{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 绘制网格图表"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 目录\n",
    "+ Axis grids对象\n",
    "\n",
    "\n",
    "+ 使用FacetGrid对数据选择子集\n",
    "    + 生成FacetGrid对象并应用map方法\n",
    "    + FacetGrid和map的参数\n",
    "    + 分面的大小\n",
    "    + 分面的顺序\n",
    "    + hue层次的颜色\n",
    "    + hue层次的其他元素\n",
    "    + col_wrap\n",
    "    + FacetGrid.set()\n",
    "    + Figure和Axes对象\n",
    "\n",
    "\n",
    "+ 将自编绘图函数映射至grid\n",
    "    + 自编绘图函数示例\n",
    "    + 修改Seaborn绘图函数\n",
    "\n",
    "\n",
    "+ 使用PairGrid对象和pairplot()函数绘制成对关系图\n",
    "    + PairGrid对象\n",
    "        + 设置对角线图表的种类\n",
    "        + hue层次的颜色\n",
    "        + 选择绘制的变量\n",
    "        + 对角线上方和下方绘制不同图表\n",
    "        + x_vars参数、y_vars参数设置不同的变量\n",
    "        + 设置图表的其他元素\n",
    "    + sns.pairplot()方法\n",
    "        + 设置图表的其他元素"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "import seaborn as sns\n",
    "from scipy import stats\n",
    "import matplotlib as mpl\n",
    "import matplotlib.pyplot as plt\n",
    "sns.set(style=\"ticks\")\n",
    "np.random.seed(sum(map(ord, \"axis_grids\")))\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "tips = sns.load_dataset(\"tips\")\n",
    "titanic = sns.load_dataset(\"titanic\")\n",
    "iris = sns.load_dataset(\"iris\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Axis grids对象\n",
    "+ FacetGrid  \n",
    "Subplot grid for plotting conditional relationships.\n",
    "+ PairGrid  \n",
    "Subplot grid for plotting pairwise relationships in a dataset.\n",
    "+ JointGrid  \n",
    "Grid for drawing a bivariate plot with marginal univariate plots."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "+ FacetGrid对象 + map方法、sns.factorplot() + kind参数  \n",
    "第5章“绘制分面类别图”部分\n",
    "\n",
    "+ PairGrid对象 + map方法、sns.pairplot() + kind参数  \n",
    "第4章“多个变量相对于一个变量的回归线”部分\n",
    "\n",
    "+ JointGrid对象 + map方法、sns.jointplot() + kind参数\n",
    "第3章“JointGrid对象”部分"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "+ 绘制分面图，数据必须以Pandas DataFrame的\"tidy data\"形式存储，即每一列代表一个变量，每一行代表一个观测  \n",
    "\n",
    "\n",
    "+ lmplot()、factorplot()生成FacetGrid对象，pairplot()生成PairGrid对象，jointplot()生成JointGrid对象"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 使用FacetGrid对数据选择子集\n",
    "row、col、hue参数"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 生成FacetGrid对象并应用map方法"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
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      "text/plain": [
       "<matplotlib.figure.Figure at 0x675d470>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "g = sns.FacetGrid(tips, col=\"time\") # 生成FacetGrid对象，需要传入data、row、col、hue参数，等同于生成matplotlib的figure和axes，不会绘制任何图表"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.FacetGrid at 0x9bdffd0>"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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Zx35L3xPb6q7re+xhHts5i507Htvj+7c/ci9DTz+xx9d0e30nxnhy20Ns3ryZWbNm7bEG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\nAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x3eb4208>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "g = sns.FacetGrid(tips, col=\"time\")\n",
    "g.map(plt.hist, \"tip\") # 传入plotting function以及需要绘制的变量名（字符串形式）"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### FacetGrid和map的参数"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.FacetGrid at 0x9fe2438>"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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0EHRei3gkTihbi31oKZYfJRwKEQmHqInEaYnOxfJDBH9SC3wbyw9hEwE/DH4I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\nD3DqTgAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x9bdfba8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "g = sns.FacetGrid(tips, col=\"sex\", hue=\"smoker\")\n",
    "g.map(plt.scatter, \"total_bill\", \"tip\", alpha=.7) # map中也可以传入其他plotting function的参数，如alpha\n",
    "g.add_legend() # 添加图例"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.FacetGrid at 0xafa5898>"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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WTOqJhhxF5LS0VkzqiQKaiJyW1opJPdGQo4iIRELFe2hmFgNuBs4DxoA/dvfH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\nkUeZ1vYAAAAOSURBVEhQQBMRkUj4/wGpftHeBb5DJAAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0xaf85ba8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "g = sns.FacetGrid(tips, row=\"smoker\", col=\"time\", margin_titles=True) # FacetGrid中还有很多参数可选，如margin_titles参数\n",
    "g.map(sns.regplot, \"size\", \"total_bill\", color=\".3\", fit_reg=False, x_jitter=.1)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 分面的大小"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.FacetGrid at 0xb34d9b0>"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<matplotlib.figure.Figure at 0xb0182b0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "g = sns.FacetGrid(tips, col=\"day\", size=4, aspect=.5) # size、aspect参数控制每个分面的大小\n",
    "g.map(sns.barplot, \"sex\", \"total_bill\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.FacetGrid at 0xb93c550>"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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I4krv85l5NkBEPJKiQlhMcZuA1vJ92763jqLC+Djwn0qOWRoknmOqGstkn3g7\nWFXzT8ArImKPiNgHeFFr+csi4jGtK8ILgTdRPAvy5xHx2NZnPgqc0Pr7JmAl8PSIeEnvwpcqz3NM\nVWOZ7BOTQFVKZl4JXAusBy4HfgRsAt4NrAFuobgK/GDrdsCbgG9ExM3A74BL2ta1Ffhr4BOtq0ip\n8TzHVDWWyf6xd7AkSVID2RIoSZLUQCaBkiRJDWQSKEmS1EAmgZIkSQ1kEihJktRAJoGSJEkNZBIo\nSZLUQCaBkiRJDfT/ATVbR5YiKg5wAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0xb94ada0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "titanic = titanic.assign(deck=titanic.deck.astype(object)).sort_values(\"deck\")\n",
    "# gridspec_kws参数，Dictionary of keyword arguments passed to matplotlib’s gridspec module (via plt.subplots)\n",
    "g = sns.FacetGrid(titanic, col=\"class\", sharex=False,\n",
    "                  gridspec_kws={\"width_ratios\": [5, 3, 3]}) # 当每个分面中图表的内容多少有区别时，最好把每个分面设置不同的大小\n",
    "g.map(sns.boxplot, \"deck\", \"age\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 分面的顺序"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.FacetGrid at 0xbfcefd0>"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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2sxCpNS2EEMI/9NJaH/VkRW/Xmp7M2VrTDfWpVwO1poMxJnv1BTz/E619OAL0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\nhBAmkkQshBBCmEgSsRBCCGGi/w/2K2YEm2Uf0QAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0xafb2a90>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ordered_days = tips.day.value_counts().index\n",
    "g = sns.FacetGrid(tips, row=\"day\", row_order=ordered_days,\n",
    "                  size=1.7, aspect=4,) # *_order设置分面的顺序，如没有设置该参数，则按照Categorical datatype的order，或者变量在DataFrame中出现的顺序\n",
    "g.map(sns.distplot, \"total_bill\", hist=False, rug=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### hue层次的颜色\n",
    "palette参数"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.FacetGrid at 0xd217d30>"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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RCfWucT7+A12zrZa/M0KYzew07B0tMXvQ1LKm2Fb3PRDoxoKFVl8zEyPj5Oaz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\ntaotn247yu13bpPKprAAeS3P7MI8vc3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iQSgBiYhIEEpAIiIShBKQiIgEoQQkIiJBKAGJ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\nAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0xd217cc0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "pal = dict(Lunch=\"seagreen\", Dinner=\"gray\") # 通过字典来设置颜色\n",
    "g = sns.FacetGrid(tips, hue=\"time\", palette=pal, size=5) # palette可以接受任何能够被color_palette()接受的值，也可以接受一个hue:\"col\"的字典\n",
    "g.map(plt.scatter, \"total_bill\", \"tip\", s=50, alpha=.7, linewidth=.5, edgecolor=\"white\")\n",
    "g.add_legend()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### hue层次的其他元素\n",
    "hue_kws参数"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.FacetGrid at 0xd4af978>"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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v7lx67rgd/20/x1FbS2dDA9mjR+OKcTwefYRH2sqp3xI9NdywaEYFJxV5yC4u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\nCMtJMhJCCGE5SUZCCCEsJ8lICCGE5f4/zt2IQbzmcJ8AAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0xd3c5278>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# hue_kws参数，接受\"the names of plotting function keyword arguments\": [lists of keyword values]形式的字典，如本例中的marker设置散点的形状\n",
    "g = sns.FacetGrid(tips, hue=\"sex\", palette=\"Set1\", size=5, hue_kws={\"marker\": [\"^\", \"v\"]})\n",
    "g.map(plt.scatter, \"total_bill\", \"tip\", s=100, linewidth=.5, edgecolor=\"white\")\n",
    "g.add_legend()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### col_wrap\n",
    "col_wrap参数，此时row参数被禁用"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.FacetGrid at 0xd6c04e0>"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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hQ4f45ptvAnL+UBQ5GUBzYAvwT+DVEMQgZZTXB6coOTk5bN2qO5Ei\nIhXR0aNHWblypV9tf/rpp4DEEIqOx38AFltrHzfGNASWG2M6WGsLvKJjjJkMTApmgFJ+XC5XuR5P\n+SDelA/iTfkQWsePHyctLc3z3759+0IdUkiKnGNAdu7jE7kxxBbW2Fo7GZjsvc0Y0wzYEZDoxC+1\natXi4MGDRbZxOBy0adOmXM+rfBBvygfxpnwIrpMnT/oUNbt37y71sQLV8TgURc5fgf8xxqwC4oHH\nrLWnQxCHlEJWVhZvvfUW1tpi21522WVceOGFQYhKREQCLSMjg40bN5KWlsaGDRvYuXNnsfvUrl2b\nkydPFtmxuF69enTt2rU8Q/UIepFjrT0FjAn2eaXs9u3bxwsvvMCOHcV/KUpKSuLee+8NQlQiIhII\np06dYvPmzWzYsIG0tDR27NhRbBeEWrVqkZKS4vmvQYMGfPXVV7z44osFFjqVK1fmT3/6E7Gxhd7Q\nKRNNBih+Wbt2La+++qpPL/kWLVrQu3dvVqxYwfbt2wGoUqUKvXv3ZvTo0dSqVStU4YqISAmdPn2a\nzZs3e24//fzzz+Tk5BS5T/Xq1X2KmsaNG+NwOHzadO/enWeffZbZs2ezfv16XC4XsbGx9OjRg9Gj\nR9O0adOAvSYVOVKk7Oxs3n33XT7++GOf7QMGDOCuu+4iISGBoUOHcuLECbKysqhTpw7x8fEhilZE\npGLas2cPCxYsYMOGDWRnZ9OiRQsGDBhAp06d8hUdebKysvjpp588Rc22bduKna+matWqdOjQwVPU\nNG3alJiY4gdqJycn89RTT5GRkUFGRgY1a9YkMTGxVK+1JFTkSKEOHz7MSy+95DNcvFKlSowbN45e\nvXr5tNVVGxGR0Fi+fDmvvvqqT4Fy4MAB1q5dS//+/fn9739PTEwMZ8+exVrr6VOzdevWQifpy5OY\nmEj79u1JSUmhY8eONGvWrEy3lqpVq0a1atVKvX9JqciRAq1fv56pU6eSnp7u2da4cWMmTpxIkyZN\nQhiZiIjk2b59O6+88kqht5U+++wzDh8+THZ2Nlu2bCE7O7vAdnkqV65McnIyHTt2JCUlhZYtWwas\nv0wwqMgRH06nkxkzZjB79myfDmY9e/Zk3LhxQbm8KCIi/pk/f36x/Wa+++67Qp9LSEggOTnZc/up\ndevWxMVFT2kQPa9Eyuz48eNMmTKFDRs2eLbFxcVx9913M2DAgELv64qISGh8++23JWofFxdH27Zt\nPUWNMSaq+1GqyBEANm7cyMsvv8yxY8c825KSkpg4cSKtWrUKYWQiIlKY06f9m2auV69e9O7dm7Zt\n21KpUqUARxU+VORUcDk5OXz00UdMmzbN55Jn165deeihh4LaQUxERPyza9cuZs6cWeytKoCYmBhu\nueUW6tatG4TIwouKnAosPT2dv/71rz6rv8bExHDrrbcybNgw3Z4SEQkze/bsYebMmaxevdrvtQEv\nvfTSClnggIqcCmvbtm288MILHDp0yLOtTp06TJgwgXbt2oUwMhEROd++ffv44IMPWLlyZb6rN/Hx\n8YWOmqpWrRq33XZbECIMTypyKhiXy8XChQt5++23feZH6NSpE+PHj9d8NyIiYeTAgQPMmjWLZcuW\n5Stu6tevz9ixY7nkkkt4++23WbVqlc9cOe3atWPcuHE0atQo2GGHDRU5FUhmZiZ/+9vfWL16tWeb\nw+FgzJgxjBkzJqLnQpDwkJmZyapVq7DWEhMTQ3JyMldeeWWF6ugo/3H48GFSU1PZv38/iYmJdO3a\nlU6dOvk1Q25Fd/jwYWbNmsXSpUvzzUJ84YUXMmbMGHr16uUZ7v2HP/yBW2+9lc2bN3Pu3DmaN28e\n0OUSIoWKnApi586dPP/88+zdu9ezrUaNGowfP57OnTuHMDKJFt988w1Tp07l1KlTnm1LlizhnXfe\nYcKECXTs2DGE0UkwuVwuZsyYwaxZs3yuPixcuJCWLVvy+OOPU69evRBGGL6OHDnCnDlz+Pzzz/PN\nRlyvXj1Gjx5Nnz59Chz2XadOHa644opghRoRQlLkGGMeBYYC8cAb1tr/DUUcFUVqaip///vfOXv2\nrGdbcnIyjzzyiD5opFxs2bKF5557rsAp4k+ePMkzzzzDyy+/rG+WFcS8efOYOXNmgc/9/PPPTJo0\nialTp+oKn5djx47x4Ycfsnjx4nz9a+rUqcPo0aPp169fVM9pEwhBL3KMMT2B7tbaHsaYqsD4YMdQ\nUWRlZfHmm2+yZMkSn+3Dhw/nt7/9bVTNaimh9cEHHxS5Bk5WVhZz5sxh/Hi93aPdmTNnmDVrVpFt\ndu/ezapVq+jXr1+Qogpfx48fZ+7cuSxatMjniyhA7dq1GTVqFP379ychISFEEUa2UPyV6w9sNMbM\nA6oDj4Qghqi3b98+XnjhBXbs2OHZVrVqVR566CG6desWwsgk2qSnp7N+/fpi261Zs4YHH3xQ30Sj\n3Hfffedzy7IwK1eurNBFzsmTJ5k7dy4LFiwgKyvL57maNWsycuRIBg4cqKtdZeRXkWOMaQa0BxYD\nTay1O4reo0j1gCbAYKAF8DHQtohzTwYmleF8Fc7atWt55ZVXfGbCbNGiBY8++ij169cPYWRlp3wI\nD96rGfs7rfy5c+fIzMykZs2a5RaH8iG8uFwutmzZ4lfbX3/9tdzPHwn5kJ6ezrx58/j000/zzVZc\nvXp1Ro4cyaBBg6hcuXKIIowuxRY5xpgxwBNAFaA78KUx5k/W2vdKec6jwE/W2nPAVmPMGWNMPWvt\nkYIaW2snA5PPi6kZUJZCKyplZ2fzzjvv8Mknn/hsHzBgAHfddVdUXO5UPoRGdnY227ZtY8OGDaSl\npWGtzXdpvTjx8fFUqVKlXONSPoSHY8eOsXz5clJTU9mzZ49f+wRiuopwzoeMjAw+/vhj5s+fn6+4\nqVatGsOHD+faa68t9/dIRefPlZyJQA9glbX2kDGmM7AUKG2R8wXwIPD/jDENcBdPR0t5LMl1+PBh\nXnzxRay1nm2VKlXivvvu4+qrrw5dYBKRnE4n27ZtIy0tjbS0NH766ad8l9RL6oorrtCtqiiSnZ3N\nt99+y9KlS1m/fr1fywt4qyifS5mZmZ7i5vzbeFWrVuW6665jyJAhVK1aNUQRRjd/ihyntTbdGAOA\ntXa/MaZk2ezFWrvAGHOlMWYd4ADGWWv9m5taCrR+/XqmTp1Kenq6Z1vjxo2ZOHEiTZo0CWFkEimc\nTif//ve/PUXN5s2bi134Ly4uDmMMHTt2pHbt2rz55puFdj5OTExk1KhRgQhdguyXX34hNTWV5cuX\nc/LkyQLbJCUlcfDgwUKP0axZM6688spAhRgWMjMzWbBgAfPmzfP5bAb3+2Ho0KFcd911Wh8wwPwp\ncjYZY+4H4o0xFwHjgB/KclJr7aNl2V/cnE6nZy4Kbz179mTcuHEkJiaGKDIJdzk5Ofzyyy+eombT\npk3FdhaNjY2lTZs2pKSkkJKSkm8146SkJKZMmZLvD1/eciGNGzcOyGuRwMvIyGDVqlUsXbqU7du3\nF9imdu3a9O7dmz59+tCwYUPmzJnD9OnT801k17ZtWx577LGouH1ekDNnzrBw4ULmzp2b771QuXJl\nBg8ezLBhw6hRo0aIIqxY/Cly7sPdJ+c08D/AMjTsO6h27NjB9u3biY2NpV27dtSvX5/jx4/z8ssv\nk5aW5mkXFxfH7373O/r376/FNUspIyODH374gVOnTpGUlERKSkpYzQTtdDpJS0vj4MGDVK1alc6d\nO/t1mdvlcrFr1y7S0tLYsGEDmzZtyvft8nwxMTG0atWKlJQUOnbsSHJycpGdITt37szbb7/NmjVr\nsNbicDhITk6mR48eEXub6sCBA2zevBmn00mrVq1o3rx5qEMKGqfTyYYNG1i6dClfffVVgWsjxcXF\n0aVLF/r27cvFF1/s8165/vrr6du3L8uXL2f//v1UrlyZbt260a5du4j8fHK5XGzdupWdO3cSHx9P\nx44dfRa9zMrKYvHixcyZMydfp+pKlSpx7bXXMnz48HLteC/F86fIed1aezvwWKCDEV+7d+/mtdde\n8xmt4HA4aNu2Lfv27fN5IyUlJfHoo4/SsmXLUIQa8ZxOJ9OmTcs3nPPCCy/kzjvvpHv37iGMzu3L\nL7/k7bff9llUNe/D87e//a3PHxiXy8XevXs9HYU3btxY7GgWh8NBy5YtPVdq2rVrV+JOkJUqVaJ3\n79707t27ZC8uzBw/fpw33niDdevW+az03LZtWx544IGovip14MABUlNTSU1N5ciRAseD0LRpU/r2\n7cvVV19d5B/t2rVrM2LEiECFGjTWWt544w2fKTliY2O56qqruP322/niiy+YPXs2x48f99kvISGB\ngQMHMmLECGrXrh3ssAX/ipwOxphq1tqMgEcjHvv27ePRRx/N923b5XLx008/+Wzr1q0bDz74oO7t\nlpLL5eLVV19l+fLl+Z47dOgQzz//PBMmTODyyy8PQXRua9as4cUXX/T5gwvub49z587l2LFj3HDD\nDZ7bTxs3buTYsWPFHrd58+aeoqZ9+/bKIeDUqVM88cQT7N69O99zW7Zs4dFHH+Wll16iQYMGIYgu\nMM6cOcPatWtJTU31uTrsrWrVqvTs2ZO+ffvSsmXLiLwaUxrbtm3jiSeeyNfx3ul0snz5clavXp2v\nL1pcXBwDBw5k5MiR1KlTJ5jhynn8KXJygF3GGIv7lhUA1trI/qoW5qZNm1bs7QSHw8Ftt93GsGHD\nKswHTiBs3ry5wAInj8vl4s033+Syyy4LyW2X7Oxs/vnPf+YrcLytWLGCFStWFHusJk2aeIqaDh06\nqF9AAebPn19ggZMnPT2d9957jwkTJgQxqvLncrmw1rJ06VJWr15dYEdzh8PBRRddRN++fenatWvU\n9qMpyttvv13kyELvAicuLo5rrrmGUaNGacmcMOFPkRPZ7+QIdPLkSb766qti29WoUYPhw4cHIaLo\ndv6yFwU5fvw4d911V0gm6Dpz5gwnTpwo1b4NGzb09Knp0KFDQOYmiSYul4ulS5cW227t2rVs3LiR\nFi1aRNy8Jv7MaVO/fn369OlD7969ueCCC4IcYfjYs2cPmzdv9qtt//79uf7667nwwgsDHJWURLFF\njrV2pTFmINAnt/1ya+38gEdWAZ0+fZqffvqJVatW5RuRUJBff/2Vs2fPVshvV+Vp3759frU7/357\nOKpfvz4dO3b0XKnx7hgpxTt79myh/VC85eTk8Oc//xlwz1J74YUXkpSUVOC/gSyMnU4nP//8MxkZ\nGVxwwQWF9hXyZ06bSpUq0aNHD/r160e7du2IiYkJWNyRYv/+/X61S0xM5L777gtwNFIa/sx4PAEY\nCbyPe16bx40x7a21zwY6uGiXlZXFli1bPCNetm3b5ldxkycuLk6LbJaDaBlq3759e5577rlQhxHR\n8t5TRS02er709HTS09P5+eefC3y+Zs2aJCUlFVgEXXDBBaX+krJkyRJmzZrlMx9N69atue2220hJ\nSQH8m9Ombdu29O3blyuuuCLirkoFmr+fDZrIL3z58xfyZqCrtfY0gDHmLWA9oCKnhLKzs7HW+kyN\nX5IP0/Ndeuml+rZVDrp06cL3339fZBuHw8EDDzwQkuGfJ06c4PXXXy+yTw64ZxSWsomNjeXSSy8t\n9nZxbGwsLpfLr1l+f/31V3799Ve2bt1a4PN16tTxFD3eBVBSUhL16tUr8IvMrFmzeO+9/JPOb9u2\njSeffJL+/fuzbds2v+a0adSoUbGvoaJq06YNNWrUKLRAzHPZZZcFKSIpKX+KnJi8AifXGaD0f5kr\nkLz1fvJGvGzZsqXY9X4qV65McnIyiYmJrF27ttB2MTEx6o9TTnr37l3g8E9vV111FX379g1iVL42\nbNjAypUrC32+du3a9OrVK4gRRa/hw4ezbt26IguY++67j169enHkyBEOHTrEwYMHPf/mPT569Gix\nhSm4+8gcO3aswIUtY2JiqFu3rs8VoEqVKhVY4OTJyclh0aJF+bYXNaeNFCwhIYGhQ4cW+fuOj49n\nyJAhQYxKSsKfIifVGPMh8E7uz7fhnhBQzuN0Otm+fbvP1PjFrfeTkJBAcnKyZ8RL69atiYuLw+Vy\nMW3aNObMmZNvn5iYGB544AGSk5MD9VIqlCpVqvDUU08xefLkAueSSUlJYdy4cSGI7D/GjRvHsWPH\nChzeW7NmTZ566indaignycnJ3H///bz++usFFjqjRo2iT58+OBwOzxWXvNtD3rKzszl8+HC+Iijv\nX3/6eOXk5HD48GEOHz7Mpk2bSvV6/J3TRgo2atQo9u/fT2pqar7nEhISmDBhAg0bNgxBZOIPf4qc\nh4F7gVuAGCAVeDOQQQVbRkYGx48fp1q1aiWasMnpdLJjxw6fqfFLst5PSkoKxpgChyU7HA5uueUW\nunXrxqJFi9i2bRuxsbF06NCBQYMG6U1Vzlq2bMkbb7zB0qVLWbt2LZmZmSQlJXmGzob6W29iYiJP\nP/00X3/9NUuXLuXgwYNUqVKFHj160LdvX6pXrx7S+KJN3759SU5OZuHChWzcuBGn00nr1q0ZOHAg\nbdq08esY8fHxNGjQoND5dLKysjh8+LDP1R/vf4u7RVKc1q1b8/vf/75CzWkTCDExMTz44IP06tWL\nzz77jF9++YWEhAQ6d+7MwIEDK/Tos0jgT5FTFfctq+uNMQ2Be4AEouCW1a5du5g+fTpfffWV5xtb\nu3btGDNmDJ07d87XPicnh507d3r61Pi73k/r1q09Rc356/0Up02bNn5/qErZVK9eneHDh4ftbcDY\n2Fh69OhBjx49Qh1KhdCwYUPuvvvugB2/UqVKNGrUqNA+MadPn+bQoUM+t8EOHjzIhg0byMzMLPb4\nXbt2pVWrVuUddoXkcDjo2LEjHTt2DHUoUkL+FDnTgQ25j9NxX82ZhnvEVakZYy4EvgX6WmsL7pEX\nQNZannrqqXxXXjZv3szkyZN54IEH6NOnD7t37/aZGr8k6/2kpKR4+teIiJREYmIiTZs2pWnTpj7b\nFyxYwD//+c9i9y/oi5pIReNPkdPUWjsUwFp7EnjCGFOmVciNMXHAP4Div44EgNPpZMqUKYXeWnK5\nXLz22mu88847xV4ydjgctGjRwmdqfPWNEJFA6dWrF9OnTy/yC1e7du1o3bp1EKMSCU/+FDkuY0yK\ntTYNwBiTDORfjrZkXgb+TogW/fzhhx84cOBAkW1cLlehBU6zZs18psbXej8iEixVqlTh8ccf5+mn\nny7wtlWDBg3405/+FILIRMKPP0XOn4Alxpi8+b8vwD13TqkYY24DDllrlxhj/lza45RFYfNVFKZx\n4/LXSbMAACAASURBVMY+U+NrvR8RCaV27drxyiuv8Omnn7JmzRoyMjKoV68effr0YcCAAZqcTiSX\nP0XOSWAqsAZ4BmgGlGVxjtuBHGNMP+Ai4P+MMUOttYcKamyMmQxMKsP58vF3pEGLFi2YNGlSiUZc\nSWAFIh8kclXkfEhKSuLOO+/kzjvvDHUoYaMi54MUzJ8i51Xci3Q2xV3wdAbmAh+W5oTW2p55j40x\ny4F7CitwcttPBiZ7bzPGNAN2lOb84P4W5I8rr7xSBU6YCUQ+SORSPog35YOcz581AWKstauAa4EP\nrbW78a848kfx04EGQEpKSr4RC+erVKlSSGe4FRERkbLxp8jJNMaMB3oDnxpjHsI9lLzMrLW9QzF8\n3OFw8MgjjxQ6+2dcXBzjx4/X7KAiIiIRzJ8i5ybcEwKOtNYeBxoANwY0qiBo0qQJU6dOZdCgQZ55\nbPImW3vhhRfo1q1biCMUERGRsij2tpO1di/wtNfPEwMaURBdcMEF3Hvvvdx9991kZmZSuXLlApdY\nEBERkchTXn1rIlpsbKzW/hEREYky/tyuEhEREYk4KnJEREQkKqnIERERkaikIkdERESikoocERER\niUoqckRERCQqqcgRERGRqKQiR0RERKKSihwRERGJSipyREREJCoFfVkHY0wc8D9AMyAB+G9r7SfB\njkNERESiWyiu5NwMHLHWXgUMBF4PQQwiIiIS5UKxQOcsYHbu4xggOwQxiIiISJQLepFjrc0EMMZU\nx13sPF5Ue2PMZGBS4COTSKB8EG/KB/GmfJDzOVwuV9BPaoxpDMwFXrfWvluK/ZsBO1JTU2nUqFF5\nhyfhw+FPI+VDhaF8EG/KB/FWYD6EouNxEvAZcJ+1dnmwzy8iIiIVQyj65DwG1AKeNMY8BbiAgdba\nrBDEIiIiIlEqFH1yHgYeDvZ5RUREpGLRZIAiIiISlVTkiIiISFRSkSMiIiJRSUWOiIiIRCUVOSIi\nIhKVVOSIiIhIVFKRIyIiIlFJRY6IiIhEJRU5IiIiEpVU5IiIiEhUUpEjIiIiUUlFjoiIiESloC/Q\naYxxAG8AnYAzwF3W2n8HOw4RERGJbqG4kjMMqGSt7QE8BkwNQQwiIiIS5UJR5FwBLAaw1n4NXBqC\nGERERCTKBf12FVAD+NXr53PGmBhrbU4JjhELcODAgXINTMJLnz59mgF7rLXnimmqfKgAlA/iTfkg\n3grLB4fL5QpqIMaYKcCX1to5uT/vstY2KaL9ZGBSkMKT8NPcWvtL3g/KhwpP+SDelA/izScfIDRF\nzghgsLX2DmNMN+BJa+21JTxGJaALsB9wlmN4O4Dm5Xi88lYR4yv2m1qA8iHcf9cQ/jEqH4In3OMD\n5UMwVdT4wuJKTt7oqo65m2631m4NahCFMMa4rLWOUMdRGMUXPJHwWsI9xnCPryTC/bWEe3wQGTH6\nK9xfi+L7j6D3ybHWuoDfB/u8IiIiUrFoMkARERGJSipyREREJCqpyPH1l1AHUAzFFzyR8FrCPcZw\nj68kwv21hHt8EBkx+ivcX4viy/X/27vz+Kjqe//jr0wWCLKIgpY9KPABsiB4LQJqRCrXvSCVul2X\n2lvXUu21ihJIhLpca/VXrbVqtbf1evuz2mrdqIpyRUVQESFh+bIvApF9CxCy3T8mGWeyzSSZLZP3\n8/HI4zFz5nvO+ZzJJzOffM/3fE/UBx6LiIiIRIN6ckRERCQhqcgRERGRhKQiR0RERBKSihwRERFJ\nSCpyREREJCGpyBEREZGEpCJHREREEpKKnCgzs7lmdlY9y280s580Y3sZZvaHFsTzXTP7zMy+MrPX\nzeyE5m5LQhNvOeC3nZlmNsPveRcze9PMlpvZ/yo3IqO15IPf8h+Z2R9bun2pq7XkgpkNMbN5ZrbY\nzD4xs2Et3UekRP0GnVI/59zTzVw1AzipBbt+Gfg359w8M7sMeBb4fgu2J80Uqxwws87Ao8DlwMN+\nL/0SmOecu8jMrgYer24jURBv+WBm7fDOVHsL8Epzty9NF2+5ADwDPOCcm21mY4E/Aac0dz+RpCKn\nhcysF/Ai0AGoBKY45z4zs/VArnNuk5nlAgXOubHVq91oZo9VP76jusDIB6qcczPN7Dy8HyYpwHrg\n351ze8zse8AjQBKwEbgK+A3Q38yecM791C+uCUA+4D+ltXPOXeHXphvQ3jk3r3rRm8B/m1mqc64s\nbG9SgmvNOVDt+8Aq4Ne1ll8InFn9+C/Ak2aW7JyraMbb1GYkcD7U9DD8AhjZnPemrUngXHgW+Gf1\n46VAn2a8PVGh01UtdwPwhnPuu8DdwBkNtPNPpgPOuVOB66guKmpeqC48HgTGV7d5F3jYzNKA/8bb\n6zIMb2JdA/wU+MI/gQGcc68554Y750b4/VxRq81OoKT6jwPgCrx/OMc3/W1o01ptDlS3e8E59zDe\nD2F/PYFt1W0qgH1A9xDej7YuIfPBOfeec24qcCT0t6LNS9Rc+LNzribmWcCrIb0bMaCenJabA/zN\nzEYAbwG/DWGd5wCcc4Vmth0Y7PfaSKAvMNfMkvAWoruAbOBr51xh9bp5ANX/BdThV6n7W1lPIk8C\nHjWz/wReqN7X0RCOQb7V2nMgVEnULYSkrraSDxJcQueCmT0CfBcYG6xtrKjIaSHn3HwzGwpcBPwQ\nb/U9Hm9lnlTdLLXWauV+jz2A/6mhZOAj59wEgOoKvRPQy297NedKOzUS12vAayEcQnlNN6mZdQWm\nO+d2h7CeVEuAHGjIFuA7wFYzS67e164WbK9NSOB8kCZK1Fyo/jz4M9ADONs5d7C524o0na5qoeoe\nkGuccy/g7RocXv3STiCz+nHtgbxXVa/7L3gTcbXfawuBUWY2sPp5PvArwAHdzKymqr8LuBHvH0Tt\nP5Km+GN1HOA91/5yC7bVJiVADjTkbbxd3uAdePiRxuMEl8D5IE2UwLnw6+rY/jWeCxxQkRMOTwCT\nzGwx8Dfgpurl+cDjZrYQ2OPXvgroaGZfAr8DrvD/4nDOfQP8CPirmS3BO2L9P5xzpcDVwAtm9hUw\nBHgIWAF0MbM/NTP+m4CnzWw53lH4/9HM7bRlrT0HGjID7wdqUfUx3Rrm7SeqRM0HabqEy4XqcUG3\nAgZ8Zt7LyL8M1/bDLamqqip4K4k4M3sU2OKcqz2KXdoI5YD4Uz5IDeVC80V8TI6ZjQQecs6NNbOT\ngf/CO3ixyDmn/wwBM/s1MBH411jHIrGhHBB/ygepoVxomYj25JjZL4B/Aw4650ab2T+AR5xzH5nZ\nU8A/nXP/iFgAIiIi0mZFuidnDd4K9IXq56c65z6qfjwbOBdocpFjZilAb7yXzJUHay+JTfkg/pQP\n4k/50LZFtMhxzr1qZv38FiX5PT4AdAm2DTMroO71/AC8//77LYpP4l5S7QXKhzZN+SD+lA/ir04+\nQPTnyfGfSKwTsDfYCs65AqDAf5mZZeCdzlraGOWD+FM+iD/lg9QW7UvIv7Rv77B6PvBRY41FRERE\nmivaPTl3As9W34tjBbqTrYiIiERIxIsc59xGYHT149XA2ZHep4iIiIjuXSUiIpIAtmzZwpIlS6io\nqKB///5kZmaSlFTveNw2Q0WOiIhIK7Z3714ef/xxvvjii4Dlffr0YcqUKZhZjCKLPd27SkREpJU6\ndOgQ06ZNq1PgAGzevJm8vDzWrl0bg8jig4ocERGRVmr27Nls3ry5wddLS0v505/a7r1aVeSIiIi0\nUnPmzAna5quvvmLHjh1RiCb+aEyOiIhIK1JaWsqKFSsoLCxky5YtIa3zzDPPkJubS3Z2Nl26BL3Z\nQMJQkSMiIhLHjh49inOOwsJCli5dyqpVqygvb9ptuBYuXMjChQsB6NevH9nZ2WRnZ5OVlUWnTp0i\nEXZcUJEjIiISR8rKyli9ejVLly6lsLCQlStXUlZWFrbtb9y4kY0bN/Lmm2+SlJRERkYGOTk5ZGdn\nk5mZyTHHHBO2fcWaihwREZEYKi8vZ82aNRQWFlJYWMiKFSsoLS1tdJ20tDSGDBlCnz59mD17NhUV\nFQ22PeussygvL6eoqIj9+/cHvFZVVcX69etZv349//jHP/B4PJx00klkZ2eTk5PDkCFD6NChQ1iO\nMxZU5IiIiERRRUUF69at8/XUrFixgsOHDze6TkpKCoMHD/adZjIzUlNTARg2bBi/+tWvOHr0aJ31\nJk2axDXXXENSUhKVlZVs2rTJV0wVFRVx8ODBgPaVlZWsWbOGNWvW8Oqrr+LxeBg4cKBvv0OHDqVd\nu3bhezMiTEWOiIhICEpKSiguLiY1NZVevXqRnJwc0nqVlZVs2LDBN6Zm2bJlHDp0qNF1kpOTGTRo\nkK+4GDx4cIPFxciRI3n66ad55513AmY8Pu+88zj55JN97TweDxkZGWRkZHDxxRdTUVHhi6uwsLDe\nuCorK3HO4ZzjlVdeISUlpU5caWlpIb0PAN988w379+/nuOOO4/jjjw95veZSkSMiItKIXbt28cIL\nL/DRRx/5xsZ0796dSy65hIsvvhiPJ3A2llB6TGrzeDwMGDAg4DRR+/btQ47x+OOP58orr+TKK68M\neZ3k5GROPvlkTj75ZCZMmFCnh2n58uUcOXIkYJ3y8nKWL1/O8uXLeemll0hNTQ3oYRo0aJCvh8nf\nokWL+Mtf/sKqVat8y4YNG8ZVV13F4MGDQ465qaJe5JhZCvAnIAMoB/7dObeq0ZVERERiYOfOndx9\n99115pnZsWMHzz33HOvXr2fKlCls2bLF11NT39iX2vzHvtScBor12Jfk5GQGDhzIwIEDmTRpkm+s\nkP9ptdqnxMrKynzFHHw7VqimWBswYAAffvghjz/+OFVVVQHrLlmyhGXLlpGXl8eIESMickyx6Mm5\nAEh2zo0xs+8BDwA/iEEcIiIijXr22WcbnUjvgw8+YOHChZSUlATdVv/+/X1FTWZmJh07dgxnqGFX\nMw5o8ODBTJ48mbKyMlatWuUrauq76uvo0aMsWbKEJUuWANCuXTuOHj1ap8CpUV5ezmOPPcbzzz9f\nbw9Qi48h7FsMbhWQYmZJQBeg7kgpERGRGNu1a5dvbpnGNFTg9O3bN2A+ms6dO4c7xKhKTU0lMzOT\nzMxMLr/8co4ePcrKlSt9RU998/cEu0oMYN++fcyfP5/c3NywxxyLIucg0B9YCRwPXBSDGERERBq1\nYcMGKisrQ27fq1cv32marKwsjj322AhGF3tpaWnk5OSQk5MDwJEjR3wzMRcWFrJ69eqQ3781a9Yk\nTJFzB/BP59w0M+sFzDWzLOdcvT06ZlYA5EczQIlfygfxp3wQf+HOh9oDihvSoUMHnnzyyahcLRTP\n2rdvz/Dhwxk+fDjgvUP6L3/5S4qKioKum5ISmXIkFkXObqDmJN7e6hgavA7POVcAFPgvM7MMYH1E\nopO4pnwQf8oH8RfufBg4cCBpaWn1zj/j79RTT23zBU59OnTowFlnnRVSkZOVlRWRGGJxF/L/B5xq\nZvOAOcA9zrnGZ0ESERGJso4dO3LOOecEbXfhhRdGIZrWKTc3N+i9sXr16uXr/Qm3qPfkOOdKgB9G\ne78iIiJNdf3117NhwwZWrlxZ7+vXXnstQ4cOjXJUrUd6ejr33HMPM2fOrDPnDkCXLl2YOnVqyKcG\nm0qTAYqIiDQgPT2dWbNm8fbbb/POO++wdetWPB4Pw4YNY8KECRHrgUgkWVlZPProo7z22mt89NFH\nHD58mE6dOjF27FgmTJhAt27dIrZvFTnSImvXruX111/niy++oLS0lN69ezN+/HjOPffciMx5ICIS\nbe3atWPixIlMnDiRsrIykpOTI9bzkKh69+7Nbbfdxq233kp5eTkpKSkkJSVFfL8qcqTZ5s6dy29+\n85uASwTXrVvH73//e+bNm0d+fj7p6ekxjFBEJLz0z1vLJCUlRfU9VCkqzbJp06Y6BY6/5cuX89xz\nz0U5KhERkW+pyJFmeeutt4JO8jR37tyg928RERGJFBU50iw19yVpTFlZGcuXL49CNCIiInWpyJFm\nqX1Ttpa2ExERCTcVOdIsGRkZYW0nIiISbipypFn69esXtE1mZiZ9+vSJQjQiIiJ1qciRJluwYAGv\nvvpqo206duzIzTffHKWIRERE6tI8OdIkn3/+OQ8//DAVFRWAd86ItLQ0SkpKAO8cCKeeeio/+tGP\n6N27dyxDFRGRNk5FjoRs0aJFPPjgg5SXlwPe6c4LCgoYMGAAa9eupbS0lJ49e9K9e/cYR9o8ZWVl\nzJ8/n08//ZSSkhJOPPFEvve972FmUZmZMxHs3LmTd999l1WrVpGUlMSQIUM499xz6dq1a6xDa7L9\n+/czZ84cioqKqKioYMCAAYwfP54TTzwx1qG1GmvWrOG9995j69atpKenM3LkSM444wzatWsX69Ck\njYhJkWNmU4FLgFTgd865P8YiDgnd4sWLeeCBB3wFTvv27cnPz2fIkCEADB48OJbhtVhxcTH33Xcf\nW7ZsCVj+7rvvkpuby89+9jNSUvQ/QWPmzJnD7373O1+OgLcw/utf/8odd9zBmDFjYhhd03z++ec8\n8sgjHD582Lds8eLF/O1vf+PHP/4xF110UQyji38VFRU89dRTvPvuuwHLFyxYwF/+8hfy8/M1Xk+i\nIupjcswsFxjlnBsNnA0o0+PckiVLuP/++32Xg6elpTFjxoyEufNuaWkp+fn5dQqcGh9++KFmbw5i\n8eLFPPHEEwEFTo2jR4/yyCOPNHgX53izfv16HnrooYACp0ZlZSXPPPMMCxYsiEFkrceLL75Yp8Cp\nsX37dvLz8zl06FCUo5K2KBYDj/8VKDKz14DXgTdjEIOEqKioiFmzZnH06FHAW+BMnz6drKysGEcW\nPh9//DHbtm1rtM0777zD3r17oxRR6/Pyyy9TVVXV4OsVFRX8/e9/j2JEzffqq68Gnd/ppZdeavR4\n27KSkhLeeOONRtvs3LmTDz74IEoRSVsWiyKnG3Aq8APgZuB/YhCDhGDZsmXMnDnTV+CkpqYybdo0\nhg0bFuPIwuuTTz4J2qa8vJyFCxdGIZrWZ9++fRQVFQVt99lnn/lyKV5VVlYyf/78oO3Wrl3LN998\nE4WIWp8vvviC0tLSoO1C+bsTaamQBhmYWQaQCfwT6OucW9+Cfe4CVjjnyoFVZnbEzLo553Y2sO8C\nIL8F+5NmWLFiBTNnzuTIkSMApKSkcO+99zJ8+PCYxhWJfDh48GBI7f7whz+waNEicnJyyM7Opm/f\nvm12QPKePXtYunQphYWFLF68OKR1KisrOXz4MGlpaWGLI9z5UFZWFnIhNnXqVEaMGEF2djY5OTkc\nf/zx4QqjVamqquLrr7+msLCQpUuX8uWXX4a0Xqh/d02h7wupLWiRY2Y/BPKADsAo4FMzu9M599/N\n3OfHwBTgMTPrWb3dXQ01ds4VAAW1YsoAWlJoSSOccxQUFPjGJKSkpHDPPfdw6qmnxjiyyORD9+7d\nQxovUlpayoIFC3zjMbp06UJWVpbvS65Xr14JW/Ts27ePwsJC38/XX3/d5G2kp6dzzDHHhDWucOdD\nWloanTt3DunGsrt372bOnDnMmTMHgJ49e5Kdne37aY1XlIWiqqqKbdu2+YrcoqIi9uzZ0+TtROIq\nTH1fSG2h9OTcDYwG5jnntpvZcGAO0Kwixzn3lpmdaWafAUnALc45ndyOE6tXryY/P99X4CQnJ3P3\n3Xdz2mmnxTiyyDnnnHP46KOPmrzevn37+OSTT3zd7scdd5yv6MnOzqZHjx6ttug5cOAARUVFvqJm\n48aNLd5mbm5u3F+hlpSUxLhx44JOdlmfrVu3snXrVt555x0A+vTpE1D0dO7cOdzhRk1xcXFAkbtr\nV4P/l4Zs3LhxYYhMpHGhfOJUOOcOmBkAzrltZlbZkp0656a2ZH2JjLVr1zJjxgzfVQ8ej4e77rqL\nkSNHxjiyyBo+fDgjRoxotJv9+uuv58QTT/R9yG/atKlOm927dzNv3jzmzZsHQLdu3QK+5OJ5fpWS\nkhKWLVvmO+WwYcOGoANrjz32WN+xnXDCCTz88MMNXjHTpUsXLrvsskiEHnYTJkxg3rx5DX6Rp6Wl\ncdddd7F3715fPuzevbtOu82bN7N582befvttwHsrlJpTnVlZWXTs2DGix9ESO3bsCChqtm/fHnSd\n3r17+/Jh3759PP300w22HTp0KKeffno4QxapVyhFzjIzuw1INbNTgFuAryIblkTbunXrmD59um/m\nYo/Hw5133smoUaNiHFnkeTwepk6dypNPPsm8efMCvtzT09O55ppruPDCCwEYPXo0AHv37qWoqMjX\nZV/f5ec7d+5k7ty5zJ07F4ATTjjBd2orOzubbt26ReHo6nfo0CFWrFjhi3/dunVUVjb+v0vnzp3J\nysryxd+7d++AnqpZs2bx6KOP1nkvMjIyuPPOO1vNJJFdu3bl/vvv55FHHmHNmjUBr33nO9/h9ttv\n902fMH78eKqqqti6dWtAUVDflXgbN25k48aNvPHGGyQlJdG/f39fPgwdOjTsp/KaYvfu3b7Yly5d\nSnFxcdB1evToEVDEH3fccQGvt2vXjueee873mVJj9OjRTJkyheTk5LAeg0h9koL9t2Zmx+Adk/M9\nIBn4ALjPOXcg8uE1GFMGsP7999/XrQPCYMOGDUybNo0DB7y/Uo/Hw89//nPOOuusGEdGSOd6wpkP\nxcXFLFy40Dfj8ejRo0lPTw+63q5du3ynd5rzJZGTkxPSGI7Dhw/z6aefsn37dtLT0zn99NND6iEq\nLS1l+fLlvi+y1atXBy1qOnbsGHD6rW/fvng8jV+QWVlZydKlS1m5ciUej4ehQ4eSmZkZrtN2Uc2H\nqqoqVq5cSWFhIZWVlQwcOJBTTjkl6JdzVVUVmzdvDih6av62GuLxeDj55JN97/XQoUNDyrsdO3aw\ncOFCDhw4QPfu3Rk1alRIxVIoRXptzSnSS0tLmT9/Ptu2bfPNeNyzZ8+g64Uo6p8PEtfqzYdQipw/\nOueuj0hIzaSkDZ9NmzYxbdo09u3bB3jHJNxxxx2cffbZsQ3Mq9V+iLW0uz87O5suXboEvP7222/z\n5z//OeCUUFJSErm5udx6660BU+UfPXrU9wVdWFjIqlWr6p2oz1+HDh3IzMz07b9///5Bi5ooa5X5\nUFlZycaNG32/i6Kiojq9G7UlJyczcOBA3+9iyJAhAb/fsrIynn76aebMmRNQrLZv354rrriCCRMm\nBBSW+/fvDxhjVd/p1tpawenWVpkPEjHNLnI+B8Y658J/vV8zKWnDY/Pmzdx7770BBc6UKVPiaUBg\nwnyINWfgZr9+/XxfMN988w3PP/98g22HDx/OD37wA9+4mpUrVwad0K59+/YMHTrU99/5SSedFO+n\nEBIiHyoqKtiwYYOvF2XZsmX1zq7sLyUlhUGDBpGTk0NWVhZvvfUWn376aYPtr7zySvr37+/Lt1DG\nWHXt2jWgqGkFA+cTIh8kbJpd5CwEBgIO8P0lOufOCWd0TaGkbbmvv/6aadOmBVz6+dOf/pRzzz03\nhlHVkZAfYrUvwW1oDEe4paWlMWTIEF9RM2DAgLi/2qmWhMyHiooK1q5d6zvVuWLFCt/8VJGUAFMg\nJGQ+SLPVmw+hfMLdFeZAJMa2bt1KXl5eQIFzyy23xFuBk7CSkpLo2bMnPXv25LzzzqszmVpRUVFI\n87QEk5qayuDBg33/mQ8aNIjU1NQwHIGEU3JyMoMGDWLQoEFMmjSJ8vJyVq9e7SuAV6xYEZaZojt1\n6kRmZqYms5Q2JWiR45z70MzOB8ZVt5/rnPtHxCOTiCguLiYvLy/gktebbrqJ8847L4ZRtW1JSUn0\n6dOHPn36cMEFF1BZWcmmTZt8X3JffvllyF9yNaefsrOzGTx4cFhnF5boSElJYciQIQwZMoTJkydT\nVlaGc86XD8uWLQvpvlmpqakMHz7clw8ZGRnxNsZKJOJCmfH4LmAS8CLe7qBpZpbpnHsg0sFJeH3z\nzTdMmzaNnTu/vYPGT37yEy644IIYRiW1eTweMjIyyMjI4OKLL2b27Nk89dRTQdcbPnw49913XxQi\nlGhKTU0lKyuLrKwsrrjiCh566KGQ7q911VVXcemll0YhQpH4FUpZfzVwtnPucefcb4CzgX+LaFQS\ndtu3b2fatGns2LHDt+yGG27goosuimFUEorTTz89pLEzcXDJv0TBmWeeGbRNUlISY8aMiUI0IvEt\nlCLH45zzH/p/BGj8WlSJKzt27CAvLy/gMubrr7+e73//+zGMSkLVtWtXxo8f32ibHj16cMYZZ0Qp\nIomlkSNH0q9fv0bbjB07Nh4v+RaJulCKnPfN7G9mdrGZXQy8jHdCQGkFdu3aRV5eXsDkdNdeey0T\nJ06MYVTSVDfccEOD/8H37NmTgoKCgHlUJHGlpKSQn5/fYKEzcuRIbr755ihHJRKfQrm66nbgJuAa\nvEXR+8AzkQxKwmP37t3k5eWxbds237Krr76aSZMmxTAqaY7U1FTuvPNOLrroIubMmcP27dvp0KED\no0aNYsyYMbpqqo3p1q0bjz32GAsWLODjjz+mpKSEbt26MW7cuHDOMC3S6oVS5ByD95TVZWbWC7gR\nSEOnrOLanj17yMvLC5iu/YorrmDy5MkxjEpaIikpyXfVjUhKSgpnnHGGTlOKNCKU01X/A/Sofnyg\nep0XWrpjMzvBzDaZ2aCWbksC7d27l7y8PL7++mvfssmTJ3P55ZfHMCoREZHoCqUnp59z7hIA59x+\nIM/MWnQXcjNLAX4PHArWVppm//79TJ8+nc2bN/uWTZo0iauuukpd2CIi0qaE0pNTZWbZNU/MbAjQ\n+E1xgnsEeArY2sLtiJ8DBw4wffp0Nm7c6Fs2ceJErrnmGhU4IiLS5oTSk3Mn8J6Z1Zz76I537pxm\nMbPrgO3OuffM7N7mbkcCHTx4kBkzZrB+/XrfsksuuYTrrrtOBY6IiLRJoRQ5+4FHgU+AWUAGLwI6\n4gAAC3pJREFUcEIL9nk9UGlm5wKnAH82s0ucc9vra2xmBUB+C/aX8GoKnLVr1/qWXXjhhdxwww0J\nV+AoH8Sf8kH8KR+ktlDuQr4A7006ewOTgZ8Cf3fOndbSnZvZXOBG59yqJq6Xge4qC8ChQ4eYMWMG\nq1Z9+xaef/753HTTTYlQ4Oguw+JP+SD+lA/ir958CHXG43nAhcDfnHObCa0HKBTB7zInDTp06BAF\nBQUBBc748eO58cYbE6HAERERaZFQipVDZvYfwDnAbWb2M7yXkreYc+6ccGynLTp8+DAzZ85k5cqV\nvmXjxo3jlltu0Z2GRURECK0n5yq8EwJOcs7tAXoCV0Y0KqmjoqKCiooKAI4cOcKsWbNYvny57/Wx\nY8dy2223qcARERGpFrQnxzm3BZjp9/zuiEYkPhUVFbz33nvMnj2b9evX4/F4GDx4MCUlJQGXiefm\n5jJlyhSSk5NjGK2IiEh8CdfYGgmz8vJyHnroIT777DPfssrKyoDeG4AzzzyT22+/XQWOiIhILTq3\nEadeeeWVgAKnPmbGz3/+cxU4IiIi9VCRE4fKy8uZPXt20HYej0cFjoiISANU5MSZqqoqFi1axJ49\ne4K2XblypW8wsoiIiATSmJwYq6qqYtu2bSxdupTCwkKKiopCKnBq1q2srFRvjoiISD1U5MRAcXEx\nhYWFvp9du3Y1azv9+vUjNTU1zNGJiIgkBhU5UbBjx46Aomb79npv0xXgmGOOoaSkpNE2559/frhC\nFBERSTgqciJg9+7dvoJm6dKlFBcXB12nR48eZGdn+37S0tKYOnUqmzZtqrf9iBEjGD9+fLhDFxER\nSRgqcsJg7969FBUV+cbVbNmyJeg6J5xwAtnZ2eTk5JCVlUX37t3rtHnwwQd58cUXmTt3LocPHwag\nS5cunH/++Vx22WWkpOjXJyIi0pA2/S1ZUVHBokWL+OCDD9ixYwcdO3ZkzJgx5Obm0q5duwbX279/\nP0VFRb7emoZ6W/x169YtoKfmxBNPDLpOp06duOmmm7j22mvZsmULycnJ9O7dW+NwREREQhD1IsfM\nUoDngQwgDbjfOfdGtOM4fPgwDzzwAEuWLAlYvnjxYl555RXuu+8+evToAcDBgwdZtmyZr6jZsGED\nVVWN30C9a9euAUVNjx49mn1n8PT0dAYMGNCsdUVERNqqWPTkXA3sdM5dY2Zdga+AqBc5TzzxRJ0C\np0ZxcTH33nsvY8aMYfny5axbt47KyspGt9elSxeysrJ8p6B69erV7KJGREREWi4WRc5fgZerH3uA\nsmgHsHXrVj7++ONG2+zatYvXX3+9wdc7depEZmYmOTk5ZGdn07dvXxU1IiIicSTqRY5z7hCAmXXC\nW+xMi3YMCxcubPI6xxxzDJmZmb7TTxkZGXg8mjBaREQkXsVk4LGZ9QH+DvzWOfdSkLYFQH4493/o\n0KGQ2nXu3JlLL72U7OxsTjrpJM0sHAcikQ/SeikfxJ/yQWqLxcDjE4F3gFudc3ODtXfOFQAFtbaR\nAaxvbgyhXNkEMHr0aC699NLm7kYiIBL5IK2X8kH8KR+ktlicb7kHOBaYbmZzzewDM2v4eu0IGD16\nNOnp6UHbnXvuuVGIRkRERCIhFmNybgduj/Z+/XXo0IFrr72W3//+9w22GTduHAMHDoxiVCIiIhJO\nbXYywAsuuACPx8MLL7zAgQMHfMtTU1O54IILuO6662IXnIiIiLRYmy1yAM477zzGjh3LF198wc6d\nO+nYsSOnnXYanTt3jnVoIiIi0kJtusgBaNeuHWPGjIl1GCIiIhJmmuhFREREEpKKHBEREUlIKnJE\nREQkIanIERERkYSkIkdEREQSkoocERERSUgqckRERCQhqcgRERGRhKQiR0RERBKSihwRERFJSFG/\nrYOZJQG/A4YBR4AfO+fWRTsOERERSWyx6MmZALRzzo0G7gEejUEMIiIikuBiUeScAfwTwDm3EPiX\nGMQgIiIiCS4WdyHvDOzze15uZh7nXGUTtpEMUFxcHNbAJL6MGzcuA/jaOVcepKnyoQ1QPog/5YP4\naygfkqqqqqIaiJn9GvjUOfdK9fNNzrm+jbQvAPKjFJ7En/7OuQ01T5QPbZ7yQfwpH8RfQD5AbIqc\nS4GLnHM/MrPTgenOuQubuI12wGnANqAijOGtB/qHcXvh1hbjC/qfWoTyId7fa4j/GJUP0RPv8YHy\nIZraanxx0ZNTc3VVTvWi651zq6IaRAPMrMo5lxTrOBqi+KKnNRxLvMcY7/E1RbwfS7zHB60jxlDF\n+7Eovm9FfUyOc64KuDna+xUREZG2RZMBioiISEJSkSMiIiIJSUVOoPtiHUAQii96WsOxxHuM8R5f\nU8T7scR7fNA6YgxVvB+L4qsW9YHHIiIiItGgnhwRERFJSCpyREREJCGpyBEREZGEpCJHREREEpKK\nHBEREUlIsbgLeVwys5HAQ865sbGOxZ+ZpQDPAxlAGnC/c+6NmAZVi5l5gGcBAyqBm5xzy2MbVcso\nH5ov0fIhXnMB4j8fEi0XQPnQErHIB/XkAGb2C7xvfLtYx1KPq4GdzrmzgPOB38Y4nvpcDFQ5584A\npgMPxDieFlE+tFjC5EOc5wLEfz4kTC6A8iEMop4PKnK81gATYx1EA/6KNxnA+/sqi2Es9XLO/QP4\nSfXTDGBP7KIJC+VDCyRYPsRzLkCc50OC5QIoH1okFvmg01WAc+5VM+sX6zjq45w7BGBmnYCXgWmx\njah+zrlKM/svYALwgxiH0yLKh5ZLlHyI51yA1pEPiZILoHwIh2jng3pyWgEz6wN8APzJOfdSrONp\niHPuOmAQ8AczS49xOAlL+SD+WkM+KBeiR/kQSD05gZJiHUBtZnYi8A5wq3NubqzjqY+ZXQ30ds49\nBBwBKvAOKmvtlA/NkKD5EHe5APGfDwmaC6B8aJZY5IOKnEDxeCOve4BjgelmNgNvjOc750pjG1aA\nvwN/NLMP8ebUz+IsvuZSPjRPIuZDPOYCxH8+JGIugPKhuaKeD7pBp4iIiCQkjckRERGRhKQiR0RE\nRBKSihwRERFJSCpyREREJCGpyBEREZGEpCJHREREEpKKnBgzs7lmdlaQNh/4Pf4y8lFJrCgfxJ/y\nQfwpH5pORU7rcHbNA+fciBjGIfHh7JoHygdB+SCBzq55oHzQjMcRYWa9gBeBDninrJ6Cdxrw3wDt\ngJ3Ajc65dX7r5AIFzrmx1c//CPwvMKL6+afOuVFmVumc81Tf7+NZYBjeqbF/7Zx7wcyuBc4DjgNO\nAt51zt1aX0zOuc8i/FYIygcJpHwQf8qHyFJPTmTcALzhnPsucBeQC/x/4Bbn3HDg6erntdWefrrK\nOfczAOfcqFpt7gN2OueygXFAgZllVb82CpgI5AAXm1lmPTGd0fLDlBApH8Sf8kH8KR8iSEVOZMwB\n7jSzF4HewNvAbufclwDOuVeAk82sUwv2MRZ4rnp7u4DX+Labcr5z7pBz7jCwDm+VPgf4hV9Mv23B\nvqVplA/iT/kg/pQPEaQiJwKcc/OBocA/gcnAE/U0SwKS/Z5XEXhn29Qgu6n9u/Pw7enHI7W3Wx3T\nEL+Y3gyyfQkT5YP4Uz6IP+VDZKnIiQAz+0/gGufcC8BPgVOA483sX6pfnwxsdM7t9VttJ3CSmaWZ\n2XHAmX6vlZtZze+qJrE/wNuliJl1A76P95xsqDENb9lRSqiUD+JP+SD+lA+RpSInMp4AJpnZYry3\nlv934IfAb81sKXAL3uoYqs+ZOueW4+2mXAa8BMzz297rwBIza8e351hn4v1DWIo3WX/pnPuqnlhq\n2j9eK6abwnCcEhrlg/hTPog/5UMEJVVV1R67JCIiItL6qSdHREREEpKKHBEREUlIKnJEREQkIanI\nERERkYSkIkdEREQSkoocERERSUgqckRERCQhqcgRERGRhPR/NZqg+qmya18AAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0xd6aceb8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "attend = sns.load_dataset(\"attention\").query(\"subject <= 12\")\n",
    "g = sns.FacetGrid(attend, col=\"subject\", col_wrap=4, size=2, ylim=(0, 10))\n",
    "g.map(sns.pointplot, \"solutions\", \"score\", color=\".3\", ci=None)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### FacetGrid.set()\n",
    "还包含了FacetGrid.set_axis_labels()等一系列更为特定的方法"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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qlErcuJmDZr7uKCwqQTNfd9wrLUf2nSI09ZHXas2E6ut66Bu3NMTYuiENidji\nS9dnm5NXpLGsbdSkEPTsFgilUoWcXAVcnJ2Qm6+Aj7ccd+6PSZeWl0Pe2BmFRaXIyVPAv4UnomK+\n0pjBAcCk9Vw0+sQTgzZh9Uo6JiYGMTEx1t6t2emqIKRSCdIy8jFz4UH1+zKyC9C8qQecnWXw8HCF\nl6ebxtSoqrmqgGlrX+iqdIydLKzO2LohZDu6Pttv43M0jtgaOcmQmpaHpwd11rkN7XMlA/q1xYnv\nL2psIy0jH8NDupi0HgyncNqeY0ytsAF9wRsU6IM5UcMgCICvtxvkbs41xq6b+rgjIrwvihSl6iu/\nWJ1QdVXJtmooo6mPOyLD+wIAPDxcUV6u1DkbSNdsC+1hFF9vuXrog5Wx+DFJ15KxeaFKpQofbnxw\nt4vot4bWGLuODO9br7utkGPSnl65eNVRKJUCoiaFIMDPC/9cdEBjVo6uO+HoOtH39FOdNdYqX7zq\nKNIyChh7dqJhDkbWQ1WlErPsP5j49k5cvJyp8XpqRr7Gl8TH201jDYTgIF/I3VxqfJGIqsfW1Dl7\nMCa0j3ptjqxszbv56LqDCqB7zY2qo77hIV2Qk6dAWkZBjXYkXqyka6m2U5IKC0uwftlo9eL4ndv7\nARIJpy1RDdqxVXx/umaAvyceCvTRuPtKKz1T34zNtuCUOfvDJF1LxoL8wRVh+s+ci23aEi/tFQft\n2OrZNRBz3x4OX2853o59cBPZ9+eFwrNJY50xZOxEn9hij4xjkq4lY0EulUp03u1C+z1iOmPOS3vF\nQVdsNXZzxk9nr2tU2JevZ6OktBzDQ7rU+nMSW+yRcUzStWRqkNtTdcpLe8VBV2x1bu+He8VlJt1M\nmBwTk7SF2FN1ynFK8ZJKJejVo5XOITRqGJikLcSeqlOOU4qbKUNo5LiYpC3EnqpTjlMSiReTtIWw\nOiUic2CSthBWp0RkDrzikIhIxJikiYhEjEmaiEjEmKSJiESMSZqISMSYpImIRIxJmohIxEQ9T1qp\nVAIAMjMzjbyTqHb8/PwYX2Qxfn5+cHIyT3oVdZK+ffs2ACAiIsLGPSFHExcXx/giizHnHeglgiAI\nZtmSBZSUlOCvv/5Cs2bNIJPJbN0dciB+fn6oqKhgfJFFNJhK2snJCX5+fmb9BxNVx/gisRP1icPM\nzEwMGTKEY4ZkEYwvsgeiTtJERA0dkzQRkYgxSRMRiRiTNBGRiDFJExGJGJM0EZGIMUkTEYkYkzQR\nkYgxSRMUSfJzAAAc6UlEQVQRiRiTNBGRiDFJExGJGJM0EZGIMUkTEYkYkzQRkYgxSRMRiRiTNBGR\niDFJExGJGJM0EZGIMUkTEYkYkzQRkYhZPEmfP38e48ePBwCkpKRg3LhxiIyMxMKFCy29ayIiu2fR\nJL1lyxbExsaivLwcALB8+XK8++672LlzJ1QqFU6ePGnJ3RMR2T2LJumgoCBs3LhR/TgpKQl9+vQB\nAAwcOBA//fSTJXdPRGT3LJqkn376achkMvVjQRDUf5fL5SgsLLTk7omI7J5VTxxKpQ92p1Ao0KRJ\nE2vunojI7lg1SXfp0gVnz54FAJw+fRq9e/e25u6JiOyOkzV3NmvWLMybNw/l5eVo27YtRowYYc3d\nExHZHYsn6YCAAOzevRsA0Lp1a+zYscPSuyQichi8mIWISMSYpImIRIxJmohIxJikiYhEjEmaiEjE\nmKSJiESMSZqISMSYpImIRIxJmohIxJikiYhEjEmaiEjEmKSJiESMSZqISMSYpImIrCAzMxMffvgh\nAODXX3/Fhg0bkJWVZbQdkzQRkRXMmDEDzZs3R0FBAaZPnw43NzdER0cbbcckTURkBQqFAq+99hri\n4+Px6KOP4h//+Afu3btntB2TNBGRFchkMqSnp+P48eMYNGgQEhMTNe77qg+TNBGRFUyaNAlhYWEo\nKSnB8OHDkZSUhNjYWKPtrHqPQyKihmr48OEYPHgwrl27hps3byIyMhKNGjUy2o5JmojICs6fP4+o\nqCh4enoiJSUFrVq1wpIlS9C9e3eD7TjcQURkBUuWLMFHH32EQ4cOoXXr1vjkk0+wfPlyo+2YpImI\nrKCsrAx9+vQBAAiCAD8/P5SUlBhtxyRNRGQF7u7u2LNnDwRBgEQiwZkzZ+Dt7W20HZM0EZEVvP/+\n+zh8+DBu374NhUKBrVu3YtGiRUbb8cQhEZGVbN++HQBw/PhxAJUXuBjDSpqIyApeeeUV7Nq1S/04\nISEBI0eONNqOlTQRkRXs3bsXCxcuxPHjx9GmTRskJCRg2bJlRtuxkiYisoIWLVpgypQpuH79Oo4c\nOYLx48ejf//+RtsxSRMRWcGSJUsQHR2NVatW4dixY/j+++8xceJEo+043EFEZAUqlQqHDh2Cq6sr\nAGDz5s3497//bbQdkzQRkRXMnz+/xnOvvPKK0XYc7iAiEjEmaSIiEWOSJiKyspMnT2r8aQiTNBGR\nlW3YsEHjT0OYpImIbEQikRh9D2d3ODilUoXkq1lITc9DYEtvdG7vB6nUeGAQkTgwSTu45KtZmPj2\nTlRUqODkJMXW1ZHo2snf1t0iIhNxuMPBpabnoaJCBQCoqFAhNSPPxj0iouDgYABAmzZtjL6XSdrB\nBbb0hpNT5cfs5CRFYEvji4wTkWWtWrVK409DjA53pKenY/HixUhISECjRo3w5JNPIiYmBj4+PvXv\nKVlc5/Z+2Lo6EqkZD8akich+GK2ko6OjMWDAAPzwww+Ii4tD9+7dMWvWrHrtdPPmzRg7dixeeukl\n7Nu3r17bIsOkUgm6dvLH8JAu6NrRnycNieyM0SRdVFSEyMhIuLu7w8PDAxMmTEBWVladd5iYmIjf\nfvsNu3fvxo4dO5CRkVHnbREROTqjwx1du3bFoUOH8OKLLwIATp06hS5dutR5h2fOnEGHDh3w1ltv\nQaFQ4J///Gedt0VEZC9effVVCIKg9/UdO3bofN5oko6Pj8eBAwewYMECSCQS3Lt3DwBw8OBBSCQS\nXLx4sVYdzcvLQ3p6Oj755BPcunULU6ZMwbFjx2q1DSIiezNt2jT13yUSCWJiYrB48WJIpVLMnTtX\nbzujSTohIcE8PbzPy8sLbdu2hZOTE9q0aQMXFxfk5ubyRCQRObS+fftqPHZzc0O/fv0AAHK5XG87\nvUn6yy+/xJgxY/ReWz516tS69BO9e/fGjh071GPbJSUl8PbmtDAialiqD30YGgbRm6QNNaqPQYMG\n4dy5cwgPD4cgCOphFCKihsTd3V39d0M50GAlPXbs2DpXzIZER0ebfZtERPZk586d6r+//PLLet/H\ntTuIiKwkPj4eCQkJkEqlePzxx/Hkk08CAMaNG6e3jd4kfeXKFQwZMqTG84IgQCKRIC4uzgxdJiJq\nGDZt2oTjx4/jhRdewPbt25Geno6LFy9i0qRJBtvpTdJBQUHYvHmz2TtKRNQQHT58GHv27IGbmxsO\nHTqENWvW4KWXXqp7km7UqBECAgLM3lEiatga6hrnKpUKzs7OAB5MzFCpVEbb6b0svFevXmbqGhE1\nBEqlCkmXMvBt/AUkXcqASqV7htiV69n480IaUtLy8OeFNFy+lm3lntrGwIED8frrr6OoqAilpaWY\nOXMmnnjiCaPt9FbS8+fPN2sHicixmXqDiZw8BdZsjle/b+V7YQBaWL/DVjZ79mwcPHgQMpkMw4YN\nQ7t27TBy5Eij7Ti7wwGI9fBRrP2i+tH3ueq6wYSuJJ2bV6zxvjt5CqhUgsPHRlpaGvr27Yvc3FyM\nHj1a/ZyxYWUmaQcg1ltkibVfVD/6PteqG0xUPa/vBhPBQb4a76uoUOLi5UyHj42qBZYkEgnKy8tx\n+/ZtdOzYEQcPHjTYjknaAZhawVibWPtF9aPvczX1BhOdO/hj5XthuHAlE+5yF3z27wRMe+Mph48N\n7WnLycnJ2Lhxo9F2TNIOwNQKxtrE2i+qH32fa9UNJowlW6lUAi8vN2zd9WODjo1OnTrh8uXLRt/H\nJO0AxHqLLLH2i+rHHJ9r1TaycwrhIXdBanqe+nlHHZvWXk86KysL3bt3N9qOSdoBmFrBWJtY+0X1\nY47PtWobuIQGc96i+nrSFRUVSEhIQMuWLY22Y5ImIptpSOcttNeTfuyxxzB27FiMGTPGYDsmaSKy\nmYZ03uLAgQMaj9PS0nD37l2j7ZikbYRziIka1nmLxMREjceenp56b6pSHZO0jXAOMTmauhQeDem8\nxbJly3Dx4kW0bt0abm5u6jnTxjBJ24ixsThW2mRvWHgYFh0djeTkZCiVSuzduxfTpk3D6NGj8cwz\nzxhsp3eBJbKsqrE4ADrH4qoCPmbZfzDx7Z24eDnTFt0kB2fqokim0FV40AN//fUXjhw5gtDQUMTH\nx2P16tX4/PPPjbZjJV1Ppla82u/r2LaFwbG4hnTWm2zH1OrXlDhvSCcB66JqiKNHjx44e/YsRo4c\nidLSUqPtmKTrydQg1/c+fYmXAU/WYGoxYEqcN6STgHXRt29fxMbGYuDAgUhMTMS+fftQUlJitB2T\ndD2ZGuS1rYwZ8GQNphYDpsRvQzoJWBcnT55Ey5YtsWvXLshkMpw8eRJLliwx2o5Jup5MDfLaVsYM\neLIGU4oBpVIFX285Jr/2BORyF+w+cI5HdnXw3Xff1akdk3Q9mbzyFytjEiFTioHkq1mYOmePusBY\nv2w047cOtNfu0LZjxw6dzzNJ11NtVv5iZUz2RqlU4frfdzSGOnLzFZwOWgfV1+6oDSZpC6vr7I+q\n92k87+8FmUyGm6k5nDtNRimVKly5no27hSUoK69AXn4xgoOaonMHf5PjJvlqFhTFpTyJbQZ9+/ZF\nfHw8EhISIJVK8fjjj+PJJ5802o5J2sLqO/tD+/moSSFY+XEcLxYgo5KvZuHPC2kAoHFPwdrETWp6\nHnbuPYvpb4ZAUVyKLh38ONRRR5s2bcLx48fxwgsvYPv27UhPT8fFixcxadIkg+14MYuFmTrBX9/7\ntJ8vUpQa3RYRUBk7hYpSFCpK63yRSWBLb9zJLcKqf8Vh664f4eXpxqO3Ojp8+DB27tyJCRMmwNPT\nE2vWrMGxY8eMtmMlbWGGZnVUH8rw9ZYjwN8TaRkFGu/Tbu8hdwGg+ypFouoCW3ojL78YADRiyNdb\nrvfGr7W96IpMp1Kp4OzsDADqE4gqlcpoOyZpCzM0q0N7KGP9stHIzVdovE+j/f0x6aVzRxr8wnDd\nDwIqY0cmleLu3XtYvfglJCVnQC53weJVR7Fs7otmueiKTDdw4EC8/vrr+Ne//oXS0lLMnDkTTzzx\nhNF2TNIWZmhWh/ZQRm6+AsNDuhht36l9C4P7NDQOzgTecAiCAKVKhby7xSgrU2LTF2fUr5nroisy\n3ezZs3Hw4EHIZDIMGzYM7dq1w8iRI422Y5K2Mu0hjuqHoe5yFyRdyqh34jT0ReNKZY6rrKwCf1xI\nQ/adQvj6yJF1uxDl5UrIZFJ4ergiwN8TY0f1gUJRCi/Pxoj/8TKa+3poxBuXI7Cs0NBQAMA777xj\nchsmaSurniQD/D2xftloZGbfhaK4FMvXHsed3KJ6J05DXzRWSo7rjwtpmDpnD6ImhWDRyqMaM4K2\n7PwRM/93KGYtPqh+fvqbIZiz+JBGvFUfXgsK9IFSqcK38Rd41GVDTNJWVj1JpmUUIDdfAWdnGRZ+\nFPfgPXoSp6lDFYbGwVkpOa6UtDz1DCDtGUGZ2Xdx+Xq2xvOlpeWImhSCS9eyAMmDO3VXDa8lXcrA\nxHd28ajLxpikrUxfkjQlcZo6VGFoHJyXpzsO7R/t4CBf9bCZrhlBHlrPBwc11aist6yOQLdOD+5e\nzaMucWCStjJ9SdKUxGmOLw0vT3cc2j/aW1ZFYP2y0biTW4i1S8KRV3APD7V8MCMoKNAXW1ZHIC0j\nH75ectzOKdSIpxs3czSSNI+6xIFJ2sr0JUlTEie/NA2TvmGu1PQ8NPVxR0R4XxQpSlFQeA+P9QnW\nOQRWfUZQVSL+b+I1jXjy8XbTaMOjLnFgkjYz7S9Uh+DmuHw9W/eaHFcycf1mDny83eDr7Y4ObZsb\nPDFjz18aTv2rO13DXJ3at4CvtxyR4X3rfMm3r7c7oiaFoEhRCg+5C3y93TVe51GXODBJm5n2F2rD\nstGYOndPjS9R8tUsjZMyUZNCoFSqDH4h7PlLw6l/dadzyQAJsHjVUYx/+VGdQ2Cm/Ci2bd0URUUl\nSEnPQ6sAb7Rr08zq/zYyjknazLS/UCl6xpF1rcnhyCdmeBKq7nQNc6Wm5yEtowDlFUqdQ2Cm/Che\nvp6ts4AgcWGSNjPtL1SrAN3jyLrW5HDkMWaOp9edvmEuJycpdu09i6hJIXB3c0Fw66bq17LvFKqH\nMtzlLsjOLURXaCZg/nDaB6sn6YqKCsydOxdpaWkoLy/H5MmTMXjwYGt3w2K0LwYAgJXvhSE3vxjB\nQb4aa3JsWR2BG1pj0o7KnsfTbU3XMJeu/09BEHDxSiZS0/Pg1aQx1lYbq16/bHSN7fKH0z5YPUl/\n/fXX8Pb2xgcffICCggKEhoY6VJKucTGA1iFn1bigVCpBt04tNaY8OTJ7Hk8XI13/n0mXMtXxNvm1\nJ2qsC6ONP5z2wepJ+plnnsGIESMAVC7T5+Rk/yMu+mZq3ErL1fii3Eq3zuEkZ1I4Fu278zg3ckJ2\nTiFy8yqPzjq0bYHL17Jw5cZtLIt5AXcLS+AkkyH6rSEovD9zIyjQt8Z2+cNpH6yeIRs3bgwAKCoq\nQlRUVK0WGhErfTM1vD3dNA4nvT0bW68/nEnhMLQ/z/fnhWpcKag9gyhqUggC/eVYsvrB+h1bVkfY\n+p9BdWSTMjYjIwNTp05FZGQknn32WVt0waz0zdRQKlXq2w65y12Qk1fzkNMa/eEJIfum/Xlm3b5r\ncAZRkaIU2Xc0ryZMy8hvMENrjsbqSfrOnTuYOHEi5s+fj/79+1t79xahb6ZGkaJEYzWytUvDbdIf\nnhCyb9pL2rZo1kTjcYC/Z434Cwr0YQw4CIlQdR8XK1m6dCmOHj2K4OBgCIIAiUSCLVu2qG8rU11q\naiqGDBmCuLg4BAYGWrObtaJSCbhwOaPGTI2KChV+/TMFaRn5CGzphUe6tYKzs8wq/bl4OVPjhBDH\npGuyl/iK//EyMjIrl7P19nRDcKumUNwrRdbtQjRqJIOrswzu7q64k6tAUx85fL3d0a5NM1y6msUY\ncABWr6RjYmIQExNj7d1alFQqQef2fpBIKtdT8PKsXAPB2VmG/r3b2KQ/PCHkODzcXDDn0wfT6TZ9\nMBZSqQR5BcXoENwcqzbFqe+NWXXJOGDaejAkfvY/tUIkeLKOzEV7dk5peQVmTRuGZr5yqFRAoaIU\nMxce0Fi8f9W/4qxy/oEzh6yPSdpMeLKOzEXXDYpLS8uRmp6PNZvjMTHicY1YKy4uBWCdO8izGLE+\nJmkz4ck6MhddNyiWu7kg8/6sDu1F/Xt2DTR6B3nAPFUwixHrY5I2E169Reai/YPv6y2Hu9wViuJS\nvet1mJJszVEFsxixPiZpM+HJOjKXzu39sH7ZaJxPSoVc7oLFq45i6dwX0LPbQ5rrwHTwr1UlbI4q\nmMWI9TFJWxBPslBdSKUS5OYrsOmLM+rn0jLyMTykC4AW+hsaYY4qmMWI9TFJWxBPslBdmWtYoXqh\nUP0eh6yC7QeT9H36qt76VMM8yUK1YYmEqqtQqKzIyV4wSd+nr+qtTzXMkyxUG5ZIqCwU7B+T9H36\ngrk+Qc6TLFQblkioLBTsH5P0ffqCuT5BzpMsVBuWSKgsFOwfk/R9+oKZQU7WYolYY6Fg/5ik79MX\nzAxyshbGGukitXUHiIhIPyZpIiIRY5ImIhIxJmkiIhFjkiYiEjEmaSIiEWOSJiISMVHPk1YqlQCA\nzMxMG/eEHI2fnx/jiyzGz88PTk7mSa+iTtK3b98GAERERNi4J+Ro4uLiGF9kMXFxcQgMDDTLtiSC\nIAhm2ZIFlJSU4K+//kKzZs0gk8ls3R1yIH5+fqioqGB8kUWYs5IWdZImImroeOKQiEjEmKSJiESM\nSZqISMSYpImIREzUU/DE7vz58/joo4+wY8cOpKSkYPbs2ZBKpWjfvj0WLFhg6+4BAFQqFWJjY3Hj\nxg1IpVIsXLgQzs7OouwrAISFhcHd3R0AEBgYiMmTJ4u2r5bG+DIvu40tgerk008/FZ5//nlhzJgx\ngiAIwuTJk4WzZ88KgiAI8+fPF06cOGHL7qmdOHFCmDt3riAIgvDzzz8LU6ZMEW1fS0tLhVGjRmk8\nJ9a+Whrjy7zsObY43FFHQUFB2Lhxo/pxUlIS+vTpAwAYOHAgfvrpJ1t1TcPQoUOxePFiAEB6ejo8\nPT1x4cIFUfY1OTkZxcXFmDhxIiZMmIDz58+Ltq+WxvgyL3uOLQ531NHTTz+NtLQ09WOh2nRzuVyO\nwsJCW3RLJ6lUitmzZ+PkyZNYu3Yt/vvf/6pfE1NfXV1dMXHiRLz88sv4+++/8eabb4r6/9WSGF/m\nZc+xxSRtJlLpg4MShUKBJk2a2LA3Na1YsQI5OTkIDw9HaWmp+nkx9bV169YICgpS/93LywsXLlxQ\nvy6mvlob46t+7Dm2ONxhJl26dMHZs2cBAKdPn0bv3r1t3KNKhw4dwubNmwEALi4ukEql6NatGxIT\nEwGIq6/79u3DihUrAABZWVkoKirCgAEDRNlXa2N81Y89xxYraTOZNWsW5s2bh/LycrRt2xYjRoyw\ndZcAAMOGDcOcOXMQGRmJiooKxMbGIjg4GLGxsaLra3h4OObMmYNx48ZBKpVixYoV8PLyEmVfrY3x\nVT/2HFtcu4OISMQ43EFEJGJM0kREIsYkTUQkYkzSREQixiRNRCRiTNJERCLWoJP0okWLEBoaiuee\new7dunXDqFGjMGrUKBw4cEBvm5SUFMybN8/gdlNSUjBs2LAaz8+cORP/+c9/ajx/8uRJfPzxxwCA\np556CllZWfjqq68QGxurc/uff/45Tp8+rXM/SqUSXbt2VT/esWMHQkND8eKLLyIsLEzn/oHKtQtG\njhyJUaNG4bnnnkNkZCT++usvg/9OU/tbG1u3bsUPP/xQ7+3YGmPrAcZW/TToi1nmz58PAEhLS8Or\nr75q8AtUJTU1VWNNBX0kEonJ/Rg6dCiGDh1ao52ubWRnZ+PMmTOYMGECUlJSdL6n6rlffvkFBw8e\nxJ49e+Ds7Iw7d+4gPDwcnTt3Rrt27TTaSKVSbN26Fc2bNwdQebfjSZMm4dixYwYvlzXW39oaP348\nxo8fj8cff9yubw7L2HqAsVU/DbqSNqS4uBgzZszAyJEj8eKLL+Lw4cMAgKVLl+L8+fNYunQpKioq\nEBMTg7Fjx2Lo0KGYPHkyysrKDG73xIkTCAsLwwsvvIDjx48DAL766it1BWXs2qJdu3aZfGVUTk4O\nAODevXsAgKZNm2LdunXw8vKq8V5BEDT2PWTIEHTu3BlHjhwBUPnFqqqapk+fjry8PL39PXLkCMaM\nGYPQ0FA888wz+PXXXwEA48aNw7Rp0/DMM88gOTkZ0dHRCAsLQ1hYGPbt2wcAcHZ2Rs+ePdX7dUSM\nLcZWbTBJ67Fu3To0b94c//nPf/DZZ59h1apVuHbtGmJjY9GjRw/ExMTgl19+gZubG3bv3o0TJ07g\n7t27OHPmjMHtlpeXY//+/fj000+xaNEidUCa6rvvvkPfvn1Neu+gQYPQrFkzDBgwAOPHj8eGDRvg\n7e2Npk2bmtS+ffv2uH79Om7fvo1Fixbhk08+waFDh9CtWzcsWbJEZxuVSoW9e/fi008/xcGDB/H6\n66/js88+U7/etWtXHD16FHl5eSguLsb+/fuxZcsW9ZcNAPr06YPvvvvOpD7aI8YWY6s2GvRwhyEJ\nCQlYuXIlAMDHxweDBw9GYmIiWrdurX7Po48+Ch8fH+zatQs3btxAamoqiouLDW43LCwMANCiRQs8\n/PDD+OOPP2rVr5s3b8LPzw+A7kNAQRDUzzs7O2PTpk1ISUnBmTNncPr0aWzbtg3bt29Ht27djO5L\nIpHA1dUV58+fxyOPPIIWLVoAAEaPHo3nnntOZxupVIr169fju+++w40bN/Dzzz+jcePG6td79OgB\nAOjYsSOuXr2KN954A0899RRmzJihfk/Lli1x8+ZNE/9H7A9ji7FVG6yk9VCpVBqPBUGAUqnUeO7E\niRP45z//CblcjpdeegmPPPKI0UPK6mNhKpUKjRo1qlW/ZDKZehuenp64e/euxus5OTnw9PQEAOzf\nvx+JiYlo1aoVxo0bh02bNmHcuHH4+uuvTdrXpUuX0LZt2xqHqyqVChUVFTrbFBUV4aWXXkJGRgYe\nffRRREZGarR1cXEBUJmcDh8+jMjISFy7dg2jRo2CQqEAADg5OZllDFKsGFuMrdpgkr5P+wvw2GOP\nYe/evQCA3NxcxMfHo2/fvpDJZOog+vHHH/H8888jNDQU3t7e+OWXX9RfNn1fqKrxx1u3biE5ORnd\nu3evVT8DAwORnp4OAGjSpAn8/f0RFxenfn3Pnj147LHHAFSejV+1ahXy8/MBVB4O//333+jSpYvR\n/Zw8eRJXrlzBiBEj0KNHD/z222/IzMxU76N///46212/fh3Ozs74n//5H/Tr1w+nT5+ukYCAyiQ0\nZ84cDBo0CLGxsXBxcUFWVhaAyhNoVWv/OgLGlibGVu1wuOM+7V/XadOmYcGCBRg5ciQEQcDUqVPR\nsWNH5ObmIi8vD3PmzMFrr72GmTNn4siRI3B2dkavXr2QmpqKXr166T0z7urqirCwMCiVSixduhQe\nHh4G+6Ft8ODBSEhIQKtWrQAAK1euxHvvvYf169ejrKwMnTt3Vt9Q8+WXX0Z+fj7GjBkDJ6fKj3rk\nyJEIDQ3V2bc33ngDTk5OEAQBvr6+2LZtG1xdXeHq6ooFCxZg8uTJqKioQGBgIJYuXaqzv926dUO7\ndu0wYsQING7cGH369MG5c+dqvHfQoEE4ceIEnnvuObi4uOD5559HcHAwAODnn3/GkCFDDP4/2BPG\nFmOrPrhUqZ3Jzs7GzJkz8cUXX9i6KxZRWlqKiIgI7N69W/3lJ+tgbIkThzvsTPPmzfHUU0/h+++/\nt3VXLGL79u2YNm2aXX2JHAVjS5xYSRMRiRgraSIiEWOSJiISMSZpIiIRY5ImIhIxJmkiIhFjkiYi\nErH/B4lAYLCKbwOgAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0xd377cc0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "with sns.axes_style(\"white\"):\n",
    "    g = sns.FacetGrid(tips, row=\"sex\", col=\"smoker\", margin_titles=True, size=2.5)\n",
    "g.map(plt.scatter, \"total_bill\", \"tip\", color=\"#334488\", edgecolor=\"white\", lw=.5)\n",
    "g.set_axis_labels(\"Total bill (US Dollars)\", \"Tip\") # 设置坐标轴标签\n",
    "g.set(xticks=[10, 30, 50], yticks=[2, 6, 10]) # 设置坐标轴刻度\n",
    "g.fig.subplots_adjust(wspace=.02, hspace=.02) # matplotlib中的方法"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Figure和Axes对象\n",
    "For even more customization, you can  work directly with the underling matplotlib ``Figure`` and ``Axes`` objects, which are stored as member attributes at ``fig`` and ``axes`` (a two-dimensional array), respectively. When making a figure without row or column faceting, you can also use the ``ax`` attribute to directly access the single axes."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.FacetGrid at 0xac08ba8>"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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wI6dPn+aNN96gadOmLF68mIEDB7q6SR5DkhwhnEyn07FgwQJ8fHxksLEQooL27duzaNEi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\n/wMDOK4sMfIncgAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0xe8ed668>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "g = sns.FacetGrid(tips, col=\"smoker\", margin_titles=True, size=4)\n",
    "g.map(plt.scatter, \"total_bill\", \"tip\", color=\"#338844\", edgecolor=\"white\", s=50, lw=1)\n",
    "for ax in g.axes.flat: # 获取ax对象\n",
    "    ax.plot((0, 50), (0, .2 * 50), c=\".2\", ls=\"--\") # 绘制45度线\n",
    "g.set(xlim=(0, 60), ylim=(0, 14))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 将自编绘图函数映射至grid"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "自编函数的要求\n",
    "+ It must plot onto the \"currently active\" matplotlib **Axes**. This will be true of functions in the **matplotlib.pyplot** namespace, and you can call **plt.gca** to get a reference to the current **Axes** if you want to work directly with its methods.\n",
    "\n",
    "\n",
    "+ It must accept the data that it plots in positional arguments. Internally, **FacetGrid** will pass a **Series** of data for each of the named positional arguments passed to **FacetGrid.map**.\n",
    "\n",
    "\n",
    "+ It must be able to accept **color** and **label** keyword arguments, and, ideally, it will do something useful with them. In most cases, it's easiest to catch a generic dictionary of **\\*\\*kwargs** and pass it along to the underlying plotting function."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 自编绘图函数示例"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.FacetGrid at 0xe543860>"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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mCz04kiRJHWXAkSRJuWPAkSRJuWPAkSRJuWPAkSRJudPSTsbtSin1AX8AbKF0\nnsyrI+KebtTSSErpPOB3IuLClNIPAR8BjgF3RsTrulpcWUppELge2AisAN4JfI2M1ZpS6gc+CCRK\ndf0ScISM1VlRPorkVuB5lM45+ggZqzOldBswWb68F3gX2azzLcB/A4Yo/c7/I23WafvRvl5pO6C3\n2o9eaDugOO1Ht3pwXgysjIhnAm8FrutSHXWllN5M6RdqZfml64Bfj4gLgP6U0k91rbjZXgbsi4gf\nAy4C3k82a30RMBMR5wNvp/TLlMU6Kw3/duBQ+aXM1Vk+aJKIeE75f68im3VeADyj/Hv+bOCJdKZO\n24/29UrbAT3SfvRC2wHFaj+6FXDOB24AiIhbgHO6VEcj/w68pOr6aRHx5fKf/5ZSOs+CT1D6hQcY\nAI4CZ2et1oj4S+C15ctTgQfJYJ1lvw98ALgf6CObdW4BRlNKn0spfb7cW5DFOl8A3JlS+jTwV8Bn\n6Uydth/t64m2A3qq/eiFtgMK1H50K+CM8/3uMYCj5W7ITIiIT1H6ha+oPr30YWDN8lZUX0Qcioip\nlNJq4JPA28hurcdSSh8B3gd8nAzWmVJ6JbA3Iv6e79dX/fcyE3VSekL8vYh4AXA58DEy+PMEJoCn\nAT/D9+vsxM/T9qNNvdR2QPbbjx5qO6BA7Ue3GoUDwOrqOiLiWJdqaUZ1bauBh7pVSK2U0g8AXwT+\nOCL+jAzXGhGvBDYDHwJGqt7KSp2XAs9PKd1I6SnnT4B1Ve9npc67KP2yExF3A98DNlS9n5U6vwd8\nLiKORsRdlObLVDdIrdZp+9EBvdR2QObbj15pO6BA7Ue3As7NwH8FSCk9Hfhql+po1u0ppR8r//mF\nwJfnu3m5pJQ2AJ8D/kdE/HH55V1ZqzWl9LLyZDEo/SV9DLi1PMYKGakzIi6IiAsj4kLgDuDlwN9m\n7ecJXAZcC5BSOolSj8bfZe3nCdxEaX5Hpc5R4AsdqNP2o0290nZAb7QfPdR2QIHaj66sogI+RSnt\n3ly+vrRLdTTrTcAHU0pDwB7gz7tcT8VbgccBb08pXQ3MAG8AtmWs1r8APpxS+hKlv3NXAF8HPpSx\nOuvJ4n/7/0Pp5/llSk/dr6T0tJOpn2dE/HVK6VkppX+h1AV+OfBN2q/T9qN9vdJ2QO+2H1n87w4F\naj88bFOSJOVOZibmSZIkdYoBR5Ik5Y4BR5Ik5Y4BR5Ik5Y4BR5Ik5Y4BR5Ik5Y4BR01JKY2nlD61\nwD3Xl3dHzJMlAAACEklEQVRHne+eG6s2v6r3/qkppXsbvPfZlNKJKaVfSCldX37t3pTSE5v5d5C0\n/Gw71C0GHDVrLaUtyOdzIbPPNGlV3c2ZIuInI+I7Hfh8ScvHtkNd0a2djNV73guclFLaCXwGuJLS\nLpi3Aa8HfgU4CfiblNKzKJ3y+mvAMKVzY14dETc1+b1GUko7gETpZOZXRcRk+ensgvm/VFLG2Hao\nK+zBUbOuAO4HrqZ08vCzImILpZNpr46Id5fffyGlA9BeC/xERJwFvBt48yK+13rgPRFxJvCN8veE\nBk9nkjLNtkNdYcDRYvQBzwb+KiIqp7j+EfDc6nsiYgb4aeCilNI7KJ11MraI7/P1iPin8p8/Wv6e\nle8vqffYdmjZGXC0WH3Mbiz6qBnqTCmNAl8BNgJfAt7H4hqYozWf/2grhUrKFNsOLSsDjpp1FBig\n1Oi8KKX0uPLrrwG+WHXPILAZeCwi3gXcSKnreWAR3+v0lFJlUuJlwN+3Wbuk7rHtUFcYcNSsB4D/\nB7wH+G3gH1NKXwPWAG8v3/NZ4G8ojaPfkVIKShMJHwZOLd/TzFj43cDVKaV/BSbK36/R1zq2LmWb\nbYe6om9mxv/GkiQpX1wmrmWXUtoE7GT2E1Rf+frVEXF7VwqTlGm2HVoMe3AkSVLuOAdHkiTljgFH\nkiTljgFHkiTljgFHkiTljgFHkiTljgFHkiTlzv8HnHqJfqFQAnAAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0xebb4e80>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "def quantile_plot(x, **kwargs):\n",
    "    qntls, xr = stats.probplot(x, fit=False)\n",
    "    plt.scatter(xr, qntls, **kwargs)\n",
    "    \n",
    "g = sns.FacetGrid(tips, col=\"sex\", size=4)\n",
    "g.map(quantile_plot, \"total_bill\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.FacetGrid at 0xf51a390>"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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VMdUa6z5clVIaAi6u93klSVJzcTFASZKUS4YcSZKUS7M55Hwk6wImwRqrwxqr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\nkiQplww5kiQpl/4/napNslWznooAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0xe3905f8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "def qqplot(x, y, **kwargs):\n",
    "    _, xr = stats.probplot(x, fit=False)\n",
    "    _, yr = stats.probplot(y, fit=False)\n",
    "    plt.scatter(xr, yr, **kwargs)\n",
    "    \n",
    "g = sns.FacetGrid(tips, col=\"smoker\", size=4)\n",
    "g.map(qqplot, \"total_bill\", \"tip\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.FacetGrid at 0xf184d30>"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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mDdl1GHt69h5QLq+ud5qrbKVJwmQvAQrn4aXq9pUpEknltKbnAepmvzLoNek0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\npAQz2ZMkSUowkz1JkqQEM9mTJElKsP8H2B5XFjuPzwEAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0xf432cf8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "g = sns.FacetGrid(tips, hue=\"time\", col=\"sex\", size=4)\n",
    "g.map(qqplot, \"total_bill\", \"tip\")\n",
    "g.add_legend()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.FacetGrid at 0xf5c9160>"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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lTBumeBHl59SbJzIdJGPM3p8Df57o6zpZ7ESMiPau0O3cirJc/uL+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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0xebc1588>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "g = sns.FacetGrid(tips, hue=\"time\", col=\"sex\", size=4,\n",
    "                  hue_kws={\"marker\": [\"s\", \"D\"]})\n",
    "g.map(qqplot, \"total_bill\", \"tip\", s=40, edgecolor=\"w\")\n",
    "g.add_legend()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 修改Seaborn绘图函数\n",
    "Sometimes, though, you'll want to map a function that doesn't work the way you expect with the **color** and **label** keyword arguments. In this case, you'll want to explictly catch them and handle them in the logic of your custom function. For example, this approach will allow use to map **plt.hexbin**, which otherwise does not play well with the **FacetGrid** API"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.FacetGrid at 0xd3c5860>"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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d/vitjkv621UMc6lyoKdPGYYpMN9CnLm4cJHDMAzDMMxCwkUOwzAMwzALCRc5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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x10599908>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "def hexbin(x, y, color, **kwargs):\n",
    "    cmap = sns.light_palette(color, as_cmap=True)\n",
    "    plt.hexbin(x, y, gridsize=15, cmap=cmap, **kwargs)\n",
    "\n",
    "with sns.axes_style(\"dark\"):\n",
    "    g = sns.FacetGrid(tips, hue=\"time\", col=\"time\", size=4)\n",
    "g.map(hexbin, \"total_bill\", \"tip\", extent=[0, 50, 0, 10])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 使用PairGrid对象和pairplot()函数绘制成对关系图\n",
    "在PairGrid中，每一行、列都赋予不同的变量，因而可以展示变量之间的两两关系"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### PairGrid对象"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.PairGrid at 0xf51aa58>"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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iQA2wBTjZGDMV6CWRsvHVXAe01nYBXd7HjDGzge1FtrVqeO+eleiJQozmWjEw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\nL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x+bi593H3VNjrPKl0gknC6DLVKjcHfs2IEzzzzT6eK4gjZfFACWL56Tzpkzei3X8e1T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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0xf358c88>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "g = sns.PairGrid(iris)\n",
    "g.map(plt.scatter) # 绘制成对散点图，对角线上默认绘制散点图"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### 设置对角线图表的种类\n",
    "map_diag()、map_offdiag()方法"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.PairGrid at 0x11c22860>"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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dc3stToNLMKXoA90VBscm6rN+V/j147WgkFJ1nwcWA/8ALAT+DHixGI0Skeo0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\npf8PlYdqmUyWcuIAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x11c022e8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "g = sns.PairGrid(iris)\n",
    "g.map_diag(plt.hist) # 可以在对角线上绘制直方图或核密度图，但是坐标轴与直方图的count、核密度图的density不对应\n",
    "g.map_offdiag(plt.scatter) # 在非对角线上绘制成对散点图"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### hue层次的颜色"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.PairGrid at 0x144af780>"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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hnlhZw6BvtLRiBRX4GK3w1l9XCR2jH3b+xrqkv454O+mKZIu7JHVLTdOY5+zy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+ZTXFvjO95uazWcb281jq7VzJgW02JUQmQSh8NBfX19xOMOOuggrFbrIJRIiH7B7uXdeRaWfPQs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\nAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x144af7b8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "g = sns.PairGrid(iris, hue=\"species\") # 设置hue参数，对不同类别的观测点绘制不同颜色\n",
    "g.map_diag(plt.hist)\n",
    "g.map_offdiag(plt.scatter)\n",
    "g.add_legend()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### 选择绘制的变量\n",
    "vars参数"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.PairGrid at 0x16baad68>"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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jfjvhTmC2XcpSROJSlg0MhinASnkblWyQXOOx5nspqbTivyEgEg4R7aon2lPD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\nZ9w0Hr91xnWTxVftOcZuub527DE+LzH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3kfkc9jJWJnb9A2uePo3lE84E/s/jHM90rKH+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\nCSuKogSIOmFFUZQA+f8B9G3NRUV50lIAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x16baabe0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "g = sns.PairGrid(iris, vars=[\"sepal_length\", \"sepal_width\"], hue=\"species\") # 默认绘制data数据集中的所有变量，设置vars参数，绘制部分变量\n",
    "g.map(plt.scatter)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### 对角线上方和下方绘制不同图表\n",
    "map_upper()、map_lower()方法"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.PairGrid at 0x173d71d0>"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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Jz/MwoDCPYyYNDYlZZzyffMwIfhn0mTlt+pi0jVvSJx0xGu0Y8ZQljfdcG3zO\nLikuoK29PVDerrflTt3+7CZTIpPnBmPMl4APgHOMMSuBwckZlohkGmc+cnAHK58P5v/3e4HlSGXk\nYqWOZEJahsrhZTa3fz6Rurc1trRTWJAfMhlwxvOc654JPJTl88EdD74Ts8ObZJ90xGi0Y8RTljTe\nc23wOfuy219IqNyp25/dZEokbeMH+FtsLwWGABb4TTIGJSKZp7dl4bK1jJzK4WU2t38+ve0eGMzZ\n0S2eDm+SfdIRo9GOkapOronu1+3PbjL1+cqztXatMebfgOOA24BvWmt1JhDpJ5y32Jwli2IpLS4I\n6UB49Zyp+CAjbrlHO36iJaD6063JTNSz0+UA5i9eyY699dQ1tFJRVsTIQwYm7d/d+fN0dhYMtnnH\nQdZvreap5R/3+PnXNLT6a0gFlQMrLEjk+pVkKmeMHqhtZu6C5Z2x429Ykui5IVrnP2e315a2Ds76\nyVMUFuRx5zUnY8ZW9emYznKnPp//odh4v5f+VGo0kWobpwEPA58C+UClMeY8a+3KZA1ORNzjvMXm\nPFlPHl3Oxh11gfzNkiJoDCpvu/bjfYEyXcEnzEy55R7p+InmXfenW5OZyPnz8Xo7QtIo9tU0s+lT\nfzmtZPy7O3+e048axoypI9mxt57te+po83bPhr0dcOPvuzsMBv/8Fy5ZHVJH1+OBO69JrFykZKbg\nGD1Q28y+muZAukOXRM8N0Tr/OTu5gv9vtlZvBz/7/Yo+pwoF5z/7fP79bdx2MO7vJROeaUmWRHKe\nfw181Vq7GsAY8xlgIfCZZAxMRNzlvKXmLFHk8+Tz9N1nB5bPvf4ZoPvmU7vjPlS4W3Ru33IPd/xE\n8677063JTBSr02WXZP27O/dTXdvCPdfOChw7+A9D6JmK0bW9cz+TRlf2+QqgZLbgGJ27YHmPiXOX\nRGI0Wue/aJ1bE0kVCs5/dsZ+PN9LJjzTkiyJTJ5buibOANbadzsbpYhIP+C8Pe3sSNV1u7zrKkLx\ngPyQdq95eaET6CEVxbQ6ZtTpTmdIx23D/nRrMhs4/72DX0/F/vfXNHHHg2+zv7aZ/TVNPd5fkO+h\nLaiWc3mpP33p0331KRmfZLZI8dm1Lln7raooDpyPD0SpH56f75+mJZpeFi1tJBckMnl+2xizCLgf\n8ALfArYYY2YCWGtfS8L4RMQ1vpClcSPKOXL8kLC3yzduO0hleeiJd2BJITUNbUF787F5R+gvkU07\nwv9SSZUer1FZAAAgAElEQVR03DbsT7cms0HXv2+4nOdk7X/9lurA1cPq2hbeWrsr4vuLB+TR1tge\nWN6ysy6kk9vAkkKOm3yI4iJHBJ8PhlQU43PkPCdjv8OqSmnztoekLw0dVMzgiuIeE/f2zj/sEk0v\ni5Y2kgsSmTxP6fz/XY7Xb8P/W/eUaBsbY94DajoXN1tr/yVo3bXAFUBX0s6V1tqNCYxVRHop+Bc+\n+DtS3fbd7hxN5+3ypubQjlXNre0hy9W1LTQ63uNcTrV03DbsT7cms0Gq/70ryooYXFEc8da7U2tb\n6B+dznSnEUPLFB85JFXxGSt9aXBFMfdcO4uzfvKU4zKIX6LpZdHSRnJBItU2vtTXbY0xAzr3EWmC\nPQ34trV2VV+PISKJiZV+4FzvfBLbuTysqpQDtc093iOS6aLdeneK53MgkmyRzteFBXmBB1i7lqO9\nP9Hj5YpEqm2MBRYB44AvAH8ELrfWbolj86lAmTHmBfyVOm601ga39p4G3GCMGQE8Z611Xt0WkQQ5\nc97OmTmRuxavDHSl+sF5x7F+S3Vg+ZyZE0NynC+a7b/5FLz8yNJ1EZevnjOVuobWqB0GE/0e0lEW\nTqXo3FfT0MpvHl/Fmk378ODhqAlV/PD8E1L2c7h6zlTavO2s+Xh/4I5KQZ6Pdp8Hb+dt8JKifEqK\nCygtLmAoxZSXFTHqkIFhPwfSv8XT4S9RPc7fsyYGztelxQU0tXiZu2A540aUs2FbTWC7H//z8UDi\n6WW5np7m8fnCXdCPzRizFLgHmA+cgD/N4tvW2plxbHs0MN1a+4Ax5nDgb8DkrjrRxpibgd8BtcCT\nwO+ttc/3cnzjgM3Lli1j9OjRvdk0azS1eNlzoJG9B5rYd7CJfTVN7D/Y7P9/TRPVtS142zvwdfjo\n8EHJgHzKS4soLy2ialAxI4eWMWJoGYcNK+fwwyopLMh3+1vKNClN4nI7RucvXhmSI1fkuELhXB46\nKPTW9YypI12//ez8HtIxJjeOGUW/jtFInD8DSP3PIdwxgzk/L5nw+cgQKYvRTI3P4E584D939qYT\nXzyc8eg8P0eSirFkuT7FZyI5z0OttS8aY+Zba33A/caY78W57QbgIwBr7UZjzH5gBLCjc/291tpa\nAGPMc8DxQMTJszFmHnBr376N7LC7upHVG/eydtN+PtlVy+7qpl5396lr7KCusQ1o6LGuID+PKeOq\nmHXCKGZMHUVZSe8aYkh0mRijzhy3WN3PnPGWCSXY3CgL119L0WVijEbiRtnD3nYP7C9xkSmyKT5T\n1eEvmDO+4j1GKsaSixKZPDcZY0bT+Ui+MWYG0BJ9k4DLgWOA7xljRgLlwM7O/VQAa4wxRwBN+B88\nfCDazqy184B5wa91/UUa53gy1oZPDvDI39axasPelB7H297Bhx/v48OP9/GHJ9fw9S9OZM6XDqdk\nQCIhIl0yMUadOWvhcuOCl5ORu5loyoPzdujYERU9vqfeHq+3t1j7a65fJsZoJOG6/H20/SBn/etT\n5Hugsrw46bfKY+U9Oz8vO/c1MH/xSqX1JEk2xWfJgNCyniXF/otR67dUc+N9K2jzdiTc7S/WMyeR\ndD1novSzxCQyM/ox8Cww0RjzPlAFfDPObR8AHjLGvI6/q8LlwPnGmDJr7SJjzA3Aq0AzsMxauzSB\ncWYlb3sHDz/3D55c/nHE9xTkezhkcCmHDi5haGUJQweVMKSyhKGDihlaWUJVRTFFhfnk5fmLyDS1\neKlrbKW2oZU9B5rYua+BT/fWs3HbAXbs7b4a3drWzuMvbeClt7fyo/NP4IQjDk3Ddyzp5sxZO2fW\nRO56uDvn+fpLTuTJoDbDycjdTLQ80s0LVwRuTbbUNNPe0cGMqSMjjime4zn3edPCFVFva+Z6rl9m\n6Jlu2JWB6PX5uwzG+jn21tVzpuL1dvBhZ571hJHlbN/bQENTW8jnZdWGPTQ0ealvagvEntI3ckuH\nL7TSUEeHf/nG+7q7Tyba7c95Hgo+P1dVDMCDh/21zVSUFbFpx0Eam70hz5moE2piEpk85wGP4k+n\n+A0wBhgNvB1tIwBrbRtwkePlt4LWP9q575zU3OrlrodXhrTXzPPA1MMP4bjJh2DGVjF8SCmDy4vJ\ny4s/XaeoMJ9BA/2FzI8cH7quuraZ19/fwYtvb+WTXXWdr7Vw26I3ufSMozhn1kQ8ntyq49jfhSuh\n5JxsXHdxlWM5sZNroikPzluOjc3eqGOK53i9vcWqUnTuc5ZRDCfZt6cryoq48fLpUd9z3cVVfeq8\nJv1LS2tH2OVYqXG9Ee481JvzUn9NP0uXRCbP/wH8FH/ljNrO//8PsCQJ48pZ7e0dzF/8bsjE+YQj\nDuXKc45h5CHJfVo3WFVFMWfPnMiZMybw8rvbWPz8PzhQ10KHDx58Zi17qhv57teP0QRaEpJoykO4\nMmDRxNMFq7f7FPfFUzrOrZ9jf03rkfiVFhfQ0tYasgyRy8a5QXGamER+cnmdXQRPB5ZYa7eR2GRc\ngAefXcu763YHls8/bTLzrvhsSifOwfLyPJx60hju/ckXmTKu+6rjsys288cXbFrGIP3X1XOmMmPq\nSA4/rJIZU0f2OuXhF1edzNBBxQwozGPooOKYpe7i6YLV232K+4LjyNnZ0gOu/hwTjXHJfhNGVYZd\nvvOakykqyMODvzrLnde4d65RnCYmkcluozHmJ/gf6Pu+MeZHQF1yhpWb3vnHLp5+bVNg+ZtfPjxQ\nSzfdBpcXc8fVn+eeP/49kBf1p5csleUDOP3k8TG2Fgkv0ZSHUYcO7FUeazxdsHq7T3FfcBzNXbCc\ng3XdV/kmHVbJPdfOcmtoSusRahtawy6bsVV9znFONsVpYhK58nwhUAbMsdYeAEYC/5yUUeWgphYv\nv//L6sDy9KOG8+2vujNx7lJYkM/cf54W8sDg/U9+yPqt1S6OSiR+4boiSv+in7FkGsVk/5dIe+4d\nwO1By9clZUQ56vGXLPs78y4rBw7gh+cfnxH5xYUFedxw8Yn87L4VbNx2kPYOH7/673e5d+4XGajc\n0JyWCd39Lpw9hUcdFUCCx5CMyhgq6ZSZun4um3ccxOPxV9soKsjjnFkT03JcxYMEC46L4gH5FOb7\nu08WpiEm46XYTR7lKGeAbbvrQkrSXXbmkRkV0MUDCrju4hP50T2v0tDUxp4DTfzHn9/nhktOzIgJ\nvrjDjVJHzmOu31IdKDMXbgzJuDWpkk6ZKfjn0qXV28FdD69MaRqO4kHCCRePkJ6YjJdiN3nce9RT\nAhY9vYb2Dn+R0iPHV/GlaYe5PKKehlWV8qPzjw8sv/nhTt54P3KrWun/MqG7Xzq6HqqkU2aK9HNI\ndQc1xYOEEy0OMqWrn2I3eXTl2WXrNlfz986ydHkeuOobx2bs1dzPHTOCr35uHH97cwsA//nkB0yd\nfEhGXSWX5Il1iy8dpY6cYygvDW0bP6Aon5a27tJPzlh0bn/qiWO487/e6VWHL5V0ykzlEc47LW0d\nXDzvbwwuL2bkIQPjvjUd7y1txYOEE618YktbB+de/wwDivLIy8unqbmNspJCxo+ooLaxLSkpFPHE\nr2I3eTR5dtljL64PfD3rhNGMHznIxdHEdukZR7LyH7vYV9NMTX0r9z/1IT/552luD0tSINYtvnR0\n2nOOwVmnubHZG7K8aUfoLy/n9is++DTQiS7eDl/qKJiZNu+IXOf5QF0rB+pa2fRpLRDfrel4b2kr\nHiSc4Lj4aNvBHj0wW9o6Ov/Q93Yut1BduxdITgpFPPGr2E0e1ybPxpj3gJrOxc3W2n8JWncmcDPQ\nBjxkrV3kwhBTbt3malZt8H948jxw/mnG5RHFVlpcyNXnTuXnD/gbSb763nb+afpYjpk41OWRSbLF\nusWXjlJHzmM2NLWFLLe3h/6Kck6mndv7HL/R4unwpZJOmcn5s44k3lvT8d7SVjxIOMFxcdZPnur1\n9ommUMQTv4rd5HFl8myMGQBgrT0lzLoC4B5gGtAErDDGPGWt3ZveUaben17qbjoy64TRjEpTI5RE\nnXTkcGZMHRn4K/cPf/2QBT+eRX6+Uujd0penqN1Iy4h1zJ5pGqGnqAGFeSFpGs6rO0WFHuYvXhnY\nvqqiOGR9V1WGLm52+JK+qWlo5TeP/z0kDqKJN26d8X6gtpm5C5Z3xpCP6toWVSiQ+HjoeXKKoapi\nQMi5K1acbd9Tz80LV1DX2Ep5aRFjR1SErFdKRmq5deV5KlBmjHkByAdutNa+3bluCrDRWlsLYIx5\nA5hJP2v7vfnTGv5uu3Ods+Gqc7DLzzyalet209LazpadtSx9a6uap7ioL09Ru5GWEeuYMdM0WtpD\nlp2/o5pbOkK2n37UMGZMHRn4Hk6bPoY7HgzNeZbssnDJat5euzvm+yaMrAjkPMcjON4P1Dazr6Y5\nUMmliyoUSDycd7giGTSwkEMHlzGsqhSvt6NX5/CbF64IxGdLTTPtHR0h5zqlZKSWW5PnRuBX1toH\njDGHA38zxky21nYAFXSnc4C/a2HURGBjzDzg1lQNNhWCS9N97tiRWXPVucshg0v45pcP55G/+XO2\nH/nbOr5w3ChdkYkg1THal6eo3UjLiHXM3qZpOH9HeR3rq2tbenSby5QOX5kmW86j8cS2B7j3J1/q\n1X6dXQudE+feHF+SL1viszcOHVwWOD/NXbA8ZF2sOHNW8Ghs9uqPujRy657lBuBRAGvtRmA/MKJz\nXS3+CXSXciDykyH+fcyz1nqC/wMy9jJodW0zr63aHljOlALqvfX1WZMYPsR/a6i+qY1Hlq5zeUSZ\nK9Ux2peOVm50wYp1TOdyuaMRjzPNwlmYxrlety7jly3n0Xh+pomm40Q7hmLKHdkSn70RHEu9PR87\nz43OZUktt648Xw4cA3zPGDMS/wR5Z+e6dcAkY0wl/ivUM4FfuTLKFHn2jU2BK2RTxlVxRIxSWZmq\nqDCfK846ml889A4AL7y5hdmfHceEUZldMaQ/6kuKhXObC2dPCcm5u2j2FB6J0r2vLy6cPYX1W6oD\neXqnnTSGy25/IbB8/SUnhozJOYZzZk3krodXBt7/g/OP4zePvx9x+aLZ7ra4l+S7es5U2rztvG/3\n0OLteX+8IN+TcDpOcJyGKykWjbq45abgHOSSIg9Nrd2xOX5kOQX5+QypKMbnyJ/v0ttz+HWXnMiN\nv18RSEHrOncmg2I4Nrcmzw8ADxljXgc68E+mzzfGlFlrFxlj5gIv4r/7tshauzPKvrJKc4uXpW9u\nCSyfnaVXnbucdNRwTjCH8ne7hw4f/OdfP+Cu783I2FrV/VVfUiyc28xfvLJX3fv64tGl60Ly9O54\n6B1aOytetNQ0h+3E5Tymc33w8vzFK0P2/8jSdbqV2c9UlBVx0+Wf5bLbX6AlTGpF5cABMWt3xxIS\np20tHDm+kHnf/Xxc26qLW24KzkF2qmto46FbetRHCNHbc/hTyz8OnDtbvR08ufxjrrs4ORfiFMOx\nuTJ5tta2ARc5Xn4raP1zwHNpHVSaLHt3G3WN/jzO4UNK+ezRI2Jskdk8Hg9XnH00P7j7Fdo7fPxj\nczXLV+3giyeMdnto0kvp6N7n3IezVFyinbjUQSt3RIqVZHRzSySOFIO5KVrcpaLDYCrjTDEcm+o0\npVFHh4+nXut+UPCsL0wkPy/7r9AeNqycs2Z2X0F/6Jm1NLXEV4NVMkesfONk5Ho6S885b1CUlYR2\nEHTavqeey25/gXOvf4bLbn+BHXvqo45R+an9V/GA/LCvt7Z1MO8P/8fcBcuZv3gltQ29n7gkEkeK\nwdwU7dzV3uFLKB7DSWWcKYZjU4fBNHrnH7vYua8B8H/QTj1pjMsjSp5vnTaZV9/bxoG6Fqprm3n8\nJculZxzl9rCkF5w5d+FynhO1ZWddyHJenoeOoAoZ4x21Sp2c5ZluWrgiJG1DHbRyR6TUMB/wnk2s\nc1sicaQYzE3jR1QEOgY6edt9bNx2MKkpEKmMM8VwbJo8p1FwebrZnx1LyYD+889fWlzIpWccya8f\nWwXAU699zD9NH8vILCvBl8vC5dwlO88tVum52sbQ9U7O25/OZXXQyh1NSe4wGCyROFIM5qZY564u\nyUqBSGWcKYZjU9pGmmz45ABrN+0HID/PwxkzJrg8ouT74gmHccTYwYD/L+37n1rj8ogk08QqPVde\nVhQ1LUPlmQT81QDibUShW86SDr3pZCnZT5PnNPnLyxsDX888fhRDK0tcHE1q5OV5uPLrxwbyWN9d\nt5s3P+w3hVIkCX5x1ckMHVTMgMI8hg4q5s5rTmbG1JEcflglM6aOZPOOg+yraaalrYN9nWkZ0bb/\nxVXqEJiLFi5ZHag0EM6ggYWBmNItZ0mHq+dMDZzLnI8yFeR7FI/9TP/JG8hg2/fU8daa7knknC8d\n7uJoUmvSYZX80/SxvPDWVgDuW7KaoycO0RVCAWDUoQPDlKLrLq907vXPhKxzpmWE215yj/PW94DC\nPFrauifTwZ3bRNIhONXh3OufCYnH/DyP4rGf0ZXnNPjrqx8HbjF+ZsowxsZ4KCrbXXL6kQwuHwDA\ngboWFil9Q+KktAyJRzoqw4j0lc5j/Z+uPKdYdW0zL7+7LbB87in996pzl/LSIq45dyp3dHYefPnd\nbXz26BF87pjsrmktyefsZPWD847jjofeidg1K1bnK3XG6r+Cf7ZVFcUcM3Ew/9h8EJ/Px8H6FkqK\n8sjLz+OYCUN1a1xc9S9nHsX8R94LLFdVFDF3wXKdk/oR1ybPxphDgXeBU621G4Jevxa4AtjT+dKV\n1tqNYXaRFZ5+7WO87f7bN0eMHcyR47OzFXdvffboEcw8fhSvrdoBwL2Pr2L8yAqGDylzeWSSSZyd\nrNZvqY7aNStW5yt1xuq/gn+2AEUFebR3+G/pdbT78Lb7gA4KCvI0ORFX/fpPq0KWN2yrBXRO6k9c\nSdswxhQAC4FwNVumAd+21p7S+V/WTpzrm9r425tbAstzTjk8p9pWX/WNYzlksP/ByIamNub/97u0\nedtdHpVkkt52NUx0WbJXrO6Ukd4nkm6RYhMUn/2FWznPdwP3AZ+GWTcNuMEY87ox5vr0Diu5nnz1\nIxo7a5EeNmwgJx053OURpVd5aRHXffszFOT7/2D4aNtBFvxpFR0dcdaYkpSqaWhl/uKVSe981Ru9\nzV1NdFmyV4+fZYTrEPqZi9ucJTiDVVUMSONIJFXSnrZhjLkU2GOtfckY87Mwb3kM+B1QCzxpjPma\ntfb5dI4xGQ7WtYS04j7vy5PJ6wetuHvLjK3isjOP4v4n/Q8NvrZqBxVlRXz3nGNy6ip8JsqEFIfe\ndjWM1flKnbH6r+Cf7YHa5kCnSfC3eR996EDGDq/Qz1xcd+c1J/Oz36/wX4H2EFKT3BPprz7JKm7k\nPF8GdBhjTgOOAxYbY86y1nblON9rra0FMMY8BxwPRJ08G2PmAbembsi995eXN9Lc6k9RGDu8nJnH\nj3Z5RO45c8YEduyp5/n/2wLAs29sJj8vj8vPPCpn/qDIxBjNhBSH3nY1jNX5Sp2x+i4TYzRY8M92\n7oLlIZPnSaMrVQqsn8v0+AxmxlaxZP6ZgD9Wuy5OAOyvbY60mWSRtE+erbWBM5wx5hX8DwTu6Vyu\nANYYY44AmoBTgAfi2Oc8YF7wa8aYccDmZI27N/YeaOL5/+s+9EVfnZIzk8RwPB4P3/36sdQ1tvH6\n+/4HCJ967WP2Hmxk7j9PY0BhvssjTL1Mi1Hw394OPqkn+3Z3uMoXPlC1jAyViTEaSXlpYcjyngMN\n1Da0Klb6sWyKz/Vbqrnxvu4rz8GUVtQ/uF2qzgdgjLkAKLPWLjLG3AC8CjQDy6y1S10cX5888PSa\nwAMDk8dUMv2o3Mp1Dic/z8OPLzgBb3tHoOvg/32wk227lzP3ghOYdFilyyPMPalOcQiXFgKoWoYk\nbMvO2pDlmvo27luyWrEiGeHG+1Z0d8D0+dOKJo2uVCpZP+Lq5Nlae0rnlxuCXnsUeNSdESXu73YP\nKz7ofg7y8jOPVm5vp8KCPK67+EQefGYNT7+2CYBtu+v41/94jbNnTuS8UydTVlIYYy+SLKlOcYgn\nLUTVMqQvGpraerymWJFM0aPahg+lFfUz6jCYRG3edv7w1w8Cy1+aNpqjJgxxcUSZJz/Pw3fOPobv\nf/M4BhT50zXaO3z8z6sf8d3/9788/drHtLapnF1/EK7yhaplSDKE69imWJFM4ay2Ea36hmQnt9M2\n+pU/vmDZsbcBgNLiAi474yiXR5S5vvLZsRwzaQgLHlvFui3VANQ2tHL/U2v466sfcf5phlNPGkNB\nvk462SpcWkhtQyvrt1RT19hKeWkRF82eEnMbkS5dOfElxQUUNnhob/fh8XiYevgQxYq4Kvh5DTO2\nkvVbD+D1+igsyOPOa052e3iSZJo8J8nqjXtZ8kp3P5eLZk9hcEWxiyPKfCOHDuSu783g9fd38PDz\n/2DvgSYA9tU087u/rGbJKxu54J8Ms044jPwcfuAyW4VLC7lvyepAlYSWmmYeWbou5D2qliHROLsM\nzpg6UvEiGUGxmVt0WS8JaupbuOePfw/Ucjxu8iGcfvJ4dweVJfLyPMw6YTQLr/sy3znnaCoHdheQ\n37W/kV8/torv/+plXn9/h5qr9APKaZZEKH4kUyk2c4smzwlqaWvnjofeobqzdmNFWRE/vuCEnC5N\n1xdFhfmc9YWJ3P+zU7nk9CNDSlFt31PPL//7XX50z6u8s3YXPp8m0dlKOc2SCMWPZCrFZm5R2kYC\n2jt8/Oq/3w3k7Ho88KNvHU+V0jX6rHhAAeeecjhf+/w4nlr+MU++9nGgxfmWnbX8/MG3OXbSUK44\n+2jGjxzk8milt5TTLIlQ/EimUmzmFk2e+6i51cs9f/w7b6/dFXjtirOO5qQjVdM5GUqLC7ngK0dw\n+owJ/PXVj3jmjU20dHZs/OCjfVx7z6ucNn0sF84+gsHl+mMlWyinWRKh+JFMpdjMLUrb6IO9B5r4\n2e9XBJp9AHz9i5M4a+ZEF0fVP1WUFXHJ6Udy/89O5fSTxwfSYTp88MJbW7ny/y3jiWUbaGrxujxS\nERERyQW68twL3vYOnl+xmf/+2zqaW7trEZ8zayKXnn6kiyPr/waXF3PVN47la58fxwPPrOXv6/cA\n0NTiZfHz6/jrqx9z1swJfGX6WFU5ERERkZRxbfJsjDkUeBc41Vq7Iej1M4GbgTbgIWvtIpeGGLC7\nupHXVm3n+RWbA2W2API8cOU3juVrn1dljXQZM7yC277zOd5bv5sHnl7Dtt31ANQ1tvLo0vX86UXL\niUcO43PHjGDaEcMYFFS9Q0RERCRRrkyejTEFwEKgMczr9wDTgCZghTHmKWvt3lSMo7nFS1t7B21e\n/3/NrV4O1rVwsK6F/TVNbN1Vx4ZPDrB9T32PbQ8bVs73vzmVI8erg6Abph0xjOMOP4SX3vmEv7y8\nMVAWqL3Dx1trdvHWGn8u+sihZUwaXcmIoWUcMriUQwaXMLCkkOKifIoHFFBcVEBBvoc8j4e8PA9F\nhfluflsiIiKS4dy68nw3cB9wg+P1KcBGa20tgDHmDWAmsCSZB29u9XLLf74ZqJLRG5UDB3DWzAmc\nM2uSWm66LD8/j9mfG8dpJ43h9fd3sPStrazdtD/kPZ/ua+DTfQ1x73Pq4UOZ953PqbOhiIiIhJX2\nybMx5lJgj7X2JWPMzxyrK4CaoOU6oK/1yPIBdu3a1WPF+k9qezVxLsz3cPhh5XxmchWfMYMpLMhj\n965PY28oaTNpmIfvnz2OXdXDWf3RQT7cfJDNuxro6OjdflZv3Mf//X0DE0YM5Mtf/vI4YLu1NlVP\nI0aMUZF4KEYl06U4RhWfkpC+xqcn3Q0njDHLga4pzXGABc6y1u4xxhwD3GWtPb3zvfcAb1hr/yfG\nPucBt6Zu1JLDxltrtyS6E8WopJBiVDJdwjGq+JQU6nV8pn3yHMwY8wpwZdcDg505z2uB6fjzof8P\nONNauzPyXiLuewDQDEwC2mO8va82A6l8WlD7d3//ham6qpeiGE3Fv0k27DOXx5htMerUH84T2n/0\n/ackRpMUn4l+/9o++7fvfXz6fD7X/ps8efLLk/0umDx58hWdr50+efLkdyZPnrxy8uTJVyW4f1+K\nx6/9a/8ZdYxUjDkb9qkxpu6/bP+caf/av7bX9sne3tU6z9baUzq/3BD02nPAc+6MSEREREQkMpUU\nEBERERGJkybPIiIiIiJx6u+T59u0f+0/g/efimOkYszZsE+NMXWy/XOm/Wv/2l7bJ3V7V6ttiIiI\niIhkk/5+5VlEREREJGk0eRYRERERiZMmzyIiIiIicdLkWUREREQkTpo8i4iIiIjESZNnEREREZE4\nafIsIiIiIhInTZ5FREREROKkybOIiIiISJw0eRYRERERiVOB2wNIFWNMATAa2G6t9bo9HhEnxahk\nOsWoZDLFp7il306e8X+gNi9btsztcUj28qR4/4pRSZRiVDJdKmNU8SmJ6lN8Km1DRERERCROmjyL\niIiIiMRJk2cRERERkThp8iwiIiIiEidNnkVERERE4qTJs4iIiIhInDR5FhERERGJkybPIiIiIiJx\n0uRZRERERCROmjyLiIiIiMRJk2cRERERkTgVuHVgY8yhwLvAqdbaDUGvXwtcAezpfOlKa+1GF4Yo\nIiIiIhLClcmzMaYAWAg0hlk9Dfi2tXZVekclIiIiIhKdW2kbdwP3AZ+GWTcNuMEY87ox5vr0DktE\nREREJLK0T56NMZcCe6y1LwGeMG95DLgK+BIwwxjztTQOT0REREQkIjfSNi4DOowxpwHHAYuNMWdZ\na7tynO+11tYCGGOeA44Hno+2Q2PMPODW1A1ZJDGKUcl0ilHJZIpPySQen8/n2sGNMa/gfyBwQ+dy\nBbAGOAJoAv4MPGCtXdqHfY8DNi9btozRo0cnb9CSS8LdGUkaxagkgWJUMl3KYlTxKUnQp/h0rdpG\nJ/GG+lAAACAASURBVB+AMeYCoMxau8gYcwPwKtAMLOvLxFlERHJDTUMrC5esZnd1I8OqSrl6zlQq\nyorcHpZID4rV/sPVybO19pTOLzcEvfYo8Kg7IxIRkWyycMlq3ljtf/Z847aDAFx38YluDkkkLMVq\n/6EmKSIikrV2VzdGXRbJFIrV/kOTZxERyVrDqkqjLotkCsVq/+F2zrOI5Aifz8fKf+zm4+0HGX1o\nOTOOG4nHk9Ln3SQHXD1nKkBIHqlIJlKs9h+aPItIyvl8Pn792N955b3tgdc2bp/EZWccqQm0JKSi\nrEh5o5IVFKv9h9I2RCTlnn1jc8jEGeCvr37E6+/vcGlEIiIifaPJs4ikVGtbO4//rw277k8vWTo6\n3Ks1LyIi0luaPItISr3y3jZq6lsBGFpZwuJ5X6FkgD9jbNvuet5as9PN4YmIiPSKcp6zWHV1NS++\n+CLvvfceu3btoqCggOOOO45vfOMbHHbYYW4PTwSApW9uCXx91hcmMLi8mDNmjOeJZRsBePndbXz+\n2JHuDE6ylhpOSKZSbPZ/mjxnod27d/PAAw/w9NNP4/V6ARgwYABer5cPP/yQP//5z/z4xz/m3HPP\ndXmkkut27W/go+01ABTkezht+lgAvnzimMDk+b31e2hsbqO0uNC1cUr2UcMJyVSKzf5Pk+cs4vP5\neOKJJ/jtb39LY2MjY8aM4bzzzuOLX/wiw4cPp7m5mWXLlnHPPfdw11130dbWxgUXXOD2sCWHBadk\nHDf5UAaW+CfIow4ZyISRg9j0aQ3e9g7eWrOLUz6juyUSPzWckEyl2Oz/lPOcJWpqapg7dy6//OUv\nKSgo4KabbuLPf/4z3/rWtxg+fDgAxcXFnH766Tz88MMMGTKEf//3f+d///d/XR655LI3P+yePH/u\nmBEh62Yc152qsfIfu9I2Jukf1HBCMpVis//TlecssH37dn70ox+xdetWTjrpJG6//XaGDh0a8f2j\nR4/md7/7HZdddhm33347EyZMYMKECWkcsQg0NrexfuuBwPJJRw4PWf+ZKcNY/Pw6AFZv3EdHh4+8\nPNV8lvio4YRkKsVm/6fJc4b76KOPuPrqqzlw4ADf/va3+f73v09+fn7M7SZNmsQtt9zCDTfcwPXX\nX8/ixYspLi5Ow4hF/NZs2h8oQzdh5CAqyweErB87vILKgQM4WN9CXWMrm3bUMOmwSjeGKlmoq+FE\n18NZ8+5/Uw9niWv0kGBuUdpGBlu/fj1XXnklBw4c4Kc//Sk/+tGP4po4dznttNM477zz2LRpE/fe\ne28KRyrS0+qNewNfH3t4zzsleXkeph5+SGB51YY9aRmX9C9dD2dt3HaQN1Z/yn1LVrs9JMlBisPc\noslzhvroo4/4/ve/T21tLbfccgvnnXden/bzwx/+kIkTJ/LEE0/wzjvvJHmUIpF9sHFf4OvgSXKw\n4yZ3v7520/6Uj0n6Hz2cJZlAcZhbXJs8G2MONcZ8YoyZ7Hj9TGPMO8aYFcaYK9wan5u2bt3KNddc\nw8GDB7nxxhs566yz+ryv4uJi5s2bR15eHnfddRetra1JHKlIePVNbWzZWQv4rzAfNWFI2PcdOaEq\n8PX6rQfUbVB6TQ9nSSZQHOYWV3KejTEFwEKgMczr9wDTgCZghTHmKWvt3p576Z927tzJNddcQ3V1\nNddddx3nnHNOwvucMmUK3/zmN3n88cd54oknuPDCC5MwUpHI1m+pDnw9YWRFoKOg04ghZYG854am\nNrbtqWPs8Ip0DVOykDO39KLZUwA9nCXuCn5IsKqimDZvO3MXLFf+cz/l1gODdwP3ATc4Xp8CbLTW\n1gIYY94AZgJL0js8d+zfv5/vfe977N69mx/84Ad885vf7PEeb3s76zZ8zMdbt3HgYC1FRYWMHT2S\nY6dMpqJ8YMR9f+c73+HZZ59l8eLFzJkzRw8PSkqtC5o8Txkf/qozgMfj4Yhxg3lrjb9U3brN1Zo8\nS1RqQCGZqOsBVoD5i1cqRvu5tE+ejTGXAnustS8ZY37mWF0B1AQt1wGD4tjnPODWZI3RDfX19fzg\nBz/gk08+4bLLLuOSSy4JWb99527+9OTzPP/y69TVN/TYvqiwkK+eMoOrLj6foVWDe6yvrKxkzpw5\nLF68mFdffZXZs2en7HuRnvpDjPbGus1Bk+dxVVHeCVPGDemePG+pZvbnxqVyaBJBtsSocktzU7bE\nJyhGc4EbV54vAzqMMacBxwGLjTFnWWv3ALX4J9BdyoGDsXZorZ0HzAt+zRgzDticnCGnVmtrK//6\nr//Khg0b+MY3vsE111wTWHfgYC2/+68/8uxLy2nv6GDI4ErmfO00jjQTGVo1mOaWFjZu2srSV97g\nqRde4dU33+WO63/I9OOP7XGcs88+m8WLF/PCCy9o8pxm2R6jvdHe3sGGbd31nWNPnrvXB1+xlvTK\nlhgdVlUauJrXtSz9X7bEJyhGc0HaJ8/W2lldXxtjXgGu7Jw4A6wDJhljKvHnQ88EfpXuMaZTR0cH\nt912G++++y5f+tKXuO666/B4/I0iXn7jbe78jz9QU1fP+DGj+ZcLvsGXZ0ynoCD0x3bKydP5zoXn\n8pdnX+TeRY/wk3m/5Dd33MjxR08Jed/YsWMZM2YM7733Hl6vt8d+RJJh+556WlrbARgyqJihlSVR\n3z/psEEU5Ofhbe9g574GDta19KgJLdJFDSgk0ylG+z+3Z08+AGPMBUCZtXaRMWYu8CLgARZZa3dG\n20G2u//++3nhhRc49thj+fnPf05+fj5er5d//8+H+cuzLzJgQBE//u7FnHfWbAqi1HjOy8vjvLNm\nM3rkcObO+yU33nUvf/7PexhYFvoX79SpU3nmmWfYtm0b48ePT/W3Jzko+IrLpNGxm54UFuRz+GGV\ngavO67ZU92jlLdKloqyIq+ZMDTw0eN+S1Vw9Zyo+UJMKyQjB+c/Btu+p5+aFK6hrbKW8tIhfXHUy\now6N/KySZC5XJ8/W2lM6v9wQ9NpzwHPujCi9XnrpJe6//35GjRrFPffcQ3FxMY1Nzfz05//O26s+\n4PDxY7jzhmsZd9iowDY+n4+WNi8F+XlhJ9Of/8xx/MsFX+cPj/yFx558ju9cGPrQ4ZgxYwB/y29N\nniUVNgalbBweZ8fAKeOqApPn9Zo8SwzhHhoE9JCWZLSbF65gX00zAC01zdy0cAUP3fIVl0clfeH2\nleectXHjRm677TbKysr49a9/TWVlJfUNjfzwpjv5cP1GvjB9Gr+47oeUlhRT39jM8ytW8cq7a1n7\n8XaaW9soyM9n4uhDmfPl6Zwx4wQKCron0hfNOZNHlzzHk397mcu/NYf8/O5y3oMG+Z+/rKurS/v3\nLLnho+3dk5nDD+v58Go4U8ZXwav+r5X3LLHE80CWHtKSTFPX2Bp1WbKHJs8uqKur49/+7d9obm7m\n7rvvZsKECTQ3t/DjW+fz4fqNfPWUL3DL3KsBePRvb/DgU69Q19iMx+Nh/MhDOGRwBfWNzWz4ZCd3\nPvgkL7z5Ab+69kIGlvjLz5UUF3PKjOk889KrbNy8hSMmTQgcu7CwEACv15v+b1z6vTZvB5s/rQ0s\nTxwds1gOAEeM/f/snXd8VFX6/99TM5n03khIIbkJpACh96KgrqhYsSN2dF31t5a1rMoqirq7goqN\nFbGjXwVBEQud0EJNIMkNCQkJ6b3OTKb9/rhJSCEhEEhj3q8XrzBzyzl3zpnkued+Ps9z2jSYcaoS\no8mCSmkrgGrjzHRkyLKZtGz0ZZy0agyNK89Nr230T2zBcw9jtVpZtGgRp06d4p577mHatGmYzRae\nX7KMw8fSuHzKeF56ciFF5VW8+MF3JGfk4KTV8PCNlzNnSjyerk7N5yqpqGbJqnVsP5jKc+99y9K/\n391sNowbJrD+j62kHs9qFTwbDAYA1Grbl9bGhSensBqjyQKAt7sWF8euGf9cnezw9dBSWFaP0WTh\nRF4lwuDOs3TYuHTpzJBlM2nZ6Ku8+tBEXmijebbRP7EFzz3M6tWr2bJlCyNHjuTBBx8EYNmnX7J9\nz37GjIhh0VOPkpqdx9//+wXl1XXMGhfLU3fNwcWx/SqKl5szSx67jcffXsWe5OPsSkpnYpwAgL+P\nNwAlZa0fgVdWSiszrq5d06LasHEutJJsdMEs2JLIYHcKy6RH7WknK2zBs40OaWnIqqprYNnqgxzN\nLEPfYEatklNaWc+LHybg7+U4YIyDbSsr3n5FFF9tTLUZJPsgLcfKyUFNVl4l9XoTWo2S0ABXqusa\n8HHX4tSPx6vtfGw5/zrbNlCwBc89SFpaGkuXLsXNzY3XXnsNpVLJhk3b+frHXwgJDOCN554gKSOX\nx99eRYPRxFN3zeGmy8Z1ek6FXM5f513B3hfe46et+5uDZ6fGYLttQZWysjIAPDw6rvpmw8b50vKx\neVfNgk1EDnZn64FTgKR7vnZK2AXtm42ByYc/HGHvsaLm1zqDGZ3BTEVNAycaJUQDwTjY1iSZll3e\nbD6zGST7Fi3HqiUGYwMH0qTMvP19zDqr9HkpVAG1Bc89RH19Pf/4xz8wGo288soreHl5IWZksXjZ\nxzg6aHn7pafIKijl8bdXYTJbeOOx25gWP5QGk5lNR7LYl57PqdJq3J3smREbzOXDQ5HLJYlGRJAf\nwX5e7E4+jtFkQqVUIpNJelFrm34UFkqV3Hx8fHry8m1cIrRKU3fOwfNpc6FoMw3a6CJnMwYOFONg\n2+toazYbKNc5EOjqWPTnMevMtHspVFg87+BZEAQ3YB7giZSTGQBRFBddgH4NON566y1yc3O58847\nmTBhAjW1dTzz2n8xNBh5/bknMFrlPPmfLzCazCx57DYmj4hk44FMlq3fR1mNrtW5tiaf5MfdaSy9\nfzYatTSEIyKDyd6SSFZeMRGD/ZsNgao2hVCKioqwt7fHyckJGzYuJA1GMycLWpoFzy14DvZzRqNW\noG8wU1qlp7RSd9YCKzZstDUPnmn7QKDtdbY1nw2U6xwInG1Ottyvv9JZFcVLocJid1ae1wLFwDHa\nL3DaaMGWLVtYv349kZGRLFy4UDIN/vcD8gqLuOeWuUQJ4dzz8odU1+l46YEbGREVytMrN7H9WA52\nSgW3T4vm6tHhDPZ2Ia+shqXr9rEzJZf/rN3DczdPAiA0QFpJzsovIWKwP4YGaVVCrVa16ktZWRme\nnp7NxkIbNi4U2QXVmC3SrwJ/Twcc7VVnOaI1CoWc8EA3kjNLAUg7Wc4k14CzHGXjUuey0UEkHMlv\n/iOkUoCjVo2bk6ZZ8zwQaGuSvOOKKL5so3m20Te4dkoY+44VYjRZUCpkaOzkNBit2KnlyOUKdHoj\nTlo1d1wRdfaT9VE6M+1eChUWuxM8u7cstW3jzFRUVLB48WLUajX/+te/UKlUfLduI1t3JRIfO5S7\nb7mOhW98SlF5FQtvmkVsZBj3vLOe3NJq4of48cLNk/D3OL1KHOTlwuK7pnPfsp/5aW86lw0PYUxE\nAAHe0iPv/BKpQEVDgxEAO1XrAKa+vh5PT88eunoblxKt9c5dy+/clsjg08FzanY5k+JswbONzln8\n2b5WqzcymZzPX76y1/pzsThT1bqBpiMdKCz5PJGGxqxDRrMVF5WKr/81myWfJzZrgQ1Ver7cmNpv\nx7CjKopn2zZQ6E4i1WRBEOIvWE8GKG+99RYVFRUsXLiQkJAQMrJzWLriS1ycnVj01KMsWbWO1Kw8\n5kweyYSR0dy37GdyS6u5c3oM7z44u1Xg3ISdStm84vzFlmQAArykzARNwXNHaDQa9Hp9p/vYsHE+\ntKwseK565yYig09n2BCzO5/LNmwAzakRO3ptw0ZP01ExlEtBC3ypcM4rz4IgZCHJNLTALYIg5AEm\nJN2zVRTF0M6Ov5RITEzk999/Jzo6mltvvRWT2cyi/3xAg9HI4uceZ8tBkY27jhAzJIi5l0/ikQ9+\npUbfwDM3TOC68QKJ2RX8nlJMTrkOhUzGsAAn5o0ahJeTHVGBnowM82Vfej7ZRZX4e7khl8nIKZRW\n7ezspLQwekPrL7Gfnx/Hjx+nvr4erXbg6ZBs9B4Z3ci00YQQdHrFOjOvkgajGbWqfRl6GzaaUCnl\nzat8Ta9t2OhNOiqGcilogS8Vzue3zDRgOjAWCAUmN75uet8GYLFY+Pe//41MJuOZZ55BoVDwzZoN\npB4/wV9mTsHbx4+l32zE3dmBx++Yw99XbqJG38CLt0wmItifBasO8rfVyfySXERKQQ1JeVV8tfcU\nt3ySyBaxBIAbJ0p6qTV7ROzUKgK83ck8VYTVasXNVarsVlreevVu/PjxGI1Gfv/99579QGwMaPQG\nE7lFUsl3uQxCA7pWWbAtLo52+Hs6AGAyW8k8VXXB+mhjYLJ44UTUSjkyQK2Us3ihrfCEjd7l1Ycm\n4umiwU4lx9NF01wM5eEb4pgU5094oCuT4vwHpBb4UuGcV55FUTwJIAjCD6Io3tBymyAIm4CZF6hv\n/ZqtW7eSkZHBVVddRVRUFMWl5Xzy1fe4OjvxyILbefTNzzCZzTxzz1wWfbeLilo9f587jmqrPQ9+\ncQizFS6P8uLmUQEM9XOmwWTh12NFvLflBC/+lMq/b1IwZVgQrg4afjuYyV+vHo0w2J8/9yWTX1JB\ngI83SqWCEzmnWvVr7ty5fPXVVyxbtoywsDBiYmJ66ROyMZA4kV9Fo1eQAG8n7O3O304RGexOfqmU\nnzztZDlRIbZiKTbaF164dkoYSz5PpKa+AWcHqVpbgLdjb3fzgnIpFJsYKLQtjGK2tJcPXQpa4K7S\n3+f2Oa88C4KwplG6cbUgCCda/MsBNBe+i/0Pq9XKypUrkclkLFiwAICPv/oend7AI/fcytptB8jK\nL+HGmWP581ghOSXV3DplGIVGO5ZuzsRVq+b9W+P417VDiQlwQSGXYa9WcP0If96+MRq5DF78KZXa\nBjOzRoRSUatnb3oeMUMCATicfhKVSkl4yGDEzCzqdacfH/n6+vLss89SXV3NggULePzxx/n1118p\nLCzEcoYvuw0bXaE7xVHa0lL3nGrL92yjkabCC8dzK9l5JJ/nP0igtEqPwWihtErPCx8m9HYXLzht\nr/mDH470dpdsdEDLsTqYVkxFTcOAnpvdpb/P7fNZHrobcAeWAo+1eN8EFJ3xiEuMw4cPk5qayowZ\nMwgODuZUQRE//76VkMAARo8cwS3/WIqnqxMREeG8/n+7iQ32xtHDhxU7TzLYQ8u782KprDeyfFsW\nx4trUcplhHo6cG2cLyODXFk4LZR3NmXy8fZs/jIylO92pvDbgUxunxQBwIHUE/xl0gjGx8eRevwE\new4eYcbEsc39u/rqq/H392fp0qXs3LmTnTt3AmBnZ4efnx/+/v74+/szaNAgQkNDCQ8Pt6W3s9Ep\nF0Lv3ETLYimp2eVYrVbb3LPRzlzV1hjY1qQ1ELAZzPoPnY3NQJyb3aW/z+3zCZ6HN/78NzC4zbYw\nYPvZTiAIghz4BBAAC/CQKIopLbY/DtyHlEca4EFRFI+fR197hXXr1gFw8803A7D6p18xWyzcM28u\nn/+ynQajiXuuncFHvx3GTqXguskjeHVjBr7Odiy9OYbv9uexPUMqo22vUmDFyslyHduOl7Jwagg3\nxgew5nAB65IKuX3sIPzdHdmRkstzN0/EzcmBvUePY7VamTFpHJ9+u4afNm5uFTwDjBw5klWrVnH8\n+HF2795Namoqubm5FBQUkJ2d3e6aPDw8iI2NZejQoQwdOpRhw4bh6DiwHpHaOH9aZtrobvAc5OuM\no72KWp2RyhoDuUU1BPk6d7eLNvo5bc1WbY2CTaasgYTNYNZ/6KwwykCcm92lv8/t8wmeX2n86QEM\nARIAMzABSAa64taYg5SZY5IgCFOBxcB1LbbHA3eKonjoPPrXqxgMBjZv3oyPjw8jR45Erzfw85/b\n8HR3Y2RsDK9++R8CfTwoa1BQXqNjweUj+DAhB6VCxqJrovgk4STJedWEeWq5Y2wgUX5Sqrp9WRV8\ntDObD7Zl4+1kx/zxQbzycxo/JxcxJXow324/RlJ2MeNiwvl112EycosQwoIZER3Frv2HOZCUQnzs\n0Hb9DQ8PJzw8vNV7tbW15OXlkZuby4kTJ0hPT+fo0aNs2bKFLVu2ACCTyQgLC2PEiBHEx8czatQo\nXF27FzTZ6J/U6YzklUgaZYVcRoj/+ZkFm1DIZcQM8WR3cgEASRmltuDZRqvCC05aJek5la2C59p6\nI/Ne+IXoUE8eu2VEv9JPdsSlUGxioNByrORyEE+eDgz1DSZufHY9TtqOtfn9XQN8rvT3uX0+hsHp\nAIIgbACuF0Uxo/H1YOCjLp7jJ0EQ1je+DAbaJnSNB/4hCIIf8Isoim+caz97ix07dlBXV8eNN96I\nXC5nc8JeauvquXnObH5OOITRZOb6meP4dEcqrg4arPYulNRUc8+EIPafrCQ5r5pRg115fEYY6hYp\nl8aFuuOoUfKvDSKf7srhlasjeVMlZ3NaCY9P9ufb7cc4kFHAmOgh/LrrMPuOZRAe5Mvf7ruD+Y8/\nz5vL/8cnb72Cs9PZV4sdHR0RBAFBEJrfs1qtFBUVkZqaSkpKCklJSRw9epSMjAy+//57AIKCgoiP\nj2fcuHFMmDABe3tbaeVLgcy8038kBvs5X5DUcnFtguerJ9kyYF7qtDRb3bPoN2p1plbb9UYzGGHv\nsUI++OHIgDBm2Qxm/YeWY3XDM+tbbWuaq4ZG/fPKf85ud3yTBhhOe0gG8tj397ndnQqDg5sC50Zy\naC/j6BBRFC2CIHyGtOJ8Y5vN3wDvA9XAWkEQrhJFcUNH5xIE4WXgpa62fTHZtGkTALNmzQLgt62S\nUeCqmVN4cum32KlVqB1dqNU3cOeMOH48VICzRsmEMA9e3SAS4KppFzg3Ee3vTHyQK/tPVlJSayBu\nkAt7sioI9JJWfNPzy7l2tDQZkzNyARgmDOHmObP5bv1vPPTMK/z94XuIjZK00WUVVeQVFpFfWEJx\naRnlVdXU1+swW8yolEocHLR4urni6+1FUIAfIYEBTJ8+nenTpYyERqOR1NRUEhMTOXToEMnJyaxZ\ns4Y1a9Zgb2/PFVdcwQ033EBkZORF/MT7B31pjl5ojudcOL1zE7HhXs3/T84oxWyxopDbdM8Xk/40\nR8+mIe1v+kkbZ6c/zc/OCvV0NHf7uwb4UqM7wfMBQRBWAd8hZe24DdhxLicQRXG+IAjewD5BEKJE\nUdQ1bloqimI1gCAIvwAjgA6DZ1EUXwZebvmeIAjBQNa59Ke7GI1Gdu3aRUBAABEREdTW1bPvcDIR\nocHoTFZyi8qYNS6Wrck5AHh6elKdnM38CUH8llKEFbh/0uAzBs5NjB4sBc9phbWEejmwJ6uCqgYr\nLlo78stq8PN0xcVRy/GcguZj/t9D8zGbLfyw4Q8efPqVDs99NhQKBeEhQcRGRRAfN4zRcdHExsYS\nGxsLgMlkIi0tjW3btvHrr782B9Jjx47l6aefZvDgLt9bDTj6yhy9GBw/dTp4HjLowgTPg7wdcXOy\no6LGQK3OSFZe1XlXLbTRNfrTHG1bhKIt/U0/aePs9Kf52VaP35KO9M/9XQN8qdGd4Pk+4K/AQ0gV\nB/8ElnflQEEQ7gAGNcox9EiaaUvjNmfgqCAIkYAOmAH8rxv97DEOHDhAXV0dc+bMQSaTsSvxECaT\nmWkTRrH9YCoAY2MieH3dYYYFeXE4rxaAqeEeLNqQTpC7PVG+7ctxt8St8YtXozdh3/h43GA0o9Wo\nqDeYkMlkBPp4kJadj9liQSGXI5fLeebRe7l86gQ2bNpOflEJVqsFd1cX/H29CfD1wcfLAw9XFxy0\n9igUCowmEzW1dZRWVJJfWEx2bh7pmdmknzhJWkYW363/DblcRlR4GOPj45g6fhRCWAjR0dFER0fz\n0EMPsWfPHr766iv27t3LvHnzuPfee7n77rtRqVQXcRRs9DQXMk1dEzKZjNghXmw7JOUpT8oosQXP\nNpp59aGJPLt8J5U1hub3tHYKZHIZMaGe/U4/aWNgsXjhRJ5bnoDRZEEuB0d7FfoGc7Pm+Uz0dw3w\npcb5lOf2FUWxEPAFvm/814Q/knzjbPwIrBQEYVtjHx4HrhcEwUEUxRWCIPwD2IoUWG8SRXHjufaz\nN2iq2jdjxgwAtuzaB8D0CWN55dN1KBUKZHZazBYrE6MGsTqlEj8XDUaLFbPFyshAl7Om5Cqrkx75\nuGpVpBdJwbebVk2drgEPZ+lO1clBg8lsxmg0oWgs0y2TyYiPHXpG02ATFouF9JwCMnLzKSyrpF5n\nQCaXodXYExU9nBnTpxPg5UZpSTGJR46y92AyR8UMjokZrPj6B4IC/Lj6sqlcNXMKPl4eTJw4kQkT\nJrB582beeustPvzwQ/bt28cbb7yBu7ut8MVAoKrWQHHj40WVUs5gvwtn7IsL92wOno9klHL99PCz\nHGHjUiHA25HXF07ixQ8TKK/SYwHqDWYA9hwrJPXNP/Fwtsffy7HHjVddNX613M/dWQNYKa82XBJm\nsYFOdl5V88qz2QLuziqUSgectEqe+2AndTpjO/Ngb2uAL5ZhcaDO8/NZeV4BXA1sQ1pxlrX5eVZn\njyiK9cAtnWz/CvjqPPrWazQ0NLBlyxa8vb0ZPnw4ekMDCYmHCPT3xdnFBfFkAWOGhXE0pxSAQF9P\nqg+eYGKYB7nlklol2MPhrO0caNSXhnk58L+d2agVMjQKK9W6BqKDvaW+GKU/Il3NjZtbVMb3f+xh\n4+7DVNacXWfl7GDPsLBBTJo2k4X33U1ZSTFbd+1j2579LF/1LR998R1Tx4/mvttvIDxkMDNnzmTM\nmDEsWrSILVu2cPfdd/P+++8TFBTUpf7Z6Lu0LJ8d6u+CUnHOdZc6pKXu+diJMowmMypl982INgYG\nL34oFUk5E1W1RqpqjZzIrwZ61njVVeNXy/1acimYxQY67/2Q1Op1VkE90Ppva2fmwd7gYhkWsLGM\nZAAAIABJREFUB+o8P59sG1c3/nesKIrFne58CbFr1y5qamq49tprkcvl7DuUjE5vYNqE0exOllJU\nT4wTWHukEHu1ErNcki5E+jpSrZecuG7azuUMJ0rqOHCykiFeDugaTJworWdahCf7j0sTc9QQP0AK\nhr3cnLBTd34+k9nMijWbWfXLdsxmC+4ujlwzNZ5hoYMI8HJHa2+H1WqlXt9ASUU1+SXlnMgrRjxZ\nwO6k4+xOkq7L09WJySMief2fl1NckMeaX/9kc8Jetuzax+xpE1l49zz8fLxYsmQJK1as4OOPP+be\ne+/l/fffJyIi4vw/dBu9Tsv8zhdaVuHjrsXP04GC0joMDWaSM8oYGel9Qduw0X/pauGJnjZeddX4\n1Vm/bGaxS4O+VDzlYhkWB+o8747meYsgCNXAL8DPoigevkB96pds2CD5GZuybGzauRuA6RPG8MXv\niQAMGxLMO3+IjI0I4GTjanOolwPHG3PkdrZQXGcw8d9NmViBW+L9Wb5N8kjMHe7He2u2I5fJmB4b\nzMmCUorLq5gW37E8A6BWp+cf737D3qMZ+Hm6svCmWcwcHY1SqSCrqJJNR7JIzs7kVFkNNfUGrFYr\nGrUKD2dHhsaNZIaLFpnZQEFBEYnH0lmzJZE1WxIJ8vXkluvm4umg5H9ffc/GLTvZtjuRx++/k7lX\nXsYDDzyAu7s7S5Ys4eGHH2b58uWtUuLZ6F9cDL1zS0YP9WHd9hMAJKYU2oJnG82czTTYRE8br7pq\n/OqsqIbNLHZp0JeKp1wsw+JAnefnHTyLojis0el6JfCKIAgRwFZRFB++UJ3rL5SVlbFt2zaGDBlC\nVFQU9To9WxL24e/rzZCQwew9+g2BPh4U10rmlpFhvqSVSndcwR5a8iqlPwC1jZq9ttTqTby2MZ2i\nGgNzh/uRU64jMbuScSFuVFdVkp5fzmVxIfi7O/H+d7sAmDIyqsP+Gk0mnl32NfuOZTJpuMCih27G\nUavhVGk1/1m7l4TU3OZ93Rw1uDvZI5fJqDcYySyoIDW3tHm7XCZjqBDLDB8nKkqL2HngGG99vh53\nF0ceuP4GFMY6lq74gtffXUHi4aM8/7cHufHGG7Gzs2PRokU8+uijfPzxx4SEhHRvEGz0Ci1/KV4M\nQ9+Yob7NwfO+lEIemBtjK9VtA5BMgy+00Dy3xMVR1Urz3JN01fjVcj8PZw3WNlpQG/2Xx26JZdnq\n09KNED8tSqUaJ62S7IKaVprnvsLFMiwO1Hl+3sFzY4ltT8ABKVWduvH1JcfPP/+M2Wxm7ty5yGQy\nNu/ci05v4I6ZU9iVdBydoYGZY6LZly7JK0ZH+PPrb9k42inwdFTj42wHQMEZVlHyK/W8/cdxTlXq\nmRbhycggFx788jAOdgr+Oj2Exz/cgFqp4OGr4qmp0/F/m/bi7uLI5WNjOuzvm6vWs+9YJpNHRLLk\nsdtQKhRsO3qSF7/cisFoJi7EhxsnRjEm3I+iWhPJ+dWcKtc1y0vkWMFiQq/XkVdYTEpOCUdPlqCQ\nyxg/cRKuigb+TDjAG5/9RMyQIP79ynMs//QL/tyxh5On8ln6r38wZ84cTCYTr732Go888giffvop\nvr6+F2F0bFwsyqp0lFdLc1ajVjDIu/NMMefD0BAPtBol9XoTxRU6cgprLqgp0Ub/xdFBTWSwe/Mf\n+9uviOKrjam9XqGtyfjVZJR6+ZPdZ+xPW4PYqeJaXvwwgZzCatKyy3nm7tH8tC2z16/HxrkzZlgA\nk+JKOx27vlZR0NrN4zu6no6MkKeKa/nbv7dQU9/QaeXFvkp3ZBuVQB3wHvCCKIpHLkyX+hdWq5X1\n69ejVqu58sorAfhl03ZAKozy7vdS0ZQZY6L5f59tw9VBQ7CPK7nl9cQEOEtlrj0lo2BaYQ1zYn2b\nz7tZLOXzPbnojGauivbh6hgfHvjiMHqjhTfmDuPbLUcorqrjvlnDGeTpzMp1W6nTGZg/Z1qHeuef\ntu3np237EQb78drCW1AqFPx+6AQvf70NtVLBotunMiMuhF+SC7nvq2ROVejOeJ7TOBEe5YuvA+Se\nymNnipQdYer4CZhrStlx4ChPvPMVL9x7A2GD9/HDhj+4/+8v8+Gb/2Tu3LnU1NSwbNkyHnvsMf73\nv//h5HThAzAbF4eWq86hAS4XpYiJSilnhOBNQqPhZF9KoS14tgG0NzilZZc3Gwj7ghnpXA1YLQ2Q\nhio9zy9PaM7Y0Beux0bX6crY97WKgt3tT3fne18yT3aF7gTPNwAzkWQbswVB2IEk2/jjgvSsn3Do\n0CGys7OZPXs2zs7O5BUWs//IUUZER+Li7EzCEZGQAG+MVgWl1Tr+MmoIx4vrsFghsjGns7ezHT7O\ndiTnV1Naa6BKZ+K7A3kcyq1Cq1bw6LQQxoe688g3R8iv0nPfpMHYWfWs25dOhL8782fGoW8w8u1v\nu3DUarhh5pgz9nXf0QyWfLYOZwd73njsNjR2ahLT83n5623Yq1W8c/8sfNxdWPj1EZLzqrFTypk1\n1Jsxwa442imp0Bmp1pnQGc3ojWbqDGZyy3Uk51dzvMSKQu7GuFGBFBecYtuxXFy0dtw1dzbfb9jC\nc++v5tn513KvizP/++YH/vr8a3zy9iLuvPNOiouL+fbbb3n66adZtmyZLQ90PyEtu7z5/8Lgi5d6\ncMxQ3+bgOTGliJtm2kymNtqbjdqar3rbjHSuBqy2/W9bpa63r8dG1+nK2Pe1ioLd7U9353tfMk92\nhfPOKyWK4h+iKD6LlLZuJXAzUv7mS4q1a9cCcP311wPw8x9bAZgzazqb9x+jwWjiivFxbE46CcCM\nuGAO5kjpvYYHujSfZ6bghd5oYeE3SfxjbQqHcqsY5ufE2zcMY0q4J//5M4OkU9VcFuXFvHh/Xlu9\nE6VCzovzJqNSKvhjTxIVNXXcOHMsjvaadv3cdiCFp5Z+hUwGSx67jQAvdzIKynl21WZkMhlvLZiJ\nRqtl/qoDJOdVMzPSi6/vG8XwQBc2HCtm+fZsvknM45ejRWwWS9l1ooIjedWU64yMGuzKX2J8CHCz\nZ+/JGgqsbswcG4uuwcSXCRncNGcWbk4OvPHZT/gPDuX2668mOzefp//1b8xmM0888QRTp04lMTGR\nxYsXY7V29wGSjZ4gtUXwHBV88YLn+Ehvmha1006WU1Vr6PwAG5cEbc1Gbc1XvW1Gatv+2frTtv+q\nNpVme/t6bHSdroz9uc6Pi013+9Pd+d6XzJNdoTua5zeQqv+5ABuBR5EKm1wy6PV6tm7dSkBAACNH\njsRqtfLb1gQ0dnbMnDSOvy+VUlXPHh/LIx//idZOxZiIAL74Ngm5DEYGnTZYXRPni5NGSUmNgeIa\nAxPCPIgPkoqmbEsvZc2hAsK8HHjhKoEVvx2kpLqe+2YNJyLAAwDxpFSOe/qoYa36WFpZzYq1W/hx\n8z7s1CoWPzKP+KhQckur+dvHv1Grb+CV26aidXDkka+PUK038bcZYUT5OfLqBpGyOiMalZwpQzwY\n4u2AXCajwWzBYDRT12Amv1JPcn41BdUG7JRy5sT5sk0sZfOJOibGDyc1NYUvtqWy4C+X8f3633n9\ns59496n5FBSVsDlhL+9++jVPPHAXr776Kg8++CDr16/H19eXBx98sIdG0cb5YDRZWsk2IoPdLlpb\nLo52RAa7k5JVjtUKe48VMmvspVvq/VKnqq6B/3y1n4NiSfN7Lg5q/D216BpMyJAxLNS918xITdrP\nnMJqlHIwWyVjtc5gIq+4li83ppJXUktNXQPODupmU+Mzd49ulmrIZDSXp7daLbg4arjjio5N4Db6\nFiPCPVvlNh4Z2d4O1hsVBVsXLLFDhoyyaj0+7trm+dW2P01a/Lba5LYa546OT8su5/kPpGqLKqWc\nxQsnIgx2bzb8tjxvf6I7so1i4E5RFMW2GwRBeEAUxY+7ce5+wZ49e6ivr+emm25CJpORfiKb3PxC\nLp8yngaTmYOpWcQMCaLeBPnltVw+PASzBY7mVRPp64SL/Wl5glwmY2akV7s29EYz//4jA7VCxr+u\nicJgNPHdjhR83Ry4c0bs6f0apEcea7bso14fR05hKQmHRRKS0jGbLYQEeLP4kXmEDfLh8IlCnvls\nM5V1ep64diyD/Lx49Jsj1BnMvHBVBEaLldc3Hkcul3H9cD/iBrmw72QFm9NLMVtarwor5DKmRnii\nUcpJyCznyKlqRgS5UlytJ+FEJZOGDuPosWN8tvkYf7v5KpZ+voZ/fvg9K164n6ycU3y95hfGDI9h\n4pgR/Pe//2XBggV88sknuLu7c9NNN12kkbPRXTLzKpsfK/t5OODm1P5px4VkfIwfKVnSSvfu5AJb\n8HwJ8+EPR1oFziAFBUmZp5+EqJSKXjNfnakohNlq5UBaMScLWhd2Ka3SNxdyAZo1zlYrFLXwm5RW\n6flyY6pN89xPePf/WhdJWbY6icvHtM4o1RsVBc+nYElH2uSuapyf/+C0dr/BZOG55Qn8sGQOAd6O\n/Urj3JbupKr7TyebHwIGfPC8aZNkBpw5cyYA23ZL+ZynTRjDnuTjWKxWpoyIZHdaHgATogJJKajG\nbIURLSQbnfHdgTyKawzcNS6QUC8HvtuRgsFk5uZJQ9GoTg/fHVdO5mBqFmu37mft1v3N70cE+XH9\njDFcPXkkFit8tPEgqzZJ3s5nb5yAh6cnj32bhMFo5p9/Ecip1LMprQQPBzULpwZzIKeKFbskyYmP\nkx1DvB3w0KqxAhX1DZworUdsLBM+MsiFWoOZvVkV+DnbMczPkZ2ZFVw/Jo61W/by5fZ07rlmBivW\n/MlHP27m1Wcf4+6/Pceidz5g9Qdv4+HhwXvvvce9997Lm2++iUajYc6cOd0YIRsXi5Z654u56tzE\nuGg//rfuGACH00uo0xlxsLdp4y9FuqLF7E39aGdtd6Tr7OvXZGNgcD4FSzrSJndV49xWu9/2dX/l\nwtXSbc2AT8RqsVjYvXs3Xl5eREVJjyv2HkxGLpcxPj6OQ2I2AKOHhXH0pFSIMT7MlxON+Z0jfM6e\nksVssfLDwXy0agV3jZNKWe/PkO70LotrfRcb7O/F16/9lSdv/wv3XTedZ+dfy/dLHufLVx/l6inx\nbDx4gpuX/MCnfxzGw0nLv++bRb5BzdM/HMNssfLi1QIHc6vYlFZCiIeWByYP5ofDBSTnVxPioWXh\n1BCuH+6Ho52SoloDeVV6ZDIZ0wVPHpkSQri3A+nFdZitVi6P8qKg2kC4jxMeDmp+SSnj+kkxlFTX\nY7JzIjLYn193HabBqmDh3fMor6jizeWfAhAYGMh7772Hs7MzixYtai4+Y6Nv0UrvHOJx0dvz9XAg\nNEC64TSZLexPLbrobdrom3RFi9mb+tHO2u5I1+njrj1rn3tbE2uj/9PZHOpoW0fa5K5qnNtq99u+\n7q90R7bRGQPe8ZWVlUVlZSVXXXUVMpkMk8lESnomEaHBODk6kHLiFHYqJRGD/cgs2IOL1g5vVweK\na6RA2tfl7I+592aVU1Rt4LrhfjhqpKHKKKjA3ckeH7f2wbfGTs282ROaXxdV1vHhrwdYu0ekolaP\nWqngrhkxhAQN4q3NOeRX6RnkquHhqaH8eDifktoGRgxyZmyoO18nSinnro72IdBdy87McirqjYBU\nCVEpl1FS20B2uQ5HOwVzYnxJPFnJjowy3LVqIn0cOZhbxY3x/ny0PRuD0hEvZy3f7Ujh9dtm87e3\nVvLB93+w7Kn5bNmVyB/bdzNr6kSmTRhNREQE77//Pg8//DAvv/wycrmcK664ottjZuPCYLVaSc3q\nGbNgSybE+HEiTzLb7k4uYOrIQT3Sro2+xcM3xKHTGzkolmBFko5Fh3mgUSv6RPGFprbzS2qpqNHT\nYLSADGJCPZl/9bAONc9NNG1zsFdJxTQc1AT0QrEXG+fPM3fFs+TzA61e9wVa6qzbap47ml8daZO7\nqtlevHAizy1vrXkeCFys4HnAk5qaCkBMjFSMJPtUPkaTCSEsGIBTxeUM8vFAqVBQUavHx9UBmUzW\nnAu3rXb4TPx4SDIBXjfcr/m9Or0RVwe7Do8xmS0kpOayft9xdqXmYrZYcbZXc+uUaPz8fPnlaAlf\nJKejkMu4YaQfLvZqPk7IBitcG+uLyWrll6NFONkpuXV0ACdK6/n5aBFyGUT7ORHj74yXkxq5TEZd\ng4mkvGr2ZVfy4+EC5sUHkF+lJ7WwhmtjfUkrqqWktgFvJzs2iaXcMk7g098PUVxnZvTQMBJTMsnI\nLeTFxx/kjkef5fV3P2FkTBTOTo5ERkY2B9AvvfQSGo2GadOmncdI2bjQFJXXU1EjZbzQapQE+vRM\nbu7xMX58uTENgP1pRRiMZuxUih5p20bfwdlBzcsPnF4kSMsu57nlOzGapd+p9na9MyfaGqievnM0\nX25MJb+kluq6Booq6ln581FkyFAq5IQNcgWs5JfU8uhbm5qD7OhQT159aKKtIEo/o+X4a9RyVEoZ\nJpMVlVKOl2vfeGrQMuowmixkF1RTpzNSUa1vvplrS9tiRE6N+7TVbFfVNbDk88R2RVJ8PR0ZM8y3\nMWDX8P2m9FY3uf11ntuC5/MkOzsbgLCwMACKissACPD1wWKxUKcz4OokfWHkMrA0pl8LcrMHILWg\nplW2jbakF9WyM6OMaH+n5nzQAI4aFVX17VN1FZTX8tNekXV70ymrkYwmwiAPrhotUGu1Y+2RQkpT\ns5DLYLrgSbCnll2Z5eiMFnyd7bhimDeJJyup1psI9tByxVBvdmSWU6034etsx+WRXni0meQOaiXj\nQ9xx06rZmFLMoVNVzIjwJLOkjhqDCR8nO9IKa5ga7sH3B/MZMkgqALNbzGPe7PEkpmTy07b9PH33\nNdx/x428v/Iblv3vS154/CEAhg4dynvvvcfDDz/M888/z0cffUR0dPS5DZSNC05LyYYQ5HZRiqOc\niUAfJwK8HMkrqcXQYOaQWMy4aL+zH2hjQPP8BwnNgTNAUkYZH/xwpFfNWG2LtoBk+stqYQ7siL3H\nCnul/za6R0dmvJYmud6moz52VqSkq8bAjvY7H5Nif+BiiU8qz75L/6agQFoV9vf3B6CqVjLNuTg7\nNgfKlsbVZU8XLYUVtRhNZsaFuqOQwbf7T1Fcc+Z8taW1Bp5bI5mj7psU3GpbqK8bFbV6UnNLqTcY\n+f3QCR776DfmLv6OlX8ewWA0c9PEKN59+CpGxgzjw70lrEjIob7BzJwYH64fGcDJch2b0kpRK+Vc\nG+tLuI8Dm8RS6gxmZg/1YvggKbdztd7EmMGu3DzCH3etikqdkRNl9eRV6TGZT4v+BW8HHO0UZJXV\nE+Qu3RwUVBkIcNNQazAz2EO6iag1WvFy1nL0ZDHjYyPwdHXi9z1JmMxmbp97NeGhg/npty0cOpra\nfO6YmBhef/11jEYjzz77LLWNn7ON3iM5o7T5/0NDL77euQmZTMaE2NPB8u7kgh5r20bf5UwGpN4w\n152taEt3zmWj79PZmPUVk9yFMLN2dI6O9jsfk2J/4JxXngVB+Gdn20VRXCSK4oyznEMOfAIIgAV4\nSBTFlBbb5wAvAkZgpSiKK861nxebqipJe+nqKq0ey2XS6pvVCkqFAg8XRwrLpH1Gh/uzekcKe9Pz\nmTQ0kIemhvD+1izu+N9+/t/lQxgX6o6zRklpbQM7M8pYtTuHwmoD8ycEMS60tZ70lslD2X4sh/nv\nrEOpkDcHsTGDvbl2XATTYoL5/mABT609jsFkwdvJjutHeFFeZ+RIfg0Afs52DA90oUJn5OApqY9R\nvo7EDXIlOb+aan0dThols6O8GORqT0W9kSP51ZTWnf5y2SnlXBHphUohRyaToVLIMVnMzStAaoWs\nWZqiUUn3aCYLBHg6cSSrCJAxeUQka7YkcizzFHERg3nur/dzzxMv8NYHK/li2RsoFNJxkydPZsGC\nBaxYsYJ33nmHF1544cIOpo0uY7VaOXL8dJqwuCHt0yteTMbH+PH9puMA7DtWiMlsQakYGAYUG+eH\nSilvToXVRG+Y63zcta1ynztp1RharDyf67ls9C/ajn9L+opJrrM+dmZmbXlMR3Ozo/06a7M/z/Pz\nkW1ciGe0cwCrKIqTBEGYCiwGrgMQBEEJ/AeIB3RAgiAIP4lim8SevYzFIv2yViqlj9DVWZJWlFdK\nkyQy2J+EI+nklZTzl1HhfLczhfd/SWRMhD93jA3EYLLw1d5cXlovaTglaYd0bpVCxr0TB3PfpPa5\nbEeF+3PDhEgSUnNxc7RnfOQgZo0IJcTHlRMldTz0dRKZJXV4OqpZEO9PToWenY35T4f5ORLs6UB2\nWT1HC2qQIemYh3g7kl1eT8KJcuQyiA90YWywGyaLlX05leQ05hv1dbLD30VDalENOqMFg8mCSiGn\nRm+iot6Iv4uG48XSyrCvs4Zt6WW4aVWUNK6wezpKWummAoIjhBDWbEkkLTufuIjBREeGc9XMyWzY\ntIM/d+xm9rTTxoL77ruPzZs3s27dOu644w6Cg4Mv0EjaOBeKyuspbpwP9nYKwjuRHl0MhgxyxdPV\nntJKHbU6I0czSxke4d2jfbDRezTpSvNKaimr0lFdZ2y3j7ODqscKijQVbDlyvBSL1dr8x9EKzZIN\nmUxaVGn+yWntqUIOHs4aiitPB9kKOew8ks/up9YxNMQVB41dK1OXs4O6nb66P2tHBwrXTQlj37FC\njCZLu4wJg/2cePKdbT02Vq2LoWgAK+XVBuztFKgUMkxmK3KZVMCniVtnRzRrllseg9XU6twT4/za\nteHjrmVCrB8JSfnNc728so4n39mGRi1r1n8rlTKiBruha7D0urG3u5xz8CyK4itnel8QBBkQcqZt\nZzjHT4IgrG98GQxUtNgcBRwXRbG68bw7gSnAD+fa14uJRiNly6itrcXV1ZXBgyT5RnqmlBN52qhh\nJBxJZ/Xvu3ny9r8wd1wkP+5O428f/8Ybd8/gvknBXDHMh5+TC0krrKHOYMbVXkVcoAuzhnrj7dTa\nFFhWXU9uaTVD/Nx5+oYJtCWloJq/fZtMjcHEdXG+DPN35tsDeRjNVmL8nQj3cSQpr5qkvGo0SjkT\nQt1x1arILK3nQG4VMhlE+jgyLsQNtUJOalEtJ8rqMFvB1V5JrJ8z3k52GM0WUoukwNuu8W56T7Y0\nfJE+jvyRKmUTUcigxmBiZqQXu7Ok7VG+jhSU1+LqoEGpkBPoI62qF5SeHv4H7riZ37Yk8OUP61sF\nz0qlkoceeoinn36a1atX88wzz3R7DG2cOy1XnYeFevb4qq9MJmN8jB/rd5wAYFdygS14voToSD/Z\nkuo6Y48VFDlTwZa2NC0WNP9ssc1sgZI2q9NNijizxUpy5unfjR3pSPu7dnSg8Mbnie2egDRxPLeq\n8WfPjFVXvifmNhH+e98nNc/RznjziwNMihvUbg42Bc4gzfWUk1XtjjWarOSX1vfr4ihNdKc896NI\nK8YOLd7OAoZ05XhRFC2CIHyGtOJ8Y4tNzkDLT70GqQR4Z315GXipK+1eKJq0zvn5+bi6uuLn40VQ\ngB97DiZRV6/jygnDWbV+G9//uYfLxsTw+LVjqKzTszkpm5uX/MjNk4dy+fAQHpwcjEzWejHfarVS\nVFHL0ZwSDmYWciCjgKwi6Usnl8n4x00TuWZsRPP+xTUGnvgumboGEy9eFUFxbQNf7DuFk0bJHWP9\nOZhTSeLJShzUCqZGeWMF0otrya3Uo1bKGRnoQlyAEwaTlZSiGvKrpJVie5WcYb5ODHazRyaTYbVa\nOZRXjc5oIdLbAZVCTlpRLccKavByVFNQpSO/Ss/IQBd+SipELoMwTy0rE04yPtSdyto6CipqmREb\nDNB83S2/sAG+3oyLjyMh8RDZp/IJbrwpAZgyZQpubm78+eefPPXUU8jlfeNRWFfojTl6MUg6flrv\nHDukfcnZnqBl8LwnuYCH5sYi7yHT4kCmP8zRrmoke0pLeSHa6UrA0ra9rupQBxJ9fX52VePeE2N1\nPm10dR427de2ja4e3x0vQF+iO9k2/h8QB7wGPAdMAy4/lxOIojhfEARvYJ8gCFGiKOqAaqQAugkn\nzmJAFEXxZeDllu8JghCMFMxfFMLDwwFISkpi6NChAFw5YzIfffEd3/60gXtvvYGn776Gx99exWNv\nreTNx27ntTun89W2o6z88zAfbzzIxxsP4uaowd/dCSd7NRarlap6A/llNdToTk8wjVrJ2IgAgn1c\nWL0jheUb9jNrRCgatTR87205QZXOxJOXDcGKjF+PFRPoZs+1cb78fLQIi8XK1HAPXLQqkvJqMFus\nuGlVjBjkQrC7Paeq9OzKrqSuwQxIK81DPB0IcrVvFZSkFdeSU6HDzV5FlI8TOeX1/J5ajFohI8Td\nnh8OF+BiryS/Uk9htYHZQ71ZvjULGTB/fCDLf9kLwFWjpPurE3mNOa89Wt8bTRozkoTEQySnprcK\nnpVKJePHj2fDhg3k5OT0K+lGb8zRC43VaiUpo/eD56EhHrg4qqmqbaCixoB4soKokJ7JNT2Q6Q9z\ntDP9ZNv9eoKu9qczmuQcXW3vTO32Z+1oV+nr87OrGveeGKvzmZddnYdNa31t2+jq8R1pq/sb3Qme\ni0VRzBIEIQmIEUXxs8bV6LMiCMIdwCBRFN8A9IAZyTgIkAoMEQTBFahHkmy81Y1+XhTGjh0LwB9/\n/MG8efMAmHftlXy3biOffrOGsSNiGRcTzuJH5/HC8u949M2VXDVxBHdfPYW5429hW/JJElJzSTtV\nhphX1mz806iV+Lo5Mircn6hBHowI9SUq0BOVUtG8fdWmJLYkZ3Nl/BCKqvX8nlKM4OPIhDB3/v7D\nUdy0Km4dPYjVB06hVsiZNyZQkmHkVuNop2BCqDuD3e1JL67jz+OlWKxSoYEgN3tCPbR4aFXtVsOz\ny+s5VliLVqVgYogbeZU61iUXIQOG+Tmx5kgBdko5rhoVOzPLEXwc2XuijPwqPXePD+IhipWkAAAg\nAElEQVSgmM3utDzGhPszaWggVquVn7ZJZcRHDwtr1VZwoBQwn8ovbPe5R0REsGHDBjIyMvpV8DwQ\nyCmsobJWeirhpFUR4t+1EvMXGoVcxthhfvy+V5JI7UrOtwXPlwhNGsm2mmelQsbQEHd0BnOPaimb\nCrYcPl6K1WpFIZfh6aKhpFInPRa3ShpsU+MzcoUCGoxW9A1mZDJwdVTz+K0jeXf1YWrqG9DYKcAK\nNfVGZDLZGTXPLT+HsxWosNFztCwmolbJ0BssmMxWFHIYFuZJvd7UY2PVcn54OGuwNuqXnbUqshpz\nO2vUCmrrjViskqHx+QVj+GNvTrtjlHILaTnVzVrml+8f164NH3ctl48N4rVP92E0WVppm520SrIL\naqSCPy2KrPR3uhM81wmCMB1IAq4TBCERcOvisT8CKwVB2NbYh8eB6wVBcBBFcYUgCE8CvyN5K1aI\notjnclL5+voyYcIEdu3axeHDhxk+fDiODlpeeeoRHv/nGzz58pu8/dJTzBgdzUfPO/PGZz+xIeEQ\nGxIOMTQ0gLHR4VwZM4iHZsXi6eqMojFrhVrZeYL/WSNCWbUpiZ0puVwZP4Qdx6X80nPifPnhUD4W\nK9w5NpCfj0qB5/zxQezOqqC83kiEtwMzIzzJrdLzW1oJFito1QoELweC3OxRdaBfLaoxcOBUFSqF\njEmhbhRWG1h/VCqPHOXryM/JhSgVcty1UuAc5GZPUZWepLwaLov0QmuqZvmvB/F1c+DFWycjk8lY\n9fN2jqSfZGp8FEMCfVu115TiT3mGz8LTU1rtrKwc8NkQ+xwt9c4xQzx7VSoxPuZ08Lw7uYAFc4a1\nu+GzMfBoWZihJ01zHbXl7KDmidtHNZsGzRYrugYzUaEenDhVhb7BTIPJTOwQbx67ZUSH/Xvn/03v\n9Fqa2n/5k93N220a575FgLdjs5a3tw2dLb8nOw6e4s2vTlc7jBjkhIeLfbsKg0MGuTFS8Gl3rlPF\ntbzYosKgj5tDuzaa6Au5rHuK7gTPfwXuQ5Jv3AuIdFGPJIpiPXBLJ9t/AX7pRt96hAULFrBr1y4W\nL17Ml19+iVqtZnz8cJ577AFeX/YJDzz1MnfeOIf5N1/H54seYfuBVH7YvJcDqVmknMhrdS6tRo2D\nvR0atfTTxVGLj4cL0WGBXDYmBketZFAM83XD28WBAxnS/URaoZTdItrfmTWHCwhw1aAzmqnRm5gV\n5U12uY7yeiOx/s5MC3fnSH4NmWX12CnlRPs6MdjdvjnN3pmoqDeyO7sCGTAh2I3S2gZ+OVoEMhlh\nHvZsPFaMnVKOnVLOvuxKgtzsySmvJ6dcx/QID1S6UpbvyMDLWcuyB67A3UHDu6s38sUvO/Byc+Lv\nd7b/smVk5wDg593eCNakc7aei1DQxgUhMbWo+f/Dw3s2RV1b4sI90WqU1OtNFJXXk11Q3Wsr4TZ6\nh540zXXWVlvTYGVtA5UZZc2vdQbrWQufnO1abAbB/kVfGq+WgTNA+qmadvt01scXP0xozhzTWTGV\nS43zDp5FUTwmCMJTwHDgFeAmURT7RibwHmL48OFcf/31/Pjjj7z66qu89NJLKBQKrp09A38fb/71\n3w/5bPVa/u/n35lz+TQunzKepX+fT73ewNHMXFKz88gtLKOkopqq2npqdQbq9AZKK2vQGSTN87pt\nB1j+/e88cdtfuHLicGQyGUKAOztScqmo1ZFXqUMGVOmMGM1Wxgx2ZXdWORqVnGF+Tvzf4QK8HNVM\nCfcgu6KezLJ6XDRKJoa4o1V3vspdpTey40Q5JouVcYNdqdKZ2HCsCLlMRqCbhk1iKQ5qBQ0mC0fz\nawj11HIop5IqnYk5MV6kpR0nPb+MqEBP3rrnMvIKi/nH0s/JyC0k0MeDZU/Px8e9dcBjMptZ9/sW\nZDIZo4e3ryZYXy+ZFOzt7S/MINroEvV6KS1cE6OifDvZ++KjUioYHeXLtkOnANiVVGALni8xetI0\n11lbF8LEeLZruRQNgv2Z/jheHfWxrcFvoBj+ukt3sm1cDqwC8gEF4CoIws2iKCZeqM71B5544gnS\n09PZsGEDFouF559/Hnt7e0YPj2b1R2/zzZoNrF63kW/WbuCbtRtwcnQgNiqCYUIY4SHBzBgpMMjX\nuzlfdBN6QwO5ReVsP5jC57/s4KWPvketUjJzTDRB3i6QkktuSTXVehOOdkpyK6Q7Qx8XDftzqxgR\n6EJGaR0A44LdsFqtJBfUoJTLmBTqjr2q88C5UicFzg1mCyMHuVBrMPNbajFKuQwfRzu2Hy/DWaOk\nvM5IQZWeME8tO46XYQWuGerGHwkHqDcYuWZMBLdNFlj29c/8tvsIANdMjedv867EyaF9APzZ6rVk\nZudy7ezp+Hi1r16Xny/dzfv69m7wdqlxSCxp1m2G+rvg5db7Ny/jY/2ag+fdyfncfkVkL/fIRk/S\nk6a5ztq6ECbGs13LpWgQ7M/0x/HqqI9tjZADxfDXXboj2/gvcKUoikcABEEYBXwIjLoQHesv2Nvb\n8+677/LYY4+xceNGUlNTeeGFFxgxYgT2Gg0Lbr2eO2+8ht0HjrB97372Hz5GQuIhEhIPNZ9DoVAw\nyM+HIcGBDBPCmTl5LP4+3oQH+RIe5Mu0UcOY/9Jy/v3lz4yPDcffXSrIUlhZh67BjL1a0Vzqu0nO\nEOKhJatMh1IuI9hDS3GtAaPZiuDtcNbAOa9Sx77cKswWK8MDnKnVm9icXopaIcNdq2J3Vjmu9ioK\nKnWU1hkJ8dCyRSzF0U5JvLeMn7btR2un5IWbJ3IqN4c7X3yPBqOJyGB/nrprDjFDgtq1WVNbx3sr\nv+bHDX/i6e7GI/NvO2Pfjh+XqsvZzII9y76U0+bN0cPa6+J6g3jBG3VjdbmThTXkldQS4OXY292y\n0UP0pGnuTG1V1TXw7uqDHM0sQy6HxrpZODuosFgs1OrMrc6xO6mAZ97dRmG5rpV5KsDbsVWBDZVS\nznVTJRN1k3Y2v6QWTxcNTg5qArwcm9u3FUrpm/S2obPl3AjwtCevVNe8Ta0AmVzeytTYcs615dm7\nRvPcBwkYTRYUcknb/eQ723ByUJOVV0m93oSTVs2zd41m7fbMxiIrrfXUA7G4T3eCZ0NT4AwgiuL+\nxkIplxxOTk58+OGHvP/++3z99dfcf//9TJo0idtuu41Ro0ahUimZMi6eKePiASgtr0TMzCIzO4es\n3DxOniogOzePTTvz2bRzL++t/IorZ0zh7w/Nx9FBS9ggH267chIr121ly/4UPF0kX2ZpdT1GiwW1\nQk6VTnKd6xuTtHs4qNmfW4W3ox0KuYwag1QlyEWj6vA69EYzR/Krya3Uo5DLGDfYlZNlOhJzKrFX\nydGq5CSerMTDQUVWST1VehODXDVsSy/Fx9kOd3MFWw8WEOrryq0ThrBi9XoKSivwdnfhkZtmMXt8\nbKvczMWl5RxJEUlIPMTWhH3U6XSEhwTx1j+fws3VuV3/zGYzSUlJ+Pr6NhsHbVx8zBYr+1vonccM\n7Rur/ho7JSMEb/YekwL73ckF3DgjvJd7ZaOnOJNhqSfbWvJ5InuPFbV6b1KclCnoTAUqzFYrKdmn\nVyNb6kdbFthoMFl4Y1UiK/85u12xi8hg9+Z+LPk8sc/oam20pifn5pnorEhKgxkwWzC0KM7Zcs61\nZe32zOa5abLAkRa5/pswVOl57oOEMxaJGajFfboTPO8VBGEF8AlgAuYB2YIgTAEQRXH7Behfv8HO\nzo4nn3ySWbNmsXTpUnbu3MnOnTvx9vbmsssuY8aMGURHR6NUKvF0d8XTfQQTR49oPt5qtVJQXML+\nw8f4Zu0GfvlzG4ePpvHZO6/i6uLMzNHDWLluKwdST3D1DKnCYHW9AYsF5EoZemPj5G58tG6vVmC1\nnq4C6GovBc15VXoCXTWtMhNU643/n737Do+q2ho4/JuS3kkPaYSQoYUmSAtIUzpYABWxgaJYENtV\nsPEJYr3KVVARsKCIoDTB0EF67xAYQnohIb3Xmfn+GAgJkBBIwiRhvc/jY+acOTtrJhtYObP2XkSn\nFxCZlk/ppT2g23nYsTc6g8hUY410qU7PsfhsXG3NOZeUS16xDnc7C/ZEpOPXxIqS9HjCUjLp3cYX\nJ/KYOW8pKqWSx4f24pn7+2FpbkZ0XAJ7Dx/n6KkznDp7ntT0K92z3FycefqRB3h4xCAsLSt2V7zs\n1KlTZGVl0a9fv1r8yYkbOReTQXaesc7Nyc6CQO/b25K7Kj3aeZZLnhMleRa3zfVqRG+2tvVy/Whl\ndaU3U2vdEOpqxe1xK3Ohslrm6o5VUkl3xfJjNKY5W5PkudWl/39y1fH/w9iB9I7McNq2bcv8+fM5\nefIkq1evZsuWLfz+++/8/vvv2NnZ0blzZ7p27Ur//v1xcrqys59CocDL3Y0RA90Y0r8XX/2wiGVr\nNvDzstVMefZxmvt4oFapiE5MwdrCmAgXFF/pOa83GFAormxgjsGAmUpB/qXGJy425jhYqknIKmT1\nqWR8nawo0enJyC8h99JzzFVKOja1QwGsOpFEXrEOT3sLEjMLiM8sxMPegpPx2RTr9LjYmHEwOoMW\nrtakxkeQnp3Pg92DOH3iBNujE2ju7c70iaPwdLbnrzUbWLNxG1FxV3YYcWnixD3dOxPcMojO7dvQ\nqkXADTsGhoaGAtCnT58a/pTEzdh/+spOkV1ae9Srbn5dWnugUirQ6Q2ci80kJaOgXtRji8bverXO\nl+tGq9ug4nL9aGV1pTdTa90Q6mrF7XErTVIqq2Wu7lhml0roKhvjemM15Dlbk902+tZmII1NcHAw\nwcHBvPXWW+zfv5+dO3eyd+9etm3bxrZt2/jyyy8ZNmwYEydOvKYEQa1W88ozj/PvnoOsCN3Ey+Mf\nQ6VS4upkR0pGdtle0CWlOlRKJTq9AbVSUeFOc0GJHhcbc5JyisgrKsXGQs09zZ05l5KHNiWXyDTj\nb3xqpQIvBwt8HKwwVyvYG5lBdHoBSgW0cLXhQHQ6uUU6fJys2B+ZgVIBDpZqDsdm0crdmriIc+QU\nFDGudyvWbdlOamYOQ0M68trYIaxav5kf/1hJbl4+5mZm9OnRhd7dOtO5XRs83Fxual/erKws1q1b\nh5ubG926dauln5K4EYPBwO4TVz7+u7t1/ah3vszO2pzgQBeOnTNuFbbv1AWG9wowcVTiTjDpofaU\nlOo4HZmOAQPBAS5lta2lpXqOn79IQdGVZEKlVKDxdbim5hkqNtgof7yq2llT19WK+qv83LCyUHEm\nKp1SnQG1SkGrS82EyjdMqap5Sfmxytcy29uYE1m+5vnJLqzaXnnN89VjNfQ5W5PdNvyABYA/0Av4\nHRiv1WqjayWyRsLMzIyQkBBCQkIAiI+PZ8eOHSxdupQVK1awfv16vvjiC+6+++4K15mbm9G5QxtC\nt+wkISkZ36aemJupyckvLEs69ZfuLhfr9NhYGBNqO0vjjzQ5p4iWHnZcyC5ib1QG/TUumKuVtPW0\nQ+NmQ36xDpVSgZVaSWxmIUfisoi6lFB7OVhQqtOzVZuCSqnA29GSPRHpWJurUADH47Np52XDubNn\nKCou5ak+rVi2dhN5BUW88uhg7m7pw8Q3P+B8dCwOdra89PRYHhjcH3u7W1/M9cMPP5Cfn8/EiRNR\nqape8ChqT3hcJkmX5oWNpZpOLa/de9vUegR7SvIsbpvyTSNsrMwI8LIjMjGHk5GpfL30KJMf7sg7\n47uWPb/8IimVWkVOXjElOgPF2YXM/HEf/l4OTHqo/XXrTauqnTV1Xa0wraoW35XvgmBloeaulu6k\nZRfSxN4SMFBQpMPK0oxv3uhXdk1WXjGfLjp4zXjlx8ovKuXspUTcTK1k1gs90fhd6e761hNVd3pt\nTHO2JmUb8zC2zf4USAaWAIswttMWlfD29mbs2LE8/PDDrFy5ks8++4zPP/+cJUuWXLNdnYOdcVeN\n/ALjStlSnR7VVR+ZW6iV5BSW4nTpIxebS3s3n0vO5anuvhyLy+LUhRzyinW09bTD0dqM4lJjuUZ8\nZgFRafkUXKqXdrezwMFSxb6oDPKKdbjYmpNXqGNvZAautuak5hYTk5ZPF187Tpw8RUmpjqf6tGLx\nqvWU6HTMmDQGVWk+4199j8KiIh4Y3J+Xnh5bo6QZYN++fSxbtgxfX1/GjBlTo7HEzdl57EqpTbdg\nz7I28fVJ17aefLfiBAYDnIpIJSu3CAfb69fNC1FTFZpGlBSRnl1Udu56zVAqW7xlMEB8Sh7xKcYt\nRRtLUiFujxs17qlsweBlVV1T2SK/8opL9Uz7dvcd1VWwvKqLTKvmotVqNwJotVqDVqudD1y7RYK4\nLpVKxahRoxgyZAhRUVGcOHHimuekZ2YBYGdrTD5z8gqwtbJEd2lPJJVSiY2Fuqw2GSAz37gDxrmL\nuSRlFzGmkxdNHSyJSstnzalkfj0Qz9IjiWw8m0JYUi4KhYI2l+5GR6TkskWbSqneQAtXG85eyOXc\nxVw07rZEXMwjJi2fPoGOHDtxkpJSHc/0b8viVesp1en55KVHyU2/yNRZs1EqFXz27utMmzyxxonz\njh07eOONN1CpVHz44YeYmzfMbW0aIr3ewK5yyXOvDk1NGE3lmthb0vLS3Q+9AQ6cTrrBFULcuhs1\nibiVRVENeeGUMI3abtxT2XhVjVXVIsHGriZ3ngs0Go03lz4h0Gg0IUBR1ZeIqzk7GxuBXK8U4Ux4\nJLY21ni6uVBYVEx2XgGtmjVFrzd+kKJSKnCyNkOnN+DTxLhI6mRiNkPbejBvVzQLdkczuW9zRnX0\nJD6zkIs5RWQVlGKmUmBjoaJUZyAyNZetZ1Mo1ulRKxW09rDjXHIOW7WpWJmpaNfUntCTSSgwNj8J\n3XUEhULBS4Pb88MfayjR6fj05bGkJsXzyZwFODnYM/fjd2nRzK/sdcTHx7N+/XoOHjxIUlISxcXF\nWFhY4Orqio+PD82aNcPPzw8PDw+sra0pKCggIiKC9evXs2vXLiwsLPj8889p2/bajoOi7pyJTi+7\nw2ZnbU57E7fkrkqPdp6ciU4HYM/JC9zb1e8GVwhxa65e3He1GzU4qc41QtxIbTfuqWy8qsYyU9fk\n/mvDVpPk+VVgLdBco9EcA5oAo2slqjvIoUOHUCqVeHt7Vzgem3CB2IQLhNzdCaVSSUKKcVs3TxdH\ndJeSZ6VCgbu9JWDcZcPF1pz9URk81d2XAS1d2RGeymcbw+ng40BTB+P2dPnFpSRmFRKdlk/Rpd8a\nHa3MaO1sx/mLuWwIuwhARx8HIlJyWXsiCVdbc0J8LVi54xDWFmZMHtKRb35dSVFxKTNfeJjSgmw+\nmbOQJo4OfP/p+zTzNb6WtLQ0Zs+ezYYNG9Dr9SgUCpydnbGysqKgoIDjx49z9OhRqtKhQwfefPNN\nNBpN7b3polrKl2z0bO+FWlV//6Ls1taThX+fBuDYuRTyC0uwrmJPcyFuVfnFfTZWZni72hCZmHPN\nosHLrrd4q0Rn3B2pqYtNWc2zEDejuotJyy/ec7a3xICB9Oyiai9ArWzx4eWa5ztVTZJnJbAYCAW+\nAXwBb2B/LcR1Rzh16hSnT5+mR48eZXegLwvdshOA/iHGnSWiEo1JrZ+na1kXQYVCQTMX42+HkSn5\nDGrjxm/74/n9QDzP9PTF3c6CtaeSOBSTyaGrvreLrTntXawp1Rk4FJPJyYRsANp62aFWKvjnRBKl\negN9gpxR5KWxYvsZXO2teXV4Jz5d+Cc5+YVMf24UHg6WPPefT7CytGD2h2+XJc5nzpxhypQppKWl\nERQUxLhx4wgJCcHe/kplT0lJCXFxcURFRREXF0dycjKFhYVYWFjg5eVF9+7dCQwMvKldOUTtKCnV\nseNS62uAXh28TBjNjXk42xDg5UBkYhalOj2HziTTu6P3jS8U4gautzDrp/cHVjjeIciVxwa1YvH6\nM0yfv7fCgqvqLJKqbLHWrcbXULu2ieozVHEuO6+Ys9Hp5OQXk5F9pZPl5blyPZXN05ou8mus87Mm\nyfPXwH+A9kD2pf+vAJbXQlyNnsFg4KuvvgLgqaeeqnCuoLCQv/7ZiIOdLf17GVdtn4811nE293Yv\nuwOo0+vp4O0AwKGYTKYNDmL7uTQ2n00ht6iUCT39eHewhqTsIlJzi9DpDZSUGriYU8Tx+CxWHU1C\nZzCgUiro6u+EUgGhJ5PJKSrFw96CMR3dWL3jKNEXs2jj68qkgcG8N+d3MnPymfb0/XRp6ceTr0yj\npLSUT995nVYtjLscnDp1ihdffJGCggKmTJnC2LFjr7uHs5mZGQEBAQQEyO4I9c2BsGRy8o0tqFyd\nrGgbUP87OnZv50lkonGdwI6jCZI8i1pRnYVU4XGZnC1X5nSz3dNq0nmtMXVtE9VX1c+9wqLWcp0s\nTTFXGuv8rNGdZ61Wu0Oj0SwGlmu12jiNRlOT8e4ooaGhHD9+nL59+9KpU6cK5/5au4ms7BwmjhuF\nlaWxLONMtPEj9Jb+TckuNCY1eYUlNHOxxtPB2CL7lf7NeXdIEF9ujmBfVAYHYzLxdrTE1kJNQYmO\n5Owi8i41RAEIcLGmtacdCRkF/HMyifxiHQ5WaiaG+JGTfpE5K7aj0xt4tHcb+rX25PWvfiUrN5+3\nnhrB0JCOPPfW/5GSlsErz4yj593GbolpaWm8+eabFBQUMHPmTO67777b8XaKWrb5QGzZ1/06+9Sr\nxiiV6d2hKYvXnwXg4Jlk0su2ZhLi1lV3IdXVCwlvZhFgTTqvNaaubaL6qvq530rHyrrSWOdnTZLd\nfI1G8zrGToIvaTSaV4CcG110KcH+EeP+0ObAR1qtdk2581OAZ4CLlw49p9Vqw2sQZ72Tk5PD119/\nXdbSu7z8gkJ+/etvbKyteHjE4LLj2pgLeDg74mhnjdrM+AchNTsfhULBY129+WLjef67MZyP7m/N\ne0M0bNWmsCM8jdj0Aop1BZipFLjZWdDBx4EAF2uyC0vZcS6Vb/+NAsDVzpynuvtipc/n5817Sc0u\nwMPJhmmjQyjOz+bFT3+kpKSUdyc8wIh7OvPxN/M5eeYcA/v05LEHhwHGu+nTp08nJSWFyZMnS+Lc\nQKVnF3LkbHLZ4/6dfU0YTfV5udrStrkzpyLS0OsNbDkYy+j+QaYOSzRw1V1IdfVCwptZBFiTzmuN\nqWubqL6qfu630rHSFHE2ZDVJnh8DJgAPabXaDI1G4wWMrcZ144BUrVb7hEajcQKOAWvKnb8LeFyr\n1Va9kqwB++GHH0hLS2PSpEl4enpWOLdszXoysrKZOG5U2TZvOXkFpGfl0qOdMRGwtTTHw8kGbUIa\nBoOB+9t7sjksha3aVN5cfppnQvwY1MadQW3cMRgM6AwGolLyOBKXxe7z6Sw7lFC26LBrMyeGBruT\nnprKki17ScrIw8JMxYR7O/BYn7b89s8OFq7ehoWZms+nPEavjq1YuW4LK0I3ExTgz7uvPFdWk7x2\n7Vr27t1Ljx49ePzxx2/jOypq07ZDcVyaHrQJcMbTxca0Ad2E+7r6cSoiDYBN+2N5qG+LBnHXXJhe\nZbWZVy+kemxQKz5ddJCYpGzML+02YG9zpcNaQkouOXnFJKbk8umig2W10DFJ2SRfajhkb3OlDhWu\nLMpKTMklO6+YhEvXVqc+tDF1bRPVd/XPfWTv5jz94QZy8ouxslDjYGtGYZEOGyszfD1seW32dprY\nW9CtjUdZw5SSUh2vzd5+TS1y+T8L5RccVvza2HCl/OLD683Vxjo/a9KeOwH4sNzjt6p56TLgz0tf\nK4GSq87fBUzVaDSewD9arfaTW42xPoqJiWHZsmV4e3tfk2CWlJSydPV6bKytePT+oWXH07JyAXB3\ndig71jHAg3WHIzgSkcRdgZ58/GBrpq0MY9f5NHadT8PV1hwnG3OKSnQkZReV7awB0NLDln4aV9p6\nWrPnVBSfL9lMdn4RFmoVY0JaM65vMEWFBbz63184po3Gy9WJT18ei8bfi8MnTvPp3IU42Nvx2Xuv\nY2lp3F86IyOD2bNnY2VlxbRp02SRXwNlMBjYVK5kY0CXhnHX+bIe7byYt+IEeYWlXEjL41RkKu0C\n6+8We6L+qKw28+oFU58uOnhN04jUrEJWbY/grSe6GM8nJpKaVUhkYnaFWujyz79chwpXFmV9uugg\nkZeujUrMLouhKo2pa5uovqt/7k9/uKFc855iXBws+e2TIdfM15D2Xnw55Z4Kx2+lyUp5VdUyN9b5\nedtrlLVabT6ARqOxw5hEv3PVU5YAczEuQlyl0WiGaLXa0KrG1Gg004EPaj/a2jdv3jx0Oh0vv/zy\nNQ0/dh44TGp6Bo/ePwRbmysfbRSXGH+/UJfbC/qhHq1YdziC2av3M//lYThZmzN3bHv2Raaz+tgF\ntMm5xKXnY6FW0czFmgAXG9r7ONDZ14Hz8Sms3HeWb5fHYzCAo40lTw9oz5iQ1thYqFmyYQ8LV22l\nqKSUfl3aMvXpkTjYWhMVG89/ZvwXhQI+e/c1mnpcadX89ddfk5WVxauvvoqHh0cdv4sNT0OZoycj\nUklIMf6yZmWhomf7+r3LxtUszFTc08mb0D3RAKzfGyPJczU1lDlaV6pbm3mj4zeqha7qeGOtD60N\nd/r8vJGbrXOujSYrlV1/JzDJAj+NRuODcWeOOVqtdulVp/+n1WqzLz3vH6Ajxu3wKqXVaqcD06/6\nHv5AVO1EXDsSEhLYvHkzQUFB9OvX75rzO/cfBmBQ35AKx92dHY3XX0wvOxbs78bIrkGs3n+O1xdu\nYtqYnjR1tqdHc2d6NK+47Z1Or+dE9EU2HY1kzl9RZOcbe9kE+7kxqmcr+rbzQ61Ssm73MeYt30xy\nehZOdja8P3EUA+5ui0KhICkllZffnUV2bh4fvPYCnYJbl41/9OhR1qxZQ1BQEA8//HDtvFmNTEOZ\no+suJZ0Afe7ywcqi4a0BHtjNvyx53n08gaQhrfBwbjilJ6bSUOZoXalubWZlTRVtkNYAACAASURB\nVCOqWwtd/vitxnAnutPn543cbJ1zbTRZKe9Om6u3/V9GjUbjDmwAXtRqtduuOmcPnNJoNC2BAoyL\nERfe7hjryurVq9Hr9Tz22GPXLWs4HxWLhYU5LQObVTjuYGuNn6cLB8MiSE7Pwr2JsXzjjQe7k55T\nwK4zcTw46y96tfahXTN3mthaodPrSc7MIzwxnWORSWQXGH8Ldbaz4tHebRjapQUtvJpQUlrKxn0n\n+WXNdqIvpGBhpmbckF48Pfwe7GyMXQvTMjJ5cepMklPSePHpRxl27z1lsRUXF/PRRx+hUCiYOnUq\nanXDS7aEUUZ2IXtPXih7PKRHsyqeXX8FNHWgfQsXjoenojfAim3neWFU46izE3WnurWZl49frm22\ntzHHy9X2uk0l3JtYM25QK36rpOb5VmMQ4mrlm/fYWV+ZX9VpflLdJivVbbhyJzBFpjMVcATe02g0\n72Pc63s+YKPVahdoNJqpwL9AIbBFq9WuN0GMdWLDhg3Y2NjQv3//657Pyc3HxtrqunsiPz6kFzMX\nrmT6vD/56rUnsLQwx1yt4vPxA9gVFse89UfYGRbHzrC4a671cLKhb3t/+rVrRpcWnqiUSgqLS1i5\n7QC/rN1BYkoGKpWS4b3vYuID/crudANk5eTy0rSPiE24wBOjR/Lk6JEVxl64cCHR0dGMGTOG4ODg\nGr5DwpQ2HogpW0jayr8J/p72N7ii/hrVrwXHw1MB2Lg/hhG9A/B2szNxVKI+K1+bmZVXzHdXLR40\nAN8sPcqpyFQUKGgT0ISZz/e8ZpHU9Wo8q1vz2VjrQ0Xti7+Yy3vlkuW3n+xCS/8mZXPW7tK8vJXm\nJzIPb8wUNc9TgClVnF+MsXNho3Lx4kUSEhLo3bs3lpbX33vWx8udfUdOkJ6ZRRNHhwrnhvbqxO7j\n59h26DQvfPIj7z3zIM2auqFQKOjVxpeQ1j4kpudwPjGD7IIiVEoFznbWBHg44WJvVXanOzUzm2Wb\n9rFy20GycvMxN1Mz5t7uPDa4J54uThW+Z35BIa+89zHno2MZM3wgLz39aIU75mFhYfz88894enry\n4osv1vI7Jm4nnd7Ahn0xZY+H9PA3XTC1oH0LV9oEOHM6Mg2d3sDPa8N4d3xXU4clGojrLR4E2H86\nqdzXyXy3/LgkGcIkrm6EMu3b3RRf2higMTUjqa/kM/bbJCbGmJhoNJpKn9O1Uzv2HTnBj3+s5I3n\nn6pwTqVUMvOFMcxYsIL1e47z6LSv6X93W4b3vou7WjXDTK2mqbM9TZ2vvVuYkpHNvpPhbDt0mr0n\nwtHp9TjaWfPksN48fF93XByvvaZUp2Pax7M5rT3P0AH38PrzT1VInIuKipg+fTo6nY73338fGxup\nKW3IDp9JJiWjADDedWhoCwWvplAoeGZEW16dvR0wJj3Hw1No30IWD4obq+niQSHq2tULBEvK7agF\nMjfrmiTPt0leXh4A1taVF9WPGjaQ1Ru2snT1OhzsbBn/yIOoVFdKOMzUav7vudHc2zWYecu3sGn/\nSTbtP4mFuRkaP0+83ZxxtLNGpVJSUFjMxfQsIhIuVlho2NLfiwf6dmFwz45YmptVGss3Cxez++BR\nunfuwLtTnrumlGTBggVERkYyevRounSR324bunV7o8u+vvduX8zUqkqf21AE+jjSr7MPWw8ZS5nm\nrzrJV6/2wUx9bVmUEOVVtpjq6kVUd9oiKVF/XL1A0EytLLvzDDI365okz7eJq6vxjldSUlKlz7G0\nMOezd1/n5Xdn8cNvf7L30DEmPfkIndu3Kbvrq1Ao6NWxFSEdWnLsXAzbD4ex/9R5TkfEcyI89pox\n7W2s6Nk+iM6tmxPSQYOf543vvG3fe5DfV/6Dv48XH0+dUmGLPIDz58+zaNEiPD09mTx58s28DaIe\nSkzN5fCljoIKBQzq7m/agGrR44NbsftEIkXFOmKScli+LZxH7q380x/RMFTW0KS2jBvUirPR6WX1\npOMGtcLOxpzSUj0nL9U8B/k6VmgycXlhYF3FJBqmupqrbz/RhWnf7aakVI+ZWsk74+9m0/7YaxYA\nXl0bXb45j7h1kjzfJgEBAVhaWrJ9+3ZeffXVSnelaObrzW9zPuWzuQvZtGMvL0ydQYCfN8MG9KFf\nSNeyvZUVCgUdNf501PgDUFJaSlJaFtm5+egNBizNzXFxtMPRzvqmGpakpmcyc/Y8LMzN+OSd17Cx\ntqpw3mAw8Nlnn6HT6Xj77bexsrKqZCTRUKzdFYXhUkfBu1q6N6pt3VwcrRg3qCUL/z4NwNJNWroH\ne+Ln0XAXQ4rKG5rUlt/Wn6lQT/rb+jO89UQX3ilXN391k4nyzVCk5lRcVldzddWOiLI7zcWlejbt\nj73uuFfXRpdvziNunXx+eZtYWVkxYsQIkpKSWLy46vWQjvZ2zJo6hZ9nf8SAXt2ITbjA1wt/4/6n\nX+ahZ6bwyTcLWLd1J7EJF9DrjX94zNRqfNydadPch+BAX1r4euBkb3NTibPBYGDW1z+QmZ3DS+Mf\no7mfzzXP2bZtG0eOHKFXr1707HntVkuiYckrKGHzgSsLBUf0CjBhNHVjeK/mBPkad5Ap1Rn4Zumx\nsl1FRMNU181EqjP+jZqhSM2pgLqbq9Udt7LmKaJm5M7zbTR+/Hi2bdvGnDlzcHd3Z9CgQVU+v40m\nkI+nvUpmVjbb9hxk5/7DHDp+iuWhm1geugkAK0sL/H2a4ufthZ+3F96e7jT1cKOppztODvY3lTwv\n+H05O/cfpkuHtowZfu1vpqWlpcyZMweVSsWUKZVumCIakE0HYiko0gHg425Hh6DGt6BOpVQw+eGO\nTPnyX0p1BrSxGazZGcn99zQ3dWjiFtV1M5HqjH+jZihScyqg7uZqdcetrHmKqBlJnm8jFxcXvvrq\nKyZOnMi7775LWFgYL7zwQqVb113m6GDPA4P788Dg/pSWlnL2fBQnz4ZzJjyS8MgYzkfFciY88prr\nbKys8PX2JMDXm6Dm/rRu0RxNoD9WV32/wsIivvlxMcvWbMDTzZWZb02+7l7Tq1atIjY2ltGjR+Pn\n51ezN0OYnE5vYM2uK/NmZO+Am/plqyHx87BnzAANv284C8Cv687Qra1HoypRuZPUdTOR6oxfWTMU\naXAiyquruVrdcStrniJqRpLn26xly5b8+OOPvP322/z+++9s27aN5557jkGDBlWrO59araZtyxa0\nbdmi7JhOp+fCxRRiEy6QkJRMwoWLJCQlE5eYRER0HGfCI/lny46y5/v7eOHj5Ym1lSVZ2TkcD9NS\nUFhEM19vvvzgzWv2mAbIzc1l/vz5WFlZMWHChNp5M4RJHTh9gYuXPuqzszanz13Xluk0JqP6tWDP\niUSiL2RTXKLjm2XHmPl8j0b7C0NjVtdNHKoz/tWFP3aXrrm8QGz6/L0VFojV9SJHUT/V1VytbuFZ\nUzfb69Y4y0LCmpHk2QQCAwP59ddf+eGHH1iyZAnTp0/n22+/ZcSIEQwZMgRfX9+bGk+lUuLt6Y63\np/s153Q6PXEXktCejyLsXATaiCi0EdFExyWWPce3qSf39u7BUw/fj6XF9f8y/+6770hLS+P555/H\nxcXl5l6wqJdW77hy13lQdz8szBr+9nRVMVMrmfxwB9743w70BjhxPpWN+2MY2M3f1KGJBqiyhWA3\ne1yIW1HT+SQLCWtGkmcTsbKy4pVXXmHMmDH89ttvrF27lgULFrBgwQL8/Pzo2LEjLVq0wNvbGxcX\nFxwdHbG3t8fS0vKm7pSpVEr8vb3w9/ZiYB/jxzUGg4Gc3DzyCwqxs7W5ZkeNq+3bt4+lS5fi6+vL\nE088UaPXLeqH8/GZnI5MA4w1wUN7NjNxRLdHCx8n7r8nkBX/ngfgxzWnubuNB052VZdOCXG1yhZs\n3exxIW5FTeeTLCSsGUmeTczT05M333yTl156ia1bt7J582YOHTrEqlWrrvt8lUqFra0tDg4OODk5\n4ebmRtOmTfH39ycoKIiAgIAbln8oFArs7Wyxt7vxRzSRkZG88847qNVqZs6cibm5fMzYGKzZeeWu\nc8/2Xjg73DlbDo4d1JJ9py6QmJpHfmEpSzZoeWGU1KeKm1PZgq2bPS7ErajpfJKFhDUjyXM9YWVl\nxdChQxk6dCilpaVERUURERFBYmIiaWlpZGVlkZ2dTW5uLjk5OWRnZ5OQkIBOp6swjrW1NZ06daJ3\n797069cPR0fHW47p7NmzTJkyhaysLN577z1at25d05cp6oGM7EJ2HE0oezyy952164SFmYpn7w/m\n/xbsA2DD/hiG9wrAx93OxJGJhqSyBVs3e1yIW1HT+SQLCWtGYTA0zv1ONRqNPxC1ZcsWvL29TR1O\nndDpdKSmphIfH09UVBRhYWEcO3aM2Fhjp0GVSkWPHj0YOnQoISEhN9zV47LS0lJ+++035s+fT1FR\nEW+88QaPPPJIXb6U+qpOV5KZao4uCg3jzy3hxhj8nPhicu/b9r3rC4PBwHvz9nA8PBWAu1t78N6E\nrje4ql5qlHNUNCp1NkdlfopacEvzU+48N2AqlQp3d3fc3d256667yo4nJCSwdetW1q1bx86dO9m5\ncydWVlb07duXkJAQOnXqdM2iP4PBQExMDP/++y9//fUXSUlJODk58emnnxISEnK7X5qoI/mFJYTu\niS57/ECfQNMFY0IKhYLxw9sy5at/MRjgQFgSJ8+nEhwoi2GFEEJU7bYnzxqNRg38CPgD5sBHWq12\nTbnzw4H3gBLgJ61Wu+B2x9jQNW3alMcff5zHH3+c8+fPs2HDBtavX09oaCihoaEAODo64ubmhqWl\nJfn5+SQlJZGbmwuApaUljzzyCM8++ywODtduWycark0HYskrKAHA08WGbm09TRyR6QQ0daDvXT5s\nPRQHwM//nOaLyb1l6zohhBBVMsWd53FAqlarfUKj0TgBx4A1UJZYfwncBRQAuzUazWqtVptigjgb\nhcDAQAIDA3nhhRc4e/Ys+/bt4+TJk0RHRxMfH09RURGWlpa4urrSvXt3unfvzj333CNJcyNUqtOz\nantE2eMH7mmOSnlnJ4qPDWrJzmMJlJTqORebyZ6TF+jZzsvUYQkhhKjHTJE8LwP+vPS1EuMd5sta\nAeFarTYbQKPR7AJ6A8tva4SNkEKhoFWrVrRq1crUoQgT2XksgdTMAgAcbM3p1+Xm9hNvjNycrBna\ns1nZLxW/hobRrY0HKtW1HTbFnUmam4j6SOalad325Fmr1eYDaDQaO4xJ9DvlTtsDWeUe5wByC1SI\nGjIYDKzYdr7s8fCQgEbfFKW6RvcPYtP+GPIKS0lIyWPTgVgGdfc3dViinpDmJqI+knlpWiZZMKjR\naHyAFcAcrVa7tNypbIwJ9GV2QCY3oNFopgMf1GaMQtQmU8/RI9qLRF/IBsDCXMXgHndGU5TqsLcx\n56F+LVgUegaAJRvP0qeTN5YWd9Z6alPP0fpKmpvUDzI/K5J5aVqmWDDoDmwAXtRqtduuOn0GCNRo\nNI5APsaSjc9vNKZWq50OTL/q+/gDUTWPWIiaM+UcNRgM/LFRW/b43rt95eO9qwzvFcDaXVGkZxeS\nnl3E3zsjGTMgyNRh3Vby9+j1SXOT+kHmZ0UyL03LFLdWpgKOwHsajeZ9wADMB2y0Wu0CjUbzGrAR\n4957C7Ra7QUTxChEo3HsXApnYzIAUKuUPNinhYkjqn8szdWMHdiSOX8eA2D5tnAGdfeXXzKENDcR\n9ZLMS9MyRc3zFGBKFef/Af65fREJ0XgZDAaWlL/r3NUXV6c7pxX3zRjQxYdV288TfzGX/MJSFoWG\n8dLoDqYOS5iYvY251JKKekfmpWnJknIhGrGj51I4E50OgFqlYHS/O6sU4WaoVEqeHHqlBf2GfTGc\nOC+7ZAohhKhIkmchGimd3sDPa0+XPb63q5/cdb6Brm086B58pXHMnGXHKSwuNWFEQggh6htJnoVo\npLYcjCUq0bjDhrmZijH95a7zjSgUCp5/sB02lsaKtgtpecxfdQqDwWDiyIQQQtQXkjwL0QjlF5bw\n67ozZY9H9Q3ExVHuOldHE3tLJoxoW/Z44/4Y1u66Ixf0CyGEuA5JnoVohJZs1JKZUwSAs4MlD/QJ\nNHFEDcuAu325p6N32eMFq09yMCzJhBEJIYSoLyR5FqKRORWRyuodEWWPnxjS+o5r+FFTCoWClx/u\nQJCvIwB6A3z00wG2HY4zcWRCCCFMTZJnIRqR/MISvlpyhMsluh2DXOl7l3fVF4nrsjBT8c7TXXG7\ntMhSpzfw5e9HWBQaRkmp3sTRCSGEMBVJnoVoJAwGA3P/PM7FjAIAbK3MeOWRjigUChNH1nA1sbfk\ns5d74e9pX3bszy3hvDZ7O2dj0k0YmRBCCFOR5FmIRmLJRi07jiWUPX7hofY4O8giwZpydrDi4xdD\naBfoUnYs+kI2b369k/9bsI+z0emyG4cQQtxBpBBSiAbOYDDw19bwCp0EB3X3p1fHpiaMqnGxtTLj\nw+d6sHZXJItCz1BcogPg0JlkDp1JxtfDjvu6+tGnkzcOthYmjlYIIURdkuRZiAasqETHwtWnWLc3\nuuxYxyBXnnsg2GQxNVYqpYKRvZtzd2sPflt/hp3HEspqy2OTcliw+hQ/rjlNu0AXQtp70a2tpyTS\nQgjRCEnyLEQDdT4uky+XHCEuOafsWHBzF6Y9fTdqlVRk1RVPFxveHNeZMQOCWL09gh3HEigqNt6J\n1usNHDuXwrFzKXy7/ATBzZ3p2c6L7sFeONpJIi2EEI2BJM9CNCAGg4HIhCz+3BLO7hOJFc6FtPfi\n1Uc7YW6mMlF0dxY/D3smP9yRZ0a2ZcfRBDYfjEUbk1F2Xq83cDw8lePhqXy/4gRtAlzo2d6L7sGe\nNLG3NGHkQgghakKSZyHqMYPBQFZuMREJmYRFpbP35IUKd5rB2Hr72ZFtGdjNT3bWMAFrSzMGdfdn\nUHd/UjIK2HMykd3HEzkTfWU3Dr0BTkakcjLCmEj7e9rTNsCZNs2d8fOwx8PZGjO1/NIjhBANgSTP\nQphYZm4xm9eeJiWzgOISHcUleopKdGTmFJUdq0z3YE+eHNqapq62tzFiURlXJytG9m7OyN7NScsq\nYM+JC+w+kUhYVBrlN+SIvpBN9IVs1u42tv1WKMDF0QoHWwtsLNVYW5phrlahUiloG+BM/y6+KJXy\ni5EQQtQHjTl5VgEkJUlLXXFr+vfv7w/Ea7Xa0jr6FiqAxRvPcyqmoNoXmauVtA90pH8nN/zcbTAU\nZRIfn1lHIYqa6NjMnI7N/MnKbcrR8xkcCc8gIiEX/VU72xkMkJJRQErGtfNg66E4FLo8WvraX3Pu\nds1R+XtU3Ko6nqMyP0WN3Or8VDTW/Uk1Gk0IsNPUcYgGr5lWq42ui4FljopaInNU1Hd1Mkdlfopa\nctPzszHfeT546f+BQOWfe9dMFNCsjsaW8evH+PF1OH5dzNG6eE8awph3cowNbY5erTH8PSHjVz1+\nXc3R2pifNX39cn3Dv/7m56fBYGi0/wUFBRlkfBm/vo5fF9+jLmJuCGNKjHX3X0P/cybjy/hyvVxf\n29fLZrBCCCGEEEJUkyTPQgghhBBCVJMkz0IIIYQQQlRTY0+e/0/Gl/Hr8fh18T3qIuaGMKbEWHca\n+p8zGV/Gl+vl+lq9vtFuVSeEEEIIIURta+x3noUQQgghhKg1kjwLIYQQQghRTZI8CyGEEEIIUU2S\nPAshhBBCCFFNkjwLIYQQQghRTZI8CyGEEEIIUU2SPAshhBBCCFFNkjwLIYQQQghRTZI8CyGEEEII\nUU2SPAshhBBCCFFNkjwLIYQQQghRTWpTB1BXNBqNGvAG4rVabamp4xHiajJHRX0nc1TUZzI/hak0\n2uQZ4x+oqC1btpg6DtFwKep4fJmjoqZkjor6ri7nqMxPUVO3ND+lbEMIIYQQQohqkuRZCCGEEEKI\napLkWQghhBBCiGqS5FkIIYQQQohqkuRZCCGEEEKIapLkWQghhBBCiGqS5FkIIYQQQohqkuRZCCGE\nEEKIapLkWQghhBBCiGqqlx0GL7Xc/AXwB0qBZ7Va7TmTBiWEEEIIIe549fXO8xBApdVqewIzgFkm\njkcIIYQQQoh6mzyfA9QajUYBOADFJo5HCCGEEEKI+lm2AeQCzYCzgDMwzLThCCGEEEIIUX+T51eB\n9Vqt9h2NRtMU2KbRaNpqtdrr3oHWaDTTgQ9uZ4BC3AyZo6K+kzkq6jOZn6I+qa/JczpQcunrTIxx\nqip7slarnQ5ML39Mo9H4A1F1Ep0QN0nmqKjvZI6K+kzmp6hP6mvyPBv4UaPR7ADMgKlarbbAxDEJ\nIYQQQog7XL1MnrVabR7wsKnjEEIIIYQQorz6utuGEEIIIYQQ9Y4kz0IIIYQQQlSTJM9CCCGEEEJU\nU72seRZ3Jr1eT1xcHImJieTl5WFjY0OzZs1wd3dHoVCYOjwhhBBCCEmehWkZDAYOHDjAP//8w65d\nu8jOzr7mOd7e3owcOZKHH34Ya2trE0QphBBCCGEkybMwidLSUtatW8eiRYuIijJu0+nu7k7Pnj3x\n8/PD1taW3NxctFote/fuZe7cuSxbtowPPviAbt26mTh6IYQQQtypJHkWt5VOp2PTpk3MmzePuLg4\nVCoVgwcPZtSoUbRr1+665Rm5ubksXryYn3/+mcmTJ/Of//yHUaNGmSB6cTMMBgNZWVlkZmai0+mw\nsrLCxcUFc3NzU4cmhBBC3DJJnsVtodfr2bp1Kz/88AORkZGo1WpGjx7Nk08+iYeHR5XX2tra8txz\nz9GjRw9ef/11PvnkE5ycnOjfv/9til5UV2xsLFu2bOHAgQOEhYWRl5dX4bxCocDb25vg4GB69uxJ\nSEgINjY2JopWCCGEuHmSPIs6lZWVxbp16/jzzz+JiYlBpVIxfPhwJkyYgLe3902NFRwczNy5cxk/\nfjwffPABzZs3x9/fv24CF9VmMBjYt28fv/zyC4cOHSo77u/vT+fOnXFyckKtVpOXl0dycjLh4eGE\nhoYSGhqKpaUlvXv3ZsSIEdx9990olbIBkBBCiPpNkmdRq3Q6HTExMRw/fpwdO3awd+9eSktLMTMz\nY/jw4YwfPx4fH59bHr9Fixa8//77TJ06lc8++4y5c+fKThwmFB0dzccff8zhw4cB6Ny5M8OGDSMk\nJARHR8frXqPX6wkPD+fff/9l/fr1bNy4kY0bN+Ln58ejjz7KkCFDZGGoEEKIekuSZ1FtOp2OlJQU\nUlNTSU1NJTMzk7S0NNLS0rh48SIJCQnExsZSVFRUdk1QUBCDBw9m6NChNGnSpFbiGDBgAGvWrGHP\nnj3s379fFhCayJo1a/jkk08oKioiJCSESZMmodFobnidUqlEo9Gg0WiYOHEip06dYvny5WzYsIFP\nPvmEOXPm8NBDDzF27FicnZ1vwysRQghRF7Lyivl++XGS0/Nxb2LNpIfaY2/T8Ne9SPIsris7O5vD\nhw9z6tQpzp8/T2xsLImJieh0ukqvsbKyolmzZgQGBtKmTRu6du2Kr6/vDb+XwWAgISmZs+GRpKZl\noFar8PNuSsd2rVGrVNc8X6FQMGnSJPbs2cPvv/8uyfNtZjAYmD17NosXL8bOzo4PP/zwluvPFQoF\nwcHBBAcH89JLL7FixQr++usvfvnlF/744w8eeughnnzySUmihRCiAfp++XF2HU8EIDwuE4C3nuhi\nypBqhSTPokxubi6bN29m3bp1HD16FL1eX3bOycmJVq1a4eXlhZubG87Ozjg5OdGkSRNcXFxwc3PD\nwcGh2iUUBoOBM+ERbNi2i3937ycx6eI1z3FzacKkp8Yy7L6+15xr1aoVbdq0Yd++fWRkZODk5HTr\nL1xUm8FgYNasWaxcuZJmzZrx1VdfVVq7XqrTceL0WY6f1hIdF092Ti5KpZImjg74+zSlbasgWgc1\nx8zMDAAXFxcmTpzIk08+yd9//83PP//M77//zsqVK3nmmWcYO3Zs2XOFEELUf8np+VU+bqgkeRbE\nxsby66+/EhoaWlZy0a5dO3r06EH79u0JCgrCwcGhxt9Hr9dzLiKabbv3s3n7bmITLgBgY21Fv5Bu\nBLfW4OnmSnFJCcdPn2Hdlh383xdzSE3P4KlHHrxmvAEDBnD69Gl2797NsGHDahyfuLFvv/2WlStX\notFomDt37nXrmjOzsvlj1T+sWLuRjKxrm96UZ2NtRY8unRgy4B66d+6ASqXCwsKC0aNHM3LkSFav\nXs28efP45ptv+Oeff3j//fdp27ZtXb08IYQQ1VBVOUb5cxnZhRWuc2/SONazSPJ8B0tNTWXevHn8\n/fff6HQ6vL29GTFiBEOGDLnh9nEGgwGdXo9Br8dgAAMG4zGdnqKiYvLy88nIyiY5JZWYuES05yM5\nEaYlPTMLAAsLc+69pycD+/WiR+cO19xRHNy/N+NGjeSFt6Yz98fFtG/Tko7BrSs8p3PnzgCcOHFC\nkufbIDQ0lJ9++gkfHx/mzJlzTeKs1+tZvnYj3/38Ozm5eTjY2fLQsPu4u1N7ggL8cXJ0MNbNp6UT\nERXL8bCz7D5whE3bd7Np+2483V15aNhAHhhyL/Z2tpibmzN69GgGDhzInDlzWLFiBRMmTGDSpEk8\n8cQTsjOHEEKYSFXlGOXPAbg4WOJkb1mWZDcGkjzfgUpLS1m6dCnff/89BQUF+Pn58fzzz9OvXz9U\n5WqMU9LSOXnmHNrzUUTFxnEhKYX0zExycvMpLCrCYDDc1Pd1dW7C0AF9COl2Fz27dMLKyrLK53t7\neTDj7Sk88+o7/LhkOd9clTwHBgaiVCrLOhSKuhMeHs5HH32EjY0Ns2fPvqZMJjM7hw8+/R97Dh7F\n1saaKROf5KFhA7G0tLhmLHs7W5r7+3Jf3xDeeMFA2LkIVoVuYsO2XcxZ+Bs/LVnOIw8MZdyokdja\nWGNvb8+0adO47777eP/995kzZw5nzpxh+vTpWFlZ3a63QAghxCVXl18kYHJYiQAAIABJREFUpuTy\n6aKDJKfnk5iaW+Gck70lX06553aGV+ckeb7DREVF8cEHHxAWFoaDgwOvvvoqI0eOLEua4xIu8M/m\nf9m2az+RMXEVrrUwN8fZyRFfb0+sLC1Rq9UoFQqUykt1zgoFapUKC3NzrK2tcLS3w83FGZ+mHgQ2\n88fd9eYXfbVv05IObVux79AxUtMycHG+krSZmZnh6urKhQsXbvn9EDdWWFjI1KlTKSoq4qOPPsLP\nz6/C+ajYeF59bxYJF5Lpdld7PnjzZVyaGH9OiSnpbNp7lEOnzxMVn0xeQQEqpRJnR3ua+3jSsVUA\nIR1b886rk5j87BOsCt3Eb3/9zcLFf7F87UZeeHos9w8egEKhoHPnzixevJi33nqLLVu2kJyczOzZ\nsyvdEk8IIUTdcG9iXXbHGSA7r5jIxMRKn9vYSPJ8hzAYDCxbtoyvv/6aoqIiBg8ezGuvvYaTkxMG\ng4HDx0/x65+r2X3gCGBMlLt37kjH4Na0ahFAYDM/nJs4mmRP5a6d2nPs1BnOno8kxPmuCudsbW25\nePHaxYai9nz11VdER0fzyCOP0KdPnwrnTp8NZ/I7M8nOyWXCY6OY+PjDKJVK4pNT+faPULbuP47+\n0icUbk0caermQqlOx8X0TKISktm87xif/7SCji0DeGBAdx55cBijhg9iycq1/LJ0JbNmf8/m7Xv4\n8O1XcHZyxMnJiblz5zJjxgxCQ0OZMGEC33//Pa6uriZ4Z4QQ4s50ufzics1zQkouqVlX6pttrczw\ndLFpVKUa5UnyfAfIzs5m+vTp7NixAwcHB2bOnEnfvsYdLM5FRPPVvJ85dOwkAMGtNYwaNpA+Pe4m\nOSOb49ooth8/z6L1e0nJyCInN58SnQ4FYG5mhp2NFY52Nrg6OeDu4oiXqzPe7s74erri7uxYK3Wp\nbi7G/aEzr7P4TKlU3nT5iKi+3bt3s3z5cgIDA3n55ZcrnDsRpuXlqR9SWFTM+2+8yPD7+qHX6/ll\n9RbmL99AcUkpQX5NGTMwhN53tcHR3rbsWoPBQOLFdPad0LJ531EOh0Vw9Gwk3/0RyjMPDeTJRx5k\n2H19mTX7e3YfOMK4SW/wxfS3aNOyBWZmZkyfPp0mTZrw22+/8fzzz0sCLYQQt9HV/+q6OVkRlXjl\n3+gOQa6NYku6ykjy3MidPXuWt956i4SEBLp06cKMGTNwcXEhNy+fb39azPK1G9Hr9fTo0pFnx43B\nxt6Bv7ft5/u3viApNaPCWE72ttjZWGFupsZgMFBUXEJ6Vi7RiRevm8BaWpjj7+VGcx9PWjZrSttA\nPzTNvK+7d3NVSkuNe0tfLxHPz8+Xutc6kpWVxYwZM1Cr1cyYMQMLiyv1y2fORTB52kyKioqZNe01\n+vfuTnZuPu98vYj9J8/h4mjPq0/cz4Bu7YlJzuCv3ac5HpHIhbQcikpKsbY0w9fNiXYBnvzn2UdR\no2Pp+p2s2rqPGfP+4M+Nu3h34sN8NWMav/25mjk/LuaFt6Yze+Y7dAxujVKp5JVXXkGhUPDrr7/y\n8ssvs3DhQmxsbEz4jgkhRONS2a4aVy8Y7NbGg5D2XhWe15hJ8tyIrV27llmzZlFcXMyECROYOHEi\nKpWKA0dPMOO/c0m6mIqvtxdvvDAeG3tHFq7czO5jZwCwtbbk3u4daK8JoEkTJxQqM3ILiyku0aFU\nKrC2MMfZ3hpvV0dc7KzJyMnhQkoGiSnpxCelEnshhejEi0TGJ3E2Kp5/dhwEwMbKkn5d2/HEiH74\nebpV63XEJhprmr08Kj5fr9eTkpJCYGBgLb5r4rLZs2eTmprKCy+8QIsWLcqOx8Qn8so7M8kvKGDG\n26/Qv3d3Ei6mMeXT+cQkXqRnx9Z88PwjXMwu4NXv/mZvWEzZtU3srLE0V5OWlU90UgY7TkQyZ9Vu\n2vi7M7ZfRx4b1ofvl61n3c5DPPXubKY8PoLHx9xPU0933vl4Nq++N4v5X86kRYA/CoWCyZMnU1hY\nyJ9//snbb7/N//73P9mFQwghakllu2pcvWAwLbuw0S0KrIokz42QTqdj9uzZLFmyBFtbWz777DNC\nQkIoLS3l6/mL+PXP1aiUSiY8NopBA/ox549/2HHoFADtNc0Y2KsLeToVe8Ni+GbdcYpLK+8qCGBj\naU5rP3c6B3nTu10AQ3p1vhKLXk/shRTORMZxXBvFvhNa1vx7gNCdh3jtifsZfV/IDV/PgSPHMTNT\n0yLAv8Lx+Ph4iouLq9XFUNyc/fv3s2bNGjQaDU888UTZ8fSMLCZPm0FGVjZTJz/HwL69iIxP4uVZ\n35OSkc24YX2YOGow89ftZ/GWIxgM0DHQiwdCguna0hcdCrILSlArFajQcywigY2HzrH/TCzv/Lie\nIG8X3hzTl0E9OvJ/3y3hi59XEp+UypTHRzLj7VeYOvO/vPl/n/Hr3M+xs7VBoVDw+uuvk5CQwJ49\ne1i6dCmPPvqoCd85IYRoPCprcnL1gsHGuCiwKvU2edZoNG8DIwAz4FutVvuTiUNqEPLz85k6dSq7\nd+8mICCA//73v/j4+JCYdJFpH33JaW04vk09mf6fyRw5F8fjU/9LUUkp7TXNGBDSlb3nLvDFqgMY\nDKBQQFBTV4J8XGniYIeVhQUWZirMVEow6MjIySfuYibn4lM4qI3joDaO79bsRePjysP3dGBgFw1q\nlZJmTd1p1tSdIb06o9fr2XrgBF/8tILPf1qBn6cbdwcHVfp6wiOjCY+MIaTrXdhYVyzPOHHiBGDs\nNihqT2FhIR9//DFKpZL33nsPtdr410RhURGvvf8xiUkXeXbcGB4cdh8RcRd4YeZ3ZGTnMuXxkfTv\n3olJX68gLCYZb1cH3hzTBxsbO1Ydjmb2ln/JyCsu+z4qpYLWTR3pHdyaZ4b24K/tR1l34CwTv/qT\n8YPuZsGHk3njix/5Y/1OzMzUvDx2OOcejeKnJSuYPe9n3nv9RQDUajUffPABY8aMYe7cuQwYMEDq\nn4UQohZcnSRnZBfy2uztNLG3oFsbD9KyC6ss06is7KOqJisNQb1MnjUazT1Ad61W20Oj0dgAr5s6\npoYgPT2dKVOmEBYWRo8ePZg1axa2trbsP3Kcd2Z9RVZ2DoP79+axMQ/y6Y/LOXU+liYOdjw9tB+H\no9L4ctU+ANo286RlgC8FejXapGzWheeg0+dV+F4qpQJ/F1va+XnySs+OtHCz4XB4PJuPhLP7VDQf\n/raJnzYc5IPH7yU4wLPsOqVSyYBuHfB0ceLp9/7Hsg07q0yef1m6EoCHhg285tyuXbsA6NatW43f\nO3HFjz/+SHx8POPGjaNly5aAcYHfzC+/47Q2nKED+vDs42OITkguS5zfnjCK1ppAnvpsKek5+Qzt\n2oox/e/iu01n2R+RAoCLnQX3tPKgiY0lRaU6YlJzCUvI5GRcBhZqJY/0aM7/XmrFJ79vZuG6A5xP\nSOWbac8zacZcfl2zjWZN3Zn4xCPs2n+Yvzds5f4h9xLcyjh3nJ2deemll/joo49YuHAhb7/9tsne\nPyGEaCzK76qRkV1IalZh2a4aIe29bliqUVnZR1VNVhqCepk8AwOBUxqNZhVgB7xp4njqvYSEBF56\n6SXi4uIYMWIE06ZNQ6VS8cfKf/hq3s+oVEqmvvIcNo4uPPfht+QXFtG/e0fsXTyZv/EEeoOBuzR+\nuHl4sjcijdNHkwCwNFPR0ssRT0crbCzNUAJ5RaVcyMznfHI2ERdzWHkwmia2FjzSvTkznx5MZm4B\nizYdYuWuUzz/v+W89UhfRnRvUyHeNoF+NHGwIzI+qdLXdPRkGBu27SKoeTN6dOlY4VxWVhY7duzA\n19eXgICAWn8/71RRUVEsWrQId3d3Jk6cWHZ8yYq1bNi2k+DWGqZNeZ6k1AxemjWPjOxc3ho/Cl8f\nHybNXk5BcQlTHuyFwtKeZ+fvpkSnp3OAC4+HtAClmnMX80jPK8ZKoaC1vwcvuVhzNi6VJXsj+GVH\nOFudbfjg6aEsWLOL7SciUSgUfPnmMzz5zlf895dVdGkbxJsvPsPE199j3i9/MOeT98tiHD58OPPm\nzWPLli385z//kdpnIYSoofJbARQUl1Y4d3VJx/VUVvaRmFKxkcrVj+u7+po8uwC+wDAgAPgbaGnS\niOqxmJgYJk2axMWLFxk/fjyTJk1Cp9Px8f/msTJ0E02cHJn1zutsPhjG8t/WY21pwYQxw1l3LIYL\n58LwcXOiZVAgO86lUpxyAQdrc+5t74e5uQXJuSUkZBYQm1gClKBUgKutBYEebgzr0gJXaxV7w5P4\nf/bOOz6qMm3D1/SWTCZt0gspTIAQIPQiCHbBXtBVdO1t7brr7mJv69r7rrquva6rLqIoRXogQAqh\nZNJ7n8kk0/v3x0kCoajrZ1yRc/1+Gs57ZuacvDkz85znvZ/7+bKsmZdW7mFZSSP3nTOZ3y+ez/yJ\nOfz59a94+N3VpMUbmJSTMuy8FXIZ/sPoqV1uNw89/TIAf7jxqoMCoU8//RSfz8eZZ575P/Ge/jUS\nDod5/PHHCQQC3HnnnWi1goZt194qnnvtbWJjDPz17jvx+Pzc8tirdFlt3PibRSSnJHPb3/5DKBzm\n/ktPZn1dH6t37SJap+LmU/LpdIT466oG+j2BQx43M1bDTQsnsaexi/c213LrO8U8dsFswmxibXkt\nprR4br74dB559SOef3cZD920hKmTxrO1pJzquoYhLbxcLmfq1Kl89dVXNDU1kZmZ+TPNnIiIiMiv\nkwNbbe/P/jrnw8kwYvTDu8wObvfvJ+E71PYvnV9q8GwB9prN5gBQZTKZPCaTKc5sNvcc6sEmk+k+\n4N6f8wR/KTQ1NXHNNdfQ09PDzTffzJIlS3C53fzhwSfYsr2M0dmjWHr773jirf9QUd1AdmoSU6ZO\n5o01QoHgsVPHs6vTy6o9XRijNOSPSqTO4mVLswtwIZNKSDGoGZ2gRC6V4PQFae/zsKnWyqZaKwqZ\nhIXjE3n3hgV8UFTLh1tque71jTyyeCpzTGk8dd3pXPXkxzz0zio+WHoxCrlgU+cPBOjp7WdczsHF\nfuFwmL8+/xpNLW385pzTKBhrGrbf4XDw9ttvExkZydlnnz3ic/xTcCRco6tWraK4uJjZs2cPNUNx\nutz8+dGnCYVCPHTXLRii9Nz0l1eob+3kwlPnMcaUy60v/QeJBO679BTeK25hT6uNCekxnDk9l9eL\nmul1+YnSyDlrYhKF6VHE6BSEwtBm87C51sqGGguPfV3DzKxo7jmnkEc+K+WuD7fx+IWzaer6gte+\n3Mobv7+AvFGprNxSxpXnnMi5i05iW2kFX61eP6yQdLD7YVtbmxg8/5ccCdeoyNGLeH3+bzgwc3y4\n5ieHk2FIGJ7cGtyO1CmHNVWJPIL0zvDLDZ43AjcBT5tMpmRAixBQHxKz2XwfcN/+YyaTKROoH7Ez\n/AXQ0dHBddddR09PD7fffjsXXnghtn47N//5IfaYa5g9rZArL/0Nv3/mLTotNo6dPgGnNJKP1u/C\nGK1nVFY262qtKOVSjsnPoLrHy7YmB1qljHm5sURq5Dg8AaxOP/2eAAqZhFidksJ0AxkxGjr7PXxR\n0clnZe1srLFwz0ITM3KM/OGDYpZ+tJ1/XjuP/MxEzpydz783VrC1sok5+aMAMDe0EgyFyElPPuj3\n+njZCpavWstYUw6/u/yig/a/9NJL9PX1cf311xMREXHQ/l8iv/Rr1OFw8OSTT6JUKrnjjjuGxp97\n9S3aOrq47MKzmTJxPE+99Rnbd1czb0o+J8+dwfXP/ZswYZZefDKvbWygodvByRNSMRiieGp1HQqZ\nhCUzUsmM1bKtwcYbRU24/SEA4iKUTEqLYlFBAu8Wt1JU10tnv5c/nTGJB/5dwmNfVHD7ecdy16vL\neeWLLVx6xnH88Zk3+WzNFq5bfApqlYqNxTu46ap9biAxMUJDnf7+gxvqiHw3v/RrVOToRrw+R5bD\nZ47Vwx6XnxXLny+fftDzDwyyy6q6ue2ZdbT1DJdjWPqFgDklPmJYU5WU+CPju3yQX6Qo0Gw2LwdK\nTSZTMfA5cL3ZbBbbyO2HzWbjhhtuoLOzkxtvvJELL7yQXlsf1915D3vMNSw6cT4XnH8uNz76Cp0W\nG4sXLqC6N8z2qhYKcjOQGpIprreSkxRNZmoyZW1Clnn+6DgyY7VUdzspaeqjustJKBwmRqtALZfR\naHWzurKb1zc3sbPVzl0n5XLJjDSsTh+///duovVa7jlrEh5/kCe/ENwwTpkmKG42724YOv+yyjoA\nJppGDfu9Siv28PTf3iA6Ss9jd9+JQqEYtr+4uJiPP/6YzMxMLr744hGc4aOLl156iZ6eHi677DLS\n0tIA2FZawb+Xf0NuVgZXXXw+3xbv5IOv1jMqJYEbfnM6d/z9C9w+P3cuPo7XNzXS0O3gnOlZ2EMq\nlld0kRmr5Zbjs9nVaucfm5rY2dpPlEbBhFQ9Y5MicfuDrNzbzfPf1jMvN5ZF443U9bj42mzjwlnZ\nNFuc7OpwMyE7mQ276klJSkQfoWVlUSlKhYJJ48dS39iCpXdfJfigvCcQOLRERERERETkYAYzx9XN\nNjaWt/HyJ+UDe4aHXuGDegsKHCjPcLj9VDfbcLqHfxbHDgTjF588hrgoNSqFlLgoNReffGS5Zo1o\n5tlkMkUDFyBomIdy92az+YHve67ZbBbL5Q+Dz+fjjjvuoLGxkSVLlnDppZdi67dzw133U1PfxHmn\nn8yUqdO4/fHXAPjteYv4eLMZl8fPnMn5FDc5CYTcTDWlYe72gNfL9FHRWJw+zF0O1AopM7OiidYp\nCYZCQ5lCg0ZBeowGlUzK5jorW+p7+evKGi6YksLdC0088IWZB78w88qSiUzNimdbXTfmdhu5KXEA\nNHftC3K27jQDMGXcvuYbPZZe7nrwCcLhMI8uvZ1EY9yw37ujo4O7774bqVTKfffdh1J5ZC3z/FLZ\nsWMHH330EZmZmUOezl6fj0ef/RtSqZSlt12Ptd/JQ698iEqp4IHfXcz976ymp9/JtafN4l+lHTT2\nCIGz2Rqg0eJmdnY0yQYN725tQSqBBaY45uTE4PKFcHgDKOVS0qI11HU7ea+4hY9L2piXG8u83FjW\nVVuYlJaKUa/mX8UN3H7COMpr2/hmRzUzCkx8s7mUupZOxuXlULS9lMrqOmZPKwTA7XYDDOm1RURE\nRES+n8MV9ln7vcPGD9we5EB5xuEYDL7fWbF3SLbh7fPwzoq9otvGfnwGdAG7ObgVusiPIBwO8/DD\nD1NWVsYJJ5zAjTfeiMvt5talD1Nd18i5p51MwaRC/vzc26iUCs477STeWbsLqVTCrCmT2FRnJVKj\nJD05gcpuD4l6FUlRapp73WiVMmbnxGD3BGjsddPY6z7o+NubbKjkUubmxHJsbhx/39DA+9tauX5e\nJounpvDBtlY+K2vn3Omj2FbXzbo97Vx93BjUSjn9LuFN53B52LGnltEZKcRF6wEIBIP86ZGnsNr6\nuPXay5g8IX/YcR0OB7feeisWi4U77riD/Pz8g85N5L/H4XDwwAMPDN2QDLbgfu+TZTS3dXDBWQsZ\nk5vNLY+9it3p5o9XnscX22vY09jJKVNN7OzyU93Rz6mTMqi0BGiyujk134jN7WdTrZX0GA1nTEhk\nV7udf2xuOuhDINeo49bjs/lnURPrqi2cNTGJirZ+Pilp4+ypo/j76r3YA3LUSjlFexo4f0YO32wu\nZVdNA6PShQx5S9s+x5a+vj4A9Hr9zzJ/IiIiIkcK3+WtfLimJwfKNmIP2B6ks/f7nTcAtu/t4ty7\nlhEIDv82+CHOHb8kRjp4jjGbzUdPv8afgffff5/ly5czduxY7r33XkLhMH96+Cl2VVZz6vHzKJwy\nhbuffwetRsWZp5zAW2t2otMoyR09hqI6K6lxeiQqHU29HgpS9dhcfjrtXiak6vEEQ9RbBPlGflIk\no+J06NVydEoZWpWMYDBMZaeDzXVWVlZ2MyYxgluOy+aRFVW8tqmJBxaZ+GJnB5+Xt/PKRQUA7G7p\nBSC83/tkc9leAsEgc6fss69768NPKa3Yw4I5M7jwrIXDfme3280tt9xCdXU15513HosXLx75iT4K\nCIfDPPjgg7S2tnLZZZcN3ZB0W6y8/t4nxBiiuOaSxawsKqOovJLpBSZSUlL4y6efkZkYjTEplRUb\na5iWHU+HW0KT1cXC8UaarG4sTj9zcmKI0Sn5pExor54erWFsUiTRWgVOb5CKtn6qu5w0Wd1cNDWV\nl9Y1sGxnB2dNTOIfm5rwoUAmlbB2bwcTspLZWtlEonEaALVN7SyYnDd0voNYLEJpRHR09M85lSIi\nIiK/eL7LW3l/P+f9iwFdnuGZZqfn0JnnPsehxw8kGAoTDB2cSz3SOhSOdPBcYTKZJpvN5h0jfJyj\ngtLSUp599lliY2N58sknUavVPPHSP9hUXMKMKRM54fjjuPOpf6JRKznjlBN4d20FhkgtiWnZlDfb\nMKXG0eOVEvAEmJIRRVufF71KTk6ijo5+L3KphOmZ0WiUUpp63ezY7y4UQKeUMSXdwO3HZfPe9lb2\ndjjQqxWcV5jC21ub2VhrZfqoGFZXdmNxBtBrFHT2u/H6A3j9AfQ6Iau5pljQQh83XXhzVtU28Oo7\nHxMfG8Ofb71umPWc2+3m1ltvHcq033HHHaI13U/Em2++yerVq5k0aRLXXHPN0Pjf3ngfj9fL7ddf\njkwm57l3/4NSIefWJWdy+6tfIZNK+M2JM3ls+W4SDBqiDNFsqe9l/ug46nvc2Nx+FuYbae33UGdx\nkahXcdr4BBQyGR39Hly+IAatgt/OSKOizc4npW38q6yNRQUJvLO1RZB1yKRsbbBhSopiT2sv50+I\nY2tlE96A8LfvsvYNdZx0e/ZVbHd1dQGQkJDwM86kiIiIyC+fw0kzAPQ65SFlE3vqbd+5PYjXd2jb\nWQCdRk5yXAS1LTb2j5slEshJNXxnh8JfKiMSPJtMpnoEmYYWWGwymVqBAILuOWw2m8WuFv8lvb29\n/OlPfwLg0UcfJT4+nmXfrOHDz74kKyONKy/5DTc/9hoyqZRzFp7E29/uJFqvIzZ5FOaOfsaPSqSp\nP4hKIWFMciRtfV5GxWmRSSV09HvJjtMSH6miaUCqoVPKMBkjMGgUSCTQ6/JTb3GxrsZCi03IFL68\noYHihl5uPDYLtULKtkYbx+TEsrqym9oeJxFqBS5vgE6rHYD4qAi8Pj9byitJTYglKzWRUCjEo8/+\njUAgwNLbrkcfua/i1u12c/PNN1NSUsL8+fN58MEHkclkP//k/wpZsWIFL7zwAgkJCTzyyCNDLbjN\ntfUs++ZbsjLSOO3E+bzx+Rq6rH389szjWVVeT5ulnwsWTOKdogYATinM5pOyTsYlR9Lv9WNz+1k0\nPoHqbid2b4AZmdHkGHVsqLUe5PO8qU7KsblxnJqfwPJdnfR5/MRHKNnaYGNimp7iBhvzMqPY02pD\nrRECZYfXD4DN7hwqJvX7971uW1sbERERR4wLi4iIiMjPxeGkGd9FOBz+zu3vGwfQKIXvF7lMii8Q\nGhqP1au/t0PhL5WRyjwfO0Kve1QSCoW499576e7u5ne/+x2FhYVU1Tbwl2dfITJCxz133sQfn38X\nl8fLpecu4p21Feh1aoypo6jqsDMhO4m63gAGjZwkg5puu4/xKXqsLh/SEEzPNNDR76Wp140xUsWU\ntCgS9GpcviBSqYQotRyFTIrTF+DrPV3U9riI0/VzvCme97a3sL3JhikhgvKWfiJUQnBrcfgIBEPI\npFIaOgXpRrrRQHFFFS6Pl7OPn4lEImH5yrXsqqzm+HmzhnUR9Hg83HLLLZSUlLBgwYJhAZ7I/4/1\n69dz7733otPpePbZZ4mPjweED79nX3mTcDjMrdf8FofbwztfrMEQqWPhvBkseex94vQ6NPpYmi3V\nnD45k2UV3ejVclIMana12Tl2dBzmLgdOX5BTxyVgc/tZU9WDTCphXFIkmTFalHIpLb1uylr6WLGn\ni9MLEjFGKClt7mNiWhQr93ZjHKjcHgyQfUEh49zv9KCQy/D5/QSDQqZj0GEjGAzS2tpKdnb2zz2l\nIiIiIr94DifN+C4MkaphRYIymYTbnll3kGZarZLj8u7LPivkEjKTorD0uYe19FbIJUglEiK1Sh66\ndvZP+ev9rIxINGI2mxsBTCbTJ2az+Zz995lMptXAcSNx3F8r7733Hps3b2bWrFlccskluN0e/vTw\nk/j8fh7+06288OEKOnp6OfeU+Xy8yYxcLiMjazS7WvsoyBIC51idgrgIFX3uAJPSo+i0e4lUyRmd\noKPZ5kE9UAQolUqo7nFR2mYfOr5UAhnRGialRrEoP5G3i5vZ0WxjybQ0FDIJdT1OEvRqoB/PgDNH\nIBSmz+Ujy6jH3CwspeemxvPN2k2AINnweL28+Pq7qFRKbt7Pq9fv93PnnXeyY8cO5s+fLwbOPyHb\nt2/nrrvuQqFQ8Oyzz5KTkzO0b/O2UraVVjBjykRmTJnIyx9+idPt5aaLTuSTjbvw+oNcvWgyrxfV\nEa1T4ggp8AWdnDYhgaK6XkwJOnqcXiFwHmukqdeF1eUn1aDhOFMcevU+28FUg4b0GC2flrexqrKb\nKekGvtzThVI+3D0zMFDB7RsoLvEHQ4TCYaRSKS638GGs1QgFLO3t7fh8PrE5ioiIiMghOJw047t4\n5Lo5LP3bJuwuH+Ew+AIhqpttB2mmDRHDg+w0YyRP3TKPC5YuH/Z6SoWMDx4aXtd0JDJSso1PgQlA\nislkqjvgeM0jccxfK5WVlbzwwgvExsZy3333IZVKee61t2kc6L5X29nHjj01zJw0ji21Ftw+PzMm\nT2RrfS/j0o002AJEa4XA2e4NUJgeRYfdS0KkirhIJe39XlKi1BSkRlHZ6cATCAldBaPU6NVygqEw\nrX0e6q1u5DIpE5L1FKTo2dLQS0e/l7gIFRaHlzSDsKzu9ApL6IHmHursAAAgAElEQVRgCG8ghDFK\nze5GwQ0hOzGaddt3kRQfw9jsdD787Et6rL1csvhMEo37sp8PPvggRUVFzJ49Wwycf0Jqamq4/fbb\nCYVCPPXUU0ycOHFon9/v56m//ROpVMpNVy7B4fLw8TcbidFHcPzMQs5/6F0SoyPpDypw+YKcMT2b\nL3b3kp8cyc7WfjQKKWkxWvZ02JmTFUNznxury8+EFD3TM6NpsLrZ2mjD7Q+iVcrIidOREa1hQkoU\npS19RKiFv7HDJ1w/3oGbMP9+QTMI10cwGEKlVNDXL9zgDUp9amtrARg1arh3uIiIiIjIjyPFGME/\n7zkJgNueWTdM9jHYCCUhRkt8tIa6/ZqeJA82PTlQzfEr8V0bqajkUiAGeBahU+AgAaBzhI75q8Pr\n9bJ06VICgQD3338/MTExFJfu5F/LVpCVkca8uXO4/sGXMcYakEXG0drUyOzCfDbX95JhjKLdDRqF\nlCSDGpvLz+SMKNr7vSQb1ESq5PS6/IxNjMCgVVLW2o9UAnlGHSZjBArZvgzgmIQI1lT3UN3tJCNa\ngzFSWFK3On2oZBJ8wTBev7BcYx8Ingd1qOmxEfy7pJ3UuCiqG1pwebycddxMfH4/b374KRq1miXn\nnjF0rDfffJMvv/yS/Px8HnvssYOapIj8OOx2O7fffjtOp5NHHnmEGTNmDNv/wWdf0tTSxvlnnEJu\nVibvfrEWh8vDdYtPZcX2Krz+AOfOK+DtbY0YtEo67EIwm2PUUdxg44Sx8exut5NiUBMkjMXppyBF\nz4QUPWuqLTh9QaQS0Cnl9LkDbG/uIxQOk5cQQWlLH112L0qZhP4BQ31PQLieBoPn4EDwPGjbotdp\nh1w24mIEZ42qqioARo8ePYIzKSIiInLkc6Bt3UUnj+HdFXsPsrHb/3HdB9jRDTZCqW62MTnPyJwJ\nyQdJQuTy4QX+Hm/gkLKPI42Rkm30A/0mk+kpIGO/XWEgyWQy1ZjN5kOXbIoM8cILL9DQ0MDixYuZ\nMWMGHq+XR575GzKplD/fej0PvvYvQuEwJx57DO+urSAvM5ntzU4iNUpCCh1Bj5/8FD2d/d59gXOU\nEDjbvQEmp0fhD0K91U2UWs70jGj06oMvCYVMSp4xgm3NfXQ7fGgVQmAdCodx+0Oo5VIsLqGQy+oU\nftrdwvJNpFKCw+3juEm5rCwqBeD4GRP4ctU6Iet8/pkYogRP3rKyMl566SWMRiNPPPEEavWh/SRF\n/nseeeQRWltbufzyyznxxBOH7Wtp6+Dvb32AIUrP1UsW4w8EeP+rdWhUSs5YMJ3Ln/wEtVJOhD6a\nfncL507P4pvqPsYkRlDR2k+URo7F6UMCTEk3sK3JRqpBw4RkPWtrrPhDYUbH68gzRqCUS7F7A6yu\n6mFXu52T8uJRyCRYXH60SvlQ0DwYK4cG/hEICNeVJCzsT4g10Nou3IcnJxoB2Lt3LwB5eXkjOpci\nIiIiRzoH2tZVNliHdMn7SzL2f9x3UdloPaQcIxAYnmoOhjmk7ONIY6Tbc98N/Ae4GbgFodX2K8B2\nk8l04Qgf+4imoqKCDz74gPT0dG688UYA/vHuv2ht7+SCsxdRtLuWxrYuTps/k0+3VKLTKPEoDfiC\nIbJSE7G5/UzNjKaz30tBip72fi+xOiUxOgV2b4Ap6VH4Q9Dt9JGsVzE/J/aQgfMgGoVQCOgLhnAP\nZJkVMilWlw+DVkGTxY1WIaOmy4FCJqG+Q3hjWHuFYsFJ2cms276LZGMMY7LSeP/TL5DJZFww4Ons\ndDq55557AHj44YeJi4s78BREfiRFRUWsXLmSgoICrr766mH7QqEQDz/zN7xeH3defwVR+khWFZXR\nZe3jjPnTqWnrpd3Sz4mTR/PtXkF+o9PpCAN5SZG4/SGmZAgFp/nJkezpsCOXSpiXE8OWRhv+UJip\naVEUJOuH9MyRKjm58Tp8wTBdDh+RKjlObwCpBEKDhdgDGWbfQDDtGfAW9XuFD/eUhFgamloASE9N\nBgSJU3x8vHjtiIiIiHwPbd2OYdv9Tt+w7dKqLm57Zh2lVV0/7AUPI8f4LmvZI60xyv6MdPAsAQrM\nZvM5ZrP5bCAf6AYKgTtH+NhHLD6fjwceeIBwOMzdd9+NWq2msaWNtz/+nKSEeBaeeDxvfr6GhFgD\nvUElLo+fSfljaexxMjk3hTqLm/EpkTT3ukmLVmPz+FHJpWTHa7EOSDUkEindDh8pUWpmZEYjl333\npeAc8HBUy6V02oVAJhwO4w+GMUaq6LR7yYzTUtvtYrQxgp1NFrKNkRTvaUAhl+Jz9eP2+jhlzmS2\n7CinvrGFE4+dTXxsDAB///vfaWtr49JLL2XSpEmHPQ+R/45gMMjTTz+NVCrlrrvuOkg//sFnX7K9\nrII50ydzwrGzCYfDfLBiA1KJhMWnzOWr4koA5k8azY76HsamGNjZakchk9DvFrLBg/FuWowGpy9I\nQYqe1n4vDl+Q0fE6Mg5hh2SMGJD+uPxIJBLCMKC3Z9hrDhry9/YJ+ua+fkFTl5WaSHVdI9FRemKj\nDfT29tLV1SVKNkRERER+AAe22T7Qas7pDlDdbMPpHm4xejgO5yI7LivmsM850hqj7M9IB8/JZrO5\naXDDbDa3AUkDsg6x08VhePvtt6mvr+e8884bCiSffeVNgsEgt1x9Ka99+g2BYJBTF8xh0+5G8jKT\n2dpgI06vobEvQJRajtsfQimXYtApCITCzMyKocXmITlKTWq0lpY+D7FaBdPTDUh/QNORFpvg/xwf\noaSm24lCJqGtX8gChgZcz9UKKWEgXifDGwgxPs1AbbuFmWMzWb2lDICT50zmw8+E6tuLzjkNEArZ\nPvzwQ1JTU7nyyit/0rk82lm7di11dXUsXLjwoMCytqGJF//xDtFRepbedj0SiYTSvbXsrWtmzuRx\nGGMMrK+oIyE6AmdQSjAUZmq2kZpuJ+OSIqnpdpIarabJ6iJKIx+S7IxJiKTO4kIllzIuMfKQ56WQ\nCddcOBzG7Q+ikktx+YJDWvvBgsGOXgcGrZKa1i5S4vTUNQvLh0mxBto6uzDlZiGRSNizZ49w7DFj\nfvpJFBEREfmVcWBHwEAwzJwJyeSmGYjQ/Pe1RsHD9Ei5aXHh0OvOGJfI9HEJ5KYZmDMh+YhrjLI/\nI21jsMlkMr0HvIsQqF8AFJlMpoWA4zufeZTS2trK66+/TmxsLDfccAMApRV72LBlO4UF44hLSOLb\n4o/Jz8lkk7kDiQS00UYC/b2MSjFS2elicoaBBouL2Tkx1FtcTE6Loq7HOWRHt7HOikouZUZmNFLp\n9wfOFqePToePWJ2CTruXfk8AkzGCLfVWtEoZu1rtyCRQ1eFAArR2C5KNgEvIEk7LTeaJtd+Sn5uB\nJBRg87ZSCsaaMOUIvXKef/55gsEgd9xxByqVamQm9ijlk08+AeDSSy8dNu73+7n7L8/i8/t55Nbb\niI02APDu8nUAXHLaAnZUteBw+1g4fSwl9QNtr/U6oJfMOB1dDb2MitVSa3ExJiGCtj4PsToFnmAI\nfzCMySg04TkUg9IfmUSCyxckLkIoGhlMfnTZvWgUUjo6nRSkGShv8TBjTBqbNqwnI9lIY7Ng2jMm\nV7iGdu3aBcC4ceMQERERETmY/Yv/DlJZSPbpjx97a9sP0jkf+PxD8WPs8Y4ERjrzfC1QBFwNXAZs\nBG5AUMcsGeFjH5E888wzeL1ebr755qEuaX978wMAfnfFxbz6rxUAzJpeSHVrD9Pycylt7CUvNZbK\nThe5Rh0NFhcZMRqae91EquQoFVICoTDH5MRSb3UTDENBUuSQjvm7CARDlLT0ATDGGMGW+l4k7CsW\nzIzR0tbnIS8pkqouJxNSIylt6CY/NZqN5dXotWo62lsJh8OcfdwsPvrsKwAWnyloncvKyti0aRNT\npkxhzpw5P/V0HtV0dHRQXFzMpEmTDvI+fuODT6mua+CMk49j3qxpADS1d7OhZDf5uRkUjM5kbblg\n/TZ/YjZljRY0ShmegeKPwWY4gxZz0TolgVAYY4RqKAM9KM04FD0OQV8XGoiWBz93+1x+pBJos3lI\n1AsBdeRAEiQlWofT7aVwTBalFUKmecI4oTiwpKRE2J5w5GYyRERERH4K+pw+HntrG7c9s47H3to2\npGd+6r0dbCxvG2Y3N0iERjb0HH8gyIxxieSmGQ75+rlpBmL0wz/fx2cdXbUmIxo8m83mAPAm8DuE\ngsHlCFKOL81mc8NIHvtIpLy8nG+//ZaCggJOOeUUALaXVVCyczezpk5CodaytaKKwjHZrNvVhFQi\nwS8XAmzdQKA9mMHLiNMSCIWZkx1Do9VNkl5FerQQUOvVctKjNd97PsFQmK1NNvo8AbJjtVR2OrC5\n/Yw2RrC5zopOKWNPux2JBDr7hCUgSUAwUs+JVdLrcLNoxhiWrS1GH6FlxvhcPl+xmoT4OBbMmU44\nHObFF18E4LrrrvvJ5/NoZ+3atQCcdNJJw8Zb2jp444N/Ex8bwy3X/HZo/O1lawC48JR5hMNhNu1u\nQK9Vk5saT0OPnbwkoTAQGFqxGJRZqAaKAbVKOYGBqj+V/NAfL+FwmGabB7lUgnXgQ9064NbR0usm\nRqckDIT8A624ewVLOme/8IE/c8IYiraVIZfLmZg/FrfbTXl5OXl5eej1+h87XSIiIiK/CgYdMqqb\nbWwsb+PlT8oBKK/qPuxzZDLZ0HO27u5ELpcetnX2U7fM4/k7FgzJMeZMSObGxUdXrdKIyjZMJtOf\ngLsAC0K2WTLwM2skj3sksn8gedNNNw1VqL710ecAXH3JBby3fC0Ac6YV8vwX25g1PoeiRit5KTFU\ndbkYmxhBo9VNXmIE9T1O4iOUuAfcCqZlRNNh9wmTH6v9zgpYAG8gxJaGXrqdPowRSqSEqWjrJ1qr\noKrLgT8YJs2gYmOnlTGJEayu7GFMYgSbKhtIi9WxdWclCrkUvSyAze7k0tMXsHzlt3i8Xq4643zk\ncjklJSWUlpYyZ84cMWM4AmzaJHRznDt37rDxv7/1IT6/n1uuvpQInVCw0WPr58sN20lLjGPB9AIa\nOnvpsjk4vjCXFquLcBiyE/V0DmSMB68e+UAQvb9uXj7QLtvtD2I4hHau2ebB5Q+SHq2hrNmGSi6l\nvseFQSOntRdcA8WpNW0Wkgwa9tSbGZNupKh0NyqlgszEGCpr6pg2qQCdVsOmTZsIBAJMnz79p5s8\nERERkSOUA10sBp0zgqHDdyhxHVAYOPgaSrkUXyA0ND7omvRrlWP8UEZatnEFkG02m0eZzeaswZ8j\nfMwjkh07dlBSUsKcOXOGOr81NLVQtL2USePHkpyUyKot5YxKSaCqQ9ASa6OEKtaEWGFpJckg+CJn\nxGoJhmFaZjS13S4MGgVp0RpsA+4IsdrDm5KHw0JHwZXmbrqdghuHXiVjfa0VjUKGVCKh1eYhK05L\nUa2VaK2Cna39yKQS/G4HwVCYwlQdbZZ+Tpsxlk++2YBKqeDs42fy/qdfoNNqOHvhCQD84x//AOCK\nK64YgRk9ugkEApSWlpKVlYXRaBwab+vo4pu1G8nNyuD4ebOGxj9ZuQl/IMhvTj0WmVRKSbVgAzdl\ndBotVicAaTE6nL4garl06OZrKHge+Gn3+jEOrH602DwHnZfDG6CstQ+pBMIhoQuldkA+1OcS7Orq\nup2kRinx+PykRSkIhcJMHGWkuaObuZPHsblYkGgsOEZo9FJcXAzAtGnTfqLZExERETlyOdDFYtA5\n47sY7OI6iKXPzW3PrMOUYUAhlyBBCJwfuX72T326RyQjXTDYBFhH+Bi/Ct58801geCD54ecD+uAz\nTmVlUSmBYJCTj5nCG+vMpMRGUd7cR6RGQZ3FQ5RGTnOv0OzE4vQhk0CCXkWwJUxWnJBplg0EPKHw\nwXef4bDguWvuctDl8CGRwNiECLrtHrY32tEopESqZJS19JMQqaK8qZ8wwtJ8t93HzEw935TUMjEj\nhtVbK9CqFcSoQnRZbVy86FjWbizCYrXx2wvOJkKno6ysjK1btzJt2jTGjx8/8hN8lFFdXY3H4xnW\nghtg2TdrCIVCXHj2IqQDGWKPz8cnKzej12k49ZjJAJTVCMUik3KS2dogeHXH6zWAA4kEdEoh4FUM\nZCEcngAahYwWm4fjTQqi1HIae90kRKpIM6iRSCRYnD6Km2z4gmHyEyNYX2NBKZNS3eVAo5BS2+Ui\nWqugpdeDw+FCJpHQ2NSMSiGjt1toiLJw7lRefuV1ZDIZC+bMIBwOs379erRarWhxKCIiIgJDLhad\nVhd1rX3fmXEe5MCwwNrvHbKzmzMh+ajOMh+KkQ6eq4GNJpPpW2AoDWU2mx8Y4eMeUdTW1lJUVERh\nYeFQIOnxevlq9XqMcbHMmz2Nq+9/AalEgiE2Ho9vN5PHZrFst5VjxqZQ1uFjXm4s1d1O5ubEUmNx\nkhWnxekVlr8HC7eiNMKfu7Slj/HJepQyKS5/kG6Hl7Y+L64BB4SESBXpBjWb66z0OH0YNAqCwTBl\nLf3ERyhptLiwewPkxOtYX21htFHHhl0NaJUydEEHdpeHK0+Zyvv/XkaEVs05x8/i8ht/j1ajHrKn\ne+211wAOatoh8tNgNpsBGDt27LDxNRu2oFIpOf6YfVnntcUV2OxOLjl9ARq1cK3srGsnOkJDRkI0\nq/cKOjm9RoFSLsUbCBGtFeQYgYH22Y1WN6PitOzpsFNvcVOYGsW6WgvFTTaKm4Rge9ArfExCBHva\n7XgDIfRqOb5gGOnA69R2OzFo5DS3dpOfoqeiooETJ+ey5ttvSTbGEKmSUVlTx9yZU4k2RLF3716a\nm5s54YQTUCqPzDavIiIiIj8lw+LgQyTL/luO5GYmI8VIyzZagRWAF0EmOfifyH4M2oldeOG+posb\nt+7A6XJxynFzsdjs7KpupHBsDhX1QgZOqdEBoB/QrEbrhGAmySAEPykGzZBOabBwKyNaQ0a0Bpsn\nwIY6K6ureyhq6KWmx4UvGCIjWsPMDAOBQJBlFR30OH1kxmjosXsxdzlIjlLT2OPG6vQz2igEzkl6\nFZ1d3bh9QU4eZ2TjzmryMxOpq67C4fJw7fmn8OkXK7Da+rjk/LMwROkpKytjy5YtTJs27aDMqMhP\nQ11dHQBZWftUUt0WK3WNzUwuGIdGs6/1+fIN2wE4/VhBM9xrd9HRa2dMRgISiWRoOU8ulRKrUxIK\nMxQ8t/S6STWoqbc4yYnXIQE21lpQyaWcYIrHZNShHtDMJetVzMmKptnqorXPQ3yEksoOB5EqOS29\nHgwaBR5/CPzCfbatuwOpRII65MbrD3Dxwvm8/+8vAFh85qnCuS8XPMMHC2xFREREjnb2LxgM/v9j\n5yO6mclIMaKZZ7PZfL/JZNIB2cAuQGM2m50jecwjDa/Xy9dff01sbCzHHHPM0Pg3azcCcNL8OWzd\nKWQR504ex0db69BrVXT2C4VbvgGZkmTgnmTQOkyvlqMbsBPr9wqFABKJhKnpBjJiNHT0e5FIQCGV\nEqNVIJdK2NXez+cVvQRDYaI0cvRKOVvqewmFITNGy7aGXgLBMNlxWtZWWQRnD6+DFquTUwuS+WJ9\nMZEaFQvGJfPsW/9mfG4mU8aM4qJnXyDRGMdF55xGOBzmhRdeAODaa68d4dk9emlpGWhdnZ4+NLan\nSrCeG7R3A3C43OzYXUPeqFTSk+IBaOgUZBo5ybEAqBQDjUsCQTJjtayvtuDwBojRKiht6uOy2el8\nWt5OcUMv0zOj2dLQy7/L25ifG09+YiTjk/SEw2Ha+jysq7bQZfcSp1NS1elAJpXQ2utGKZNi7rAT\nq5PT0NzNuORIdu1q5LhJ2axYvx5jTBQTRqfy+FPPMDp7FFMnjsfn8/HVV18RExPDrFn7MukiIiIi\nRzM/JlN80+ICSip76LS6iNGrkCDB0u8hIUZ7RDczGSlG2m1jAfAKIANmATtNJtNFZrP5m5E87pHE\nxo0b6evrY8mSJUOtkz0eL5uLSxmVnkrOqAzeXbEZgDE5GbQuL2Pm2AxquvqJi1RhcQqtt70Drhq6\ngeKrcBgS9UJ2sbS5j5w4HeqBfcYIFcYIFR5/kHqLi011lqHirgiVjMRIFeWt/ex1B4hUy1FIJGyu\ntaJRSInRKtlQYyVBryLssVPV0ce8vAQ2bi/FHwhx4+lTeP7Nj9GqVdxz7WIefPw5AoEAt157GWq1\nilWrVlFWVsa8efMoKCj4Wef6aKKrqwuVSkVUVNTQWGNzKwDZozKGxsoq6wkEg8yetK8zX7tFKEhN\njhWeG60TVjO67R7yU4Sx4gYbM7NiWL6rE5vLR5JeRUlzH5kxWqamG9jWZOOzne3olDIiVHIc3sCQ\nbCMzRkNFqx23P4RCKsHhDSIBgmHotQruGy2NDagUMkKOXrw+P1eefSKvv/MxoVCIyy88B4lEwooV\nKw5674iIiIgc7RzowXw4lHIpGUl6EmK0TB+XwgnTRo3wmf16GGnZxqPAHMBmNpvbgXnA4z/0ySaT\nyWgymZpMJtPo73/0kcnKlSuB4cvOxaU78fp8zJ05FYlEwu7aJnQaNSGE4DczMYauPjdJBh19bj9R\nGvmQxsmgE3SfFqePWJ2SwrQobG4/r25uZE1VN5vrrKw2d/NhSSuvbW5klblbaNutV2My6rC5Aqyv\nseLwClZizRY3u9rspBrUuHxBSpv7yDVqcfRZqe3oY/6YBHbt3k2fw8P1p83gnU+/wuP1ce/1F7Jy\nzXrKd1dy/NyZLJgzA5fLxdNPP41CoeCWW275Wef5aMNisRAXFzfMkrCrR+gSmBgfOzS2t07o1Jef\nsy+g7nMKN1LRkYIXeEac4CFe09FPQYqeGJ2CteYejsmJRa2Q8llZByeOMaJRyPi0vB27J8BZBUlM\nSBE8l3sGvJxz43XkJUSwrdGG3Su0kW+0uDFoFLTaPCTppPQ53WRHy7HZHZw8OYc1W0oYnZFCamwE\nq9YXkZ+Xy4JjZhAMBnnjjTeQy+VccMEFIzWNIiIiIr9IDtcIBfatRB8OlUI6ZEF3oBe0yA9jpINn\nqdls7hjcMJvNe37oE00mkxz4G/CrVar7/X6KiopISUkhNzd3aHx7mdBqeOaUibg9Xprau8kblUJH\nr9DR3BgdSSgsBMqCebaEyAG5hlouRaOQsqfdji8QYtaoGGZnxaCSS9ndbmdHs409HXZ6HF4S9Com\np0WRlxBBTbeTb6ss9Di8ZMRoCARCbKnrJRwOkx6jYVuDjY4+L4WpEeyuaaaj18XCgiS2le6kp8/J\ntQuns3zlt7R3W7nmvJPRSEK88vaHJMTH8YebrgHglVdeobOzkyVLlpCWlvbzTvZRRn9//7CsM4DL\nLQTFOt0+/Vp7j2CGk5YYPzQ26MYy2Fp7TEo0aoWMjeYOpBI4a2ISTp+gi79oWipOX5A3tzRzfmEy\nkWo5a6p6eGtrMx39XsYlRjI5NYr4CBXlLf2sMfcglUjQq+TsbXcQo1Owp92OMUJBVXMnGbFadpur\nyU6KYdu27UglEm675Awee/5VJBIJt193ORKJhK+//pqmpiYWLVpEQkLCiM6liIiIyC+NwzVCAbD0\nH2wTuj//+stpZCQNbyglFgX+d4x08NxiMpkWAWGTyWQwmUx/RrCv+yE8AbwM/JcN1o8cysvLcTqd\nHHPMMcMyhGW796JQyMkfM5rG9m7C4TBZqUn02oWLO0onZARlUgk6pRy7N0BylCDRqO9xMS0jGrs3\nwPvbWwiEwhSmGbhiZgYXTE7hnInJLC5M5ticOPyBMF/u7mKNuQenL0B2nBZpGIpqe+ns95IVp8Xi\n9LOlrpdEvYpRegnrdtajlMtYlB/HV+uLcXl83HTmLL5a9S11LR1ccPIxzJ04mrseehK5XMZflt6O\nQR9JWVkZ7733HikpKVx++eU//2QfRYRCIbxeLxrN8C6SwaAgm5BJ973t+x3CNWWI1A2NaVRCMaDd\nLdgUqRUyjslLpMXqpKi6i7MmJZEQqeJfO9qQS6WcPM5Im83DS2vrmZcTy7ycWPyhEOUtfXy2s4PP\ndnawuc6KyxfEZIzA4QlQ2eHAGKlkd6udSJWMprYudCo51vZGFHIpqRHQ2mXhNwvnsWlzEQ3NrZx7\n2knkjxmN2+3mxRdfRC6Xi9eSiIjIUUlbt+Ow2zF69YEPP4gDiwDFosD/jpEWCl4DPAukAXXAauB7\nvclMJtNvgS6z2bxyoEvhr5LNmwUt88yZM4fG3G4PVTX1jDXloFIqae8WMoPJxhh8A7pm/UDXNofH\nT1qcngaLi1GxwoW/xtzDXSfn0trnobLTwQNfmhmfrMegVeD2B+mye2myugkM+D7GRyiJ1QmuBxuq\nrUiArDgtDT0uNtZYUculTEzWsr2qBbcvyKSMGCRuK8vW7yA6UsPVJ0/m9Y+W0WXt46KFx3L63EKu\n+/29OF0uHv7jreSPGY3NZuPuu+8G4P7770et/v43tsiPJzTQHlsmkw0bV6sEHZzb4z3oOfvfvKXF\nC0136tv3WbRfOnc0q3a18sxXFfzzmnncvXA0d/xrNw99aeaW47L4zdQUPtzRxt83NBIfoWRmVjTR\nWiXeYAhfMITDHaCq08G35h4kEkgzqNnaYCNSLcPRZyMYDBKn9NLgcLFoSjbLvl7N6IwUpo3J5KY/\nPkBKUgK/u+JiAF599VU6Ozu57LLLSE5O/mknT0REROQIYH+ZBkCv3cNjb22j0+qiq/e7fRlue2Yd\nMXoVM8YlikWBP5KRdtvoAi783gcezGVAyGQynQBMBN4ymUynD7zeQZhMpvuAe3/0if6P2L59O3K5\nnMLCwqGxqroGgqEQ+XmCzNtmF94EsVGRWLz7mpzERaposTo5fmIWG2qsVHc7mZwexY6mPtZUdrNk\nWhqrzN3sabdT2tI37LiJehWpBg1Ob4DtDTbKm/uRSSDXqKPRIgTNUgkUJOuobe1mw65ODFolx+bG\nsG77TpxuH9Pz0ilMN/DUPz7AHwhy00WnMTUvk+t+fy8Wq0D1O/EAACAASURBVI07b7iCE+fPIRAI\nsHTpUtrb27nqqquOWmu6n/MaHQyaA4Hh7VajDcIyncVqIytDkM1ERQgZ595+B5EDKxpjMxJQKWSs\n31nH9afPQiKRkJOg58KZ2by3uZY/friNxy6cxv2n53H/F2Ye/6aWY3JiuPHYLEqabWyutfKfnZ0H\nnZcEGG3U0drrYWuDjfgIJVarhX6nh7xYGXur25k9Np1v1m5Ap1Fx52/P4A/3PYpUKuWBP9yMVqOh\noqKCd955R1zBGAGO1M9RkaMD8focTqROSU/fPnmGzx9iY/kPW6gf7DY4Z0IyT90yb0TO79fOiATP\nJpOpngN8uvfn+1p0m83mob/mQIOVaw4XOA88/j7gvgPOIROo/0En/D/A4/FgNpsZN27csOX1qtoG\nAEZnZwLgGsgSatQq9DJhud3mcJOTEMWWmi7yErRIJfB5WQd/OXsMlZ0O3t/WSpvNw8LxCZw0xkiP\nw4fTF8DpDdDW56WsuY9l5R2EAa1SxrikSKo67ayrsiCVwPjkCDq6rWza1Y1cJmHBGCONDQ18uaEa\nnVrJdYumU1pWxkvvrycqQsdfb/sNIa+La+64B6fLxZ03XMH5Z5xKOBzmscceY8uWLcyZM4errrrq\n55ziXxQ/5zUqkUjQarU4HMOX9ZITBW1wS3sHUycJzXiSjUKL98a2riGrOp1ayTHjs1hVUs3q0mqO\nLxRu5K4/YSxNFicbzR1c8cp67jm7kJd/M4G/flPNhhorG2qsFKToOS4vDrVchssfxBcIEQyFcfuD\n1HY7WVslFC3mJWjZXduK2xegIEFF+d4qxmUkULOnAq/Xx703LeGFV97AYrVx89WXUjDWhMPhYOnS\npYTDYe69996DZCki/z+OxM9RkaMH8focTkp8BPVt/UPboXDoOx59aESd849npDLPx37fA0wmU6HZ\nbC75Aa/1E1h8//LYu3cvwWCQ/Pz8YeODdmKjBjKD4YHiLalEQppRWE5v6Ohl1ugUttR0UVLXzan5\nCXxR0cnnZR3cc6qJZ7+tY121hXXVFiJVcpRyKXZvYKhpCgjSDL1aTklTHyv3diOVwISUSDp7rGze\nVY9EArNz4/H29bB60zYATpoymjS9nDc+/AyXx8v0AhN/vOJcPv/yG/75/icoFQoe/tNtnHjsbMLh\nMM899xyffvopo0eP5uGHHx5qBy0y8sTFxdHd3T1sLGeU4Plsrtn3XTM2Wxgrr6rnmMnjhsavWTST\nDRV1/PXDtWQmxJCTEodcJuXRxVN59utd/GtrPZf/fR0nFqRy7ZxselxBlld0sr3Rxs7Wfg5HflIE\nPo+LbXsb0SrlTEhQULq3itEpcXitrXRYernmvJMp2ryZsl17OWHe7CF/8IcffpjW1lYuu+yyYas1\nIiIiIkcbF588hsoGK3aXj0itEn8wiNt7+ABaMvC//RsOijrnH8+IBM9ms7nxBzzsNeB7vwHNZvOC\n//8Z/fLYs0cwHhk3btyw8ZZ2wZwkIzUJAPVAy2GPz8fk1DhkUinltW1cetI0Xl61h/c21/DGtcdS\n2tzHRzva8AZC/P6EHPZ02NnVZqe220kwGCYxUkVSlIqoAVuwjTUW3P4QSpmEqel6WrusbKwQutJN\nz45D6u1nU/F2wmGYmJ3MMXlJfL5qAyvautBHaFl69WLGZ6ew9OEnqNhbRXKCkcfuuZO83CxCoRBP\nP/0077//Punp6Tz33HPodDpEfj6Sk5PZsmULDoeDiAjBai53VAZqlYqSit1Dj5toGoVapWT1lnJu\nuGDhkPY53Wjg9vPm8ch7a7jyyY+57dy5nDp9DAq5lDsWFjAvL4lnvqpgRXkLK8pbyEnQMyPXyNz5\n6bgCEnrdfvrcAYKhMFJJmFAwSFtPH1v31BMKw5jkKIL2bkr3tjMm3YjE3sXuhhbOmD8dicfOf75e\nQ15OFvfcfgMSiYR33nmHlStXUlBQwDXXXPM/mVMRERGRXwrvrNg7JNvw9nnQqYeHczq1nOT4iCE9\ns16npN/p4+VPyum0ukSd8/+T/2VngaO6TXdlZSUAeXl5w8bbOruIjNARMRBsRkUKd4bWPgdalZIJ\nWUmU1rbicns4f0YWb66v5u+r9/LoWWO45z+VfF7ewYrdXczNjSUrXkdylJo+t5/6Hhdrqyz0uvwA\nxEUomZqupaqlizVlgiJmenYc6qCTDTtKCIbC5KbEcdKkLDZu3c5zb21GKpFwzvGzuPT0+SxbsZrH\nnngan9/PSfPncNdNVxOh0+FyubjvvvtYs2YNWVlZvPjii8TFxf1c0yoywKhRo9iyZQvV1dVMmjQJ\nAIVCQWHBWDZvK6WlvYPUpEQ0ahULphXw5YbtrN1ewfyp+xrXnDErn0iNmgffWcnD763mzW+2c8bs\ncZwweTRTs+N5+/r5bKrq5D8ljWyp7qK2q39YVkMmlRAMDV84MiVFkRurZM02QTt/bEEWbQ3VmOub\nOXHWJPLT43joqZdIiI/jqQf/iFqtoqioiOeee464uDj++te/ig1RREREjnoOklwcEFFNMhn5wyVT\n6TtEwKwf6Ach8uP5X34L/SrlGD+UPXv2oNPpDvI77uq2kpSwL9hMjhc0qa2dPQCcNmssJTWtfLiu\nnOtOm0VRdRfLSppQKWQ8fs441ph7+Gh7Gyv3dsPe4cv20VoFC0xxKAmwqbKV5U2tSCQwK9eIJuRk\nbUkpgWCIzIRoFk3NZUfZTp5/8yMA5hSO5XcXLqK+rp6rb/sz7Z3dxMVEc+fvrmTBnBkANDQ08Ic/\n/IHa2loKCwt5/PHHD/IaFvl5mDBhAu+//z4lJSVDwTPAcXNnsXlbKV+v2cgVF50LwG/POI4VG3fw\n8gdfMnNC3tBqB8CCSTmMzUjgja+3sXzrXl78fDMvfr6ZdKOBybmp5I9K5Kq5Wfz59AlUtvezq8VK\nk8WJxe7BFwiiUsgw6jXE6RR4XXa+LTGzbLcdrUrBVSdP5otv1tLWbWHRvKnMHJvB0keeRh8ZwXOP\nLCU+NoaGhgbuuusu5HI5TzzxhHgjJiIiIoJQMLg/OakGIrXKg7LKg37QsK9Q8A+XTP15T/ZXiJjC\n+R/gcDhobGxk6tSpw3TADqcLp8tFQvy+ACEzJQGJREJVo3DxHz8pl1eWb+XjdTs5dVoeT108g/9j\n777Dm6reAI5/M5qmK+neu6WB0pZZVsseggwRRBAURVyIA8SBIqIMEQEniuBAQAFFlgwRZFOg0EFp\naUkXHXTv3aQZvz8CRQT8KVqW9/M8PDT35o6c3jRvzj3nfZ/7Noqfos8TnV7Mg938WTq6DRo95FU2\notHp0TTpKKtuICmnhF0n1TTpDcikYgaGuCHS1HAgNg6tTo+nk5L7urXm7Nnk5qC5Y5sApoy9F019\nDe8s+pBkdTpSqZRHxtzH5AljsLK0wGg0snnzZj766CMaGhp48MEHeemll4QewlsoPDwciUTCwYMH\nmTx5cvPyfpHdWPr512zeuYdHx45EKpXi6+HC6IERbNxzlAUrf+SdZ8dfcV262tsw86F+PHtfD/bF\npXMkMZO4tDy2RCWxJcpU0EckAhdbGxyVVthYmmNtJkWn11NZ1ciR5Eqq6023F+UyKQ/0CsPOTMea\nn7bTqNHyxKhBBLraMmvhh8jNZXw8fxb+Pl5UVlby4osvUldXx/z586+aHyAQCAT/VefzKq94nFNY\nzZq3h1z1vD/2UAuTBP8dQnRzC1wa7xwcHHzF8sJiU++ys+Pl8slWFnL8PV04m5GDRtuEucyMmeP6\n8uJn23h15U6WTxvNN0/1ZuX+FDZGn2fpzkSWkoiFTIK5VEJNY9MVt84DnG3oHuBIWWkxvx07hVan\nx81BwagewWRmpvP56h8xGI20DfDm6QeHYCmFlavWEh1nql40oFd3nnlsPD6epvy6WVlZvP/++5w8\neRIbGxsWLlzIwIEDW7T9BP+fUqmka9euHDt2jLS0tOYKltZWlgwf1I8ftu1i12+HGDG4PwAvPjyC\nlPO5/BoVR4NGy+ynxzansbtEYSnn/sgQ7o8MQafXk3qhlOTsItLySskuKievtJqUnGL0hsuTViRi\nMW4ONnRp7UXnIE9kRi3fb99Pem4BSmsr5k6dQH1VOW8sWIpMJuPDeW8Q0iYInU7HzJkzycvL4/HH\nH2fw4ME3r/EEAoHgNlffqPvTx5e42Fs29zhfeiz454Qxz7dAQoIpEA0NDb1i+YX8AgA83V2vWN41\nVEVG7iHiUjLo3q413dr4MGV4d5ZvP87jS37g1Qf78uLgEMZHBHJUXUh0egkFlfVodXq8HKzwtLei\nlasCM2MTUWfSWLvT1Fvo4ahgTM9QcrOz+GLtRnR6PQFerkx58F5c7axY/u16jkbHAtClQxjPTX6Y\nNkEBgKn3/Ouvv2bdunXo9XoiIiKYNWsWzs7OLdp2gr9u1KhRHDt2jB9//JFZs2Y1L584diRbdu1l\nxZofGNC7B5YWFsjMpHzwyhO8/tG3HI5J4v7kdHp3DqVPeCg+bk7Y2lhhZmb6c2Ea12zE20mBj7OS\nYV1bI5VIkFxMpdigaaKuUUtDo4ba+nqy8oqIT8lgxdqNlFfXIhKJGNornKnj7mXLzl9ZueYHrK0s\n+Wj+LNq1Nc0BWLp0KTExMfTt25dnnnnmZjedQCAQ3Nbk5hI0TYYrHl/LpeEbwiTBf1dL5Xnu9Wfr\n1Wr1YWB0Sxz7TnDy5ElEItFVBUPUGaYUYgG+3lcs7x0eyrpdh9hzLJ7u7UzBxWP3hGNtYc6Hmw7z\n+te7CHR3oEdbX9oHejAp0hejESpq6skoKONMZgFfHjtJvcY0WTDM343h3VqTnWUKmhs0WjycHXh6\nzGDa+Lrx5dof2HMwCqPRSIfQYJ55dBwdw0xZQTQaDRs3bmTVqlVUVVXh7u7O9OnT6dOnzxVV6gS3\nXmRkJN7e3mzfvp3HHnsMDw8PwHRn4+EHRvDN+k18vmodLz9rGtZha2PFsllTWL/rEN/vPMhvx+PZ\nefjU3zqmSCRqTq/4R7Y2Vowd3JNRA3pgYyFj3pJPOXYqHldnRz5e8GZz4ZYdO3awceNGAgMDmTt3\nrpDiUCAQCP7gj5+31/v8VVjJhDHOLaClep7f+ZN1RqCfWq3ObKFj39bKyso4c+YMbdu2xdbW9op1\ncWeSEYlEBF/s3b2kXZAvbk727I9O4JVJo7CUm8osP9ArjHCVFyt3nuBgQgaZBeWs2Rt7zeN6OioZ\nGeFPZFtvTiUk8+FX66lraMTRVsHz44fTu1Mb1v64jXfefR+dTocq0I8pj42nR3gHRCIRTU1N7Nix\ng6+++oqioiKsra2ZOnUqDz30kFBu+zYllUp56qmnePPNN1m2bBkLFy5sXvf4hAfYd+Q4P2zdRXiH\nMHp3N/1xlYjFPDysL+MG9+JMWhanz2WSX1JObV0DmibTbUGxSIToYr5Qg9GIwWBAp9ej1xvQGwxI\nxGLMpBKsLOQ42inwdnMiOMCbNv5e6HQ6ft69nxWr11NVU0u3zu2Z99qL2CpN1Q+zsrJYuHAhNjY2\nLF68WCiEIhAIBNfQ8IdhGn98LGhZLZXnuW9L7Pdu8Msvv6DX668aw1lcWsbppBTCglXY2V6ZoUIs\nFjOsVzhfbvqVLfuOM2Fon+Z1Pi52LHh8CDX1Gs6cL+BcTnHz5CxbKwu8XWxp6+NKbW0NG/cc5cUF\n29E26bBTWPPE6BHc16cLP+/ex5jJL1JXX4+7qzPPTX6YAb1MZZn1ej27d+/miy++oKCgAHNzcx55\n5BEmTZqEQqFo8fYS/DODBg1iw4YN7N27l1GjRhEebgqSzWUyFrwxncnTZ/Hmux+y7L23modMAEil\nEjq2CaBjm4Dr7fov02i1nEvL5PNvvmf7r/upqKpGbm7OK1Mn88Dwwc09y3q9ntmzZ6PRaJg7d+5V\nmWgEAoFAYGJjKUPzu/LcNpZC+rmbqUXHPKtUqkjgFcAa0xhnCeCjVqt9W/K4tyudTseGDRswNze/\nKnhe88NWDAYDI+65dk2YBwdH8t2OA6zbeZAxgyKRmV35q7OxNCeirS8RbX2bl10oKmV/9BlWb9zO\nufMXAPB0cWDckF4M792Fk/FnePT518i5kI/Cxprpz0zigWH3IJOZYTQa2b9/P1988QWZmZmYmZnx\n0EMP8eijjwrpwu4gYrGYV199lUmTJjFv3jw2bNiApaVpwogq0J8Fb7zEa++8z9SZ7/Dm9Ge5p2/k\nXx5+U11TS1ZuHvmFxZSUllFZXdOcMaauvoGqmlpKy8opKinDcHESodLGmoljRzJh1Ajs7a78krhr\n1y5SUlIYPHgw/fv3/3cbQiAQCO4i85+J4M0voporDM5/JuJWn9J/SktPGPwKWAQ8BnwCDAH+Sknu\nu9LmzZspLCxkzJgxVwzZSE5N56cdv+Lu6sy9A3pfc1ultRXDendh456jJKjPEx7S6or1jVotOfkl\npGbnk5SeTWxyOtn5puInEomYiPZtuK9fN3p2aktuXgEz5y3m2Kl4JGIxY0YM5qmJ47BV2ACmAi4f\nfPABcXFxSCQSRowYwVNPPYWrq+tV5yW4/QUHBzNx4kRWrVrF4sWLmTNnTvO63t3DWfLOTN5c+CGz\n3/uInXsP8NCo4YS3D8HMzKz5eeUVVaRlZpGcms7Zc2mkpGVSXFr2p8eVSCQ42ClpF6yiVYAv4e1D\n6da5PXJz82s+/6effkIikfDcc8/9Oy9cIBAI7lIeztaseuue5sdVdVoWrTklFEO5SVo6eG5Qq9Wr\nVCqVL1ABPAlce1DuXa6kpITly5djbW3NE0880by8uqaW2Qs/Qq/XM2v6lGvmRtYbDMSeTScrvwgw\n9SiHh7SiqraO9bsOExWfTGp2/hUTtSzMZUR2DKZveBg9O7XF1saKxkYNn6/6nu83/ozeYCC8Qyiv\nTH0CP29PwJRB49NPP2Xz5s0YjUZ69uzJtGnT8PHxaeHWEbS0J598khMnTrB9+3Y6derEsGHDmtdF\ndu3Et58uYunnX3MiNoETsQlIJBKsrSxR2lhTXllFbd2VuUEd7e3o3rkDfj6eeLq54uzkgJ1SgY21\nFVaWFlhZWmJpIf/Lvdg6nY5z587h7u4uZGwRCASCv0kohnJztXTw3KhSqewBNdBNrVbvV6lUVv9v\no7uNwWDgnXfeoaamhpkzZ+LgYMrjrNU28drcxeTkFTBx7Ei6dAi7YrvzeUXsPhrLjkMnKamoBsDL\n1ZGwIF9izqYxY/HXNGi0mEkltFP54efhQitvd4IDvGjl447Z7wLxY6fiWfTJSvKLinF3cWba04/R\nJ6JLc3Bz9OhR3n33XYqLi/H392fGjBl07dr1JrWQoKXJZDLeffddHnnkERYuXEhAQABt2rRpXu/r\n5cEn784mMSWVPQePkqxOp6a2juraOlycHOkQ6kygnzdtWgXStnXgFbnI/w1SqZTQ0FBOnz7NrFmz\n6NOnD3K5nKamJurq6qipqaG6uhqNRoNIJMLa2hpHR0e8vb0JCgrC2tr6Xz0fgUAguJMIxVBurpYO\nnj8AfgBGAadUKtUEIKaFj3nb+eqrrzhx4gQ9evRg9GhThr6mpiZeX7CUmIQk+kZ2ZeqkCQAYjUYO\nx55l7fb9nEnNAsDaUs79/btxT4+OtG/tj1gsZs7n62jQaOkaGsT7L03CQn7tW+EGg4Evv/uRr77b\niEQiYeLYkTwxfgwWFqYMGTqdjuXLl7N69WqkUilPPvkkkyZNQiYTbvfcbby8vJg/fz7Tp09n2rRp\nrFq1Cnd39+b1IpGIsGAVYcGqW3J+S5cu5ZlnnmHv3r3s3bv3L28nEolo1aoVXbt2pWfPnrRr1w6J\n5No5TwUCgeBuJBRDublaOnj+DfhJrVYbVSpVJyAIqPw/29xV9u/fz8qVK3F3d2fu3LmIRCK02iZm\nLfyQw8dP0aVDGHNfexGxWEzM2TQ+/2EXSWnZAPRo35rBEZ3oEx6K3PzKYHbsPZH8ciSGRm1Tc/GK\nPzIajcxd+hk79x7E3dWZ9996BVWgf/P6xsZGZsyYQXR0NF5eXrz33nuoVLcmcBLcHJGRkcyYMYMl\nS5YwdepUli9f/q+NZTcajf8o17dSqWTVqlXExMSQn5+PVqtFKpViZWWFQqHAxsYGCwsL9Ho9tbW1\nFBcXc/78eZKTk0lMTCQ1NZW1a9eiVCrp0KED7dq1o02bNgQGBl6VFlIgEAjuJkIxlJurpYqkeGHK\nrrELGKJSqS59olYBvwCtr7ft3SQpKYnZs2djYWHB4sWLsbW1RaPV8srb73M8Jp7O7UJY+s5M6hq0\nzF/xI3uOxwPQu3MIz44bip+Hy3X3HRzgTe/OIRyKSWLVlt948oF7rnrO3oNR7Nx7kGBVIB8veLN5\nQiCYAudp06YRExNDz549mTdvnnDr+z9i3LhxlJeX88033/DEE0/wySef4O/v//83/J2CggIOHTpE\nfHw86enpFBUV0djYiJWVFT4+PnTu3JmJEyf+7aBVLpcTGRn5t7YB0/UcExPD4cOHOXbsGAcPHuTg\nwYPN6xUKBZ6envj4+BAYGEhISAghISGYX2fyokAgENxJhGIoN1dLFknpC7gDh3+3XAfsaKFj3lZy\nc3OZNm0aTU1NfPDBB6hUKurqG5gxZyGxCWeJ6NKR92a/zJG4ZBZ9/RPVdQ2EtPLh5UdHERzgRXV9\nI2cyC6iua0Quk+LmoMDdQXFFz96cKQ/x4IxFfLvtNyI7BtPG/8q8uGs3bkMqlTJ/5rQrAmeAzz//\nvLn88cKFC685UVFw95oyZQpyuZzPP/+ciRMnMm3aNEaOHPmn10FJSQn79u3j119/JTExsXm5QqHA\n19cXuVxObW0tqampJCcnc+LECZYvX45SqbzuPv8uo9FIfUMjRqMBSwuL5hzRl4LuS4F3QUEBiYmJ\nqNVqMjMzyc3NJS0tjeTk5OZ9WVlZ0a9fPx5++GECAv55PmuBQCAQ/DeIrldK99+gUqleU6vVi1rs\nAH9+bF/g/L59+/D09Lypx66srGTSpEnk5uby+uuvM3r0aGrr6pj25rsknD1H38iuzJo+lWXrd7Dt\nQDRycxlTx91Ltw4h7DiRQlRSFhkFV6cBc1RY0SvMn/sjQwjydALg+OkUXlz0JZ4uDqxdOAOrS2OZ\n9Xp6jRhPoJ8Pa5a9f8V+0tPTGT9+PB4eHqxfv16oEHh9LVpv/FZeo5fs27ePuXPnUldXh7e3NyNG\njKBTp044OTmh0+nIz88nMTGRqKgoEhMTMRqNiMViOnfuzIABA+jatSvu7u5XfKlrbGxk6dKlbNmy\nhbFjx/LKK6/c0LlptFrOnksj4ayaZHUamdm5FBaXom0ylZmXSCS4uTjRyt+HDqHBRHbphJeH23X3\np9fryc/PR61Wk5CQwMGDBykoKEAkEjFs2DBeeOEF7Ozsbuhcb6G7/hoV3PFa7BoVrk/Bv+CGrs+W\n7m78SKVSvQGogOeBacB7arVa28LHvWW0Wi0vv/wyubm5TJo06WLgXM8Lb8wnMSWVQX0imDJ5IlMX\nfEFqdh5BPh48/8j9/Byt5oMd3wFgbiYhXOVFkKcTdtYWNGqbyCqqIDb1ApuPJrL5aCKDw1W8NLoX\n3du3YeKIfqz5eT/vff0Tc6dOQCQSNV8NYpH4qnPctWsXBoOB5557Tgic/+P69+9PWFgYK1euZMeO\nHSxbtuyazxOLxXTo0IH+/fvTv3//Py2UI5fLee6559iyZQv5+fl/6TwMBgMXCgpJz8zmbGo6Z86q\nOatOo6npcslZpY01gf4+2ClNd2CqqmvIzS/kwNFoDhyN5oPlqwgK8GNI/14M6NUdV2enK44hkUjw\n8vLCy8uLAQMG8NJLL3HkyBGWL1/O9u3bOXbsGPPnz2+uwigQCAQCwbW0dPC8DCgBOmEashEIfA08\n0sLHvSWMRiOLFi3i9OnTDBw4kClTptDYqGH67HdJTEllSP9ejBs9kifmfEp5VQ0j+nbFzsWTl1bu\nQqc30MbbmQHhwRilFpwvqSGtqhFDZSP21uYEBvgzbkBXKisr+fKXaHafUhOdksOCx4fwzJghxKVk\n8GtUHJ3bBnJf326mQMHdjczsXLTaJmSyywUvYmNjkUqlREQIFYkE4OTkxKxZs3juuec4cuQIarWa\nyspKxGIxLi4utG7dmo4dO/6t8cuVlaZ5wVZW189MeSG/kN8OHyM67gzJ6jTqGy6XmhWLxagC/Ggf\n0ob2Ia0JaROEk4P9VRMSjUYjhcUlnIw7w8FjJzkec5qPV67m45WraRMUQK9u4XTv3B5VK3+kf8jA\nIRKJ6NWrFz169GD9+vUsW7aMqVOn8vrrr3P//ff/5dcqEAgEgv+Wlg6eO6nV6o4qlWqIWq2uV6lU\njwKJ/3erO9TWrVvZtm0brVu3Zs6cORiMRmbOX8LppBQG9o5g+LB7eXbBFzRotDw+eghR6aWknonF\n2c6avp3DSCqsY9mB89fd/wrOEeCiYMI9EZSWFLNixwle+Gwrb04YwLsvTGT8a4v5YPVWOrQOwNvN\niW6d27Nu03ZOxp8hsmun5v3U1taiUCiEXmfBFZRKJcOGDbuigMqNOnXqFADt27e/al36+RyWf7uO\nw8dPNS/z8/ZEFehPUIAvqkA/2qpaYWVpgd5gICUzlx1H4khKzyY7v5iSimqadDoUVpa4O9kTHOBF\nj/ZtWPTWq9TX17P/yAn2Hz1BTEISKakZrFizAStLSzqEtqFzuxB6du+Mt8flFH1SqZRHHnmEsLAw\nZsyYwYIFC6iqquKxxx77x+0gEAgEgrtPSwfPRpVK9fsca45Ayw2yvoUyMzNZsmQJCoWCxYsXY25u\nzqJPvyTqZBzdOrdnxLB7een9r9DrDUx+cDg/RqmpadDQs72K/EYzfozNQyyCzgHOeDgqEYklaPVG\nJGIRCrkUM5GBrMIKjqgLmbs5nhBPO2ZPHMKSDb/xzto9vPXIQGZOHsObn67l7eXr+PLt5xnUJ5J1\nm7az7Zffrgiezc3NKS4u/sepxQSC69m/fz8APXr0MKrNQQAAIABJREFUaF5mNBr5ftN2Pl/1PU1N\nOkJat2LUsEH07BZ+xYTW2voGTialcTQumaPxyVRU1zavs1NY4+vujFQqobq2HnVWHmczcti4Jwpb\nGyuG9grngUERjBo2iOqaWk7Gn+FEbAJxCUkcjY7laHQsH61cTViwigmjh9M3slvze6Bdu3Z8/fXX\nTJ06lWXLlmE0Gpk0adJNajGBQCAQ3ClafMwzplzPLiqV6iPgfkyZOO4qOp2OOXPmoNFomDdvHm5u\nbmz95Tc27fiVVv4+TH5kPNPe/wqDwcDDo+5l9YEkEEHfbh05nFaGwdhIlyB3mkRmqEvqUVdcOxW2\nuVTMiG6tKS2v5Mi5AjJLanh2VF9WbDnA/O9+48Mp9zGoewf2HI/npz1RPHhPJKpAP46ciKGopAwX\nJ1NVODc3N1JTUykrK/vTsasCwY0oLS0lJiaGsLCw5iIsRqORj1auZt2m7TjY2/LGi8/Qs1tnRCIR\nOr2e+HOZRJ9RczIplZSMXPQGAwAOtjaM6NuVbmEqQoN80TQZySurQtOkx8bCHDd7GwpLSjl4KpHd\nR2P5fudB1u86RJ8uYUwY2psBvXowoJcpgC8uLeNEzGn2Hj5GdGwCr81bQofQYN5+5XncXU0lwX18\nfFixYgXPPPMMn332GZaWlowdO/bWNKRAIBAIbkstHTz/AHhhCpgvTRhc9f82UqlUUuAbwBeQAQvU\navX2ljvNf+b7778nJSWFoUOH0q9fP9LPZ7N42VcobKx5Y/pzvPrRGho0WibcP4TvDiYhM5Oiah3M\nwdQynJSWuDs7klLagIgmQtxtcLIxx2A00qQ3IhWLsJRJaNIbScyr4rdzpVjKJIzuHsT2U+l8tOcc\nTw6J5MttB3jjm118PGU4J86c44sfd9G/WzvGDB/M/A+Xs2nHbp69WMUwODiYQ4cOkZCQQP/+/W9x\n6wnuNgcOHMBgMDBo0KDmZWs3bmPdpu34eXuy7L23cHZ0oLC0gg2/HGb30VjKL/YuS8RiggO86Roa\nRESHNvh5unI0KZvfTqexcNMJahuunmvs6aRkUCcVq96dwZmUdNbtOsT+6AT2RycQ0sqHcYN70a9L\nGM6ODowY3J8Rg/uTfSGfT75cw+Hjp3hk6issnvMqHcPaAuDh4cHy5cuZPHkyS5YswdbWlnvuuTqP\nukAgEAj+m1o6Vd1qQA58B4iBiUCuWq2e9n+2ewwIU6vVL6lUKjvgtFqt9vmbx/blJqSwKS0tZdSo\nUchkMjZt2oSVlRWPvTATdfp53p/zKj/siyEuJYMHh/bn59gsRCIx/q1ak1JQTZCHIxU6CY1NBkI9\nbAARZXWXgwOxCAy/+/VYmIkJcLIiKr2cOq2eCH9bDp/JRGcw8lBnD77ddZQQX1fuCXVnybebub9/\nd6Y/MoKh459CKpGw/bsVyGRmxMXF8dRTT/2jNGL/EUIasBvw1FNPER8fz86dO3F2diYpJZUnps/C\n3s6WNZ+9j1Jhw7db97Fq62/o9Hpsbazo2yWUiPbBdAwOxEIuIz4tj19Oqdkfn0a9xpSazt1BQfsA\nd7ycbbGQmVFV10haXgmxqXk0aJuQSsQM7xbME/d2IetCAet2HeJonCmvs6OtgtEDe/DAoAiU1qZJ\njEajkZ937+O9T7/ETCrl04Wzadf2cv2m1NRUnnzySbRaLcuWLaNTp05Xv9hbT7hGBbc7IVWd4HZ2\nW6aq66pWq5s/jVQq1XYg6S9s9yOw8eLPYqCpBc7tX/HNN99QX1/PCy+8gFKpZN2m7ajTzzNsUF9y\nymqJS8kgomMIB88VotUZaBfWloTcKoJ9nLlQY0QuhU7eSgqqNUjFItp7KpDLJDQ06Wlo0mMulaCQ\nSzEa4cyFKpLya2jjZkNxdSNRmZVEhvix73QG25OK6d2+FYdOp9GvQyC+7s5s23+CR4b3Zdigvqzb\ntJ1Dx08ysHcEoaGhyOXy5kldAsG/paKigvj4eNq1a4ezszN6vZ53P16BwWhk3swXsbK05KXFXxN9\nRo2zvZJnHhzCPREdkYglJJ4vYOWuk+yPT6Okqg4AVzsbxvZpz4COrTCKpcScLyOzuJq6Kh1KC0u6\ndwhh6v29Scq4wJq9sWyJSmJPbCrP3RfBkhmTuVBUyk97jrL90ClWbNzN9zsP8sToe3hwUCRSqYT7\nhgxAqbBh5vylvPz2Ir5fvgRnR9PwpqCgIBYvXszzzz/Pyy+/zLfffouPz9/6Di8QCASCu1BLB8+5\nKpUqUK1Wp1987ALk/b+N1Gp1PYBKpbLBFETParlTvHHl5eVs27YNd3d3Ro4cSVV1DV99vxEbayse\nuG8YT8/7HHulDWJrR0qys+jaPoSTOVUEuttzocaIwkKKm1JOQbWG1q7WGDBSXKeFOpBLxViZS2lo\n0jf3RrvbybExlxKbXYW1uQQfeznHs6roF+bL3tPnMXi4YGNhzqrdp3h+eD8WrNjAdzsOMnbIANZt\n2s72Xw8wsHcEZmZmtGvXjujoaMrLy7G3t7/FLSm4W0RFRWE0GunVqxcAvx44SlpmFkMH9KFdSBue\nf3cFscnpRHYMZu7UCYglEjYeOsOPh89QUFYNgMLSnBHdgxnSpTVtfdzYm3SBOVvOkFFcc93j9mzt\nyvvPjCROncXy7cdY9MMB9sSqeefRe3jp0ft5+sEhbN1/glVb9vLR2m3sO5HA4hmTsFfa0CeiKy89\n8xiLP/uatxZ9zPL332meRNilSxdmz57N22+/zfTp01m9ejU2NjbXPQ+BQCCoqtPyxaYEisrrcbG3\nZMrodiisZNddLrjztHTwbAYkqFSqw5jyPEcCBSqVaj+AWq3ud70NVSqVF7AZWKZWq3/4s4OoVKq3\ngTn/1kn/VZs3b0aj0TB+/HikUinrt+ygpraOF56cyNqdh9A26RjavxffHTqLyteduAu1ONhYUKU3\nQy4Dd1s5VQ06OngrKaox9Tx39FJibiamVqOjscmAhZkcO0szGpr0xOZUUavREBFoT1R6OY5WMhRy\nHfH59bT2sOeouoj7u4ay+WAMpQ1GXB3t+OVIDM+PH0abVgGcjD9DTW0dNtZWdOzYkejoaE6fPk2/\nftf9NQj+JbfqGr3ZYmNjAejatStGo5HvfvoZiVjM04+OZfW2fcQmp9OrU1vem/YYJ87l8N6G/ZRU\n1mEhM2No1zYM6NiKcJUXIGJ7fDZzf95HYVUDUomIvsFu9GrtRmt3JQoLGZX1WhJzy9kZn8ORc4VE\npxczZUAw69+YwNKfDnMwIYOHF65n9sMD6BXmz4ShfRjaK5wlqzaz53g8U+Z9zoo5z2FrY8WYEUOI\njjvD4eOn+GXfYe4d0Lv5NQ0bNozMzEzWrFnDW2+9xdKlS5vLgt9N/ivXqODOdCddn19sSuBogqlA\nVFquKQHAaxPDr7tccOdp6eD5jxf6kr+ykUqlcgF+Baaq1eoD/+/5arX6beDtP+zDF7h+0uR/yGAw\nsHXrVqysrBg2bBiNGg0bf96NnVJBh/bt+HTzJ7QN8ObIuXzEYjFiKwd01dW4ODuSW9FIBy9TwHwp\ncHaxMcfb3oK8KlOhCDOJCAszCZUNTZTWaREBvQIdOH2hivNl9XTzs+PE+Qraeyk5nFaGg4st5JWT\nU23ASi5jy9EkhvcK5+vNezgck0Sv7uGkpGVwIvY0A3tH0KFDBwDi4+OF4PkmuBXX6K2QmJiIlZUV\ngYGBnEvLJC0zi36R3dAZRXy1eQ/O9ra89cxD7Dp5jgXr9iGViJl0TzgP9euA0kqOTm/g1zMXWHUo\nlQvldZhLxYzt5s+EiECcFHIySuqIya2ipEaLraUZbd3sWDHZm4MphSzekcDHu5PIq/Dj3ceH8PPx\nZD7cdIhXv9zBq2P7MioyFFsbK+Y9/zD2Sms27D7C/BUbWDzjcUQiETOmPE50bAIrVm9gUN/IK4qq\nTJ06FbVazZEjR1i/fj0TJky4ha3cMv4r16jgznQnXZ9F5fXXfHy95YI7T4sGz2q1+tANbvo6YAvM\nVqlUb2HKDT1ErVZr/rWT+4eSkpIoLCxk2LBhWFtb8+uBI1TX1PLo2PvZfugkAJ07hLHmQBJdQ4M4\nmVdNWx9ncioaCfWwoahGQxs3a4pqNLgqzLG1NCOvqhF3pZyuPnbIpGI0OgPW5hIq6rUcyShHXVxL\nsJsNcTlV5Fc34mFrCiYCnCxJzKsh2MuB2KwyBoQGsvdUMq6ubgAciUtmwj3dWbFmA9FxZxjYO4Lg\n4GAkEglnz569lc0ouIs0NDSQk5ND+/btkUgk7DtyHIAh/Xvx3Y4D6PUGXnx4OAnnC3l3/T6UVnKW\nPX8/QZ5OGI1G9py5wOe/JVNYaeppHtPVj8d6BeFgIye7rJ7nNySiLqq96rh+jpa8eW8Q3z3blxfW\nHOen6PNIxWKmDQkh2MeZFz/bxqINB8AIo3qGIhKJmPbIfaTlFHA49ixH45Pp2bEt7q7ODBvUh007\n9nD4+Cn6RXZrPoZEImHevHmMGzeOzz77jIiICHx9fW9W0woEgjuIveLKAmRlVQ289NEhyqoarrlc\nGMJx57kt7z2q1epparXaXa1W91Or1X0v/n/bBM4AJ06cAKBPnz4A/HbYFCgM7BPB3uOncba3JbXQ\nNIazSWoJgEFijlgEGp0BSzMxWr0Rc6kYN6Wc6kYdHTwVhHkoiMur4nBmOdE5lexLKyO7spFhIa64\n2Jg39zrrDEb8HC0xAl52FhgBD0clANYK0/85ZTU429sSl5yOKtAPubk5yeo0AORyOT4+PmRkZNCS\nGVcE/x0ZGRkYDAaCgoIAOHU6EalUSofQtvwaFY+rox0RHdqy5MdDSCViPnluJEGeThRW1vPC6uO8\n9VMs5bUaxnT1Y9O0gcwYGoaDjZyD6lKmrj+DuqiWHv72zBoSxLKHwnhneGv6BDlyvrSeaT8mUVLX\nxOeTIvBzsmHD8QyOqgtReTmzYvoD2FrL+XDTYTILygBT+e8Zj44E4Kc9Uc2v4YHhgwH4df+Rq16f\nvb09M2fORKvV8tlnn7V0cwoEgjvWlZ+p5dUa0nIrKa/WXHP50YR8lm9KuJknKPiHbsvg+U4QExOD\nSCSiY8eONDU1cSLmNN6e7pRWN1Bb30jPziGcPJdLkLcLCTkVBLjacqGykVAPBbUaPW3cbWho0tPe\n0zRsw9/BEheFnIT8GgxGCHS0op27Alcbc8rqmjieVcGA1k5IxSIKqhuxtzQjp6IBpVxKQZUGiVhE\nWb2psERpnR6JWETi+UJCWvlQXl1LWVUNgX7eZGZfQKfXA+Dt7U1dXR0VFRW3sikFd4msrCwAfH19\n0WqbUKdl0qaVP2fSs6lv1DCwe3t2x6gprKjhwd7tae3lTHmthqmrojiVWUL3Vs6sf64fM4aG4aK0\nAOB0bhXv/pKKRCzirWEq3hnRmj4qR1Qu1vQIsGfWvUHMGBhAnUbH/J2pWMikzHuwM2YSMUt2nkFv\nMOLjYscbD/VHq9Pz+c/Hms830Nud4AAvos+oqa03DZcK8PXGx9OdqFNxze+T3+vbty9hYWEcOHCA\n9PT0q9YLBAJBZu7f/0zNK6ll0ZpTvPTRIRatOUV13dU57QW3DyF4vgE6nY7k5GQCAgJQKBSkZmTR\nqNEQ3j6UuJQMAOwdHDEYjXi5uWAwgpuDqTfYSmYaR9lkMCIRge5iJbWO3kqSCmuRSUQMUjnR3kNB\nKycrIv3tUTlb0agzUFSjxdfBkupGHQGOVugMRrwdLKnR6PBQmpNX1YiNhRk5ZbW42NmQW1yJt6up\ngmBecTnurqbUYWXlpokKTk5OAJSVld3U9hPcnYqLiwFTBcvc/AL0BgP+vt6cUZuGJIaHBPHLyXOI\nRDCub3sAZm+MIa+insd6BfHBw93wsLdq3l+dRsfCX1IRiWDhyGB6Bjpc87iD27pwfwc3imo07Eoq\nItBFwbAO3hRWNhCVWghA73YBBLo7cCIlm9qGy70/7VT+GIxGMi8UACASiQhr2xqNRkt27tWJgUQi\nEePHjwdg165d/7TJBALBXeJCcS2T5v7KAzO3U1L99wPfmjotRxPyhZ7oO4QQPN+AgoICGhsbm29P\np53PBiA4KIDUbNNMWq3B1LQiqTkAuotNXa3RoZBLKavV4mkrp6hGg5O1jMYmI3qDkTYuNljKJFcc\nT+VkDUBZnRZXhWl/luam51jKTPu1tZRRr9XjZC2nsl6LvY0l1fWN2ClM21bV1KFUmFJs1dSaxo1e\nSrlVW3v1OFKB4O+qrDR9KbO3t6eoxPSFzN3Fiax8U1Dt7+nK2awi2ni74GxrTXZpDbHnSwn3d+Lp\n/q2b08NdEpNdSXl9Ew90dCfY/c/Twz3YyQOAk+dNPT6DwkyPE7LLm5/TLsCdJp2BwvLLKe8clKb9\nVtVenrjj5W6aK3DpNfxRZGQkEomEhAThw00gEJjM/iKK0qpGNE2Gv7VdKy9bItu5XzXeWZhMeHsT\ngucbkJdn6pG6VNEor6DI9NjdlfziMuyVNpRUmy78Bp1p7FOdVo9cKqaivgkHaxlGQGEhw2AEpYUZ\ntRodAAr51XM4xRdjiiaDAfHFYjh/HKZ8Ke4QiUXoDEYkEjE6vQHxxY11ej1mUtO+m5pMx5LJTG9W\nrVa4PST45+rrTde8paUlVdWmANVWoaCsshozqQSt3ojeYMDHxQ6AU5mlAAwM9bgqcAbIKDEVSmnv\npfy/x7a3kmFnaUZuhWlCjrudqQe7uLrhqufqDZc/3OobTb3Q5mZmzcvMzU3vi0bNtadZyOVy3N3d\nyc3N/b/nJRAI/hsqaxpvaLsPpvXmtYnhuF/sJLvExd7y3zgtQQtp6VR1d6Xf97ABzYGCna2S6toG\n7JXW1DWaAlL9xc9poxHMJKbQ91IwfGmiXr1Wj52l6cO78GLaut/LvhgQOFubk1dp+rlRZ9pxw8Vv\nudUNTcilYirrNdhZyqiuq0BhaU79xfOwtpDTqDH9LJdf7A3XmYJos98FDgLBjTJcDEolEgk6/cVr\nSyZF26RHZmaG7uKbQW5m+rNz6fq3Mr/2n6FWzqYPk1NZlYT72v3psbU6A1UNTbR2NfUkV9SZAl9b\ny8u9OSk5xUglYnxcLhcFOnfeFAAHeLk1L6usqjJtq7h+b7dEIhEm2goEgmb6G/hzIJVc7jSYMrod\nwBUFVAS3LyF4vgGNjaZvmHK5KR2NtslUPVxmZobBaEAiFjcXSze7+OaQm4mp0+rwsregvK4JpaUZ\nBdUa3G3lFFY3Ym0uRS4Vk1ZSh7lEjLedBSIRZJc3cLawBolYhIu1jMNppVjLJKQX12ImFpFdWo+1\nuZSMkjp8HSw4Xayha6ATcdlV+LnaU1Bium3tZK+ktNx0S9tOqQCgutqUDcTK6vI4U4HgRkmb72w0\nIZVc/FmrQyaT0qjVIpeZllVfnJzncbF3OPZ8Kf1DPK7aX2dfWxytZWw5XYC/kyWD27pc99i7koow\nGCHk4vCO42mmu0EqN1OvtTq3mOTsIsJVXs3nUVpRzcnENPw9XXGwvRwop6Sa5i14e7pf81h6vZ7i\n4mJcXV3/SrMIBIL/AKlETJPu7w3ZCP5dp4DCSiYUTLmDCMM2/gXNQYNOh4W5OXWNGmytTdkCbC4O\nw1DKpRiM4Kwwp6K+CU9bOWV1pnHPBiMczyynh58dMomYpMIadqUUszO5mKTCGsylYrr72HIwrQyd\nwYirQk55fRMetnKqGnW4Kc3RG4w4WpqO5aYwR6vT08bHhXPnLyCVSPBxdyYrNw8ba6vmsc+XJnhd\nmjgoEPwTl76E1dbWorAx/VxVU4OjrQK93oBEZMTS3IzUC6UYjUa6BDjhrJCzLTabvYkXrtqfhZmE\nhfcHYyOXsnRvBu/tTqW45uqhFCcyy1l1LAcLMzFjOnlQ19jE5lNZmJtJ6BvsjsFg5NOtpnR0E/p3\naN5u1da96PR6xgyKbF5WWV1D3JlkAv28cbS/dm+3Wq2mvr6eNm3a3HhjCQSCu4ryBnI0N2j/XrAt\nuH0IwfMNsLQ0jUVqaDANobjUk1tRWYWroy3FZZV4O9kCYH1xRIS52PQmkV4cs2G4eMs34UI1rgpz\n0kvrOJRWSg9fWzp6KvFQynFXmBPsYk2oqw0H00opqG7Ey9aCU9kVmElEZJU2IBLBhYoGREBhmel2\nc1O9qUc5zM8UPLdv7U9NTR05F/JpqwpsHl+amZmJQqHAzu7Pb4kLBH+Fg4MpG0ZpaSmuzqYvZHmF\nxQReHBKRmpVHt2AfcksqOZtdhFQiZs7oTsjNJMzeGMvsjTGczChuHt4B4OtgydIH2tLK2Yp950qZ\nuCqOV35K4tvjOaw5nsOb21KY/fM5mvQGZgwMRGkh5aPdSZRUN/JwRCBWcjM2Hk7glDqXiLa+dGvj\nA8DxhHNs3BOFn4cLw3pf7u35cesutE1NDL+n/3Vf59atWwEYMGDAv9uAAoHgjjXz0XBk0st3nf8K\nYVzznUsYtnEDLo11Li01TXhyd3UGIOdCPgFebpxJzcLG3PS9pLKyEolYREpuKVYyS06er8DbwYIT\nmRX0bOVAWkkdVjIxHko5+VWNbIjNw0Vhjp2lGXqDadJUZYNpWIi3nQVJ+dU0NBlwtpZxurQaPwdL\nojLKCfOwJirxPB18HTgYn4SdtQWlxaZb1706teVodAwA4R3CACgvLycnJ4cuXbpcc7KWQPB3ubub\nhjnk5ubSIyICqVRKWmYWgwaYAtFjp1MYFdmF/fHpfLY1is9fHEUnP0e+mBzJvM3x7E3MY29iHgoL\nMyKCXOjX1oPwACf8HK34dFwYv6WU8FNcHqnFdZy+UN183FbOVrw0IJAAJ0tW7DvH9rgcAl0UPNqr\nFVFns/ho0xFsreW8Mb4/IpGI5Ixc3vh4NWZSCXOmPIS5zPQNNys3j9U/bMFOqeC+wdcOnrOzs9m2\nbRseHh507969hVtUIBDcKbYeykD7J8M2zM3EWFmY4etmQ029ThjXfIcTgucb4OFhGp+Zk5MDgCrQ\nD4Cz6nTCu3Zly77jFBUV4aS04nhSJj07tudgSiEjurpyIK0CpdyMiromTudW0cbNhrSSemwtmgj1\nUFCj0VFUraHwYiUiqViEh1JOg1ZP9MU0XM7W5pzOrcJFYU5MdiU25hKy80xDMNwt9MQ1aHny3q5s\n3r0XmZmUwZGdeH3u+wD062kqORwdHQ1Aly5dblKrCe52AQEBAKSlpWEuk6EK8ONceiYqHzdsbazY\ne/w0zz00jJ6hfhxJPM/SjYd46YHetHJVsnpKb+Kzyth3No/D5wr5JeECvyRcQG4moXsrZ/q1dSey\nlQuDgp0ordWSW9GASCTCTWGOq1LOhfI6Xv4+mqjUIjztrfjg4W7Epuby+le7MJOKWfrMCByVVsQm\np/PK0m9oaNSy4MWJBAd4A1BdU8trcxejbWpi3gsvYmVpcdXr0+l0LFiwAL1ezwsvvNA8XEsguJYm\nnZ64c8WocyqortNiJTcjwFNJp9YuWFkIk7TvNn+WWs5eYc7qOYNv4tkIWprw1/8GuLq6olQqSU5O\nBiAowA+FjTVRJ+N4/slHkZvL2HU0hpH3DOTLXdG4yPVIJSJOnMvF38WZqIxyBrR2JLmwlvicKjr5\nKLlQ2ciR9DLTxEAbc8wkIsQiKK1tIqfcNDzE1kJKXaOe07lVOFnLSC2sRWcw4mUD8QV13BPixi9H\nT+JqZ4NEW0tBSTnjBvekqKiImIQkwjuE4ulmmuS0f/9+AHr27HlrGlFw1/Hy8sLa2pqzZ88CENGl\nI2fVaZyIPc2oAT34Zstefvz1KK8/1I/80q1sPHyG84XlPDm0G2F+bnT0c6SjnyMvDw0jOa+SA8n5\nHE4p4ECy6Z9UIiLMy4EAFxt8nGwwk4g5ndlIYk4F0RnF6A1GOvk58s7ojhxLyuS9DQeQSkQsfGIo\nIb6u/Hwgmve+/gmAt6eOp39XU69PVXUN099aSGZ2LuPuH0q/ntfuUf7iiy+Ii4ujb9++9OvX7+Y0\nquCOYzAY2RGVyY+/pVJVe3UaULlMwr09/HhokAr5dTLNCO48LvaWpOVWXnOdn5viJp+NoKUJ79wb\nIBKJCAsL48iRI+Tn5+Pu7k7Pbp3ZufcgqekZ3NOjA9sORGNvbsTWWs6Ww/GM7NeDn07l4GhTg72l\nnN/OldI9wI7CKg3HMipwtJbh52hJo85ARb22OQWdlUyCi405VQ1NJOebipm4K+XE51RiBPxtJcRn\nFNLWw5aYM4kYjAYmDerA0i/XobC2ZNLIAcxe+CEAj4y5D4CSkhKOHDmCv78//v7+t6QNBXcfsVhM\nWFgYx44do6SkhIG9e7By7Q9s2bWXRXNeY8u+46zYuJvwkFZ8MX00b6/eQ9TZLGJSf8JJaUWovxuB\n7o74uNji5WTLE32CmDowmMziGvafzeeIupD47FJOZ5di+ENaKJWbkkd6tqK9l5IlP+7nwOkMFJbm\nvP/UMNp4OzF/5Q/8fCAaGysLFk1/jM5tWwGQlXOBGW8vIudCPoP79WL6049d87Vt2LCBb7/9Fk9P\nT9566y1hqJPgmqpqNSz9Ppb41JLrPqdRq2fzwXSOJeYzbVxH2vpfu3Km4M7y+1Rz+aW11DXomtdV\n1zfdqtMStBAheL5B3bp148iRI0RFRTFmzBhG3NOPnXsPsmHrLqY/+wQ7D8ewassepj3yAG+v/Y2T\np5Po3boVh84VoXK3w9fBhuMZFThZywhysSavspFTWZe/tYqAP6aNdLExp7hGQ0x2JUoLKRbGRuIz\nSmjjrqSqKIfSyjomDw5n3dbdaJp0zH3+YU7ExBMdl0C3Tu3o1slUEnndunXodDrGjRsnBAGCf1W3\nbt04duwYhw8fZvTo0XTt2I7ouAQyMrN4Z+oEXnxvJS+9/xWLX36cD6aMIC7tAjtOpHDsbBb749PZ\nH5/evC+RCDwdbWnt7UxbHxdeGhSEu6OSoioNBZX16A1GFBZm+DnZUFVbx66TKcz75iyNWh3tA9yZ\nM3EQ1dXVPPrGh5zPK0Ll68F70x/Dw9kBg8G/WHIWAAAgAElEQVTA5p17+HjlGho1GiY+OJKpj09A\nLL5yDrXRaGTt2rV88sknODo6smzZsubKnALB7xWU1vHG8ihKKy8X5nFUyunZwRNXB0vKqxo5nlRA\nTqGpLkBhWT2zlkfxwtgO9OvsdatOW/Av+X2quUVrTnE0Ib95nTAx8O4julsT/atUKl/g/L59+5or\nAf6biouLGTp0KCEhIaxatQqj0cjkaW+QmJLKNx8v5PjZTL7atId+Xdvh6uXH+gOnCXR3xMvXn4Pn\nirCxMKNTK0/OFNTRpDcik4jwdbTEzlKG3mBAbzAFDyJMRVTOl9bTqDMgEYvws5ORklVIY5OOcD97\nMjNSKa2s48HeYSSdSeBsejYThvbhvt6deOz51zAajXy/fCme7q4UFRUxatQobG1t2bRpU3OuasE1\nteg3i5a+Rm+FoqIihg8fTtu2bVm1ahVJKalMevF1Wvn7sPrTRfx88BSLV21CIhEz/t7ejB3SC0db\nBUajkcKKGs4XlJNdXEFucSXnC8tJzyuluv7K9HQudtY4Ka0xGk0l7fNKq6hpMD3HSWnF44O7MLBT\nIKu37eP7HQfRGwyMGRTBCxNGYC4zIyMrh0WfrCQ+KQUbaytef/FpBvaOuOq1aDQalixZwpYtW3Bx\nceHTTz+9He/UCNfobaC4vJ6Znx+lpOJy4DymfyseGqTCTCppXmY0Gtkfk8uX25Koa7jcGzl5RFtG\n9g68qed8E7XYNXq7Xp/VdVqWb0q4ouDJH8tvC24bN3R9Cj3PN8jZ2Znu3btz7NgxEhMTCQ0N5fkn\nHuGpGbOZ98FnrPrkPWLOprM/OoEHFNaM7hnKpiOJlFbXcX/X9vx6toiDZ87jpLBA5eFERaOB86X1\npOrrrn08axnuZkYy8kuILzUVWenobs3x+NNghEmDOnLwyDEyLxQypGdnHhocyZPTZ1FX38Dc117E\n090Vo9HIwoUL0Wg0PP3000LgLPjXubi40L17d6Kiojh79iwhbdty3+D+bNu9j0Wffsms6VNwd7Zn\nwcofWP3zftZuP0BIKx+C/b3wdHXEyU5JazclPVQeONopsJSbk19WTVJWIcnZRaTnlZJbUklKjmmC\nrLmZBCdba3qF+dM7zJ92/q7sPhrL2BmLKK2sxs3RjllPj6VLSBDVNbUs+3otG3/ejV6vp09EV157\n7kkcHa5O1Ziens6bb75Jeno6QUFBfPjhh7i4XL9Ii+C/q6Zey5srjjUHzjKpmJmPhhMefHURHZFI\nRP9wb9q1cuKdr06QVWDKGvP1z2eRy6QM7u57M09d0EKEgid3PyF4/gceffRRjh07xhdffMGyZcvo\nEBrMmBGD2fjzbj5cvopF0x5l6oIv+GlvFAO7tef5kT1Yvv0Em/cdp5PKB6WjMycyyjieYsraIZWK\n8XZUIpeZIRaL0BkM1NVrya+oIaPcNAba3tqcbr5KUtLSibpQj7uDgqGd/djw826qa+sZMyiS8UMi\nePbVOeQXFfPUI2MZ0r8XAD/88ANHjx6lS5cuDB8+/Ja1m+DuNn78eKKiovjqq6/48MMPefnZyajT\nz7Nt9z7kcnOmPf0YP334OtsPnuTXqDiS0rI5k5p1zX3ZWFng4eyAr7szPu4ujAz3w93JHjulDeZm\nZjTpdJRX1ZJ5oYB9R47z1odJNGi0WJjLmDxqII+O6I9UIubHn39h5ZofqKquwcPNhZefnUxk105X\nHa+uro5vv/2WNWvWoNfrGTVqFC+99JLwRVNwTXqDkcVrYygoNXV6SCViZk3qSsfWzn+6naOtBQun\nRjL/m2jOZpYB8PmmBGwsZUS0u3ZlS4FAcPsQgud/oGPHjnTr1o0TJ05w8OBB+vbtywtPTCQxOZVt\nu/ehVNrw2axneHnpKvaeOM25rAu8fP8gfjuTQ4w6G9TZeDrZ4ufnicYopbJBz/mSSnT6y0NpLGQS\nfB0ssZWLaayrQX0+g+M5eizlZjwQ2Za87POsXLcN2f/Yu++wKI43gOPf447ei0gRAUEOGxasqGBi\niT1RY+zGFjWxxhZrTDQaNVFjSSxRE7ux916wgr2XwwLSe28HV35/XIISE39ERVDn8zw+yd3uzc4u\ns8fL7Mw7+jK+6vcxnk42DBg5icTkFHp/8hEDenYGIDg4mPnz52NjY8PUqVPFWGeh2NStW5eaNWty\n+vRpzp07h5+fH/OmT2DI+G/5Y+d+7t1/xJgv+tO5RSM6t2hETq6SBxExxCSkkJyWQXJaBkmpGSSl\npROTkMKjyFjuhT67AuE/cbSzple79/i4eUMszEw4evIcS1dvJCI6FlMTY4YN6EXXj9pgYFA4VZhS\nqWTHjh2sWrWK5ORkHBwcGD9+PI0aNfqXIwmlQURcBldD4snMzsepjBl1K5fFxOj1pYFbd+BuocmB\nY3r6/t/A+S9mxvp83b8ek5ee435EKlotzNtwmbK2JniWsyquKguC8AqIMc8vKSwsjG7dumFubs6G\nDRuws7MjKSWVgaMmEx4VQ6um/nw1bCCrdh5l/d5ANFotdapWpH6t6ihi0zh1I5Q8lYq/fgzGhvqY\nmRihJ9FDmZdPWlY2T/+IPJxsqe5WhqS4aE5fuoVao6FWJQ9G9/6QE6fOsmrjNrRaLcMH9KLHx+0B\nuHr1KkOHDkWj0bBkyRJq1KhRbNfjLSPGk74ghUJB7969sba2ZuPGjVhbW5OZlc13837h2OkgAGpU\nrYR//dpUlnvi7OiAnY3VP+ZOVms0xCakEBYdR2RcIjEJKaSkZ6LMy0dfX4aVuSmujvZUl7vjWd6R\nrOxsDp04w6Yd+wiLiEIqldKxTXP69+iMrXXhoCQ9PZ3t27ezadMmEhMTMTExoWfPnvTq1Qtj42dz\nPZdC72Qb/WtM6dOTsgBMjGT0aVOZlg3cir2D4FpIPFOWBRW87tLMi56t/vuS7WmZSr5afJqoBF3v\ndRlrY+aNCMDK3PCV1bWEvXNjnoU3ygu1TxE8vwIbN25k7ty51KxZk8WLF2NoaEhicgpjv5nNrXv3\ncXctx9ejhqBvZMKiDXu5cCsEAEszUwLqVsPWtgwZeRriUrOIS8kkM0eJRqvFUF+GjbkJZSxNMDPQ\nIzcznat3QohJSAbA08WRgR9/gEybz4LlqwmLiMLezpZvxg6jTs1qAAQGBjJp0iRUKhU//PAD/v7+\nxXot3jLvZGDyqqxevZpFixbh6+vLggULCoY+nL98ndWbd3Dx6s1nPmNsZISxsREmxkaYm5piaWmO\nnY019na2ONjb4WBvRxlbW6wszTE2MkKr1ZKVnUNsfAKKB4+4cOUGwVeuo1TmIZPJaPl+Y/r3+Lgg\nv/lfwsPD2bRpE3v27CEnJwdTU1M6depEr1693rTl6t+5NhqfnM2kpWeJTfr3RSma1y3PkI+rI5Xq\n/es+LyMjO4+hP5wgOT0XgFre9nzdvz5SvRf7cUTGZzB6wSmyc3Xpzap62DJ9kB+yYqr/ayaCZ6E0\nE8Hz017nTaXVapk4cSJHjhyhUaNGzJkzBwMDA5R5eSz8dQ2bdx0AoJl/A/p2+xiNnowdx4I4ffk2\nialPlhmWSvWwsTDDyNAQiQRylXmkpGeSr1IX7GNqbEhA7Wq08a9NWlIi67bu5rbiPnp6enRs04Ih\n/bpjZmqKWq1mxYoVrFixAkNDQ2bNmiUeQf9371xg8ippNBq++uorTpw4Qd26dZk9e3ahNG8JSclc\nvXGH+6GPiUtIJCExmcysbLJzcsjOySUjKwul8tlFJv4fNxdnWjcLoG2L9yhja1Pwvlar5dKlS6xd\nu5Zz584BugmOXbt2pUOHDpiZmb38Sb9+71QbzczOY9SCUwVjjAHqVnagnL0ZQbdiCr3fpqE7gzv6\nvPI6aLVaZq+9xNk/e70tzQxYNOY9rM1fblz8xTuxTF91vuBJY7vGFRj4UbWXrW5pIIJnoTQTwfPT\nXvdNlZeXx6hRowgODqZ69erMmTMHW1td8vsrN26z4Nc13FHoctj6VJbTPKAhdWpUI0Op4kZIGA/C\no4mMTyIlLZMcZR5otRgaGmBjYYZzWVs8XRyRuzmjVmYTfPkaR0+dIylZlxe6ScN6fNbzE7w83ADd\n8sjTp0/nzp07ODk5MWfOHLy9vYv9GryF3qnApDjk5+czYcIEAgMDcXZ2ZsqUKdSuXbvIn8/JySUx\nOYW4hERi4xOJS0giISmJ1LQMcpVKJBIJJsZG2NvZ4unuSrXKXpR3LjzhSqlUcuTIETZu3IhCoQDA\nx8eHrl278v7777/py2y/M21Uo9Hy3W/nuXgnDtBNzhvT05eGPrqfd16+mp+3Xuf4pYiCzwzuUI02\njV5tesHjlyKYv/FKwevJfetSr6rjKyl789EQ1h64W/B6bE9f/Gu+8d8NIngWSjMRPD+tJG6q3Nxc\nvv32W44cOYKtrS1Tp07Fz88P0PVWnLt4lY3b93Lh6g3+uu5lbG2o7OWBa3lnHMqUwdLcDAMDfTQa\nDdk5uSSnphEZHcv9R2EoHoaSn697rGdhbsYH7zXikw9b4+biDEBiYiKrVq1i69ataDQaWrVqxdix\nY7GwEEuDvqB3JjApTmq1mmXLlrFq1SoAGjRoQKdOnahbty4mJsW3eEBkZCS7d+9m586dJCcno6en\nR5MmTejduzdVq1YttuO+Zu9MG91yLIQ1+58Ell/1rk2j6s6F9tFotPyw7lLBWGg9PQnTBzXAx7PM\nK6lDXHI2w+eeKBhe8UF9V4Z2fnVzSLRaLd+vvkjQzRhAt5T33BH+lHd4o7/DRfAslGZvT55nuVwu\nAX4BqgO5wACFQvGoZGv1/xkZGTFz5kwqV67Mzz//zPDhw2nSpAlDhgzB3d2dhnVr0bBuLRKSkjlz\n/jKXr9/m0vWbnAy6CEEXn1u2VCrFq4IbvtWr0KBOTWpWrYS+vm5WeWRkJOvXr2f37t0olUrKly/P\nmDFjCgJ3QShJUqmUL774An9/fxYuXEhQUBBBQUFIpVLc3NwoV64cFhYWWFlZYWBggEwmQyqVYmBg\ngLGxMebm5lhZWWFjY4OdnR2Wlpb/OBksLS2Ne/fucfnyZc6ePVvQy2xubk6vXr3o3LkzTk4iDdib\nKDw2nQ2H7hW8/ijA45nAGXTB8shutYhLzuZ+RCoajZa56y+zYNR7Lz0BT63RMn/jlYLA2dHOlP7t\nX+0fYRKJhBFdahIWk05MYha5eWq+X32RuSP8X2sWEUEQnq9UBs/AR4ChQqHwk8vl9YB5f75X6kkk\nEnr16kWdOnX44YcfCAwM5OTJkzRu3Jj27dvToEEDytja0KF1czq0bg5AYnIKkdGxxCckkZaRSb5K\nhUSimzxlbWWJs0NZXJwdMDR4skJRamoqp0+f5tChQ5w/fx6tVouDgwN9+vShffv2GBiI1YyE0qVq\n1aosX76ckJAQDh8+zOXLl3n48CEPHz5ET08PjUZTpHKkUimWlpaYmJgglUpRqVSkpqaSlfVkvKtM\nJsPPz48WLVrQrFkzkaf5DabRaPl56/WCFJ5yV2v6tKn8r/sb6kuZ1LcuI+YFkpaZR3K6kvmbrjC1\nf330XnBCH8DWYyEFOZn19CSM7l4LY8NX/yvU1FifCZ/WYczC0+Tlq4mMz2TxluuM7ekrUowKQilR\nWoPnRsBBAIVCcV4ulxd9kGQp4e3tzYoVKzh58iSrVq3i1KlTnDp1CkNDQxo3bkydOnWoUqUKbm5u\n2NlYY2fz/Bn+KSkpXL92jRs3bnDhwgWuX7+OWq2bSOjj48Mnn3xCs2bN3vTxm8I7wMvLCy8vL0D3\nmDotLY3U1FQyMzPJy8tDpVKhUqnIy8sjNzeX9PR0UlNTSUpKIikpieTkZFJTU8nJyUGj0SCVSnFw\ncMDJyYkKFSpQvXp1ateuXaxDQoTX5+jFcO6E6jIMSfUkDOtc4/9m0bC1NObLbrX45tdgAK7ci2dH\n4AM6vV/xhepwLyyZDYcVBa+7tZAjd7V5zidejruTJUM+rl4wtvr0tSi83axp39ij2I4pCELRldZI\nywJIe+q1Si6X6ykUiqJ1TZUSEomEJk2a0KRJE+7du8ehQ4c4efIkR48e5ejRowX72NnZYWdnh4WF\nBUZGRkgkElQqFTk5OaSkpBAfH09mZmahcqtUqUKTJk1o2rQpLi4uJXWKgvBSJBIJVlZWWFmJRSGE\nZ6VmKPltz+2C1x2aeOLqWLTxv77eZen0nifbTugmaq89cJcqFWzxdvtvQW92bj4/rr+MRqPr+a7s\nbkPnpl7/qYwX8X5tF+6FJXMgKAyAVbtvU7GcNZXciy9oFwShaEpr8JwOmD/1+rmBs1wu/waYWtyV\nehne3t54e3szfPhwHj9+zLVr17h79y6hoaHExsby6NEjlErlM58zNzenbNmy1KpVCw8PDypXrkzN\nmjVFsPGGeRPaqPBuK41tdNWeW2Tm5ANQ1saELs3/W9Das1Ulbj1KQvE4BbVGy5x1l1g4qglmJkUb\n1qbRaFnwx1XiknU5pU2NZIzu7vvC+Zz/q88+qsr9yFQeRKSi1miZteYiC0Y1eZsWUCmy0tg+hXdX\nqcy2IZfLOwJtFQpFP7lcXh+YolAo2vzHMtx4w2bhKpVKlEolWq0WqVSKkZGRGIZRst6ZTAbCG+ut\nbaPXQxKYvOxcwetvPquPr3fZ/1xOfHI2w+cFkvVnEF6/qgMT+9Qt0vjhDYfusfGp4RolkTouPjmb\nkfMDycjW1d/H045pAxsU2wIwxUBk2xBKsxdqn6X17tsBKOVy+VlgLvBlCdfntTA0NMTCwgJLS0vM\nzMxE4CwIwjspL1/NL9uuF7xuXMP5hQJnAHsbE0Z0eZJOLvhWLHvPhP7fzx298LhQ4NyucYUSybls\nb2PC6B6+/BXr33iQyLIdNymNHV+C8K4oldGZQqHQAp+XdD0EQRCE1++PoyFE/7laoImRjAEfvlxK\nuAbVnGjb0J29Z3VB84rdt7C1NMLP559TFx4MCuPnrU+C9xpeZejfrspL1eFl+HqXpVtzecGkxQNB\nYdhZGfNJs+Ifey0IwrNKa8+zIAiC8A56EJHK1uP3C173bl0ZG4uXTzXYt10VPMpZArqxzLPXXGTL\nsRDU6ifTaXKUKn7ddbNQ4FzByZKvetUu8WESXZrLaVLrSc/32gN3OX4pvARrJAjvrlLZ8ywIgiC8\ne/JVGn7adKVQZotWDdxeSdkG+lK+7l+fib+cISohC40W1uy/y8Hgx9T0KkO+SsPFO7EFY4sBPF2s\nmDawQZEnGBYnPT0Jw7vUJDk9lxsPEgFY8Mc1DPSl/7hgjCAIxUf0PAuCIAilwup9d3gcmwHogt0R\nXWu+1MImf2djYcSsIY3xdn2SVz8+OZtDwY85fimiUOBct7ID3w3yw7wUBM5/0ZfpMbFPXdz+TNen\n0Wj5Ye0lAi9HlHDNBOHdIoJnQRAEocSduhrJrlMPC15/2roSTnZmr/w4VuaGfD+kEZ+2qYy5ybNL\nXttbGzOya00m96uLqXHpWxLb1Fifbwc2wKWs7tpotDB3wxW2Hr8vJhEKwmsihm0IgiAIJep+RAoL\nN18reF2vigNtG1UotuPJpHp8/H5F2jWuwK2HiUQlZCLV08PdyQK5q81ry+P8omwsjJjxeUOmLD1X\n0FO/et8dwmPT+bxT9WJZNlwQhCfEHSYIgiCUmAeRqUxZFoQyTw2Ak50pX3ar9UqHa/wbQ30pvt5l\nXzgNXkmyNjfi+yGN+P73i9x8qBsDfeJyJIrHKXzZvRbexbh8uCC868SwDUEQBKFEXLobx+Sl5woW\nMDE30Wdi39I5XKI0Mjcx4NuBDWhet3zBe9GJWYxdeJqFf1wlKS2nBGsnCG8v0fMsCIIgvFaZ2Xls\nPKJg96lHBe+ZGeszfZAfrg4WJVizN4++TI/hXWpSzdOOJduuk6PU9eAfuRDOicuRNK9bnlZ+brg7\nWZZwTQXh7SGCZ0EQBKHYabVawmLSOXU1igNBYQW9zQC2lkZM7lcPj3JWJVfBN9x7vi5UcrNhxa5b\nnL8dC4BKreFAUBgHgsJwc7TA19sen4plqOxmg5EYFy0IL0zcPYIgCMJLy8jOIzw2A2WeGmW+itw8\nNSnpSpLScohNyiYkIoXUDOUzn6vlbc+obrWwNDMsgVq/XRxsTZncrx6X78Wx8ZACRXhKwbawmHTC\nYtLZduIBoMsq4lLWnDLWJliaGmBhZoCFqSGG+lL0ZXoF/2RPLQ7jYGuKhWnpSd0nCCXlbQ6epQCx\nsbElXQ/hDdW0aVM3IFKhUKiK6RCijQovpbS00cdxWczbHEKeSvPc/Z5mb2VIOz8nanlZk5GaQEbq\ny1VUeKKsGYzo6E5IZBnO3Ezg+oNU8tWF09jFp+QQn/LfxkTLpBK++NCTSq5FH1pTzG1UfIcKL+VF\n26fkbc0LKZfLGwGnS7oewhvPXaFQhBVHwaKNCq+IaKNCaVcsbVS0T+EV+c/t823ueb745389AXUx\nHSMUcC+mskX5paP8yGIsvzjaaHFckzehzHe5jm9aG/27t+F7QpT//PKLq42+ivb5sucvPv/mf/6/\nt0+tVvvW/vPy8tKK8kX5pbX84jhGcdT5TShT1LH4/r3p95koX5QvPi8+/6o/L/I8C4IgCIIgCEIR\nieBZEARBEARBEIpIBM+CIAiCIAiCUERve/D8rShflF+Kyy+OYxRHnd+EMkUdi8+bfp+J8kX54vPi\n86/0829tqjpBEARBEARBeNXe9p5nQRAEQRAEQXhlRPAsCIIgCIIgCEUkgmdBEARBEARBKCIRPAuC\nIAiCIAhCEYngWRAEQRAEQRCKSATPgiAIgiAIglBEIngWBEEQBEEQhCISwbMgCIIgCIIgFJEIngVB\nEARBEAShiETwLAiCIAiCIAhFJIJnQRAEQRAEQSgiWUlXoLjI5XIZUA6IVCgUqpKujyD8nWijQmkn\n2qhQmon2KZSUtzZ4RndDhR47dqyk6yG8uSTFXL5oo8LLEm1UKO2Ks42K9im8rBdqn2LYhiAIgiAI\ngiAUkQieBUEQBEEQBKGIRPAsCIIgCIIgCEUkgmdBEARBEARBKCIRPAuCIAiCIAhCEYngWRAEQRAE\nQRCKSATPgiAIgiAIglBEIngWBEEQBEEQhCISwbMgCIIgCIIgFFGJrDAol8v1gF8BOaABBisUijtP\nbW8HTAHygd8UCsWKkqinIAiCIAiCIDytpHqe2wFahULRCF2QPPOvDX+uVT8PaAY0AQbK5fIyJVFJ\nQRAEQRAEQXhaiQTPCoViFzDwz5duQMpTmysB9xUKRbpCocgHzgD+r7eGgiAIgiAIgvCsEhm2AaBQ\nKDRyufx34CPg46c2WQBpT73OACxfY9UEQRAEQRAE4R+VWPAMoFAo+sjlcnvgglwur6RQKHKAdHQB\n9F/MgdTnlSOXy78BphZbRQXhJYk2KpR2oo0KpZlon0JpUlITBnsC5RQKxSwgF1CjmzgIcBfwlMvl\nVkA2uiEbPzyvPIVC8Q3wzd+O4QaEvsp6C8KLEm1UKO1EGxVKM9E+hdKkpCYMbgdqyuXyk8ABYCTQ\nUS6XD1AoFCpgFHAYOAusUCgUMSVUT0EQBEEQBEEoUCI9zwqFIhvo8pzt+4B9r69GgiAIgiAIgvD/\niUVSBEEQBEEQBKGISnTCoCAIQmxsLJcuXeL27ds8fPiQqKgoUlNTyc/Px9jYGHt7e+RyOQ0bNsTf\n3x9TU9OSrrIgCILwDhPBs1BkWq2WnJwcVCoVUqkUExMTJBJJSVdLeMNotVru37/PiRMnOH78OA8f\nPizYJpFIKFu2LB4eHshkMnJzc4mKiiI0NJSDBw9ibm5O165d6d27N8bGxiV4FoLwctRqNdevX+f8\n+fPcunWLiIgI0tJ0WVqtrKxwdXXFx8eH+vXrU6VKFfFdKwiliAiehX+k1Wp5+PAh586d4+bNmzx8\n+JCYmBjy8/ML9pFKpdjb2+Pu7k6VKlWoV68e1apVQyqVlmDNhdIqNTWV3bt3s2fPHkJDdRPkDQwM\n8PPzo379+vj4+ODp6YmRkVGhz2k0GkJDQzl69Chbtmzh119/Ze/evUydOpXatWuXxKkIwgvLyclh\n8+bNbN68mbi4uIL3y5Qpg7OzMwBJSUmcO3eOc+fOsXTpUlxdXenVqxdt27ZFJhO/tgWhpEm0Wm1J\n16FY/JXC5tixY5QrV66kq/PGSE1NZefOnezZs4fHjx8XvG9paYmzszNWVlYYGBigUqlIT08nOjqa\nxMTEgv1sbGxo1qwZHTt2xNPTsyRO4VUq1q6ed6GNarVabty4webNmzl+/Dj5+fkYGBjg7+9P06ZN\n8fPz+0/DMHJycli5ciVr165Fq9UycuRIunfvXoxnUOqJNvqG0Gq1HDx4kAULFpCYmIiJiQktWrQg\nICCA6tWrY2FhUWj/1NRULl++zIkTJzh27Bj5+fm4u7szYcIEatWqVUJn8UKKrY2K9im8Ai/UPkXw\nLACQlZXF2rVrWb9+PTk5ORgaGtKoUSMCAgLw9fXF3t7+Xx8bpqamcu3aNc6ePcvJkydJTk4GoHHj\nxgwcOJBKlSq9zlN5lURg8oLUajWBgYGsW7eOmzdvAuDm5kbHjh1p27btM4HCf3Xz5k3Gjh1LYmIi\n/fv3Z/Dgwe/qY23RRt8AWVlZfPfddxw5cgRDQ0N69OhBz549i3wfJCQksHz5cnbt2oVWq6VPnz4M\nHjz4TXnKJ4JnoTQTwfPTxE1VdIGBgcyePZuEhARsbW3p1asXH330EWZmZv+5LJVKxZkzZ1i3bh3X\nrl0DoHnz5owcOZKyZcu+6qoXNxGY/EcqlYp9+/bx+++/ExERAYC/vz/du3fH19f3HwPczKwsFA9C\neRwRTVJKKrlKJfr6MuztbJF7VsDb0/0fg4SYmBi++OILIiIiGDlyJD179iz28yuFRBst5WJiYhg5\nciQPHz6kevXqTJ8+HScnpxcq68aNG3z99ddERkbSsGFDZs+e/cwwp1JIBM9CafZC7VMMnnqH5ebm\n8uOPP7Jz504MDAwYMGAAn3766UtNxLg/8yoAACAASURBVJLJZDRp0oSAgAAuXrzI4sWLOXLkCGfO\nnGHQoEF07dpVjNl7C2k0Gg4fPsyyZcuIiIhAX1+fDh060L17d9zd3Z/Z9/rtewSePc+Fqzd4EBr+\n3LJtrK3o1KYF3Tu1xeypIR6Ojo4sWbKEvn378tNPP+Hq6krjxo2L5fwE4UVERkYyaNAg4uLi6NKl\nC19++eUz338ajYbQiCgio2PJys7B0MAAJwd7PN3Ko69feF8fHx/WrFnDxIkTOXv2LMOGDWPhwoVi\n8qwgvGai5/kdFR8fz5gxY7hz5w5eXl7MmDHjmSDn73JzlSSmpJKXr0JfJsXW2goT4+f3emg0Gnbv\n3s2iRYtIS0ujYsWKTJw4kWrVqr3K0ykuolevCO7du8esWbO4desWMpmMDz/8kP79+2Nvb19ov+SU\nNHYdPMrO/UeJjosHwNDQgKreFaniXZEK5V0oY2eDsZEReXl5RMfFc/3WPY6fCSYjMwt7Oxu+HjOU\nerWqP3P8fv36YWxszIYNG97EJxwvQ7TRUioxMZG+ffsSExPD0KFD6dOnT6HtIY/C2LLnMMfPBJOe\nmfXM542NDGlcz5fObT+gRlXvQtvy8/OZMmUKR48exc/Pj3nz5pXmTgnR8yyUZmLYxtPETfXvHjx4\nwIgRI4iLi6Ndu3aMHz8eQ0PDZ/ZTqVScuXiNwODLXLutICo2/pl9HMrYUr2yF/71fAmoXwtDA4N/\nPGZqaiqLFi1i165dALRu3ZrPP/8cR0fHV3tyr5YITJ4jLy+PJUuWsH79ejQaDc2bN2fYsGHPPJKO\njIll9aYd7DsaSH6+CiNDQ5oF+NE8oCG1q1fFwED/ucfJycll3bbdrNqwDYAZE0byfuMGhfbZsmUL\ns2fP5v3332fOnDmv9kRLN9FGSyGlUslnn33GnTt3GDRoEJ999lnBtvjEZOYvX83R08EA2NlYU6+W\nDx6uLpibmZCTq+RxRDQXrt0kIjoWAL/aNRg/dACOZcsUlKNSqRg9ejRnz56lS5cujB079vWeZNGJ\n4Fkozd6M4Fkul8uAVYAbYADMUCgUe57aPhIYAPwVqQ1SKBT3X+A4boib6hk3b95k+PDhZGRkMGzY\nMHr37v3MONSc3Fy27D3K+p0HSE7V5R21NDejont5ypaxxcjQgLy8fOKTkrkfGk5yarpuHwszurVv\nSbcPW/5rj/S1a9eYM2cOISEh6Ovr07JlSzp16lRa85iKwORfhIeHM378eEJCQihXrhwTJkygXr16\nhfaJS0hixbrN7Dl8ArVajYuTA107tKF1syaYmZro9klK4f7jGGITU8jKzUVfJsPOygIvVydcnQpP\nUr168w4jJ89AqczjlznfUMunSsE2rVbLgAEDuH79OosXL6Z+/fqv50KUPNFGS6EZM2awY8cO2rZt\ny9SpUwva8cngS0yb+wvpmVlUlXvSv3snGvjWQCp9drFfrVbLtdv3WL5uK5eu38LU2Jhp44bhX9+3\nYJ/s7Gz69u3Lw4cPmT59Oq1atXpt5/gfiOBZKM3emOC5D+CjUChGyeVya+CaQqFwfWr7WmCeQqG4\n+pLHcUPcVIVcu3aN4cOHo1QqmTp1Kq1bt35mnzMXrzLrl9+JS0jCzNSEds38adnED28PN/T0/vkL\n/n5oOIdOBrHrcCBpGZnY21rz1Rd98a/3z+mU1Go1Bw8eZOXKlYSH68a7litXDn9/f/z8/KhZs+Y/\n9oSXABGY/IPg4GAmTJhARkYGHTp0YPTo0YUmLWXn5LB60w7Wb9uDMi8P13JOfNbrE5r5+6Gnp8eN\nkDAOn7vK6Su3iU1M+dfjuDrZ88kHjejYzA/pn23v6s07DB47lbJlbNmwdG6hMdD37t2jZ8+e+Pj4\nsHLlytL4x1hxEG20lAkMDGTMmDF4eXmxatWqgntjw459zF++BkMDfb4c+CkdWjUt9J361+/iv7db\nrVbL3qMnmf3zSvLy8hn3RT8+btuiYHtERAQ9evRAIpGwadOm0vg0TwTPQmn2xgTPJoBEoVBkyeVy\nW+C8QqHwfGr7HeAW4AjsUygUs17wOG6Im6rArVu3+OKLL1AqlcycOZOmTZsW2p6fr2LBqg38secw\nMpmUnh1a07tTW8zNip6DNzM7m3Xb97Nm617yVSp6dGjN0D5dkP1LOiWNRkNQUBD79+/n1KlT5OTk\nAGBsbEz9+vVp06YNjRo1KsmxfCIw+Zt9+/Yxbdo09PT0mDRpEm3bti3YptVqOX46mHlLVxGfmIy9\nnQ2D+3SjddMANFot+05dYuP+k4RG6RaGMDc1plYlDypVcMHZ3hYzEyPyVWpiE1O4pgjlzJXb5OWr\nqOzhwo+j+2NnrUvrteT3jazasJU+XTsypF+PQvUbNWoUp06d4rfffntTxtW/LNFGS5H09HQ6d+5M\nRkYG69ato0KFCsCTwNnOxpqfpo1H7uGGVqvl9qNI9p+5yuV7oUTHJ5OvUmNlboK3mzNN61aleb1q\nGBnqhsLde/CIEV/PIjkljW9Gf0GbZgEFx921axfTp0+nYcOG/PTTT6XtD0cRPAul2ZsRPP9FLpeb\nA7uAZQqF4o+n3p8C/AykAzuBXxQKxf4XKN8NcVMBEBISwqBBg8jOzmbGjBk0a9as0PaMzCzGzVzA\npRt3cHdxYuZXw/B0cym0j0qt4VF0ArFJaeSp1JgZG+LmYEtZG4tnvqgfhEUwftZCHkfG0MDXhzkT\nRmBk9Pye5Ly8PK5cuUJwcDCnT58uWKDF2dmZQYMG0apVq5L4hSACk6ds27aN77//HnNzc+bPn0+N\nGjUKtiWlpDJrwTICz13AQF+fnp0/pE+XDhgYGnDg9CV+3XqImMQUZFIp79fzoW1AXWpX9kQm+/c8\ntclpGcxbs5PD567ibG/LymnDsbE0J1ep5MPeX5Cbm8u+DcsL9T6fP3+eIUOG0KpVK6ZPn16s16OU\nEG20FJk1axZbt25lyJAh9O3bF4BDgWeZPHshZWytWf7Dt5RzLEtoVDzz1u/j/K0HAJgYGVDewQ5D\nA33ik9OJ+fOJTBlrc77s0YZmdXV/CD4IC2fQ2G/Izs1l+ZxvqFbJC9D94TpkyBAuXLjAvHnz8Pf3\nL4Gz/1cieBZKszcneJbL5S7AdmCxQqFY/bdtFgqFIv3P//8csFEoFDP+T3nfAFP/adu7flOFh4cz\nYMAAUlJSmDZt2jNj4lLS0hkyeRb3Q8Np0qA200YPxvjPx4xarZaLd8PYfvIKQbcekqPMf6b8cmWs\n+aBeFT5pWhtr8ydBTGZ2NpPn/MzZS9epUdmLn74Zi6lJ0dMphYSEsH37dnbt2kV+fj5+fn5MmzYN\nKyurF7wSL+SVfem/6W109+7dTJs2DWtra5YsWVJo9cjzV67z9eyFJKekUsunCpO+HEx5ZyduhITx\nw2/bUIRFYaAvo2PTBvRs9x4GBoacuRXKRUUEj2KSSErPRq3RYGNugreLPQHVPfCvVgE9PQlarZYl\nf+zn913HaFSrMnPH9EcikbBi3RaWrdnE1DFDadvivYK6aLVaOnToQFJSEkeOHHkTcuC+LNFGS4kH\nDx7QvXt3ypcvz6ZNm5DJZIQ8CqPfqCnIpFJWzJ2Gp1t5dp+8xA9r96LMy6deVU+6t2xEnSoVCj2h\ni05IYfvxC/xx+BzKfBWdm9VjVM+2SPX0OH/1BsMmzcShjB0bfplTMH/g0aNHdO3aFTc3NzZu3Fia\nFlB5JW1UtE+hmLwZwbNcLi8LnACGKBSKE3/bZoFuyIY3kANsBlYqFIqDL3AcN97xv0gTExPp168f\n0dHRfPXVV3Tu3LnQ9tT0DD6fOJMHYRF0bPk+4z7vUzBxJSQijh82HOL6fd1CFy5lbagtd6WcvTWG\nBjLSMnMIiYjj4p0wspV5mBgaMKzz+3QMqFXQQ6xSqfh67lKOnA6mtk9lfvpmzL9m4/g3MTExzJgx\ng+DgYNzc3Fi8eDEODg6v4OoUiejVA86dO8eXX36JmZkZy5YtKwictVota7fs4udV69HT02Novx50\n69iW7FwlizbsZcexIABaNfLli66tScxQsu7YFU7deIRKrQHAUF+GvZUZUj0JCWlZZOXmASB3KcPU\nXi3wcLJFo9EwdOYyLt2+z8IJg6jvIyc8KppOfYfRpGE9fpg6rlB9Fy5cyJo1a1i4cCF+fn6v8UqV\nCNFGS4lhw4YRFBTEggULaNiwIbnKPHoN+4qwiGh+/HoM/vVr8+uO46zYeRwLU2Mm9evAe3WqPLfM\nxzGJTFi8gQcRcbRtXIvJ/Tugp6fHktWbWLVpB10/bMXowX0K9v/222/Zs2cPc+bM4f333y/mMy4y\n0fMslGZvzCIpEwArYIpcLv8a0AK/AqYKhWKFXC6fAAQCucCxFwmcBcjMzGT48OFER0czaNCgZwLn\nrOwchk+dw4OwCDq3ac7YwbqsG1qtlnWHgvllRyBqtQb/GhXp07ohVdyd/nHYRK4yn12nr7Fs10lm\nrzvIFUU43/Rvj75MikwmY9qYz8nPzycw+DKT5/zM7Ikj/nHi4b9xdHRk4cKFLFq0iLVr1zJs2DB+\n//13TE2LPhZbeHFhYWFMmDABqVTKvHnzCgJnlVrNnEW/smP/EeztbJg9ZSxVK3lx8dZ9pi3dSFxS\nKh4uDozv3xkLS0t+2HKG07dCAfB0sqVlXW/8Krvh7mCDnp6uXWk0Wu5HJbD+2FUOXVIwYN5mFg75\niGrujgzv0Y7eE+exds9x6vvIcXFyxN7Ohhu37z1T51q1arFmzRpu3rz5LgTPQilw4cIFgoKCqFu3\nbkGbW7J6E2ER0XT5sBUBDerw2+5AVuw8jrO9DQvH9sGlrC1xqVnsvXifS/ejiU/LRl+qh4eDNU1r\nuBNQtTyujnYsnzSQoXNWsff0FZztbej/4Xv079aJI6eC2LLnEJ3aNMfNxRmATz/9lD179rBu3brS\nFDwLwlvntQfPCoViJDDyOdvXA+tfX43ePiqVigkTJhASEkLHjh0ZMGBAoe15+fmM+W4+d++H0rZZ\nY8YM6oVEIiEvX8X03/dy6PxtyliZMblPWxpU9XjusYwM9enSrA7v1/Zm4rIdHLl4h9y8fGZ/3gmZ\nTIpMKuW7cUMY+c2PBAZfZu7ytYwZ9Gx6vOfR09NjxIgRqFQqNm7cyIwZM5g5c+YLXRuh6HJychg3\nbhxZWVl89913VK+uW5xEpVbz9awFHDl5FrmnOz9Nn4S1tSXLthxg1Y6j6EkkDOjUgm6tA1h9+Aob\nju9DrdFQ09OJAa3qUcnVgWuPkzgZksie6zEYyvRwszfHX+6A3MWeaX0+oFFVd75Zc4iJKw+wcVIP\nvN3LUbWiK5dvPyAtMwtLM1O8PNw5c/4yaekZWFqYF9RbLpcDusfoglDctFotS5cuBXS9zxKJhDsh\nD9m0az/lnR0Z2rc7R4JvsGTrERxsrVg6cQCWZqYs2H2BP07fRq3RIpGArbkxKXkqQuNSOXo9FHk5\nW6Z0aUxFJxt+Gt2HnlMWs2LHcepV9aSqhwvD+/dk7PQfWblxO9PHDQPAzc0NPz8/zp07x6NHjwom\nLAqC8GoVvQtQeGPMmzePoKAgGjZsyLhx4woFqmq1hqlzl3Dpxh0C6vsyadgA9PT0yFXmM2bxFg6d\nv001D2dWT+lfKHDOU6m5GZHEyTtRBN+PIyal8IpYZazMWTSyG/Uqu3P6+n1+2RFYsM3QwIDZE0fg\n6ebC5r1HWLtt3wud14gRI/Dx8eHw4cMEBQW9UBlC0c2bN49Hjx7RpUsXWrZsCegypEz7cTFHTp6l\nRtVKLP1hGsYmxoydu4qV24/gYGfNim+H0aBWdfr8sJm1Ry9T1tqMHwa2ZUTnpuy+GU/rOQcZvf48\ny4/fY1PQQ1afvs+3267Q7sdDrApUoNZoaVHbi74f1CE+NZMNx3VZKxvWqIxGq+Xq3UcAODvoVhKM\njU8oVG87OzssLCwICwt7fRdLeGdduHCBGzdu4O/vT6VKldBoNMz5ZRUajZbxQwcQm5TGdyt3YGJk\nwE9jPkWDlP4L97Dh5C0crM2Y9EkjDk/rwb6p3Tj2XU/Wjf6Ilr4eKCKTGPTzPq6HxmFlbsK3gz5G\nrdHww5o9aLVaAhrUpqJ7eQ6fPEtsQmJBfdq1awfA/v3/eZ69IAhFJILnt8zu3bvZvHkzHh4ezJw5\ns1CaN61Wy9zlazl65gI1q8j5buwQZFIpynwVY3/eQvDtRzSs5sHPo3tgZ2kGwP3YNKZuuUCzGXsY\nsCyQcRuCGbH6DB/NPUifJcc5/yCuoHwjQ32+/7wT5cvasO5QMBfuhBZsszAzZcE3Y7G3tWbR75vY\nuv/ofz43mUzG+PHjkUgkLFy4kLd1dczS4MyZM+zYsYOKFSsyYsSIgvcXrljLgWOnqFZZzoIZk8hX\naxg87WfOXLlDvWperP7uSy48iGfQT1uJSkyj+/s1mfdFBw7cSaTvslMcvhGJg5UJffy9+LFHPX4f\nHMAvfRsy8H1vTA31WX78HuM2nEet0dKzmS8WJoZsO32DfJUab3fdo+kH4dEAmP45USozO6dQ3SUS\nCVZWVqSnp7+mqyW8y1auXAlQsIrgwcCz3FY8oJl/A2pWrcTXSzeTo8xjUv+OGBga8dmivTyISaFj\nA282jO1A+3peWJjoshFJJBIqOtnwbfcApvdsQm6eilErjhCdnIFvpQo0r1eNu6FRBF66g0Qi4ZP2\nLdFotOw5/GT6UOPGjTEyMiIwMPC1XwtBeFeI4Pktcv/+fWbPno25uTlz5859Zlzwik072bLvCJ5u\nLsydMgojQwNUag2Tlu3g/J1QGlevyJwhnTEy0CdbqeLHvdfo9fNRDl6PwN7CmE/qezCiVTUGNq1M\nA6+yKKJTGP77GX7cew2NRhfImhkb8t3Aj9CTSJi78TAqlbrg+PZ2Nvw8YwI2VpbMWbKaDTsP/Odz\n9PLy4oMPPuD+/ftcuHDh5S6Y8I+ysrL4/vvvkclkTJ8+HYM/J3nuPHCU9Vt34+bizPxpE8hRqhg8\n7WcUYVF8+F49vhvxKdM3HGPp3iBsLUxZPLQDdvaO9Fl+mhN3YqhazpoFvRuwceh7dPHzwLWMJeXt\nzKnlbke/JnLWD32P2hXsOBsSx/qzDzA21OeD2nJSM3O5/TgOZ3tbABJSdKte/jVWmn/4I0qlUpVk\nfnDhHXH16lWuXLmCn58flSpVQpmXx9LVf6AvkzGsX3fWHTjDvbBoWjesiW9lT4YuO0hCejZD29bh\nq4/9MNKXEZ+h5GRIIsfuJfAw4ckTvRY1KzD+44Zk5uYxbeNpNBotAzvq8vNvOHRWt09AQwwN9Dly\n8smTOCMjI2rXrk1YWBgJCYWfygiC8GqI3y5vidzcXCZNmoRSqeT7779/Zubx5r1HWL5+G05ly7Bo\n2jjMzUzRaLTMXL2PU9dCqFPJjZmDO6IvkxKemMG4DUGExmfgamfG8FY+NPRyeGacsiI6lW+3XWRL\n8EMMZHoMb+kDgLerIx/512T7ySvsD75J+0ZP8gG7lXNi0bRxjPjmB+avWE9ETBwj+3f/T1k4Onfu\nzMGDB9m7d+8zS0ILL2/FihXExcUxYMCAggmCd0MeMmfxr1iamzF/+kSkMn2GTPuZ0Kg4urbyp2f7\npnyxcAcPohKpK3dh5MdNmHvgDlfCErE2NWBC++pUKmfL3puxLDwZTnxGXsHxvB3M6NOgPL6uVnzX\nuTY9fj7BykAF7WuVp1bFcmw5dYMbj6JpW1c3ljktU9fTnJenS51o8Le2k5ubS0JCAl5eXq/jcgnv\nsN9++w2A/v37A7B9/1Fi4hPo3rENWj0ZK3cex9bSjBHdWjFx7QlikjPp17wGvd6rRmhiFj8HhnLm\nQVKhMqs6mTOptRx3O1Pa1a3I6dvhnLodzuk74QRUdaVeVU/O33pARFwSLmVtqe9bnZNBl4iMiaOc\no24oU82aNTlz5gzXr19/Jq+/IAgvT/Q8vyWWLFnCo0eP+OSTT55JkH/4VDA/LluDjZUFi6d/hZ2N\nNVqtloVbjrH33A2quDvxw5DOGOrLuBmeRP9lgYTGZ/BJfQ/WDW1GI7njP07wkztZsXRAAK52Zqw/\nc5+gkNiCbX3bNEQq1WP9ofPPDK/wquDKqh+/oUL5cmzdd5Sewydz4+79Ip+rj48P9vb2nD17FrVa\n/f8/IBRZZGQkGzduxNHRkT59+gC65bYnzpyHSqVm+oSRODrYM2HBakIeR9GhaX26t32fz3/azoOo\nRDo2qkafto0YuuY8V8ISCajkwC/9GnMjNpfP1l5j57VYcvI0NKhgTcsq9vg4W3AvNpPxO+6w5XIU\nVqaG9PaviDJfzb6rEbg72gAQHp9akAf3r595SppuWIbVU5MFQfcEJj8/n6pVq76mqya8i0JCQjh3\n7hy1atWievXqZGXnsGrjdkxNjOn7yUfMX7cPZb6KEd1as+WcgisPY2lSzZWBH9Rk1/UYPv3tMmce\nJFHVyZwvAtwZ1cyThh423IrOoN/qK9yMSkMikfB5a18A1p24CUCL+rpOisBLdwCoU13Xzq/eultQ\ntypVdCnw7t598p4gCK+OCJ7fArdv32bjxo24uLgwfPjwQtsuXr/N1HlLMDE2YuG343Bx0uVI/m3f\nWTYcOY+bgy3zh3fBxMiACw/iGPLbabKU+Uzq4MvotjUweM4KcAAWxgbM7FofiQR+OXKrYPhGWRsL\nmvp6ExqTyO3Q6Gc+52hvx+r50+jSrgWPo2IYMG4a3y1cQXpm1jP7/p1EIqFevXqkp6cTGhr6f/cX\nim7ZsmWoVCqGDBlSsMDIwl/XEBkdS6/OH9Kgdk2W/LGf8zcUNKxRic86t2HY4p1EJqbRt2UdalWp\nyMg1waTn5PFlq6o0q+HOqK23OXI3AXc7E6a08WLLoDpMa1+J0c09mdu5Kr9098HOzIAVZx5zJTyV\nFtV0T03OP4zH3ko39j4pPZv8P4cA/RVEx8XrJknZ2VgXOoe/JpP+lR1EEIrDX2OdP/30UwA27z5I\nanoGPTq2RRERz6mr96gpd8PZyZHfj13H0dqMKV0asyY4gu8PhGBsIGVWhyqs6F2L3g3K80ltZ+Z2\nrsb0DyuhVGmYsusumbkqKjhYU9fLiRth8UQmptPAR/dE5co93cTZqt4VAbh3/1FB3f56YiS+HwWh\neIjg+Q2nVquZOXMmGo2GSZMmFVpR7VF4FGNn/IQECT9O/hK5hxsAfxy9yNKdJ3G0tWTRqO5YmZsQ\nFBLL6HXn0Gi0zOnegPa+bkWug6eDJc2ruRASk8bl0Cdj7D6op+sROX752Vy8AEaGBowZ1JvlsyZT\nobwzuw4HMmDcNOISk/5x/6dVrlwZAIVCUeR6Cs8XFhbGwYMH8fLyokWLFgBcvXmHbXsP4+FWnkG9\nuxJ0/R5rdh/HxaEMUz7vxvgV+wiPT6VXM19cnJ35eutl9GV6zOlWj6gsLXMOPUCt0TLsPXcWd/PB\n3tyQI3fj2XYlmqBHyeTkqalob8bXbeRIJBKWngrDysQAVzszbkWmYGwgQyKBrNw8snNzATD5c6n3\nyOhYbG2sMDZ+0ubVajUHDx5EX19f5HgWik1oaCjHjx+ncuXK+Pn5kZmVzbpte7A0N+OT9i1ZsHE/\nEomE4V1bMXPLGdQaLVO6NuaoIpElJ0NxsDDk1141aSK3e6bs5pXs6dOgPLHpStYEhwPQrLo7AOfu\nRmJnZY5TGWtuP4oEwMOtPBKJhEfhkQVlWFpaYmpqSkxMzGu4GoLw7hHB8xtux44dKBQK2rRpQ+3a\ntQveT03PYNS0uWRl5/D1yIHU9tEFm7tOX2PupsPYWpqyeFR3ytpYcC4klnEbgpAAP/b0o5G3I6DL\nznHpcQqzD92n35ordFtxiW/23uNqeOoz9ehQR/flfuzWky/wOt5u6MukXLz7/N6PGlXkrFs4g67t\nPyA0PIrPJ8wkL//ZpcCf5uLiAkBUVNT/v0hCkaxatQqtVstnn32Gnp4eKrWaWQuXI5FImPzl5+Tk\n5TFt6UZkUikzh/di+b4L3AyNpYWvF96ebny38yrmRvr82KM+224kcOBWPJ5lTPmle3WsTPT5avsd\nvj94n40Xo9h9I5alp8L4avttbkenU8nRHD8PG0ITs7kbm4m7vTnZShUpWXlI9fRQqzWkZWYDYGlu\nQl5ePjHxCZR3dip0DoGBgYSHh9O6dWvMzMxK4jIK74CVK1ei1Wrp168fEomEDTv2kZ6ZRa+P23Py\nyj3dioCNanL+USKPYlPp2MAbiYExPxy6j5WxPou6Vae8jcm/lv+pnyuWxjJ2X49FpdZQ00P3xPDW\n43gA3J3sSc3IJi0zGyNDA2ysLImNf5KuTiKRYG1tTXJycvFeCEF4R4ng+Q2WlZXFsmXLMDExYdiw\nYQXvazQavp67hKjYePp3/YiWTXQ9cIcv3Gbmmn1YmhmzeFQPXMracFYRw7j1QUgkEn7s6Uf9iroJ\nJw8Sshi19RZTdt8jMCSRLKUaA5mE86EpTN59l13XC/doVHe1w8RAxrXHT77AjQz1qezmyP2IeHKV\nzw+GZVIpoz7rSadWTYmIiePQyefncba21j2qF+nIXo24uDgOHTpEhQoVCAgIAGDXgaM8ehxB+5ZN\nqVrJi4Xr9pCUmsHAjz8gOi2XHWdv4elsR4cmvkzffgVjAxnfd6vLsjMR3IxKJ6CiLRNbV2TVuXBW\nng0nIzcf/4q2DG3izrgWnrTzcSAzT838Yw+JTMmheaUyAJwPTcHB0hiA+PQc1BoNUqkeSakZANhY\nmhMeFY1Wq8W1XOHgedeuXQD06NHjdV064R0TFhbGoUOH8PLyIiAggNS0dDZs34eNlSXtP3ifZduP\nYmigz4fv1+f3o9exNTemWxMfJu/SjVGe1bEKLtbGaDRabkWls+1KNIfuxJOc9WQSraFMj6be9qTm\n5HMnJgMXOwsMZVIeJ+gyzTjaWQGQ+Oc9YW1pQVpGZqF6mpiYkPvn0xpBEF4tkW3jDbZ27VpSUlIY\nPHgwdnZPHv+t37GfoMs38POtCHNRfwAAIABJREFUzsDuHQE4d/MBU1fuxsTIkEVfdsPDuQyn7kYz\nYVMwUj095vX0o7aHPWqNlk2XItl4MQq1RktDDxs613LCq6wZEomEu7EZTN+nYOmpMLzszajkqJus\nJdWTIHey4trjRJT5agz1deNS5eUduP4gkkfRCVR2d3r2JJ4ikUjo07kd2w4c48jpYNo18//XfQ0N\ndY/ulUrlS11DQWfr1q2o1Wq6d+/+56I5Sn5dtxljIyMGf9qVGyGh7Dl5AS9XZ9q/14DuszZgqC9l\nfLemTNx6hXy1hm8712ZVUBSPErNpW60s78ntmLE/hJx8DfXcrela2xkb0yeZMao4WeBua8LCE49Y\nGxzBiKYe6EngZlQ61ex1+6VkKdFqwUAmJSFZFziUsbbk0WPdE44Kbi4F5cXGxnL+/HkqV64sVlYT\nis3y5csLntBIJBJ+37yLrJwcBn/ahe2Bl0hIyaBPuwBWB95BqVIzsV0d5h8PJTkrn2HvVaCGiyVh\nSdksOxXKw8TsgnI3X45iQsuKeJbRPTGp7WrF9qvRXI9Mw6ecJWWsTIlL1c0JMTfV/XH519MYI0MD\ncnMLfxdKpVJUKtXruCSC8M557T3PcrlcJpfL18jl8lNyuTxYLpe3+9v2dnK5/IJcLj8rl8sH/Fs5\n77qUlBTWr1+Pra1toV62B2ER/LJ2C7bWlnwzahB6enrcfhTF+CXbkenpMX94F7xdHQm8E8X4jcG6\n93o1pLaHrpdj8q67rDsfiY2JPt99WInJreXIHcwLsm1UcjBnYkvdhJW15yMK1cnZxhStFuLSnvxC\ncC6j6yGOSUor0nk52NthbGRIcurz98/L0/XS/D1NmfDf5eTksG3bNqysrApWEtx98BhJyal88mEr\nbK2tmL9G16M7rl9Hlu0/T0pGDp+1rs+m8+EkpOfSv4mcwAdphMRl8UFle+q6WTH/2ENUai0DG7vy\nRYA7uflqzjxM4uT9RO7HZ6LVavF1taJ6OQvuxWUSmZKDk5URYYnZGP45UTUtWxcQmBjqE5uUAoCD\nnTUPQx8DuvGef9m2bRtqtZpOnTq9tmsnvFvu3bvH4cOHqVSpEgEBAcQmJLJ17yEc7O0I8KvH2n2n\nsLEwRV7RkzN3IvD1dCRLYkzQo2TquVvTrW45LoSmMHnXXR4mZuPnYcOY5p584utEplLFzAMhZOfp\nAl43W92wjsgUXe+xqZE+OX9uk+oVzn6k1mjQkxb+dZ6fny++HwWhmJREz3NPIFGhUPSWy+XWwDVg\nD+gCa2Ae4AvkAGflcvkuhUIhMr3/ze+//05OTg5DhgzB2FjXC6FWa5ixaAUqlZrJwwdgbWlBXHI6\noxdvIS9fxZwhH1OjogvHb0cx+Y/zGMh0gXNN9zI8TMji2733SMjMo567NaObeWBupP+Px67qbEEV\nR3OuRqSRnJVX0JtoY6abuJWW/eTxo7WF7hdAelbOswX9g8zsbHKVeZj+eU7/5q+xfJaWlkUqV/h3\nBw8eJD09nQEDBmBkZMT/2Dvz8KjKs/9/Zt8y2fc9IckECEvY9x0REHApori3xdaqr9a2vr4/a1fr\nW7u41Lpbqa1WUFBkUVnCvkOAQEKY7PueTGbf5/z+OJOEFERbwdfKfK6LK/HMMOd48uRwP/f9vb+3\nz+/nnXWbUKmU3HbTEvYVl1FW3cCciaPQ6vRsPFhGVmI0aSlJvLjvGCPTo9Hr9RwoqWd0ajgzcqN5\neW8darmMR+YPQauU8dr+Omq7HYPOOyxRz7cKk5k/NJ6SJgvFDb2kRmpoMpnoMze0u0S5j1atpK1L\nnGaZEBNJVZ3YSNUXPAcCATZt2kR4eDgLFiz4am5ciKuOl156CYD7778fqVTKq39/D7fHy723L+fN\njXtwuDx8/1vX8OLHxcikEu6cN4b/2VhBuFrOTxcZOFpr4tmd1ajkUh6dm8O4DDG5MCEzioAA6060\ncKTWxGxDHFE68flrcQ1I3vpCZlcwiFYEN5kOpwtNsBrXh9VqvWBQVogQIS4P/xea5/eAJ847//li\n2KFApdFotBiNRi+wH/js2v1VSkdHB++//z5JSUnceOON/cc3bt9DqbGa+dMnMW18IR6vj0dfWkeP\nxc4PV8xnxug89pS38NO1R1ApZDx/1zQKs+I4UNXNj9aV0mnzcOekNH622PCZgXMf03LEaW/H6gea\nB9VBqUZf5gRApRD3Zy7PFysfHi85iyAIFOTnXPJ9TU1i2T45+dJSkBCXRhAE1q1bh0wm619Lew8e\npaW9g+vmzyYyIpy/fLgdiUTCvd9awCubDxEQBO5fNpU/bzuLTCrhnln5/PVQA5FaBXdPTuf1/fUo\nZVJ+ND+HHruHl/eJgXNefBg3j0nhjglpZMdqOdtmZf2pFgwJYShlEsparMSEiRsxpy8AiC4bAGFq\nJW1dJmRSKbFR4VTXNRAZEU5MlKj9LC8vp6urq380cYgQl5sjR45w8OBBxo8fz8SJE6msrWfLjr3k\nZKaTm5PLxr3FZKXEYwmoaO62cvO0ofztWCtOb4AfzsuhzeLm+Z01qOVSnlhk6A+c+5iRKz5Tjwef\nqX3ZZZ9f3Eo63V7USvF52ifXCA+OqDf1momKCO//rEAgQE9PDzExMVfwjoQIcfXylWeejUajA8Bg\nMOiB94HHz3s5HDi/Xm8FQqnFf2L16tV4PB6++93v9pflrDY7L/3tPbQaNT/8rijj+PP6nZTXtbJ4\nykhunjuO49UdPL5mIOM8Mj2GD0628Mb+elQKKT9dlMfUIV/sYWtIFHV5tV0DvswXjlGh3/dZKr3Y\nq4MRBIG1m7YBsHDW1Eu+99w50f4uNEXuy1FcXIzRaGT27NnEx8cDsH6z+DNYcf0iTpRXU17TyOwJ\nI/BL5Ow7U8vI7CQ6ndDUY+dbE7LYcLoDr1/gvhmZvHW4EY9f4L9mZ9FocrDtXCc6pYzlY1IwJAy4\nX+QnhvHa/jrKWq009TrJiNFS3WknK1iqdnnF4NntFb2d9Vo17d29xEaF4/P5aGnrYEzQQQZg//79\nABcMCAoR4nLg9/t5/vnnAXjooYcAeObVvyEIAg9+ZyXPr/kEQRC4Y8lsfvfRSWLDNSQkJbNmZy3T\nc2IoSNbzxKZzSCTw3wtyyY2/0AkmQa9Cq5TRYhZlGk6PuPa1KhmCINBlcZASIwbIrV2ihCkhJgKL\n1YbFZmfkMEP/Z3V0dOD1eklJSblyNyVEiKuYLxw8GwyGoUAs58VIRqNx779zUoPBkAZ8APzZaDSu\nPe8lC2IA3YceuNAX7cLP+wXw83/nWv7TaGho4IMPPiA1NZXFixf3H1/93kZ6LVbuv+tm4mKiOFJW\nw5odx8hMjOHR2xZQ1W7hJ/8QHSz+cNsURmbE8Pr+ej481Uq0TsEvlwwlJ26gxBcICPQ4PGgUMrRK\n2QUTBlMixOxeu2WgScUXDJTP1+M53WLmUKO6dCYbYPeh4xw/fZZJhSPIOa8R7J8RBIHDhw+j1+v/\nYxrDvq5r9O9//zsAd9xxBwDNre0cPXma0QVDyUpP5bXn3gLgtsWzeHfnSQBunzuWP+2sQimXMj43\niSc/qWRseiTtFjftVjfXDo/HJwhsO9dJpEbBqqkZgxoFAaQSCYuGJ/Dyvjr2VnWTHq2lsmNgI+by\nimvJFRzBrVXJ6eq1MCw7nYamVgRBIDNtIDDYv38/crmcSZMmXaE79c3n67pGvw5s2rSJiooKFi1a\nRH5+PrsPHuN4SSlTxo3G7pdTXF7L1FF57Chrxe3z84N5Y3h1Xz16lZwHZmfzh+1VODx+HpiVxbCk\n8IueQyKREK6W4wgGzZ3BEfbRWiXdVicOt4/kaDHormnuIDEmErVSQXlFFcAg55mqKvFYZmbmlbol\nXzmh9Rni68QXCp4NBsNrwEKgGvrliAIw5189ocFgSAC2AvcbjcZd//RyOZBjMBgiAQeiZOP3n/eZ\nRqPxF8Av/uk8mcA3brzSiy++iN/v54EHHkAuF398bZ3drN20jcS4GG5ddi1Ot4en/vYxMqmEX61a\nhtsn8JO3D+Jw+3hyxQQKs+J4rqia7eWdpEdreHLpUOL0KgRBoKLdxp7KbsrbrLiDpfOsWC23jEsl\nLWpAh6xXy1HIJHSfZ6/k8orSDLViYFmZrGJ5MTLssz1NQfSl/t0rbyGXy/jR9+645HvLyspoa2tj\nwYIF/ffg687XcY1WVVVx4MABRo8ezciR4sjfzdvFX8ll187FZLGx+/gZctKSSE9OZFvxFtLiIgnI\n1TSbHFw/LoONp0Ud8tJRCby+v544vZKJWVG8ebAenVLGqqkZ6FRyjtWbMHbY8PkFEsJVzBgSQ3q0\nltRINRXtNqYPEcdwe/zBjHPwqyeYeZZJJfj9AWIi9TS1imPg05JFP/Le3l7Ky8sZO3ZsSOP5Jfg6\nrtGvAzabjRdffBGNRsODDz6I2+Phudf/jkwm4767buXHL6xFIZcxaVwhz2w8zvjcZPY1uHB6A/xs\ncS7vHm+i1eJm6chEZuReOBTlfARh4PuGHvHZmRqloaJZHByVkxRNe4+ZHrONGWOGAlAenCyYn5PV\n/3f7KnMGw0A2+j+d0PoM8XXii0Yec4EhRqPR87nv/Hz+B4gEnjAYDD9DDMJfB3RGo/ENg8HwCLAN\nMcP9htFoDI1ICnLq1CmKioooKChg7ty5/cffePcDPF4v37v9JlRKJX96v4jWbjN3LZxCXloiD721\nn9ZeB6vmDGVuQSrP7qhmx7lO8uJ1PLlsKHq1glazi/eKmzG2i16hCXoV6dEaLC4fxnYbv99WyaPX\n5JIaDKAlEgl6tRybe0DLbHeJ3+tUA8uqwyT6kMZH6T/z/0sQBJ5+aTVdPb3cf9fNZKZeWse8fv16\ngEGZ9xD/Oi+++CIAd999NyD+HD7esQeNWs3c6ZPZuOcofn+A62ZNYMeJSry+AMumDmfjCdHpYmJu\nEk9trWZcRiQnG80EBFgxNoUNJa0EBLhlrJgZXnuiCbPTh1wqQSmXUtVpp8nk5OYxKeTFh9HU6+rf\nkXuCG7aBr+Ka8gdHc0eFh/UPg0iMF32hy8rKABgzZswVvFshrlZee+01TCYTP/jBD4iLi2P12g9p\nbmtn5Q2L2XasnA6ThdsXz+Svu8pQyWWMHJrLm4eamJ4Tg93j50SDmZEp4awcn/q557K4vMTrxca/\nvmdxXoKOA6fFTHJBRhynjHUAjM7LAODkmXIARp0n2zh9+rT4/oKCy3MTQoQIMYgvGjw3ABrgSwfP\nRqPxYeDhS7y+BdjyZc/zTcPn8/H0008D8Mgjj/TLKKrrm9i0Yy9Z6SksnDWNmpZO3t1xlOTYSL6z\nZBrvHKjgaHUHUw2J3DMznzf217PjXCeGhDB+s2woWqWM7eUdbDrdhi8gMCxRz+IRCWTGaPvPcazO\nxOpDDaw70cJDc7L7j+uUcqyugeDZFuwK12sGJBpNHaIrRnLQ1P9ibNq+lx37jzJqWB533HjdJe9D\nU1MTH3/8Menp6aES/Zfg8OHD7Nu3j7FjxzJ1qqgvP33WSEtbBwvnzkCjUbP14EmkEgkLpozhsTc/\nRSqRMGlYFi/v28ewlEjOtIoyi9l5MfzjeDMZ0RocXj+dNg+TsqKIDVPx/slmXL4AY1IjGJ8RhUIm\nobixl0O1Jg7UdPd72tqDpeq+akdfk5QnWM0I+MWvkXodnV2i+U5crJitrq6uBiA3N/eK37cQVxd1\ndXWsXbuWlJQUbrvtNlrbO/nLux8QHRnBnJnT+f7/vklyXBS9gpoeq5Nb54zmnWMthKvlXDcygZf2\n1BEXpuShOUOQSiV02zycaOzF5QtgSAgj7zzts8XpxekNEBsmBs8lTWbkUgm58WE8W9GMTCphZGYC\nv//bYQDGDcvG4/Fy7FQpqUkJJCWIm0mPx8PJkyfJyMgINQyGCHGFuGTwbDAYViNmhuVAicFg2Av0\nR0tGo/HbV/byQvTx/vvvU1lZyZIlS/pL7AAvvrWWQEDggbtWIJVKeObd7fj9AX50y3yaehy8sqOM\nmDA1T9w4jk/KOvjwVCvp0Rp+tSQfuUzCa/vrKWkyE66Wc+v4VEalXtifOT4ziqP1JsparFR22vsf\n+Eq5FHcwIwhgcYp7q3DNgL61rq2bKL2WcN3FredaO7p45o230Wk1PPnjHyCTXdoA5oUXXsDv93Pv\nvfcilYYGZP47OBwOnn76aSQSyaCN2KZtomRj0dyZtHebKK2sZ3xBLj4BTte0MjYvlZImMcM8vyCF\n9890Ea1V0OPwIggwJz+W3RVdaBQyZubGsrm0DZcvwOzcWAqSB3SeY9Miqet2UN3lYHhQ/2l2ihsv\nVzB49gaDZ29wffmCwXOEXse5ukoAYqNFt4K6ujoAsrIGytYhQnxZBEHgmWeewe/38/DDD6NSqXjm\ntbdwuz08dv93eOG9bfgDAa6/ZjovbytjSGIUZ7rEDeBDc7P56+FG5DIJP5qXg0YpZUtpG7srugi2\nhrC7oosfzhnSX81rNIl2nqlRasxOLxXtNkakhGN3ujnb2MXorERUCikHThmJjwrHkJHMweOnsDud\nLF0wu/+6jx8/jtPpZMqUKV/5PQsR4mrh86KP3cAe4A1EoX5R8L/3BF8L8RXQ0tLCiy++SERExKAx\n3CdLz7Hv6EkKhxuYPqGQfSWVHC2vZXJBNpNH5PDkh8X4/AKP3zCGpl43r+yrI0Ij51dLhiKVSniu\nqJqSJjN58WH8v2vzLho49zHXIGY1TjUOmKHIpZL+JkEQ/Z01ShnKoPeo2+ujpauXrKSL6/wEQeBX\nz72G3eHkkVW3kxh/aT1gUVERRUVFjBw5kmuuuebzb1yIi/KHP/yBxsZGbr/99n5NpNPpYvvu/STG\nxzK+cAS7j5UCMHvCSPadESWFc0bnsK9cVFHFR+mxunxMy4nmUI0JnVL8mbt8AabnRFPSbMbk8DI6\nJXxQ4Ayi5Gdcuhj41nTZCVPJ6HGIwbMnGCz7hcHBsz8o3wjXaTAFB+hER4rrtampCYlEEnIWCHFZ\n2bNnDwcPHmTixInMmjWLA8dOsvvgMUYPz8cn13G6soGZY4exqbgBqUTC6IJ8ylqtzM2P5WhdL3a3\nn29PySBWr+SVvXXsNHYRqVGwYmwKS0cmArC7sqv/fFWdYiVnSKyOQzU9BASYnB3NztN1CALMHpnB\n4TOVWOxO5kwoQCKRsHX3AQDmz5jc/znbt28HGCTtCxEixOXlksGz0Wh8y2g0vgUk931/3rH8r+YS\nr24EQeCpp57C5XLxox/9iOhosVQdCAR49o13AHjwnlvx+QM8/34RMqmEh2+ez/tHqilvNnHtqHRG\npMfy9NZKBEHgpwsNhKlk/GlnNfU9TiZlRfHg7GzCNZd2wxgSp0MulVBznjWdTCrBf17w3OtwE6EZ\nMOqvb+tGECAj6eKlw81F+zh++izTJxRechQ3iAHSk08+iUql4mc/+1ko6/xvsnHjRjZu3EheXh73\n3Xdf//Htew/icLq47prZyGQydh87A8CMscM5UFYHwHhDOifquslNDOdch9jMlBmro9fpZWxGBMca\nepFLJeTFh3Gm2UKkRsGU7BgEQaDT5qG83UanTXRnSY/WoJBJaOp1EaNTYnZ6UcmluH3ieupbV33B\ns8crBtdhWg0mswW1SoVaLa61lpYW4uPjQ9PUQlw23G43zz77LDKZjB//+Md4vT6eefUtZFIp9929\nkj+/txWtWklMcjpN3VYWTBjKR2c6iQtTkhSpoabLway8WEamhPPCrhpqux2MSgnnx/NzmZAZxYyc\nGMLVcurOGxxU3ib2h+TGh7HLKAbVM3Jj+aS4CqlEwpyRWWzaewKAayePwmqzs/PAEVKTEijIFyVL\nLpeLnTt3kpCQMKhCGSJEiMvL58k2fgvEA0sNBsP5gkI5MAn4f1fw2kIAH330EYcPH2bKlCksXLiw\n//jHu/ZTXlXLgpmTGZGfwzvbjtDY3sPyOePQhel4bccBwjVKHl44gud31tBt93D35HQMiWE8t7Oa\npl4X03NiuGVcygU2dBdDIZOSHKmmudeFPyBcMB5WEAR67W6y4geyjDXNojY1Oznugs/rNVt5/i//\nQKNW8eh9d1/yGqxWK4888ghWq5Wf//zn3yj7pa+Ss2fP8tvf/ha9Xs/vfve7/mBTEATWbvgYqVTK\n0gVz6LXaOXWuhoKcdCL0YRRXNJGVGE2LxY3XH2BiTjzH601oFNJ+uUVGjI4qYyeFaRGUNFsQgKnZ\n4kbvYJ2J1vMsDTOiNIxLiyAxXE2jyUm0VkFAAI1cijfosjEQPIsZZ29wHHuYVo3ZYiUyQmxA9fv9\ndHZ2hhqjQlxW3n33XZqbm1m5ciVZWVn89b0NNDS3smLZQjYfKsVid7LyujmsPVJFSoweo1mGPyBw\n45hkPinrIDNGy7KRiby4txary8eCYfHMz4/rf85JJBIitQqag6O3fYEA5a02EsNVqORSDlV3i+O5\n/R7KGrqYnJ+C4Pey79Q58tKTGJqVwtqNn+J2e1h27Zz+z92xYwd2u52bb745lGAIEeIK8nm/XeuB\nvYCdAbnGHkSruZDVwRWms7OT5557Dp1Ox+OPP97/gLTZHbywei0qlZIH7lpBt9nGG5v2Ea5Vs2rp\ndJ7/+DQOj48HFhRwstnKwZoeRqSEc1NhEu8cbaK2y8G4jEhWBANnQRCo73GwubSNtw43sO5kC+fa\nrRdcT7xehT8g0BsMmAKCgDR4TU6PH7cvQFTYQOa5sqkDgNy0hAs+6401H2K22vjebTeRGPfZTS19\nGfeamhpWrlzJkiVL/v0behVjNpt59NFH8Xq9PPnkk6SmDnT+Hzx2gorqWuZOn0xSQjz7isvwBwLM\nGj+SU1UtuL0+Jg/L4Fi1uBnKS46kyeRiVGoEZa1WlHIp1mCzaH5CGDVdduLClGRGazhQ20OrxU2s\nTsnY1AgiNXLqTU5aLW7igtMElUGdu0Iu7ZcBBYTBDYOuoF94uE6L2WIjIlwMnru7u/H7/f0DXkKE\n+LL09PSwevVqIiIiWLVqFV09Jlav+ZDIcD1TJk1i874T5KYlcbzRSkAQGD7UQG23g4UF8ew0ipr/\n70xJ542D9VhdPq4flcQ1Q+MvSBAIAvTFtxXtNpxeP6NTI9hp7MTjF1gwPJ4PDoqWc9dPMrCu6Ah+\nf4BvzZtIICCw9qNPUCkVXL9gTvDzBNauXYtUKuWGG274Su9ZiBBXG5fMPBuNxmPAMYPB8IHRaLR8\nRdcUgqB929NPY7PZeOyxx0hIGAhAX//HB/T0mrnvjuUkxsfy679uxu5085OVCzC2WdlR2sSItGim\n5Sdz37unUSukPDJ3CAdrejhaZyIzRssdE9OQSiTY3D4+OdvRXz6USSV02DzUdjtwePyMSRtwyYgM\nSjssTi8xOiU+v4BcJv6D0GMTMyjRuoHRyBUNoh9vburgwKaprYP1nxSRkhjPzdd9tnbZ4/Hw6KOP\ncuLECebNm9c/2SvEv4YgCDz55JO0tbVx77339rtr9L322t/fA+CeW8Xx3LuOiTZXs8aPYMNhIwAT\nh6bz6p46FDIpAYn42MhL0LHjXBcjkvVUdNhRK6TYPX4EYGRKBLU9TjpsHhL1KiZnRiGTSojWKdhu\n7KKi0068TlxPfTGFVCrpn0jZl3l2B4ekOJxiM5VSIcPpchGhF4Pnjg5xgxYKnkNcLt544w3sdjs/\n+clP0Ov1PPPMSzicLh789m28uE7UE48ZM4r3DlYydWQORRUmkiPUWFxiAuG+GZl8cKoVi8vHkhGJ\nTM+5eHLA7vahUYi9AsUNoo6/MD2CV/bUIgFm5ETz3c17iIvQUpiVwJMvvU2kXsu1U0ZTtP8wTa3t\nXH/tXCKDY7lPnDhBeXk5s2fPJjn50nafIUKE+HJ8nmwjQHAoSrCxyAsEABVgMRqNUVf6Aq9W9u3b\nx+7duxkzZgw33nhj//GqukbWbtpGSmI8t92wkLKaZjbtLyEnJZ7FU0dx18s7kUrg0aWFvL5fzHx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7/9Lc3Nzdxzzz2DPIhD/PscP34cn8/HrFmz+o/5/X5e/bvYbPTQvXf2H1+3/QDVjW0snTWB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pznIMfpeYka8og9L2rfjd30p8ikUZBgFfNLPRqdwDgexhgJdzx3XgScq6dE4R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\nD/X06d1vHV7iAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x144b90f0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "g = sns.PairGrid(iris)\n",
    "g.map_upper(plt.scatter)\n",
    "g.map_lower(sns.kdeplot, cmap=\"Blues_d\")\n",
    "g.map_diag(sns.kdeplot, lw=3, legend=False)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### x_vars参数、y_vars参数设置不同的变量"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.PairGrid at 0x16a45438>"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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rytRCVizLwmw2Y3Z2FnK5fFllu10uF65fv47PP/8cXq9XeDwvL08IYJRKZSJPe1F+vx9y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\n8GboITNogQAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x144b9d30>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "g = sns.PairGrid(tips, y_vars=[\"tip\"], x_vars=[\"total_bill\", \"size\"], size=4)\n",
    "g.map(sns.regplot, color=\".3\")\n",
    "g.set(ylim=(-1, 11), yticks=[0, 5, 10])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### 设置图表的其他元素\n",
    "PairGrid方法和map方法中有一系列参数可供设置"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.PairGrid at 0x15eefc88>"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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haVKaRldAXwJiKaaVqltHc5XZ81GqNkoSTR43r3d158zTZxvqVrw6JIQZl8dy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\nn1TLbquv4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/y9uxN29C/2DvMXDx0zXC4ai81snrNcvGgfqWIwWjbVetOtZ4Fyer+sxebn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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x15eefcc0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "g = sns.PairGrid(tips, hue=\"size\", palette=\"GnBu_d\")\n",
    "g.map(plt.scatter, s=50, edgecolor=\"white\")\n",
    "g.add_legend()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### sns.pairplot()方法\n",
    "默认绘制散点图和直方图，非对角线可绘制回归线，对角线可绘制核密度图"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.PairGrid at 0x15e8b358>"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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ClXYmu3hZNPHKdT665zfcfvQBqACOvMi1b8zk2y/+MLS/uaufY1+9E4hRojcO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\nLZ8FEDUHOPxxvLv6iHt/rJV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jHausdyZSPLOx8rjiWZKhgYeIZJQ7XcFdKrWlvtpR5cqd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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x15e8b7b8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.pairplot(iris, hue=\"species\", size=2.5)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### 设置图表的其他元素"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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YVIAda9FRQciBRNtSe1XodNr5KOkqOEe3E7X0grAaK+10l2MxXVsi6SqOR9uj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Tjl1metzNl7m29v8Z0gmTUXQ3IzRD5te+IB/B/AJ3Vdf1DX9VPALwN/mp9m7Q3panYUWiLmM02O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KI9t1zN14NW2cp3hdKtI0sLxFUs14yHK6QsxZTqtaKaV+jJPofxCn/uJDWus3i3heIkGmQl4r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\npZRSSimlsu7/A2p95xiRNhcTAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1be90f28>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "g = sns.pairplot(iris, hue=\"species\", palette=\"Set2\", diag_kind=\"kde\", size=2.5)"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 2",
   "language": "python",
   "name": "python2"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 2
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython2",
   "version": "2.7.11"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 0
}
