, 14, 84, 25, 15, 94,  7,  6, 38]]),\n",
       "  'active': True},\n",
       " {'generation': 0,\n",
       "  'fitness': 8.894444444444444,\n",
       "  'chromosome': array([[60, 87, 52, 88, 73, 56, 97, 24, 33, 16],\n",
       "         [96, 48, 98, 23,  0, 46, 15, 21, 81, 58],\n",
       "         [40, 83, 79, 38, 37, 22, 99, 62, 71, 13],\n",
       "         [54, 82, 74, 41, 35, 76, 20,  4, 14, 61],\n",
       "         [25,  9, 30, 85, 69, 32, 92, 18, 65, 84],\n",
       "         [45, 51, 57, 63,  7, 31,  8, 94, 86,  5],\n",
       "         [50, 27, 49, 47, 80, 66, 75, 36, 19, 70],\n",
       "         [91, 93, 17, 72, 10, 64, 29, 89, 95,  1],\n",
       "         [78, 34, 43, 11, 90, 68, 77, 55,  2,  6],\n",
       "         [44, 42, 26, 59, 67, 39, 53, 12, 28,  3]]),\n",
       "  'active': True},\n",
       " {'generation': 0,\n",
       "  'fitness': 8.956666666666667,\n",
       "  'chromosome': array([[30,  4, 45, 48, 73, 12, 74, 99, 21, 76],\n",
       "         [24, 56, 47,  8,  0, 44, 37,  5, 81, 85],\n",
       "         [98,  7, 20,  3, 83, 53, 62, 93, 29, 91],\n",
       "         [78, 49, 42, 43, 90, 87, 50,  2, 28, 40],\n",
       "         [84, 89, 15, 58, 13, 63, 64, 34,  6, 72],\n",
       "         [97, 80, 16, 57, 31, 95, 17, 88, 66, 38],\n",
       "         [39, 27, 79, 26, 75, 22, 19, 18, 23, 52],\n",
       "         [10, 94, 36, 55, 70, 41, 77, 11, 86, 71],\n",
       "         [67, 54, 33, 25, 59, 96, 60,  1, 61, 35],\n",
       "         [51, 14, 92, 69, 65,  9, 68, 46, 32, 82]]),\n",
       "  'active': True},\n",
       " {'generation': 0,\n",
       "  'fitness': 9.057777777777778,\n",
       "  'chromosome': array([[16, 44, 13, 99, 92, 59, 55, 80, 58, 33],\n",
       "         [67, 36, 12, 42, 61, 82,  9, 70, 50, 11],\n",
       "         [14, 81, 27, 53, 30, 68, 35, 97, 49, 10],\n",
       "         [83,  2, 88, 29, 21, 69, 56, 45, 89, 76],\n",
       "         [63, 91, 37, 52, 64,  7,  3, 85, 43, 23],\n",
       "         [ 4,  8, 65, 15, 47, 40, 78,  5, 74, 51],\n",
       "         [75, 60, 38, 94,  0, 41, 26, 20, 46, 18],\n",
       "         [24, 57, 72, 84, 90, 17, 25, 86, 62, 87],\n",
       "         [95, 54, 71, 28, 34, 79, 66, 73, 93, 48],\n",
       "         [98, 39,  6, 77,  1, 96, 32, 19, 22, 31]]),\n",
       "  'active': True},\n",
       " {'generation': 0,\n",
       "  'fitness': 9.154444444444444,\n",
       "  'chromosome': array([[11, 46, 27, 23, 32, 75, 84,  3, 42, 79],\n",
       "         [ 9, 52, 86, 19, 93, 36, 83, 53,  8, 51],\n",
       "         [60, 74, 40,  5, 10, 82,  6, 78, 69, 65],\n",
       "         [47, 56, 15, 89, 12, 73, 30, 99,  4, 77],\n",
       "         [64,  2, 20, 62, 34, 13, 33,  1, 80, 81],\n",
       "         [66, 72, 29, 94, 38, 55, 76, 59, 18, 14],\n",
       "         [97, 54, 48, 26, 70, 25, 87, 17, 28, 39],\n",
       "         [45, 57, 44, 58, 98, 92, 41, 16, 22,  7],\n",
       "         [67, 68, 31, 61, 71, 21, 63, 90, 96, 91],\n",
       "         [85,  0, 35, 88, 43, 95, 37, 49, 24, 50]]),\n",
       "  'active': True},\n",
       " {'generation': 0,\n",
       "  'fitness': 9.19,\n",
       "  'chromosome': array([[40, 39, 45, 36, 70, 19, 97, 68, 50, 96],\n",
       "         [88,  8, 82, 33, 76,  3, 26, 54, 23, 15],\n",
       "         [ 4, 66,  5, 55, 57,  1, 41, 46, 90, 16],\n",
       "         [47, 98,  7, 48, 37, 27, 14, 28, 12, 43],\n",
       "         [58, 53, 62, 61, 11, 81, 64, 56, 34, 85],\n",
       "         [30, 74, 35, 67, 69, 93, 49,  6, 29, 75],\n",
       "         [84, 95, 86, 79, 42, 10, 59, 63, 73, 51],\n",
       "         [44, 78, 60, 71,  9, 83, 72, 87, 25, 13],\n",
       "         [20, 17, 91, 65, 94, 32, 52, 80, 31, 21],\n",
       "         [92, 24, 38, 22, 89, 18, 99,  0,  2, 77]]),\n",
       "  'active': True},\n",
       " {'generation': 0,\n",
       "  'fitness': 9.22,\n",
       "  'chromosome': array([[63, 14, 65, 87, 36, 13, 62,  1,  8, 72],\n",
       "         [18, 22,  5, 85, 16, 83, 70, 90, 40,  2],\n",
       "         [28, 66, 64, 49, 46, 11, 94,  4, 44, 45],\n",
       "         [54, 33, 35, 84, 43, 75, 51, 80, 31, 69],\n",
       "         [41, 10, 53, 95, 97, 59, 71,  3, 67, 24],\n",
       "         [12, 61, 27, 39, 76, 23, 30, 21, 56, 20],\n",
       "         [58, 96, 86, 34, 78, 50, 55, 74, 73, 26],\n",
       "         [82, 93, 48, 92,  9, 68, 79, 52, 91, 25],\n",
       "         [42, 77, 88, 89, 38, 60, 17, 57,  7,  6],\n",
       "         [81, 47,  0, 29, 37, 15, 19, 98, 32, 99]]),\n",
       "  'active': True},\n",
       " {'generation': 0,\n",
       "  'fitness': 9.255555555555555,\n",
       "  'chromosome': array([[68, 91, 71,  5, 95, 78, 21, 33, 88, 65],\n",
       "         [99, 19, 64, 43, 93, 74, 45, 90, 84, 27],\n",
       "         [ 0, 97, 28, 73, 22, 25, 51, 69, 81, 47],\n",
       "         [80, 38, 79, 96, 85, 35,  6, 46, 20, 87],\n",
       "         [55,  4, 70,  3, 62, 39, 92, 34,  2, 36],\n",
       "         [ 9, 24, 14, 56, 57, 54, 58, 49, 48, 72],\n",
       "         [83, 66, 31, 18, 60, 41, 67, 16, 13, 37],\n",
       "         [23, 42, 40, 94, 11, 86, 59, 75,  8,  1],\n",
       "         [89,  7, 15, 50, 30, 53, 26, 52, 61, 29],\n",
       "         [98, 44, 12, 82, 32, 77, 17, 63, 76, 10]]),\n",
       "  'active': True},\n",
       " {'generation': 0,\n",
       "  'fitness': 9.46111111111111,\n",
       "  'chromosome': array([[34, 21, 79, 50, 90, 29, 14, 82, 71, 97],\n",
       "         [66,  0, 67, 52,  4, 39, 32, 42, 40, 91],\n",
       "         [26, 58, 72, 22, 15, 57, 16, 18,  5, 93],\n",
       "         [33, 86, 70,  6, 23, 81, 10, 77, 56, 53],\n",
       "         [62,  7, 41, 75, 61,  2, 47, 92, 43, 68],\n",
       "         [96, 78, 51, 19, 84, 17, 25, 94, 83, 27],\n",
       "         [35, 28,  9, 24, 37, 49, 88, 89, 44, 74],\n",
       "         [99, 95, 55, 13, 63, 59, 64, 30, 46, 76],\n",
       "         [ 1, 11, 31, 80, 54, 12,  3, 36, 87, 48],\n",
       "         [45, 65, 38, 69, 73, 98, 60,  8, 85, 20]]),\n",
       "  'active': True}]"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# CODE HERE\n",
    "# sorted(generations, key=\"fitness\")\n",
    "sorted(generations, key=lambda x: x['fitness'])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### 繁衍生息\n",
    "\n",
    "接下来就要真正的“适者生存”了。在进化论中，只有优秀的基因才有资格繁衍出下一代。我们要让两个优秀染色体结合，“生出“一个孩子来。\n",
    "\n",
    "具体的”繁衍规则“可以多种多样，在这里我们规定如下：\n",
    "* 对于id在1-50的用户，其基因来自于母亲\n",
    "* 对于id在51-100的用户，其基因来自于父亲\n",
    "* 如果基因有冲突（两个用户被指向同一个位置），就再随机挑选一个位置\n",
    "\n",
    "现在请**补全”遗传规则“**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "import random\n",
    "\n",
    "def recombine(mother, father):\n",
    "    child = np.ones((10,10)) * -1\n",
    "    child = child.astype(np.int)\n",
    "    # 遍历每个用户\n",
    "    for index, uid in np.ndenumerate(np.array(df)):\n",
    "        if uid <= 50:\n",
    "            # 如果uid <=50，则position为mother中该uid的位置\n",
    "            position = np.where(mother == uid)\n",
    "        else:\n",
    "            # 如果uid > 50，则position为father中该uid的位置\n",
    "            position = np.where(father == uid)\n",
    "        \n",
    "        try:\n",
    "            if child[position] != -1:\n",
    "                # 处理冲突\n",
    "                filtered = np.where(np.equal(child, -1))\n",
    "                position = random.choice(list(zip(filtered[0], filtered[1])))\n",
    "        except:\n",
    "            exit()\n",
    "\n",
    "        child[position] = int(uid)\n",
    "\n",
    "    return child"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "但是这种遗传规则可能会导致”近亲遗传“，进而不利于物种的进化，还好我们可以设计一套基因变异的方案，也就是随机调换一些基因（就是用户座位）的位置，以保证生物多样性。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "import random\n",
    "\n",
    "def mutate_chromosome(chromosome):\n",
    "    first = (random.randrange(0, 10, 1), random.randrange(0, 10, 1))\n",
    "    second = (random.randrange(0, 10, 1), random.randrange(0, 10, 1))\n",
    "\n",
    "    chromosome[first[0], first[1]], chromosome[second[0], second[1]] = chromosome[second[0], second[1]], chromosome[first[0], first[1]]\n",
    "    return chromosome"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### 可视化\n",
    "\n",
    "接下来我们来将每条染色体的适应性都可视化出来，为了更生物一点，我们用类似于基因图谱的形式绘制每条染色体的基因情况"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "%matplotlib inline\n",
    "\n",
    "def draw_population(population, generation):\n",
    "#     get_ids = np.vectorize(get_id)\n",
    "    figure, axes = plt.subplots(1, 10, figsize=(20, 3))\n",
    "\n",
    "    for index, chromosome in enumerate(population):\n",
    "        ids = chromosome\n",
    "#         print(index)\n",
    "        axes[index].imshow(ids, interpolation=\"nearest\", cmap=plt.cm.plasma)\n",
    "        subplot_title = \"Chromosome \" + str(index)\n",
    "        axes[index].set_title(subplot_title)\n",
    "\n",
    "    plot_title = \"Generation \" + str(generation)\n",
    "    figure.suptitle(plot_title)\n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x216 with 10 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "draw_population(initial_population, 0)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### 又到了交配的季节\n",
    "\n",
    "现在就可以交配了。我们可以设定如下终止条件，如果终止条件没有被触发，就可以一直交配下去：\n",
    "* 代数达到上限\n",
    "* 后代的适应性超过阈值\n",
    "* 后代适应性退化\n",
    "\n",
    "这里我们迭代最多50次，在50代交配中，只要有染色体达到或超过优质标准（距离小于5）就停止。\n",
    "\n",
    "现在来实现交配逻辑吧！\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [],
   "source": [
    "import copy\n",
    "\n",
    "most_fit = []\n",
    "\n",
    "# 当前的适应度\n",
    "max_fitness = None\n",
    "\n",
    "# 适应度最高的染色体\n",
    "fittest_chromosome = None"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [],
   "source": [
    "### 从generations取出某一代的所有染色体，并排序\n",
    "def get_chromosomes_in_generation(generations, generation_num):\n",
    "    # Get only the chromosomes in this generation\n",
    "    generation = list(filter(lambda k: k['generation'] == generation_num, \n",
    "                             generations))\n",
    "    return sorted(generation, key=lambda k: k['fitness'])\n",
    "\n",
    "\n",
    "### 更新 most_fit / max_fitness / fittest_chromosome \n",
    "def sort_chromosomes(generation, most_fit):\n",
    "    max_fitness = generation[0]['fitness']\n",
    "    most_fit.append(max_fitness)\n",
    "    fittest_chromosome = generation[0]['chromosome']\n",
    "    return most_fit, fittest_chromosome"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "在这个交配游戏中，每一代我们都会让适应度最好的四个染色体交配，生下两个后代，然后杀掉适应度最差的两个染色体以取而代之。为了防止数据污染，对每一代我们都复制仍存活的染色体数据。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 请将以下Comment 添加到代码的合适位置\n",
    "# A. 将适应度最高的两条染色体交配\n",
    "# B. 将新一代染色体加入到generations中并返回\n",
    "# C. 将适应度最差的两个染色体杀掉\n",
    "# D. 找到仍存活的染色体，并更新代数\n",
    "# E. 将适应度第三和第四高的两条染色体交配\n",
    "\n",
    "\n",
    "def copy_chromosomes(generation, generations):\n",
    "    new_generation = copy.deepcopy(generation)\n",
    "    \n",
    "    new_generation[-1]['active'] = False\n",
    "    new_generation[-2]['active'] = False\n",
    "    \n",
    "    active = list(filter(lambda k: k['active'] == True, new_generation))\n",
    "    for chromosome in active:\n",
    "        chromosome['generation'] += 1\n",
    "    \n",
    "    \n",
    "    generations.extend(active)\n",
    "    return generations\n",
    "\n",
    "\n",
    "def mate_chromosomes(generation, generations, generation_num):\n",
    "    \n",
    "    child = recombine(generation[0]['chromosome'], generation[1]['chromosome'])\n",
    "    child = mutate_chromosome(child)\n",
    "    generations.append({\n",
    "      \"active\": True,\n",
    "      \"chromosome\": child,\n",
    "      \"generation\": generation_num + 1,\n",
    "      \"fitness\": calculate_chromosome_fitness(child)\n",
    "    })\n",
    "\n",
    "    other = recombine(generation[2]['chromosome'], generation[3]['chromosome'])\n",
    "    other = mutate_chromosome(chromosome)\n",
    "    generations.append({\n",
    "      \"active\": True,\n",
    "      \"chromosome\": other,\n",
    "      \"generation\": generation_num + 1,\n",
    "      \"fitness\": calculate_chromosome_fitness(other)\n",
    "    })\n",
    "    \n",
    "    return generations"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "最后，我们用一个`main`函数将这些步骤封装起来"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [],
   "source": [
    "def run_ga(input_generations):\n",
    "    fittest = []\n",
    "    max_fitness = None\n",
    "    fittest_chromo = None\n",
    "    for generation_num in range(50):\n",
    "        if max_fitness and max_fitness < 5:\n",
    "            break\n",
    "\n",
    "        generation = get_chromosomes_in_generation(input_generations, generation_num)\n",
    "        fittest, fittest_chromo = sort_chromosomes(generation, most_fit)\n",
    "\n",
    "        input_generations = copy_chromosomes(generation, input_generations)\n",
    "        input_generations = mate_chromosomes(generation, input_generations, generation_num)\n",
    "\n",
    "        draw_population(map(lambda d: d['chromosome'], \n",
    "                        get_chromosomes_in_generation(input_generations, generation_num)), generation_num)\n",
    "\n",
    "    return fittest, fittest_chromo"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x216 with 10 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x216 with 10 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x216 with 10 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x216 with 10 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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j14dy9K6hPjluR+odAPYAFpvZsvS/Bn2JgzL0rqE+GRqp17PPI3VbnkrqPDTj1uTY9Vyncsy8huAcnXPFzrk51f9I3Z8ud84tWpNj12ONyjDzGuozi0Wkzq3wA6m/uu4J7OVST5lvUMrRu4b6Pr75K6nTG8wi9YyBh4C71+TY9VijMsy8hvpmCKmXi93nnGu0Z3spR+8a6vN7cSnw/4DT0rWfAuNJnXe2wShD7xrqO4tnpdc6HehBaqO23qwR51hERERERERERNYB68QzhEREREREREREpPFoQ0hEREREREREJMtoQ0hEREREREREJMtoQ0hEREREREREJMvkNdWBO7fPdf175GescSVhy5s5tZv/eB2Kg3p9tbjAW9PFtQjq1WOrGUF1Ib4b1yOxXsVMW+Cc65JEr8bOsTCv0lsDML2ywlsTc44lLKTMFVsSvZRh/WgWU5RjSqKzWJTn+nfJfFuULm0V1Kugp/933oqpHYJ6teqwzFvj2pcH9Zr0eXdvzUYbzQ3q9e03/l7rD54d1OuTT0sTm8U2OUWuU07njDV5uVVBvRaX5Xpr+m82K6hX+ew23prK8rD7iGlL/DNbYWFvWjKgqMxb06rnYm/N1NnlLFhcmcgsdiwsdL2LMt9eBZ38cwGwck57b03LHv7vD6Bqmf8xatmKwqBeBX2Xemtmf9orqFeLgN8HxRVhf4NexJTkZtGKXMeczK3mOf/vKIB+rfzfY05O2Fy3bLfcW/PdjE5BvTbo43+jvaoupUG9Zo3r7a3p3W+et2bawhIWFJcnMouFVuRakznDzq3Cvr+5K/zzs95WYfenOaX+b698jv8+F6Cqyj8bhR38PzMApUv8jxGKl7QO6jWtIrnHqB1bFro+bTMf9/t57YJ69evmv7/Ma78iqNeiKf7Hu4vKwu67+nXx36d+uaBlUK9C5//dv1HvH7w13y8qYcHyMu8Pa5NtCPXvkc9H9/bLWFM1IfMDqmpnH32Kt+a4Pf4X1OuXz/h/+R1WOiCo1/nvnxNUF+Lg1ucn1uu1yj9PS6pXY+e4caewAT9t8RxvTcw5flh5USJ9QBnWl2YxRTmmJDqLXVrw0WWbZKyZ9srgoF69Rr7prfnkmEOCem150Lvemqr9wh5E79/Pn+HLt/wrqNe+e5zlrXnkrcuDerVt/01is9gppzPntB+ZsaZDu7D5GTXZ/wD57lEXBvWa988dvDU/zOkY1Ov4Fwd6axZaSVCv+7eb6a0ZfJH/HYm3OSqxCOld1IYX/t++GWt6HflBUK/xV+3jrdnkvOeDepW938dbM330RkG9etz6urfmyo4XB/XqH/D74M25YRv/D3FYYkF2zOnCGW0yfw83r1wU1Ov2zZd4awpbhm1MbLHvh96ag844IqjXk2fd660pOW5qUK+Rhf77y6vOu8lbs+1lnwYdL0RrurAnl2as+fOmU4N63TDGv+F17/sjg3q1mub/H/ZZV+4U1KtkuX+TYMP/91FQr2kvbumteePlbYN6HTc3uceofdq25pVhe2asOenGvYJ63X7Us96ajvt9EdTrkcP+5q15dHrYH+JuPeRVb83md2we1GvDKv8fEl4/7QlvzQ7X+u9rIPAlY2a2p5lNNLNJZnZ2Hde3MLNH09d/ZGb9g44ujWqB+4L3Ks8B2FQ5xqk6w2XMRBnGS7MYP81i8/Daf5ez1dApoFmM1ssfLGfQH6Yw/rtSzWLEZvEZz3EmaBaj9cr4H9j0/LF8OXO5ZjFS40u/4B8LzuHcBWcD/OxpuMqwefJuCJlZLnAzsBcwCDjUzAbVKjsG+ME5twFwLXBl0guVteNcFV9XPcCWOacBfIlyjE7NDFvTE5RhlDSL8dMsNg+VlY4zzpzHk0/0As1ilCorHadcPY/nr+vFoAEFoAyjVEUVY/gPu3IWaBajVFnlOPWh7xh1yiZs3LMVKMPoVLkqHip+gFPbn8bFnS4F6KgMs0PIM4S2BiY55yY758qAR4D9a9XsD1Q/Z/EJYDczS+S1o5KMJUymFV1pZV0BHMoxOjUzNAyUYZQ0i/HTLDYPY8aWMGBAPuv1LwDNYpRGTyhh/d75DOhVQI5pFmO1kO9oQzfaoN+Lsfp4SjHrdy1kQJdCzWKkppRPpktuV7rkdSXP8gAWoQyzQsiGUC9geo3PZ6Qvq7PGOVcBLAF+djY0MxtuZmPMbMz8xWEnJJVklLKYFvaTcwMox8gow+ZBOcavwTIsDju5qSRj9uwKevf6yakUE8lxmQt7EwtZe7PmVdCnW/IZLioJO/+RJGMli2j900gSmkX/SV4lGbMWl9Gn40/OE5VIhiXo/rSxLK5aTMecnzy2KWMNM4Sf5rhwpe5T12UhG0J17frVfuuIkBqcc3c454Y654Z2ae8/GZckqc53+1COUVGGzYNyjF8DZVjUZO/zkJVc3W+CtdY5trGiBFYnIVbzPmZrnWHHwrB36pIGlcAstm2YlcnPNNT9aSG6P20sLsHHNvDTHDu11H3quixkQ2gGUPNtDXoDtd9OZFWNmeUB7Ug9zUzWES3oQKn7SSTKMTLKsHlQjvFThs1Dz555zJj5k2dlKcfI9Oqax/S5yjB2LenIcn7y9unKMTK9OhQwfdFP3mVNGUamQ04HFlX9JI4ClGFWCNkQ+hjY0MzWM7MCYBgwqlbNKOCo9McHAW84t5q9YmkSbVmPFcxlpZsPqd1d5RiZmhmmd/GVYYQ0i/HTLDYPQ7YqZPJ35UydWg6axSj9cuNCJk0vZ8qscqqcZjFWnRhAMXNYxjzQLEZpaP8iJs1byZQFJZrFSPXPX495lXOZXzmfClcB0BFlmBUsJEMz2xu4DsgF7nbOXWZmFwNjnHOjzKwQuB/YktQu4TDn3ORMPbvb+u4wLs943C9yVwR9E5tVtvLWbNwtrNdjC/w1H+TNCeo1fcmd3pqDW58f1GvEkNnemgM+y3xOr4rKiZRWPo9zC0uBS5RjfDn+mOFioPIfyjC+DGHdn8UQB3cOq2uuOTbELA79RUs3+o7+Gde07O0NvOsGeO3+33prRk/qEtRrvY7+1/4Pf+jqoF4PHnOqt+aQC+4L6pXXa4m3pmph64zXv/TZD5zxwDS+nVuS2CyG5HjBriO9awe46HH/G7hMGzU0qNcN9+7mrbnylluDelme/5xl4x7ZOahXZaX/5a6bvHL/aq979eUVnHvmQqZ/X0FZGYnM4laDC907r/fLuKbxB//Bu26AjZ97zFtzeZtLgnrdUpBx2QC88MuyoF43v7e+t6aHyw/qdc2Ta/9z+uaM77n04w+YunRpYrPYw9Z3x+Rk/r145CFve9cOMH+W//7yzPdqn26lbuNzF3prntki7P+xFyzo4K25aHrYOQa/eORub421K13tdS9+VMzpt8xl2rxyyspdIrO4Zc8O7o1jdsm4ppcCft8BPDi9pbfm5M3nBfXa9FfjvTU99/4sqNcuv/+rt+bFS54K6jXxnc28Nee89ovVXjfffc43VQ/jqGIl82c653qvbYYAnW2A25/LMta0D3qeCryUP99bM/6lsN9lR+x+nrfm/heuCOq14rPe3prCfb4N6vXiH0/y1pz4rX+u55VfR1nVdO9Jv4NOWOCcexF4sdZlF9T4uAQI+80oTSYvdyB5uQNZVnrueOfcZaAcY1Od4Yqym6msmqEMI6VZjJ9msXnYa4sO7LVFB/KP/FCzGKk99mzFHnu2YtftZvLJ2FJlGKlde/dl1959Wf/eOzWLkdp7myL23qaIrU+czJiJK5VhhLrY5nTJ3RyA1yr/PAeUYTYI24oTEREREREREZFmQxtCIiIiIiIiIiJZRhtCIiIiIiIiIiJZRhtCIiIiIiIiIiJZRhtCIiIiIiIiIiJZRhtCIiIiIiIiIiJZRhtCIiIiIiIiIiJZRhtCIiIiIiIiIiJZJq+pF5DJwZ3D6o4edYG35p79zg7q9dL7V3hr9tourNfYnY711jz89xeCej19zz7emqmnhfXq7P8WE6Ucf5RUjrv9Z3nQ8ZKiDH+UHbPoX5hyTElyFlfMbsdnV+6bsebJl4cE9fqCUm/NJfuODurVut0yb83SnVcE9Rr26lXemuWPDArq9c3jO3prHnpti6BeMCywzm/ONz3412/Pz1jzjhUH9TrlwLO8NTe+cHlQr0uuf9tbs/Afvwzq1a7PAm/NoF0+C+r11qO7eWve3/okb82yb68LOl6IpRO78MbOf8lY87ur7g7q5Z5t763ZeoP5Qb22qvT3evbdjkG9bi85x1uz4sztgnqVTOrqrTnt/h2CesGdgXV+3becyd/fzTyLu7c7I6jX1hXtvDWz82cH9Vry1MPemgn/9+ugXhtvPcFb88kZHwX1um6Tkd6aU8b4a1y+CzpeiKmzO3DsZQdmrHnsiX+H9Tr0796a3uvNDOr15EO/8dYc1XVxUK/jevhvL3fid0G9Kt8c7K0ppyqoV5IKDQa2yPx9HvO3x4N6XXXw596aMSMOCup1/A7femv23O+0oF7P3+r/nTBo6MlBvW7d0v+464Ehld6a4z8Py1rPEBIRERERERERyTLaEBIRERERERERyTLaEBIRERERERERyTLaEBIRERERERERyTLaEBIRERERERERyTLedxkzsz7AfUB3oAq4wzl3fa2aXYBngSnpi55yzl2c7FJlTc1cuoITnx/DvOUl5BgAP3s7CGW47quZ4/dLlmNmp2oW46JZbB40i/ErZgGvcgvLWYyl/jamWYzQ/LLFXDP9YX6oKGZe2SLNYoRWuoWMc3dQyhIMA81ilKbPLufP58xjzoIKps2s0CxGqMQt4uuquyhjCej3YlYJedv5CuAM59w4MysCxprZa8652u9z+D/n3O+SX6Ksrdwc4+Jfb8YW3TtQXFrOeteO6mpmg5RhXGrmuMvd/2X8vCUnaRbjollsHjSL8cshlx05gq6sRxkruZWjNYsRyrUcju2xLxu06s3J3/ybySWzNIuRMXLZxA6lvfWnwq3kRXeCZjFCeXnGVWd1YstBhfzy/33PZ1+XaRYjY+Swfs7BFFk/KlwJ71b9VbOYJbwvGXPOzXbOjUt/XAx8BfRq6IVJcrq3ackW3TsAUNQiH2AlyjA6NXPMTT29RLMYGc1i86BZjF9rOtCV9QAooCVoFqPUMb8tG7TqDUCO5YBmMTqF1p721h+APNMsxqpHlzy2HFQIQG6ufi/GqIW1p8j6AZBnhaBZzBohzxBaxcz6A1sCH9Vx9bZm9hkwCzjTOfdlpl7zrZQ7CiZnPN61dA9aV/ud/hRQNSeoF/ud7S15bPklQa0Obn2+t+aDz4YE9dq2wl9z9O+/8NZMnVUO0IoEMgTlWK2xc6x8bAVoFqPOULP4o5hzTHIWq6pyKF7aOuPxjjzkbe+aACrK/L/e2/dYFNTr9lv9fwgc9N7goF4bbDTVWzP46DeCeg054Ct/zaVPemumzirn+t8nN4tdN5/Fia9flLFm892P9a4LYJvfveCt2XO/04J6Tcj15/3qvtOCen354abemvz88qBeL37pv1/avnext2ZluYOEZrGwsIwNfpH5/pTKsNNwli9s461p2bI0qNfCRW29Nf+846agXqcVXu6teS1/XlCvzSo6emtuPv41b830pcsY9VBys5jzQx6tn+yUeV27hv3ML5rfwVtzQF5lUK+q3iu9NYPOeDmo1yeX7u+t2XrgCUG9Tkm/lj2Tl/5wkrdmwbdXAnMSmcX1N5jD49dflfF4fX9/lHdNANP+N9Jbc92uFwT1mr7C/zs2J68qqNc2O37irRm71+FBvXa8+X5vzStjunlrpi4oYeC5yc1i+3bL+d1uH2asefqefbzrAmjxwG+9NYfddb23BuD03/ofVz53y61Bvb58ZltvzVcP+PMBuP2Ek701h5/2uLem1bTlQccL3hAyszbAk8DfnHNLa109DujnnFtmZnsDzwAb1tFjODAcwGgfemhJyLIVVRx89iyA6WuaISjHprZsRRWTZ5aDZjFamsXmIelZ7NaiXQOvWGpriFns07tef2uTBJRUlTC/Yj4kNIs9WhY18IqltuXl5Rz/6luQ4Cz27VTQcAuWOq2sLGVO+UJIaBb7dslv4BVLbctKKhl221eQ4CzqPnXdFvTnDTPLJ7UZ9KDxFZPqAAAbyUlEQVRz7qna1zvnljrnlqU/fhHIN7POddTd4Zwb6pwbapb5r6CSrPIKxx/OnsWhe7YFWFz7+tAM09crxyZSnWPHdjloFuOkWWweGmIW2+e3aoSVS7WGmsXOnXIbdN3yUxWughsW3kbrnNaJzWLHFi0bYeVSrbyyiuGvvMUBGw6AJGexSJsJjanCVXLF9Hsoym2V2Cx2aacN9sZUXlHFIbd9xbBtukKCs6j71HWbd0PIzAy4C/jKOffv1dR0T9dhZlun+y5McqGy5pxzHHfpHDbuX8Bpf6z7Ka/KcN1XM8duHev+Bakc122axeZBsxg/zWLz4Jzjrh/uo2d+D9rl1v1yKuW4bnPO8fe332fDDu0ZvsWgOmuU4brPOceNMx+hT4tutM+r+9kgynHd5pzj+Pu+5Rc9WvG339R96iBl2DyFbLtuDxwBfGFmn6YvOxfoC+Ccuw04CPiLmVWQOgHVMOeca4D1yhp477MSHnipmM02KGDI4dMABqWf5qcMI1Izx0nTy0nPo2YxIprF5kGzGD/NYvPwTdkk3lvxIX3yezGnfJ5mMUIfz5nHk99M5hcd2/Pbx58DzWKUvloxhbeWjKFfix7MLlugWYzQ+5OW8uCH89m0Vyt+efEnoFnMGt4NIefcu0DGs4w5524Cws5iJ41uh8Etqfhoo1Wf523zzYT00/xWUYbrvpo5bnPUNMZ8VfKzs7gqx3WbZrF50CzGT7PYPAxssSH39b4DgAvmXsaUsqmaxchs3aMb0084ctXnfW67T7MYoUGtB/DsJtcCcPp31zBp5XTNYmS237AdpXfssOrzFsPf1SxmibC3SBARERERERERkWZDG0IiIiIiIiIiIllGG0IiIiIiIiIiIllGG0IiIiIiIiIiIlkm5F3GGkQX14LDSgdkrNlhl/+FNXum7rfGq2nRbc8HtVp+6GxvTeuHewT12qyylbfmhoNmBvXa8PT/eGvu2e/soF7w58A6P+WY0tg5Llh4UdDxQqyrGeYMWuCtqWqCDLvfe6e35p5+5wf10iymaBZTJi/P5Y+j22SsaftRp6BeN2651FuTk1cV1OuCx67y1qyc2D2oV15RibfmrEPODOr1cW6xt+bczX4I6gVnBdb55SzNpeWr7TLW7HHxg0G97j3+ZG/NTQd/HNSrU7953pqioz8L6tXzwbrfHrymsmUtg3pde/Db/poRx/iPV5Hc3zgXLW7No89sl7HmzWc2D+p1YOtCb83JT/0zqNey9zPfxwPcfc6xQb2unej/PfWXgRcH9bryrKe8NR13+yqoF7eFlYWw/EpyumW+nxhy5RNBvf445AJvzT+PfCeo14Fb+m/72//6SlCvPoOmeWsu+Wwjbw3A9fMXe2ve//OL3pq21y4JOl6I8qUtmffKZhlrpnwa9kPzxO9O99b8ZvdxQb26b+B/rLHbxb8L6jXfVnhrJr/0f0G9Xh/uf1z537HrBfWCdwPr/EpLC5j6bb+MNUe+c3lQr2/O3sdbU7J5eVCvSxb753r26Tt4awA22vlzb836h/8xqNcnI5721lw18nBvzZyqCUHH0zOERERERERERESyjDaERERERERERESyjDaERERERERERESyjDaERERERERERESyjDaERERERERERESyjDaERERERERERESyjDaERERERERERESyjDaERERERERERESyTF5THXi+lXJHweSMNRu/NSSo1/DSVt6apRN7BPX6dKd9vDVTpoX1Or/kHG/NE/3OD+p1yhP+2+KF//u/oF7HHR1UFkQ5psw5au+gXnttd7a3JiTHWy9aEHS8EOtshreumxke3No/s5rFH2kWw3W3fM4o7Jax5pulYb+2x37e0VtTWtIiqNd1B+7grRm27bdBvbYf/rK3ZsTpTwf1at1tsbfm+vOPCuqVpMWzOjHqosMz1rRttyyo18qSfG9NVVXY3/aGXLO9t+bAK/4Q1OuSa+7y1sz4Yr2gXsXz23lrunYo8dbkL6wKOl6Iotal7Lp55p/pAzoUB/Vq22mJt2beqMFBvfa9ZSdvzdFFFtRr503+7q15Y8aFQb1afJfrrdl095OCesHJgXV+Va0dy7cpz1jT6hX/zx9AnvPPmasKu+1/G3DItueMCer1lx7+jO7+6KKgXvs9vZm35qXb9vPWLJn/ddDxQkyc35qdbt0mY02nW3YO6vXc6a95a066ev+gXqfs1MZbc/7AlUG99h7xmLdm073+EtRr3L+f8tZ07jo0qNdVLwaVBZm3Mo+bx3fOWLP5tdsF9Rr1QuafB4CNdxkQ1GvP12/y1tx6zx5BvXoWZb6vAZh0181BvSa/tKW35ocq562pxF8DeoaQiIiIiIiIiEjWCfpTo5lNBYqBSqDCOTe01vUGXA/sDawA/uScG5fsUmVtbXjmWNoU5gIMMrMxyjE+1RlOnleCMoyXZjF+msXm4eqyU2hhLUGzGK2z5/+dwpxC5lXM0yxGbFL5heTQAjSL0frLlAtpmdOCOeULNIsR2+fN22mdWwCaxaxRn2cI7eqcG1z7hyJtL2DD9L/hwK1JLE6S99qITQAmKMd4vTZiEzbu1RJlGDfNYvw0i83DMXnngWYxamd0OIueeT01i5Hrm3cKaBajNrL3KfQu6K5ZjNztvzoENItZI6mXjO0P3OdSPgTam1nYSSFkXaIc46cMmwflGD9l2Dwox/gpw+ZBOcZPGTYPyrGZCd0QcsCrZjbWzIbXcX0vYHqNz2ekL/sJMxtuZmNSTz9bXv/Vyloxg73/NQFgY+UYp+oMv5q1EmUYL81i/BpiFpe5pQ21XFkNw7in4gpIcBaXVoadMFqSYlz3wzXMrpid2CwuKdf9aVP4vuJmSHAWFyysbJiFSp0MuGTmzcwom5PYLFY63Z82NsM4afTjkOAslhF2En5pGqEbQts757Yi9RSxk8ys9tsc1HVa/Z+d1to5d4dzbqhzbqhZ63ouVdbWW+duxuiLtgD4FuUYpeoMN+hWCMowWprF+DXELLaxtg2xVMlgeP5I/pp/OSQ4i21z/e8+I8k5u+M5nN9pJF1zu0JCGbbL1/1pY+uXdzoD8kdAgrPYuZP/3c8kOZf2OZ2r+46gR34XSCjDXNP9aWO7Z9s/8tAOR0GCs1hAUQOsVJIStCHknJuV/u884Glg61olM4A+NT7vDcxKYoGSnJ4dCqo/rEA5Rqk6w/xcA2UYLc1i/DSLzUNb61D9oWYxUu1zUxnmWi4ow2jl26r3YtcsRqpjXipDzWLcuhSu2oTTLGYJ74aQmbU2s6Lqj4E9gPG1ykYBR1rKr4AlzrnZia9W1tjy0kqKV6566mwOyjE6NTOsrHKgDKOkWYyfZrF5KHMllLqV1Z9qFiNU6kopqUplWOWqQBlGqcqVUulKqj/VLEaopKqUlVWpDDWL8VpZUcbyirLqTzWLWSLkbee7AU+n3mGOPOAh59zLZnYCgHPuNuBFUm89N4nU288d3TDLlTU1d0k5f7jp6+pPNwYuVY5xqZnht3NWArygDOOjWYyfZrF5WMYSHqy4tvpTzWKEllYu4ZYlNwEwt3IuaBajVEExMyrurP5UsxihJZXFXDUrleGs8nmgWYzSwrIVnDH2mepPNYtZwpz72Uv+GsWQ9dq4Dy/cImPN0olhJyyfP6W7t+aUJ4YE9Tq4s79mh13GBvX65TM/O7/Wz2xb4V87wEvvXxFUFyJvm2/GruZtBOtNOaY0do7bHDWNMV+V1PUa3npThimaxR+F5HjnozsG9dq42wpvTcw5JjqLmxS6jx7uk7HmuYNPDuo1eXonb82x8y8K6vXnNhd4aw7sG3biz8VLW3lrjr7gvqBev/77wd6a1+ZcE9SrqHOCs7hpofvw8cw55gT+yJT28NdV3bN+UK8WPZZ4ax4feURQr9entfPW3Hzjnd4agENO/ZO3ZuSetf9A/XOHvXsfE5bMSWQWB7Xr7u7f7qiMNa+8MTio1+47f+GtKS/LD+r1qxNf9NYs/qRfUK82fRd4a568clhQr3emtffW/OvysLkuOvelxGZxg8K+7ur+Z2as+WpKl6BeI/5zrbfm8iNPD+p11g23eWvOPfEvQb2W//zULT9THlAD0Nn8ZxI5bN/R3ppD336QLxcnM4tD+hW598/O/Lhx3qfrBfUa/ab/8efeb94Q1Kvr+v49kEcHFnhrAMZO8D+2mVMR1IpDdpjorbn33Y2Cet3NHxObxc06d3HP/u73GWu6XvN2UK9WX/p/Tu8dlnnuq/XuNd9b07HzD0G9WrfzvxlB/x0mBPVyFf7v8V9/P9Zbc1vFucx0k72zmNTbzouIiIiIiIiISCS0ISQiIiIiIiIikmW0ISQiIiIiIiIikmW0ISQiIiIiIiIikmW0ISQiIiIiIiIikmW0ISQiIiIiIiIikmW0ISQiIiIiIiIikmW0ISQiIiIiIiIikmXMOdckB87N6e1aFZyUsWbbiu5BvW44aKy3Zv09PwnqlTNogbdm8dObBfVqO3C2t2afY48N6jViiL/XTn95IahXwdHvj3XODQ0q9lCOKY2d468u+oyxU5ZZ0EE9lGGKZvFHyjGlsWexsw1w+3BpxpoXCmYE9dqsspO35p6j3g/q1XWT6d6a7UYcENRr9JfXemvmXbtdUK9f3zXEW3OE6xrU64KKQxObxV42wJ2Qd3nGmofNPxcAx+R38NYcOOyNoF633rOHt+aye68L6rX8wIXemgPajgjqdUDrFt6aV5dVemverRrJEjclkVkcsmmh+/DxPhlrqlqG9Rq+3kXemluv+U9Qr33OOsRb8+iprwX1uv+2fb01f3vXv3aA0h7+m71vv2OCei0sG5HYLBZZfzc09/yMNS9OuzKo19Pbn+6t2epX44N69d5isrfmnUd2C+r1m9Oe8taE/l58+Y2rvDUrP+znrdnxhg8YN2NJIrPYw9Z3x+Rkvj89+rCw+8Aeg6d4awo3nRXUq6p7qbfmmC3C5qd/rv/5GRe+EdZrzuP+34vdh40J6pW7w8TEZnHohq3c6H9vlLGmfLPlQb0+OcZ/P3jO2+sF9arEvw8y6rzngnoV/cL/uPLLR3YM6rXxFaO8NZdudom35s7Kc5nlJntnUc8QEhERERERERHJMtoQEhERERERERHJMtoQEhERERERERHJMtoQEhERERERERHJMtoQEhERERERERHJMtoQEhERERERERHJMnm+AjMbCDxa46IBwAXOuetq1OwCPAtUv5/fU865ixNcp6ylibNXctitE6s/HWRmS1GOUamZ4bdzSlCG8ak1hwBbmtnflGFcNIvxW+Bm8VjlDTUv0ixGaJmbzSfuFgCWM0ezGKFKN5/iigdrXqRZjNA385dz1IOfATBpwXLNYoQmfl/GoRfMqnmRZjFLeDeEnHMTgcEAZpYLzASerqP0f8653yW7PEnKwB4tGXPxYAAKjn5/AtAb5RiVmhluM/JTPpm2YgXKMCo1M6yscrQ85oMqlGF0NIvx62w9OTHvCgCqXBUjKw/TLEaojfVgR7sEgP9VXUgx0zSLkcm1LrTP/xsAzlWxqPwczWKENurSmg/+th0AO1z/Pp/OKtYsRmZg3wLG/ac/AJWVjoKdv9EsZon6vmRsN+A759y0hliMNJq2KMeoFZdUgjKM2hsTlgCUKsO4aRbjN9mNB81i9CopAc1i1MrdJNAsRq+4VL8XY/f62BWgWcwa3mcI1TIMeHg1121rZp8Bs4AznXNf1i4ws+HAcICerdrw+r4zMx5s/T2fD1rU2Uef4i96dMegXne0mOyt2baie1CvzSpbeWtGbP1dUK9dbrzXW/PWyUcF9YL3OwI3rOZK5VjLupjjvAWfgGYx6gxvmPwkwMLVXO3NEJRjXWKexd5tW/LvE5/KeLwJ//qNd00AL8y4yltzXI8Lg3pdf1ZdfyD8qasHLw3qtfz+Tb01PQ//KKjXOwUV3ppTb9zLWzPavQcJzmLfHnmc8/L5GY95XnGud10Ai0Zt5q0pWeqfC4C78v2P6w+8f9egXrsdV+StWfzQbUG95r+3kbdm3A37eGsqWQ4JzWLfTgXYmM4Zj/fQiGO9awI4fOj33poDzjo0qNdr4y731ix7clBQr1NuvsVb8+2VewT12v3p9bw1vataemu+r/wSEpzF3m1b8tQpmX/vTTl1T++6AFaUtPDWPPzEDkG9jm690luz0xt3BPWac+523ppxufODes16eGtvzZvP+7/HuYvehYRmsU+vPM4dc0HG403962+9awJwFf7nQfxr/3ODenXp4M/w7oeu89YALP68r7emdFyvoF6dzvD//hx9zCHempu+eg6Ykdgsds1vz6sXHJbxmLud+ox3XQC//Ofj3ppHH90yqNf/nvP/PBfP6RjU69SL/bfrBUe8HdRru83P9NaU2yJvzWIqg44X/AwhMysA9gPqSmEc0M85twVwI1Bnos65O5xzQ51zQzu08P9ikOSVV1UAtEM5Rqu8qoJllaWgDKNVXlXBB4u/BvihjquDMgTl2NSSnsVOrfz/wyHJqnQVzGIcJDiLnTuEbfZIciqpoIwVkNAsdi7Kb7jFSp2qXAVL3ReQ5Cy21n1qY6twFaxwKyGpWeyk+9PGVl5VybsLvoUEZ7FdXuuGWawkoj4vGdsLGOecm1v7CufcUufcsvTHLwL5Zpb5TyvSJEYv+QZghXKM1+gl31CYk48yjNfoJd+wYaueAD97ioMyjIdmMX5z+IwO9AfNYtRm8il5FGgWI1bsvqSl9QHNYtQ+KxlPgWkWY/bBwkkMbNMdNItZoz4bQoeymqf/mVl3M7P0x1un+67uaWbShN5c+DlAnc8xU45xeHPh5xTl1f1sEGUYhzcXfs6unTav8zplGA/NYvy+5wP6sm2d1ynDeEzlAwpoU+d1yjEOi91YOtjQOq9ThvH4cMVoWufU/WwQ5RiH1+ZO4DfdNqnzOmXYPAVtCJlZK+A3wFM1LjvBzE5If3oQMD79esIbgGHOOZf0YmXtlFSWMXbJJIDF1Zcpx7hUZ9gmt3DVZcowLtUZ7tDhx1+2yjA+msX4VbhS5vIlvfjxf0KVYXwqKGUW4yngx/8JVY5xqXJlFLuvaWeDV12mDONTWlXK+NKvaG0/ntdMOcalpLKc0YumsEvXgasuU4bNX9BJpZ1zK4BOtS67rcbHNwE3Jbs0SVphbgFPD/kHu48+b9UZppRjXKozPHH8zasuU4Zxqc6wJmUYH81i/PKsBQdwa+qT9MNZZRifPFowjNt5gR/vV5VjXHKsgE3zfnoifGUYnxY5Lbi157VcMPeyVZcpx7gU5ubzyk6n/+QyZdj81fdt50VEREREREREJHLaEBIRERERERERyTLaEBIRERERERERyTJB5xBqCMuKW/HuW0My1syc0jOo1/kl53hrnuh3flCvH0+3vHojhswOajX41+O8NZ++sVVQr/Y7/clbs21F96BeSVKOKY2d4+zK/KDjhVCGKZrFHynHlMaexa/mtmHINdtnrHlw+1lBvU7uMdJbs2u3kqBe613vv02XPP5IUK97jz/ZW9Pp6Z2Deg3YaKq35l/HvR7U67E7gsqCLP++I++fdHjGmh1GPhbU6/ir9/fWPP7yFUG9TrpzL2/NNf8Nu4+YN/1ib82v+p8R1KucSm/N+RvW+eaoP/Hu9z97h+Q1tmxeO96+ad+MNT26+dcE8OGn/b01dxz1WlCv4sc39da89fiuQb02HDTZWzPi2S2Dep1S4L8fvOXn70Le4EqXt2DquA0z1lz6Ut3v+Fnbw19f5K0pefQXQb3KlhV6a/bu9vegXqPOe85b89TWK4N6Pf/4r701w++51ltz/enzgo4XwuVCedvM5yyeOH6DoF5/fNafz8d33uytAehxvP+++Q97LAnq9fjJme9rAD5d2CKoV+vTzFuzfofSoF5JattzEb85v843K1/lwxv8twPAnh/652dkbt+gXr27L/XWnHnnbkG9OgQ8z6bzbW8G9Trmxe28NcNm+u+Tdt1uTtDx9AwhEREREREREZEsow0hEREREREREZEsow0hEREREREREZEsow0hEREREREREZEsow0hEREREREREZEsow0hEREREREREZEsow0hEREREREREZEsow0hEREREREREZEsow0hEREREREREZEsY865pjmw2XxgWq2LOwMLmmA5SYhp7f2cc12SaFRHjjHdDnWJZf0NmSHEczvUJaa1axZXL5b1axZXL6a1axZXL5b1axZXL6a1axZXL5b1axZXL6a1axZXL5b1B2XYZBtCdTGzMc65oU29jjUR89qTFPvtEPv6kxLz7RDz2pMU++0Q+/qTEvPtEPPakxT77RD7+pMS8+0Q89qTFPvtEPv6kxLz7RDz2pMU++0Q+/pr00vGRERERERERESyjDaERERERERERESyzLq2IXRHUy9gLcS89iTFfjvEvv6kxHw7xLz2JMV+O8S+/qTEfDvEvPYkxX47xL7+pMR8O8S89iTFfjvEvv6kxHw7xLz2JMV+O8S+/p9Yp84hJCIiIiIiIiIiDW9de4aQiIiIiIiIiIg0MG0IiYiIiIiIiIhkmXViQ8jM9jSziWY2yczObur11JeZTTWzL8zsUzMb09TraSox56gMU2LOEJRjtZhzVIYpMWcIyrFazDkqw5SYMwTlWC3mHJVhSswZgnKsFnOOzTXDJj+HkJnlAt8AvwFmAB8DhzrnJjTpwurBzKYCQ51zC5p6LU0l9hyVYfwZgnKE+HNUhvFnCMoR4s9RGcafIShHiD9HZRh/hqAcIf4cm2uG68IzhLYGJjnnJjvnyoBHgP2beE1Sf8oxfsqweVCO8VOGzYNyjJ8ybB6UY/yUYfOgHNdB68KGUC9geo3PZ6Qvi4kDXjWzsWY2vKkX00Riz1EZxp8hKEeIP0dlGH+GoBwh/hyVYfwZgnKE+HNUhvFnCMoR4s+xWWaY19QLAKyOy5r2dWz1t71zbpaZdQVeM7OvnXPvNPWiGlnsOSrD+DME5Qjx56gM488QlCPEn6MyjD9DUI4Qf47KMP4MQTlC/Dk2ywzXhWcIzQD61Pi8NzCridayRpxzs9L/nQc8TerpcNkm6hyVIRB5hqAc06LOURkCkWcIyjEt6hyVIRB5hqAc06LOURkCkWcIyjEt6hyba4brwobQx8CGZraemRUAw4BRTbymYGbW2syKqj8G9gDGN+2qmkS0OSrDVaLNEJRjDdHmqAxXiTZDUI41RJujMlwl2gxBOdYQbY7KcJVoMwTlWEO0OTbnDJv8JWPOuQoz+yvwCpAL3O2c+7KJl1Uf3YCnzQxSt+dDzrmXm3ZJjS/yHJUh0WcIyhGIPkdlSPQZgnIEos9RGRJ9hqAcgehzVIZEnyEoRyD6HJtthk3+tvMiIiIiIiIiItK41oWXjImIiIiIiIiISCPShpCIiIiIiIiISJbRhpCIiIiIiIiISJbRhpCIiIiIiIiISJbRhpCIiIiIiIiISJbRhpCIiIiIiIiISJbRhpCIiIiIiIiISJb5/56TpgsBTBrgAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 1440x216 with 10 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1440x216 with 10 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1440x216 with 10 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x216 with 10 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x216 with 10 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x216 with 10 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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9tJrhRRSDhCOBTzUuv2sgx26FOZbuoZUc96H4BIDXAfMjYnHjT0df4mCGpXtoJcOgeD374xTP5Uco3ofm1oEcu8V9mmP/e6icY0ppUUppTs8fir9Pl6SUnhzIsVvYoxn2v4dWenESxXsrPEXxW9eDgINTccp8R5lj6R5a/fnmgxRvbzCb4oyBbwPfGMixW9ijGfa/h1YzhOLlYt9KKQ3a2V7mWLqHVv5dXAj8PXB8o/Y24E6K953tGDMs3UOrvfiJxl5nAptSDGpbFoPYx5IkSZIkSRoGhsUZQpIkSZIkSRo8DoQkSZIkSZJqxoGQJEmSJElSzTgQkiRJkiRJqplRQ3XgqRuOTNtsOrrfmrS82vYWP75Bac3osSsrrXXP/DGlNRNStX296GWPVaqr4s+3btq2tRYxY15KaaN2rJVzjhulsZXW2vRlj1aqq6JdOS7nCZ5Oi6Ida5lha+zFgjkW7MVCzhmCvdgj5xyHay/OemST8uNNXlRprW7PEIZvL1bJcdyo1aU1ADNXryqtyTnHnHvRDJ/Vzl58wfixacv1J/Rb88TcDSutNWXqgtKa0ZOXVFrryYfLvyeefLra+TNbb7SwtOaueetVWmtcGlla85Itniqt+cuTy5m35OnSXhyygdA2m47mpku27rdmzd1TK631m/MPKa3Z/IWzK6318is3L635u1XTKq31vRs+W6muisMnnNK2tX62+h9ntGutnHM8asW2ldY65YaTK9VV0a4cb1x9elvWATNslb1YMMeCvVjIOUOwF3vknONw7cWTjvlwac37X3d9pbW6PUMYvr1YJccdXrC00lrHz59TWpNzjjn3ohk+q529uOX6E/j50Qf2W3PJeW+ptNZRR1xTWrPx4bdUWuu7R320tOaymeMrrXX+O35aWrPzhTtXWmu7NeXDsV8cf3lpzb7n3FjpeJVGXhFxUETcFxEPRsRJfdw/NiIua9x/U0RsU+noGlTz0h38bvXJAH9rjnnqyXAxszDDfNmL+bMXu4O9mD97sTvYi/mzF/PXk+FvV58E8LwzIMywO5UOhCJiJPAV4GBgR+DIiNixV9l7gadSSi8GzgH+vd0b1bpJaQ33rrmU3UYcD3AX5pid5gwnsBmYYZbsxfzZi93BXsyfvdgd7MX82Yv5a85wnxFnAkwxw3qocobQnsCDKaWHUkpPA98FDu1VcyhwSePy5cCBEdGW146qPRbwEOPZmPGxMUDCHLPTnGEQYIZZshfzZy92B3sxf/Zid7AX82cv5q85wxExCuBJzLAWqgyENgdmNl1/tHFbnzUppVXAAuAFvReKiGMjYnpETJ87v9qbdqk9VjCfsTGl+SZzzIwZdgdzzJ8ZdgdzzJ8ZdgdzzJ8Z5q+PDJ9mgBnCc3N8YtmKDuxY7VJlINTX1C8NoIaU0oUppT1SSntstGH5u2ernZ4XR183muOwZobdwRzzZ4bdwRzzZ4bdwRzzZ4b5a1+G8NwcX7BetU9c09CoMhB6FNiy6foWQO+PtHimJiJGARtQnGamYWIsk1mRnhOJOWbGDLuDOebPDLuDOebPDLuDOebPDPPXR4ZjMMNaqDIQ+gOwXUS8MCLGAEcAV/WquQo4unH5MOCXKaU+p4UaGuvzQpbyV5aluVBMd80xM80ZpmIYb4YZshfzZy92B3sxf/Zid7AX82cv5q85wzVpFcAUzLAWokqGEfEG4IvASOAbKaWzIuIMYHpK6aqIGAf8D7AbxZTwiJTSQ/2tOS1elI7ic/0e946RSyt9ETutHl9as8Mm1db63rzymt+PmlNprZkLLiqtOXzCKZXWqvI1Xji236ecVavvY8XqH5PSEyuAz5pjfjk+m+F8YPWnzTC/DMFe7C3HHO3F58oxQ7AXe8sxR3vxuYYiwxN3f6y05i239/++s/bic+WYo734XDlnSEoknpyVUtpiXTMEmBrbpkM5q9+aDSudpwLXjp5bWnPntedXWutdr/lUac3/XH12pbWW3r5Fac0Dv/3bSmvNnLFZac0HHih/f63HV36Rp9fMLH3T71FVNpVSuga4ptdtpzZdXg68vcpaGjqjRm7PqJHbs3jFJ+9MKZ0F5pibngyXPv0VVq951AwzZS/mz17sDvZi/uzF7mAv5s9ezF9PhgCLV3xyDphhHVQbxUmSJEmSJKlrOBCSJEmSJEmqGQdCkiRJkiRJNeNASJIkSZIkqWYcCEmSJEmSJNWMAyFJkiRJkqSacSAkSZIkSZJUMw6EJEmSJEmSambUUG+gP4dPrVZ3zFWnltZc/OaTKq117Q1nl9YcvE+1tW7Z/32lNd/516srrXXFxYeU1jxyzC2V1ppa/iW2lTk+q105HvjNJZWO1y5m+Cx7sWCOBXuxkHOGkHcvVn3uuz1He7EwbDM8vtpaOfeiORbsxULOGUJ7e3FcwPZjU7817/3o9yut9fnD/1RaM/3Ewyqt9U/7PlBa85sz315prX2O+WlpzTt+tkWltc7fbXFpzY6rNy2tWZhGVjqeZwhJkiRJkiTVjAMhSZIkSZKkmnEgJEmSJEmSVDMOhCRJkiRJkmrGgZAkSZIkSVLNlH7KWERsCXwLmAasAS5MKX2pV80BwI+Ahxs3/TCldEZ7t6qBmrVwKR/48XQeX7KcEQHAxr1rzHD4a87xLwuWEBEfsRfzYi92B3sxf/Zid7AX82cvdgd7MX/2Yn1V+dj5VcDHU0q3RsQk4JaI+FlK6e5eddenlN7Y/i1qXY0cEZzx6p3YZdpkFq1YyQvPuWrjiNjRDPPSnOMB3/g5dz6+4F/sxbzYi93BXsyfvdgd7MX82YvdwV7Mn71YX6UvGUspPZZSurVxeRFwD7B5pzem9pk2cT12mTYZgEljRwMswwyz05zjyGJ0by9mxl7sDvZi/uzF7mAv5s9e7A72Yv7sxfqqcobQMyJiG2A34KY+7t47Im4HZgMnpJTu6m+tubGCC8c81O/xzmFapX1tuP97KlTNqbQWbz6ptOR7Sz5baanDJ5xSWvP723evtNbeq8prjnnrHaU1j8xeCTCeNmQI5thjsHNc/b2lYC9mnaG9+Kycc7QXCzlnmH0vjqqW48VdnqO9WMg5w+x70RwBe7FHzhm2uxc33GAJbzzwxn5rrrj4kNJ9AYy99PWlNUd9/UulNQAfe335c//v/31+pbXu+OE+pTX3XPo/ldb66nEfKq25/DPfL6155QXzKx2v8kAoIiYCPwA+mlJa2OvuW4GtU0qLI+INwJXAdn2scSxwLECwYdVDq00WL13D4SfNBpg50AzBHIfa4qVreGjWSrAXs2Uvdgd7MX/2YnewF/NnL3YHezF/nejFTdeb1MEda11V+pSxiBhNMQz6fymlH/a+P6W0MKW0uHH5GmB0REzto+7ClNIeKaU9Iias49bVipWrEm8/aTZHHrQ+wPPGhVUzbNxvjkOkJ8cpG4zAXsyTvdgd7MX82YvdwV7Mn73YHezF/HWqF6eMXa+j+9a6KR0IRUQAXwfuSSn911pqpjXqiIg9G+s+0c6NauBSSrz/zDnssM0Yjv+HyX3WmOHw15zjJlP6PrnPHIc3e7E72Iv5sxe7g72YP3uxO9iL+bMX66vKS8ZeAbwLuCMibmvc9klgK4CU0gXAYcA/R8QqijegOiKllDqwXw3A725fzqXXLmKnF49h93fOANixcZqfGWakOccHZ66k0Y/2Ykbsxe5gL+bPXuwO9mL+7MXuYC/mz16sr9KBUErpt0CU1JwHnNeuTam99t11PVbd9JJnro/a6/67G6f5PcMMh7/mHPc6egbT71m+a+8acxze7MXuYC/mz17sDvZi/uzF7mAv5s9erK9K7yEkSZIkSZKk7uFASJIkSZIkqWYcCEmSJEmSJNWMAyFJkiRJkqSaqfIpYx2xURrLUSu27bdm3wOur7bYlZuXljx5wY8rLbXkyMdKayZ8Z9NKa+20enxpzbmHzaq01nYf+2ZpzcVvPqnSWvCPFevKmWNhsHOc98TplY5XhRkW7MUm5gjYiz26PcOCvQh552gvFnLOsGAvQt451qEXR+w4r7RmzRBkOO2Si0prLt76lEprtbMXV6wYwyMPbN1vzbt/87lKa91/0iGlNct3Xllprc/OP7W05rGP7Vtprb951e2lNS965z9UWuuPJ15RWnPyqUeV1szirkrH8wwhSZIkSZKkmnEgJEmSJEmSVDMOhCRJkiRJkmrGgZAkSZIkSVLNOBCSJEmSJEmqGQdCkiRJkiRJNeNASJIkSZIkqWYcCEmSJEmSJNXMqKE68NxYwYVjHuq3Zodf7V5prWNXjC+tWXjfppXWum3/Q0prHp5Rba1Tlp9cWnP51qdUWuuiy/YrrTn74nMrrfX+YyqVVWKOhao5fvjy8ufi6q99rbTm/NPnVTpeFWZYGOwMwV7skXOO9mIh5wzBXuwxFDn+tsJzcfTZ9iIM3wztxcJwzXHO0W+otNbB+5xUWuO/i4Xbzh+eGR4+obxnh6IXH182iq/cObXfmp3P2afSWlddvVdpzQ4HbFtprYN+cV5pzfkXv67SWptNWlla8+DXv1JprYeu3a20ZvKIKK0Zuaa8BjxDSJIkSZIkqXYqnSEUEY8Ai4DVwKqU0h697g/gS8AbgKXAe1JKt7Z3q1pX251wCxPHjQTYMSKmm2N+ejJ86PHlmGG+7MX82YvdwV7Mn73YHezF/NmL3cFerJ9WzhB6VUpp197fFA0HA9s1/hwLnN+Ozan9fnbiSwHuNsd8/ezEl7LD5uthhnmzF/NnL3YHezF/9mJ3sBfzZy92B3uxXtr1krFDgW+lwo3AhhFR7YWTGk7MMX9m2B3MMX9m2B3MMX9m2B3MMX9m2B3MsctUHQgl4KcRcUtEHNvH/ZsDM5uuP9q47Tki4tiImF6cfrak9d1qnUTAG75wN8AO5pinngzvmb0MM8yXvZg/e7E72Iv5sxe7g72YP3uxO3SiF59mUWc2q7aoOhB6RUrpZRSniP1LROzf6/6+3sI6Pe+GlC5MKe2RUtojYkKLW9W6+tUnd+Lm03cBeABzzFJPhi/eZByYYbbsxfzZi93BXsyfvdgd7MX82YvdoRO9OIZJHdip2qXSQCilNLvx38eBK4A9e5U8CmzZdH0LYHY7Nqj22WzymJ6LqzDHLPVkOHpkgBlmy17Mn73YHezF/NmL3cFezJ+92B3sxfopHQhFxISImNRzGXgdcGevsquAd0fh74AFKaXH2r5bDdiSFatZtGx1z9URmGN2mjNcvSaBGWbJXsyfvdgd7MX82YvdwV7Mn73YHezFeqrysfObAFcUnzDHKODbKaWfRMRxACmlC4BrKD567kGKj587pjPb1UD9dcFK3n7evT1XdwDONMe8NGf4wJxlAFebYX7sxfzZi93BXsyfvdgd7MX82YvdwV6sp0jpeS/5GxS7v3BiuvEzu/Rbs/C+am9YPvfhaaU1H75890prHT61vGbfA26ptNbLr3ze+2s9z96ryvcOcO0NZ1eqq2LUXvffspaPEWyZORYGO8e9jp7B9HuW9/Ua3pbVIcOLLtuvtOaOkUsrrZVzL47YcV6ltR74r9eW1tShF+dfsVNpzYHf/AW3PfaUvThMM6zKfxcLOefov4uFnDMEe7FHzjnai4WcM4T29uJOUzdKP3rjW/ut2fg/f11prfF3lb/jzSVHnFBprS02n1ta86qvf73SWg9+7vWlNdvse3eltdKq8q/xC//6vtKaC1Z9klnpodJebNfHzkuSJEmSJCkTDoQkSZIkSZJqxoGQJEmSJElSzTgQkiRJkiRJqhkHQpIkSZIkSTXjQEiSJEmSJKlmHAhJkiRJkiTVjAMhSZIkSZKkmhk1VAdevXw0C+/btN+aI//jkEprnXvYLaU1V3/ta5XWGrHjvNKa+VfsVGmtJy/4Y2nNIe97X6W1fvWho0tr9v/nqyutBfdXrCtnjoXBzjEtn1XpeFXUIcOzLz63tKYWvVjxaxyuOQ7HXhw5bmWl41Vx24wNmXLcG/ut2XvVtEprmWFh2PZi5n+nDscc2/nvor1YyL0XzbFgLxbMsDAUvTh28hK2edvN/dasXLSm0lo3n/720ppvPV5pKVY/PrW05uU/2LHSWtsd2v/XB3DXd/ertNYOZ19VWrPqhPISLKcsAAAJAElEQVR1UqWjeYaQJEmSJElS7TgQkiRJkiRJqhkHQpIkSZIkSTXjQEiSJEmSJKlmHAhJkiRJkiTVjAMhSZIkSZKkmin92PmI2B64rOmmbYFTU0pfbKo5APgR8HDjph+mlM5o4z61ju57bBlHnX9fz9UdI2Ih5piV5gwfmLMcM8xPrz4E2C0iPmqGebEX82cvdgd7MX/2YnewF/NnL9ZX6UAopXQfsCtARIwEZgFX9FF6fUrpje3dntpl+03XY/oZuwIw5pgb7ga2wByz0pzhXqfdxh9nLF2KGWalOcPVaxLrvff3azDD7NiL+bMXu4O9mD97sTvYi/mzF+ur1ZeMHQj8OaU0oxOb0aBZH3PM2qLlq8EMs/bLuxcArDDDvNmL+bMXu4O9mD97sTvYi/mzF+ul9AyhXo4AvrOW+/aOiNuB2cAJKaW7ehdExLHAsQCbjZ/I3Ien9Xuwq7/2tUqbOumYD5cXXbZfpbUuHPtQac3eq/rfd4+dVo8vrTlxzz9XWuuAL19SWvOrDx1daS24YQpw7lruNMdehmOOj8/7I2TaixdeuXmltarIOcNzH/oBwBNrubs0Q7AX+5J7L/7iTbP6Pd6LDvpx6Z7ADHvYi8/q9hztxULOGXaiF83RXuxhhoWh6MWNR2/IT089qt9jHviRK0v3BfDyf/t+ac1ll+1Waa3r/3ff0ppFc6ZUWusjZ7yjtObUd/260lr77HxCac3KeLK0Zj6rKx2v8hlCETEGeDPQVwq3AlunlHYBvgz0mWhK6cKU0h4ppT0mj12v6qHVRivXrALYAHPM1so1q1i8egWYYbZWrlnF7+ffC/BUH3dXyhDMcajZi/mzF7uDvZg/e7E72Iv560QvbjBqQmc2q7Zo5SVjBwO3ppT+2vuOlNLClNLixuVrgNERMbVNe1Qb3bzgfoCl5pivmxfcz7gRozHDfN284H62G78ZwKre95lhPuzF/NmL3cFezJ+92B3sxfzZi/XTykDoSNZy+l9ETIuIaFzes7Hu2k4z0xC67ok/AfR5jpk55uG6J/7EpFF9/8bEDPNw3RN/4lUv2LnP+8wwH/Zi/uzF7mAv5s9e7A72Yv7sxfqpNBCKiPHAa4EfNt12XEQc17h6GHBn4/WE5wJHpJRSuzerdbN89dPcsuBBgPk9t5ljXnoynDhy3DO3mWFeejLcd/JLn7nNDPNjL+bPXuwO9mL+7MXuYC/mz16sp0pvKp1SWgq8oNdtFzRdPg84r71bU7uNGzmGK3b/NK+5+VPPvMOUOealJ8MP3PmVZ24zw7z0ZNjMDPNjL+bPXuwO9mL+7MXuYC/mz16sp1Y/dl6SJEmSJEmZcyAkSZIkSZJUMw6EJEmSJEmSaqbSewh1wuJF4/ntr3bvt2bWw5tVWuuU5SeX1ly+9SmV1nr27ZbX7sTdH6u01Ftuj9KaN1RaCTbc/z2lNXuvmlZxtfYxx8Jg5/jY6tEVj1husDPcoWKGx8+fU1qTc4btZi8W7MXCcM1w11ffWlpz2y9fVmkte7FgLxbsxYK9+CxzLAx2jvZiIecM2239zZ7ktaf0+WHlz7jx3DdVWuugG8eV1rzu6S0rrXX4CxeV1pxw0YGV1ppc4TybqRdcV2mt916zT2nNEbNOL6151T7l/y8FniEkSZIkSZJUOw6EJEmSJEmSasaBkCRJkiRJUs04EJIkSZIkSaoZB0KSJEmSJEk140BIkiRJkiSpZhwISZIkSZIk1YwDIUmSJEmSpJpxICRJkiRJklQzkVIamgNHzAVm9Lp5KjBvCLbTDjntfeuU0kbtWKiPHHN6HvqSy/47mSHk8zz0Jae924trl8v+7cW1y2nv9uLa5bJ/e3Htctq7vbh2uezfXly7nPZuL65dLvuvlOGQDYT6EhHTU0p7DPU+BiLnvbdT7s9D7vtvl5yfh5z33k65Pw+5779dcn4ect57O+X+POS+/3bJ+XnIee/tlPvzkPv+2yXn5yHnvbdT7s9D7vvvzZeMSZIkSZIk1YwDIUmSJEmSpJoZbgOhC4d6A+sg5723U+7PQ+77b5ecn4ec995OuT8Pue+/XXJ+HnLeezvl/jzkvv92yfl5yHnv7ZT785D7/tsl5+ch5723U+7PQ+77f45h9R5CkiRJkiRJ6rzhdoaQJEmSJEmSOsyBkCRJkiRJUs0Mi4FQRBwUEfdFxIMRcdJQ76dVEfFIRNwREbdFxPSh3s9QyTlHMyzknCGYY4+cczTDQs4Zgjn2yDlHMyzknCGYY4+cczTDQs4Zgjn2yDnHbs1wyN9DKCJGAvcDrwUeBf4AHJlSuntIN9aCiHgE2COlNG+o9zJUcs/RDPPPEMwR8s/RDPPPEMwR8s/RDPPPEMwR8s/RDPPPEMwR8s+xWzMcDmcI7Qk8mFJ6KKX0NPBd4NAh3pNaZ475M8PuYI75M8PuYI75M8PuYI75M8PuYI7D0HAYCG0OzGy6/mjjtpwk4KcRcUtEHDvUmxkiuedohvlnCOYI+edohvlnCOYI+edohvlnCOYI+edohvlnCOYI+efYlRmOGuoNANHHbUP7OrbWvSKlNDsiNgZ+FhH3ppR+M9SbGmS552iG+WcI5gj552iG+WcI5gj552iG+WcI5gj552iG+WcI5gj559iVGQ6HM4QeBbZsur4FMHuI9jIgKaXZjf8+DlxBcTpc3WSdoxkCmWcI5tiQdY5mCGSeIZhjQ9Y5miGQeYZgjg1Z52iGQOYZgjk2ZJ1jt2Y4HAZCfwC2i4gXRsQY4AjgqiHeU2URMSEiJvVcBl4H3Dm0uxoS2eZohs/INkMwxybZ5miGz8g2QzDHJtnmaIbPyDZDMMcm2eZohs/INkMwxybZ5tjNGQ75S8ZSSqsi4oPA/wEjgW+klO4a4m21YhPgioiA4vn8dkrpJ0O7pcGXeY5mSPYZgjkC2edohmSfIZgjkH2OZkj2GYI5AtnnaIZknyGYI5B9jl2b4ZB/7LwkSZIkSZIG13B4yZgkSZIkSZIGkQMhSZIkSZKkmnEgJEmSJEmSVDMOhCRJkiRJkmrGgZAkSZIkSVLNOBCSJEmSJEmqGQdCkiRJkiRJNfP/AbnCYn2XlrPyAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 1440x216 with 10 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x216 with 10 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x216 with 10 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x216 with 10 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x216 with 10 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x216 with 10 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x216 with 10 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x216 with 10 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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/nlkU/2CeTfGK6A8B7+vnLocDu9VqzwAOTSk9PZBjN7BHM+x/D41m+B2KQcIRwOdql98zkGM3whxL99BIjntRvAPAm4GFEbGk9tHSpziYYekeGskwKJ7P/hTFY/kxitehuXUgx25wn+bY/x4q55hSWpxSmt/zQfHzdGlK6dmBHLuBPZph/3topBcnUby2wnMUf3U9ADgwFafMt5Q5lu6h0d9vPkLx8gbzKM4YuAT4/kCO3cAezbD/PTSaIRRPF7sopTRoZ3uZY+keGvl3cRHwf4FP1GpvA+6ieN3ZljHD0j002oufqe31MWAGxaC2YTGIfSxJkiRJkqRhYFicISRJkiRJkqTB40BIkiRJkiSpwzgQkiRJkiRJ6jAOhCRJkiRJkjrMqKE68LQpI9PWM0b3W5NWVNvekqc2LK15Yln/x+qxNLpKa3aYsqrSWqO3eb5SXRV/vnVG09ZazJwFKaWNm7HWYOc4euzqSmvdu3BMac2EVG1fL331E5XqqmhWjit4hlVpcTRjLTNsjL1Y8GdqwV4s2ItrmWNj7EUzrGcvFnLO0V4sbJzGVlprxqvnVqqrYrj24kvGj01bTp7Qb80zT0+ptNbUaeW/C47eaGmltZ59ZNPymlXVzp+ZufGi0pq7F4yrtNYGaWRpzfY7PVlaM2fuahY8213ai0M2ENp6xmhuvnBmvzVr7plWaa3fnnNQac2XZ1drkBtHzS+tufTNj1daa/qFV1eqq+KwCSc2ba3ruv9xTrPWGuwcN99mXqW1XnPF5qU1/6dreqW1fnzDaZXqqmhWjjd1n9KUdcAMG2UvFvyZWrAXC/biWubYGHvRDOvZi4Wcc7QXC0eu3LbSWifecEKluiqGay9uOXkCvzxq/35rLjz7kEprHXl4+e+Cmxw2u9JaPzzy46U1P3psfKW1znnXtaU1O5+3c6W1tltTPhy7/sqvltbsdfBjlY5XaeQVEQdExP0R8VBEHN/H7WMj4ke122+OiK0rHV2DakG6kz90nwDwt+aYp54Ml/A4ZpgvezF/9mJ7sBfzZy+2B3sxf/Zi/noy/H338QAvmkqaYXsqHQhFxEjgW8CBwI7AERGxY6+y9wPPpZReBpwJfLnZG9X6SWkN9625mFeN+ATA3ZhjduoznMBmYIZZshfzZy+2B3sxf/Zie7AX82cv5q8+w71GnA4w1Qw7Q5UzhHYHHkopPZxSWgX8EHh7r5q3AxfWLl8K7B8RTXnuqJrjeR5mPJswPjYBSJhjduozDALMMEv2Yv7sxfZgL+bPXmwP9mL+7MX81Wc4IkYBPIsZdoQqA6HNgfonoM2tXddnTUqpC3geeEnvhSLimIiYFRGznl7YPbAda0BWspCxMbX+KnPMjBm2B3PMnxm2B3PMnxm2B3PMnxnmr48MVzHADOGvc3xm+coW7FjNUmUg1NfULw2ghpTSeSml3VJKu208pfzVs9VML4qjryvNcVgzw/Zgjvkzw/Zgjvkzw/Zgjvkzw/w1L0P46xxfMq7aO65paFQZCM0Ftqz7fAug90uwv1ATEaOADSlOM9MwMZaNWJn+KhJzzIwZtgdzzJ8ZtgdzzJ8ZtgdzzJ8Z5q+PDMdghh2hykDoj8B2EbFNRIwBDgeu7FVzJXBU7fKhwP+mlPqcFmpoTGYblvEky9PTUEx3zTEz9RmmYhhvhhmyF/NnL7YHezF/9mJ7sBfzZy/mrz7DNakLYCpm2BFGlRWklLoi4iPA/wAjge+nlO6OiFOBWSmlK4HvAf8VEQ9RTAkPL1t37n2b85k9Tu235s6Ryyp8CbBT9/jSmsM2rbYWC170Dnsv8porqi31WHkJh004sdJaVb7G88Y+3O/tqfsg/tD9FYBXAKflmOMOc2ZUWmvPrvKaG0fNr7RWFYOVY0+GiYUAPzbD/DKE9ujFTv+Zai/+NXtxLXMs2IsFMyzYi2vlnONnj//JOm+77s8v53O/PI1Vi5ZBt71Y9j3fo0o6g/3zlGLG82wzMgQYOW4VG+7Q+2Sjv7bF9EVVluIN5+xZWnPXwbdVWuuqOZNLay6/6oxKay27fYvSmuveuKDSWju/+9LSmpnbH1ta89Tqr1c6XulACCCldDVwda/rTqq7vAJ4Z6UjasiMGrk9o0Zuz5KVn70rpfRFMMfc9GS4bNW36F4z1wwzZS/mz15sD/Zi/uzF9mAv5u9NL53Bm146g/0v+BW3PfGcGWaopw8Blqz87Hwww05Q5SljkiRJkiRJaiMOhCRJkiRJkjqMAyFJkiRJkqQO40BIkiRJkiSpwzgQkiRJkiRJ6jAOhCRJkiRJkjqMAyFJkiRJkqQO40BIkiRJkiSpw4waqgNvvvWTnPGFs/qtufD4D1Ra6+grTyqtOf/g4yutdc0NZ5TWHLhXtbVm71u+/x/861WV1rr8/INKax49enaltaaVf4mVmWNhsHPc/4KllY5XhRkW7MW1zLFgLxbaPUOwF3vknGMze7GKw6ZVqzPDwlD0YhXmuFaVHLc+c9fSmmWrbqp0vGYxw7WGay8+OWcTzvzQP/db8/6PX1ZprUMPu6O0pmtCqrTWP+3zYGnNb09/Z6W19jr62tKad123RaW1zllwSGnNjt1TS2sWpZGVjucZQpIkSZIkSR3GgZAkSZIkSVKHcSAkSZIkSZLUYRwISZIkSZIkdRgHQpIkSZIkSR2m9F3GImJL4CJgOrAGOC+l9I1eNfsBPwMeqV11WUrp1OZuVQP1+KJlfPjns3hq6QpGBACb9K4xw+GvPse/PL+UiPiYvZgXe7E92Iv5sxfbg72YP3uxPaxJC1m5+iesYQkpPWcvZshe7FxV3na+C/hUSunWiJgEzI6I61JK9/Sq+11K6a3N36LW18gRwalv2IlXTt+IxStXs82ZV24SETuaYV7qc9zv+7/krqee/2d7MS/2YnuwF/NnL7YHezF/9mK7GMGYUW9h5IjNWbrymySesBczYy92rtKnjKWUnkgp3Vq7vBi4F9i81RtT80yfOI5XTt8IgEljRwMsxwyzU5/jyGJ0by9mxl5sD/Zi/uzF9mAv5s9ebA8jYjIjRxSxRYwAezE79mLnqnKG0AsiYmvgVcDNfdy8Z0TcDswDPp1Suru/tW6bM4Wpx/Y/XDxzSrV9Tdn3fRWq5ldb7ODjS0t+vPS0SksdNuHE0pobb9+10lp7dpXXHP2OO0trHp23GmA8TcgQzLHHYOfY/eNlYC9mnaG9uNZQ5Pjsud8trRmx44LSGnuxYC+uZY6FnP9dfDpWct6Yh/s93plML90TmGGPoehFcyw0M8eFN1xQWrPLEU9z18P24nDNcCh6ccqGS3nr/jf1W3P5+QeV7gvg0DGrS2sm7/3nSmtd9vu/Ka358n+eU2mtOy/bq7Tm3ov/q9Ja3z72o6U1l37hJ6U1rzt3YaXjVR4IRcRE4KfAx1NKi3rdfCswM6W0JCLeAlwBbNfHGscAxwAEFX8bUtMsWbaGw46fB/DYQDMEcxxqS5at4eHHV4O9mC17sT3Yi/mzF9uDvZg/e7E92Iv5a0Uvzhg3qYU71vqq9C5jETGaYhj0/1JKl/W+PaW0KKW0pHb5amB0REzro+68lNJuKaXdIias59bViNVdiXceP48jDpgM8KJxYdUMa7eb4xDpyXHqhiOwF/NkL7YHezF/9mJ7sBfzZy+2B3sxf63qxaljx7V031o/pQOhiAjge8C9KaX/WEfN9FodEbF7bd1nmrlRDVxKiQ+ePp8dth7DJ/5hoz5rzHD4q89x06l9n9xnjsObvdge7MX82YvtwV7Mn73YHuzF/NmLnavKU8b2Bt4D3BkRt9Wu+yywFUBK6VzgUOBDEdFF8QJUh6eUUgv2qwH4w+0ruPiaxez0sjHs+u45ADvWTvMzw4zU5/jQY6up9aO9mBF7sT3Yi/mzF9uDvZg/e7E92Iv5sxc7V+lAKKX0eyBKas4Gzm7WptRc++wyjq6bX/7C56P2eOCe2ml+LzDD4a8+xz2OmsOse1fs0rvGHIc3e7E92Iv5sxfbg72YP3uxPdiL+bMXO1el1xCSJEmSJElS+3AgJEmSJEmS1GEcCEmSJEmSJHUYB0KSJEmSJEkdpsq7jLXExmksR67ctt+affb7XbXFrti8tOTZc39eaamlRzxRWjPhBzMqrbVT9/jSmrMOfbzSWtt98oLSmvMPPr7SWvCPFevKmWNhsHNc8MwplY5XhRkW7MU6HZDjiB0XlNbYi4XhmqG9WDDHgr1YyDnDgr0IeedoLxZyzrDQvF5cuXIMjz44s9+anXd+sNJac+/cprRm2w/dV2mt0xaeVFrzxCf3qbTW37z+9tKal777Hyqt9afjLi+tOeGkI0trHufuSsfzDCFJkiRJkqQO40BIkiRJkiSpwzgQkiRJkiRJ6jAOhCRJkiRJkjqMAyFJkiRJkqQO40BIkiRJkiSpwzgQkiRJkiRJ6jAOhCRJkiRJkjrMqKE68NOxkvPGPNxvzQ7X71pprWNWji+tWXT/jEpr3bbvQaU1j8ypttaJK04orbl05omV1vrOj15bWnPG+WdVWuuDR1cqq8QcC4Od4zmnLKh0vCrMsGAvrmWOBXux0O4Zgr3YYyhy/JdLyx+Lq7773dIae7FgL65ljgX/XSx0QobN+nkKze3Fp5aP4lt3Teu35tt73VFprYu+f0BpzQ77bVtprQN+dXZpzTnnv7nSWptNWl1a89D3vlVprYeveVVpzUYjorRm5JryGvAMIUmSJEmSpI5T6QyhiHgUWAx0A10ppd163R7AN4C3AMuA96WUbm3uVrW+tvv0bCZuMBJgx4iYZY756cnw4adWYIb5shfzZy+2B3sxf/Zie7AX82cvtgd7sfM0cobQ61NKu/T+pqg5ENiu9nEMcE4zNqfmu+64VwDcY475uu64V7DD5uMww7zZi/mzF9uDvZg/e7E92Iv5sxfbg73YWZr1lLG3Axelwk3AlIio9sRJDSfmmD8zbA/mmD8zbA/mmD8zbA/mmD8zbA/m2GaqDoQScG1EzI6IY/q4fXPgsbrP59au+ysRcUxEzCpOP1va+G61XiLgLV+7B2AHc8xTT4b3zluOGebLXsyfvdge7MX82YvtwV7Mn73YHlrRi6tY3JrNqimqDoT2Tim9muIUsX+OiH173d7XS1inF12R0nkppd1SSrtFTGhwq1pf1392J2455ZUAD2KOWerJ8GWbbgBmmC17MX/2YnuwF/NnL7YHezF/9mJ7aEUvjmFSC3aqZqk0EEopzav99yngcmD3XiVzgS3rPt8CmNeMDap5NttoTM/FLswxSz0Zjh4ZYIbZshfzZy+2B3sxf/Zie7AX82cvtgd7sfOUDoQiYkJETOq5DLwZuKtX2ZXAe6Pwf4DnU0pPNH23GrClK7tZvLy759MRmGN26jPsXpPADLNkL+bPXmwP9mL+7MX2YC/mz15sD/ZiZ6rytvObApcX7zDHKOCSlNIvIuJYgJTSucDVFG899xDF288d3ZrtaqCefH417zz7vp5PdwBON8e81Gf44PzlAFeZYX7sxfzZi+3BXsyfvdge7MX82YvtwV7sTJHSi57yNyh23WZiuukLr+y3ZtH91V6w/OlHppfW/Mulu1Za67Bp5TX77De70lqvueJFr6/1Int2le8d4JobzqhUV8WoPR6YvY63EWyYORYGO8c9jprDrHtX9PUc3oaZYcFeXMscq7MXCzlnCPZij5xztBcLOWcI9mKPnHO0Fws5ZwjN7cWdpm2cfvbWd/Rbs8m//6bSWuPvLn/FmwU/6/97psftv92ltOb13/tepbUe+tLfldZsvc89ldZKXeVf49f+9QOlNed2fZbH08Olvdist52XJEmSJElSJhwISZIkSZIkdRgHQpIkSZIkSR3GgZAkSZIkSVKHcSAkSZIkSZLUYRwISZIkSZIkdRgHQpIkSZIkSR3GgZAkSZIkSVKHGTVUB+5eMZpF98/ot+aIrx5Uaa2zDp1dWrNT9/hKa20z88+lNRtvM7/SWs+e+6fSmoM+8IFKa13/0aNKa/b90FWV1oIHKtaVM8fCYOeYVjxe6XhVmGHBXlxruOa4Z9euleqqsBerZ3j0lSeV1iy8fKdKa9mLhdx7cTjmmHMvXvXd71Zaa8SOC0pr7MW1zLFgLxYtXXk2AAAJPElEQVTMsDAUvTh2o6Vs/fe39Fuz4sKZlda65ardS2tO+M02ldbqJpXWzD/oM5XW2nDDpaU1q5aPrbTWDmdcWVqz8BNRWtNNeQ14hpAkSZIkSVLHcSAkSZIkSZLUYRwISZIkSZIkdRgHQpIkSZIkSR3GgZAkSZIkSVKHcSAkSZIkSZLUYUrfdj4itgd+VHfVtsBJKaWv19XsB/wMeKR21WUppVObuE+tp/ufWM6R59zf8+mOEbEIc8xKfYYPzl+BGeanVx8CvCoiPm6GebEX82cvtgd7MX/2YnuwF/NnL3au0oFQSul+YBeAiBgJPA5c3kfp71JKb23u9tQs288Yx6xTdwFgzNE33ANsgTlmpT7DPU6+jT/NWbYMM8xKfYbdaxLj3n/jGswwO/Zi/uzF9mAv5s9ebA/2Yv7sxc7V6FPG9gf+nFKa04rNaNBMxhyztnhFN5hh1v73nucBVpph3uzF/NmL7cFezJ+92B7sxfzZi52l9AyhXg4HfrCO2/aMiNuBecCnU0p39y6IiGOAYwA2Gz+Rpx+Z3u/Brvrudytt6vij/6VSXRWH3B6lNXvOPqjSWjt1jy+tOW73P1daa79vXlhac/1Hj6q0FtwwFThrHTeaYy/DMcenFvwJ7MWsMzzr4Z8CPLOOm0szBHPsy1vsRaC5GU7Z932lNXt29b/vHvZioRN60X8XC5Uy/NFrK6113tiHS2vsRXPszV4smGFhKHpxk9FTuPakI/s95k9u26J0XwDn3Xxyac17D/lMpbUmT1xRWrP762dXWuvz572ptOakV99baa29dv50ac3qUeuKZ61FXV2Vjlf5DKGIGAMcDPykj5tvBWamlF4JfBO4oq81UkrnpZR2SyntttHYcVUPrSZavaYLYEPMMVur13SxpHslmGG2Vq/p4saF9wE818fNlTIEcxxq9mL+7MX2YC/mz15sD/Zi/lrRixuOmtCazaopGnnK2IHArSmlJ3vfkFJalFJaUrt8NTA6IqY1aY9qoluefwBgmTnm65bnH2CDEaMxw3zd8vwDbDd+M4AXje7NMB/2Yv7sxfZgL+bPXmwP9mL+7MXO08hA6AjWcfpfREyPiKhd3r22bvl5TBp0v37mDoBn+7rNHPPw62fuYNKovv9iYoZ5+PUzd/D6l+zc521mmA97MX/2YnuwF/NnL7YHezF/9mLnqTQQiojxwJuAy+quOzYijq19eihwV+35hGcBh6eUUrM3q/WzonsVs59/CGBhz3XmmJeeDCeO3OCF68wwLz0Z7rPRK164zgzzYy/mz15sD/Zi/uzF9mAv5s9e7EyVXlQ6pbQMeEmv686tu3w2cHZzt6Zm22DkGC7f9fO88ZbPdfdcZ4556cnww3d964XrzDAvPRnWM8P82Iv5sxfbg72YP3uxPdiL+bMXO1OjbzsvSZIkSZKkzDkQkiRJkiRJ6jAOhCRJkiRJkjpMpdcQaoUli8fz++t37bfm8Uc2q7TWiStOKK25dOaJldZa+3LL63bNDWdUWmrKvu8rrXlLpZWqrbVn1/SKqzWPORYGO8cnukdXPGI5MyzYi2uZY8FerKmQ4XG7PlFpqUNuj9Iae3Ete7FwzMptS2ueZ4PSmqpyztBeXMscC/67WDDDwlD04uTNnuVNJ/b5ZuUvmHTW2yqtVeVrfPOqsZXW+tsRE0prfvzQ/pXW2qjCeTbTzv11pbXef/VepTWHP35Kac3r95pf6XieISRJkiRJktRhHAhJkiRJkiR1GAdCkiRJkiRJHcaBkCRJkiRJUodxICRJkiRJktRhHAhJkiRJkiR1GAdCkiRJkiRJHcaBkCRJkiRJUodxICRJkiRJktRhIqU0NAeOeBqY0+vqacCCIdhOM+S095kppY2bsVAfOeb0OPQll/23MkPI53HoS057txfXLZf924vrltPe7cV1y2X/9uK65bR3e3Hdctm/vbhuOe3dXly3XPZfKcMhGwj1JSJmpZR2G+p9DETOe2+m3B+H3PffLDk/DjnvvZlyfxxy33+z5Pw45Lz3Zsr9cch9/82S8+OQ896bKffHIff9N0vOj0POe2+m3B+H3Pffm08ZkyRJkiRJ6jAOhCRJkiRJkjrMcBsInTfUG1gPOe+9mXJ/HHLff7Pk/DjkvPdmyv1xyH3/zZLz45Dz3psp98ch9/03S86PQ857b6bcH4fc998sOT8OOe+9mXJ/HHLf/18ZVq8hJEmSJEmSpNYbbmcISZIkSZIkqcUcCEmSJEmSJHWYYTEQiogDIuL+iHgoIo4f6v00KiIejYg7I+K2iJg11PsZKjnnaIaFnDMEc+yRc45mWMg5QzDHHjnnaIaFnDMEc+yRc45mWMg5QzDHHjnn2K4ZDvlrCEXESOAB4E3AXOCPwBEppXuGdGMNiIhHgd1SSguGei9DJfcczTD/DMEcIf8czTD/DMEcIf8czTD/DMEcIf8czTD/DMEcIf8c2zXD4XCG0O7AQymlh1NKq4AfAm8f4j2pceaYPzNsD+aYPzNsD+aYPzNsD+aYPzNsD+Y4DA2HgdDmwGN1n8+tXZeTBFwbEbMj4pih3swQyT1HM8w/QzBHyD9HM8w/QzBHyD9HM8w/QzBHyD9HM8w/QzBHyD/Htsxw1FBvAIg+rhva57E1bu+U0ryI2AS4LiLuSyn9dqg3Nchyz9EM888QzBHyz9EM888QzBHyz9EM888QzBHyz9EM888QzBHyz7EtMxwOZwjNBbas+3wLYN4Q7WVAUkrzav99Cric4nS4TpN1jmYIZJ4hmGNN1jmaIZB5hmCONVnnaIZA5hmCOdZknaMZAplnCOZYk3WO7ZrhcBgI/RHYLiK2iYgxwOHAlUO8p8oiYkJETOq5DLwZuGtodzUkss3RDF+QbYZgjnWyzdEMX5BthmCOdbLN0QxfkG2GYI51ss3RDF+QbYZgjnWyzbGdMxzyp4yllLoi4iPA/wAjge+nlO4e4m01YlPg8oiA4vG8JKX0i6Hd0uDLPEczJPsMwRyB7HM0Q7LPEMwRyD5HMyT7DMEcgexzNEOyzxDMEcg+x7bNcMjfdl6SJEmSJEmDazg8ZUySJEmSJEmDyIGQJEmSJElSh3EgJEmSJEmS1GEcCEmSJEmSJHUYB0KSJEmSJEkdxoGQJEmSJElSh3EgJEmSJEmS1GH+Px+IOBlVB18kAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 1440x216 with 10 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x216 with 10 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x216 with 10 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x216 with 10 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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XA0cM8uu5leIfzPMoXhH9QeCYAe5yBLBnWXs2cHhK6cnBHLuJPZrhwHtoNsOvUwwSjgQ+XV5+52CO3QxzrNxDMznuS/EOAK8B5kfEovKjrU9xMMPKPTSTYVA8n/0JisfyQxSvQ3PbYI7d5D7NceA91M4xpbQwpTS394Pi5+nilNLTgzl2E3s0w4H30EwvTqJ4bYW/UvzV9WDgkFScMt9W5li5h2Z/v/kAxcsbPEpxxsD3gG8O5thN7NEMB95DsxlC8XSxb6eUhuxsL3Os3EMz/y4uAP4v8JGy9nbgLorXnW0bM6zcQ7O9+Mlyr7OATSgGtU2LIexjSZIkSZIkrQPWiTOEJEmSJEmSNHQcCEmSJEmSJHUZB0KSJEmSJEldxoGQJEmSJElSlxk1XAeeNnlk2nqT0QPWpGX1trfoiQ0qax5bMvCxei2OlZU1O0x+ttZao7d5prJmxNP19vWnR6bVqqtjITPnpZQ2bMVa5lgY6hyX8RTPpoXRirXMsGAvrpZzjnX9+bZNWrKOvVjIOUPIuxdHj11Ra61754+prJmQ6u3rxbs/VquuDnvRDBvl3Iv+TC3YiwV7cbUXjR+btlh/woA1Tz05udZaU6dVf8+PnrK41lpPP7xxdc2z9c6f2WrDBZU1d88bV2ut9dLIyprtd3q8smbm7BXMe7qnsheHbSC09SajufnirQasWXVPvf/x+s35h1bWfG5GvQa5cdTcyppLXzOn1lrTL766smbC9+vt69DjjqtVV8cvev5xZqvWMsfCUOd4U88ZLVkHzLCXvbhazjnW9dYJp7RkHXuxkHOGkHcvbrbNo7XWevlPNqus+duV02utdckNZ9Wqq8NeNMNGOfeiP1ML9mLBXlxti/Un8MujDxqw5uLz3lRrraOOqP6e3+itM2qt9YOjPlxZ88NZ42utdf7bfl5Zs/OFO9daa7tV1cOx6674QmXNvofNqnW8WiOviDg4Iu6PiAcj4qR+bh8bET8sb785IraudXQNqXnpTn7XczLA/zHHPPVmuIg5mGG+7MX82YudwV7Mn73YGezF/NmL+evN8Lc9JwG8YKJlhp2pciAUESOBrwKHADsCR0bEjn3K3g38NaX0EuAc4HOt3qjWTkqruG/Vd9ltxEcA7sYcs9OY4QQ2BTPMkr2YP3uxM9iL+bMXO4O9mD97MX+NGe474jMAU82wO9Q5Q2gv4MGU0kMppWeBHwBv7FPzRuDi8vKlwEER0ZLnjqo1nuEhxrMR42MjgIQ5ZqcxwyDADLNkL+bPXuwM9mL+7MXOYC/mz17MX2OGI2IUwNOYYVeoMxDaDGh8Atrs8rp+a1JKK4FngBf1XSgijo+IWyPi1ifn9wxuxxqU5cxnbExtvMocM2OGncEc82eGncEc82eGncEc82eG+esnw2cZZIbw/ByfWrq8DTtWq9QZCPU39UuDqCGldGFKac+U0p4bTq5+9Wy10gvi6O9Kc1ynmWFnMMf8mWFnMMf8mWFnMMf8mWH+WpchPD/HF40bu7abUxvVGQjNBrZo+HxzoO9LsD9XExGjgA0oTjPTOmIsU1ienheJOWbGDDuDOebPDDuDOebPDDuDOebPDPPXT4ZjMMOuUGcg9Htgu4jYJiLGAEcAV/SpuQI4urx8OPCrlFK/00INj/XZhiU8ztL0JBTTXXPMTGOGqRjGm2GG7MX82YudwV7Mn73YGezF/NmL+WvMcFVaCTAVM+wKUSfDiHgd8CVgJPDNlNJnI+JM4NaU0hURsR7wHWA3iinhESmlhwZac3q8OB3Fvwx43DtHLqn1RezUM76yZoeN6611ybzqmhtHza211qxnvl5Z89YJp9Raq87XeOHYAR9yVvbcz/KeK0npqeXAWeaYX46rM5wP9PyzGeaXIdiLfeWYo734fDlmCPZiXznmaC8+X44Zgr3YV4452ovPl3OGpETi6Tkppc3XNkOAPbaZmG46bZcBay476x2Vewc4Y1b160rddc35tdZ656s/XVlzxdiZtda65+gHKmvmzd6w1lo7v+O6ypqtjnlbZc0TK77Es6tmVb7o96g6m0opXQ1c3ee6UxsuLwPeUmctDZ9RI7dn1MjtWbT8U3ellD4L5pib3gyXPPtVelbNNsNM2Yv5sxc7g72YP3uxM9iL+bMX89ebIcCi5Z+aC2bYDeo8ZUySJEmSJEkdxIGQJEmSJElSl3EgJEmSJEmS1GUcCEmSJEmSJHUZB0KSJEmSJEldxoGQJEmSJElSl3EgJEmSJEmS1GUcCEmSJEmSJHWZUcN14M22fpyzTzt3wJqLTzqu1lrHXnFqZc1Fh51Ua61rbji7suaQfeutNeOA6v1//xNX1Vrr8osOrax55NgZtdaaVv0l1maOhaHO8aBvLa51vDrMsGAvrmaOBXux0OkZgr3YK+cc7cVCzhmCvdgr5xztxULOGUJre/HxmRtxznvfP2DNuz98Wa21Dn/rHytrVo1Mtdb6p/3/VFnznp56589svOeDlTUHXbRbrbXOn/emypode6ZW1ixII2sdzzOEJEmSJEmSuowDIUmSJEmSpC7jQEiSJEmSJKnLOBCSJEmSJEnqMg6EJEmSJEmSukzlu4xFxBbAt4HpwCrgwpTSl/vUHAj8FHi4vOqylNKZrd2qBmvOgiW878pbeWLxMkYEABv1rTHDdV9jjn95ZjER8SF7MS/2YmewF/NnL3YGezF/9mJnsBfzZy92rzpvO78S+FhK6baImATMiIhfpJTu6VN3fUrp9a3fotbWyBHBmX+3E7tMn8LC5SvY5pwrNoqIHc0wL405HvjNX3LXE8+8317Mi73YGezF/NmLncFezJ+92BnsxfzZi92r8iljKaXHUkq3lZcXAvcCm7V7Y2qd6RPHscv0KQBMGjsaYClmmJ3GHEcWo3t7MTP2YmewF/NnL3YGezF/9mJnsBfzZy92rzpnCD0nIrYGdgNu7ufmfSLiDuBR4OMppbsHWuv2mZOZesLAw8VzJtfb1+QDjqlRNbfeYoedVFlyyeKzai311gmnVNbceMcetdbaZ2V1zbFvvrOy5pFHVwCMpwUZgjn2Guocey5ZAvZi1hnai6vlnKO9WMg5Q3txtZxztBcLOWdoL642HDk+fcF/VtaM2HFeZY29WLAXV5u8wWJef9BNA9ZcftGhlfsCOHzMisqa9ff7c621Lvvt31TWfO4/zq+11p2X7VtZc+93v1Nrra+d8MHKmktP+1FlzSsvmF/reLUHQhExEfgx8OGU0oI+N98GbJVSWhQRrwN+AmzXzxrHA8cDBDW7Vy2zaMkq3nrSowCzBpshmONwW7RkFQ/NWQH2Yrbsxc5gL+bPXuwM9mL+7MXOYC/mrx29uMm4SW3csdZWrXcZi4jRFMOg/0opXdb39pTSgpTSovLy1cDoiJjWT92FKaU9U0p7RkxYy62rGStWJt5y0qMcefD6AC8YF9bNsLzdHIdJb45TNxiBvZgne7Ez2Iv5sxc7g72YP3uxM9iL+WtXL04dO66t+9baqRwIRUQA3wDuTSn9+xpqppd1RMRe5bpPtXKjGryUEu/5zFx22HoMH3n7lH5rzHDd15jjxlP7P7nPHNdt9mJnsBfzZy92Bnsxf/ZiZ7AX82cvdq86TxnbD3gncGdE3F5e9ylgS4CU0gXA4cB7I2IlxQtQHZFSSm3Yrwbhd3cs47vXLGSnl4xhj3fMBNixPM3PDDPSmOODs1ZQ9qO9mBF7sTPYi/mzFzuDvZg/e7Ez2Iv5sxe7V+VAKKX0WyAqas4DzmvVptRa++86jpU3v/S5z0ft/cA95Wl+zzHDdV9jjnsfPZNb7122a98ac1y32YudwV7Mn73YGezF/NmLncFezJ+92L1qvYaQJEmSJEmSOocDIUmSJEmSpC7jQEiSJEmSJKnLOBCSJEmSJEnqMnXeZawtNkxjOWr5tgPW7H/g9fUW+8lmlSVPX3BlraUWH/lYZc2E729Sa62desZX1px7+Jxaa2330W9V1lx02Em11oJ/rFlXzRwLQ53jvKfOqHW8OsywYC82MEfAXuzV6RkW7EXIO0d7sZBzhgV7EYYnxxE7zqussRcL62qG62ovzpk/gVMu22vAmhNffU+ttWbfuU1lzbbvva/WWmfNP7Wy5rGP7l9rrb951R2VNS9+x9trrfWHEy+vrDn51KMqa+Zwd63jeYaQJEmSJElSl3EgJEmSJEmS1GUcCEmSJEmSJHUZB0KSJEmSJEldxoGQJEmSJElSl3EgJEmSJEmS1GUcCEmSJEmSJHUZB0KSJEmSJEldZtRwHfjJWM6FYx4asGaH6/aotdbxy8dX1kw94fW11vrJ+amy5uGZm9Ra65RlJ1fWXLrVKbXW+voPX1FZc/ZF59Za6z3H1iqrZdqUhbznNdcPWPNbc3xOq3I8/4x5tY5Xx1D34oL76z3utx9waGVNzhlCa3vRHAv2YsEMC/biap2eo71YyDlDsBd75ZyjvVjIOUNobS+uIrEsegas2fTFc2qt9e1vHlxZs8OB29Za6+D/Pa+y5vyLXlNrrU0nraisefAbX6211kPX7FZZM2VEVNaMXFVdA54hJEmSJEmS1HVqnSEUEY8AC4EeYGVKac8+twfwZeB1wBLgmJTSba3dqtbWdh+fwcT1RgLsGBG3mmN+ejN86IllmGG+7MX82YudwV7Mn73YGezF/NmLncFe7D7NnCH0qpTSrn2/KUqHANuVH8cD57dic2q9X5z4MoB7zDFfvzjxZeyw2TjMMG/2Yv7sxc5gL+bPXuwM9mL+7MXOYC92l1Y9ZeyNwLdT4SZgckTUe+Kk1iXmmD8z7AzmmD8z7AzmmD8z7AzmmD8z7Azm2GHqDoQS8POImBERx/dz+2bArIbPZ5fXPU9EHB8Rtxanny1ufrdaKxHwui/eA7BDq3L86/Kl7dms+tWb4b2PLsVezFc7etEch5a92BnsxfzZi53BXsyfvdgZ2tGLz7KwPZtVS9QdCO2XUtqd4hSx90fEAX1u7+8lrF/wNk8ppQtTSnumlPaMmNDkVrW2rvvUTtxyxi4Af6JFOU4ZO64NO9Wa9Gb4ko3XA3sxW+3oRXMcWvZiZ7AX82cvdgZ7MX/2YmdoRy+OYVIbdqpWqTUQSik9Wv73CeByYK8+JbOBLRo+3xx4tBUbVOtsOmVM78WVmGOWejMcPTLADLNlL+bPXuwM9mL+7MXOYC/mz17sDPZi96kcCEXEhIiY1HsZeA1wV5+yK4B3ReFvgWdSSo+1fLcatMXLe1i4tKf30xGYY3YaM+xZlcAMs2Qv5s9e7Az2Yv7sxc5gL+bPXuwM9mJ3qvO28xsDlxfvMMco4HsppZ9FxAkAKaULgKsp3nruQYq3nzu2PdvVYD3+zArect59vZ/uAHzGHPPSmOGf5i4FuMoM82Mv5s9e7Az2Yv7sxc5gL+bPXuwM9mJ3ipRe8JS/IbHbHmPTtTe84PWnnqfn9N1rrfXkw9Mra/7fpXvUWuut06pr9j9wRq21Xv6Tgb8+gH1WVu8d4Jobzq5VV8eovR+YsYa3EWyaORaGOse9j57Jrfcu6+85vE0zw0LuvbjHNhPTTaftMmDNgvvrvQmEOdbXyl40w4K9uJo51mcvFnLOEOzFXjnnaC8Wcs4QWtuLO03bMP309W8esGajf/t1rbXG3139ijfzfjrw90yvO36za2XNK//rG7XWeujU11bWbL3/PbXWSiurv8YvfuK4ypoLVn6KOemhyl5s1dvOS5IkSZIkKRMOhCRJkiRJkrqMAyFJkiRJkqQu40BIkiRJkiSpyzgQkiRJkiRJ6jIOhCRJkiRJkrqMAyFJkiRJkqQu40BIkiRJkiSpy4wargOnR8fTc/ruA9Yc+YVDa6117uEzKmt26hlfa603H/ujyprbfzXwvns9fcGVlTWHHndcrbWu++DRlTUHvPeqWmvBAzXrqrUyxxtHza2sOd4cAUjL5tQ6Xh32YiH3XuxZNpoF928yYI05rrYu9uK6muE2W/25smbDbap/fgM8fcEfKmvsxdXMsWAvFjo9w4K9CPVz3GflHrXq6rAX62d47BWnVtbMv3ynWmt1Qy+OnbKYrf/hlgFrll28Va21brlqr8qak3+9Ta21ekiVNXMP+mSttTbYYHFlzbNLx9Zaa4dd6nUoAAAJEUlEQVSzr6ismf+RqKzpoboGPENIkiRJkiSp6zgQkiRJkiRJ6jIOhCRJkiRJkrqMAyFJkiRJkqQu40BIkiRJkiSpyzgQkiRJkiRJ6jKVbzsfEdsDP2y4alvg1JTSlxpqDgR+CjxcXnVZSunMFu5Ta+n+x5Zy1Pn39366Y0QswByz0pjhn+Yuwwzz06cPAXaLiA+bYV7sxfzZi53BXsyfvdgZ7MX82Yvdq3IglFK6H9gVICJGAnOAy/spvT6l9PrWbk+tsv0m47j1zF0BGHPsDfcAm2OOWWnMcO/Tb+cPM5cswQyz0phhz6rEuHffuAozzI69mD97sTPYi/mzFzuDvZg/e7F7NfuUsYOAP6eUZrZjMxoy62OOWVu4rAfMMGu/uucZgOVmmDd7MX/2YmewF/NnL3YGezF/9mJ3qTxDqI8jgO+v4bZ9IuIO4FHg4ymlu/sWRMTxwPEAm46fyJMPTx/wYFf953/W2tRJx/6/WnWt8rkZm9Squ7rGvk7c68+11jrwKxdX1lz3waNrrQU3TAXOXcON5tjHupjjE/P+AB3ei1ufs0dlzT4rB953r3Uxw3Mf+jHAU2u4uTJDMMf+2IuFVmb4pjuismafGYfWWmunnvGVNfbiauZYsBcLnZ6hvbhaK3N8nb0ItDbDyQccU1lT93ebbujFjUZP5uenHjXgMX90++aV+wK48ObTK2ve9aZP1lpr/YnLKmtee+zVtdZ6/6feUVlz6u731lpr350/XlmzYtSa4lltwcqVtY5X+wyhiBgDHAb8qJ+bbwO2SintAnwF+El/a6SULkwp7ZlS2nPK2HF1D60WWrFqJcAGmGO2VqxayaKe5WCG2VqxaiU3zr8P4K/93FwrQzDH4WYv5s9e7Az2Yv7sxc5gL+avHb24wagJ7dmsWqKZp4wdAtyWUnq87w0ppQUppUXl5auB0RExrUV7VAvd8swDAEvMMV+3PPMA640YjRnm65ZnHmC78ZsCvGB0b4b5sBfzZy92Bnsxf/ZiZ7AX82cvdp9mBkJHsobT/yJiekREeXmvct3q85g05K596o8AT/d3mznm4dqn/sikUf3/xcQM83DtU3/kVS/aud/bzDAf9mL+7MXOYC/mz17sDPZi/uzF7lNrIBQR44G/By5ruO6EiDih/PRw4K7y+YTnAkeklFKrN6u1s6znWWY88yDA/N7rzDEvvRlOHLnec9eZYV56M9x/ysueu84M82Mv5s9e7Az2Yv7sxc5gL+bPXuxOtV5UOqW0BHhRn+suaLh8HnBea7emVltv5Bgu3+OfefUtn+7pvc4c89Kb4fvu+upz15lhXnozbGSG+bEX82cvdgZ7MX/2YmewF/NnL3anZt92XpIkSZIkSZlzICRJkiRJktRlHAhJkiRJkiR1mVqvIdQOixaO57fX7TFgzZyHN6211inLTq6suXSrU2qttfU5A+8JYP4NZ9daa/IBx1TWvK7WSvXW2mfl9JqrtY45FoY6x8d6Rtc8YrV1NcPVL32+ZtdknGGrmWPBXiyYYcFebNDhOdqLhZwzbDVzLNiLhaHO8MQ9Hqu11JvuiMqa3Htx/U2f5u9P6ffNyp8z6dw31For5o2trNl4wxoBATffvVllzSWffnuttabUOM9m2gXX1lrr3VfvW1lzxJwzKmtete/cWsfzDCFJkiRJkqQu40BIkiRJkiSpyzgQkiRJkiRJ6jIOhCRJkiRJkrqMAyFJkiRJkqQu40BIkiRJkiSpyzgQkiRJkiRJ6jIOhCRJkiRJkrqMAyFJkiRJkqQuEyml4TlwxJPAzD5XTwPmDcN2WiGnvW+VUtqwFQv1k2NOj0N/ctl/OzOEfB6H/uS0d3txzXLZv724Zjnt3V5cs1z2by+uWU57txfXLJf924trltPe7cU1y2X/tTIctoFQfyLi1pTSnsO9j8HIee+tlPvjkPv+WyXnxyHnvbdS7o9D7vtvlZwfh5z33kq5Pw65779Vcn4cct57K+X+OOS+/1bJ+XHIee+tlPvjkPv++/IpY5IkSZIkSV3GgZAkSZIkSVKXWdcGQhcO9wbWQs57b6XcH4fc998qOT8OOe+9lXJ/HHLff6vk/DjkvPdWyv1xyH3/rZLz45Dz3lsp98ch9/23Ss6PQ857b6XcH4fc9/8869RrCEmSJEmSJKn91rUzhCRJkiRJktRmDoQkSZIkSZK6zDoxEIqIgyPi/oh4MCJOGu79NCsiHomIOyPi9oi4dbj3M1xyztEMCzlnCObYK+cczbCQc4Zgjr1yztEMCzlnCObYK+cczbCQc4Zgjr1yzrFTMxz21xCKiJHAA8DfA7OB3wNHppTuGdaNNSEiHgH2TCnNG+69DJfcczTD/DMEc4T8czTD/DMEc4T8czTD/DMEc4T8czTD/DMEc4T8c+zUDNeFM4T2Ah5MKT2UUnoW+AHwxmHek5pnjvkzw85gjvkzw85gjvkzw85gjvkzw85gjuugdWEgtBkwq+Hz2eV1OUnAzyNiRkQcP9ybGSa552iG+WcI5gj552iG+WcI5gj552iG+WcI5gj552iG+WcI5gj559iRGY4a7g0A0c91w/s8tubtl1J6NCI2An4REfellH4z3JsaYrnnaIb5ZwjmCPnnaIb5ZwjmCPnnaIb5ZwjmCPnnaIb5ZwjmCPnn2JEZrgtnCM0Gtmj4fHPg0WHay6CklB4t//sEcDnF6XDdJusczRDIPEMwx1LWOZohkHmGYI6lrHM0QyDzDMEcS1nnaIZA5hmCOZayzrFTM1wXBkK/B7aLiG0iYgxwBHDFMO+ptoiYEBGTei8DrwHuGt5dDYtsczTD52SbIZhjg2xzNMPnZJshmGODbHM0w+dkmyGYY4NsczTD52SbIZhjg2xz7OQMh/0pYymllRHxAeB/gJHAN1NKdw/ztpqxMXB5REDxeH4vpfSz4d3S0Ms8RzMk+wzBHIHsczRDss8QzBHIPkczJPsMwRyB7HM0Q7LPEMwRyD7Hjs1w2N92XpIkSZIkSUNrXXjKmCRJkiRJkoaQAyFJkiRJkqQu40BIkiRJkiSpyzgQkiRJkiRJ6jIOhCRJkiRJkrqMAyFJkiRJkqQu40BIkiRJkiSpy/x/esya37yVdTIAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 1440x216 with 10 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x216 with 10 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x216 with 10 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x216 with 10 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x216 with 10 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x216 with 10 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x216 with 10 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x216 with 10 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x216 with 10 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x216 with 10 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x216 with 10 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x216 with 10 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x216 with 10 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x216 with 10 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x216 with 10 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x216 with 10 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x216 with 10 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x216 with 10 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x216 with 10 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x216 with 10 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x216 with 10 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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v8LZ+XnIEsFc59gzg8JTSYwPZdxtrNMP+19Buhl+naCQcCXyyfHz0QPbdDnOsXEM7Oe5L8Q4ArwIWRsSS8t+gXuJghpVraCfDoLie/VGKY/lBivvQ3DSQfbe5TnPsfw21c0wpLU4pzev5R/H99MmU0uMD2XcbazTD/tfQTi1Opri3wl8p/up6EHBwKk6ZH1TmWLmGdn++eT/F7Q3mUpwx8F3gmwPZdxtrNMP+19BuhlBcLvbtlNKQne1ljpVraOf/i08Afw8cX469GbiN4r6zg8YMK9fQbi1+rFzrA8CWFI3atsUQ1rEkSZIkSZJGgBFxhpAkSZIkSZKGjg0hSZIkSZKkhrEhJEmSJEmS1DA2hCRJkiRJkhpmzHDteNrGo9P2W47td0xaXm95Sx7dqHLMw0v731c7tp26tNa4sTssqhzz8E1b15pr6dp3tlt/i5kzP6W0WSfmMsfCUOe4nAU8lRZHJ+YaqRk+Gasqx+y88VO15hqJGUIzarHbc7QWCzlnCNZij5xztBYLOWcI1mKPnHNsQi3WkfPvGdDZWtx04vi0zZQN+x2z4LGNa821ybTq4zV26pO15nr8/i2q97dtvTfqXrloQuWY2+dXjwHYII2uHLOmxjxPsYBVaUllLQ5bQ2j7Lcdy3fnb9Ttmzaxptea66quvrRzzuRu3rDVXHWe96sZa46aff3nlmNM3+Jdac906ut43lTquXP32OZ2ayxwLQ53jH1af2pF5YORmeO2YeZVjLnjVQ7XmGokZQjNqsdtztBYLOWcI1mKPnHO0Fgs5ZwjWYo+cc2xCLdaR8+8Z0Nla3GbKhvzimAP7HXP+2W+oNddRR1Qfr83fVO/Yf/+oD1WOOeIL59Saa97Pn185Zrdzd6s1145rqptjy6huLN+96nO19lfrkrGIOCgi7oqIeyPixD6eHx8RPyifvy4itq+1dw2p+elWfr/64wDPN8c89WS4hIcww3xZi/mzFruDtZg/a7E7WIv5sxbz15Ph71afCDC99/Nm2J0qG0IRMRr4CnAwsAtwZETs0mvYO4C/ppSeA5wJ1GtHaciktIY713yHF4w6HuB2zDE7rRluyFZghlmyFvNnLXYHazF/1mJ3sBbzZy3mrzXDfUd9BmATM2yGOmcI7Q3cm1K6L6X0FPB94NBeYw4Fzi8fXwAcGBEduXZUnbGI+5jI5kyMzQES5pid1gyDADPMkrWYP2uxO1iL+bMWu4O1mD9rMX+tGY6KMQCPY4aNUKchNAN4oOXjB8ttfY5JKa0CFgGb9p4oIo6LiJkRMfOxhZ276ZWqrWAh42OT1k3mmBkz7A7mmD8z7A7mmD8z7A7mmD8zzF8fGT7FADOEv81xwbIVg7BidUqdhlBfXb80gDGklM5NKe2VUtprs42r756tTnpGHH1tNMcRzQy7gznmzwy7gznmzwy7gznmzwzz17kM4W9z3HTC+PVdnAZRnYbQg8A2LR9vDcxd15iIGANsRHGamUaI8UxlRfqbSMwxM2bYHcwxf2bYHcwxf2bYHcwxf2aYvz4yHIcZNkKdhtANwI4RsUNEjAOOAC7pNeYS4Jjy8eHAr1JKfXYLNTymsANLeYRl6TEourvmmJnWDFPRjDfDDFmL+bMWu4O1mD9rsTtYi/mzFvPXmuGatApgE8ywEcZUDUgprYqI9wM/A0YD30wp3R4RpwEzU0qXAN8A/jsi7qXoEh5RNe+Dd87gY/uc1u+YW0cvrfEpwK6rJ1aOedMW9eb64fzqMS+6qPfllH17oHpIRz/H/uYaFaPZadRbuGnNFwCeB5xujnnl2JrhMhYA/LCbM2T+M97t8hledFG9qUZKhtC8WuzGHK3FZ8otQ7AW+5JbjtbiM+WWIViLfcktx6bVYrf/npFYA/B4JzIEGD3hKTbauffJRn9r6+lP1JmKl3/1xZVjdjz71bXmmrSmshXCP73xzbXmmnXM3ZVjHjnvglpz3XPx3pVjtv3ilZVjXvLqR2rtr/ooACmly4HLe207ueXxcuCNtfaoYbNZ7MZmo3fjytVvvy2l9Fkwx9z0ZPiH1afyRJpthpmyFvNnLXYHazF/1mJ3sBbzZy3mrydDgCtXv30emGET1LlkTJIkSZIkSV3EhpAkSZIkSVLD2BCSJEmSJElqGBtCkiRJkiRJDWNDSJIkSZIkqWFsCEmSJEmSJDWMDSFJkiRJkqSGsSEkSZIkSZLUMGOGa8cztn+EMz59Vr9jzj/xnbXmOvaSkyvHfOuQE2vNdcU1Z1SOOXjfenPduH/1+uvsD+qt/xPHXlZrrmn1dlmLOdbfH3QuxwPPW1Rrf3WYYf39gbXYwxwL1mIh5wzBWuyRc47WYiHnDMFa7JFzjtZiYTgyvOcLr6wcs9kO82rN1claXPTwJlx6xpv7HfOKN/2y1lyHv+lPlWPS6FRrrmve95bKMV+76Lu15hr3k80rx+x8TPX+AE7aYkLlmH/ees/KMfeuPrXW/jxDSJIkSZIkqWFsCEmSJEmSJDWMDSFJkiRJkqSGsSEkSZIkSZLUMDaEJEmSJEmSGqbyXcYiYhvg28B0YA1wbkrpS73GHABcDNxfbvpJSum0zi5VA/XQE0t576UzefTJ5YwKAJ5xG3QzHPlac/zLoieJiA9ai3mxFruDtZg/a7E7WIv5sxa7g7WYP2uxueq87fwq4CMppZsiYjJwY0RcmVKa1Wvc1Sml13V+iVpfo0cFp718V3afPpXFK1ayw5mXbB4Ru5hhXlpzPOCbv+C2Rxe9z1rMi7XYHazF/FmL3cFazJ+12B2sxfxZi81VeclYSunhlNJN5ePFwB3AjMFemDpn+qQJ7D59KgCTx48FWIYZZqc1x9FF695azIy12B2sxfxZi93BWsyftdgdrMX8WYvNFSml+oMjtgeuAp6fUnqiZfsBwI+BB4G5wEdTSrf3N9foUVuniePe1+/+ztx4eq11Hb9wXq1xddTZ5+FzTq811zYbvWt9l7PWi1dVr+uKa86oHDN77kqec9j9TwGbrW+GYI7t6lSOexw5m9vue+oBrMVac71pw5Mqx1w7pt7arcX2dHuO1mIh5wytxaflnKO1WMg5Q2vxaTnnaC0Wcv49o9O1+PypW6QfHvjmfsdsu+e9lesCWLV8bOWYKfv9udZcH351df0cfdBNteZ6/iHXVY55eOaza811+YUvqxzzluN/VDnmZedczR8fWhhV4+pcMgZAREyi+AL4UOsXRukmYLuU0pKIeA1wEbBjH3McBxwHEGxcd9fqkCVL1/CmE+cCPDDQDMEch9uSpWu476GVYC1my1rsDtZi/qzF7mAt5s9a7A7WYv4Goxa3nDB5EFes9VXrXcYiYixFM+h/Uko/6f18SumJlNKS8vHlwNiImNbHuHNTSnullPaK2HA9l652rFyVeOOJcznyoCkAC3s/XzfD8nlzHCY9OW6y0SisxTxZi93BWsyftdgdrMX8WYvdwVrM32DV4ibjJwzqurV+KhtCERHAN4A7UkpfWMeY6eU4ImLvct4FnVyoBi6lxLs+M4+dtx/H8f84tc8xZjjytea4xSZ9n9xnjiObtdgdrMX8WYvdwVrMn7XYHazF/FmLzVXnkrH9gKOBWyPi5nLbJ4BtAVJK5wCHA++JiFUUN6A6IrVzcyINqt/fspzvXLGYXZ8zjj3fMgdgl/I0PzPMSGuO9z6wkrIercWMWIvdwVrMn7XYHazF/FmL3cFazJ+12FyVDaGU0u+Afm9GlFI6Gzi7U4tSZ71kjwmsuu65az8es8/ds8rT/NYyw5GvNcd9jpnDzDuW79F7jDmObNZid7AW82ctdgdrMX/WYnewFvNnLTZXrXsISZIkSZIkqXvYEJIkSZIkSWoYG0KSJEmSJEkNY0NIkiRJkiSpYeq8y9ig2CyN56gVz+p3zEsOuLreZBfNqBzy+DmX1prqySMfrhyz4fe2rDXXcRWfH8C73lzvc9zxw+dVjvnWISfWmgveXnNcNXMsDHWO8xecWmt/dTQhw11XT6wcc9bhD9Way1osmGPBWizknGHBWoS8c7QWCzlnWLAWIe8ch7oWYWnH9ufvGa06V4vjN36S5x56Q79jTnjrh2rNdexh11aOOeiM/WvNdcfCkyvHTPzZlFpzLZ+9aeWYA/77+bXmOm+vOZVjPn7yUZVjHuL2WvvzDCFJkiRJkqSGsSEkSZIkSZLUMDaEJEmSJEmSGsaGkCRJkiRJUsPYEJIkSZIkSWoYG0KSJEmSJEkNY0NIkiRJkiSpYWwISZIkSZIkNUyklIZlx6NHbZ0mjntfv2PO3Hh6rbnueGRi5Zhzx99Xa66Ldq8+HvfP2bLWXIfPOb1yzAXbnVRrrjqf4xnfOqvWXOOOvebGlNJetQZXyDnHuva86r8qxwx1jv/31Fu48f4lUWunFXLO0Fp8mjkWrMWCGRasxad1e47WYiHnDMFa7JFzjtZiIecMobO1uFHskF4y6pR+x3ztuF/Vmuvb3zyocsyYUfV+D/zAvadUjjllm+p8ALaavLJyzFWLa03Fvx5xTeWYZ3/ol5Vj9jlmDjPvWF5Zi54hJEmSJEmS1DBj6gyKiNnAYmA1sKp3tzAiAvgS8BpgKfC2lNJNnV2q1teOH72RSRuMBtglImaaY356Mrzv0eWYYb6sxfxZi93BWsyftdgdrMX8WYvdwVpsnnbOEPq7lNIe6zh17GBgx/LfccBXO7E4dd6VJzwPYJY55uvKE57HzjMmYIZ5sxbzZy12B2sxf9Zid7AW82ctdgdrsVk6dcnYocC3U+EPwMYRUe/CSY0k5pg/M+wO5pg/M+wO5pg/M+wO5pg/M+wO5thl6jaEEvDziLgxIo7r4/kZwAMtHz9YbvsbEXFcRMwsTj97sv3Var1EwGv+fRbAzuaYp54M75i7DDPMl7WYP2uxO1iL+bMWu4O1mD9rsTsMRi0+Rc27KWtY1G0I7ZdSeiHFKWLvi4j9ez3f192rn3F775TSuSmlvVJKe0Vs2OZStb5+84lduf7U3QHuwRyz1JPhc7bYAMwwW9Zi/qzF7mAt5s9a7A7WYv6sxe4wGLU4jsmDsFJ1Sq2GUEppbvnfR4ELgb17DXkQ2Kbl462BuZ1YoDpnq6njeh6uwhyz1JPh2NEBZpgtazF/1mJ3sBbzZy12B2sxf9Zid7AWm6eyIRQRG0bE5J7HwKuA23oNuwR4axT+L7AopfRwx1erAXtyxWoWL1vd8+EozDE7rRmuXpPADLNkLebPWuwO1mL+rMXuYC3mz1rsDtZiM9V52/ktgAuLd5hjDPDdlNJPI+LdACmlc4DLKd567l6Kt587dnCWq4F6ZNFK3nj2nT0f7gx8xhzz0prhPfOWAVxmhvmxFvNnLXYHazF/1mJ3sBbzZy12B2uxmSKlZ1zyNyT22HJq+uXbDux3zOhTbqo117xjXlM55p8v2LPWXG+aVj3mJQfcWGuuF130jPtrPcOLV02vNdcV15xRa1wdY/a5+8Z1vI1g28yxMNQ57nPMHGbesbyva3jbZoYFa/Fp5liftVjIOUOwFnvknKO1WMg5Q7AWe+Sco7VYyDlD6Gwt7jpts3Tx6w7rd8zUbR6rNddGr7yzcsz8i3evNdctV+1ROeZl//ONWnPdfnz/nx/AzgfPrDVXWlV9V5/vf/7IyjGnzj+d2U/NrqzFTr3tvCRJkiRJkjJhQ0iSJEmSJKlhbAhJkiRJkiQ1jA0hSZIkSZKkhrEhJEmSJEmS1DA2hCRJkiRJkhrGhpAkSZIkSVLD2BCSJEmSJElqmDHDvYD+bLPRu2qNu+END3Vsn4cde1nlmJt/9cJacz1+zqWVY177znfWmus3Hzimcsz+76lee+HumuM6wxyf1qkc0/LOHas6zPBp1mJ7uj1Ha7GQc4YFaxHyzjHnWrzsv/6r1lxP3LVl5ZicMyzkW4vmWMi5Fuvq9u+nhc7V4vhNl7D90b/vd8zyW2bUmuv6U/+hcszHf7tDrbmWxKrKMWccfWytuZ58cmLlmNFXvqDWXD+8dO/KMYcceEvlmAl/WFFrf54hJEmSJEmS1DA2hCRJkiRJkhrGhpAkSZIkSVLD2BCSJEmSJElqGBtCkiRJkiRJDWNDSJIkSZIkqWEq33Y+InYCftCy6VnAySmlL7aMOQDSIqVRAAAI7ElEQVS4GLi/3PSTlNJpHVyn1tNdDy/jqK/e1fPhLhHxBOaYldYM75m3HDPMT686BHhBRHzIDPNiLebPWuwO1mL+rMXuYC3mz1psrsqGUErpLmAPgIgYDTwEXNjH0KtTSq/r7PLUKTttOYGZp+0BwLhjr5kFbI05ZqU1w31OuZk/zlm6FDPMSmuGq9ckJrzj2jWYYXasxfxZi93BWsyftdgdrMX8WYvN1e4lYwcCf04pzRmMxWjITMEcs7Z4+Woww6z9atYigBVmmDdrMX/WYnewFvNnLXYHazF/1mKzVJ4h1MsRwPfW8dyLI+IWYC7w0ZTS7b0HRMRxwHEAW02cxGP3T+93Z4+fc2mtRZ147D9Xjtm11kz17P+ey2qNq7OuE/b+8/ouZ62rvvramiOv2QQ4ax1PmmMvQ53j+Se+s3LMw4/eAqywFkdohnVq8az7fgywYB1PV2YI5tiXoc7x0fl/BP+/mHWG1uLTcs4x51rkBy+tNdcnTvxR5ZjP3bhlrbkuH4EZ5l6L5ljIuRb9flrodC1uPnZjfv7Rt/W7zx/dvHXlugDOmXVy5ZiX73Z6rbl22WF+5Zj759SrxasfGV855uQX3lFrrqticeWYk86t/j4y8ZC/1tpf7TOEImIccAjQ195vArZLKe0OfBm4qK85UkrnppT2SintNXX8hLq7VgetXLMKYCPMMVur0iqWpWVghtlauWYV1y68E6Cv79S1MgRzHG4r16xiyeoVYC1my1rsDtZi/qzF7mAt5m8wanGjMRsOzmLVEe1cMnYwcFNK6ZHeT6SUnkgpLSkfXw6MjYhpHVqjOuj6RXcDLDXHfN224lbGxTjMMF/XL7qbHSduBbCq93NmmI/rF93NBqPGWosZsxa7g7WYP2uxO1iL+bMWm6edhtCRrOP0v4iYHhFRPt67nHddp5lpGP16wZ8AHu/rOXPMw/XLr2PD6LvTboZ5+PWCP/F3m+7W53NmmI9fL/gTk8f0/ddLc8yDtdgdrMX8WYvdwVrMn7XYPLUaQhExEXgl8JOWbe+OiHeXHx4O3FZeT3gWcERKKXV6sVo/y1c/xY2L7gVY2LPNHPOyIq1g1lO3MzEmrt1mhnnpqcOXTH3e2m1mmJ+eHCeN3mDtNnPMi7XYHazF/FmL3cFazJ+12Ey1biqdUloKbNpr2zktj88Gzu7s0tRpG4wex4V7fopXXP/J1T3bzDEv42M8X9z8y3xmwalrt5lhXnrqsJUZ5qcnx/fe9pW128wxL9Zid7AW82ctdgdrMX/WYjO1+7bzkiRJkiRJypwNIUmSJEmSpIaxISRJkiRJktQwte4hNBiWLJ7I736zZ79jNtthXq25Tlr+8coxF2x3Uq25tj+z/zUBLLzqvFpznTv+vsoxr6k1E7zhlqgc8+JV02vO1jnmWOhsjtXzPL66ekxdZliwFp9mjoU6OT68emzNPVYzw4K1+DRzLFiLhVoZXnNGrbk23v9tlWNyr8U7Fo7jRRfN6HfM7GHI8cJvvbZyzBUZ52gtFnL+ftppU7Z6nFee1Oebla81+azX15pr9P19v4tdqz13eajWXNfd3v/3B4A719T4xQyYWuM8m2nn/LrWXP94+b6VY5ZtWf3L4Jqx9e737RlCkiRJkiRJDWNDSJIkSZIkqWFsCEmSJEmSJDWMDSFJkiRJkqSGsSEkSZIkSZLUMDaEJEmSJEmSGsaGkCRJkiRJUsPYEJIkSZIkSWoYG0KSJEmSJEkNEyml4dlxxGPAnF6bpwHzh2E5nZDT2rdLKW3WiYn6yDGn49CXXNY/mBlCPsehLzmt3Vpct1zWby2uW05rtxbXLZf1W4vrltParcV1y2X91uK65bR2a3Hdcll/rQyHrSHUl4iYmVLaa7jXMRA5r72Tcj8Oua+/U3I+DjmvvZNyPw65r79Tcj4OOa+9k3I/Drmvv1NyPg45r72Tcj8Oua+/U3I+DjmvvZNyPw65r783LxmTJEmSJElqGBtCkiRJkiRJDTPSGkLnDvcC1kPOa++k3I9D7uvvlJyPQ85r76Tcj0Pu6++UnI9DzmvvpNyPQ+7r75Scj0POa++k3I9D7uvvlJyPQ85r76Tcj0Pu6/8bI+oeQpIkSZIkSRp8I+0MIUmSJEmSJA0yG0KSJEmSJEkNMyIaQhFxUETcFRH3RsSJw72edkXE7Ii4NSJujoiZw72e4ZJzjmZYyDlDMMceOedohoWcMwRz7JFzjmZYyDlDMMceOedohoWcMwRz7JFzjt2a4bDfQygiRgN3A68EHgRuAI5MKc0a1oW1ISJmA3ullOYP91qGS+45mmH+GYI5Qv45mmH+GYI5Qv45mmH+GYI5Qv45mmH+GYI5Qv45dmuGI+EMob2Be1NK96WUngK+Dxw6zGtS+8wxf2bYHcwxf2bYHcwxf2bYHcwxf2bYHcxxBBoJDaEZwAMtHz9YbstJAn4eETdGxHHDvZhhknuOZph/hmCOkH+OZph/hmCOkH+OZph/hmCOkH+OZph/hmCOkH+OXZnhmOFeABB9bBve69jat19KaW5EbA5cGRF3ppSuGu5FDbHcczTD/DMEc4T8czTD/DMEc4T8czTD/DMEc4T8czTD/DMEc4T8c+zKDEfCGUIPAtu0fLw1MHeY1jIgKaW55X8fBS6kOB2uabLO0QyBzDMEcyxlnaMZAplnCOZYyjpHMwQyzxDMsZR1jmYIZJ4hmGMp6xy7NcOR0BC6AdgxInaIiHHAEcAlw7ym2iJiw4iY3PMYeBVw2/Cualhkm6MZrpVthmCOLbLN0QzXyjZDMMcW2eZohmtlmyGYY4tsczTDtbLNEMyxRbY5dnOGw37JWEppVUS8H/gZMBr4Zkrp9mFeVju2AC6MCCiO53dTSj8d3iUNvcxzNEOyzxDMEcg+RzMk+wzBHIHsczRDss8QzBHIPkczJPsMwRyB7HPs2gyH/W3nJUmSJEmSNLRGwiVjkiRJkiRJGkI2hCRJkiRJkhrGhpAkSZIkSVLD2BCSJEmSJElqGBtCkiRJkiRJDWNDSJIkSZIkqWFsCEmSJEmSJDXM/weUWWrtJdTTlQAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 1440x216 with 10 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x216 with 10 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x216 with 10 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x216 with 10 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x216 with 10 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x216 with 10 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x216 with 10 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "most_fit, fittest_chromosome = run_ga(generations)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "到这里，遗传算法就告一段落了，我们最后看看这个model的表现吧"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.plot(most_fit)\n",
    "plt.title(\"Most Fit Trend\")\n",
    "plt.xlabel(\"Generation\")\n",
    "plt.ylabel(\"Fitness\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[8, 7, 0, 1, 1, 5, 9, 2, 1, 1],\n",
       "       [2, 1, 2, 3, 1, 0, 9, 1, 2, 1],\n",
       "       [7, 3, 8, 3, 8, 1, 4, 8, 3, 6],\n",
       "       [0, 3, 0, 0, 3, 9, 0, 0, 1, 8],\n",
       "       [2, 5, 0, 7, 9, 7, 2, 5, 8, 3],\n",
       "       [4, 3, 2, 0, 0, 3, 9, 3, 2, 7],\n",
       "       [5, 9, 5, 1, 3, 6, 0, 1, 8, 8],\n",
       "       [6, 0, 5, 1, 6, 4, 7, 1, 4, 7],\n",
       "       [5, 7, 2, 2, 6, 7, 2, 4, 4, 4],\n",
       "       [3, 6, 9, 3, 4, 8, 0, 4, 0, 1]])"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "fittest_chromosome"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "anaconda-cloud": {},
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.0"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}