hengzhe-zhang/genetic_algorithm.ipynb

## genetic_algorithm.ipynb
{
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  {
   "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": 2,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "     math  physics  english\nuid                        \n1       0        4        7\n2       5        2        0\n3       5        1        3\n4       9        1        8\n5       9        1        8\n"
     ]
    }
   ],
   "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='uid')\n",
    "print(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": 10,
   "metadata": {
    "collapsed": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[[  6  32  53  80  65  14  86  47  55  10]\n [ 35  85  84  96  91  34   5  70  95  46]\n [ 28  13  39  44  22  23  63  88  27  25]\n [ 20  31  66  49  79   7  76  15  83  67]\n [ 16  69   1  30  51  77  78  90  94  58]\n [ 41  89  57  75  48  81  12  71   9  17]\n [ 18  93  74  59  99   3  29  62  54  73]\n [ 37  40  82   2  21  87  36  45  98   4]\n [ 97  11  38  50  61  42  26  24  72  68]\n [ 52 100  43  92   8  33  19  56  64  60]]\n"
     ]
    }
   ],
   "source": [
    "import numpy as np\n",
    "### CODE HERE\n",
    "user_mat=np.array(df.index)\n",
    "np.random.shuffle(user_mat)\n",
    "user_mat=np.reshape(user_mat,(10,10))\n",
    "print(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": 11,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "initial_population = []\n",
    "\n",
    "for x in range(10):\n",
    "    user_mat = np.random.permutation(range(1, 101)).reshape((10,10))\n",
    "    initial_population.append(user_mat)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
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65],\n        [ 54,  52,  97,  24,  38,  35,  90,  31,  49,  43],\n        [ 61,  57,  30,  70,  45,  80,  58,  21,  79,  96]])]"
      ]
     },
     "execution_count": 12,
     "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": 13,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "from scipy.spatial.distance import pdist\n",
    "\n",
    "def calculate_interest_distance(person, *others):\n",
    "    people = [df.ix[person, 0:3]]\n",
    "    for other in others:\n",
    "        if other:\n",
    "            people.append(df.ix[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": 14,
   "metadata": {
    "collapsed": true
   },
   "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": 15,
   "metadata": {
    "collapsed": true
   },
   "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, get_element_safe(chromosome, (index[0] - 1, index[1])))\n",
    "        behind = calculate_interest_distance(gene, get_element_safe(chromosome, (index[0] + 1, index[1])))\n",
    "        fitnesses.append(sum([next_to, in_front, behind]) / 3)\n",
    "    return np.average(fitnesses)\n"
   ]
  },
  {
   "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": 21,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "D:\\ProgramFile\\Anaconda3\\lib\\site-packages\\ipykernel_launcher.py:4: DeprecationWarning: \n.ix is deprecated. Please use\n.loc for label based indexing or\n.iloc for positional indexing\n\nSee the documentation here:\nhttp://pandas.pydata.org/pandas-docs/stable/indexing.html#ix-indexer-is-deprecated\n  after removing the cwd from sys.path.\nD:\\ProgramFile\\Anaconda3\\lib\\site-packages\\ipykernel_launcher.py:7: DeprecationWarning: \n.ix is deprecated. Please use\n.loc for label based indexing or\n.iloc for positional indexing\n\nSee the documentation here:\nhttp://pandas.pydata.org/pandas-docs/stable/indexing.html#ix-indexer-is-deprecated\n  import sys\n"
     ]
    }
   ],
   "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": 23,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[{'generation': 0, 'fitness': 9.318888888888889, 'chromosome': array([[ 42,  29,  79,  66,  60,  56,  49,  52,  84,  98],\n       [ 96,  25,  67,  19,  36,  72,   5,  93,  88,  73],\n       [ 51,  65,   1,   2,  59,  58,  97,  23,  63,  30],\n       [ 39,  54,  76,  15,  46,  50,   4,  83,  69,  28],\n       [ 31,  90,  33,  10,  68,  53,  55,   6,  17,  71],\n       [ 13,  14,  48,  38,  43,  26,  34,  37,   9,  89],\n       [  3,  95,  27,   8,  40, 100,  99,  74,  41,  91],\n       [ 22,  85,  24,  81,  64,  12,  92,  77,  18,  11],\n       [ 21,  82,  32,  16,  35,  80,  86,  78,  45,  87],\n       [ 62,   7,  57,  94,  70,  61,  75,  47,  20,  44]]), 'active': True}, {'generation': 0, 'fitness': 9.552222222222223, 'chromosome': array([[ 53,   5,  40,  86,  97,  22,  57,  51,  46,  87],\n       [ 50,  47,  66,  14,  29,  45,  93,  36,  71,  80],\n       [ 69,  19,  92,   7,  64,  58,  70,  28,  25,  41],\n       [ 81,  35,  31,   9,  24,  44,  89,  84,  43,  27],\n       [ 48,  73,  98,  55,  83,  18,  90,  39,  62,   4],\n       [ 56,  79,  72,  82,  26,  77,  59,  88,   6,  65],\n       [ 85,  60,  23,   2,  96,  94,   1,  91,  99,  15],\n       [ 75,  52,   8,  42,  95,  61,  16,  74,  12,   3],\n       [ 17,  32,  38,  11,  67,  33,  34,  63,  21,  68],\n       [ 13,  20, 100,  10,  78,  76,  49,  37,  54,  30]]), 'active': True}, {'generation': 0, 'fitness': 9.782222222222222, 'chromosome': array([[  3,  78,  76,   5,  62,  91,  55,  41,  42,  13],\n       [ 66,  98,  95,  56,  85,  37,  60,   9,   6,  67],\n       [ 81,  33,  17,  82,   7,  59,  53,  27,  74,  47],\n       [ 15,  92,  20,  34,  50,  40,  87,  71,  10,  28],\n       [ 51,  25,  86,   8,  44,  75,  48,  84,  14,  64],\n       [ 46,  26,  29,  63,  69,  72,  93,  36,   4,  23],\n       [ 22,   2,  39, 100,  99,  73,  89,  77,  88,  11],\n       [ 83,  68,  32,  19,   1,  18,  12,  94,  16,  65],\n       [ 54,  52,  97,  24,  38,  35,  90,  31,  49,  43],\n       [ 61,  57,  30,  70,  45,  80,  58,  21,  79,  96]]), 'active': True}, {'generation': 0, 'fitness': 9.812222222222221, 'chromosome': array([[ 46,   4,  53,   6,  68,   5,  64,  10,  33,  85],\n       [ 79,  11,  37,   3,  25,  13,  97,  20,  52,  58],\n       [ 93,   9,  54,  78,  51,  47,  95, 100,  76,  94],\n       [ 36,  44,  92,  75,  32,   1,  17,  34,  57,  24],\n       [ 23,  21,  27,  90,  71,   7,  65,  74,  55,  91],\n       [ 31,  84,  22,  96,  26,  38,   2,  40,  48,  59],\n       [ 67,  72,  77,  35,  50,  42,  88,  73,  70,  63],\n       [ 81,  89,  45,  14,  43,  87,  29,  80,  41,  39],\n       [ 83,  62,  19,  82,  86,  28,  66,  60,  69,  15],\n       [ 98,  49,  56,  99,  12,  18,  61,  16,   8,  30]]), 'active': True}, {'generation': 0, 'fitness': 9.867777777777778, 'chromosome': array([[ 50,   8,  37,  46,  71,  39,  58,  87,  32,  69],\n       [ 45, 100,  83,  52,  98,  29,  19,  76,  35,  27],\n       [ 14,  91,  88,  61,  90,  17,  77,  49,  68,  20],\n       [ 60,   1,  93,  54,  75,  30,  15,  23,  11,  82],\n       [ 44,  92,  25,  95,  38,  64,  12,  33,  55,  31],\n       [  6,  79,   2,  59,  86,  85,  53,  41,  66,  13],\n       [ 63,  56,  48,  96,  72,  10,  43,  47,  40,  67],\n       [ 26,   7,  36,  21,  65,   3,  24,  57,   5,  97],\n       [ 78,   9,  84,  51,  89,  42,  22,  62,  73,  74],\n       [ 16,  18,  81,  70,  34,  80,   4,  99,  28,  94]]), 'active': True}, {'generation': 0, 'fitness': 9.895555555555557, 'chromosome': array([[ 52,  19,  23,  97,  61,  71,  34,  70,  63,  17],\n       [  4,  24,  32,  39,  90,  26,  12,  43, 100,  84],\n       [ 76,  59,  40,  94,  89,  35,  58,   2,  83,  72],\n       [ 14,  13,  95,  74,   7,  42,  11,  62,  55,  46],\n       [ 75,  28,  36,  25,  37,  65,  31,  18,  45,  38],\n       [ 29,  78,  21,  82,  92,  64,  96,  48,  15,  53],\n       [ 67,  60,  91,  81,  93,  79,  86,  66,  98,  88],\n       [ 99,  56,  33,  50,  57,   8,  77,  85,  27,  54],\n       [ 44,  47,  10,  51,   9,  20,  49,  16,  73,  68],\n       [  1,   3,  30,  69,  80,  22,   5,  41,  87,   6]]), 'active': True}, {'generation': 0, 'fitness': 9.903333333333334, 'chromosome': array([[ 58,  98,  13,  78,  43,  40,  71,  77,  62,  20],\n       [ 90,  35,  63,   8,  88,   2,  47,  84,  46,  23],\n       [100,  30,  56,  24,  72,  50,  94,  22,  86,  75],\n       [ 51,  17,  37,   7,  33,  57,  96,  91,  49,  42],\n       [ 14,  21,   1,  61,  48,  60,  28,  31,  10,  66],\n       [ 12,  38,  64,   3,  74,  11,  26,  89,  53,  55],\n       [ 67,  41,  25,  85,   6,  93,   4,  16,  70,  15],\n       [ 73,  76,  87,  44,   5,  36,  80,  79,  59,  18],\n       [ 68,  45,  39,  54,  81,  82,  97,  99,  34,  27],\n       [ 52,  95,  83,  69,   9,  19,  29,  32,  92,  65]]), 'active': True}, {'generation': 0, 'fitness': 9.947777777777777, 'chromosome': array([[  7,  54,  64,  11,  26,  99,  12,   6,   1,  70],\n       [ 52,  38,  55,  82,  32,  98,  19,  39,  68,  95],\n       [ 20,  33,  50,  74,  92,  93,  69,  46,   9,  77],\n       [ 49,   4,  37,  60,  76,  42,  51,  61,   5,  10],\n       [ 24,  21,  65,  66,  15,  75,  47,  36,  44,  28],\n       [ 23,  78,  35,  59,  96,  88,  73,  58,   3,  86],\n       [ 30,  57,  45,   2,  89,  41,  67,  27,   8,  40],\n       [100,  91,  16,  17,  25,  56,  81,  83,  97,  43],\n       [ 48,  71,  63,  84,  90,  80,  34,  22,  14,  53],\n       [ 13,  29,  31,  79,  94,  72,  62,  18,  87,  85]]), 'active': True}, {'generation': 0, 'fitness': 9.955555555555556, 'chromosome': array([[ 69,  89,  58,  54,  99,  46,  47,  87,   8,  43],\n       [ 95,   4, 100,   3,  13,  56,  52,  34,  31,  85],\n       [ 67,  15,  39,  83,  53,  55,  25,  11,  19,  97],\n       [ 78,  57,  12,  24,  26,  36,  20,  74,  32,   2],\n       [ 37,  90,  23,  44,  49,  68,  41,  42,  81,  18],\n       [ 94,  86,  30,  76,  60,  16,  33,  17,   6,  48],\n       [ 28,  66,  27,  10,  64,  29,  35,   5,  73,  63],\n       [ 84,  62,  38,   1,  45,   9,   7,  72,  88,  98],\n       [ 59,  70,  77,  92,  96,  40,  50,  14,  21,  79],\n       [ 51,  22,  82,  75,  65,  61,  80,  71,  91,  93]]), 'active': True}, {'generation': 0, 'fitness': 10.081111111111111, 'chromosome': array([[ 91,  84,   2,  83,  85,  92,  69,  57,  31,  23],\n       [ 76,  74,  25,  11,   9,  45,  49,  48,  16,   5],\n       [ 62,  56,   1,  82,  33,  55,  26,  86,  42,  96],\n       [ 24,  15,  71,  98,  64,  36,  27,  30,  81,   4],\n       [ 10,  59,  58,  37,  80,  93,  99,  35,  52,  51],\n       [  3,  47,  95,  79,  90,  28,  53,  19,  88,   6],\n       [ 97,  67,  50,  43,  29,  75,  70,  63,  20,  46],\n       [ 54,   7,  12,  66,  73,  44,  40,  38,  39,  34],\n       [ 61,  72,  18,   8,  60,  17,  78,  14,  32,  41],\n       [100,  21,  65,  89,  87,  22,  77,  68,  13,  94]]), 'active': True}]\n"
     ]
    }
   ],
   "source": [
    "# CODE HERE\n",
    "generations.sort(key=lambda g:g['fitness'])\n",
    "print(generations)"
   ]
  },
  {
   "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": 24,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "import random\n",
    "\n",
    "def recombine(mother, father):\n",
    "    child = np.ones((10,10)) * -1\n",
    "    # 遍历每个用户\n",
    "    for index, uid in enumerate(df.index):\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",
    "        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",
    "\n",
    "        child[position] = uid\n",
    "\n",
    "    return child"
   ]
  },
  {
   "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": 25,
   "metadata": {
    "collapsed": true
   },
   "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": 28,
   "metadata": {
    "collapsed": true
   },
   "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",
    "        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": 29,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x216 with 10 Axes>"
      ]
     },
     "metadata": {},
     "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": 30,
   "metadata": {
    "collapsed": true
   },
   "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": 31,
   "metadata": {
    "collapsed": true
   },
   "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": 32,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# 请将以下Comment 添加到代码的合适位置\n",
    "def copy_chromosomes(generation, generations):\n",
    "    new_generation = copy.deepcopy(generation)\n",
    "    # C. 将适应度最差的两个染色体杀掉\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",
    "        # D. 找到仍存活的染色体，并更新代数\n",
    "        chromosome['generation'] += 1\n",
    "    \n",
    "    # B. 将新一代染色体加入到generations中并返回\n",
    "    generations.extend(active)\n",
    "    return generations\n",
    "\n",
    "\n",
    "def mate_chromosomes(generation, generations, generation_num):\n",
    "    # A. 将适应度最高的两条染色体交配\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",
    "# E. 将适应度第三和第四高的两条染色体交配\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",
    "    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": 33,
   "metadata": {
    "collapsed": true
   },
   "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": 34,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "D:\\ProgramFile\\Anaconda3\\lib\\site-packages\\ipykernel_launcher.py:4: DeprecationWarning: \n.ix is deprecated. Please use\n.loc for label based indexing or\n.iloc for positional indexing\n\nSee the documentation here:\nhttp://pandas.pydata.org/pandas-docs/stable/indexing.html#ix-indexer-is-deprecated\n  after removing the cwd from sys.path.\nD:\\ProgramFile\\Anaconda3\\lib\\site-packages\\ipykernel_launcher.py:7: DeprecationWarning: \n.ix is deprecated. Please use\n.loc for label based indexing or\n.iloc for positional indexing\n\nSee the documentation here:\nhttp://pandas.pydata.org/pandas-docs/stable/indexing.html#ix-indexer-is-deprecated\n  import sys\n"
     ]
    },
    {
     "data": {
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\n",
      "text/plain": [
       "<Figure size 1440x216 with 10 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x216 with 10 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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zbuG6HLsBa1SG6dfQ0AzvI7GRcBQwPPnxb9fl2A2hHL1raEiOu5J4B4D9gKVmVpr8L6tPcVCG3jU0JEMj8Xz2BSSuy3NIvA7Np+ty7AauUzmmX0Nwjs65Fc65eav/I/HztMw5t2Rdjt2ANSrD9GtoyCy2JfHaCiUk/uq6PzDEJU6Zzyrl6F1DQx/fnEXi5Q3mkDhj4FHggXU5dgPWqAzTr6GhGULi6WIPOeca7Wwv5ehdQ0PuF5cDhwHnJWs/B8aTeN3ZrFGG3jU0dBYvTK51JtCDxEZtg1kjzrGIiIiIiIiIiGwANogzhEREREREREREpPFoQ0hEREREREREJMdoQ0hEREREREREJMdoQ0hEREREREREJMfkN9WB2+e3cV0LO6WtKa8oCOrVrd8Cb01NeWFQr9pq/x5ZbW3YPlpNtf9dws3CXtS7ddfl3pra4rB3tf7s81WLnHNdgoo9Oha2cj1bt09bM3l52HXfO6CsQ7+wN0urbeW/XmeP6xXUq0unFf7jBdxuAGpq/LeJtr39b3wzbV4Vi5ZWW9BBPTI5ix06lHprirr4r08AAq7TyuWtglpVrfKvP3QWi9qt9Na0aFMV1OuTiRUZm8VM5thluznemryywJtfrb+ufGG7sFYBvYJ/pm7kvx1WLG3jrZldtoKSVeUZmcUW1sblW/oMt+lXEtYs4LqaMLNjUKvNO/tv8wVd/LMPsGpO+vsLgIqKsPsMC7jWF5SHPcxZzrTMzWJBG9e9ZYe0NdNWht1n/Kid/2fJlMD72C27+2/zX89L9y7T/7NFlzJvzZQFYb065fmD7LLJPG/NtPlVLFqWmftFzWJC7LPYobC161GU/t85Y0XYv7FbQFlBQXVQrzYBj5WWLfLnA9C6Tbm3pmXgbWLhpO7emk5d/bf7GUtXsnhlpWZRs7hGh8JWrmer9P/OBctbB/XKx/+P7Lnt7KBe1bOL/cdrGfaYfsl8/22nY9elQb1qq/y/L85a6L/dlLGQCrfCe4U12YZQ18JO3LbZuWlrxn/bI6jX+SPu8NYsHd87qFfpIv8vJhVlYb+ELl2Y/gEhQMuiyqBe2575srembLdVQb3adfh2elBhgJ6t2/PYnsekrTn8pX5Bvf7S31/zq7vuDeq1cjv/nfJlnUcE9TrjF297a1aUhD3wXbHM/4Nnj+se9dbsfNq0oOOFyOQsHrzff701m5/6ZlAvt9h/xzDn9a2Des2e5N/8KygM+4E/4BefeGta7hB2R5S35zcZm8VM5vi796701rT9IGxziZX+uvF/GxzWqtT/szc0x+2O898Ov3t2Z2/N4a88EXS8EPnWia4F6TP88Iqng3rVlvuv923OOSyo14u/9t/mu//eP/sA344Y4q2Z9M0mQb3y82q8NXeN7xzU68XaEzI2i91bduDen5yetuaEsf77AoDH9pzlrRn60sZBvd44+XVvzaC/7B3U6z9Dx3hrfnNXWK+jO/hvq6fdeYO3ZuezJgcdL4RmMSH2WexR1J5/7HJi2poz3wx7jHpeD/8fG3r2DPuj5cCDPvDW/OfBA4J6bbfLl96ajU95J6jXPYdc4q05+tTR3pq97/M/bg6lWUyIfRZ7tmrPP3c/Lm3NnS9uH9SrQ8ATnK56/fKgXiWX7uqt6dh/flCvx287wlvzm9PDbqulC/ybPRfc6f8Z8TKXBR0v6E9UZra/mU00s0lmdnE9l7c0s1HJy8eYWf+go0ujevW1MnYYOBVga+UYp5fHlLLVsVMYP2UVyjBeq3NEsxitd+dOZ8iL/+S7ZYs1ixFb6L7g7dqLQbMYrZc/XsFWJ3/H+Gm6X4yZZjF+r01awE53vc5XC1ZoFiO1eg7fqr0Q4AenjCnD5sm7IWRmecBdwBBgAHCUmQ2oU3YyUOKc+xFwC/CXTC9U1k9NjWPYHxYw+qleABNQjtGpqXGcfet8Xri+NwM2LgRlGKXUHNEsRqmmtparP3mHkXscyKbtOoEyjJJztUxwD7OTnQ+axSjV1DjOvmsuL/ypHwP66X4xVprF+NXUOi546QuePHoXtuxSDMowOqlzuIddC9BJGeaGkDOEdgYmOeemOOcqgceBX9Wp+RXwj+THTwGDzUKexSiNZewnFWyySQEb9y8EcCjH6Hz0dQWb9ipkk56FtEjEogwjlJojmsUofbFkAX3btqdPcXvNYsSWMoXWdKO1dQXNYpQ+mljOpj0L2aSH7hdjplmM3yezS9ikYxv6d2yjWYxU6hy2sHyAJSjDnBCyIdQLmJny+azk1+qtcc5VA8uAjeo2MrPTzGysmY1dVu1/QULJnLlzq+nd63svGZWRHEsq/S+qJpkxe1EVfbpmPkPNYuNSjvFbUF5K91bfew2YjGRY65RhY6qghCK+92KlmZnFKuXYWGYvrqJPl++9LohmMULZmsWlVXqM2ljmrqigV/vvvc6fZjEy9cxhJeuYIdT9fdH/4ufSdEI2hOrb9av7ymohNTjnRjrnBjrnBrbP9797i2SOq/+18NY7x46FYa8IL+svWxlqFhuXcozfWl5adL0zbGHKsHHVm+T6z2KBcmws2fp5qllsbNmZxQ4FeozaWHS/2Bxkbg6h7u+LYW/IJE0jZENoFtAn5fPeQN33JF5TY2b5QHsSp5nJBqJnz3xmzf7eO28px8j07lLAzAXKMHbKMX7dWhUzr/x7byerDCNURCcqvh+JcoxM784FzFz4vXcWVIYR0izGr2fbImYv+95ZIMowMvXMYSHKMCeEbAh9DGxmZhubWSEwFHiuTs1zwPHJjw8H3nBuLX+3kSax4w5FTJlcxbRpVZDY3VWOkdlpyyImzapk6txKahOxKMMIpeaIZjFK23TqyvQVy5hVulyzGLH2bEwZ81npFoJmMUo7bdGKSbMrmTpP94sx0yzGb4deHZi8pIzpJWWaxUilzmGtqwbohDLMCfm+AudctZmdBfwHyAMecM5NMLMRwFjn3HPA/cDDZjaJxC7hUF/ftpstZK//jExb899eIwL+CbDsq7pPb/yhi64/LKjXXr1LvTWHnT06qNfBlx3grRk//o6gXizM85bk3d9v7ZcBN+3bhsP2+Rbgx8DVmcixttaoKG+ZtuZvg0q8awcYsOt4b82h+10U1Gu3Qu9Nm4N2nhzUq/+Vr3prRg2+MKjXoWc8461xs9vW+/U84LZj+zPk3BlMX1QJ8EQmMmxVXM5Pdv0ibc1/x/f2rhugc7/53ppT97ksqFfILB7z+E1BvQbvfYa35ukDpwT1mvpe3Tdc+KEtui1f62WpOZLBWWzTvpRBB3yQtua/44/wrh2g6qptvTWnZvBn6qGf3xjUa4ceZ3prPll4V1Cvr08c4q3Z8tAxa73s7r49OOORJ5leugoyNIsDupbx2vEfpq2pOHSRd90A+aX+x2fPvf1tUK+eh37irXn84GFBvXYd/LG35s8Tw57mscwqvTXvXvjvtJe/Onkzhr92FZRkbhaLuyxj99+/mLZm4xNP8a4dYPy4zbw1yy3sNTZuuta7dDajIqhX8eVjvTUDbj8oqNegQZ96a6Y+sttaLxs+oC/7nPUBs8uqQLOoWUxRW9OCFcuK09a8Whr2JkntXmnnrRl3z35BvdwZ/sefk0d08tYAvPjdXt6au386MahXq6Iqb80d1x611st+VjuAwXc8xFJWgmYxyllcPYe1zsFSlmQiQ4DJKwo49NUeaWuOtJDzVKBfh1Xemv/89OygXoeMut1bM2KnsP2ID/C/TlLvp/cI6rXLh3/11jw8JP3vbgA7nzMv6Hj+35oB59yLwIt1vnZ5yscVQNhvGtJk9t+qC/tv1YU2w14d75y7BpRjbA7YvgMHbN+BQcMnMHZKmTKM1Ooc84/+WLMYqSHbdmTIth0ZdPmXfDK1VBlGat9Ne7Dvpj3ofN1ozWKk9urVl7169eWQF57my8ULlWGkNIvx27zF9mzeYnvuqb6U2W6KMozQ6jkE6Hzd6HmgDHNB2FaciIiIiIiIiIg0G9oQEhERERERERHJMdoQEhERERERERHJMdoQEhERERERERHJMdoQEhERERERERHJMdoQEhERERERERHJMdoQEhERERERERHJMdoQEhERERERERHJMflNdeCKaR34+sRD0tb837nPBPXqf8uO3pqWhTODeg0fPMlbM298v6Ben869y1tzSec/BfUadta/vTWPPTAkqBe8GljnV1RczuY/nZC2ZtiIoUG97hn5iLdm+s17B/W697T3vTVlJcVBvSpGbemtmbkgrNd1lx3vrdl5q7nemqVzbwo6Xoi8/GqKuy5NW3Pp7MuDenXrf4K3JnQWrzlsnLfmnQuOCeo19o/+2/xVlx8b1Ov6Mf7r4ta9w64vCDtmCDNHXmFV2poRb14Z1Kv9fsd5azKZ4/zz9grqFZLjlR1GBPX688g7vTW3nX6Wt2ZBxR+Djhciv80qOu44LW3NfZteGtTr3cUF3pqHRt8Y1GuHX57hrXn6mE+Dei1f1MFbcwDtgnr94fq/eWs+Hv2zoF4wOrAuQJtqagctSltSYTVBrX6ywzfemqkHfxzU64tRu3tr9ittHdQrr8J5a66rCLuttnqgr79oyGxvSeHnK4KOF0KzmJDJWTzh/BOCemVyFuevLOT2sb3TH21iXlizThXeks69Fwa1aj3FPz/j/IcD4MGRd3trPn18z6Beh5z8vLfmkj8d6a2pDDpaGM1iQuyzuHWfpfz34mfT1swes3lQr3Efbu2tOeDlO4J6scB/bkz/rmVBrY7b5yNvzaBRmwb1WvCKP+/yr7t7a2rLpwcdT2cIiYiIiIiIiIjkGG0IiYiIiIiIiIjkGG0IiYiIiIiIiIjkGG0IiYiIiIiIiIjkGG0IiYiIiIiIiIjkGO+7jJlZH+AhoDtQC4x0zt1Wp2Yv4FlgavJLTzvnwt7qRbJuae1iHqu8hxVuGYYBdK1boww3fAurSrh11qMsrV7O/KolmNk5msW4aBabh9Qcl7iFmsUILVi1jGu+fYYllaW0MM1irGbOqeLkYQuYv7Ca6bOqNYsRWukWM4Z7qUD3izErZTFvcjcrWcoKdL8YI81i7gp52/lqYJhz7lMzawt8YmavOue+qlP3rnPuwMwvUdZXC2vBQYVH07vFxlS4ci4rP7WrmQ1QhnHJowUndT+YTVv14dxJNzB11ZwzNYtx0Sw2D6k53lw+nDluumYxMnnWgjM33o/Ni3uysnoVQz78s2YxQvn5xl+Gb8T2Wxcx6JczGPdVpWYxMkYe23E0Ha0/Va6cZzhNsxghowW7cCxd2JgnuZgl6H4xNprF3OV9yphzbq5z7tPkxyuAr4Fe2V6YZE4760jvFhsDUGStAMpRhtHpVNCeTVv1ARK/kKJZjI5msXlIzVGzGKeNCtuyeXFPAFrntwTNYpR6dM1n+62LAMjLM9AsRqeVdaCj9QegQPeL0WpDR7qQvF9E94sx0izmrpAzhNYws/7A9sCYei7+qZmNA+YAf3DOTUjXa9WqQqZN7pP2eC1brQpa16Jb/uOtOfrMU4J6zfjWf8zWxeVBvQb3ON1bM+W5Pwf1Wj62n7dmVbX/JaFK3EKA1mQgQ4C8VlW0/fGctDW791jpXRfA3btc4a1pRVivW+442Fuzz45TvTUA/c96y1tz8Y5hOb4y/Lfemo/Hp58LgBXVQIZmcfmSdrz+2L5pj7fPRV971wSw9IMHvTW/2fHyoF5lJZO9NaGz+JOrf+6tGX/tP4J62aKW3pqmmMWQHA86pu4feeq38MZXvTXH/N9JQb2++TiDP1Mf39JbM3nUjUG9rIP/mCE5VtZWQYZmcfKUbvxm6Dlpj/f4hKu8awL4fMDV3poHzzg7qNfIvb/z1oz7cOugXr8a+VdvzSa7hP28+cUfhnpr9s9r463J9Cwu+bY7owZfmLZmxHaLvesC2OKaF7w1Na/77zMAxoz5sbfmopWzg3od3PtKb83e3cIew+3x84+9Nfef+XtvzQx3ATBTs7ihzmJBnremxC2EqszNYt+NVnDbr95OW9Nx57D7ssVfPOCtWbawfVCvLu/39tbs0NoF9Trqd7/z1vR3BUG9Pn17Y2/Na6Ov99a8f94cFs3Q/aJm8X8mz+jMb85KP2vVhN3mn5pxjbem9kn/780AO17Cyg5FAAAb6ElEQVRwmLfm2gFLg3qd8ujO3prPT30nqNc3/9jDW7NgThdvTdnSL4OOF7whZGbFwGjgXOfc8joXfwr0c86VmtkBwL+AzerpcRpwGkDn/I6hh5YMWeUqeLT6FoCZ65ohfD/Hvp0Ls7hiqc8qV0EJC0CzGK1szKJybHyZnsVWbJTlFUtd2ZjFjfI6ZXHFUp9KV8FS5oNmMVrZmMWebfwbwpJZpeU1TJlXCZrFaGVjFpXjhi3oXcbMrIDEZtA/nXNP173cObfcOVea/PhFoMDMOtdTN9I5N9A5N7BdXvF6Ll0aosZV82j1LWzbYjeAH2x1hmaYvHxNjl3aNegkM1lPNa6ax2tvoRXFaBbjlK1ZVI6Na3WOmZzFlrRrhJXLatmaxbYt2mZ13fJ9Na6af3EzRZrFaGVrFjcqKsrquuX7qqodR9wwlU5t8zSLkcrWLBai+8UNmXdDyMwMuB/42jl381pquifrMLOdk33DzoeWrHPO8XTNSLpaL3bP+2W9Ncpww+ec41+1I+lCT4qp/7Rk5bhh0yw2D6k5FptmMUaaxebBOcfL3MtG9KINHeqtUY4bNs1i8+Cc49S7p7NV7yK6daj/KWrKccOmWcxdIad37Ab8FvjSzD5Pfu1SoC+Ac+4e4HDg92ZWTeIFqIY658KeCChZN91N5PPa9+hmfbij6hKAAcnT/JRhRGYwkXHuXbrRh8XMJzmPmsWIaBabh9QcFzvNYow0i83DbCYygXfpQl9KmKdZjJBmsXl4/5syHnm7hG36FjFp3irNYoQ0i7nLuyHknHsPME/NncCdmVqUZFb/FltyTeGjaz4fXnn0V8nT/NZQhhu+frYlI/IfA+Ce6kuZ7aZsV7dGOW7YNIvNQ2qOd1UNZ3atZjE2msXmobdtyYU8DsA/3KXMc5M1i5HRLDYPu29VTPXo7QEYdOE3jJ20UrMYGc1i7gp6DSEREREREREREWk+tCEkIiIiIiIiIpJjtCEkIiIiIiIiIpJjtCEkIiIiIiIiIpJjQt5lLCuqqvKZNb/+twhd7ZBRL6a9fLX79h3urVnYoiKo17aDP/XWzPxik6BeLx481Vuz9a9PCeq1fVUnb8291z4c1Gv4pUFlQUoXtOfDuw9IW3PkH0YF9ao5ebq3Zt+TfxHUa8vj3/HWnHjwhUG9fl7gf/H8Z849LajXoMEfe2tOn+Afy0VWFXS8ECGzWHBP/6Be9117jLcmdBY3PmKMt2aj/ZYH9frmvv7emh3OPyyoV8gs3rP0yqBew9Nf7Q0SkuOCW3YN6vX8kz/31oTmuPPh73prigbNCOo1+S+13pptBv1fUK+QHO+be6W35qlfzAk6Xoge7VZy6a5fpq25aus/BfW6+7UR3ppB+4ddV9eWtPPWDDnrX0G9Prj8N96an174TFCvjq7QW3PS6c8H9Rp+e1BZkPKqPD6flf46q5jVNqjXhz+52ltz6UeXB/U67oLHvTUjLz8wqNct5z/nrWnbZ1FQr6nvDfDWXPP5Zd6a146aHXS8EJrFhNhnsaK8iO++2CxtzZLP7g/qddVW/ryHz/hjUK9n9zjPW3PMKWG/A/3nrn28NZt1qAnqdfJe47w1d554vrdmQWnYz6QQMc/i55O6BvXqmgOzuGmfxYy68O9pa24edmpQr6d2ucBbM3GOPx+AC/uUeGsG7uP/3Q3gkGn++8/h94T9HnvcztO8NYsWdfTWVFeFbfXoDCERERERERERkRyjDSERERERERERkRyjDSERERERERERkRyjDSERERERERERkRyjDSERERERERERkRyjDSERERERERERkRyjDSERERERERERkRyjDSERERERERERkRyT31QHXlbreKW0Jm3NGwMvC+p14c8me2vOnNk9qNeY53f11nzwZZ+gXn06l3trLuu5KqjXHbNLvTWtBvuvh0zLL6hmo+6L09YUdlkR1GvVvRt7a7Y4+r2gXlcderG35r6RdwX1mn7bXt6aQx+8M6jX1nuf5a356Gz/v3G/f5YFHS9E0CxecGxQr0zO4iuXH+Ot+eDQDXMWy0dsH9QLvg2s82vXrox9B3+UtubMkYODemUyx3ce3tdb88GFG2aOpTf4c6ydvzDoeCFqavJYsaw4bU2euaBeNx443Fvz7OkvBvVq3cn/M7xmZWFQr51GPuqt+efgC4N6jctLf98DcMPtBwf1Av+6QhW2cPQtrkpbc/Zj1wf1Ov+X/hxX9bCgXjf88ThvzSX9SoJ6DbhzB2/NfRsXBfXq6nkMATDj5r29NZXznwk6XgjNYkLsszizvAXnjEuf4xdjOwf1uid/urfmpOF7BfU6YmTAY8aasLm+cZr/vnja5LD72K6bzvXWvPJM+seLkHhcmSkhs3jZbfcG9WrsWdz1iLeCehUc4n/MFfsszp/VmdsvOCVtzQX3hv0ude6JZ3trbh/9l6BetVv5c1x8z85BvU6deLW35rOhQ4N63fzOZt6aKw76zFtTtDjsMbHOEBIRERERERERyTFBZwiZ2TRgBVADVDvnBta53IDbgAOAlcAJzrlPM7tUWV+bHjKFtq1bAAwws7HKMT4D//Zv2hQUMG1ZKcowXqtzRLMYLc1i8/A3zqKAVqBZjNYeTz1Gm4ICZqxYrlmMmGYxfm/WDiOPVqxkvmYxYprF3NOQM4T2ds5tV/dGkTQE2Cz532nAXzOxOMm81+7uA/CVcozX07/Zmy02aocyjNvTv9kbNItR0yw2D7/hj6BZjNo/f3EgP+rQUbMYOc1i/Haxiyiml2YxcprF3JKpp4z9CnjIJXwIdDCzHhnqLY1HOcZPGTYPyjF+yrB5UI7xU4bNg3KMnzJsHpRjMxO6IeSAV8zsEzM7rZ7LewEzUz6flfza95jZaWY21szGVhL2QsOSOQYM+b9ZAFtlKseSVf4XeZVMMo4c/RbfLl6OZjFmiRzJ4Cwu0Sw2sszP4rKqzL1YvIQyRnMtZHAWS93y7CxV6mUGJ7z6IpOWlmgWo5b5Wax2/jcPkEwyPnI3UsoczWLUMj+LZU6/a2zIQjeEdnPO7UDiFLEzzWyPOpfX91L4P3iJeefcSOfcQOfcwELaNnCpsr7eua8vHz/UD+A7MpRjx5atsrBSWZvnhw7mtWN/wcYdi0GzGK3VOZLBWeykWWxU2ZjF9gVtsrFUSWMoV3Es10EGZ7HY2mVhpbI2Tww5mOcOOoz+7dqDZjFa2ZjFfEv/7lSSWT+14eze4ipa0w00i9HKxiy2Mf2usSEL2hByzs1J/n8B8AxQ9/3XZgGp72nYG5iTiQVK5vTssuY1xKtRjlHqXpz4pb+gRQtQhtFanSOaxWhpFpuHYjqt/lCzGKlurRO/MOZrFqOmWYxfkXUEoAV5oAyjpVnMPd4NITNrY5bY1jOzNsB+wPg6Zc8Bx1nCLsAy59zcjK9W1llZeS0rympXf9oC5RidsqpqSiurAKhxDpRhlFJzRLMYJc1i81BFBZWseaqlZjFCK6uqKK2qBKBWsxgtzWL8qt0qql0iQ0ctKMMoaRZzU8jbzncDnkm8wxz5wKPOuZfN7HQA59w9wIsk3npuEom3nzsxO8uVdTV/STWHX7hm83Yr4E/KMS4Lyyo48bn3AJhcsgLgBWUYn9Qc0SxGSbPYPJSxjOe4afWnmsUILaoo5/dvvgrA1OXLQLMYJc1i/CpZxifuDnBQxjzQLEZJs5ibzLkfPOWvURS26OO6Fpybtua7KfcG9bqx/whvzXMsC+p16aarvDV7j7s1qJfV+PfbCkf2Der16t8O9NYc8OhdQb0Ktp30yVreRrDBBm7eyn1056Zpa2aMGhTU644H9vPW/KNwelCvGdPv99bkVdR6awA6b3mSt6bkoweCepX9qL6n3X7fScWXe2vecJdT4qb4mwUImcV3jpoY1Ouf//y5tyaTs3jgM3cE9fr64oO9NQOufi6o14tHn+mt2f/psFlsuUXmZjEkx/eO/Sqo18MP7eutyWSOB7wclmPtv/p5awp3nemtAXjhpN97a4Y86c9xlyNm8sn4iozMYjfb1B2VeCHHtXok8Gfgvf1ae2sGf3lzUK+Q+7KCe/oH9Wq5u3/9NeO6BvXKH7DQWzN4zwuCer1Vc0rGZnG7Hh3d6ycMTltT1DHsxW4LOvpfUPWfV5wQ1OvHW0/21iyav1FQr/3vvs9bUzEm7PFNdVlLb03pgvbemiGjXmLcgsWaRc3iGtt23ci9dOSQtDXLF3YI6rV4nn82tn/88aBe7qGNvTVDLj08qNel25R4a1oXrwzqtXhhR2/NHoe+460Z/PfX+XxuiWZRs7hGyP3iioCf8wC9z/HfBu2bsLmu2W6pt6bFmM5BvVr09L+hxJJXBgT1annpF96aNuP9I7bzydMY+43/MWqm3nZeREREREREREQioQ0hEREREREREZEcow0hEREREREREZEcow0hEREREREREZEcow0hEREREREREZEcow0hEREREREREZEcow0hEREREREREZEcow0hEREREREREZEck99UB+7oCjm8snfampYTCoN6ldaYt+bDx/8W1Gvh+5t7a37T5o9BvV748lpvjWuzKqjX6AldvTW37HBxUC84JbDOz1UUUPlt+rWVzNsoqNc7+Uu9NQ9tmRfUy2qct2bBn3cP6nVAZR9vTdUb/YJ6HbHDMd6arwrme2vKqqqCjhciZBaXLfSvCcJm8f17HwnqVVXSxlvzy20uDer170n+WVx277ZBvYJmcUDjz2JIjiXzMpdjVysK6rX/6zd5aw7qF5bjE2VXe2sW/d+eQb2CctzGn+O3Nf41herzo7ncfPOf09Zc8dHGQb0eu+tQb82womuCej3Rcpq35rBVYT8D5+b57/NC5hXgqE2u8NaMOu/5oF7dbg4qC5LfupIO209PX9R/eVCvt84+3lvzr/kFQb16dOvordn/jrDHSjfuc7m3ZtgDtwb1eu2ao701VZX+h6uly98JOl4IzWJC6Cy+99tjvTWjznk1qFcmZ3Hhwvbc+9cD09Y8a0uCeg3r7p+zR3tcFdTrivP/5a2ZkrcsqNeb4/p6a04e+nZQr1PG+H9GfPqHL701LV4qDzpeCM1iQuyzaD3Kyf/jF2lrKk7aL6jX335+mbdmhx0mBvXq0Nn/u+cxT4b9fvD+3f7fbzoN/jqo1zWd/T9LDj3oQ29N+fzHgo6nM4RERERERERERHKMNoRERERERERERHKMNoRERERERERERHKMNoRERERERERERHKMNoRERERERERERHKMNoRERERERERERHKM9308zWwLYFTKlzYBLnfO3ZpSsxfwLDA1+aWnnXMjMrhOWU8r3Twm1N67+tMBZrYc5RiVKreAkupHkh8vRBnGp84cAmxvZucqw7ik5ljOPM1ihCYtWc5pL3yQ+iXNYoRmV87nlrkPAjCnaoFmMUKaxebh2+8qOeHUuQBMmlSpWYyQZjF3eTeEnHMTge0AzCwPmA08U0/pu865AzO7PMmU1tadnfKuAOCtmlO+AnqjHKNSYF3pWnA+APMrb6Ga2StRhlFJnUPnanm79rRalGF0UnP8uGYEZczQLEbmR53a8cZvfwFATW0tPW99UrMYoV6F3bix38UAXDD9L0ytnKVZjIxmsXnYfLNC/vtWPwB+9vNpfP5FpWYxMprF3NXQp4wNBiY756ZnYzHSaNqhHKPmWAXKMGolfA2wShnGrYYK0CxG7d0ZC0CzGL1yp/vF2GkWm4cVpQ40i1HTLOYW7xlCdQwFHlvLZT81s3HAHOAPzrkJdQvM7DTgNIBiOlOFS3swV1oYtKh+HVZ5a44eek5Qr/27+3u99PBfg3rZHP/6awpqg3odt/M0b83eNzwc1CtvTzoBt6/l4gbl2JrOnHz2KWmPt1vH6qB1/aFvmbfmhgkdgnoNuvMn3poXRu8V1GvfrlXempLJ3YN6bVbTylsz6pL3vDU/umk5S8obbxY3e+hZ75oA+m22tbfmt7/7XVCvkFkcebz/ugIo+Lalt2ZVaVFQr5BZ3GG/j701Z/37U74Yx+K1XOzNEBqe4zZ/ru8PPT/0wQf+HKctzQvq9fhOF3lrXnrijqBe9nqxt2ZloX9eIXM5/uimpVRkaBZ7tGrLVw/ulfZ4VavC7heP++4ab830LmFnef+tl//n7sry8qBex73wF2/NndteEdTrvL2/8dZ8+saO3pq/zXgCyNws9u1SgLVKfzuc8+Au3nUBPPrRxt6ap0ffENTL2vt/pl637+VBvU4792lvzczXtgnqtcev3/TWnHz1Ed6aJa4cMvQYVbOYEDqLgwZuoLO4USGX3Zj+/uWVU4/3rgvgmHv991MD7hgS1GujIz/z1ox8baegXq984a9p3d7/+Brg8+ue99bYw328NSXzpoBmUbOYkmPXwg58tOdJaY/Zssh/HwXw6FL/47yd8mqCeh3/5Hbemh2r2wX1+vTxPb01t7y5ZVCvB298wFuzqqSNt6bww8qg4wWfIWRmhcDBwJP1XPwp0M85ty1wB/Cv+no450Y65wY65wa2om3ooSWDKqscQHsylGORcmx0lTW1LKuoAs1itCprann523kAJfVcHJQhKMemlulZ7NjSv2EsmVVVW82YZV9BBmexS/uG/q1N1letq6aKlaBZjFY2ZrFz24LsLFbWqrK6lmUVNaBZjFY2ZrF9vn/zQppOQ54yNgT41Dk3v+4FzrnlzrnS5McvAgVm1jlDa5QMemlMKcBK5Riv1ybNp3VBHsowXq9Nms9PurcH+MHpc8owHprF+I1dMZFNW/cCzWLU5jGOPAo1ixHTLDYP//l6Ma0LWmgWI6ZZzD0N2RA6irWc/mdm3c3Mkh/vnOy7ttPMpAk9/vpygCX1XaYc4zB6wiw6tKr/r17KMA6jJ8zi1z/uXe9lyjAemsX4vVXyOXt1qP+UcWUYj1l8QAH1P6VUOcZBs9g8PPnZPDq21v1izDSLuSdoQ8jMWgP7Ak+nfO10Mzs9+enhwPjk8wlvB4Y659K/mIU0upUVtbw2tgxg6eqvKce4rKyq5q2pC+hQ9L/nSyvDuKzO8KAte675mjKMj2YxfhW1lXy24jt26/C/18xShvGpdqtYwAQK+d9TEpRjXDSLzcPKyhremLiEDq3+97RZ5RgXzWJuCnqiu3NuJbBRna/dk/LxncCdmV2aZFrrohYs/Pfm5O35zZpX2lKOcWldkM/kYb/k5/e/teZryjAuqzNMpQzjo1mMX1GLQp7Y5srvfU0ZxiffWnIgf+UN978XxFaOcdEsNg+tC/OYdc2e7HbTR2u+phzjolnMTQ1923kREREREREREYmcNoRERERERERERHKMNoRERERERERERHJM0GsIZUP3Lsu55Ncvpa3Z8chTgno9ccSH3pqTr301qNeqh7f01sx568dBvbpsM91b89GoPYN6PfnRJt6a2mHHB/WCSwLr/KpxLG1Rlbbmi5KWQb2um3ult+auNpcG9Wq3xVxvzYlXPxjU67OndvfWvPVvfw3A7w/131YfuPlwb82iinFBxwvRp/8CbhtxW9qagd3PCer1yahbvTUnDioN6pX/ahdvTW15/e9kUdekv+/hrZk3s1tQr6BZrA3da/9XYJ1ft41WMOzAN9LWDNzxvKBeY25/wFtz/IqioF6FXVd4ayY/tUtQr57bTPPWTPp8s6BemcqxbNnHQccLkZdfQ/suy9LWlK9oFdTr3r6Xe2uGX/VIUK+Pn/+pt2avc8Nuy9Nu2dtb8+3ysIcmZ57wuremct9631Tzh3qElYWoLa6lbI/ytDWzbu0T1OuCI9/31pTuH/Yz9Yh2/vv+HjVhrw1avrT+d/RKddGD/qwBpuSVeWuGtjJvzUcVQYcLollMiH0Wp07ryrEn/T5tzeYu7P7alfofy26261dBvR48+GJvzYm3/DWo1xnHH+WtueqmD4J63drxKm/NsIn+27M9UBl0vBCaxYTYZ3FyORz2Zfr7l/bOf78CcF5Lf96b7vxNUK/3jnvTWzPs6GFBvY57t6u35sYBi4J6FQ2c6a0ZuM+Z3pqp1Z8EHU9nCImIiIiIiIiI5BhtCImIiIiIiIiI5BhtCImIiIiIiIiI5BhtCImIiIiIiIiI5BhtCImIiIiIiIiI5BhtCImIiIiIiIiI5BhtCImIiIiIiIiI5BhtCImIiIiIiIiI5BhtCImIiIiIiIiI5BhzzjXNgc0WAtPrfLkzsKgJlpMJMa29n3OuSyYa1ZNjTNdDfWJZfzYzhHiuh/rEtHbN4trFsn7N4trFtHbN4trFsn7N4trFtHbN4trFsn7N4trFtHbN4trFsv6gDJtsQ6g+ZjbWOTewqdexLmJeeybFfj3Evv5Mifl6iHntmRT79RD7+jMl5ush5rVnUuzXQ+zrz5SYr4eY155JsV8Psa8/U2K+HmJeeybFfj3Evv669JQxEREREREREZEcow0hEREREREREZEcs6FtCI1s6gWsh5jXnkmxXw+xrz9TYr4eYl57JsV+PcS+/kyJ+XqIee2ZFPv1EPv6MyXm6yHmtWdS7NdD7OvPlJivh5jXnkmxXw+xr/97NqjXEBIRERERERERkezb0M4QEhERERERERGRLNOGkIiIiIiIiIhIjtkgNoTMbH8zm2hmk8zs4qZeT0OZ2TQz+9LMPjezsU29nqYSc47KMCHmDEE5rhZzjsowIeYMQTmuFnOOyjAh5gxBOa4Wc47KMCHmDEE5rhZzjs01wyZ/DSEzywO+BfYFZgEfA0c5575q0oU1gJlNAwY65xY19VqaSuw5KsP4MwTlCPHnqAzjzxCUI8SfozKMP0NQjhB/jsow/gxBOUL8OTbXDDeEM4R2BiY556Y45yqBx4FfNfGapOGUY/yUYfOgHOOnDJsH5Rg/Zdg8KMf4KcPmQTlugDaEDaFewMyUz2clvxYTB7xiZp+Y2WlNvZgmEnuOyjD+DEE5Qvw5KsP4MwTlCPHnqAzjzxCUI8SfozKMP0NQjhB/js0yw/ymXgBg9XytaZ/H1nC7OefmmFlX4FUz+8Y5905TL6qRxZ6jMow/Q1COEH+OyjD+DEE5Qvw5KsP4MwTlCPHnqAzjzxCUI8SfY7PMcEM4Q2gW0Cfl897AnCZayzpxzs1J/n8B8AyJ0+FyTdQ5KkMg8gxBOSZFnaMyBCLPEJRjUtQ5KkMg8gxBOSZFnaMyBCLPEJRjUtQ5NtcMN4QNoY+BzcxsYzMrBIYCzzXxmoKZWRsza7v6Y2A/YHzTrqpJRJujMlwj2gxBOaaINkdluEa0GYJyTBFtjspwjWgzBOWYItocleEa0WYIyjFFtDk25wyb/CljzrlqMzsL+A+QBzzgnJvQxMtqiG7AM2YGievzUefcy027pMYXeY7KkOgzBOUIRJ+jMiT6DEE5AtHnqAyJPkNQjkD0OSpDos8QlCMQfY7NNsMmf9t5ERERERERERFpXBvCU8ZERERERERERKQRaUNIRERERERERCTHaENIRERERERERCTHaENIRERERERERCTHaENIRERERERERCTHaENIRERERERERCTHaENIRERERERERCTH/D/54Zp0DZYpYQAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 1440x216 with 10 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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G95PYSDgSGJH8+E/rcuzaUI7eNdQmx91IvAPAfsBSMytK/lenT3FQht411CZDI/F89gUkzuU5JF6H5ot1OXYt16kc068hOEfn3Arn3Lyq/0j8PF3pnFuyLseuxRqVYfo11GYWW5F4bYVCEn91HQwMcYmHzNcp5ehdQ23v35xF4uUN5pB4xMBjwAPrcuxarFEZpl9DbTOExNPFHnLO1dujvZSjdw21uV1cDvweOC9Z+xXwLYnXna0zytC7htrO4oXJtc4EupHYqK01q8c5FhERERERERGRDcAG8QghERERERERERGpP9oQEhERERERERHJMtoQEhERERERERHJMtoQEhERERERERHJMrkNdeA2uS1d5/z2aWuKS/KCenXps8BbU1GcH9Srsty/R1ZZGbaPVlHuf5dws7AX9W7Rebm3prIg7F2tv/xq9SLnXKegYo92+c1d9xZt0tZMWR527nsGlLXtE/ZmaZXN/ed19oQeQb06tV/hP17A9w1ARYX/e6JVT/8b30yfV8aipeUWdFCPTM5i27ZF3ppmnfznE4CAc1q6vHlQq7LV/vWHzmKz1qu8NU1algX1+nxSScZmMaM/U3su8tZYfnlQr+LF6d61NqF5F//PN4CVc9p6a4Jz3Gipt6Z0RmtvzeyVKyhcXbzBzWKn7eZ4a3JWBi670l9XvNB/rgAqA3oF3y528P8sKVnaMqjXxMKFGZvFJtbS5Vr6HLfuUxjWLOB8TZzZLqjVZh39P7vyOvl/hgOsnpP+dh+gpCTstt8Cvg0XFPvvrhaziFK3IjOzmNfSdW2a/ufN9FVht/ubtPbfHkwNvJ+0RVf/9/z38/w/cwE277TSWzN1QViv9jn+095po3lBvT7/KXO3i5rFhJhnsW1+C9etWfp/488rwv59XQLK8vLC7tu0DLi/u2yRPxuAFi2LvTVNA78fFk7u6q1p3znse/6rucs0i2THLDbYhlDn/Pbcuem5aWu+/bFbUK/zR97lrVn6bc+gXkWL/HdqS1aG/RK6dKH/l5emzUqDem175svempW7rw7q1brtjzOCCgN0b9GGx/c6Om3NYS/1Cep1Y19/zcH3jArqtWo7/w/0yzqODOp1xv7veGtWFIbdaVqxrMBbs+cNj3lrdj51etDxQmRyFofu96G3ZrNT3grq5Ra38NbMeWOroF6zJ/s3//LywzZx+u//ubem6Q6zg3rl7PVDxmYxkzn+5cJ/eGvyuvs3VAC+f2RPb03/c18J6vXpVX/w1oTmuNkY/zuczv7zvt6aw159Muh4ITKZ4Z/fv9Jb0+qjsM0lVvnrvv3HoLBWRf7bz9AMtzvW/7Pkp2d3Duq15RP3ZGwWc609nfPS5/jxFU8F9aos9p/7rc/5fVCvcX/w/+zqerr/ZzjAjyOHeGsm/7BRUK/cnApvzT3fdvTWvF95ZdDxQnRt2pZR25yWtub48f7bc4DH95rlrRn2Ur+gXm+e9Ia3ZuCN+wT1emXYJ96aP94T1uuotv7v01PvvjmoV87+EzWLaBardGvWhn/vckLamjPfCvs947xu/j82dO8e9ofnAQd95K155cEDgnptt8s33pp+J78b1Ou+Qy7x1hx1ytigXu1GPqdZJDtmMejPG2Y22MwmmdlkM7u4huubmtkTyes/MbO+QUeXevXa6yvZYcA0gK2UY5xe/qSILY+ZyrdTV6MM41WVI5rFaL03dwZDxj3KT8sWaxYjVpUjmsVoLXRf807lxaxglmYxYi9/toItT/oJNIvR0izG7/XJC9jpnjfY4a7XAf7n4UbKsHHybgiZWQ5wDzAE6A8caWb9q5WdBBQ65zYBbgduzPRCZf1UVDiGX7CAsf/tATAR5RidigrH2XfM58WbetK/Xz4owyil5ohmMUoVlZVc/fm7jN7zQDZu3R6UYZRSc0SzGCXnKpnoHmYnO58CeoAyjFJFhePse+by4jV9QLMYJc1i/CoqHX996Wv+c9QufHzGbwDaK8PsEPIIoZ2Byc65qc65UmAMcHC1moOBfyc//i8wyCzk2W9SX8Z/XsJGG+XRr28+gEM5RufT70vYuEc+G3XPp0kiFmUYodQc0SxG6eslC+jdqg29CtpoFiOWmiOaxSgtZSot6EIL64yhWYzVp5OK2bh7Pht10+1irDSL8ft8diEbtWtJ33Ytyc9pArAEZZgVQjaEegAzUz6flbysxhrnXDmwDOhQvZGZnWpm481s/LJy/4vZSebMnVtOzx6/eMmojORYWOp/MS7JjNmLyujVOfMZahbrl3KM34LiIro2/8XrhyjDCNVVjpVOOdaXEgppxi9eqDQzs1imDOvT7MVl9Or0i9cF0SxGpq5mcWmZfs+oL3NXlNCjzS9e56+UdcwQNIsxCdkQqmnXr/qrcoXU4Jwb7Zwb4Jwb0CY37J0/JDNcza+jtt45tsv3v/CvZEZdZahZrF/KMX5reVlKZRiZusqxiSnH+lNjius/i3nKsD7V1e2iZrE+1c0sts3T7xn1JZO3iaBZjEnIhtAsoFfK5z2B6u9nu6bGzHKBNiQeZiYbiO7dc5k1+xfvvKUcI9OzUx4zFyjD2CnH+HVpXsC84l+8DakyjJByjF8z2lPyyziUYYR6dsxj5sJfvLugcoyMZjF+3Vs1Y/ay4tSL8lGGWSFkQ+gzYFMz62dm+cAw4LlqNc8BxyU/Pgx407m17PdLg9hxh2ZMnVLG9OllkNjdVY6R2WmLZkyeVcq0uaVUJmJRhhFKzRHNYpS2bt+ZGSuWMatouWYxYqk5olmMUhv6sZL5rHILcWgWY7XT5s2ZPLuUafN0uxgrzWL8dujRlilLVjKjcCWlFZUA7VGGWSHXV+CcKzezs4BXgBzgAefcRDMbCYx3zj0H/BN42Mwmk9glHObr22rThez9yui0NR/2GBnwT4Bl31V/euP/uuim3wf12rtnkbfm92ePDeo19LIDvDXffntXUC8W5nhLcv7ZZ+3XAbfu25Lf//ZHgF8BV2cix8pKo6S4adqafwws9K4doP9u33prDt3voqBeu+d7v7U5aOcpQb36Xvmat+aJQRcG9Tr0jKe9NW52qxovzwHuPKYvQ879mRmLSgGezESGzQuK2Wa3r9PWfPhtT++6ATr2me+tOeW3lwX1CpnFo8fcGtRr0D5neGueOnBqUK9p71d/w4X/tXmX5Wu9LjVHMjiLrTdayL5j7ktb8+FW13jXDlA0s8ang//CRWefEtQrJMc2jy4L6nXse529Nc8MnRzUy+7d2Fuz6cGfrvW6e/t24YyHn2RGUeZmsWWbIgYe8FHamg+/Pdy7boCyq7b11pySwdvFQ7+6JajXDt3O9NZ8vvCeoF7fnzDEW7PFoZ+kvf7e3t0445H/QAZnsX/nlbx+3Mdpa0oOXeRdO0Bukf9+9nPv/BjUq/uhn3trxgwdHtRrt0GfeWuunxT2VI9lVuqtee/C59d63WtTNmXE61exevkqqMjMLBZ0WsYep49LW9PvhJO96wb4dsKm3prlFvb6Grde5106m1IS1Kvg8vHemv5/Oyio18CBX3hrpj2ye9rrR/TvzW/P+gg0i4BmsUplRRNWLCtIW/NaUdgbXbV+tbW3ZsJ9+wX1cmf4f4eYMrK9twZg3E97e2vu3XVSUK/mzcq8NXddd+Rar/t1ZX8G3fUQlVQCLMlEhqBZrFJfs1hl0L+WBh3P/1sz4JwbB4yrdtnlKR+XAGH3UqXBDN6yE4O37ETL4a9965y7FpRjbA7Yvi0HbN+WgSMmMn7qSmUYqaocc4/6TLMYKc1i4zBk23YM2bYdecd+rFmM1L4bd2Pfjbsx6F9v8NXcQmUYqb179GbvHr3Z5OHRmsVIaRbjt1mT7dmsyfYAXF5+5DxQhtkg5CljIiIiIiIiIiLSiGhDSEREREREREQky2hDSEREREREREQky2hDSEREREREREQky2hDSEREREREREQky2hDSEREREREREQky2hDSEREREREREQky2hDSEREREREREQky+Q21IFLprfl+xMOSVvzl3OfDurV9/YdvTVN82cG9RoxaLK3Zt63fYJ6fTH3Hm/NJR2vCeo1/KznvTWPPzAkqBe8Fljn16ygmM12nZi2ZvjIYUG97hv9iLdmxm37BPUadeoH3pqVhQVBvUqe2MJbM3NBWK8bLjvOW7PzlnO9NUvn3hp0vBA5ueUUdF6atubS2ZcH9erS93hvTegsXvv7Cd6ad/96dFCv8f/n/56/6vJjgnrd9In/XNyxT9j5grBjhqhY3JzlD22btubiBWHr6tbjeG9NJnMMncWQHN3wSUG9ym/c0ltzx8nneGvml/xf0PFCmDly8svS1ox868qgXm32O9Zbk8kM55+3d1CvkAyvbDsyqNf1o+/21tx52llBveDjwDq/3Jarabfj9LQ19298aVCv9xbneWseGntLUK8dfneGt+apo78I6rV8UVtvzQG0Dup1wU3/8NZ8NvbX3pqSog+DjhekZTmVAxelP55VBLXaZocfvDXThn4W1OvrJ/bw1uxX1CKoV06J89bcUBL2fdr8gd7+oiGzg3rxcFhZCM1iQiZn8fjzj/fW/OzC1h5i/qp8/ja+Z9qasZNywpq1L/GWdOy5MKhVi6n++ZngPxwAD46+11vzxZi9gnodctIL3ppLrjkiqFcmZcMstu2Z/jYDNtxZ1COERERERERERESyjDaERERERERERESyjDaERERERERERESyjDaERERERERERESyjDaERERERERERESyjPddxsysF/AQ0BWoBEY75+6sVrM38CwwLXnRU865sLcJkTq3tHIxj5fexwq3DMMAOlevUYYbvoVlhdwx6zGWli9nftkSzOwczWJcNIuNQ2qOS9xCzWKENIuNw4LVy7j2x6dZUlrEvNVLNYsRmjmnjJOGL2D+wnKaNNEsxmqVW8wnjKKEZaxEt4sxKmIxb3Evq1iq28UsE/K28+XAcOfcF2bWCvjczF5zzn1Xre4959yBmV+irK8m1oSD8o+iZ5N+lLhiLis+pbOZ9VeGccmhCSd2HcrGzXtx7uSbmbZ6zpmaxbhoFhuH1BxvKx7BHDdDsxgZzWLjkGNNOLPffmxW0J2Tv/w7P62cr1mMTG6uceOIDmy/VTNWFFXSaeupmsUIGTlsx1G0s7686i5jKbpdjI3RhF04hk70o5RiHuREzWKW8D5lzDk317nEm9g751YA3wM96nphkjmtrR09m/QDoJk1ByhGGUanfV4bNm7eC0j8MoNmMTqaxcYhNUfNYpw0i41Dh/xWbFbQHdAsxqpb51y236oZAK0KmoBmMUrNrS3trC+Q2FhAsxidlrSjE4nbxXx0u5hNQh4htIaZ9QW2Bz6p4epdzWwCMAe4wDk3MV2v1avzmT6lV9rjNW2+Omhdi25/xVtz1JknB/X6+Uf/MVsUFAf1GtTtNG/N1OeuD+q1fHwfb83qcv9LQhW6hQAtyECGADnNy2j1qzlpa/botsq7LoB7d7nCW9OcsF633zXUW/PbHad5awD6nvW2t+biHcNyfHXEn7w1n32bfi4AVpQDGZrF5Uta88bj+6Y93m8v+t67JoClHz3orfnjjpcH9VpZOMVbEzqL21z9G2/Nt9f9O6iXLWrqrWmIWVxR2Iq3x+6dtuaQ7Wd41wWw7LlHvTWHD744qNcPn2XwZ+qYLbw1U3cM+zeW91zirQnJsbSyDOpxFg86uvof6mq28JbXvDVH/+XEoF71neGUJ24J6mVt/cdsiFmcMrULfxx2TtqaMROv8q4L4Kv+V3trHjzj7KBeo/f5yVsz4eOtgnodPPrv3pqNdgm73dj/gmHemsE5Lb01haU5kKFZXPJjV54YdGHa443cbrF3TQCbX/uit6biDf/tPsAnn/zKW3PRqtlBvYb2vNJbs0+XsPvhe/7mM2/NP8883VuzzC0A/qJZZAOexbwcb83bpZm7XezdYQV3HvxO2uO12znstmzx1w94a5YtbBPUq9MHPb01O7RwQb2O/POfvTV9XV5Qry/e6eeteX3sTd6a6QtWM+p03S5CLWbxxPe8Nec1eyioV6Zm8f2yoMOFbwiZWQEwFjjXObe82tVfAH2cc0VmdgDwDLBpDT1OBU4F6JjbLvTQkiGrXQmPld8OMHM45AkrAAAbDElEQVRdM4Rf5ti7Y34drlhqstqVUMgC0CxGqy5mUTnWP81i/OpiFpvToQ5XLDXJ9Cx2yGlfxyuW6kpdCc+gWYxdpmexe0v/ZrBkVlFxBX+8eRpoFrNG0LuMmVkeic2gR51zT1W/3jm33DlXlPx4HJBnZh1rqBvtnBvgnBvQOqdgPZcutVHhynms/Ha2bbI7wNLq14dmmLx+TY6dWtfqQWaynipcOWMqb6c5BWgW41RXs6gc61dVjprFeNXVLDaldZ2uW36pLmaxVZNW9bByqVLhynmG2+jPHqBZjFZdzGKHZs3qYeVSpazccfjN0zjy1+1Bs5g1vBtCZmbAP4HvnXO3raWma7IOM9s52TfssbRS55xzPFUxms7Wgz1yfldjjTLc8DnneKZyNJ3oTgE1P6RVOW7YNIuNQ2qOBaZZjJFmsXHQLMbPOcfLjKIDPdjJNIux0izGzznHKffOYMuezThv6P+8wRigDBurkId37A78CfjGzL5KXnYp0BvAOXcfcBhwupmVk3gBqmHOubAnTkqdm+Em8VXl+3SxXtxVdglA/+TD/JRhRH5mEhPce3ShF4uZT3IeNYsR0Sw2Dqk5LnaaxRhpFhsHzWL8ZjOJibxHJ3rzL3cRaBajpFmM3wc/rOSRdwrZunczdhz+A2gWs4Z3Q8g59z5gnpq7gbsztSjJrL5NtuDa/MfWfD6i9Kjvkg/zW0MZbvj62BaMzH0cgPvKL2W2m7pd9RrluGHTLDYOqTneUzaC2ZWaxdhoFhsHzWL8etoWXMiYNZ/f5IZpFiOkWYzfHlsWUD52+zWf5/7hS81ilgh6DSEREREREREREWk8tCEkIiIiIiIiIpJltCEkIiIiIiIiIpJltCEkIiIiIiIiIpJlQt5lrE6UleUya37btDWHPDEu7fVV7t93hLdmYZOSoF7bDvrCWzPz642Ceo0bOs1bs9UfTg7qtX1Ze2/NqOseDuo14tKgsiBFC9rw8b0HpK054oIngnpVnDTDW7PvSfsH9driuHe9NScMvTCo12/y/C+e//S5pwb1GjjoM2/NaRP9Y7nIyoKOFyJkFvPu6xvU6/7rjvbWhM5iv8M/8dZ02G95UK8f7u/rrdnh/N8H9QqZxfuWXhnUa0T6014rITmWTO8Q1Ovhm4701oTmuOclY701lUubB/WacqP/nU23GviXoF4hOXYN+JtJRfr3XKiVkAwX3L5bUK8X/vMbb01ohjsf9p63ptnAn4N6Tbmx0luzdQYzvH/ulUG9RnQLKgvSrfUqLt3tm7Q1V211TVCve18f6a0ZODjsfF1X2NpbM+SsZ4J6fXT5H701u174dFCvdi7fW3PiaS94a54YsyzoeCGKy3L4alb681Uyq1VQr4+3udpbc+mnlwf1OvavY7w1oy8/MKjX7ec/561p1WtRUK9p7/f31lz71WVBvW7aNqgsiGYxIeZZLCluxk9fb5q2ZsmX/wzqddWW/qxH/Px/Qb2e3fM8b83RJ4f9HvvKPb/11mzatiKo10l7T/DW3H3C+UG9Em8ynhkxz+JXkzsH9eoc8SzqEUIiIiIiIiIiIllGG0IiIiIiIiIiIllGG0IiIiIiIiIiIllGG0IiIiIiIiIiIllGG0IiIiIiIiIiIllGG0IiIiIiIiIiIllGG0IiIiIiIiIiIllGG0IiIiIiIiIiIlkmt6EOvKzS8WpRRdqaNwdcFtTrwl9P8dacObNrUK9PXtjNW/PRN72CevXqWOytuaz76qBed80u8tY0H+Q/D5mWm1dOh66L09bkd1oR1Gv1qH7ems2Pej+o11WHXuytuX/0PUG9Zty5t7fm0AfvDuq11T5neWs+Pdv/b9zv0ZVBxwsRNIt/PSaoVyZn8dXLj/bWfHTohjmLxSO3D+oFPwbW+QXleMlRQb3qPccN9GfqjSd/4K15beyyoOOFaN16JfsO+jRtzZmjBwX1ymSG7z68r7fmows3zAyLbq7/WayoyGHFsoK0NTnmgnrdcuAIb82zp40L6tWivf+2uGJVflCvnUY/5q15dNCFQb0m5KS/DwFw89+Gemvm83HQ8ULkN3H0LihLW3P24zcF9Tr/d/4MV3ezoF43/9+x3ppL+hQG9ep/9w7emvv7NQvq1dlzPxDg59v2CeoFkwPr/DSLCTHP4sziJpwzIX2GX4/vGNTrvtwZ3poTR+wd1Ovw0QH3+yvC5vqW6f7b4ulTwm5jO28811vz6tPp7yvWhZBZvOzOUUG9MjmLi37u4q258PC3g3rlHeK/37WhzqIeISQiIiIiIiIikmWCHiFkZtOBFUAFUO6cG1DtegPuBA4AVgHHO+e+yOxSZX1tfMhUWrVoAtDfzMYrx/gM+MfztMzLY/qyIpRhvKpyRLMYrV0fGUvL/DxmLFuhWYyYZjF+/+As8mjOMuZrFiO2538f1yxGTrPYOLxVOZwcmoNmMWvU5hFC+zjntqv+TZE0BNg0+d+pwN8zsTjJvNfv7QXwnXKM11N/3IfNO7RGGcbtqT/uA5rFqD150H5s2r6tZjFymsX4/ZH/owM9NYuRe3T/A0GzGDXNYuOwi10EmsWskamnjB0MPOQSPgbamlm3DPWW+qMc46cMGwflGD9l2Dgox/gpw8ZBOcZPGTYOyrGRCd0QcsCrZva5mZ1aw/U9gJkpn89KXvYLZnaqmY03s/GlhL3QsGSOAUP+Mgtgy0zlWLja/wKhkknGEWPf5sfFy9EsxiyRIxmcReVYv8yMo198nZ8Kl2ZsFpfo52kDyPwsLivL3Iv+SwhjLNexmFkZm8Uit7yuFitrYQbHvzYONIsRy/wsljv/mwdIphmfultAs5g1QjeEdnfO7UDiIWJnmtme1a6v6WXU/+dl+51zo51zA5xzA/JpVculyvp69/7efPZQH4CfyFCO7Zo2r4OVytq8MGwQrx+zP/3aFYBmMVpVOZLBWVSO9eupQwbz0mEH0q9Na8hQhu3187Te1cUstslrWQcrlbUZxlUcww20oxtkKMMCa10XS5U0nhwylOcO+j1oFqNVF7OYa+nfmUoyb1cbwR5NrgLNYtYI2hByzs1J/n8B8DSwc7WSWUDq++H1BOZkYoGSOd07rXkN8XKUY5S6FiR+Ycxr0gSUYbSqckSzGK2uLVsAkKtZjJpmMX4FtAegCTmgDKPVpcWaXxg1i5HSLDYOzaxd1YeaxSzh3RAys5Zm1qrqY2A/4NtqZc8Bx1rCLsAy59zcjK9W1tnK4kpWrKys+rQJyjE6K8vKKSotA6DCOVCGUUrNEc1ilFaVla3JsFKzGC3NYvzKKKGUxFMtHZWgDKO0qqyMorLSqk81ixHSLDYO5W415W7N09c1i1ki5G3nuwBPJ95hjlzgMefcy2Z2GoBz7j5gHIm3nptM4u3nTqib5cq6mr+knMMuXLN5uyVwjXKMy8KVJZzw3PsATClcAfCiMoxPao5oFqO0sLiEU155G4CpS5eDZjFKmsX4rWQZz3ErAIXMBc1ilBaVFHP6W69VfapZjJBmsXEoZRmfu7uqngCmWcwS5tz/POWvXuQ36eU6552btuanqaOCet3Sd6S35jmWBfW6dOPV3pp9JtwR1Msq/Ptt+aN7B/V67R8HemsOeOyeoF55207+fC1vI1hrAzZr7j69e+O0NT8/MTCo110P7Oet+Xf+jKBeP8/4p7cmp6TSWwPQcYsTvTWFnz4Q1GvlJjU97faXTiy43FvzprucQjfV3yxAyCy+e+SkoF6PPvobb00mZ/HAp+8K6vX9xUO9Nf2vfi6o17ijzvTWDH4qbBabbp65WQzJcdzgsEf0PjtuJ29NJnM84OWwHCua+Z/lnL8gbK5Dctz35Be8Nbvf+ilfzFxeb7P4/jHfBfV6+KF9vTUNkWHlM328Nfm7zfTWALx44unemiH/CZvF/P6Zm8UutrE7kuvS1jwSeFs2qk8Lb82gb24L6hVynyTvvr5BvZru4V9/xYTOQb1y+y/01gza66/emvEVV7PCTc/ILG7XrZ174/hBaWuatQt7sdu8dv4XU330iuODev1qqynemkXzOwT1Gnzv/d6akk/C7qOWr2zqrSla0CaoV4+7H9Usolmssm3nDu6lI4akrVm+sG1Qr8Xz/LOx/ZgxQb3cQ/28NUMuPSyo16VbF3prWhSsCuq1eGE7b82eh74b1KvjDWM1i2THLGbqbedFRERERERERCQS2hASEREREREREcky2hASEREREREREcky2hASEREREREREcky2hASEREREREREcky2hASEREREREREcky2hASEREREREREcky2hASEREREREREckyuQ114HYun8NKe6ataToxP6hXUYV5az4e84+gXgs/2Mxb88eW/xfU68VvrvPWuJarg3qNndjZW3P7DhcH9YKTA+v8XEkepT+mX1vhvA5Bvd7NXeqteWiLnKBeVuG8NQuu3yOo1wGlvbw1ZW/2Cep1+A5He2u+y5vvrVlZVhZ0vBAhs7hsoX9NEDaLH4x6JKhXWWFLb83vtr40qNfzk/2zuGzUtkG9gmaxf/3PYkiOFeWZy/E/J3wa1Kv3iR94awZvEpbjfcd85K0pLw27WQvK8YIjvTU/VUwOOl6IkAwL52Uuw87WLKjX4Ddu9dYc1CcswydXXu2tWfSXvYJ6BWW4df3PYq9N5nLbbdenrbni035BvR6/51BvzfBm1wb1erLpdG/N71eH3ZbNzfHfdwn5uQtw5EZXeGueOO8Fb81+jy4POl6I3BaltN1+RvqivmHHe/vs47w1z8zPC+rVrUs7b83gu8Lu797y28u9NcMfuCOo1+vXHuWtKQv82QyPBtb5aRYTQmfx/T8d46154pzXvDWZnMWFC9sw6u8Hpq151pYE9Rre1T9nj3W7KqjXFec/462ZmrMsqNdbE3p7a04a9k5Qr5M/8f+M+OKCb4J6cUNYWQjNYsKGOot6hJCIiIiIiIiISJbRhpCIiIiIiIiISJbRhpCIiIiIiIiISJbRhpCIiIiIiIiISJbRhpCIiIiIiIiISJbRhpCIiIiIiIiISJbxvgekmW0OPJFy0UbA5c65O1Jq9gaeBaYlL3rKOTcyg+uU9bTKzWNi5aiqT/ub2XKUY1TK3AIKyx9JfrwQZRifanMIsL2ZnasM45KaYzHzNIsR0iw2DpOXLOfUFz8CYErhCs1ihGaXzuf2uQ+mXqRZjJBmMX4//lTK8afMTb1Is5glvBtCzrlJwHYAZpYDzAaerqH0PefcgZldnmRKC+vKTjlXAPB2xcnfAT1RjlHJs850zjsfgPmlt1PO7FUow6ikzqFzlbxTeWolyjA6qTl+VjGSlfysWYyMZrFx2KR9a9780/4A7PvIK3y9YKlmMTI98rtwS5+LAahwlRwx+RzNYoQ0i/HbbNN8Pny7DwAVFY62XX7SLGaJ2j5lbBAwxTk3oy4WI/WmNcoxao7VoAyjVsj3AKuVYdwqKAHNYtQ0i41DUWk5aBaj9s2qSaBZjJ5mMX5vv7sKNItZw/sIoWqGAY+v5bpdzWwCMAe4wDk3sXqBmZ0KnApQQEfKcGkP5orygxbVp+1qb81Rw84J6jW4q7/XSw//PaiXzfGvvyKvMqjXsTtP99bsc/PDQb1y9qI98Le1XF2rHFvQkZPOPjnt8XZvVx60rgt6r/TW3DyxbVCvgXdv4615cezeQb327VzmrSmc0jWo16YVzb01T1zyvrdmk1uXs6S4/mZx04ee9a4JoM+mW3lr/vTnPwf1CpnF0cf5zxVA3o9NvTWri5oF9QqZxR32+8xbc9bzX/D1BBav5WpvhlD7HDcf9JV3XQB9PvLneNGD+wT1GvzSbt6aZ2dcH9RrdUf/z5JVF/iPB5nLcZNbl1JSj7O49fU1/bHuf30UkOH0pTlBvcbsdJG35qUn7wrqZW8UeGtW5ft/5sKGO4vdmrfiuwf3TnvMstVh92+O/elab82MTmGP1v9HD//t56ri4qBex754o7fm7m2vCOp13j4/eGu+eHNHb82iFc9Dhu6j9u6UhzVP/30458FdvGsCeOzTft6ap8beHNTL2vhvF2/Y9/KgXqee+5S3ZubrWwf12vMPb3lrTrr6cG/N5+5bQLMIDTOLAwdsgLPYIZ/Lbkl/+/LqKcd51wRw9Cj/7VT/u4YE9epwxJfemtGv7xTU69Wv/TUt2vh/RwL46oYXvDX2cC9vzdjHvwPNIhD3LK5aHvZ7UvAjhMwsHxgK/KemNQF9nHPbAncBz9TUwzk32jk3wDk3oDmtQg8tGVRa5gDakKEcmynHeldaUcmykjLQLEartKKSl3+cB1BYw9VBGYJybGiaxfjVxSy2a+rf+JfMKqssp6iiBDI0i53a1PbvpbK+Kl05c/kCNItRy/QsdmyVV3eLlRqVllcybuIi0Cxmjdo8ZWwI8IVzbn71K5xzy51zRcmPxwF5ZtYxQ2uUDHrpkyKAVcoxXq9Pnk+LvByUYbxenzyfbbq2Afifh7wow3hoFuOnWWwcxq+YRLMmeZrFiM1jAm3pC5rFqGkW4/fK94vZrkcr0CxmjdpsCB3JWh7+Z2ZdzcySH++c7Lu2h5lJAxrzxnKAJTVdpxzjMHbiLNo2r/kvJsowDmMnzuIPv+pZ43XKMB6axfhpFhuHtwu/oiCn5r9AK8c4zOIjerJrjdcpw3hoFuP3ny/ncfgOXWq8Thk2TkEbQmbWAtgXeCrlstPM7LTkp4cB3yafT/g3YJhzLv0LIUi9W1VSyevjVwIsrbpMOcZlVVk5b09bQNtm//95tsowLlUZHrRF9zWXKcP4aBbjp1lsHEoqS/lyxU+/+CVUOcal3K1mARPpwYA1lynD+GgW47eqtII3Jy3h4G06r7lMGTZ+QU+Sds6tAjpUu+y+lI/vBu7O7NIk01o0a8LC5zcjZ68fKqouU45xaZGXy5Thv+M3/3x7zWXKMC5VGaZShvHRLMZPs9g4NGuSz5NbX8lfJt255jLlGJdca8qBJN+wJfmrpTKMj2Yxfi3yc5h17V6/uEwZNn61fdt5ERERERERERGJnDaERERERERERESyjDaERERERERERESyTNBrCNWFrp2Wc8kfXkpbs+MRJwf1evLwj701J133WlCv1Q9v4a2Z8/avgnp12nqGt+bTJ/by1gD859ONvDWVw48L6gWXBNb5leNY2qQsbc3XhU2Det0w90pvzT0tLw3q1Xrzud6aE65+MKjXl//dw1vz9vP+GoDTD/V/rz5w22HemkUlE4KOF6JX3wXcOfLOtDUDup4T1OvzJ+7w1pwwsCioV+5rnbw1lcU1v8NTdZP/tae3Zt7Mmt9RobqgWawM3Wt/JrDOr/cWc/jbv69IW7Pj7mE5vvqXcd6ak//8eVAv+7Czt6byue7eGoDWmy301nz91aZBvTKV48plnwUdL0SXDisYfuCbaWsG7HheUK9P/vaAt+a4Fc2CeuV3XuGtmfLfXYJ6dd96urdmcj1nmJC5WczJraBNp2Vpa4pX1PwuPNWN6n25t2bEVY8E9frshZrfwSnV3ueGnYfpt+/jrflxedhdzDOPf8NbU7pvjW+O+gsF+y8KOl6IyoJKVu5ZnLZm1h29gnr99YgPvDVFg8NuFw9v7b//1q0i7PVdi5cWeGsuetCfM8DUnJXemmHNLajXU6uCyoJoFhNinsVp0ztzzImnp63ZzIX9nHdF/t9HNt3tu6BeDw692Ftzwu1/D+p1xnFHemuuuvWjoF53tLvKWzN8kv97GYCwuxtBNIsJG+os6hFCIiIiIiIiIiJZRhtCIiIiIiIiIiJZRhtCIiIiIiIiIiJZRhtCIiIiIiIiIiJZRhtCIiIiIiIiIiJZRhtCIiIiIiIiIiJZRhtCIiIiIiIiIiJZRhtCIiIiIiIiIiJZRhtCIiIiIiIiIiJZxpxzDXNgs4XAjGoXdwQWNcByMiGmtfdxznXKRKMacozpPNQklvXXZYYQz3moSUxr1yyuXSzr1yyuXUxr1yyuXSzr1yyuXUxr1yyuXSzr1yyuXUxr1yyuXSzrD8qwwTaEamJm451zAxp6Hesi5rVnUuznIfb1Z0rM5yHmtWdS7Och9vVnSsznIea1Z1Ls5yH29WdKzOch5rVnUuznIfb1Z0rM5yHmtWdS7Och9vVXp6eMiYiIiIiIiIhkGW0IiYiIiIiIiIhkmQ1tQ2h0Qy9gPcS89kyK/TzEvv5Mifk8xLz2TIr9PMS+/kyJ+TzEvPZMiv08xL7+TIn5PMS89kyK/TzEvv5Mifk8xLz2TIr9PMS+/l/YoF5DSERERERERERE6t6G9gghERERERERERGpY9oQEhERERERERHJMhvEhpCZDTazSWY22cwubuj11JaZTTezb8zsKzMb39DraSgx56gME2LOEJRjlZhzVIYJMWcIyrFKzDkqw4SYMwTlWCXmHJVhQswZgnKsEnOOjTXDBn8NITPLAX4E9gVmAZ8BRzrnvmvQhdWCmU0HBjjnFjX0WhpK7Dkqw/gzBOUI8eeoDOPPEJQjxJ+jMow/Q1COEH+OyjD+DEE5Qvw5NtYMN4RHCO0MTHbOTXXOlQJjgIMbeE1Se8oxfsqwcVCO8VOGjYNyjJ8ybByUY/yUYeOgHDdAG8KGUA9gZsrns5KXxcQBr5rZ52Z2akMvpoHEnqMyjD9DUI4Qf47KMP4MQTlC/Dkqw/gzBOUI8eeoDOPPEJQjxJ9jo8wwt6EXAFgNlzXs89hqb3fn3Bwz6wy8ZmY/OOfebehF1bPYc1SG8WcIyhHiz1EZxp8hKEeIP0dlGH+GoBwh/hyVYfwZgnKE+HNslBluCI8QmgX0Svm8JzCngdayTpxzc5L/XwA8TeLhcNkm6hyVIRB5hqAck6LOURkCkWcIyjEp6hyVIRB5hqAck6LOURkCkWcIyjEp6hwba4YbwobQZ8CmZtbPzPKBYcBzDbymYGbW0sxaVX0M7Ad827CrahDR5qgM14g2Q1COKaLNURmuEW2GoBxTRJujMlwj2gxBOaaINkdluEa0GYJyTBFtjo05wwZ/yphzrtzMzgJeAXKAB5xzExt4WbXRBXjazCBxPh9zzr3csEuqf5HnqAyJPkNQjkD0OSpDos8QlCMQfY7KkOgzBOUIRJ+jMiT6DEE5AtHn2GgzbPC3nRcRERERERERkfq1ITxlTERERERERERE6pE2hEREREREREREsow2hEREREREREREsow2hEREREREREREsow2hEREREREREREsow2hEREREREREREsow2hEREREREREREssz/A+hFnpA9/2b1AAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 1440x216 with 10 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x216 with 10 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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eNdQmx11JfALAfsAyMytK/lenL3FQht411CZDI/F69oUkLssLSbwPzWfrcuxarlM5pl9DcI7OuZXOuflV/5G4PV3lnPtxXY5dizUqw/RrqM0stiTx3gpLSfzVdRAw2CWeMl+nlKN3DbV9fHMeibc3mEviGQPPAI+ty7FrsUZlmH4Ntc0QEi8Xe8I5V2/P9lKO3jXU5n5xBXAE8Ltk7efARBLvO1tnlKF3DbWdxcuSa50FdCGxUVtrVo9zLCIiIiIiIiIiG4AN4hlCIiIiIiIiIiJSf7QhJCIiIiIiIiKSZbQhJCIiIiIiIiKSZbQhJCIiIiIiIiKSZfIa6sCt81q4jgXt0tYUl+QH9eq47VxvjS0L+6euWdbCW9N0o5VBvVYtbO2tMQt7U+9mPZb5e5VaUK8J35csds51CCr2yGSOnXot9NZUFBcE9aos9+91VlaG7YdWlPs/7T00x+YdV3hrKgv9n04+84cyliypCAvco21BM9e1efrr6tQVYZd794CyNr3CPvCuspn/Mp3zRbegXh3a+Wc25DoDUFHhvz607B724UUTvtswZ7FNmyJvTdMOYbeDBFyupSuaBbUqW+Nff+gsNm212luT06LMWzNjfhmLl5VnZBYzenvafbG3xgrKg3oVL0n3ycMJzTr5b9sAVs1t460JzrCP/36xdGaroF6Tli7aIGex01YBj2+K/LdJACUBj2+atCoO6rX6x0JvTfD9YvuA25J8//3ihjqLHbbzZ5i7KnDZlf664kVh1/nKgF7BGQY8Lg65/kFmZzHHWrg8S5/j1r2WhjULuLwmzWob1Gqz9v77n/wO/vthgDVz/b9rlJSEPYazgKvhwmL/71PFLKbUrczMLOa3cJ2bpL/fmLE67PHbJq389+nTAh/vbtHZf53/Zr7/vhNg8w6rvDXTFob1apfrv9g79Jkf1CuTvy/W9yzO+aFjUKuOHZZ7a7JhFhtsQ6hjQTvu2fSitDUTJ3cJ6nX2u9d7a5qNTn8lrDL5pZ28NZsfNzao17j7D/DW5Bf4b5wAtr5nlLcmb0aToF65+0+aGVQYIJM5XjzsXm/Nsondg3oVLfY/ICpZFfZL6LJF/l9gmjQtDeq17bmveWtW7bbGW7PnXhmLkK7NW/PsnsenrTnq1V5BvW7r7a859P6Hgnqt3s7/y+of2g8L6nXO/v/x1qxcGnZnu3K5/xehPW59JqhX7p7fbpCzeMh+H3prNjvznaBebklzb83ct7YK6jVnin8DMPQ2td/+E7w1TXaY463ZeeiMoOOFyGSGF1z2N29Nflf/hgrAN0/t4a3pd9HrQb0+vf5Ib01ohpsN939K7Zzf7hvUa8sR92+Qs3jh6Gu9NXkfhf0S+v1LO3tr+gz8IqjXZ8P39NaE5rjdqW97a6yz/wH5hjqLvx17nbem5Udhm0us9tdN/NvAsFZF/sdAwRme5L8/CLn+QWZnMc/a0TE/fY4fX+t/fA1QWey/7Le+8IigXmOO9N//dD7bfz8MMHnYYG/NlG/7BPXKy63w1tw/sb23ZmzldUHHC9G5SRse2uastDWnjPc/LgN4ds/Z3pohr24c1Ovt09/y1gy4be+gXq8P+cRbc/T9Yb2Oa+O/ng69709BvTL5+2J9z+I1554d1Ov8I8d4a7JhFoO2VM1skJl9Z2ZTzOyKGs5vYmYjkud/Yma9g44u9eq1cSvZ8vTvAbZSjnF6481V7NB/OpO+XoMyjNdrnxSx5QnTQLMYraoMJ07TLMbs/XkzGTzmadAsRkuz2DhoFuO3yH3JfyqvYCWzNYuRqvpdcbNTvgfoXP18Zdg4eTeEzCwXuB8YDPQDjjWzftXKTgeWOuc2Ae4Cbsv0QmX9VFQ4zr9/Hq/c2AtgEsoxOhUVjksuXcjI57ux5RYFoAyjVFHhOP/uBbxye3fQLEYpNcN+G2sWY1VRWckNE97j4T0OAs1ilDSLjYNmMX7OVTLJPclOdjGFdANlGJ3U3xUnPtIXoJ0yzA4hzxDaGZjinJvmnCsFhgOHVqs5FPhH8uvngYFmIa9+k/ry6XfF9O1aQJ8uBQAO5Rid8RNK6NMnn417F5CTY6AMo/TpNyX07VZAn66axVilZphjmsVYffnjQnq2bE2PwtagWYySZrFx0CzGbxnTaE4nmltHDM1ijFJ/VyzIzwH4EWWYFUI2hLoBs1K+n508rcYa51w5sBzYqHojMxtqZuPNbPzycv8baEnmzFlSRo8OP3vNpXKMzLx55XTv9rO3/cpIhktL/W9uKJkzZ3EZPTpmPkfNYv1Rho3DwuIiOjf72XtPKMfIaBYbh7qaxUqnHOtLCUtpys/erzUzs1imDOtLDb8rlrKOGYJmMSYhG0I17fpV/9iBkBqccw875/o75/q3zgv7tAHJDFfzB0Uox4jUVYZtC/xv+iuZo1mMnzJsHNby+UnKMSKaxcahrmYxx5Rj/akxxfWfxXxlWF8yeXua6KdZjEXIhtBsoEfK992B6p+h+VONmeUBrUk8zUw2EN3b5zNr0c8+LUI5RqZr1zxmz/nZJ28pwwh175DPrIXKMWbKsHHo1KyQ+cU/+/Qq5RgZzWLjoFmMX1PaUfLzOJRhZGr4XbEAZZgVQjaExgGbmtnGZlYADAFGV6sZDZyc/Poo4G3n1rLPKA1ip82bMWVOKdPnl0Jid1c5RmbHHZoybWoZM2aUUVnpQBlGaactmjJldinT52kWY5WaYaXTLMZq63YdmblyObOLVoBmMUqaxcZBsxi/1mzMKhaw2i3CoVmMUerviqVllQDtUIZZIc9X4JwrN7PzgNeBXOAx59wkMxsGjHfOjQYeBZ40sykkdgmH+PoWNCmlZ99ZaWs+nNg94J8Aa27exltz0e1HBPU6bufp3pr2H2wW1Ouk9zt6a76afG9Qr9JnN/XW5PZevPbzgHtO7M3gy38A+AVwQyZybLnpIvZ6/eG0NR92G+ZdO8Dyr6u/TPV/XR6Y417di7w1R5w/MqjXIX84wFszcWJYjizK9ZbkPtqr5tOBO/ZtwRH7TOaHpWUAz2Uiw8pKo6S4Sdqavw1Y6l03QL9dJ3prDt/v8qBeuxV4b544eOepQb16X/eGt2bEwMuCeh1+zgveGjen5VrPywXuOaE3gy/K7Cw2Kyxmm12/TFsTepvavtcCb82Z+/whqFfILB4//I6gXgP3PsdbM+qgaUG9po+t/sEZ/2vzTitqPD01w5mLSyFDs9iqzyL2Hf5g2poPt7rRu26Aolk1vqT/Zy4//8ygXiEZtn56eVCvkPvFFw+ZEtTLHujrrdn00E/Tnv9A706c8+RzkMFZbNVpKfv+blTamg9Pv8C7doCVf93OW5PJ+8Xu9/tvKwFOOtef47fvPBDUa/V7fbw1a/5b8/0iwM27b8R+Z3/J7BWZu19s0bqIAQd8lLbmw4m/8a4boOz6bb01Z2Yww8M//3NQrx26nOutmbDo/qBe35w62FuzxeGfpD3/gZ5dOOepf0IGZ7Ffx1W8efLHaWtKDl/7Y+dUeUX+33lH/2dyUK+uh0/w1gw/5JKgXrsOHOetueW7sLcGWG6l3pr3L3t5ree9MXVTrn7zetasWA0VmZnFwg7L2f3sMWlrNj71DO+6ASZ+4f9daoWFvdfNHTd7l86mlAT1KrxmvLem318ODuo1YMBn3prpT+221vOu7teTfc77iApXCfBjJjKE+p/FU//zflCvxjqLVQb+fVnQ8fy/cQHOuTHAmGqnXZPydQkQds8oDeaA7dtwwPZtyDtu3ETn3E2gHGMzaMsODNqyA7vf9TGfzVqhDCOlWYxfVYYDrp7E+GmrlGGkNIvx27dvF/bt24WBf3+Lz+ctVYaRGrxtWwZv25b8kz7WLEZKsxi/vbr1ZK9uPQHY5MmH54MyzAYhLxkTEREREREREZFGRBtCIiIiIiIiIiJZRhtCIiIiIiIiIiJZRhtCIiIiIiIiIiJZRhtCIiIiIiIiIiJZRhtCIiIiIiIiIiJZRhtCIiIiIiIiIiJZRhtCIiIiIiIiIiJZJq+hDlzQbA3dt56etuYPv/4yqFeHS/f11jQpmBXU66ZfTvLWrFzUOqjX+D++4a25auMbg3rd8vB93pq7z7gwqBecEFjnVzKjDd+celjamgsueiGoV++7dvTWhOZ49cAp3pr5E3sF9fps3v3emivbh+V4yXkve2uefWywt2ZRif/fF6ppYTGb7ZL+en/JsCFBvR58+Clvzcw79w7q9dDQD7w1q5YWBvUqGbGFt2bWwrBet/7hZG/NzlvOC+oF4wLr/HLzyinsuCxtzVVzrgnq1an3Kd6a4NvUI77w1rz3++ODeoXcpl5/Tdjt2+2f+C+Lu/f21ywo+WPQ8UJULGnGiie2TVtzxcKwDLt0O8Vbk8kMQ2cxJEN3yXdBvcpv29Jb0xD3i5Vr8lg1vX3amuvHh11v2uxyqrcmkzn+8Nv9g3qF5Pj73a8P6nX7yNu8NQ+deIm3ZknJZ0HHC2HmyC0oS1sz7J3rgnq13u8kb00mM1zwu72CeoVkeF2bYUG9Qh6j3nPWeUG94OPAOr+8Fmtou+OMtDWP9L0qqNf7S/K9NU+M/HNQrx0OPMdbM+r4sOvzisVtvDUH0Cqo16W3/81bM27kr7w1JUUfBh0vSItyKgcsTn88qwhqtc0O33prph8S9rjsyxG7e2v2K2oe1Cu3xHlrbi0Ju542e6ynv2jwnKBePBlWFiIbZrFN9/TXU4CmLjeo19t/etFbc8rFp3hrfnBha9czhEREREREREREsow2hEREREREREREsow2hEREREREREREsow2hEREREREREREsow2hEREREREREREsoz3U8bMrAfwBNAZqAQeds7dU61mL+AloOpjw0Y558I+mkDq3LLKJTxb+iAr3XIMA+hYvUYZbvhSc/zRLcLMLtQsxmVR2VLunv0My8pXYKZZjJVmMX66X2wcNIvx0yw2DgvXLOemyS/wY2kR89cs0yxGaNbcMk6/ZCELFpWTk6NZzCYhHztfDlzinPvMzFoCE8zsDefc19Xq3nfOHZT5Jcr6yrEcDi44ju45G1PiivlD8ZkdzayfMoxLao53Fl/NXDfzXM1iXHLJ4bTOh9C3WQ9WV5Rw7LdXahYjpFmMn+4XGwfNYvw0i41DruVw7sb7sVlhV87471/5ftUCzWJk8vKM267eiO23asrKoko6bD1Ns5glvC8Zc87Ncy7xIfbOuZXAN0C3ul6YZE4ra0v3nI0BaGrNAIpRhtFJzTHHckCzGJ12+a3p26wHAM1zm4JmMUqaxfjpfrFx0CzGT7PYOGxU0JLNCrsCmsVYdemYx/ZbNQWgZWEOaBazRsgzhH5iZr2B7YFPajh7FzP7ApgLXOqcm5Su14ofW/HWs/umPd4hL92T9vwqH+y/2Ftz/cvbB/X6dtwab03zwuKgXgOHb+GtmfbKTUG9XJcSb82acv9bQi11iwCak4EMAdasKWDG1B5pa5o081+mAIvvet1bc9y5ZwT1+mFyBnPscpa3ZtroW4J6rRjfy1sTkmNpZRlkaBZzm5XR8hdz0x5v9y6rvWsCeOCX13prmhHW6657D/HW7LPjdG8NQO/z3vXWXLFjWIb/vvpEb824ielnAjI/iyG3qftc/o13XQDLPnrcW3P0jtcE9Vq1dKq3JnQWt7nh196aiTf/I6iXLW7iranvWVy5tCXvjtwr7fEO236md00Ay0c/7a35zaArgnrV+/3ijmH/xvLuP3prGuJ+MWQWt/4+7DH2hvr4JmQWgx/ftPevq75nMSTDg4+v/kfzmi368xvemuMvOC2oV33P4tQRfw7qZW38x2yIWZw6rRNHD7kwbc3wSdd71wXweb8bvDWPn3N+UK+H9/7eW/PFx1sF9Tr04b96a/r8Muy+f/9Lh3hrBuW28NYsLc2FDM3ij5M7M2LgZWmPN2y7Jd41AWx+0yvemoq3/I/fAD755BfemstXzwnqdUj367w1e3cK+11qj1+P89Y8eu7Z3prlbiFwgWaRWsziae97a15uOjKoV9As5ud6a8aWBR0ufEPIzAqBkcBFzrkV1c7+DOjlnCsyswOAF4FNa+gxFBgK0D6vbeihJUPWuBKeKb8LYNa6ZgjKsaGtcSUsZSFkaBZ7ti+sYCo2AAAbEklEQVSo4xVLdWtcCcMrNIuxy/QsKsP6p/vFxkGzGL+6mMVmbFSHK5aaZHoWN8ptV8crlupKXQkvolnMJkGfMmZm+SQ2g552zo2qfr5zboVzrij59Rgg38za11D3sHOuv3Ouf6vcwvVcutRGhSvnmfK72DZnN4Bl1c8PzTB5vnJsIFU5NqOQTM1ih1a1eqKgrKcKV87wyrvYRrMYtbqYRWVYv3S/2DhoFuNXV7PYhFZ1um75ubqYxZY5Leth5VKlwpXzInfSj91Bs5g1vBtClvgonEeBb5xzd66lpnOyDjPbOdk37Pl7Uuecc4yqeJiO1o3dcw+ssUYZbvhScyy01jXWKMcNm3OOFysfpgNd2S1HsxgrzWL8dL/YOGgW46dZbBw0i/FzzvEaD7ER3djJNIvZJOSpAbsBJwJfmdnnydOuAnoCOOceBI4CzjazchJvQDXEOefqYL2yDma67/i8ciydrAf3ll0J0C/5ND9lGJHUHJe4BSTnUbMYkR/4ji/c+3SiBw+UXwGaxShpFuOn+8XGQbMYP81i46BZjN8cvmMS79OBnvzdXQ6axazh3RByzo0FzFNzH3BfphYlmdU7ZwtuKnjmp++vLj3u6+TT/H6iDDd8qTneX3Y1cyqnbVe9Rjlu2HrZFgzLe/an768pP1azGCHNYvx0v9g4aBbjp1lsHDSL8etuW3AZw3/6/nY3RLOYJYLeQ0hERERERERERBoPbQiJiIiIiIiIiGQZbQiJiIiIiIiIiGQZbQiJiIiIiIiIiGSZkE8ZqxNlZXnMXtAmbU3py32Den34wTbemkU5JUG99rhypLdmxsidg3pNHevvtdXu5wf12r6snbfm2mPfD+p19bP+mlAhOR42Ykza86s8su/V3prQHLcd+Jm3ZtaXfYJ6jTlkurdmqyPPCOoVkuNDNz/prXn+/sx9wmPRwtZ8/MABaWuOuXREUK+K02d6a/Y9ff+gXluc/J635tRDLgvq9et8/wcgvHDR0KBeAwaO89acNan+b1pDZjH/wd5BvR65+XhvTegsbvybT7w1G+23IqjXt4/09tbscPERQb1CZvHBZdd5a57fa27Q8UKEZFgyY6OgXk/efqy3JpP3i5XLmgX1mnqb/7ZrqwEXBPUKybBzA/zdKyTHAa1XBfV6+98DvDWZzLFik7B1TZvVxFuz1UFnBfUKyfGBVdd6a/65e/3O4sK7dg3q9a9//tpbE5rhzkf5H+c1HfBDUK+pt1V6a7bO4Cw+Mu+6oF5XdwkqC9Kl1Wqu2vWrtDXXb3VjUK8H3hzmrRkwKOzyunlpK2/N4PNeDOr10TVHe2t2ueyFoF5tXYG35rSz/uWtGTF8edDxQhSX5fL57PSXV8nslkG9Pt7mBm/NVZ9eE9TrpN8P99Y8fM1BQb3uuni0t6Zlj8VBvaaP7eetuenzPwT1un3boLIgMc/i51M6BvXqGPEs6hlCIiIiIiIiIiJZRhtCIiIiIiIiIiJZRhtCIiIiIiIiIiJZRhtCIiIiIiIiIiJZRhtCIiIiIiIiIiJZRhtCIiIiIiIiIiJZRhtCIiIiIiIiIiJZRhtCIiIiIiIiIiJZxpxzDXLg1rax2z3nurQ1eVhQr8t+NdVbM3tW56BerVsVeWs++qpHUK8e7Yu9Nc2brgnqde8c/97d40d+GdRryxH3T3DO9Q8q9lCOCZnMcewHd3hrBpw8k/HflIRdsB5btevont/v6LQ1mxw4IajXmnmtvTVNN1kY1GvY0Zd5a67+6/1BvWZ/sKW3pveZ7wX12mrv87w1754/NqhXpztHaBbZcGfxpQve9tbs9/S/+Xz+jxmZRWWYkMkM/3nGB0G9ejz4hGaRDTfHp4713wcd9soovlqyKDP3i207uecGHpO25soXwq4uyjAh5PYUMnu/uHlhN/fQNmelrXnn002DerXIr/TWnHDGmKBezdut9Nbktwi77PMP81+/Rgz0P54C+OMC//XryLKu3pqnuYr5bmpGZrFnbh93SeGwtDXnP3t7UK+LD7zaW3PzvGuCet3W/XpvTb9eS4N6nTvbf314ZOOmQb06dl7irenSe15Qr77/eKReZ/GXx70T1Osvvz/DWxM6i4t/6OSt6bvbpKBeMc+iniEkIiIiIiIiIpJl8kKKzGwGsBKoAMqr7xaamQH3AAcAq4FTnHOfZXapsr4GvvwELfLzAfqZ2XjlGJ++h02jZfMcps4uQxnGq//fXtYsRq4qwxnLizSLEdvlqZG0KNAsxmzPUc/QIj+fH1au0CxGTPeL8fsb55FPM5azQLMYsT2ef1azmGVq8wyhvZ1z263lqWODgU2T/w0F/pqJxUnm/WPvwwC+Vo7xevOBHvTbuABlGLdRR+8NmsWojTp6bzbfqJVmMXLPHbwfaBaj9tS+B7NJ67aaxcjpfjF+R/NHNqK7ZjFyT+9/EGgWs0amXjJ2KPCES/gYaGNmXTLUW+qPcoyfMmwclGP8lGHjoBzjpwwbB+UYP2XYOCjHRiZ0Q8gB/zazCWY2tIbzuwGzUr6fnTztZ8xsqJmNN7PxpfjfQEsyywxOf3c0wJbKMU4GDL5gNt9MLyVTGS5d439jSck045iR74JmMWKJDCcvWZGxWVSG9c/MOP6VN0GzGC3DOOWtV5iyfGnGZvFH3S82gMzfLy4vW1UnK5W1MUZyM0uYnbFZLHIr6mqxshZmcMobY0CzmDVCN4R2c87tQOIpYuea2R7Vzq/p3av/5+PLnHMPO+f6O+f6F9CylkuV9fXMwCMZtf8xAN+jHKP03iM9GfdELzbpkQ8ZyrBtk2Z1sVRJ419DBvLmCfuDZjFaVRlu3LYQlGG0Rh02iFePOgg0i9EaMegQRh94JL1btoYMZdhO94v1ri7uF1vnt6iDlcraDOF6TuBW2tIFMpRhobWqi6VKGs8NPoTRBx8BmsWsEbQh5Jybm/z/QuAFYOdqJbOB1M+57A7MzcQCJXM6NvtpGMtRjlHq2iHxPvD5eQbKMFqdC3/6ZUOzGKmqDPNzckAZRqtzi+ZVX2oWI9WpeeKxTZ5mMWq6X4xfIe0AyCEXlGG0qm5T0SxmDe+GkJm1MLOWVV8D+wETq5WNBk6yhF8Cy51z8zK+Wllnq8vLWFVWWvVtDsoxOquKK1m5qhKAikoHyjBKq8rKKSotq/pWsxih1AwrnGYxVqvLyjSLkVtdVkZR8rFNpWYxWrpfjF8ZJZSSeKmloxKUYZRSb1PRLGaNkI+d7wS8kPiEOfKAZ5xzr5nZWQDOuQeBMSQ+em4KiY+fO7VulivraknJas4f+2rVt1sCNyrHuCz4sZyjLktswE/+oQzgFWUYn0WrSjh19NiqbzWLEUrNcOrSlaBZjNKi4hLOfP3dqm81ixFaXFLMOf/5NwDTVywHzWKUdL8Yv1UsZzR3ALCUeaBZjNLikmLOfueNqm81i1nCnPufl/zVi4KcHq5j/kVpa8ae8HVQryef2NdbM5rlQb2u6rvGW7P/0H8F9Wraf5a3prJNeVCvMced66056J5Hgnrl7vP1hLV8jGCtheT4/bSHgnr9ufcwb00mc9z7i7uDelmFf9+04OGeQb3e+NtB3poDnrnfWzPg2FlMmFRS02t4a63/Zs3cp/f1TVvzw4gBQb3ufWw/b80/CmYG9fph5qPemtySyqBe7bc4zVuz9NPHgnqt2sR/sZ9WeE1Qr1HuxHqdxfeO/S6o19NP/9pbk8lZPOiFe4N6fXPFId6afjeMDuoVcps6aJR/Fnc5YhYTJmZmFkMyHDMo7FnZL43ZyVuTyQwPeC0sw4qm/leqFywMm+uQDPc9I+z+uvnv3qrXWdxQH9/sduCHQb3abRdwO77t4qBeITnuc9oYb83ud33MZ7NW1NssbqgZhs5i5Yu9vDUFu/ofxwK8ctrZ3prB//TfngIU9JuSsVnsZH3dsdyctuapwMckD/Vq7q0Z+NWdQb1CHlfmP9g7qFeT3f3rr/iiY1CvvH6LvDUD9/y9t2Z8xQ2sdDMyMovbdWnr3jplYNqapm2Lgnrlt/W/sfHT154S1OsXW0311ixesFFQr0EP+H9/K/kk7PeM8lVNvDVFC1sH9ep239OaRTbcWbxpr+u8NQ+WX8UcN807i5n62HkREREREREREYmENoRERERERERERLKMNoRERERERERERLKMNoRERERERERERLKMNoRERERERERERLKMNoRERERERERERLKMNoRERERERERERLKMNoRERERERERERLJMXkMduK0r4KjS7mlrls5fENSrqMK8NW8U3xbW66JfeWsOu+zYoF6Pnv6et6b9lrOCeo2c1NFbc9f+Fwf1gjMC6/xCcmwyqSCoV0iOHw//W1CvRR9s5q05usUfg3q98tXN3hrXYk1Qr6Acd7jCWzO54oag44VwJfmUTk6/rqXzNwrq9V7eMm/NE1vkBvWyCuetWXjL7kG9Dijt4a0pe7tXUK/f7HC8t+br/LDbLkrDykKEzOLyRZm7Tf3goaeCepUtbeGtOXDrq4J6vTzFP4vLH9o2qFfQLPar31kMybCiPHMZ/vPUT4N69TztA2/NoE3CMnzwhI+8NeWlYQ9NgjK8NOz+Gt4KrPOr78c3jx/2TVCvzW59xVtzUL+wHEff/aS3xgXepgbleNkx3prvKyYHHS9EfWfY0ZoG9Rr01h3emoN7hWX43Cr/bdfiC/YM6hWU4db+29OEzD1G7bHJPO6885a0Ndd+unFQr2fvP9xbc0nTm4J6PddkhrfmiDVh8zMv1//4M+S+E+DYPtd6a0b87l/emv2eXhF0vBB5zUtps/3M9EW9w4737vkne2teXJAf1KtLp7bemkH3hv3O8ud9rvHWXPLY3UG93rzpOG9NWeB9LDwdWOenWUwIncWxJ57grfntBS96a0Y+7f+9DPQMIRERERERERGRrKMNIRERERERERGRLKMNIRERERERERGRLKMNIRERERERERGRLKMNIRERERERERGRLKMNIRERERERERGRLOP93Dkz2xwYkXJSH+Aa59zdKTV7AS8B05MnjXLODcvgOmU9rXbzmVT5UNW3/cxsBcoxKqkZFjMfZRifMreQpeU/+7j27c3sImUYF81i/KrdJ4JmMUqaxfhpFhuHKT+uYOgrHwEwdelKzWKE5pQu4K55j6eepFnMEt4NIefcd8B2AGaWC8wBXqih9H3n3EGZXZ5kSnPrzE651wLwbsUZXwPdUY5RSc1wXMUwVvHDapRhVPKtIx3zLwbAuUrmll1WiTKMjmYxfqkZOlfJfyqHahYjpFmMn2axcdikXSvePnF/APZ96nW+XLhMsxiZbgWd+HOvKwCocJUcM+VCzWKWqO1LxgYCU51zM+tiMVJvWqEco1ZBCSjDqK1x3yf+pwyjplmM31K+Ac1i9DSL8dMsNg5FpeWgWYzaV6u/A81i1vA+Q6iaIcCzazlvFzP7ApgLXOqcm1S9wMyGAkMBCmlPGS7twba9anTQoj76aCtvzW+bhT2bbVDnNd6al2beEtRr9X3beGuWTu0c1Guf7qu8NQedMiaoV7sbaQf8ZS1nZzxHV1QQtK5ebfyX/XFDLgzqFZLjq0/+NaiXzfWvvyK/MqjXSTvP8Nbs/acnvTUdD15CyYrMzGJz2nP6+WekPd5ubcu9awK4tKf/evqnSW2Ceg0ImJ9XRu4V1GvfjmXemtBZ3LSimbdmxJVjvTXnvfwZz3zBkrWc7c0Qaj+Lmz7xknddAL029d+mnvjb3wb1CpnFh0/2X14A+ZObeGvWFDUN6hUyizvsN85bs8kdyygprr/7xc0Hfu5dE0CvgPvFyx/fO6jXoFd39daE3i+uae+/LVl9qf94kLkMz3v5M76s51nceNTz3nUB9Oriz/GGF/sH9Rr08dbemkdPfy+oV+VRc7w1y27aKahXrLO49S01/eH8f4U8Rp2xLDeo1/CdLvfWvPrcvUG97K1Cb83qAv99J2y4s9ilWUu+fnyvtMcsWxP2GPWk72/y1szsEPa7xt+6+R8HrS4uDup10iu3eWvu2/baoF6/2/tbb81nb+/orVm88mXI0O+LPTvkY83SXw/nPv5L75oAnvl0Y2/NqJF/Cuplrf2PbW7d95qgXkMvGuWtmfWm//YbYI8j3/HWnH7Db7w1E9xEIN5ZvLvLuUG9NtRZHNA/M7O4ekXY4+vgZwiZWQFwCPDPmtYE9HLObQvcC7xYUw/n3MPOuf7Ouf7NaBl6aMmg0opKgNYox2iVljmWraqADGXYVBnWu9KKSl6bPB9gaQ1nB2UImsWGVlpRyfKSMtDtabQ0i42DZjF+dTGLbZv4/4AjmVVWWU5RRQlkaBY7tK7tcxdkfVW6cubxGWgWs0ZtXjI2GPjMObeg+hnOuRXOuaLk12OAfDNrn6E1Sga9OWUBwGrlGK9XPymieZMclGG83pyygG06twb4n6dLKMN4vDllAc3zczWLEdMsNg6axfhpFhuH8Su/o2lOvmYxYvP5gjb0Bs1i1qjNhtCxrOXpf2bW2cws+fXOyb5re5qZNKCRk2YD/FjTecoxDsPfWkG7VjWPrjKMw8hJsznyF91rPE8ZxmPkpNm0aZZf43nKMQ6axcZBsxg/zWLj8O7SzynMrfnZIMoxDrP5iO7sUuN5yrBxCtoQMrPmwL7AqJTTzjKzs5LfHgVMTL6e8C/AEOdc+hdfS71bXVbOu9MXAiyrOk05xmV1SSVvjl9F28L/f78BZRiXqjk8eIuuP52mDONTlWObpv//mnflGBfNYuOgWYyfZrFxKKks5b8rv//ZhpByjEu5W8NCJtGN/39vOmXY+AW9MNM5txrYqNppD6Z8fR9wX2aXJpnWPD+PqZccSLsbX6yoOk05xqV50xwWvbwZOw+d8dNpyjAuVXOYShnGpyrHXz/67k+nKce4aBYbB81i/DSLjUPTnAKe2/o6Lvjunp9OU45xybMmHETyQ3eS2zzKsPGr7cfOi4iIiIiIiIhI5LQhJCIiIiIiIiKSZbQhJCIiIiIiIiKSZYLeQ6gu9OyzgL/cckfamh32uiCo19j5N3lrTikLakX+a/5Pzqsc3dVbA5D3xy+9NZP2Pz6o1wezW3prOr82IKgXvBhY59e5wwquPPLVtDU7HnNGUK/nfvOxt+b0m98I6rXmyS28NXPf/UVQrw5bz/TWfDpiz6Be//y0j7em8pKTvTUrZmXu5bvlOJblpB+QL5c2Cep167zrvDX3t7gqqFerzed5a0694fGgXv99fndvzbsv+2sAzj7cfz197M6jgnplchZ79F7IPcPuSVvTv/OFQb0mjLjbW3PqgKKgXnlvdPDWVBbX/OlA1U35+x7emvmzOgX1CprFSv/fTFYtHxd0vBA9t5jLX/5xbdqaHXcLy/DfF4zx1pzx2wlBvezDjt6a0PvFVpst8tZ8+fmmQb0ylWFC5max+3ZzufXd9Dn+qvDSoF4fzbjRW3Py0/7LAWDB1z29NR23mx7UK3+S/+HjlHrOMZOz2GmjlVxy0Ntpa/rv+LugXp/85TFvzckrmwb1Kui40lsz9flfBvXquvUMb019Z5iQuVnMzaugdYflaWuKV9b8iVjVPdTzGm/N1dc/FdRr3L9q/gSnVHtdFHY5zLhrb2/N5BVhv+6de8pb3prSfWv8oOKfKdx/cdDxQlQWVrJqj+K0NbPv7hHU6/fHfOCtKRoU9tjmN62u9NZ0qQh7r+XiZYXemssf9+cMMC13lbdmSDML6jVqdVBZkPqexfF/HB7US7OYoGcIiYiIiIiIiIhkGW0IiYiIiIiIiIhkGW0IiYiIiIiIiIhkGW0IiYiIiIiIiIhkGW0IiYiIiIiIiIhkGW0IiYiIiIiIiIhkGW0IiYiIiIiIiIhkGW0IiYiIiIiIiIhkGW0IiYiIiIiIiIhkGXPONcyBzRYBM6ud3B5Y3ADLyYSY1t7LOdchE41qyDGmy6Emsay/LjOEeC6HmsS0ds3i2sWyfs3i2sW0ds3i2sWyfs3i2sW0ds3i2sWyfs3i2sW0ds3i2sWy/qAMG2xDqCZmNt4517+h17EuYl57JsV+OcS+/kyJ+XKIee2ZFPvlEPv6MyXmyyHmtWdS7JdD7OvPlJgvh5jXnkmxXw6xrz9TYr4cYl57JsV+OcS+/ur0kjERERERERERkSyjDSERERERERERkSyzoW0IPdzQC1gPMa89k2K/HGJff6bEfDnEvPZMiv1yiH39mRLz5RDz2jMp9ssh9vVnSsyXQ8xrz6TYL4fY158pMV8OMa89k2K/HGJf/89sUO8hJCIiIiIiIiIidW9De4aQiIiIiIiIiIjUMW0IiYiIiIiIiIhkmQ1iQ8jMBpnZd2Y2xcyuaOj11JaZzTCzr8zsczMb39DraSgx56gME2LOEJRjlZhzVIYJMWcIyrFKzDkqw4SYMwTlWCXmHJVhQswZgnKsEnOOjTXDBn8PITPLBSYD+wKzgXHAsc65rxt0YbVgZjOA/s65xQ29loYSe47KMP4MQTlC/Dkqw/gzBOUI8eeoDOPPEJQjxJ+jMow/Q1COEH+OjTXDDeEZQjsDU5xz05xzpcBw4NAGXpPUnnKMnzJsHJRj/JRh46Ac46cMGwflGD9l2Dgoxw3QhrAh1A2YlfL97ORpMXHAv81sgpkNbejFNJDYc1SG8WcIyhHiz1EZxp8hKEeIP0dlGH+GoBwh/hyVYfwZgnKE+HNslBnmNfQCAKvhtIZ9HVvt7eacm2tmHYE3zOxb59x7Db2oehZ7jsow/gxBOUL8OSrD+DME5Qjx56gM488QlCPEn6MyjD9DUI4Qf46NMsMN4RlCs4EeKd93B+Y20FrWiXNubvL/C4EXSDwdLttEnaMyBCLPEJRjUtQ5KkMg8gxBOSZFnaMyBCLPEJRjUtQ5KkMg8gxBOSZFnWNjzXBD2BAaB2xqZhubWQEwBBjdwGsKZmYtzKxl1dfAfsDEhl1Vg4g2R2X4k2gzBOWYItocleFPos0QlGOKaHNUhj+JNkNQjimizVEZ/iTaDEE5pog2x8acYYO/ZMw5V25m5wGvA7nAY865SQ28rNroBLxgZpC4PJ9xzr3WsEuqf5HnqAyJPkNQjkD0OSpDos8QlCMQfY7KkOgzBOUIRJ+jMiT6DEE5AtHn2GgzbPCPnRcRERERERERkfq1IbxkTERERERERERE6pE2hEREREREREREsow2hEREREREREREsow2hEREREREREREsow2hEREREREREREsow2hEREREREREREsow2hEREREREREREssz/AZ+UwxQ38vaaAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 1440x216 with 10 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x216 with 10 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1440x216 with 10 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1440x216 with 10 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x216 with 10 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1440x216 with 10 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1440x216 with 10 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x216 with 10 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x216 with 10 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x216 with 10 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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GmGPpHBrJcQ+KTwB4E7AwIpbWvvr1EgczLJ1DIxkGxfXsj1Psy49QvA/NnX3ZdoPzNMfe51A5x5TSkpTS3K4vit+ny1JKT/Zl2w3M0Qx7n0MjvTiO4r0VnqL4q+v+wAGpOGW+X5lj6RwaPb45geLtDeZQnDFwCfCdvmy7gTmaYe9zaDRDKC4XuzilNGBne5lj6RwaeV1cDLwd+I9a7V3APRTvO9tvzLB0Do324sm1uc4CNqdYqG1YDGAfS5IkSZIkaQgYEmcISZIkSZIkaeC4ICRJkiRJktRmXBCSJEmSJElqMy4ISZIkSZIktZmOwdrwhI4N0+SRG/das2LliEpjbTrl8dKatStGVhpr3ZryNbJ166qto61dU/4p4RHV3tR7g8mLS2vWja32qdZ/vmvVgpTSJpWKSzQzx8m7zCmtiYXVfmRXLdywtGb085ZUGmvZ4xNKa6rmOGbrheVjrY7SmhnzOlmwaE15YQVmWBjoDAHu+MdKe5G8c7QXCzlnCPZil5xzHKq96DFqwWPUZ9iL1ZlhIffXxWGxYeqI3nN8yRblv0cAYnj575JHH5lcaaxJE5eW1qyp8LsSqmXU2Vnt5ysqRJTWlRc93vkki9cuLS0ctAWhySM35pwdPtprzT33b15prI+deW5pzcJ7tqo01tIF40trVi4bU2mshfMnltaMGr260li7fOja0pple66qNNb4iffPrFRYQTNz/MANZ5TWjLmy918mXe7/xStLa3Y84qZKY91+/oGlNSNGdlYa61/OuaK0pmPGqNKa3U54sNL2qjDDwkBnCDB8v+n2InnnaC8Wcs4Q7MUuOec4VHvRY9SCx6jPsBerM8NC7q+LHbExk0f0nuON/35dtbHGrSytOfVDH6g01lH73Fxas2De8yqNNXpM+e+4uXOqLVR1DF9bWrNqVflC6MdnfLXS9ir9GSEi9o+I+yLigYj4ZA+Pj4qIH9cevy0itq20dQ2o665fxsunPgzwEnPM07W3L2GnY/7BPTNWYYb56soRezFb9mJrsBfzZy+2Bo9R82cv5q8rwxce/Q+Azbo/boatqXRBKCKGA+cDBwA7A4dHxM7dyo4BnkopvQA4G/hysyeq52bt2sSJJz3O5T/dEmA65pidtWsTHz7/MX71+SnsPGUkmGGW6nPEXsySvdga7MX82YutwWPU/NmL+avP8J6LtgfY2AzbQ5UzhHYDHkgpPZRSWg1cBry1W81bge/Xbv8U2CeiytVvGijT7ljJdtuN4PnbjgRImGN2/nTfCrbfYiTbbT6SYUUsZpih+hyxF7NkL7YGezF/9mJr8Bg1f/Zi/uozHDliGMCTmGFbqLIgtCUwq+772bX7eqxJKa0BFgH/dMFdRBwXEdMiYtqiNcv6NmP1yWOPrWGrLZ/1llHmmJlHn+hk602edb2oGWbIHPNnhq3BHPNnhq3BY9T82Yv56yHD1fQxQ3h2juuSOQ5lVRaEelr16/422lVqSCldmFKamlKaOqGj/N3Z1Typ5zc+N8eMmGFrMMf8mWFrMMf8mWFrMMf8mWH+mplhMd4zOQ4LcxzKqiwIzQa2rvt+K6D75/Y9XRMRHcAEitPMNERssUUHsx9dU3+XOWZmq0kjmDX/WZ8yYIYZMsf8mWFrMMf8mWFr8Bg1f/Zi/nrIcCRm2BaqLAjdDuwQEc+PiJHAYcCV3WquBI6q3T4U+L+U1rPOqEHxipeP5qEHO5kxoxOK1V1zzMwrdxzDA4+u5uG5q1lXxGKGGarPEXsxS/Zia7AX82cvtgaPUfNnL+avPsPVnesANsYM20JHWUFKaU1EnAD8GhgOfCelND0izgSmpZSuBL4N/CAiHqBYJTysbNxxO8xn719f2GvNH7c8s8I/ARbd2/3yxn/2ia+8vdJYR+z2cGnNqw75Q6WxDvrMgaU199xzbqWxmD+8tGT4t6es/zHga/tuyNvfeD/Ai4HPDbUcV33hpaU1H21ijpNufmGlsY68cXJpzd33V8tx9aU7lNYM33ZBz/cD57x3Ww74xCPMXLAa4CdmmFeG8OwcsReB/HK0F/9ZbhlC//XiyFGr2Wb7Wb3W/PGerUrnDubYJedebOYx6t5bLS2tefuHL680lseohao5PvaBfUprvnzpayuNZS/6ulhvKGa4dh0ATzYjQ4CdJy/j+qNu7bVm71MOrjIUf5jxtdKa9/3+xkpjvfD/3VBac9lxJ1Qaa499bi+tWbJobKWxPvzn8aU1N554Q2nN2O8tqbS90gUhgJTS1cDV3e47te72SuAdlbaoQbP/Tpuw/06bsOGJ192TUjoLzDE3B+46kQN3ncjup0xn2kPLzDBTXTl2HHG7vZgpe7E12Iv5sxdbg8eo+bMX89eVIUDHEbfPBTNsB1UuGZMkSZIkSVILcUFIkiRJkiSpzbggJEmSJEmS1GZcEJIkSZIkSWozLghJkiRJkiS1GReEJEmSJEmS2owLQpIkSZIkSW3GBSFJkiRJkqQ2EymlQdnwzhM2Sz/Y46hea7beeWalsbY/f5fSmlFpeKWx/nT4A6U1aV1UGmvTs28orTlt0pmVxjrxhKtKay79zgGVxjpp+XvuSClNrVRcYtctJqbfvX+vXmtGb7Kk0libnLRvaU3VHO85/i+lNcueGltprE12mFNac8ap76k01hcvPK+05tyPHl9a842Vn2XW2oeq/SCWMMPCQGcI9mKXBbM2qTTWNrs+WFpjLxbsxYK9+IxWz7GZvegxasFj1GfYi4WcXxfv+OlrS2veesuGlcZq9Qyhub04dfsN021f3LnXmos+eEKlsW58YkRpzcWXf7XSWK9417GlNVe8+65KY208ZV5pzcFnHVRprKu/emlpzdEfO7q05rp0Kk+m8l70DCFJkiRJkqQ244KQJEmSJElSm3FBSJIkSZIkqc24ICRJkiRJktRmXBCSJEmSJElqMx1lBRGxNXAxsBmwDrgwpXROt5q9gV8AD9fuuiKlVO2jCdTvFq57gktXf4slaRFBAEzuXmOGQ199jk+m+UTER+zFvNiLrcFezJ+92BrsxfzZi63BXsyfvdi+SheEgDXAiSmlOyNiHHBHRFyXUrq3W92NKaU3N3+Keq6GxTDeMvIIthr2fFamFXxmxfsnR8TOZpiX+hy/vuIU5qSZH7IX82IvtgZ7MX/2YmuwF/NnL7YGezF/9mL7Kr1kLKX0WErpztrtJcDfgC37e2JqnvGxEVsNez4Ao2MMwArMMDv1OQ6LYWAvZsdebA32Yv7sxdZgL+bPXmwN9mL+7MX2VeUMoadFxLbArsBtPTz86oj4CzAHOCmlNL23sVatGsmMB7fudXujxqyqNK8FZ/+6tOaIDx1baaxH7i/f5gZjV1Qaa5/Njy+teejKL1Yaa8k+y0trVl34r6U1T6X5ABvQhAwBFj85nt9eum+vNQf94pxeH+9y834LSmvOuGrXSmP9/fYm5njZi0prHvrVWZXGSpuvLK1Ztab8rb1Wr+uEJvWiGRYGOkN78RlVc3zp595QWmMvFpqZ4eR3fqe0ZtoZb680lr1YyL0Xh2KOzexFj1ELVY9RF0+bUlpjLz7DXhyc18Vx1y0trdmrc4dKY7V6hs3uxQcf2pR3HvaRXmsum35G6bwAlk09vbTmux/8cKWxfnnsDaU1/3Zh+bEnwFW/+1J5zejLK42130mHldbsP2J4ac1NnZU2V31BKCLGApcDH00pLe728J3AlJTS0og4EPg58E8dFRHHAccBTOrYqOqm1SSr0kouWXM2wKy+ZgjmONhWpZU8xeNgL2bLXmwN9mL+7MXWYC/mz15sDfZi/vqjF8fwvH6csZ6rSp8yFhEjKBaDfpRSuqL74ymlxSmlpbXbVwMjImJSD3UXppSmppSmjh8+9jlOXY1Ym9ZwyZqz2WXYngALuz9eNcPa4+Y4SLpyHMNY7MU82YutwV7Mn73YGuzF/NmLrcFezF9/9eIoxvfrvPXclC4IRUQA3wb+llL6+npqNqvVERG71cZ9opkTVd+llLhi7YVMji15zfCeLyszw6GvPsexMaHHGnMc2uzF1mAv5s9ebA32Yv7sxdZgL+bPXmxfVS4Z2xN4L3B3RNxVu+/TwDYAKaVvAYcCH4iINRRvQHVYSin1w3zVBzPTfdy17iY2ja05t/NTADvXTvMzw4zU5/hEmketH+3FjNiLrcFezJ+92BrsxfzZi63BXsyfvdi+SheEUko3AVFScx5wXrMmpebadtiLOGvkJU9/f8rqI+6tneb3NDMc+upzPL/zFB5d99DLuteY49BmL7YGezF/9mJrsBfzZy+2Bnsxf/Zi+6r0HkKSJEmSJElqHS4ISZIkSZIktRkXhCRJkiRJktqMC0KSJEmSJEltpsqnjPWLzs4OZs+b2GvN2358da+Pd7lo31NKa+YPW1lprF32ubO0ZtZft6s01tUHPVxa85JDjq001q6dG5fWXPCFH1Qa65RPVyqrpEqOq6/avtJYf7z5paU1VXN83acuL62ZcflulcZ68KbysV7ymg9XGqtKjqcdfmNpzSW/Xlppe1WYYWGgMwQ45dJKZZWYY8FeLDQzQ54cXVoyaYsFlYYaihmCvdjFXix4jFrwGPUZ9mLhnJOvKK35yfcXVtpeFWZYyP11cfPxy/n0Hnf3WnPGSz5faawzf3Nmac2yqWsqjXXrG99XWjM1RlUa65ZT31la8+qTf1ZprI3SyNKa76X5pTVPUG0/eIaQJEmSJElSm3FBSJIkSZIkqc24ICRJkiRJktRmXBCSJEmSJElqMy4ISZIkSZIktRkXhCRJkiRJktqMC0KSJEmSJEltxgUhSZIkSZKkNhMppUHZ8IR4fnrNsNN7rekgKo118msfLK2ZPWuzSmNNGL+0tOaWu7euNNbWk1aU1mwwelWlsc59tHzt7qabv1ZprI7d778jpTS1UnEJcyw0M8fvHvLX0ppDf/MT7nny8Wo7toQZFgY6Q4Cdfny+vUjeOdqLhZwzBHuxS8452ouFoZqhx6jPyDnHnHvx/0Y8WlrzP1tOrDRWq2cIzX1d3HHslumClx7fa82rjvhdpbG++fFjS2vec+zVlcZa8MimpTU7HXxrpbHSHo+X1vx4n5MrjfXZeeU/X4d0blFa8yM+zdz0YGmDeIaQJEmSJElSm+moUhQRM4AlwFpgTffVwogI4BzgQGA5cHRK6c7mTlXP1fZve4hxGwwD2Dkippljfva56mI2HDGCWUsXYYb56soRezFb9mJrsBfzZy+2Bo9R82cvtgZfF9tPI2cIvT6l9LL1nDp2ALBD7es44L+bMTk13/X/tTXAveaYr++//m1sP35jzDBv33/928BezJq92BrsxfzZi63BY9T82YutwdfF9tKsS8beClycCrcCEyNi8yaNrYFjjvkzw9Zgjvkzw9Zgjvkzw9Zgjvkzw9Zgji2m6oJQAn4TEXdExHE9PL4lMKvu+9m1+54lIo6LiGkRMW01SxqfrZ6TAA7499kAO5ljniLgmBuu5MHFT2GG+erKEXsxW/Zia7AX82cvtgaPUfNnL7aG/nhdXNS5rH8mq6aouiC0Z0rp5RSniH0oIl7X7fGe3r36nz6+LKV0YUppakpp6kjGNThVPVd/uGgbbr94CsA/MMcsXbLPIVyx37uYMnYCmGG2unLEXsyWvdga7MX82YutwWPU/NmLraE/XhcnjNiwH2aqZqm0IJRSmlP77+PAz4DdupXMBuo/W28rYE4zJqjm2WKTp99DfA3mmKXJY4pfqB3DhoEZZqsrR+zFbNmLrcFezJ+92Bo8Rs2fvdgafF1sP6ULQhGxYUSM67oNvAm4p1vZlcCRUXgVsCil9FjTZ6s+W7ZiHUuWrev6dhjmmJ3lazpZ1rkagHUpgRlmqT5H7MUs2YutwV7Mn73YGjxGzZ+92Bp8XWxPVT52flPgZ8UnzNEBXJJSujYijgdIKX0LuJrio+ceoPj4uff1z3TVV/OeXMOhJz+9eLsT8HlzzMsTK5fz4ZuuAWDGkoUAvzLD/NTniL2YJXuxNdiL+bMXW4PHqPmzF1uDr4vtKVL6p0v+BsTIYVunySM+2mvNPx66oNJYX932zNKaK1lUaaxPb7+qtOb1f/lGpbH4wr+UlozaqNqbbF33P28urTnwkvP9uzWKAAAME0lEQVQrjTVilwfuWM/HCDasSo43vefeSmP94OJ9S2uameN+x/2y0lijp84qrVk3cU2lsa4+4kOlNW8+56LSmt0++BDT7lvR0zW8DTPDwkBnCDD8jffai+Sdo71YyDlDsBe75JzjQPdi7seosbb8b8IjL9ym0lgeoxbsxYKvi4WcM4Tmvi5uGtunw/lCrzU/HDmz0lgXTNmgtGafu79eaawqvwdHfGvbSmONek35/Nf+ZXKlsX72pSNKa+5/ZKPSmm+t+TSPpodKe7FZHzsvSZIkSZKkTLggJEmSJEmS1GZcEJIkSZIkSWozLghJkiRJkiS1GReEJEmSJEmS2owLQpIkSZIkSW3GBSFJkiRJkqQ244KQJEmSJElSm+kYrA1vlEZy6Oqteq0ZNX1kpbGWro3Smlsv+59KY82/+YWlNe/c8LOVxvrV3V8orUk3bVZprMunTy6tOfvln6w0Fhxbsa5clRyfmjuv0lhVcrxuxZerjfXR15bWvO3kwyuN9e1j/lBaM2mnWZXGqpTjfh8rrblv7ecqba8KMywMdIaFfHvxd/O/XmmshZ95VWlNzjnai4WcMyzk24vmWBjoXmyLY9QNV1Uay2PUgr1Y8HWxkHOGheb14tYveIyvf/2Lvdac9qfnVxrr0vMPLq05cfRZlcb6yagZpTVvXzWl0liPDS//fXnVA+W/dwEO2b38GPvJ77+itObyHy2stD3PEJIkSZIkSWozLghJkiRJkiS1GReEJEmSJEmS2owLQpIkSZIkSW3GBSFJkiRJkqQ244KQJEmSJElSmyn92PmI2BH4cd1d2wGnppS+UVezN/AL4OHaXVeklM5s4jz1HC1Pc5m+7oKub3eOiMWYY1bqM1zBXMwwP936EGDXiPioGebFXsyfvdga7MX82YutwV7Mn73YvkoXhFJK9wEvA4iI4cCjwM96KL0xpfTm5k5PzbJBbMYrh58GwA1rj70X2ApzzEp9hrevPZNlPLIcM8xKfYYpreP3645bhxlmx17Mn73YGuzF/NmLrcFezJ+92L4avWRsH+DBlNLM/piMBsx4zDFra1kJZpi1p/gbwCozzJu9mD97sTXYi/mzF1uDvZg/e7G9lJ4h1M1hwKXreezVEfEXYA5wUkppeveCiDgOOA5gLJPoJPW6sbR0ZKVJTZm4qrTmiMM+Umms/TcrH+uaH/x3pbFiTvn8145YV2msN261rLTm3T/6eqWxhu/FxsA31/Nw03Pc5dNXVprXLbe8pLTm38ZUOyuxSo6/mPnFSmMtP++lpTVPPbhZpbGq5Pjmo68urXnB1xaycsXA9aIZPqNZGZ5w1Z389S88sZ6HSzOEwc3xmE0+W2msVs9xoHtx0VPjSucE1V4X7cVC7r1ojoWB7kWPUZ9x5G4zSmte/58/KK055kuP8ddr7EWwFzHDZ8n9dXHzMeO497t797rNzlXVfqce+Y+zSmvefubUSmNd9M47Smu+/46PVxrryF99ubTmvF1OqzTW7lP/Xlqz8MkJpTXLF99UaXuVzxCKiJHAQcD/9vDwncCUlNIuwLnAz3saI6V0YUppakpp6hiqHdSquVZ3JoAJmGO2Vq9dx6KVnWCG2Vq9dh3X3j8X4KkeHq6UIZjjYLMX82cvtgZ7MX+rOxNX/XEp2ItZsxfz1x+vixuNGtM/k1VTNHLJ2AHAnSmled0fSCktTiktrd2+GhgREZOaNEc10TW3LQVYbo75uv6BeWwwYjhmmK/rH5jHSzebALCm+2NmmA97MX/2YmuwF/N3zW1L2XWHUWAvZs1ezJ+vi+2nkQWhw1nP5WIRsVlERO32brVx13eamQbRZb9dDPBkT4+ZYx4unz6biWNG9PiYGebh8umzOeTFW/X4mBnmw17Mn73YGuzF/F3228Ucts/4Hh8zw3zYi/nzdbH9VFoQiogNgH2BK+ruOz4ijq99eyhwT+16wm8Ch6WUer/gUwNu+cp1XD9tGcDCrvvMMS/LO9dww8OPM3H0M9fZmmFeujJ8y4u2ePo+M8yPvZg/e7E12Iv56zo+ffvrnrk8yAzzYy/mz9fF9lTpTaVTSsuB53W771t1t88Dzmvu1NRsG4wexvyrXsjwvf6+tus+c8zLBiM6ePDEf+UN377h6fvMMC9dGdYzw/zYi/mzF1uDvZi/ruPTemaYH3sxf74utqdGP3ZekiRJkiRJmXNBSJIkSZIkqc24ICRJkiRJktRmKr2HUH/YbJPFfOqQa3qtecW7jq001k/ecWtpzTFfuK7SWKt+8KLSmjk3vLjSWJv8y8zSmj/9eK9KY908e1xpzWYnHlVpLPhUxbpy22w3j29+8Wu91rx873+vNNar1owsrfnsweVZA+x40O2lNeuu3KK0BqDjs38trZm+37srjXXwXV8trbll//eV1ixbVP7vq6qZGd4096zSmte9/4BKYw3VDCv14rW7VxoLfl6xrlwzc7xh6emlNfu9f99KY23zhntKa3LOcaB78RXvLv/9APZil9x7sUqOR3dWGooR15Z/MnDOOTazFz1GLVQ9Rv3fP21XWrMu82NUf6cWhuLrYtUMf7/o86U1r3vPgZXGamaGo066u7Rm+tuOqDTWUH1dHN6xlgmbLOq1ZsWSMZXGOmnSGaU1XznzR5XG2nPvj5XW3HTxBZXGmnH260tr7l9cbenlQ0f/trRm9b49fmj4s4zdb0Gl7XmGkCRJkiRJUptxQUiSJEmSJKnNuCAkSZIkSZLUZlwQkiRJkiRJajMuCEmSJEmSJLUZF4QkSZIkSZLajAtCkiRJkiRJbcYFIUmSJEmSpDbjgpAkSZIkSVKbiZTS4Gw4Yj4ws9vdk4AFgzCdZshp7lNSSps0Y6AecsxpP/Qkl/n3Z4aQz37oSU5ztxfXL5f524vrl9Pc7cX1y2X+9uL65TR3e3H9cpm/vbh+Oc3dXly/XOZfKcNBWxDqSURMSylNHex59EXOc2+m3PdD7vNvlpz3Q85zb6bc90Pu82+WnPdDznNvptz3Q+7zb5ac90POc2+m3PdD7vNvlpz3Q85zb6bc90Pu8+/OS8YkSZIkSZLajAtCkiRJkiRJbWaoLQhdONgTeA5ynnsz5b4fcp9/s+S8H3KeezPlvh9yn3+z5Lwfcp57M+W+H3Kff7PkvB9ynnsz5b4fcp9/s+S8H3KeezPlvh9yn/+zDKn3EJIkSZIkSVL/G2pnCEmSJEmSJKmfuSAkSZIkSZLUZobEglBE7B8R90XEAxHxycGeT6MiYkZE3B0Rd0XEtMGez2DJOUczLOScIZhjl5xzNMNCzhmCOXbJOUczLOScIZhjl5xzNMNCzhmCOXbJOcdWzXDQ30MoIoYD9wP7ArOB24HDU0r3DurEGhARM4CpKaUFgz2XwZJ7jmaYf4ZgjpB/jmaYf4ZgjpB/jmaYf4ZgjpB/jmaYf4ZgjpB/jq2a4VA4Q2g34IGU0kMppdXAZcBbB3lOapw55s8MW4M55s8MW4M55s8MW4M55s8MW4M5DkFDYUFoS2BW3feza/flJAG/iYg7IuK4wZ7MIMk9RzPMP0MwR8g/RzPMP0MwR8g/RzPMP0MwR8g/RzPMP0MwR8g/x5bMsGOwJwBED/cN7nVsjdszpTQnIiYD10XE31NKfxjsSQ2w3HM0w/wzBHOE/HM0w/wzBHOE/HM0w/wzBHOE/HM0w/wzBHOE/HNsyQyHwhlCs4Gt677fCpgzSHPpk5TSnNp/Hwd+RnE6XLvJOkczBDLPEMyxJusczRDIPEMwx5qsczRDIPMMwRxrss7RDIHMMwRzrMk6x1bNcCgsCN0O7BARz4+IkcBhwJWDPKfKImLDiBjXdRt4E3DP4M5qUGSboxk+LdsMwRzrZJujGT4t2wzBHOtkm6MZPi3bDMEc62Sboxk+LdsMwRzrZJtjK2c46JeMpZTWRMQJwK+B4cB3UkrTB3lajdgU+FlEQLE/L0kpXTu4Uxp4medohmSfIZgjkH2OZkj2GYI5AtnnaIZknyGYI5B9jmZI9hmCOQLZ59iyGQ76x85LkiRJkiRpYA2FS8YkSZIkSZI0gFwQkiRJkiRJajMuCEmSJEmSJLUZF4QkSZIkSZLajAtCkiRJkiRJbcYFIUmSJEmSpDbjgpAkSZIkSVKb+f+ePBvu7wCDrAAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 1440x216 with 10 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x216 with 10 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x216 with 10 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x216 with 10 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x216 with 10 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x216 with 10 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x216 with 10 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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4X1L8EnoVxZNQbQ4c1MvP526KH5jnUTwj+iPA4T18yEHA1FrtvwEHppTm9ObYDezRDHveQ6MZXkwxSDgYOKn29od7c+xGmGPpHhrJcSeKVwD4R2BeRCys/enTSxzMsHQPjWQYFNezP0vxWH6a4nlo7u3NsRvcpzn2vIfKOaaUFqSUZnf+ofh+uiil9Hxvjt3AHs2w5z000otjKZ5b4QWK/3XdC9g7FafM9ylzLN1Do7/fHEPx9AZPUZwxcDnw7d4cu4E9mmHPe2g0QyguF7s0pdRvZ3uZY+keGvm5OB94P/Cvtdr7gAconne2z5hh6R4a7cXja3udCaxPMahtWPRjH0uSJEmSJGkQGBRnCEmSJEmSJKn/OBCSJEmSJElqMw6EJEmSJEmS2owDIUmSJEmSpDbTMVAHHt+xVpo8fJ0ea5YsHVZprXWnPFtas2rJ8EprrV5ZPiNbvbraHG3VyvJXCY+o9qTeoyfPL61ZPabaq1r/333L5qaUJlUqLtHMHCdv81RpTcyr9iW7bN5apTUjX7Wg0lqLnh1fWlM1x1Ebzytfa3mU1kx/ZgVzX1xZXliBGRb6O0OAe/66dHD24psq5DjfHMFe7JRzhjCIe9Eci7XsRaD1MwR7sVPOOQ7WXpw4ufzzGzpqeaW1Wj1DaG4vDom1Ukf0nOMbNyj/ty5ADC3/9+78ORMqrVXltbU6OlaVF1Eto6EV9g4wd96Y0poxI1aU1jy74nnmr1pYGviADYQmD1+Hc177mR5rHnh4/Uprffb0c0tr5j2wUaW1Fs4dV1qzdNGoSmvNq/DFOGJktW8823ziptKaRTsvq7TWuAkPz6hUWEEzc/yXW08rrRl1Xc/fTDo9fO1bSmu2OOT2Smvddf67S2uGDS9vSoA3nXN1aU3H9BGlNTsc82il41VhhoX+zhBg6J7TBmUvHvPz8hyH32yOYC92yjlDGLy9aI4Fe7HQ6hmCvdgp5xwHay8efuh1pTXrbFvty6/VM4Tm9mJHrMPkYT3neNunbq621tilpTW/vOB9ldZauar85I0Ja79Yaa2Ro8r/HT5m3MJKa33v6p1La9666TOlNZ+b/vVKx6t0qktE7BURD0XEIxHx+W7uHxERP6zd//uI2LTS0dWvbr5lEdtPfRzgjeaYp5vuWsCWR/yVB6Yvwwzz1Zkj9mK27MXWYC/mz15sDfZi/uzF/HVm+LrD/wqwXtf7zbA1lQ6EImIocD6wN7AVcHBEbNWl7AjghZTSa4CzgX9v9kb1yqxalTj2uGe56scbAkzDHLOzalXik+c/zc++MoWtpgwHM8xSfY7Yi1myF1uDvZg/e7E12Iv5sxfzV5/hAxdvDrCOGbaHKmcI7QA8klJ6LKW0HLgS2LdLzb7A92pv/xjYPSKacu2omuPue5ay2WbDePWmwwES5pidPzy0hM03GM5m6w9nSBGLGWaoPkfsxSzZi63BXsyfvdga7MX82Yv5q89w+LAhAM9jhm2hykBoQ2Bm3fuzard1W5NSWgm8CLyq60IRcVRE3B0Rd7+4clHvdqxeefrplWy04cueMsocM/PkcyvYeNLLnjjPDDNkjvkzw9Zgjvkzw9Zgjvkzw/x1k+FyepkhvDzH1ckcB7MqA6Hupn5dn0a7Sg0ppYtSSlNTSlPHd5Q/O7uaZw3Pom6OGTHD1mCO+TPD1mCO+TPD1mCO+TPD/DUzw2K9v+U4JMxxMKsyEJoFbFz3/kZA19defKkmIjqA8RSnmWmQ2GCDDmY9ubL+JnPMzEYThzFzzsteZcAMM2SO+TPD1mCO+TPD1mCO+TPD/HWT4XDMsC1UGQjdBbw2Il4dEcOBg4Cur9t3HfCR2tsHAv+b0hrmjBoQb95+JI89uoLp01dAMd01x8y8ZYtRPPLkch6fvZzVRSxmmKH6HLEXs2QvtgZ7MX/2YmuwF/NnL+avPsPlK1YDrIMZtoWOsoKU0sqIOAb4OTAU+HZKaVpEnA7cnVK6DrgEuCwiHqGYEh5Utu7Y185ht59f1GPNbzc8vcKnAC8+2PXyxr93wtfeX2mtQ3Z4vLTmrQf8ptJa+3zx3aU1DzxwbqW1mDO0tGToJVPWfB/wjT3W4v3vehjgDcCXB1uOy766dWnNZ5qY432fParSWqc+tby05v6Hq+W4/IrXltYM3XRu97cD53x4U/Y+4QlmzF0O8KN2z3DiHa+rtNZht00uremPDOHlOdLEXhw3eR7vOuYnPdb89uhjSvcOsPjs8hw/2cQcN3jPvEprHXbQ4MjRXvx79uLfmGPBXiyYYWEgenH4iOVssvnMHmt++8BGpXsHc+yUcy8O6VhVWvPPh32q0lpVMtx492rPmzMYf7dZtRqA55uRIcBWkxdxy0fu7LFmt5P2r7IUv5n+jdKazX5dng/A6/7fraU1Vx5V7XfnnXa/q7Tm0Qc2r7TW9R1zSmuO3798HjHmuwsqHa90IASQUroBuKHLbV+qe3sp8IFKR9SA2WvLSey15STWOvbmB1JKZ4A55ubd203g3dtNYMeTpnH3Y4vMMFOdOXYccpe9mCl7sTXYi/mzF1uDvZg/ezF/nRkCdBxy12www3ZQ5ZIxSZIkSZIktRAHQpIkSZIkSW3GgZAkSZIkSVKbcSAkSZIkSZLUZhwISZIkSZIktRkHQpIkSZIkSW3GgZAkSZIkSVKbcSAkSZIkSZLUZiKlNCAH3mr8eumynT7SY83GW82otNbm529TWjMiDa201h8OfqS0Jq2OSmute/atpTWnTDy90lrHHnN9ac0V39670lrHLf7QPSmlqZWKS2y3wYT0q4/t2mPNyEkLKq016bg9Smuq5vjA0X8srVn0wphKa0167VOlNad96UOV1jrzovNKa879zNGlNd9cejIzVz1W7QuxhBkW+jtDsBc7DUSOJ3z2mtKayy54X2mNvViwF/8m5xznzpxUaa1Ntnu0tMafiwV7sWAv/k2r5zhYe3HYDk+W1qz79iMqrdXqGUJze3Hq5mul35+5VY81F3/8mEpr7bjjtNKarY+4pdJab/7gkaU1Vx96X6W11pnyTGnN/mfsU2mtG75+RWnNvx1XvveLV53IU6m8Fz1DSJIkSZIkqc04EJIkSZIkSWozDoQkSZIkSZLajAMhSZIkSZKkNuNASJIkSZIkqc10lBVExMbApcB6wGrgopTSOV1qdgOuBR6v3XR1Sqnay2epz81b/RxXLL+ABelFggCY3LXGDAe/+hyfT3OIiE/bi3mxF1uDvZg/e7E12Iv5sxdbg72YP3uxfZUOhICVwLEppXsjYixwT0TcnFJ6sEvdbSml9zZ/i3qlhsQQ3jf8EDYa8mqWpiV8ccnHJkfEVmaYl/ocz1pyEk+lGZ+wF/NiL7YGezF/9mJrsBfzZy+2Bnsxf/Zi+yq9ZCyl9HRK6d7a2wuAPwMb9vXG1DzjYm02GvJqAEbGKIAlmGF26nMcEkPAXsyOvdga7MX82YutwV7Mn73YGuzF/NmL7avKGUIviYhNge2A33dz99si4o/AU8BxKaVpPa21bNlwpj+6cY/HGzFqWaV9zT3756U1h3ziyEprPfFw+TFHj1lSaa3d1z+6tOax686stNaC3ReX1iy76D2lNS+kOQCjaUKGAPOfH8cvr9ijx5p9rj2nx/s73bHn3NKa067frtJaf7mriTle+frSmsd+dkaltdL6S0trlq0sf2qv5atXQJN60QwL/Z2hvfg3gzbH8/YtrbEXC4M2Q3vxJc3Mcesvv7O0xp+LhWZmOPmfvl1ac/dp76+0lr1YyL0XB2OOg7UXp31+n9KaXVdsUGmtVs+w2b346GPr8k8HfbrHmiunnVa6L4BvTT21tGbrU66ttNZPj+zu03u5CV+5s9Jao6eVP67Xj7yq0lp7HndQac1eQ1NpTayudLjqA6GIGANcBXwmpTS/y933AlNSSgsj4t3AT4DXdrPGUcBRABM71q56aDXJsrSUy1eeDTCztxmCOQ60ZWkpL/As2IvZshdbg72YP3uxNdiL+bMXW4O9mL++6MVRvKoPd6xXqtKrjEXEMIph0A9SSld3vT+lND+ltLD29g3AsIiY2E3dRSmlqSmlqeOGjnmFW1cjVqWVXL7ybLYZsjPAvK73V82wdr85DpDOHEcxBnsxT/Zia7AX82cvtgZ7MX/2YmuwF/PXV704gnF9um+9MqUDoYgI4BLgzymls9ZQs16tjojYobbuc83cqHovpcTVqy5icmzIPwzt/rIyMxz86nMcE+O7rTHHwc1ebA32Yv7sxdZgL+bPXmwN9mL+7MX2VeWSsZ2BDwP3R8R9tdtOBDYBSCldABwI/EtErKR4AqqDUkrlF7apX8xID3Hf6ttZNzbm3BVfANiqdpqfGWakPsfn0jPU+tFezIi92BrsxfzZi63BXsyfvdga7MX82Yvtq3QglFK6HYiSmvOA85q1KTXXpkNezxnDL3/p/ZOWH/Jg7TS/l5jh4Fef4/krTuLJ1Y9t27XGHAc3e7E12Iv5sxdbg72YP3uxNdiL+bMX21el5xCSJEmSJElS63AgJEmSJEmS1GYcCEmSJEmSJLUZB0KSJEmSJEltpsqrjPWJFSs6mPXMhB5r9vvhDT3e3+niPU4qrZkzZGmltbbZ/d7Smpl/2qzSWjfs83hpzRsPOLLSWtutWKe05sKvXlZprZNOrFRWSZUcl1+/eaW1fnvH1qU1VXPc5QtXldZMv2qHSms9env5Wm/8h09WWqtKjqccfFtpzeU/X1jpeFWYYaG/MwQ46YpKZZWYY8FeLJhhwV78m1bPsR16kedHlpZM3GBupaUGY4ZgL3ayFwvtkOFzQ8aW1rxxv6MqrTVYe3H9cYs5caf7e6w57Y1fqbTW6b84vbRm0RaVluLPd29ZWvPfk/aotNandvlrac3bjr+m0lprp+GlNd9Nc0prnmNlpeN5hpAkSZIkSVKbcSAkSZIkSZLUZhwISZIkSZIktRkHQpIkSZIkSW3GgZAkSZIkSVKbcSAkSZIkSZLUZhwISZIkSZIktRkHQpIkSZIkSW0mUkoDcuDx8er0D0NO7bGmg6i01vFvf7S0ZtbM9SqtNX7cwtKa392/caW1Np64pLRm9MhlldY698ny2d3td3yj0lodOz58T0ppaqXiEuZY2OfQn1daa99vvbO05jsH/Km05sBf/IgHnn+22gNbwgwLzezFKhkCbPnD8+1F8s7RXizknCHYi51yztFeLOScIdiLnXLO0V4s5JwhNLcXtxizYbpw66N7rHnrIb+qtNa3Pndkac2Hjryh0lpzn1i3tGbL/e+stFba6dnSmh/ufnyltU5+pvzr64AVG5TW/IATmZ0eLW0QzxCSJEmSJElqMx1ViiJiOrAAWAWs7DotjIgAzgHeDSwGDk8p3dvcreqV2ny/xxg7egjAVhFxtznmZ/frL2WtYcOYufBFzDBfnTliL2bLXmwN9mL+7MXWYC/mz15sDfZi+2nkDKF3pJS2XcOpY3sDr639OQr4r2ZsTs13y39uDPCgOebre+/Yj83HrYMZ5u1779gP7MWs2YutwV7Mn73YGuzF/NmLrcFebC/NumRsX+DSVLgTmBAR6zdpbfUfc8yfGbYGc8yfGbYGc8yfGbYGc8yfGbYGc2wxVQdCCfhFRNwTEUd1c/+GwMy692fVbnuZiDgqIu6OiLuXs6Dx3eoVCWDvT80C2NIc8xQBR9x6HY/OfwEzzFdnjtiL2bIXW4O9mD97sTXYi/mzF1tDX/TiiysW9c1m1RRVB0I7p5S2pzhF7BMRsUuX+7t79uq/e/mylNJFKaWpKaWpwxnb4Fb1Sv3m4k2469IpAH/FHLN0+e4HcPWeH2TKmPFghtnqzBF7MVv2YmuwF/NnL7YGezF/9mJr6IteHD9srT7YqZql0kAopfRU7e9ngWuAHbqUzALqX1tvI+CpZmxQzbPBpJeeQ3wl5pilyaOKb6gdQ4aAGWarM0fsxWzZi63BXsyfvdga7MX82YutwV5sP6UDoYhYKyLGdr4N/CPwQJey64DDovBW4MWU0tNN3616bdGS1SxYtLrz3SGYY3YWr1zBohXLAVidEphhlupzxF7Mkr3YGuzF/NmLrcFezJ+92BrsxfZU5WXn1wWuKV5hjg7g8pTSTRFxNEBK6QL5BPBsAAAMe0lEQVTgBoqXnnuE4uXnPto321VvPfP8Sg48/qXh7ZbAV8wxL88tXcwnb78RgOkL5gH8zAzzU58j9mKW7MXWYC/mz15sDfZi/uzF1mAvtqdI6e8u+esXw4dsnCYP+0yPNX997MJKa31909NLa67jxUprnbj5stKad/zxm5XW4qtvKi0ZsXa1J9m6+b/fW1rz7svPr7TWsG0euWcNLyPYsCo53v6hByutddmle5TWNDPHPY/6aaW1Rk6dWVqzesLKSmvdcMgnSmvee87FpTU7fPwx7n5oSXfX8DbMDAv9nSHA0Hc9aC/SQI47PlFas3rsqkpr2Yv2Yj17sZBzjvZiIecMwV7slHOO9mIh5wyhub24bmyeDuarPdZ8f/iMSmtdOGV0ac3u959Vaa1YVX5uzLKTt6+01nU/2LO05rAvf7vSWtf82yGlNQ8/sXZpzQUrT+TJ9FhpLzbrZeclSZIkSZKUCQdCkiRJkiRJbcaBkCRJkiRJUptxICRJkiRJktRmHAhJkiRJkiS1GQdCkiRJkiRJbcaBkCRJkiRJUptxICRJkiRJktRmOgbqwGun4Ry4fKMea0ZMG15prYWrorTmziv/u9Jac+54XWnNP611cqW1fnb/V0tr0u3rVVrrqmmTS2vO3v7zldaCIyvWlauS4wuzn6m0VpUcb1n4jUprLTj2baU1+x1/cKW1LjniN6U1E7ecWWmtSjnu+dnSmodWfbnS8aro7wxvXvLv1db6zNtLa3LOsGAvQt452ouFnDMs5NuLv5pzVqW15n3xraU1OedoLxZyzrCQby+aYyHnXvR3m3rN68WNX/M0Z511Zo81p/zh1ZXWuuL8/Utrjh15RqW1fjRiemnN+5dNqbTW00OXldZ8eI/ZldY6YMfyn+vLbyl/vK45e26l43mGkCRJkiRJUptxICRJkiRJktRmHAhJkiRJkiS1GQdCkiRJkiRJbcaBkCRJkiRJUptxICRJkiRJktRmSl92PiK2AH5Yd9NmwJdSSt+sq9kNuBZ4vHbT1Sml05u4T71Ci9Nspq2+sPPdrSJiPuaYlfoMlzAbM8xPlz4E2C4iPmOGebEX82cvtgZ7MX/2YmuwF/NnL7av0oFQSukhYFuAiBgKPAlc003pbSml9zZ3e2qW0bEebxl6CgC3rjryQWAjzDEr9Rnetep0FvHEYswwK/UZprSaX68+ajVmmB17MX/2YmuwF/NnL7YGezF/9mL7avSSsd2BR1NKM/piM+o34zDHrK1iKZhh1l7gzwDLzDBv9mL+7MXWYC/mz15sDfZi/uzF9lJ6hlAXBwFXrOG+t0XEH4GngONSStO6FkTEUcBRAGOYyApSjwdLC4dX2tSUCctKaw456NOV1tprvfK1brzsvyqtFU+V73/VsNWV1nrXRotKaw79wVmV1hq6K+sA31rD3U3PcZsTr6u0r9/97o2lNUeN+VKltarkeO2MMyuttfi8rUtrXnh0vUprVcnxvYffUFrzmm/MY+mS/uvFZmb4z6OqnVna6hkec/29/OmPPLeGu0szhF7keML1pfsCe7GTvVho9QwHpBebmOMRk06utFar59jfvfjiC2NL9wTVfke1Fwu596I5FnL+uejvNoVm9+L6o8by4Hd26/GYZ16zQ+m+AOYNWVFac8mnflpprYv/6Z7Smu994HOV1jrsZ/9eWnPeNqdUWmvHqX8prZn3/PjSmoXPPVjpeJXPEIqI4cA+wP90c/e9wJSU0jbAucBPulsjpXRRSmlqSmnqKKr9IFVzLV+RAMZjjtlavmo1Ly5dAWaYreWrVnPTw7MBXujm7koZgjkONHsxf/Zia7AX82cvtgZ7MX990YtrjxjVN5tVUzRyydjewL0ppWe63pFSmp9SWlh7+wZgWERMbNIe1UQ3/n4hwGJzzNctjzzD6GFDMcN83fLIM2y93niAlV3vM8N82Iv5sxdbg72YP3uxNdiL+bMX208jA6GDWcPlYhGxXkRE7e0dauuu6TQzDaArfzkf4Pnu7jPHPFw1bRYTRg3r9j4zzMNV02ZxwBs26vY+M8yHvZg/e7E12Iv5sxdbg72YP3ux/VQaCEXEaGAP4Oq6246OiKNr7x4IPFC7nvBbwEEppZ4v+FS/W7x0NbfcvQhgXudt5piXxStWcuvjzzJh5N+en8oM89KZ4ftev8FLt5lhfuzF/NmLrcFezJ+92BrsxfzZi+2p0pNKp5QWA6/qctsFdW+fB5zX3K2p2UaPHMKc61/H0F3/sqrzNnPMy+hhHTx67Ht45yW3vnSbGealM8N6ZpgfezF/9mJrsBfzZy+2Bnsxf/Zie2r0ZeclSZIkSZKUOQdCkiRJkiRJbcaBkCRJkiRJUpup9BxCfWG9SfP5wgE39ljz5g8eWWmtH33gztKaI756c6W1ll32+tKap259Q6W1Jr1pRmnNH364a6W17pg1trRmvWM/Umkt+ELFunKbbPYM3zrzGz3WbL/bpyqtdevCU0trdjl4n0prbbHPXaU1q6/boLQGYMRx95fWTNvvkEprVcrxph1Laxa9WP75VdXMDN+6cnhpzcn7l/crNDfDjpP/VFozbc9DK621/31fL6353V4frbQW/KRiXblKOe7+yUpr3Tb3jNKaXT66d6W17MXqmtmLt8+ukOHH+j/DZvZiszIs9HMvNvHn4p4f26PSWpu884HSmpxz7O9efPOh1b7P24uF3HuxSo6Hr6i0FMNuKn+V7pxzHKw/F/13RmEgenFoxyrGT3qxx5pTDr690lpnXbFLac3oifMrrbXzbp8trbn90gsrrTX97HeU1jw8v9ro5ROH/7K0Zvke3b5o+MuM2XNupeN5hpAkSZIkSVKbcSAkSZIkSZLUZhwISZIkSZIktRkHQpIkSZIkSW3GgZAkSZIkSVKbcSAkSZIkSZLUZhwISZIkSZIktRkHQpIkSZIkSW3GgZAkSZIkSVKbiZTSwBw4Yg4wo8vNE4G5A7CdZshp71NSSpOasVA3Oeb0OHQnl/33ZYaQz+PQnZz2bi+uWS77txfXLKe924trlsv+7cU1y2nv9uKa5bJ/e3HNctq7vbhmuey/UoYDNhDqTkTcnVKaOtD76I2c995MuT8Oue+/WXJ+HHLeezPl/jjkvv9myflxyHnvzZT745D7/psl58ch5703U+6PQ+77b5acH4ec995MuT8Oue+/Ky8ZkyRJkiRJajMOhCRJkiRJktrMYBsIXTTQG3gFct57M+X+OOS+/2bJ+XHIee/NlPvjkPv+myXnxyHnvTdT7o9D7vtvlpwfh5z33ky5Pw65779Zcn4cct57M+X+OOS+/5cZVM8hJEmSJEmSpL432M4QkiRJkiRJUh9zICRJkiRJktRmBsVAKCL2ioiHIuKRiPj8QO+nURExPSLuj4j7IuLugd7PQMk5RzMs5JwhmGOnnHM0w0LOGYI5dso5RzMs5JwhmGOnnHM0w0LOGYI5dso5x1bNcMCfQygihgIPA3sAs4C7gINTSg8O6MYaEBHTgakppbkDvZeBknuOZph/hmCOkH+OZph/hmCOkH+OZph/hmCOkH+OZph/hmCOkH+OrZrhYDhDaAfgkZTSYyml5cCVwL4DvCc1zhzzZ4atwRzzZ4atwRzzZ4atwRzzZ4atwRwHocEwENoQmFn3/qzabTlJwC8i4p6IOGqgNzNAcs/RDPPPEMwR8s/RDPPPEMwR8s/RDPPPEMwR8s/RDPPPEMwR8s+xJTPsGOgNANHNbQN7HVvjdk4pPRURk4GbI+IvKaXfDPSm+lnuOZph/hmCOUL+OZph/hmCOUL+OZph/hmCOUL+OZph/hmCOUL+ObZkhoPhDKFZwMZ1728EPDVAe+mVlNJTtb+fBa6hOB2u3WSdoxkCmWcI5liTdY5mCGSeIZhjTdY5miGQeYZgjjVZ52iGQOYZgjnWZJ1jq2Y4GAZCdwGvjYhXR8Rw4CDgugHeU2URsVZEjO18G/hH4IGB3dWAyDZHM3xJthmCOdbJNkczfEm2GYI51sk2RzN8SbYZgjnWyTZHM3xJthmCOdbJNsdWznDALxlLKa2MiGOAnwNDgW+nlKYN8LYasS5wTURA8XhenlK6aWC31P8yz9EMyT5DMEcg+xzNkOwzBHMEss/RDMk+QzBHIPsczZDsMwRzBLLPsWUzHPCXnZckSZIkSVL/GgyXjEmSJEmSJKkfORCSJEmSJElqMw6EJEmSJEmS2owDIUmSJEmSpDbjQEiSJEmSJKnNOBCSJEmSJElqMw6EJEmSJEmS2sz/ByJjN465LoI+AAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 1440x216 with 10 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x216 with 10 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x216 with 10 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x216 with 10 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x216 with 10 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x216 with 10 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x216 with 10 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x216 with 10 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x216 with 10 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x216 with 10 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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rKS5CtSlw4Cr+e+6heME8j+KK6I8BH+3mKQcCE2u1/wMckFKauSrbbmCOZtj9HBrN8GKKhYSDgJNqtw9ZlW03whxL59BIjjtRfALAu4DZETGv9tWjpziYYekcGskwKM5nf45iXx5DcR2a+1Zl2w3O0xy7n0PlHFNKc1NKz3Z+Ufw+nZ9SemFVtt3AHM2w+zk00osjKK6t8CLFX133BPZKxSHzPcocS+fQ6PuboygubzCd4oiBy4Dvrcq2G5ijGXY/h0YzhOJ0sUtSSr12tJc5ls6hkdfFOcB/AJ+p1d4PPERx3dkeY4alc2i0Fz9fm+tUYD2KhdqGRS/2sSRJkiRJkvqBfnGEkCRJkiRJknqPC0KSJEmSJEltxgUhSZIkSZKkNuOCkCRJkiRJUpsZ1FcbHjVojTR2yFrd1ixcNLjSWOtOeK60ZtnCIZXGWt5Rvka2fHm1dbRlHeWfEh5R7aLew8bOKa1ZPrzap1r/5f7Fs1JK61QqLtHUHN8wvbxobrUf2cWz1yitWW3tuZXGmv/cqNKayjmu+1JpTcec1Utrpr40n+cXLo5KGy1hhoXezhDggRkv9steHLtNeY4xO+8cVx8/u3ysJeUtNnnGUma91NHvetEMa2NVyBDg3n8s6pe96O/UQs6vi2PfWKEX5+Sdob1YYy8C/bgXfV0sxuqDXhw+YERae8CYbmvWHlftgz9jYPn/786ZObrSWFU+W2veomprCGuOWFBaM7DC3AE6KqwhdCwt/1l9bukLzFk2rzTwPlsQGjtkLc557bHd1jz06HqVxvrsaeeW1sx+aMNKY82bNbK0ZtH8av+zN7vCD+PQ1ZZUGmubT/2qtGb+zosrjTVy9KNTKhVW0Mwcj7nm5NKagbd1/8uk06NXv7m0ZouDb6801t3nv7u0ZvCQpZXG2u4z15fWzLrpDaU17/rxryttrwozLPR2hgDrnnVFv+zFT9x6amnN6td0/watU3/N8Y3nXFVaM2jy0NKaHY56vNL2qjDDQm9nCDBwj0n9shf9nVrI+XXxqJvKe3HIzfZiJ3uxYC8WfF0s5N6Law8YwwmjT+m25pBPX15prEEjFpXW/OaC91Uaq2NZ+cLLHQ9X+/na/y0PlNYMHzmv0lizZqxdWvP8zDVLa/5r8jcqba/SoS4RsWdEPBIRj0XEF1bw+NCIuKL2+F0RsXGlratX3XzLfLaf+CTAG8wxT7998hl2+v4N/G3WS5hhvjpzxF7M1q/unsuWh/2DhyYvthcz1pkj9mK2fF1sDfZi/uzF/HX24eYf/QfAuK6Pm2FrKl0QioiBwPnAXsBWwEERsVWXssOAF1NKmwFnA19r9kT16ixbljjuc89x5c83AJiEOWZn2fLlfOG393LZfruwxdojwQyzVJ8j9mKWli1LHH3+M1z/lQlsNWEImGGW6nPEXsySr4utwV7Mn72Yv/o+fOjiTQHWMsP2UOUIoR2Ax1JKT6SUlgA/AfbpUrMP8MPa7Z8Du0VEU84dVXPcc+8iNtlkMK/ZeAhAwhyzc9+zL/Ca0SPYePRwBhSxmGGG6nPEXszSnx9ZyKbrD2GT9YbYixmrzxF7MUu+LrYGezF/9mL+6vtwyOABAC9ghm2hyoLQBsDUuu+n1e5bYU1KqQN4CfiXk98i4oiIuCci7nmpY/6qzVir5JlnOthwg1dcMsocM/PsvIWsP+IV168ywwyZY/6efn4p49d5xUUszTBD5pg/f5+2Bnsxf/Zi/lbQh0tYxQzhlTnOS9UusK2+UWVBaEWrfl2vyV2lhpTSRSmliSmliaMGlV+dXc2zkquom2NGVnIhfDPMjDnmz9+nrcEc8+fv09ZgL+bPXsxfM/uwGO+fOQ6PEa9ydupJVRaEpgHj677fEOj6uX0v10TEIGAUxWFm6ifWX38Q057uqL/LHDOz3vDVmT53Yf1dZpghc8zfhmMGM3XmKz7xwwwzZI758/dpa7AX82cv5m8FfTgEM2wLVRaE7gZeGxGviYghwIHANV1qrgE+Urt9APDblFayzqg+8abtV+OJx5cyefJSKFZ3zTEz241biydmz2XKS/NYXsRihhmqzxF7MUtv3mJ1Hnt6CU8+u8RezFh9jtiLWfJ1sTXYi/mzF/NX34dLli4HWAszbAuDygpSSh0RcRRwEzAQ+F5KaVJEnAbck1K6BvgucGlEPEaxSnhg2bgjXjuTt990Ubc1f9zgtAr/BHjp4a6nN/6r47/+H5XGOniHJ0tr3rL/HyqNtfd/v7u05qGHzq00FjMHlpYM/O6ElT8GnLn7GvzHOx8FeD3w5f6W49zvbFta08wc13/P7EpjHXrg2NKaqjkuuPK1pTUjxs9a6WPf/MBmHPzL3/LUC4sAfmqG/TPDtSc+0e3j5w1enw9degv0015c/NWtS2uObWKO93/2iEpjnTJ9SWnNg49Wy3HJ5eU5Dtx4xb04EDjnkI3Z6/inmDJrCfTDXuztDMfcsXmlsQ69rbwXeyNDeGWO9NNe9HdqobvfqZ2/T6e80LxeHDl2Nu886pfd1vzxyKNK5w2w4OzyXjy6n2ZoL/6TvVjI+T1qb78u5taL9X24bDkALzQjQ4A1x7zEAR+5rtua2y7frcpQ7HrdxaU1m/y+PB+Azf/fraU1846o9rt+7PgZpTWPP7RppbGO/svI0prbjru1tGb4D6pdu6l0QQggpXQDcEOX+75Ud3sR8P5KW1Sf2XPLddhzy3VY47ibH0opnQ7mmJs9txrDnluNYecz/8x9U+eYYabevd1o3r3daAYdfLe9mKnODHc8aRL3PDHfDDNlL+bPXmwN9mL+fI+av84+BBh08N3Pghm2gyqnjEmSJEmSJKmFuCAkSZIkSZLUZlwQkiRJkiRJajMuCEmSJEmSJLUZF4QkSZIkSZLajAtCkiRJkiRJbcYFIUmSJEmSpDbjgpAkSZIkSVKbiZRSn2x4q1Hj0qU7faTbmvFbTak01qbnb1NaMzQNrDTWnw96rLQmLY9KY6179q2lNSePOa3SWMcddW1pzeXf26vSWJ9b8OF7U0oTKxWX2G790el3H9+125rV1plbaax1Prd7aU3VHB868oHSmvkvDq801jqvnV5ac+qXPlxprDMuOq+05txjjyyt+eaiLzJ12RPVfhBLmGGhmRl+74TDK431iec/ai/Sf3O0FwutniH4utgp5xztxUJfZHj8Z39RWnPpBe+rNJa9WLAXC2ZYyP11ceKma6S7ztiq25oJhxxYaaxr3zmjtGbrw26pNNabPlj+fv2PU8+pNNaS77yutGa/0/euNNYv53yttOaskeVrCBcvO5HpqbwXPUJIkiRJkiSpzbggJEmSJEmS1GZcEJIkSZIkSWozLghJkiRJkiS1GReEJEmSJEmS2sygsoKIGA9cAowDlgMXpZTO6VLzduBq4MnaXVellKp9fJZ63Ozlz3P5kguYm14iCICxXWvMsP+rz/GFNJOIOMZezMsLy57nh/MuZo69mDV7MX++LrYGezF/9mJrsBfzZy+2r9IFIaADOC6ldF9EjADujYibU0oPd6m7LaX03uZPUa/WgBjA+4YczIYDXsOitJD/XvjxsRGxlRnmpT7HsxaexPQ05VP2Yl4GxkD2X+NANhq0MYvSQj7zwifsxQzZi/nzdbE12Iv5sxdbg72YP3uxfZWeMpZSeialdF/t9lzgb8AGPT0xNc/IWJMNB7wGgNVidYCFmGF26nMcEAPAXszOqAGj2WjQxoC9mDN7MX++LrYGezF/9mJrsBfzZy+2rypHCL0sIjYGtgPuWsHDb42IB4DpwOdSSpO6G2vx4iFMfnx8t9sbuvriSvOadfZNpTUHf+rwSmM99Wj5NocNX1hprN3WO7K05olrzqg01tzdFpTWLL7oPaU1L6aZAMNoQoYAc14YyW8u373bmr2vPqfbxzvdsces0ppTr92u0lh/v7uJOf7kdaU1T1x/eqWx0nqLSmsWd5Rf2mvJ8qXQpF40w0IzM3xh7pDSGnvxn/prjvZiodUz7ItenDZjdOm8AO7Y4y+lNeZYsBcL/TbD8/YprfF18Z/6bY72ItD6GTa7Fx9/Yl0+cOAx3dY8OenU0nkBfGviKaU1W598daWxrjt8Rf+8V1o+uNJQ/PCb7y+tufbLl1Uaa87xO5TWDB2YSmtieaXNVV8QiojhwJXAsSmlOV0evg+YkFKaFxHvBn4JvHYFYxwBHAEwZtCaVTetJlmcFnFZx9kAU1c1QzDHvrY4LeJFngN7MVv2YmuwF/NnL7YGezF/9mJrsBfz1xO9uDpr9+CM9WpV+pSxiBhMsRj045TSVV0fTynNSSnNq92+ARgcEWNWUHdRSmliSmniyIHDX+XU1YhlqYPLOs5mmwE7A8zu+njVDGuPm2Mf6cxxdYZjL+bJXmwN9mL+7MXWYC/mz15sDfZi/nqqF4cyskfnrVendEEoIgL4LvC3lNJZK6kZV6sjInaojft8MyeqVZdS4qplFzE2NuDfBq74tDIz7P/qcxweo1ZYY479m73YGuzF/NmLrcFezJ+92BrsxfzZi+2ryiljOwOHAA9GxP21+04ENgJIKV0AHAB8IiI6KC5AdWBKqfzENvWKKekR7l9+O+vGeM5degLAVrXD/MwwI/U5Pp9mUOtHezEj9mJrsBfzZy+2Bnsxf/Zia7AX82cvtq/SBaGU0u1AlNScB5zXrEmpuTYe8DpOH/LPi1idtOTgh2uH+b3MDPu/+hzPX3oSTy9/YtuuNebYv9mLrcFezJ+92BrsxfzZi63BXsyfvdi+Kl1DSJIkSZIkSa3DBSFJkiRJkqQ244KQJEmSJElSm3FBSJIkSZIkqc1U+ZSxHrF06SCmzRjdbc2+V9zQ7eOdLt79pNKamQMWVRprm93uK62Z+tdNKo11w95Plta8Yf/DK4213dK1Smsu/OqllcY66cRKZZVUyXHJtZtWGuuPd2xdWlM1x11OuLK0ZvKVO1Qa6/Hby8d6w78dXWmsKjmefNBtpTWX3TSv0vaqaGaGN9+yfWnNzAELK43V6hkCnHR5pbJK7MWCvVgww0Jf9OLozZ5j75+d021N1Rwv/fpBpTXmWLAXCzlnCO3xunjjnzYvrfnPQ39Taaz+mKO9WOiLXlwjDS6t+fH7e78X1xu5gBN3erDbmlPf8JVKY53269NKa+ZvUWko/nbPlqU1/7fO7pXG+uK+95TWDNtmWqWxvn3ah0trfpBmltY8T0el7XmEkCRJkiRJUptxQUiSJEmSJKnNuCAkSZIkSZLUZlwQkiRJkiRJajMuCEmSJEmSJLUZF4QkSZIkSZLajAtCkiRJkiRJbcYFIUmSJEmSpDYTKaU+2fCoeE36twGndFsziKg01uff9nhpzbSp4yqNNWrkvNKaOx8cX2ms8WMWltYMW21xpbHOfbp87e72O86sNNagHR+9N6U0sVJxCXMsNDPH7+//19KaA379Ux564blqO7aEGRZ6O0OALa84316kuTnu/aGbKo21z7f+vbTGXizYi40xx4KviwUzLNiL/9TqOdqLhZwzhOb24hbDN0gXbn1ktzVvOfh3lcb64DEfLa15MZZUGuu89/yttGbL/f5Uaay003OlNQPuGlNprM0O+0Bpzf5L1y+t+TEn8mx6vLRBPEJIkiRJkiSpzQyqUhQRk4G5wDKgo+tqYUQEcA7wbmAB8NGU0n3NnaperU33fYIRwwYAbBUR95hjfna79hLWGDyYqfNewgzz1Zkj9mK27MXWYC/mz15sDfZi/uzF1mAvtp9GjhB6R0pp25UcOrYX8Nra1xHAd5oxOTXfLd8eD/CwOebrh+/Yl01HroUZ5u2H79gX7MWs2YutwV7Mn73YGuzF/NmLrcFebC/NOmVsH+CSVPgTMDoi1mvS2Oo95pg/M2wN5pg/M2wN5pg/M2wN5pg/M2wN5thiqi4IJeDXEXFvRByxgsc3AKbWfT+tdt8rRMQREXFPRNyzhLmNz1avSgB7fXoawJbmmKcIOOzWa3h8zouYYb46c8RezJa92BrsxfzZi63BXsyfvdgaeqIXX1o6v2cmq6aouiC0c0ppe4pDxD4VEbt0eXxFV6/+l48vSyldlFKamFKaOIQRDU5Vr9YfLt6Iuy+ZAPAPzDFLl+22P1ft8UEmDB8nLpmFAAANX0lEQVQFZpitzhyxF7NlL7YGezF/9mJrsBfzZy+2hp7oxVGD1+iBmapZKi0IpZSm1/77HPALYIcuJdOA+s/W2xCY3owJqnnWX+fla4h3YI5ZGrt68Qt10IABYIbZ6swRezFb9mJrsBfzZy+2Bnsxf/Zia7AX20/pglBErBERIzpvA+8CHupSdg1waBTeAryUUnqm6bPVKpu/cDlz5y/v/HYA5pidBR1Lmb90CQDLUwIzzFJ9jtiLWbIXW4O9mD97sTXYi/mzF1uDvdieqnzs/LrAL4pPmGMQcFlK6VcRcSRASukC4AaKj557jOLj5z7WM9PVqprxQgcHfP7lxdstga+YY16eX7SAo2+/EYDJc2cDXG+G+anPEXsxS/Zia7AX82cvtgZ7MX/2YmuwF9tTpPQvp/z1iiEDxqexg4/ttuYfT1xYaaxvbHxaac01vFRprBM3XVxa844HvllpLL76xtKSoWtWu8jWzf/33tKad192fqWxBm/z2L0r+RjBhlXJ8fYPP1xprEsv2b20ppk57nHEdZXGWm3i1NKa5aM7Ko11w8GfKq157zkXl9bs8MknuOeRhSs6h7dhZljo7QwBBr7zYXuRvHO0Fws5Zwj2Yqecc7QXC5Uz3PGp0prlI5ZVGsteLNiLhZx78e8dy0trAA7YYlZpTc4ZQnN7cd3YNB3EV7ut+dGQKZXGunDCsNKa3R48q9JYQ7+zSWnN3KljKo11zY/3KK059MvfqzTWL/7n4NKaR59as7Tmgo4TeTo9UdqLzfrYeUmSJEmSJGXCBSFJkiRJkqQ244KQJEmSJElSm3FBSJIkSZIkqc24ICRJkiRJktRmXBCSJEmSJElqMy4ISZIkSZIktRkXhCRJkiRJktrMoL7a8JppCAcs2bDbmqGThlQaa96yKK3500/+r9JYM+/YvLTmA2t8sdJY1z/41dKadPu4SmNdOWlsac3Z23+h0lhweMW6clVyfPHZGZXGqpLjLfPOrDTW3OPeWlqz7+cPqjTWdw/7Q2nN+m+fVGmsSjnu8dnSmkeWfbnS9qoww8KYLadWGqtZGRbsRcg7x5x78eaFX6s21rFvK63JOcOCvQh555hzL5phvf7Ziydd9T+lNZ/ebUGlsXyPWl1v9+K3559SaazeznDo8IWVxuqvvTh+s2c466wzuq05+c+vqTTW5efvV1pz3GqnVxrrp0Mnl9b8x+IJlcZ6ZuDi0ppDdn+20lj773hWac2SW8r31y/OnlVpex4hJEmSJEmS1GZcEJIkSZIkSWozLghJkiRJkiS1GReEJEmSJEmS2owLQpIkSZIkSW3GBSFJkiRJkqQ2U/qx8xGxBXBF3V2bAF9KKX2zrubtwNXAk7W7rkopndbEeepVWpCeZdLyCzu/3Soi5mCOWanPcCHPYob56dKHANtFxLFmmBd7MX/2YmuwF/NnL7YGezF/9mL7Kl0QSik9AmwLEBEDgaeBX6yg9LaU0nubOz01y7AYx5sHngzArcsOfxjYEHPMSn2Gdy87jfk8tQAzzEp9hikt5/fLj1iOGWbHXsyfvdga7MX82YutwV7Mn73Yvho9ZWw34PGU0pSemIx6zUjMMWvLWARmmLUX+RvAYjPMm72YP3uxNdiL+bMXW4O9mD97sb2UHiHUxYHA5St57K0R8QAwHfhcSmlS14KIOAI4AmA4Y1hK6nZjad6QSpOaMHpxac3BBx5Taaw9x5WPdeOl36k0Vkwvn/+ywcsrjfXODeeX1nzox2dVGmvgrqwFfGslDzc9x21OvKbSvO688w2lNUcM/1KlsarkePWUMyqNteC8rUtrZvxx80pjVcnxvR+9obRmszNns2hh7/ViO2T44uPjKo3VrAyPuvY+/voAz6/k4dIMwRxXpLdzzLkX/3P1akd5t3qG9uI/5Zxjr/fi8deWzgnMsFPuvXjB+04srfn97Gp/Z/c9av99Xeyvvbh43mqVxuqvvbju0FHceeY+3W7z27/fonReALMHLC2t+e6nr6s01sUfuLe05ofv/69KYx16/ddKa+Kpaksvfz51/9Kao/8wvrTmkY5HKm2v8hFCETEE2Bv42Qoevg+YkFLaBjgX+OWKxkgpXZRSmphSmrg6I6puWk20ZGkCGIU5ZmvJsuW8tGgpmGG2lixbzq8efRbgxRU8XClDMMe+Zi/mz15sDfZi/uzF1mAv5q8nenH04GE9M1k1RSOnjO0F3JdSmtH1gZTSnJTSvNrtG4DBETGmSXNUE9141zyABeaYr1sem8GwwQMxw3zd8tgMth43CqCj62NmmA97MX/2YmuwF/NnL7YGezF/9mL7aWRB6CBWcrpYRIyLiKjd3qE27soOM1Mf+slv5gC8sKLHzDEPV06axujVB6/wMTPMw5WTprH/6zdc4WNmmA97MX/2YmuwF/NnL7YGezF/9mL7qbQgFBHDgN2Bq+ruOzIijqx9ewDwUO18wm8BB6aUuj/hU71uwaLl3HLPfIDZnfeZY14WLO3g1iefY/Rq/7w+lRnmpTPD971u/ZfvM8P82Iv5sxdbg72YP3uxNdiL+bMX21OlKxullBYAa3e574K62+cB5zV3amq2YasNYOa1mzNw178v67zPHPMybPAgHj/uPfz7d299+T4zzEtnhvXMMD/2Yv7sxdZgL+bPXmwN9mL+7MX21OjHzkuSJEmSJClzLghJkiRJkiS1GReEJEmSJEmS2kylawj1hHHrzOGE/W/stuZNHzy80lg/ff+fSmsO++rNlcZafOnrSmum3/r6SmOt88YppTV/vmLXSmPdMW1Eac244z5SaSw4oWJduY02mcG3zjiz25rt3/7pSmPdNuv00ppdPrZXpbG22Pvu0prl16xfWgMw9HMPltZM2vfgSmNVyvFXO5bWzH+p/N9XlRkWejvDwi8r1pVrZo63zjultGaXg/auNFar59hfe/EtHUNKa764X/lrJzQ3w0Ff/GtpzaQ9PlRprP3u/0ZpzZ17fqzSWP21F/2dWuiXvbjb0ZXGMsNC7q+L5ljol71YMcM7//eS0ppd/vCGSmO1eoaF5vXikNWWsNEWT3Vbc/L6MyuNddblu5TWDBszp9JYO7/9s6U1t19yYaWxJp/9jtKasy4trwF4y4ZzS2uu+FD5z+A+1y2otD2PEJIkSZIkSWozLghJkiRJkiS1GReEJEmSJEmS2owLQpIkSZIkSW3GBSFJkiRJkqQ244KQJEmSJElSm3FBSJIkSZIkqc24ICRJkiRJktRmXBCSJEmSJElqM5FS6psNR8wEpnS5ewwwqw+m0ww5zX1CSmmdZgy0ghxz2g8rksv8ezJDyGc/rEhOc7cXVy6X+duLK5fT3O3Flctl/vbiyuU0d3tx5XKZv724cjnN3V5cuVzmXynDPlsQWpGIuCelNLGv57Eqcp57M+W+H3Kff7PkvB9ynnsz5b4fcp9/s+S8H3KeezPlvh9yn3+z5Lwfcp57M+W+H3Kff7PkvB9ynnsz5b4fcp9/V54yJkmSJEmS1GZcEJIkSZIkSWoz/W1B6KK+nsCrkPPcmyn3/ZD7/Jsl5/2Q89ybKff9kPv8myXn/ZDz3Jsp9/2Q+/ybJef9kPPcmyn3/ZD7/Jsl5/2Q89ybKff9kPv8X6FfXUNIkiRJkiRJPa+/HSEkSZIkSZKkHuaCkCRJkiRJUpvpFwtCEbFnRDwSEY9FxBf6ej6NiojJEfFgRNwfEff09Xz6Ss45mmEh5wzBHDvlnKMZFnLOEMyxU845mmEh5wzBHDvlnKMZFnLOEMyxU845tmqGfX4NoYgYCDwK7A5MA+4GDkopPdynE2tAREwGJqaUZvX1XPpK7jmaYf4ZgjlC/jmaYf4ZgjlC/jmaYf4ZgjlC/jmaYf4ZgjlC/jm2aob94QihHYDHUkpPpJSWAD8B9unjOalx5pg/M2wN5pg/M2wN5pg/M2wN5pg/M2wN5tgP9YcFoQ2AqXXfT6vdl5ME/Doi7o2II/p6Mn0k9xzNMP8MwRwh/xzNMP8MwRwh/xzNMP8MwRwh/xzNMP8MwRwh/xxbMsNBfT0BIFZwX9+ex9a4nVNK0yNiLHBzRPw9pfSHvp5UL8s9RzPMP0MwR8g/RzPMP0MwR8g/RzPMP0MwR8g/RzPMP0MwR8g/x5bMsD8cITQNGF/3/YbA9D6ayypJKU2v/fc54BcUh8O1m6xzNEMg8wzBHGuyztEMgcwzBHOsyTpHMwQyzxDMsSbrHM0QyDxDMMearHNs1Qz7w4LQ3cBrI+I1ETEEOBC4po/nVFlErBERIzpvA+8CHurbWfWJbHM0w5dlmyGYY51sczTDl2WbIZhjnWxzNMOXZZshmGOdbHM0w5dlmyGYY51sc2zlDPv8lLGUUkdEHAXcBAwEvpdSmtTH02rEusAvIgKK/XlZSulXfTul3pd5jmZI9hmCOQLZ52iGZJ8hmCOQfY5mSPYZgjkC2edohmSfIZgjkH2OLZthn3/svCRJkiRJknpXfzhlTJIkSZIkSb3IBSFJkiRJkqQ244KQJEmSJElSm3FBSJIkSZIkqc24ICRJkiRJktRmXBCSJEmSJElqMy4ISZIkSZIktZn/D/xUPm9NrSIGAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 1440x216 with 10 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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sPe4OijehV1NchGoz4MDV/Pc8QPGCeQHFFdGfBj7dwUMOBMbVav8LOCClNH119t2JOZphx3PobIaXUiwkHAScXLt96OrsuzPMsXQOnclxJ4pPAPgAMCsi5tW+uvQUBzMsnUNnMgyK89lfonguv0xxHZqHVmffnZynOXY8h8o5ppTmppSmtn1R/D6dn1J6eXX23Yk5mmHHc+hMLw6luLbCKxR/dd0T2CsVh8x3KXMsnUNn398cRXF5gykURwxcAfx4dfbdiTmaYcdz6GyGUJwudllKqduO9jLH0jl05nVxDvBR4Cu12oeBxyiuO9tlzLB0Dp3txeNrc50ErE+xUNtp0Y19LEmSJEmSpF6gVxwhJEmSJEmSpO7jgpAkSZIkSVKLcUFIkiRJkiSpxbggJEmSJEmS1GL69dSOh/dbM40asHaHNQsX9a801npjXyqtWb5wQKWxViwrXyNbsaLaOtryZeWfEh5R7aLeg0fNKa1ZMaTap1r/9eHFM1JK61YqLtHQHN86pbxobrUf2cWz1iytWWOduZXGmv/S8NKayjmuN7u0ZtmcQaU1k2bPZ+bCxVFppyXMsNDdGQI8Mu2VXtmLo7YpzzFm5Z3joDGzysdaUt5iE6YtZcbsZb2uF82wNlaFDAEe/MeiXtmL/k4t5Py6OOptFXpxTt4Z2os19iLQe3vRDAsT/rF+pbFm8lzDenFIn6FpnT4jO6xZZ3S1D/6MvuX/vztn+ohKY1X5bK15i6qtIaw1dEFpTd8KcwdYVmENYdnS8p/Vl5a+zJzl80p7sccWhEYNWJvz3nRMhzWPPVXtB/bY088vrZn12EaVxpo3Y1hpzaL51f5nb1aFH8aBayypNNY2X/xNac38nRdXGmvYiKcmViqsoJE5fvmGU0pr+t7V8S+TNk9d/47Smi0OvrvSWPdf+MHSmv4DllYaa7uv3FxaM+PWt5bWfODnv620vyrMsNDdGQKsd85VvbIXP3/naaU1g27o+A1am96a49vOu6a0pt+EgaU1Oxz1TKX9VWGGhe7OEKDvHuN7ZS/6O7WQ8+viUbeW9+KA2+zFNvZiwV4smGGhkRl+Zo+TKo11GYc0rBfX6TOSE0ec2mHNoV+6stJY/YYuKq2546KPVBpr2fLyhZd7Hq/287X/Ox8prRkybF6lsWZMW6e0Zub0tUpr/mPCdyvtr9KhLhGxZ0Q8GRFPR8TXVrJ9YERcVdt+X0RsUmnv6la33T6f7cc9B/BWc8zT7557kZ3+9xaemDEbM8xXW47Yi9n6zf1z2fLwf/DYhMX2YsbacsRezJavi83BXsyfvZi/F3iE6/gq13IswOj2282wOZUuCEVEX+BCYC9gK+CgiNiqXdnhwCsppTcC5wLfafRE9fosX5447qsvcfWvNgQYjzlmZ/mKFXztdw9yxX67sMU6w8AMs1SfI/ZilpYvTxx94Yvc/K2xbDV2AJhhlupzxF7Mkq+LzcFezJ+9mL8VrOA+fsJuHM/enAWwthm2hipHCO0APJ1SejaltAT4BbBPu5p9gJ/Wbv8K2C0iGnLuqBrjgQcXsemm/XnDJgMAEuaYnYemvswbRgxlkxFD6FPEYoYZqs8RezFLf3lyIZttMIBN1x9gL2asPkfsxSz5utgc7MX82Yv5m8kzDGU9hjKKvsVVZV7GDFtClQWhDYFJdd9Prt230pqU0jJgNvAvJ79FxBER8UBEPDB72fzVm7FWy4svLmOjDV9zyShzzMzUeQvZYOhrrl9lhhkyx/y9MHMpY9Z9zUUszTBD5pg/f582B3sxf/Zi/hbwMmu+No4lrGaG8Noc56VqF9hWz6iyILSyVb/21+SuUkNK6ZKU0riU0rjh/cqvzq7GWcVV1M0xI6u4EL4ZZsYc8+fv0+Zgjvnz92lzsBfzZy/mr5EZwmtzHBJDX9/k1KWqLAhNBsbUfb8R0P5z+16tiYh+wHCKw8zUS2ywQT8mv7Cs/i5zzMz6QwYxZe7C+rvMMEPmmL+NRvZn0vTXfOKHGWbIHPPn79PmYC/mz17M35qszXxm1t81ADNsCVUWhO4H3hQRb4iIAcCBwA3tam4APlW7fQDwu5RWsd6vHvH27dfg2WeWMmHCUihWd80xM9uNXptnZ81l4ux5rChiMcMM1eeIvZild2wxiKdfWMJzU5fYixmrzxF7MUu+LjYHezF/9mL+1mFT5jKVubzEcpYBrI0ZtoR+ZQUppWURcRRwK9AX+HFKaXxEnA48kFK6AfgRcHlEPE2xSnhg2bhD3zSd99x6SYc1f9rw9Ar/BJj9ePvTG//VCWd9tNJYB+/wXGnNO/f/Y6Wx9v7PD5bWPPbY+ZXGYnrf0pK+Pxq76m3A2buvyUff/xTAW4Bv9rYc5/5w29KaRua4wYdmVRrrsANHldZUzXHB1W8qrRk6ZsYqt33v42/k4Ot+x/MvLwL4pRn2zgzXGfdsh9sv6L8Bh1x+O/TSXlz87a1La45pYI4PH3tEpbFOnbKktObRp6rluOTK8hz7brLyXuwLnHfoJux1wvNMnLEEemEvdneGI+/ZvNJYh91V3ovdkSG8Nkd6aS/6O7XQ0e/Utt+nE19uXC8OGzWL9x91XYc1fzryqNJ5Ayw4t7wXj+6lGdqL/2QvFnyPWsg5w4vO/fEqt3308Q04/rqTWL4CmMnLjcgQYK2RszngUzd1WHPXlbtVGYpdb7q0tGbTP5TnA7D5/7uztGbeEdV+148aM6205pnHNqs01tF/HVZac9dxd5bWDPlJtWs3lS4IAaSUbgFuaXffN+puLwI+VmmP6jF7brkue265Lmsed9tjKaUzwBxzs+dWI9lzq5HsfPZfeGjSHDPM1Ae3G8EHtxtBv4Pvtxcz1ZbhjieP54Fn55thpuzF/NmLzcFezJ/vUfPXliHA4K/cMRXMsBVUOWVMkiRJkiRJTcQFIUmSJEmSpBbjgpAkSZIkSVKLcUFIkiRJkiSpxbggJEmSJEmS1GJcEJIkSZIkSWoxLghJkiRJkiS1GBeEJEmSJEmSWkyklHpkx1sNH50u3+lTHdaM2WpipbE2u3Cb0pqBqW+lsf5y0NOlNWlFVBprvXPvLK05ZeTplcY67qgbS2uu/PFelcb66oJPPphSGlepuMR2G4xIv//crh3WrLHu3EpjrfvV3Utrqub42JGPlNbMf2VIpbHWfdOU0prTvvHJSmOdeckFpTXnH3Nkac33Fn2dScufrfaDWMIMC43M8McnfrbSWJ+f+Wl7kd6bo71YaPYMwdfFNjnnaC8WeiLDE469trTm8os+Umkse7FgLxbMsJD76+K4zdZM9525VYc1Yw89sNJYN75/WmnN1offXmmsj37smNKaK184o9JYS3745tKa/c7Yu9JY1835TmnNOcPK1xAuXX4SU1J5L3qEkCRJkiRJUotxQUiSJEmSJKnFuCAkSZIkSZLUYlwQkiRJkiRJajEuCEmSJEmSJLWYfmUFETEGuAwYDawALkkpndeu5j3A9cBztbuuSSlV+/gsdblZK2Zy5ZKLmJtmEwTAqPY1Ztj71ef4cppORHzZXszLy8tn8tN5lzLHXsyavZg/Xxebg72YP3uxOdiL+bMXW1fpghCwDDgupfRQRAwFHoyI21JKj7eruyul9OHGT1GvV5/ow0cGHMxGfd7AorSQ/1z4uVERsZUZ5qU+x3MWnsyUNPGL9mJe+kZf9l/zQDbutwmL0kK+8vLn7cUM2Yv583WxOdiL+bMXm4O9mD97sXWVnjKWUnoxpfRQ7fZc4Algw66emBpnWKzFRn3eAMAaMQhgIWaYnfoc+0QfsBezM7zPCDbutwlgL+bMXsyfr4vNwV7Mn73YHOzF/NmLravKEUKviohNgO2A+1ay+V0R8QgwBfhqSml8R2MtXjyACc+M6XB/AwctrjSvGefeWlpz8Bc/W2ms558q3+fgIQsrjbXb+keW1jx7w5mVxpq724LSmsWXfKi05pU0HWAwDcgQYM7Lw7jjyt07rNn7+vM63N7mnj1mlNacduN2lcb6+/0NzPEXby6tefbmMyqNldZfVFqzeFn5pb2WrFgKDepFMyw0MsOX5w4orbEX/6m35mgvFpo9w57oxcnTRpTOC+CePf5aWmOOBXux0GszvGCf0hpfF/+p1+ZoLwLNn2Gje/GZZ9fj4wd+ucOa58afVjovgO+PO7W0ZutTrq801oVH3FFas6J/paH46fc+Vlpz4zevqDTWnBN2KK0Z2DeV1sSKSrurviAUEUOAq4FjUkpz2m1+CBibUpoXER8ErgPetJIxjgCOABjZb62qu1aDLE6LuGLZuQCTVjdDMMeetjgt4hVeAnsxW/Zic7AX82cvNgd7MX/2YnOwF/PXFb04iHW6cMZ6vSp9ylhE9KdYDPp5Suma9ttTSnNSSvNqt28B+kfEyJXUXZJSGpdSGjes75DXOXV1xvK0jCuWncs2fXYGmNV+e9UMa9vNsYe05TiIIdiLebIXm4O9mD97sTnYi/mzF5uDvZi/rurFgQzr0nnr9SldEIqIAH4EPJFSOmcVNaNrdUTEDrVxZzZyolp9KSWuWX4Jo2JD/q3vyk8rM8Perz7HITF8pTXm2LvZi83BXsyfvdgc7MX82YvNwV7Mn73YuqqcMrYzcCjwaEQ8XLvvJGBjgJTSRcABwOcjYhnFBagOTCmVn9imbjExPcnDK+5mvRjD+UtPBNiqdpifGWakPseZaRq1frQXM2IvNgd7MX/2YnOwF/NnLzYHezF/9mLrKl0QSindDURJzQXABY2alBprkz5v5owB/7yI1clLDn68dpjfq8yw96vP8cKlJ/PCime3bV9jjr2bvdgc7MX82YvNwV7Mn73YHOzF/NmLravSNYQkSZIkSZLUPFwQkiRJkiRJajEuCEmSJEmSJLUYF4QkSZIkSZJaTJVPGesSS5f2Y/K0ER3W7HvVLR1ub3Pp7ieX1kzvs6jSWNvs9lBpzaS/bVpprFv2fq605q37f7bSWNstXbu05uJvX15prJNPqlRWSZUcl9y4WaWx/nTP1qU1VXPc5cSrS2smXL1DpbGeubt8rLf+29GVxqqS4ykH3VVac8Wt8yrtr4pGZnjb7duX1kzvs7DSWM2eIcDJV1Yqq8ReLNiLBTMs9EQvjnjjS+z9f+d1WFM1x8vPOqi0xhwL9mIh5wyhNV4Xf33v5qU1/37YHZXG6o052osFe/Gf1h+2gJN2erTDmtPe+q1KY53+29NLa+ZvUWkonnhgy9Ka/1l390pjfX3fB0prBm8zudJYPzj9k6U1P0nTS2tmsqzS/jxCSJIkSZIkqcW4ICRJkiRJktRiXBCSJEmSJElqMS4ISZIkSZIktRgXhCRJkiRJklqMC0KSJEmSJEktxgUhSZIkSZKkFuOCkCRJkiRJUouJlFKP7Hh4vCH9W59TO6zpR1Qa6/h3P1NaM3nS6EpjDR82r7Tmz4+OqTTWmJELS2sGr7G40ljnv1C+dnf3PWdXGqvfjk89mFIaV6m4hDkWGpnj/+7/t9KaA377Sx57+aVqT2wJMyx0d4YAW151ob1IY3Pc+5BbK421z/ffV1pjLxbsxc4xx4KviwUzLNiL/9TsOdqLhZwzhMb24hZDNkwXb31khzXvPPj3lcZ651cOKK0ZlgZUGuuCDz1RWrPlfvdWGivt9FJpTZ/7RlYa642Hf7y0Zv+lG5TW/JyTmJqeKW0QjxCSJEmSJElqMf2qFEXEBGAusBxY1n61MCICOA/4ILAA+HRK6aHGTlWv12b7PsvQwX0AtoqIB8wxP7vdeBlr9u/PpHmzMcN8teWIvZgte7E52Iv5sxebg72YP3uxOdiLraczRwi9N6W07SoOHdsLeFPt6wjgh42YnBrv9h+MAXjcHPP10/fuy2bD1sYM8/bT9+4L9mLW7MXmYC/mz15sDvZi/uzF5mAvtpZGnTK2D3BZKtwLjIiI9Rs0trqPOebPDJuDOebPDJuDOebPDJuDOebPDJuDOTaZqgtCCfhtRDwYEUesZPuGwKS67yfX7nuNiDgiIh6IiAeWMLfzs9XrEsBeX5oMsKU55ikCDr/zBp6Z8wpmmK+2HLEXs2UvNgd7MX/2YnOwF/NnLzaHrujF2Uvnd81k1RBVF4R2TiltT3GI2BcjYpd221d29epyATbHAAANdElEQVR/+fiylNIlKaVxKaVxAxjayanq9frjpRtz/2VjAf6BOWbpit3255o9PsHYIcPBDLPVliP2YrbsxeZgL+bPXmwO9mL+7MXm0BW9OLz/ml0wUzVKpQWhlNKU2n9fAq4FdmhXMhmo/2y9jYApjZigGmeDdV+9hvgyzDFLowYVv1D79ekDZpitthyxF7NlLzYHezF/9mJzsBfzZy82B3ux9ZQuCEXEmhExtO028AHgsXZlNwCHReGdwOyU0osNn61W2/yFK5g7f0Xbt30wx+wsWLaU+UuXALAiJTDDLNXniL2YJXuxOdiL+bMXm4O9mD97sTnYi62pysfOrwdcW3zCHP2AK1JKv4mIIwFSShcBt1B89NzTFB8/95muma5W17SXl3HA8a8u3m4JfMsc8zJz0QKOvvvXAEyYOwvgZjPMT32O2ItZshebg72YP3uxOdiL+bMXm4O92JoipX855a9bDOgzJo3qf0yHNf949uJKY313k9NLa25gdqWxTtpscWnNex/5XqWx+PbbSksGrlXtIlu3/c+HS2s+eMWFlcbqv83TD67iYwQ7rUqOd3/y8UpjXX7Z7qU1jcxxjyNuqjTWGuMmldasGLGs0li3HPzF0poPn3dpac0OX3iWB55cuLJzeDvNDAvdnSFA3/c/bi+Sd472YiHnDMFebJNzjvZioXKGOz5fWrNi6PJKY9mLBXuxYC8Wcs4QGtuL68Vm6SC+3WHNzwZMrDTWxWMHl9bs9ug5lcYa+MNNS2vmThpZaawbfr5Hac1h3/xxpbGu/a+DS2ueen6t0pqLlp3EC+nZ0l5s1MfOS5IkSZIkKRMuCEmSJEmSJLUYF4QkSZIkSZJajAtCkiRJkiRJLcYFIUmSJEmSpBbjgpAkSZIkSVKLcUFIkiRJkiSpxbggJEmSJEmS1GL69dSO10oDOGDJRh3WDBw/oNJY85ZHac29v/ifSmNNv2fz0pqPr/n1SmPd/Oi3S2vS3aMrjXX1+FGlNedu/7VKY8FnK9aVq5LjK1OnVRqrSo63zzu70lhzj3tXac2+xx9UaawfHf7H0poN3jO+0liVctzj2NKaJ5d/s9L+qjDDwsgtJ1Uaq1EZFuxFyDvHnHvxtoXfqTbWMe8urck5w4K9CHnnmHMvmmG93tmLJ1/zX6U1X9ptQaWxfI9anb1YqJrhO/e4t7Rmtx7oxTFvfJFzzjmzw5pT/vKGSmNdeeF+pTXHrXFGpbF+OXBCac1HF4+tNNaLfReX1hy6+9RKY+2/4zmlNUtuL3++rj13RqX9eYSQJEmSJElSi3FBSJIkSZIkqcW4ICRJkiRJktRiXBCSJEmSJElqMS4ISZIkSZIktRgXhCRJkiRJklpM6cfOR8QWwFV1d20KfCOl9L26mvcA1wPP1e66JqV0egPnqddpQZrK+BUXt327VUTMwRyzUp/hQqZihvlp14cA20XEMWaYF3sxf/Zic7AX82cvNgd7MX/2YusqXRBKKT0JbAsQEX2BF4BrV1J6V0rpw42dnhplcIzmHX1PAeDO5Z99HNgIc8xKfYb3Lz+d+Ty/ADPMSn2GKa3gDyuOWIEZZsdezJ+92BzsxfzZi83BXsyfvdi6OnvK2G7AMymliV0xGXWbYZhj1pazCMwwa6/wBMBiM8ybvZg/e7E52Iv5sxebg72YP3uxtZQeIdTOgcCVq9j2roh4BJgCfDWlNL59QUQcARwBMISRLCV1uLM0b0ClSY0dsbi05uADv1xprD1Hl4/168t/WGmsmFI+/+X9V1Qa6/0bzS+tOeTn51Qaq++urA18fxWbG57jNifdUGlef/7zW0trjhjyjUpjVcnx+olnVhprwQVbl9ZM+9PmlcaqkuOHP31Lac0bz57FooXd14utkOErz4yuNFajMjzqxof42yPMXMXm0gzBHFemu3PMuRf/fVC1o7ybPUN78Z9yzrHbe/GEG0vnBGbYJvdevOgjJ5XW/GFWtb+z+x61974u9tZerJrhHdftWlpzzYk3ldY0uhfXGzicP5+9T4f7/MEftiidF8CsPktLa370pfJ/I8ClH3+wtOanH/uPSmMddvN3Smvi+WpLL385bf/SmqP/OKa05sllT1baX+UjhCJiALA38H8r2fwQMDaltA1wPnDdysZIKV2SUhqXUho3iKFVd60GWrI0AQzHHLO1ZPkKZi9aCmaYrSXLV/Cbp6YCvLKSzZUyBHPsafZi/uzF5mAv5s9ebA72Yv66ohdH9B/cNZNVQ3TmlLG9gIdSStPab0gpzUkpzavdvgXoHxEjGzRHNdCv75sHsMAc83X709MY3L8vZpiv25+extajhwMsa7/NDPNhL+bPXmwO9mL+7MXmYC/mz15sPZ1ZEDqIVZwuFhGjIyJqt3eojbuqw8zUg35xxxyAl1e2zRzzcPX4yYwY1H+l28wwD1ePn8z+b9lopdvMMB/2Yv7sxeZgL+bPXmwO9mL+7MXWU2lBKCIGA7sD19Tdd2REHFn79gDgsdr5hN8HDkwpdXzCp7rdgkUruP2B+QCz2u4zx7wsWLqMO597iRFr/PP6VGaYl7YMP/LmDV69zwzzYy/mz15sDvZi/uzF5mAv5s9ebE2VrmyUUloArNPuvovqbl8AXNDYqanRBq/Rh+k3bk7fXf++vO0+c8zL4P79eOa4D/G+H9356n1mmJe2DOuZYX7sxfzZi83BXsyfvdgc7MX82YutqbMfOy9JkiRJkqTMuSAkSZIkSZLUYlwQkiRJkiRJajGVriHUFUavO4cT9/91hzVv/8RnK431y4/dW1pz+LdvqzTW4svfXFoz5c63VBpr3bdNLK35y1W7VhrrnslDS2tGH/epSmPBiRXrym286TS+f+bZHdZs/54vVRrrrhlnlNbs8pm9Ko21xd73l9asuGGD0hqAgV99tLRm/L4HVxqrUo6/2bG0Zv7s8n9fVWZY6O4MC9dVrCvXyBzvnHdqac0uB+1daaxmz7G39uI7lw0orfn6fuWvndDYDPt9/W+lNeP3OKTSWPs9/N3Smj/v+ZlKY/XWXvR3aqFX9uJuR1caywwLub8ummOhV/aiGb6qt/bigDWWsPEWz3dYc8oG0yuNdc6Vu5TWDB45p9JYO7/n2NKauy+7uNJYE859b2nNOZeX1wC8c6O5pTVXHVL+M7jPTQsq7c8jhCRJkiRJklqMC0KSJEmSJEktxgUhSZIkSZKkFuOCkCRJkiRJUotxQUiSJEmSJKnFuCAkSZIkSZLUYlwQkiRJkiRJajEuCEmSJEmSJLUYF4QkSZIkSZJaTKSUembHEdOBie3uHgnM6IHpNEJOcx+bUlq3EQOtJMecnoeVyWX+XZkh5PM8rExOc7cXVy2X+duLq5bT3O3FVctl/vbiquU0d3tx1XKZv724ajnN3V5ctVzmXynDHlsQWpmIeCClNK6n57E6cp57I+X+POQ+/0bJ+XnIee6NlPvzkPv8GyXn5yHnuTdS7s9D7vNvlJyfh5zn3ki5Pw+5z79Rcn4ecp57I+X+POQ+//Y8ZUySJEmSJKnFuCAkSZIkSZLUYnrbgtAlPT2B1yHnuTdS7s9D7vNvlJyfh5zn3ki5Pw+5z79Rcn4ecp57I+X+POQ+/0bJ+XnIee6NlPvzkPv8GyXn5yHnuTdS7s9D7vN/jV51DSFJkiRJkiR1vd52hJAkSZIkSZK6mAtCkiRJkiRJLaZXLAhFxJ4R8WREPB0RX+vp+XRWREyIiEcj4uGIeKCn59NTcs7RDAs5Zwjm2CbnHM2wkHOGYI5tcs7RDAs5Zwjm2CbnHM2wkHOGYI5tcs6xWTPs8WsIRURf4Clgd2AycD9wUErp8R6dWCdExARgXEppRk/PpafknqMZ5p8hmCPkn6MZ5p8hmCPkn6MZ5p8hmCPkn6MZ5p8hmCPkn2OzZtgbjhDaAXg6pfRsSmkJ8Atgnx6ekzrPHPNnhs3BHPNnhs3BHPNnhs3BHPNnhs3BHHuh3rAgtCEwqe77ybX7cpKA30bEgxFxRE9PpofknqMZ5p8hmCPkn6MZ5p8hmCPkn6MZ5p8hmCPkn6MZ5p8hmCPkn2NTZtivpycAxEru69nz2Dpv55TSlIgYBdwWEX9PKf2xpyfVzXLP0QzzzxDMEfLP0QzzzxDMEfLP0QzzzxDMEfLP0QzzzxDMEfLPsSkz7A1HCE0GxtR9vxEwpYfmslpSSlNq/30JuJbicLhWk3WOZghkniGYY03WOZohkHmGYI41WedohkDmGYI51mSdoxkCmWcI5liTdY7NmmFvWBC6H3hTRLwhIgYABwI39PCcKouINSNiaNtt4APAYz07qx6RbY5m+KpsMwRzrJNtjmb4qmwzBHOsk22OZviqbDMEc6yTbY5m+KpsMwRzrJNtjs2cYY+fMpZSWhYRRwG3An2BH6eUxvfwtDpjPeDaiIDi+bwipfSbnp1S98s8RzMk+wzBHIHsczRDss8QzBHIPkczJPsMwRyB7HM0Q7LPEMwRyD7Hps2wxz92XpIkSZIkSd2rN5wyJkmSJEmSpG7kgpAkSZIkSVKLcUFIkiRJkiSpxbggJEmSJEmS1GJcEJIkSZIkSWoxLghJkiRJkiS1GBeEJEmSJEmSWsz/ByTkNnKo6bx7AAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 1440x216 with 10 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x216 with 10 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x216 with 10 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x216 with 10 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x216 with 10 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1440x216 with 10 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x216 with 10 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x216 with 10 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x216 with 10 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x216 with 10 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x216 with 10 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x216 with 10 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1440x216 with 10 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1440x216 with 10 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1440x216 with 10 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x216 with 10 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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8v/Z9N1MchF5J8SJU2wGH9PLnuZtih3k+xSuiPwJ8sIdvOQSYXqv9f8BBKaV5vdl2A3M0w57n0GiGF1EsJBwKnFj7/AO92XYjzLF0Do3kuBvFOwC8HVgYEUtrH316iYMZls6hkQyD4nr2Zygey+MoXofm3t5su8F5mmPPc6icY0ppSUrp6c4PiufTZSmlZ3uz7QbmaIY9z6GRXhxL8doKz1H81XVvYJ9UnDLfp8yxdA6NHt8cS/HyBnMozhi4FPhOb7bdwBzNsOc5NJohFJeLXZJS6rezvcyxdA6N7BcXA/8CfLJW+yfgforXne0zZlg6h0Z78TO1uc4CNqdYqG1Y9GMfS5IkSZIkaQOwQZwhJEmSJEmSpP7jgpAkSZIkSVKbcUFIkiRJkiSpzbggJEmSJEmS1GaGDNSGxw8ZnTYZNrHHmhUrh1Yaa9OtnimtWbdiWKWxOtaWr5F1dFRbR1u3tvxdwiOqvaj3qE0Wl9Z0jKn2rtb/86dV81NKG1cqLtHUHF81p7xoSbVf2VULR5fWjHjJkkpjLXtmfGlN5Rw3XVRas3bxyNKaWYuWsWDFqqi00RL9neH8BzavNNbYsctLa3LOEOC+uc81rRcnjhyRpowd02PNs/PHVRrLXiy0ei+a4Qua2Yse3xT6+/hm5hNrWLBgXZa9uPTRl1Qaa+jQtaU19uILfE4tuF8smGFhIHrxJaOHpS0njOqx5s9P9XwM22mnqeU/4+J5EyqNNWz46tKaBQurzWujCv9vGTy42v/V11bYx47epvyNUmfOXsP8Z8v3iwO2ILTJsImcu/0neqy5/+Fq/3H81KnnldYsvH9KpbGWVvgP08pl1RppYYVfxuEjyn8RAXb86C9La5btvqrSWOMmPDyzUmEFzczxuKtPLq0ZfOukSmM9fNXrSmt2OOy2SmPddcE7S2uGDltTaaydP3ltac38G15VWvP2H91YaXtV9HeG353+hUpjvXnPe0prcs4QYNOzrmhaL04ZO4brDnxXjzWXfu8dlcayFwut3otm+IJm9qLHN4X+Pr7ZY8+mRdjvvfiHww6vNq/J80pr7MUX+JxacL9YMMPCQPTilhNG8dtj3tRjzRan7VZprNs/d0Npzc3f2rfavLabVVrzg5+/sdJYB77hvtKaMeOWVhpr/tzyPxK8/gc/LK3Zbb/ynw8qXjIWEXtHxEMR8UhEfK6b+4dHxBW1+++MiK0rbV396lc3LWOX6Y8BvMoc8/Trx55it+9ex4PzF2GG+erMEXsxW/Zia7AX89d5bDPjgVX2Ysbsxfy5X8xfZ4avv/hagM263m+Gral0QSgiBgMXAPsA04BDI2Jal7IjgedSSi8Fzga+2uyJ6sVZty5x/Kef4cqfbAEwA3PMzrqODj7363u49D1vZoeXjAMzzFJ9jtiLWbIXW4O9mL/6Y5tXvHwYmGGW7MX8uV/MX32Gt35wb4CJZtgeqpwhtCvwSErp0ZTSauByYP8uNfsD3699/hNgr4hoyrWjao6771nJttsOZZuthwEkzDE79z79LNtMGMvWE8YwqIjFDDNUnyP2YpbsxdZgL+av/thm0CB7MVf2Yv7cL+avPsNhgwcDPIsZtoUqC0JbAPUXoM2u3dZtTUppLbAI+IeL3yLi6Ii4OyLuXrR2We9mrF556qm1TNni714yyhwz8/TSFUwe+3ev72CGGeqrHJ9dsbKPZqyu7MXWYI7589imNdiL+TPD/HWT4Wp6mSH8fY4LllV7TTkNjCoLQt2t+nV9qfMqNaSULkwpTU8pTR8/pPzV2dU8qfsXpzfHjKzn/QXMMDN9lePEkSNe/ORUib3YGswxfx7btAZ7MX9mmL9mZgh/n+NLRld7N0wNjCoLQrOBqXVfTwG6vm/f8zURMQQYT3GamTYQkycPYfaTf/d2peaYmc3HjGTOkhX1N5lhhswxf2bYGswxfx7btAZ7MX9mmL9uMhyGGbaFKgtCdwHbR8Q2ETEMOAS4ukvN1cARtc8PAn6d0nr+bqMB8dpdRvDo39bw+ONroFjdNcfM7LzZRB5duISZi5bSUcRihhmqzxF7MUv2YmuwF/NXf2zT0WEv5spezJ/7xfzVZ7h63TqAiZhhWxhSVpBSWhsRxwI3AIOB76SUZkTEqcDdKaWrgYuBH0TEIxSrhIeUjTt2+3nsecOFPdbcvsWpFX4EWPRA18sb/9GR/7lvpbE+Pn12ac0bDvxdpbH2+8I7S2vuv/+8SmMxb3BpyeCLt1r/fcCZbxvNv7z1YYBXAl/e0HJc8s2dSmuamePkdy2sNNbhh2xSWlM1x+VXbl9aM3bq/PXed87/eSmH/fzXPPHsSoAf55jh9c9Ve+257Wf9w7td/oMcM4QXcqSJvThk86VMPPmOHmsWX1j+nAT2Yqf+7sVxGy9kr2Ou6bHm9mP/rXTe0P8ZbrH30kpjNTPDtKz8uWQgerG/j28++7V/qTTWYbs+VlqT2/FN/bHNE8+tgUz3i2ffuf7jt3ofn17+WA1EL26o+8XxWyxg7zO+32PN7fueWDp3aI/n1A1xv9gO/8+Y+e/lz/Pvuf6sSmM1K8N1HQA824wMAR6ZM4H9Tzmgx5r/fnW1E4069ut60tI/2va35fs7gJf96y2lNTve+/JKY+3ygd+U1hxx+McqjfU/Q8sfi1u/vWNpzbp5PT/vdipdEAJIKV0HXNfltpPqPl8JHFxpixowe79iY/Z+xcaMPv5X96eUTgNzzM3e0yax97RJ7H7mH7l31mIzzFRnjqM+ebO9mCl7sTXYi/nrPLb5p7PvsBczZi/mz/1i/jozBBj1yZufBjNsB1UuGZMkSZIkSVILcUFIkiRJkiSpzbggJEmSJEmS1GZcEJIkSZIkSWozLghJkiRJkiS1GReEJEmSJEmS2owLQpIkSZIkSW3GBSFJkiRJkqQ2EymlAdnwtPGbpR/sdkSPNVOnzaw01nYX7FhaMzwNrjTWHw99pLQmdUSlsTY9+5bSmpMnnVpprOOPvaa05rLv7FNprE8vf/89KaXplYpL7Dx5QvrNh/fosWbExksqjbXxp99WWlM1x/uPua+0ZtlzYyqNtfH2c0prTjnp/ZXGOuPC80trzvvEMaU156z8IrPWPVrtF7GEGRb6O0OwFzvlnKO9WMg5Q2huL3p8U+jv4xt7sWAvvsAcC+4XC2ZYGIhenL7d6HTnGdN6rPnuxz9SaazXvvbB0prXHHlTpbH+5eBPlNZc9uRplcZa/c2Xlxed8JdKY8W6IaU1Z40r38detO4E5qTyXvQMIUmSJEmSpDbjgpAkSZIkSVKbcUFIkiRJkiSpzbggJEmSJEmS1GZcEJIkSZIkSWozpS9hHRFTgUuAzYAO4MKU0rldavYErgIeq93005RStbeXUJ9b2LGAy1Z/iyVpEUEAbNK1xgw3fPU5PpvmERHH2Yt5sRdbg72YP3uxNdiL+bMXW4O9mD97sX2Vv6cZrAWOTyndGxFjgXsi4lcppQe61N2aUnp386eoF2tQDGLfYYcxZdA2rEwr+MKKD28SEdPMMC/1OZ614kTmpJkftRfzYi+2Bnsxf/Zia7AX82cvtgZ7MX/2YvsqvWQspfRUSune2udLgAeBLfp6YmqecbERUwZtA8CIGAmwAjPMTn2Og2IQ2IvZsRdbg72YP3uxNdiL+bMXW4O9mD97sX1VOUPoeRGxNbAzcGc3d78xIu4D5gCfTinN6GmsVauG8fjfpva4veEjV1Wa1/yzbyitOeyjR1Ua64mHy7c5asyKSmPttfkxpTWPXn1GpbGW7LW8tGbVhe8qrXkuzQMYRRMyBFj87DhuvuxtPdbsd9W5Pd7f6ffvmF9ac8o1O1ca6693NTHHy19eWvPotadVGittvrK0ZtXa8pf2Wt2xBprUi2ZYqJoh68rzqZKhvfgCe7FghoWqGS6/b0ppzUD0osc3hf4+vmmHXpw0/WelNU/84C2VxtoQn0/dL76gmc+pD33jm5XGGjx9bmmN+8XChrpf3FB7cfWikcy64TU91hzxm9NL5wXw9elfKq15zclXVRpr5qClpTUdQysNxffPObi05sgRayqNtXjOxNKa4YNTaU10VNpc9QWhiBgDXAl8IqW0uMvd9wJbpZSWRsQ7gZ8D23czxtHA0QCThmxUddNqklVpJZeuPRtgVm8zBHMcaKvSSp7jGbAXs2UvtgZ7MX/2YmuwF/NnL7YGezF/fdGLk0eP7sMZ68Wq9C5jETGUYjHoRymln3a9P6W0OKW0tPb5dcDQiJjUTd2FKaXpKaXp4waPeZFTVyPWpbVcuvZsdhy0O8DCrvdXzbB2vzkOkM4cRzIGezFP9mJrsBfzZy+2Bnsxf/Zia7AX89dXvfiSESP6dN56cUoXhCIigIuBB1NKZ62nZrNaHRGxa23cBc2cqHovpcRP113IJrEF/zS4+9OuzXDDV5/jmBjfbY05btjsxdZgL+bPXmwN9mL+7MXWYC/mz15sX1UuGdsd+ADwl4j4U+22E4AtAVJK3wIOAv4tItZSvADVISml8gvb1C9mpof4U8dtbBpTOW/N5wGm1U7zM8OM1Oe4IM2l1o/2YkbsxdZgL+bPXmwN9mL+7MXWYC/mz15sX6ULQiml24AoqTkfOL9Zk1JzbT3o5Zw27NLnvz5x9WEP1E7ze54Zbvjqc7xgzYk82fHoTl1rzHHDZi+2Bnsxf/Zia7AX82cvtgZ7MX/2Yvuq9BpCkiRJkiRJah0uCEmSJEmSJLUZF4QkSZIkSZLajAtCkiRJkiRJbabKu4z1iTVrhjB77oQeaw644roe7+900dtOLK0558M3VxprzCYLS2tm/XnbSmNdt99jpTWvOvCoSmPtvGZiac23T/9BpbFOPKFSWSVVclx9zXaVxrr9968prZk3aGWlsd78+StLax6/ctdKY93ygbmlNa864OhKY1XJ8eRDby2tufSGpZW2V0UzM5x20O2lNT/+0jWVxlp7x+TSmifvfFmlsTbEDAFOvKxSWSX93YvfWXpqpbHG3jyqtMZeLPR3hhevOKnSWONuHFdak3OG0P+92Mzjm6r7xR33ure0Jufjm59c0Lx3Pt5Qe3FQhV6cNHl+pbHaoRdnrU4cN3NVjzV7t8Fz6s7HHVRpLPeLcMWfTqk01qCZo0tr3C++YO2aISyYM6nHmv961VcqjXXqjeXHn8/8aHqlsf5jp8WlNUdu/MVKY71vWvlz76gdZ1ca6xunvr+05ntpXmnNAtZW2p5nCEmSJEmSJLUZF4QkSZIkSZLajAtCkiRJkiRJbcYFIUmSJEmSpDbjgpAkSZIkSVKbcUFIkiRJkiSpzbggJEmSJEmS1GZcEJIkSZIkSWozQwZqw4s6EjcuXddjzZ93OaXSWP+6x19La26/addKY40ft7S05g9/mVpprKmTVpTWfGHyqkpjnfdk+bxG7vW3SmM1U6UcP3tEpbGq5PjRWZtVGuvGk95XWrOh5tjRUWGdNlXaXCX9neHsihnm3IuVMmyy/s7xl6/+ZKWxWj7HjHvxhmn/Xmmsls+wyark+OvpX6g01mfeVL5fr7pfvPMXu5XWbKg5Vjm+GXRJte1VYS8Wcu/FkWkIO66d1GPNx83xee4XYdr0j1Ua6+uvLH9Ms86wydatG8ySRWN6rPnCud+uNNacn0wvrTnsojdVGuv8dz1YWvPDj15Taay02zOlNQe//ORKY90zZG5pzYFrJpfW/IihlbbnGUKSJEmSJEltptIZQhHxOLAEWAesTSlN73J/AOcC7wSWAx9MKd3b3KnqxdrugEcZO2oQwLSIuNsc87PXNZcweuhQZi1dhBnmqzNH7MVs2YutwV7MX+exzd9mr7EXM2Yv5s/9YmuwF9tPI2cIvSWltFPXX4qafYDtax9HA99sxuTUfDd9YyrAA+aYr++/5QC2GzcRM8zb999yANiLWbMXW4O9mL+bvjGVadsMsxczZy/mz/1ia7AX20uzLhnbH7gkFe4AJkTE5k0aW/3HHPNnhq3BHPNnhq3BHPNnhq3BHPNnhq3BHFtM1QWhBNwYEfdExNHd3L8FMKvu69m12/5ORBwdEXdHxN2rWdL4bPWiBLDPx2cDvMIc8xQBR95yNX9b/BxmmK/OHLEXs2UvtgZ7MX+dxzYPPrbaXswxVJZTAAAN2klEQVSYvZg/94utoS96cdGaZX0zWTVF1QWh3VNKu1CcIvbRiHhzl/ujm+/5h9eYTyldmFKanlKaPoyxDU5VL9bvLtqSuy7ZCuB/MccsXbrXgfz0He9lqzHjwQyz1Zkj9mK27MXWYC/mr/PY5qVTh4IZZstezJ/7xdbQF704fujoPpipmqXSglBKaU7t32eAnwFd38N9NlD/3npTgDnNmKCaZ/LGz7+G+FrMMUubjCyeUIcMGgRmmK3OHLEXs2UvtgZ7MX+dxzZDhwSYYbbsxfy5X2wN9mL7KV0QiojRETG283Pg7cD9XcquBg6PwhuARSmlp5o+W/XashUdLFnW0fnlIMwxO8vXrmHZmtUAdKQEZpil+hyxF7NkL7YGezF/9cc26zrsxVzZi/lzv9ga7MX2VOVt5zcFfla8wxxDgEtTSr+MiGMAUkrfAq6jeOu5Ryjefu5DfTNd9dbcZ9dy0GeeX7x9BfAVc8zLgpXL+dht1wPw+JKFANeaYX7qc8RezJK92BrsxfzVH9s8/MQasBezZC/mz/1ia7AX21Ok9A+X/PWLYYOmpk2GfqLHmv999NuVxvrPrU8trbmaRZXGOmG7VaU1b7nvnEpjcfqrS0uGb1TtRbZ+9V/vLq1556UXVBpr6I6P3LOetxFsWJUcZ956YaWxTt/9lNKaZub4jqN/UWmsEdNnldZ0TFhbaazrDvtoac27z72otGbXjzzK3Q+t6O4a3oaZYaG/MwQY/NYH7EXyztFeLOScIfR/L3p884JmHd+8/tBZ3DNjpb1oLz5vy8HbpuPH9NxDx/7qy5XGMseC+8VCf2e4Zsamlca64YIDSmsGohc3je3SoZzeY80Ph82sNNb+q6eW1nz1Mz+tNNbozZ8rrVkya1KlsXY5/3WlNY+e//NKY615rvw1l8468YOlNd9aewJPpkdLe7FZbzsvSZIkSZKkTLggJEmSJEmS1GZcEJIkSZIkSWozLghJkiRJkiS1GReEJEmSJEmS2owLQpIkSZIkSW3GBSFJkiRJkqQ244KQJEmSJElSmxkyUBveKA3joNVTeqwZPmNYpbGWrovSmjsu/69KY837/ctKa/7P6C9WGuvav5xeWpNu26zSWFfO2KS05uxdPldpLDiqYl25Kjn++ZT9K41VJceblp5Zaawlx7+xtOaAzxxaaayLj/xdac3kPWdUGqtSju/4VGnNQ+u+XGl7VZhhob8zLOTbi7ddcFmlsW7+1r6lNTnnmHMv/nbOWZXGevaUN5TW5JxhoX970eObFzTr+ObhjHux6vPpvD9vVVpjL75gVUfw2OKhPdb4nPoC94seo/695vXi1Jc+xVlnndFjzcl/3KbSWJddUL5v+e3P9qg01tp1g0trrnt0fKWxpg1eVVpz7ZkHVxpr3x+fV1pz/JDvlNb87Oz5lbbnGUKSJEmSJEltxgUhSZIkSZKkNuOCkCRJkiRJUptxQUiSJEmSJKnNuCAkSZIkSZLUZlwQkiRJkiRJajOlbzsfETsAV9TdtC1wUkrpnLqaPYGrgMdqN/00pXRqE+epF2l5epoZHd/u/HJaRCzGHLNSn+EKnsYM89OlDwF2johPmGFe7MX82YutwV7Mn73YGuzF/NmL7at0QSil9BCwE0BEDAaeBH7WTemtKaV3N3d6apZRsRmvG3wyALesO+oBYArmmJX6DO9adyrLeGI5ZpiV+gxT6uC3HUd3YIbZsRfzZy+2Bnsxf/Zia7AX82cvtq9GLxnbC/hbSmlmX0xG/WYc5pi1dawEM8zaczwIsMoM82Yv5s9ebA32Yv7sxdZgL+bPXmwvpWcIdXEIcNl67ntjRNwHzAE+nVKa0bUgIo4GjgYYwyTWkHrcWFo6rNKktpqwqrTmsEOOqzTW3puVj3X9D75ZaayYUz7/dUM7Ko311inLSmve96OzKo01eA8mAl9fz91Nz3HHE66uNK8//OFVpTVHjzmp0lhVcrxq5hmVxlp+/mtKa+be/rJKY1XJ8d0fvK605qVnLmTliv7rRTN8QbMyPPaae/nzfSxYz92lGcLA5nj4R4+qNFar55hzL35o8hcrjdXqGQ5EL3p884JmHd9ssu8CVi7Osxd9Pi3kvl/0ObWQ837RY9RCs3tx0+Hj+cOZ+/e4zZUrhpfOC+DaRT3/PgBc/th5lcYafX+U1iw/+N8rjXX4tV8trYklgyuN9cdPvre05mO/m1pa89Dahyptr/IZQhExDNgP+O9u7r4X2CqltCNwHvDz7sZIKV2YUpqeUpo+krFVN60mWr0mAYzHHLO1el0Hi1auATPM1up1Hfzy4acBnuvm7koZgjkONHsxf/Zia1i9JrFw2TqwF7NlL7YG94v564tenDB0VN9MVk3RyCVj+wD3ppTmdr0jpbQ4pbS09vl1wNCImNSkOaqJrr9zKcByc8zXTY/MZdTQwZhhvm56ZC6v2Ww8wNqu95lhPuzF/NmLreH6O5cyavggezFj9mJrcL+YP3ux/TSyIHQo67lcLCI2i4iofb5rbdz1nWamAXT5zYsBnu3uPnPMw5UzZjNh5NBu7zPDPFw5YzYHvnJKt/eZYT7sxfzZi63h8psXM3Fc94e05pgHe7E1uF/Mn73YfiotCEXEKOBtwE/rbjsmIo6pfXkQcH/tesKvA4eklMov8FO/Wr6yg5vuXgawsPM2c8zL8jVrueWxZ5gw4oXXbzDDvHRmuO/LJz9/mxnmx17Mn73YGjqPbTYa88JrM5hjXuzF1uB+MX/2Ynuq9KLSKaXlwEu63Patus/PB85v7tTUbKNGDGLeNS9j8B5/Xdd5mznmZdTQIfzt+Hfxzxff8vxtZpiXzgzrmWF+7MX82YutofPYZtejH3/+NnPMi73YGtwv5s9ebE+Nvu28JEmSJEmSMueCkCRJkiRJUptxQUiSJEmSJKnNVHoNob6w2caL+fyB1/dY89r3HlVprB8ffEdpzZGn/6rSWKt+8PLSmrd84OhKY914zqWlNX+8Yo9KY/1+9tjSms2OP6LSWPD5inXlttx2Ll8/48wea3bZ8+OVxrp1/mmlNW/+0D6Vxtphv7tKazqunlxaAzD8038prZlxwGGVxqqU4y9fX1qzbFH5z1dVzhnutdVnKo113dz/KK3p7wwLP69YV84cC/ZiwQwLA9GLOR/fzLnllZXG2vjVM0tr+vv4ZvGs5r2shb1YyL0XzbHgfrFghoWB6MVhI1az5Q5P9FizYsnISmNN/eO2pTU/2u6ESmN9f9Gq0prbLvl2pbEeP/stpTVn/aC8BuANU5aU1lzxvvLfwf1/sbzS9jxDSJIkSZIkqc24ICRJkiRJktRmXBCSJEmSJElqMy4ISZIkSZIktRkXhCRJkiRJktqMC0KSJEmSJEltxgUhSZIkSZKkNuOCkCRJkiRJUptxQUiSJEmSJKnNREppYDYcMQ+Y2eXmScD8AZhOM+Q0961SShs3Y6BucszpcehOLvPvywwhn8ehOznN3V5cv1zmby+uX05ztxfXL5f524vrl9Pc7cX1y2X+9uL65TR3e3H9cpl/pQwHbEGoOxFxd0pp+kDPozdynnsz5f445D7/Zsn5cch57s2U++OQ+/ybJefHIee5N1Puj0Pu82+WnB+HnOfeTLk/DrnPv1lyfhxynnsz5f445D7/rrxkTJIkSZIkqc24ICRJkiRJktRmNrQFoQsHegIvQs5zb6bcH4fc598sOT8OOc+9mXJ/HHKff7Pk/DjkPPdmyv1xyH3+zZLz45Dz3Jsp98ch9/k3S86PQ85zb6bcH4fc5/93NqjXEJIkSZIkSVLf29DOEJIkSZIkSVIfc0FIkiRJkiSpzWwQC0IRsXdEPBQRj0TE5wZ6Po2KiMcj4i8R8aeIuHug5zNQcs7RDAs5Zwjm2CnnHM2wkHOGYI6dcs7RDAs5Zwjm2CnnHM2wkHOGYI6dcs6xVTMc8NcQiojBwMPA24DZwF3AoSmlBwZ0Yg2IiMeB6Sml+QM9l4GSe45mmH+GYI6Qf45mmH+GYI6Qf45mmH+GYI6Qf45mmH+GYI6Qf46tmuGGcIbQrsAjKaVHU0qrgcuB/Qd4TmqcOebPDFuDOebPDFuDOebPDFuDOebPDFuDOW6ANoQFoS2AWXVfz67dlpME3BgR90TE0QM9mQGSe45mmH+GYI6Qf45mmH+GYI6Qf45mmH+GYI6Qf45mmH+GYI6Qf44tmeGQgZ4AEN3cNrDXsTVu95TSnIjYBPhVRPw1pfS7gZ5UP8s9RzPMP0MwR8g/RzPMP0MwR8g/RzPMP0MwR8g/RzPMP0MwR8g/x5bMcEM4Q2g2MLXu6ynAnAGaS6+klObU/n0G+BnF6XDtJusczRDIPEMwx5qsczRDIPMMwRxrss7RDIHMMwRzrMk6RzMEMs8QzLEm6xxbNcMNYUHoLmD7iNgmIoYBhwBXD/CcKouI0RExtvNz4O3A/QM7qwGRbY5m+LxsMwRzrJNtjmb4vGwzBHOsk22OZvi8bDMEc6yTbY5m+LxsMwRzrJNtjq2c4YBfMpZSWhsRxwI3AIOB76SUZgzwtBqxKfCziIDi8bw0pfTLgZ1S/8s8RzMk+wzBHIHsczRDss8QzBHIPkczJPsMwRyB7HM0Q7LPEMwRyD7Hls1wwN92XpIkSZIkSf1rQ7hkTJIkSZIkSf3IBSFJkiRJkqQ244KQJEmSJElSm3FBSJIkSZIkqc24ICRJkiRJktRmXBCSJEmSJElqMy4ISZIkSZIktZn/DyLARQYpspldAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 1440x216 with 10 Axes>"
      ]
     },
     "metadata": {},
     "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": 38,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "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": 39,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[[ 42.  29.  79.  66.  60.  56.  49.  52.  84.  98.]\n [ 96.  25.  67.  14.  45.  72.   5.  93.  88.  73.]\n [ 51.  65.   1.   2.  59.  58.  97.  23.  63.  30.]\n [ 39.  54.  76.  15.  46.  50.   4.  83.  99.  28.]\n [ 31.  90.  33.  61.  68.  53.  55.   6.  17.  71.]\n [ 13.  19.  48.  38.  43.  26.  34.  37.   9.  89.]\n [  3.  95.  27.   8.  40. 100.  69.  74.  41.  91.]\n [ 22.  85.  24.  81.  64.  12.  92.  77.  18.  11.]\n [ 21.  82.  32.  16.  35.  80.  86.  78.  36.  87.]\n [ 62.   7.  57.  94.  70.  10.  75.  47.  20.  44.]]\n"
     ]
    }
   ],
   "source": [
    "print(fittest_chromosome)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "anaconda-cloud": {},
  "kernelspec": {
   "display_name": "Python [default]",
   "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": "3.5.2"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}