01. Conversion Rate.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import warnings\n",
    "warnings.simplefilter('ignore')\n",
    "\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "import seaborn as sns\n",
    "import matplotlib.pyplot as plt\n",
    "from sklearn.metrics import auc, roc_curve, classification_report\n",
    "\n",
    "import h2o\n",
    "from h2o.frame import H2OFrame\n",
    "from h2o.estimators.random_forest import H2ORandomForestEstimator\n",
    "from h2o.grid.grid_search import H2OGridSearch\n",
    "\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Load Dataset"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>country</th>\n",
       "      <th>age</th>\n",
       "      <th>new_user</th>\n",
       "      <th>source</th>\n",
       "      <th>total_pages_visited</th>\n",
       "      <th>converted</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>UK</td>\n",
       "      <td>25</td>\n",
       "      <td>1</td>\n",
       "      <td>Ads</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>US</td>\n",
       "      <td>23</td>\n",
       "      <td>1</td>\n",
       "      <td>Seo</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>US</td>\n",
       "      <td>28</td>\n",
       "      <td>1</td>\n",
       "      <td>Seo</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>China</td>\n",
       "      <td>39</td>\n",
       "      <td>1</td>\n",
       "      <td>Seo</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>US</td>\n",
       "      <td>30</td>\n",
       "      <td>1</td>\n",
       "      <td>Seo</td>\n",
       "      <td>6</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "  country  age  new_user source  total_pages_visited  converted\n",
       "0      UK   25         1    Ads                    1          0\n",
       "1      US   23         1    Seo                    5          0\n",
       "2      US   28         1    Seo                    4          0\n",
       "3   China   39         1    Seo                    5          0\n",
       "4      US   30         1    Seo                    6          0"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data = pd.read_csv('./data/conversion_data.csv')\n",
    "data.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 316200 entries, 0 to 316199\n",
      "Data columns (total 6 columns):\n",
      "country                316200 non-null object\n",
      "age                    316200 non-null int64\n",
      "new_user               316200 non-null int64\n",
      "source                 316200 non-null object\n",
      "total_pages_visited    316200 non-null int64\n",
      "converted              316200 non-null int64\n",
      "dtypes: int64(4), object(2)\n",
      "memory usage: 14.5+ MB\n"
     ]
    }
   ],
   "source": [
    "data.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>age</th>\n",
       "      <th>new_user</th>\n",
       "      <th>total_pages_visited</th>\n",
       "      <th>converted</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>316200.000000</td>\n",
       "      <td>316200.000000</td>\n",
       "      <td>316200.000000</td>\n",
       "      <td>316200.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>30.569858</td>\n",
       "      <td>0.685465</td>\n",
       "      <td>4.872966</td>\n",
       "      <td>0.032258</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>8.271802</td>\n",
       "      <td>0.464331</td>\n",
       "      <td>3.341104</td>\n",
       "      <td>0.176685</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>17.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>24.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>30.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>4.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>36.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>7.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>123.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>29.000000</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                 age       new_user  total_pages_visited      converted\n",
       "count  316200.000000  316200.000000        316200.000000  316200.000000\n",
       "mean       30.569858       0.685465             4.872966       0.032258\n",
       "std         8.271802       0.464331             3.341104       0.176685\n",
       "min        17.000000       0.000000             1.000000       0.000000\n",
       "25%        24.000000       0.000000             2.000000       0.000000\n",
       "50%        30.000000       1.000000             4.000000       0.000000\n",
       "75%        36.000000       1.000000             7.000000       0.000000\n",
       "max       123.000000       1.000000            29.000000       1.000000"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "country                  4\t ['China', 'Germany', 'UK', 'US']\n",
      "age                     60\t [17, 18, 19, 20, 21]\n",
      "new_user                 2\t [0, 1]\n",
      "source                   3\t ['Ads', 'Direct', 'Seo']\n",
      "total_pages_visited     29\t [1, 2, 3, 4, 5]\n",
      "converted                2\t [0, 1]\n"
     ]
    }
   ],
   "source": [
    "for column in data.columns:\n",
    "    uniques = sorted(data[column].unique())\n",
    "    print('{0:20s} {1:5d}\\t'.format(column, len(uniques)), uniques[:5])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Remove Outliers\n",
    "Typically, age should be below 100. So, first let check outliers and clean the dataset"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>country</th>\n",
       "      <th>age</th>\n",
       "      <th>new_user</th>\n",
       "      <th>source</th>\n",
       "      <th>total_pages_visited</th>\n",
       "      <th>converted</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>90928</th>\n",
       "      <td>Germany</td>\n",
       "      <td>123</td>\n",
       "      <td>0</td>\n",
       "      <td>Seo</td>\n",
       "      <td>15</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>295581</th>\n",
       "      <td>UK</td>\n",
       "      <td>111</td>\n",
       "      <td>0</td>\n",
       "      <td>Ads</td>\n",
       "      <td>10</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "        country  age  new_user source  total_pages_visited  converted\n",
       "90928   Germany  123         0    Seo                   15          1\n",
       "295581       UK  111         0    Ads                   10          1"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data[data['age'] > 90]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "There are only two records that is invalid, let's first remove them directly"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "data = data[data['age'] < 100]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Exploratory Data Analysis"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAABQgAAAGoCAYAAAAKMwiTAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x201fcd7240>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Visualization of different countries\n",
    "grouped = data[['country', 'converted']].groupby('country').mean().reset_index()\n",
    "\n",
    "fig, ax = plt.subplots(nrows=1, ncols=2, figsize=(18, 6))\n",
    "sns.countplot(x='country', hue='converted', data=data, ax=ax[0])\n",
    "ax[0].set_title('Count Plot of Country', fontsize=16)\n",
    "ax[0].set_yscale('log')\n",
    "sns.barplot(x='country', y='converted', data=data, ax=ax[1]);\n",
    "ax[1].set_title('Mean Conversion Rate per Country', fontsize=16)\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAABQgAAAGoCAYAAAAKMwiTAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\nAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDIuMS4yLCBo\ndHRwOi8vbWF0cGxvdGxpYi5vcmcvNQv5yAAAIABJREFUeJzs3XmYXGWZ8P/vTSJEEVqBMCgBEwZE\nQREw4LghimzOENQXJTACGcC4DjOvMyDoK0aU3wyi4oKoURZZhoAgEpiwOCDggkBQlE1M2BtEQsI0\nYQmQcP/+eE5DpahOOklVV7rP93NddaXOc55z6j6nulNP3/UskZlIkiRJkiRJqqc1uh2AJEmSJEmS\npO4xQShJkiRJkiTVmAlCSZIkSZIkqcZMEEqSJEmSJEk1ZoJQkiRJkiRJqjEThJIkSZIkSVKNmSCU\nRpiIeGtEnBsRD0bEMxExPyJ+HhEHRcSoLsc2PiKmRcRmg6x/WkRkw2NeRFwTEXs0nTMjYspKxDMt\nIt6zosct55xrRMQ3I+IvEfFcRPxsgHr9cR86wP6rIuJX7YxtRUXEPU33v+WjmzFKkrSqImJKw+fa\na1vs37lh/3u7EeNgrc7twKFQvUfThvg1d25qGy2OiPsi4qSIeOUqnHNaRIyYv9cb7lPL36Gq3Xnm\nUMfVFMNy270RcU83Y5Q6aXS3A5DUPhHxr8A3gCuBzwL3Aq8EdgO+B/wvcGHXAoTxwBeBXwF3DfKY\necCk6vlGwL8BsyJi18y8YhXj+SJwLOV+tcs+wL9Q4rwWmN/Gcw+1DwBrNWyfBIwCPtadcCRJ6qiF\nwAHAF5rKD6z2rTPkEa2AYdAOHApvBXq79NqHATcALwN2obwHmwB7rcS5dqa0U78CPNem+LR8b23a\nvgD4AzCtoezpIYtGGmImCKURIiJ2ojQKT8zMw5p2XxgR3wDWHvrIVtkzmfnb/o2IuBK4j5KEW9UE\nYSe8vvr3m5k5LBp0EbFWZr6osZOZv2+q9xgwuvH9kCRpBPkp8JGIODozEyAiXgr8H+B8YEoXY1um\nEdwOpOr5GJm5eHl1u9xGub3h9a+MiA2BQyNio8x8qItxDZkVea+6aRlt39821XsaeMS2r+pixHRZ\nlsSRwALgiFY7M/POzPxj/3ZE7BgR/xMRj0fEExFxRUTs2HhMNcz1quZzVUMATmvY7h+a83cRcVZE\nPFYNbfl2RIyp6uwM/KI65OcN3fR3XpGLzMzHgD8Dmy+rXkR8JCL+EBGLIuKRiDgjIl7VsL9/aOzn\nG2KZtpxz7hER10bEUxHRFxE/i4gtG/bfwwvfMC5Z2aHPA7z2RhHx4+q+Pl0NYb64anz213lZRBwX\nEXdXw4rujojPNw5PaRje8cGI+GFEzAP+uoqxfaQ65+ta7PttRPyiej6mqnd0NWzmgepe/iIitm5x\n7L4RcX1EPBkRj0bEjIjYuKnOlOp9fqJ6T/4QEQevyvVIkmrrDOA1wDsayj5A6T1/fqsDIuJdVRtq\nYfVZdFlEvKGpzm4RMav67H4yIm6JiH+LpiG/VfvqzIiYHBG3V+ebHRHvYPk60Q48LSJ6I2K7iPhl\nFfuciPh403kyIl7USy4ivhdlepiXNJR9tKl9dnJErNd0XEbEsRFxZETcDTwDvDEiXh4R34kyfPfp\niPhrdQ2vazp2WtP5ltl+q+pcFRG/ioj3RsTvGt6n9y/zri/b76p/N214nTERcUJ17scj4qGIuKjp\nGqZReg8CPBtNU7oMpr3XSrwwvc0nI+IbEfFwdZ0XR8T4FvVX+r1asds0YLyvjYgLqjgXVe/7TyJi\ndEOdDaqfsweqn4k/RcTUpvP0/52yU3X8/wLXrWJs/6+6d69oKh9V/c6cWm2/rnrtQ6uf3Ueq37cL\nI2KTpmOjem9urq734Yj4QUT0rEqs0oowQSiNAFEamDsDl2fmokHU3wa4mjLsZApl6My6wNUR8aZV\nCOUM4E7gg5ShLJ8Cjqr2/a7ahjIE463V43esgKpRsAllmMxAdaZWsdxexXIksDvl+l5eVesfQnBa\nQyw/WsY59wD+G3gc2Bf4BPAG4FfxQtLqA9X5+s//1uqYdjijOt/hwK6Ue9hLGcbSf18uAw4FvgXs\nWV3PF4DjW5zvO0BQhlJNWcXYfkIZCt7cIHsT8BbgB031Pwq8G/gkcAil4XxlRKzbcOy/AmcDv6f0\n3Pgk8GbgFxHRf827AKcAP6cMQ/8w5f4v1ViTJGmQ7gWuoXw29juQMszw8ebKEfH3lNEMjwMfAfan\nDEP+ZdMf/5tV9Q4G/h74MeULxWNbxPBOyjQlX6C0N0YBFzcnIpri6GQ7cF3gv4Azgb0pQ2i/FxHv\nBsjM64E7WPqeERFrUj6XZ2Tms1XZf1KmK/kfyuf24cAewCXx4vkRp1Du1b9X/z4InFCd80uUttDH\ngZtYxuf+INtv/f6W0ob6BqX9+BfgvIhY5pfSyzAeWALc01C2FuVn5CvVdX0CGAP8NiI2qur8CDi5\nev4OXmhTrkx7r5WjgC2Af6K0zd8MXB5LJ3JX9b1qh4uBjSn3aHdKe/5pqhxG1W78dfWa06p/L6L8\nfP5zi/OdBdxNmQ7oyFWM7YeU0ZgHNpX/QxVzc9v3i1X5gZRRUG/jxffyBOCbwCzKPT+K8jt38fKS\nv1LbZKYPHz6G+QP4GyCB/xhk/fMoCbZXNJStS/nm+acNZVcBV7U4/h7gtIbtKdXrf6mp3sXAnxu2\nd67qvXeQcZ5GSYKNrh7jKB+4CfxrVWd8tT2l2h5F6RH3i6ZzvaOqd1hDWQJfGWQss4E5lCG2/WUT\ngGeBbzSUfaX817rc8/XHfegA+68CftWw/Xhj7C3qH1Cdb6em8s9Tvs3dsOk9uGAlfs6Wiqlp339S\n5lsc01B2EvAwsGa1PaZ67b801XstpQH9+Wr7FcATwElNr/FaYDHw8Wr7/wEPduJ3yocPHz581OfR\n0I7ZnJLEe7T6zHpV9bmza6s2DDAXuKLpXOsCj1CmGmn1WlG1aT5fvc4aDfvuqcpe2VA2sXrd/ZcR\nf6fagadV5313Q9la1fVNbyj7PPAU0NNQ9v7q2B2r7fHVZ/3RTbG8var3/oaypCSZXtpU9xYa2lwD\nXFsC0xq2B9t+u6oq26KhbMMq5s8t5zX7fzZ2q97bdarrfwz42nKOHUX5snch8H8byqdV5xzdVH9Q\n7b0BXmt8dextTT93/e/BIe16r5Zzn1r+HUD5+T+zer5BVXfSMs73BWBR43tWlf+w+hkd3fT7fcJg\nfj8GiqnFvhnArU1ls4CbGrZfV7327ylDr/vLd6nK/7Hafi1lrskjms7XX2+PFY3dh4+VeZiJlupp\nJ+DizHy+F16WobszgXetwnmbe8vdTMOwipW0MaXB9ixwP+Xb+aOBbw9Qf0tKg+6sxsLM/BWlZ8AK\nX19ErA1sD5yTDXOqZObdlG8uV+WeDdYNwOER8S8R8caIiKb9e1Cu7zcRMbr/AVwOvAT4u6b6F7Q5\nvu9TEnv7wPP37B+BUzPzmaa6F2VDD4fM/DOlJ2l/r853UhrLZzVdy13VY6eq3vXAq6IMgXpfYw9E\nSZJW0k8oSbC9KJ9jD9FizuOI2ILS46z5s+pJyiJlOzXUfVU1VPBeShLnWcoXiq+gtFkaXZuZjzZs\n31z9u6rtqUYr0g58MjN/0VDvaUrCrTGeMyn37EMNZQcAd2TpYQglyboGL75f11ESaTuxtEsz86mm\nshuAKRHxuYiY2KIn21JWov02JzPnNNR7mPJF52Dv/WWU9/YxSjvrGkrPu+a4PhwR11VDXRdTvhR9\nOaUNuzwr2t5r5bxsmCc7M39N+UK+vx3WjvdqVc2ntPn+M8pQ5y1a1NmjiunupjgvA9YHtmqq3+62\n70nAVlFNARARr6H0dGzuPQjwk8x8fph4loUWH+GFe7475cuD5nt+DaXXZPM9lzrCBKE0MsynfHP7\nmkHWX4/Si6vZQ5ThJitrQdP20yy9Cu7KeBjYgfIN+gTKt91fzoEXAOmfG2Wg61uvRfnyvJLyod3O\nc/Y3VAdq3I5qqANlWMxMytxCfwQeiDKXX///4xtS3v9nmx79DfP1m87f6lpWWmbeA1xCGe4DLwyz\nmt6ieqs5D/9KSQbDC38s/YoXX88WVNeSmZcD+1H+QJsJzI8y99OL5jOUJGkwMnMh8DNKgutA4KwB\n2hz9n1Un8+LPqn+g+qyqPqdnVmVfAd5Dadf0Dy8e03TepdpS+cJCCs31GnWyHfhoi3pPN8aTmUsN\nza6GQ/89ZXqUfv33ay4vvl/rMrh2yj9Tki8HU5KFD0eZz+9lLerCirffmtux0HSty/Epynv7XuAc\nyj1YakXsKHM1nkOZBmd/ylQsO1CmahnM66xoe6+VwbbDVuW9amXQbd8qmbYrpQfofwB/joi7IuIT\nDfU3pCTOmmP8SbW/023fayi9WvvbvlMpXxCc2aL6YO95L0tfyzOUv6UG875Kq8xVjKURIDMXR1lM\nZNcYYFWuJguAjVqUb8TSjaNFlIZAs5VJiK2sZzNz9grU749/oOtbkXP1e5TSvX+gc85fiXPOpwzf\nePUA+19NQ6zVt9ifAj4VZWLtgyhz8MyjzPc4nzKvyocHON89TdvZqtIqOgn47ypB9zHgfzLzzhb1\n/maAsgeq5/33c39KL4Vmj/U/ycwZwIyIWIfyR9dXKT1Zx6/MBUiSBJxO+SxZg/JFVCv9n1VHUeZp\na9bfe/5vKV9yHpCZzycOosWiHiurg+3AFXEG8MOGXlRrsvRojv77tRutk47NbakXtVMy83HK/T6q\nep19KFOcPAN8tsU5O9F+W5Y/97dZI+JKStvmcxFxambeX9WZDMzNzCn9B1Vz/w22bb2i7b1WBmqH\n3dTwGrAK79UAHq7+fVHbt+ottyENibTMvAs4sBo18ybg08BJEXFPZl5SxfEwZU6/Vu5YyThXxPeA\nb0TEv1MS12dXXzI0G+ieX1U977+nO1N6lDabt2phSoNjD0Jp5PhPyrdLLScojogJ1aTUUCam/vsq\nqdK/fx3KcJqrGw67F3htNdF0f72dKD3DVkZ/g/WlK3n8YNxBaVxMbiyMiLdRvnFtvL5nBhNLZj4B\n3Ah8qHE4S9U4fVvTOQelGopxHfD+5omHI2JbyoTmvxjg2Dsy83OURlv/SomXUhZveTwzZ7d4PLKi\nMa6ESynDQb5LmfD6+wPU2yuq1a2hrFJHGQJ0bVV0DaUnxGYDXMufm0+YmQsz80JKT47XONxYkrQK\nfg6cC3w/M28doM4dlGTM1gN8VvWvGNzfu+3Z/gOrhNA/tjnmTrQDV8RPKF8s/yOlJ+E11eiCfj+n\nzLG26QD36+4VebHMvDczv04Zgv2GAeq0vf22AvEl8K+URGnjghgvY+kRIlDuV3OvuoHazO1o7+3T\n2PaMiLdT5vnub4e19b1qMIfSQ+6DLfb9A+Vevajtm8VNwGeqosa27+uA+waIs1Wirt3OoPw9cQ4l\n6TxQ23efxumBqoX2NuCFe345JYE5boBrubdzlyC9wB6E0giRmddExGco32K9njKx9H2U4RW7UFY7\n258yPPXLlA/iKyLiOMoH0mcpjZZjGk47g9Jd/pSIOI0yxPczQN9KhvlnSqPo4IhYQGn83NHOD/DM\nXBIRRwM/iIgzKd38N6YM5ZkDnNpQ/TZKA/lSSrLtwcwcaOW1L1B6E1wcESdR5or5EuVefH0lw/08\npRF2ZUR8n/It6Bsoi2/cRunBQET0UHonnAX8ifJHxt6U9/by6lxnUVajuyIivg78gdLQ+lvKSmjv\nz8wnVzLOQcnM5yLiB8BxlGEcMweouhi4rIpzbcrP4yOUlZXJzAURcSTw9Yh4NWUumYWU9/HdwCWZ\neV61wt66lAb+XyhzBH0S+G01l5IkSSssM5cwcM/B/joZEZ8CLqy+SD2X8ln2N5Tk032Z+Q3KUNJ7\ngWMjYgnlM/z/diDmTrQDV+T1H4uImZTRDq8CPtq0/87qtU6sRkJcTUkobkIZSvqjxrkOW4mIaylt\ni5spi7e9i9Kz7MfLOKwT7bdBycw/RMT5wCERcWzVxryU8uXwCZTF/N4MHEZZNKbRbdW//xYRlwBL\nqt6J7WjvrQP8rGqzjaUM4Z1D1e5sx3s1wP3IiDgKOKO6L/9FGRUyEfgccCWlzde/0va3KIm3uZQE\n6hRKG/LK6pQnUKbg+WV1P++gtCtfB7wzM/de0RhX4poWVn9vfAK4ITN/N0DVscD5EfEjyu/HfwC3\nUv7WIjNvi4hvAtMj4g3ALyl/J21K6cn5ncz8TWevRsJVjH34GGkPSqP0J5SEybOUoSKXAx9h6RXL\n3kJJOj1O6cp+BdVKc03n+xil0fAU8BtKQ+YeWq9ivHnTsdNoWtG3Ot9dlA/4BHZexrWcBvQu53rH\n07CKcUP5RyiNpqcp3fbPAF7VVOftlG+WF9G06t0Ar7UH5Zu+pygNywuBLZvqDGoV46YYLqEkKJ+l\nNOZPBNZvqLMWZc6dW6v36zHK3Dv7N51rTHXP/1Rd94Kq3jReWMltZ1ZgJemm81/FAKsYN9SZUJ3/\nyy329a9i/IUqpgere38V8IYW9femNEoXUuZ0mQP8qP+eU1YI/DllHqGnq3s3Hfibbv8e+vDhw4eP\n4fMYqB3TVKfl5ydlkYGLq8/xRZQ20gzgrQ11tqXMq/skpQfVMZSEXQLjG+rdQ4sVUwfTRmmo27Z2\nIAO0w6rP7atalP99FetSKxo31TkA+G31mo9TEqgnUnpONV7vV1ocexxlNdi+6vibgcOWd68YXPut\nZRuHpjbvivxsVPteT5lS5lvV9hqUtuKD1c/D1cB2za9DSYh9l/Ll8XM0tC0ZRHtvgDjHV3F+EvgG\nZdjqk5QE6oR2vlfLuV/9PVUXUnrfzQH+PxpWQqYMN/4xpXPBk9U1Xg3s3nSuV1IShXdX53qYklz7\n1xX5/V5GrPcwwCrGDXXeTcMq0E37+lcxPpTyRfgj1fXMBDZpUb9/fs0nq/tzK2VhxletaOw+fKzM\nIzI7MRRfklRHEfHPlIbaZpl5X9O+MZTG+Rcy8yvdiE+SJKmOImI8JZH20cz8UXejGTmqnpyHAK/O\npt6bEfE6SmJ1qTlIpdWVQ4wlSausWphkc0rvwHObk4OSJEnSSBER21N6iH4C+GZzclAajkwQSpLa\n4WTKEJlfUiblliRJkkaqWZS5sGdRho1Lw55DjCVJkiRJkqQaW2P5VSRJkiRJkiSNVMN6iPEGG2yQ\n48eP73YYkiRJq6Ubb7zxkcwc2+04Osn2oCRJ0sAG2x4c1gnC8ePHM3v27G6HIUmStFqKiHu7HUOn\n2R6UJEka2GDbgw4xliRJkiRJkmrMBKEkSZIkSZJUYyYIJUmSJEmSpBob1nMQSpIkLcuzzz5Lb28v\nixYt6nYoHTVmzBjGjRvHS17ykm6HIkmSpGHIBKEkSRqxent7WWeddRg/fjwR0e1wOiIzmT9/Pr29\nvUyYMKHb4UiSJGkYcoixJEkasRYtWsT6668/YpODABHB+uuvP+J7SUqSJKlzTBBKkqQRbSQnB/vV\n4RolSZLUOSYIJUmSJEmSpBozQShJkjTE/vd//5eTTjpphY+bNm0aX/va1zoQkSRJkurMBKEkSdIQ\nWrJkyUonCCVJkqROMEEoSZJq5/TTT2ebbbbhTW96EwcccAD33nsvu+yyC9tssw277LIL9913HwBT\npkzhsMMO421vexubbbYZ5513HgD77rsvs2bNev58U6ZM4fzzz2fJkiUcfvjh7LDDDmyzzTb84Ac/\nAOCqq67i3e9+N/vvvz9vfOMbOfLII7nzzjvZdtttOfzwwwE4/vjjnz/ui1/84vPnPvbYY9lyyy15\n73vfyx133DFUt0iSJEk1MrrbAUiSJA2lW2+9lWOPPZZf//rXbLDBBixYsICDDjqIAw88kIMOOohT\nTjmFww47jJ/97GcA/OUvf+FXv/oVf/rTn5g0aRL77LMPkydP5pxzzuF973sfzzzzDFdccQXf+973\nOPnkk+np6eGGG27g6aef5u1vfzu77bYbANdffz233HILEyZM4J577uGWW27hpptuAuDyyy9nzpw5\nXH/99WQmkyZN4pprrmHttddmxowZ/P73v2fx4sVsv/32vPnNb+7avZMkSdLIZIJQkiTVypVXXsk+\n++zDBhtsAMB6663Htddey09/+lMADjjgAI444ojn67///e9njTXWYKuttuKvf/0rAHvuuSeHHXYY\nTz/9NJdeeik77bQTL33pS7n88sv54x//+HxPw76+PubMmcOaa67JjjvuyIQJE1rGdPnll3P55Zez\n3XbbAfD4448zZ84cFi5cyAc+8AFe9rKXATBp0qTO3BRJkiTVmglCSZJUK5lJRCyzTuP+tdZaa6lj\nAcaMGcPOO+/MZZddxjnnnMN+++33/P7vfOc77L777kud76qrrmLttddeZkxHHXUUH/vYx5Yq/+Y3\nv7ncWCVJkqRV5RyEkiSpVnbZZRfOPfdc5s+fD8CCBQt429vexowZMwA466yzeMc73rHc80yePJlT\nTz2VX/7yl88nBHfffXe+973v8eyzzwLw5z//mSeeeOJFx66zzjosXLjw+e3dd9+dU045hccffxyA\nBx54gIcffpiddtqJCy64gKeeeoqFCxdy0UUXrdrFS5IkSS3Yg1CShrk3H356t0NQm914/IHdDmFE\n23rrrfn85z/Pu971LkaNGsV2223Ht7/9bQ4++GCOP/54xo4dy6mnnrrc8+y2224ceOCBTJo0iTXX\nXBOAQw89lHvuuYftt9+ezGTs2LHPz2XYaP311+ftb387b3jDG9hzzz05/vjjuf3223nrW98KwMtf\n/nLOPPNMtt9+e/bdd1+23XZbXvOa1/DOd76zvTdDEgBHHHEEDz30EBtttBFf/epXux2OJElDLvqH\nygxHEydOzNmzZ3c7DEnqKhOEI48Jwva5/fbbef3rX9/tMIZEq2uNiBszc2KXQhoStgfVDgceeCAP\nPPAAG2+8Maef7ueqJGnkGGx70CHGkiRJkiRJUo2ZIJQkSZIkSZJqzAShJEmSJEmSVGPDMkEYEXtF\nxPS+vr5uhyJJkiRJkiQNa8MyQZiZF2Xm1J6enm6HIkmSJEmSJA1rwzJBKEmSJEmSJKk9Rnc7AEmS\npNXFmw8/va3nu/H4AwdV79JLL+Vf/uVfWLJkCYceeihHHnlkW+NQ+7X7Z0Xdtc4jCxkF3PfIQt/b\nEWSw/wdLkuxBKEmS1FVLlizhU5/6FJdccgm33XYbZ599Nrfddlu3w5IkSVKNmCCUJEnqouuvv57N\nN9+czTbbjDXXXJPJkydz4YUXdjssSZIk1YgJQkmSpC564IEH2GSTTZ7fHjduHA888EAXI5IkSVLd\nmCCUJEnqosx8UVlEdCESSZIk1ZUJQkmSpC4aN24c999///Pbvb29vPrVr+5iRJIkSaobE4SSJEld\ntMMOOzBnzhzuvvtunnnmGWbMmMGkSZO6HdYqiYg9IuKOiJgbES9akjki1oqIc6r910XE+Kr8HyPi\npobHcxGx7VDHL0mSVDejux2AJEnS6uLG4w8c8tccPXo0J554IrvvvjtLlizh4IMPZuuttx7yONol\nIkYB3wV2BXqBGyJiZmY2Ls18CPBoZm4eEZOB44B9M/Ms4KzqPG8ELszMm4b2CiRJkurHBKEkSVKX\nve997+N973tft8Nolx2BuZl5F0BEzAD2BhoThHsD06rn5wEnRkTk0hMy7gec3flwJUmS5BBjSZIk\ntdPGwP0N271VWcs6mbkY6APWb6qzLwMkCCNiakTMjojZ8+bNa0vQqrfn1lybJWuty3Nrrt3tUCRJ\n6gp7EEqSJKmdWi3B3LxU8zLrRMRbgCcz85ZWL5CZ04HpABMnTnzxMtDSCnpii926HYIkSV1lD0JJ\nkiS1Uy+wScP2OODBgepExGigB1jQsH8yDi+WJEkaMiYIJUmS1E43AFtExISIWJOS7JvZVGcmcFD1\nfB/gyv75ByNiDeBDwIwhileSJKn2HGIsSZKktsnMxRHxaeAyYBRwSmbeGhHHALMzcyZwMnBGRMyl\n9Byc3HCKnYDe/kVOJEmS1HkmCCVJktRWmTkLmNVUdnTD80WUXoKtjr0K+LtOxidJkqSlmSCUJEmq\n3HfMG9t6vk2PvnlQ9Q4++GAuvvhiNtxwQ265peW6HJIkSVLHOAehJElSl02ZMoVLL72022FIkiSp\npkwQSpIkddlOO+3Eeuut1+0wJEmSVFMmCCVJkiRJkqQaM0EoSZIkSZIk1ZgJQkmSJEmSJKnGTBBK\nkiRJkiRJNTa62wFIkiStLjY9+uauvO5+++3HVVddxSOPPMK4ceP40pe+xCGHHNKVWCRJklQ/Jggl\nSZK67Oyzz+52CJIkSaoxhxhLkiRJkiRJNWaCUJIkSZIkSaoxE4SSJGlEy8xuh9BxdbhGSZIkdY4J\nQkmSNGKNGTOG+fPnj+gEWmYyf/58xowZ0+1QJEmSNEy5SIkkSRqxxo0bR29vL/Pmzet2KB01ZswY\nxo0b1+0wJEmSNEyZIJQkSSPWS17yEiZMmNDtMCRJkqTVmkOMJUmSJEmSpBozQShJkiRJkiTVmAlC\nSZIkSZIkqcZMEEqSJEmSJEk1ZoJQkiRJkiRJqjEThJIkSZIkSVKNmSCUJEmSJEmSaswEoSRJkiRJ\nklRjJgglSZIkSZKkGjNBKEmSJEmSJNWYCUJJkiRJkiSpxkwQSpIkSZIkSTVmglCSJEmSJEmqMROE\nkiRJkiRJUo2ZIJQkSZIkSZJqzAShJEmSJEmSVGMmCCVJkiRJkqQaW20ShBGxc0T8MiK+HxE7dzse\nSZIkSZIkqQ46miCMiFMi4uGIuKWpfI+IuCMi5kbEkVVxAo8DY4DeTsYlSZIkSZIkqeh0D8LTgD0a\nCyJiFPBdYE9gK2C/iNgK+GVm7gl8FvhSh+OSJEmSJEmSRIcThJl5DbCgqXhHYG5m3pWZzwAzgL0z\n87lq/6PAWgOdMyKmRsTsiJg9b968jsQtSZIkSZIk1UU35iDcGLi/YbsX2DgiPhgRPwDOAE4c6ODM\nnJ6ZEzNz4tixYzscqiRJkiRJkjSyje7Ca0aLsszMnwI/HepgJEmSJEmSpDrrRg/CXmCThu1xwINd\niEOSJEkdMMCCdI3714qIc6qFIqmaAAAgAElEQVT910XE+IZ920TEtRFxa0TcHBFjhjJ2SZKkOupG\ngvAGYIuImBARawKTgZldiEOSJElttowF6RodAjyamZsDJwDHVceOBs4EPp6ZWwM7A88OUeiSJEm1\n1dEEYUScDVwLbBkRvRFxSGYuBj4NXAbcDpybmbd2Mg5JkiQNmZYL0jXV2Rv4cfX8PGCXiAhgN+CP\nmfkHgMycn5lLhihuSZKk2uroHISZud8A5bOAWZ18bUmSJHVFqwXp3jJQncxcHBF9wPrAa4GMiMuA\nscCMzPxq8wtExFRgKsCmm27a9guQJEmqm24sUjKsvfnw07sdgjrgxuMP7HYIkiSNFC0XpBtkndHA\nO4AdgCeBKyLixsy8YqmKmdOB6QATJ05sPrckSZJWUDfmIJQkSdLINZgF6Z6vU8072AMsqMqvzsxH\nMvNJyoiT7TsesSRJUs0NywRhROwVEdP7+vq6HYokSZKWNpgF6WYCB1XP9wGuzMykzFG9TUS8rEoc\nvgu4bYjiliRJqq1hmSDMzIsyc2pPT0+3Q5EkSVKDgRaki4hjImJSVe1kYP2ImAt8BjiyOvZR4BuU\nJONNwO8y87+H+hokSZLqxjkIJUmS1FatFqTLzKMbni8CPjTAsWcCZ3Y0QEmSJC1lWPYglCRJkiRJ\nktQeJgglSZIkSZKkGjNBKEmSJEmSJNWYCUJJkiRJkiSpxkwQSpIkSZIkSTVmglCSJEmSJEmqsWGZ\nIIyIvSJiel9fX7dDkSRJkiRJkoa1YZkgzMyLMnNqT09Pt0ORJEmSJEmShrVhmSCUJEmSJEmS1B4m\nCCVJkiRJkqQaM0EoSZIkSZIk1ZgJQkmSJEmSJKnGTBBKkiRJkiRJNWaCUJIkSZIkSaoxE4SSJEmS\nJElSjZkglCRJkiRJkmpsWCYII2KviJje19fX7VAkSZIkSZKkYW1YJggz86LMnNrT09PtUCRJkiRJ\nkqRhbVgmCCVJkiRJkiS1hwlCSZIkSZIkqcZMEEqSJEmSJEk1ZoJQkiRJkiRJqjEThJIkSZIkSVKN\nmSCUJEmSJEmSaswEoSRJkiRJklRjJgglSZIkSZKkGjNBKEmSJEmSJNWYCUJJkiRJkiSpxoZlgjAi\n9oqI6X19fd0ORZIkSZIkSRrWhmWCMDMvysypPT093Q5FkiRJkiRJGtaGZYJQkiRJkiRJUnuYIJQk\nSZIkSZJqzAShJEmSJEmSVGMmCCVJkiRJkqQaM0EoSZIkSZIk1ZgJQkmSJEmSJKnGTBBKkiRJkiRJ\nNWaCUJIkSZIkSaoxE4SSJElqq4jYIyLuiIi5EXFki/1rRcQ51f7rImJ8VT4+Ip6KiJuqx/eHOnZJ\nkqQ6Gt3tACRJkjRyRMQo4LvArkAvcENEzMzM2xqqHQI8mpmbR8Rk4Dhg32rfnZm57ZAGLUmSVHP2\nIJQkSVI77QjMzcy7MvMZYAawd1OdvYEfV8/PA3aJiBjCGCVJktTABKEkSZLaaWPg/obt3qqsZZ3M\nXAz0AetX+yZExO8j4uqIeGerF4iIqRExOyJmz5s3r73RS5Ik1dCwTBBGxF4RMb2vr6/boUiSJGlp\nrXoC5iDr/AXYNDO3Az4D/FdErPuiipnTM3NiZk4cO3bsKgcsSZJUd8MyQZiZF2Xm1J6enm6HIkmS\npKX1Aps0bI8DHhyoTkSMBnqABZn5dGbOB8jMG4E7gdd2PGJJkqSaG5YJQkmSJK22bgC2iIgJEbEm\nMBmY2VRnJnBQ9Xwf4MrMzIgYWy1yQkRsBmwB3DVEcUuSJNWWqxhLkiSpbTJzcUR8GrgMGAWckpm3\nRsQxwOzMnAmcDJwREXOBBZQkIsBOwDERsRhYAnw8MxcM/VVIkiTViwlCSZIktVVmzgJmNZUd3fB8\nEfChFsedD5zf8QAlSZK0FIcYS5IkSZIkSTVmglCSJEmSJEmqMROEkiRJkiRJUo2ZIJQkSZIkSZJq\nzAShJEmSJEmSVGMmCCVJkiRJkqQaM0EoSZIkSZIk1ZgJQkmSJEmSJKnGTBBKkiRJkiRJNWaCUJIk\nSZIkSaoxE4SSJEmSJElSjZkglCRJkiRJkmpsWCYII2KviJje19fX7VAkSZIkSZKkYW1YJggz86LM\nnNrT09PtUCRJkiRJkqRhbVgmCCVJkiRJkiS1hwlCSZIkSZIkqcZMEEqSJEmSJEk1ZoJQkiRJkiRJ\nqjEThJIkSZIkSVKNmSCUJEmSJEmSaswEoSRJkiRJklRjJgglSZIkSZKkGjNBKEmSJEmSJNWYCUJJ\nkiRJkiSpxkwQSpIkSZIkSTU2utsBSJIkafUSEZ9Z1v7M/MZQxSJJkqTOM0EoSZKkZutU/24J7ADM\nrLb3Aq7pSkSSJEnqGBOEkiRJWkpmfgkgIi4Hts/MhdX2NOAnXQxNkiRJHeAchJIkSRrIpsAzDdvP\nAOO7E4okSZI6xR6EkiRJGsgZwPURcQGQwAeA07sbkiRJktrNBKEkSZJaysxjI+IS4J1V0T9l5u+7\nGZMkSZLazyHGkiRJWpaXAY9l5reA3oiY0O2AJEmS1F4mCCVJktRSRHwR+CxwVFX0EuDM7kUkSZKk\nTjBBKEmSpIF8AJgEPAGQmQ8C63Q1IkmSJLXdsEwQRsReETG9r6+v26FIkiSNZM9kZlIWKCEi1u5y\nPJIkSeqAYZkgzMyLMnNqT09Pt0ORJEkayc6NiB8Ar4iIjwL/A/yoyzFJkiSpzQaVIIyIKwZTJkmS\npJEjM78GnAecD2wJHJ2Z3+5uVJIkSWq30cvaGRFjKCvXbRARrwSi2rUu8OoOxyZJkqQuiojjMvOz\nwM9blEmSJGmEWF4Pwo8BNwKvq/7tf1wIfLezoUmSJKnLdm1RtufyDoqIPSLijoiYGxFHtti/VkSc\nU+2/LiLGN+3fNCIej4h/X+nIJUmSNGjL7EGYmd8CvhUR/5yZ3xmimCRJktRFEfEJ4JPA30bEHxt2\nrQP8ejnHjqJ8kbwr0AvcEBEzM/O2hmqHAI9m5uYRMRk4Dti3Yf8JwCWrfiWSJEkajGUmCPtl5nci\n4m3A+MZjMvP0DsUlSZKk7vkvSoLuP4DGHoALM3PBco7dEZibmXcBRMQMYG+gMUG4NzCten4ecGJE\nRGZmRLwfuAt4YpWvQpIkSYMyqARhRJwB/C1wE7CkKk7ABKEkSdIIk5l9EbEQeGNm3ruCh28M3N+w\n3Qu8ZaA6mbk4IvqA9SPiKeCzlN6HAw4vjoipwFSATTfddAXDkyRJUrNBJQiBicBWmZmdDEaSJEmr\nh8x8LiL+EBGbZuZ9K3BotChrbkMOVOdLwAmZ+XhEqyrPxzYdmA4wceJE26eSJEmraLAJwluAjYC/\ndDAWSZIkrV5eBdwaEdfTMOQ3Myct45heYJOG7XHAgwPU6Y2I0UAPsIDS03CfiPgq8ArguYhYlJkn\nrvKVSJIkaUCDTRBuANxWNQ6f7i9cTuNQkiRJw9uXVuKYG4AtImIC8AAwGdi/qc5M4CDgWmAf4Mpq\npMo7+ytExDTgcZODkiRJnTfYBOG0TgYhSZKk1U9mXh0RrwG2yMz/iYiXAaOWc8ziiPg0cFlV95TM\nvDUijgFmZ+ZM4GTgjIiYS+k5OLmzVyJJkqRlGewqxld3OhBJkiStXiLio5TFQNajLFi3MfB9YJdl\nHZeZs4BZTWVHNzxfBHxoOeeYtlJBS5IkaYWtMZhKEbEwIh6rHosiYklEPNbp4CRJktRVnwLeDjwG\nkJlzgA27GpEkSZLabrA9CNdp3I6I9wM7diQiSZIkrS6ezsxn+lcUrhYUcdVgSZKkEWZQPQibZebP\ngPe0ORZJkiStXq6OiM8BL42IXYGfABd1OSZJkiS12aB6EEbEBxs21wAm4rfHkiRJI92RwCHAzcDH\nKPMK/qirEUmSJKntBruK8V4NzxcD9wB7tz0aSZIkrU72Bk7PzB92OxBJkiR1zmDnIPynTgciSZKk\n1c4k4JsRcQ0wA7gsMxd3OSZJkiS12WBXMR4XERdExMMR8deIOD8ixnU6OEmSJHVP9SXx5pS5B/cH\n7owIhxhLkiSNMINdpORUYCbwamBjyuTUp3YqKEmSJK0eMvNZ4BJKD8IbcZoZSZKkEWewCcKxmXlq\nZi6uHqcBYzsYlyRJkrosIvaIiNOAucA+lAVKXtXVoCRJktR2g12k5JGI+AhwdrW9HzC/MyFJkiRp\nNTGF0nPwY5n5dJdjkSRJUocMNkF4MHAicAKQwG8AFy6RJEkawTJzcrdjkCRJUucNdojxl4GDMnNs\nZm5ISRhO61hUkiRJ6rqI+GBEzImIvoh4LCIWRsRj3Y5LkiRJ7TXYHoTbZOaj/RuZuSAitutQTJIk\nSVo9fBXYKzNv73YgkiRJ6pzB9iBcIyJe2b8REesx+OSiJEmShqe/mhyUJEka+Qab5Ps68JuIOI8y\nB+GHgWM7FpUkSZJWB7Mj4hzgZ8Dzi5Rk5k+7F5IkSZLabVAJwsw8PSJmA+8BAvhgZt7W0cgkSZLU\nbesCTwK7NZQlYIJQkiRpBBn0MOEqIWhSUJIkqSYy85+6HYMkSZI6b7BzEEqSJKlmImJcRFwQEQ9H\nxF8j4vyIGNftuCRJktReJgglSZI0kFOBmcCrgY2Bi6oySZIkjSDDMkEYEXtFxPS+vr5uhyJJkjSS\njc3MUzNzcfU4DRjb7aAkSZLUXsMyQZiZF2Xm1J6enm6HIkmSNJI9EhEfiYhR1eMjwPxuByVJkqT2\nGpYJQkmSJA2Jg4EPAw8BfwH2AVy4RJIkaYQZ9CrGkiRJqp0vAwdl5qMAEbEe8DVK4lCSJEkjhD0I\nJUmSNJBt+pODAJm5ANiui/FIkiSpA0wQSpIkaSBrRMQr+zeqHoSOQJEkSRphbOBJkiRpIF8HfhMR\n5wFJmY/w2O6GJEmSpHYzQShJkqSWMvP0iJgNvAcI4IOZeVuXw5IkSVKbmSCUJEnSgKqEoElBSZKk\nEcw5CCVJkiRJkqQaM0EoSZIkSZIk1ZgJQkmSJEmSJKnGTBBKkiRJkiRJNWaCUJIkSZIkSaoxE4SS\nJEmSJElSjZkglCRJkiRJkmrMBKEkSZIkSZJUYyYIJUmSJEmSpBozQShJkqS2iog9IuKOiJgbEUe2\n2L9WRJxT7b8uIsZX5TtGxE3V4w8R8YGhjl2SJKmOTBBKkiSpbSJiFPBdYE9gK2C/iNiqqdohwKOZ\nuTlwAnBcVX4LMDEztwX2AH4QEaOHJnJJkqT6MkEoSZKkdtoRmJuZd2XmM8AMYO+mOnsDP66enwfs\nEhGRmU9m5uKqfAyQQxKxJElSzZkglCRJUjttDNzfsN1blbWsUyUE+4D1ASLiLRFxK3Az8PGGhKEk\nSZI6xAShJEmS2ilalDX3BBywTmZel5lbAzsAR0XEmBe9QMTUiJgdEbPnzZu3ygFLkiTVnQlCSZIk\ntVMvsEnD9jjgwYHqVHMM9gALGitk5u3AE8Abml8gM6dn5sTMnDh27Ng2hi5JklRPJgglSZLUTjcA\nW0TEhIhYE5gMzGyqMxM4qHq+D3BlZmZ1zGiAiHgNsCVwz9CELUmSVF+uCidJkqS2yczFEfFp4DJg\nFHBKZt4aEccAszNzJnAycEZEzKX0HJxcHf4O4MiIeBZ4DvhkZj4y9FchSZJULyYIJUmS1FaZOQuY\n1VR2dMPzRcCHWhx3BnBGxwOUJEnSUhxiLEmSJEmSJNWYCUJJkiRJkiSpxkwQSpIkSZIkSTVmglCS\nJEmSJEmqMROEkiRJkiRJUo2ZIJQkSZIkSZJqzAShJEmSJEmSVGMmCCVJkiRJkqQaM0EoSZIkSZIk\n1ZgJQkmSJEmSJKnGTBBKkiRJkiRJNWaCUJIkSZIkSaoxE4SSJEmSJElSjZkglCRJkiRJkmrMBKEk\nSZIkSZJUYyYIJUmSJEmSpBozQShJkiRJkiTVmAlCSZIkSZIkqcZMEEqSJEmSJEk1ZoJQkiRJkiRJ\nqjEThJIkSZIkSVKNmSCUJEmSJEmSaswEoSRJkiRJklRjq1WCMCLWjogbI+Ifuh2LJEmSJEmSVAcd\nTRBGxCkR8XBE3NJUvkdE3BERcyPiyIZdnwXO7WRMkiRJkiRJkl7Q6R6EpwF7NBZExCjgu8CewFbA\nfhGxVUS8F7gN+GuHY5IkSZIkSZJUGd3Jk2fmNRExvql4R2BuZt4FEBEzgL2BlwNrU5KGT0XErMx8\nrvmcETEVmAqw6aabdi54SZIkSZIkqQY6miAcwMbA/Q3bvcBbMvPTABExBXikVXIQIDOnA9MBJk6c\nmJ0NVZIkSZIkSRrZupEgjBZlzyf6MvO0oQtFkiRJkiRJqrdurGLcC2zSsD0OeLALcUiSJEmSJEm1\n140E4Q3AFhExISLWBCYDM7sQhyRJkiRJklR7HU0QRsTZwLXAlhHRGxGHZOZi4NPAZcDtwLmZeWsn\n45AkSZIkSZLUWqdXMd5vgPJZwKxOvrYkSZIkSZKk5evGEGNJkiRJkiRJqwkThJIkSZIkSVKNDcsE\nYUTsFRHT+/r6uh2KJEmSJEmSNKwNywRhZl6UmVN7enq6HYokSZIkSZI0rA3LBKEkSZIkSZKk9jBB\nKEmSpLaKiD0i4o6ImBsRR7bYv1ZEnFPtvy4ixlflu0bEjRFxc/Xve4Y6dkmSpDoyQShJkqS2iYhR\nwHeBPYGtgP0iYqumaocAj2bm5sAJwHFV+SPAXpn5RuAg4IyhiVqSJKneTBBKkiSpnXYE5mbmXZn5\nDDAD2Lupzt7Aj6vn5wG7RERk5u8z88Gq/FZgTESsNSRRS5Ik1ZgJQkmSJLXTxsD9Ddu9VVnLOpm5\nGOgD1m+q83+A32fm080vEBFTI2J2RMyeN29e2wKXJEmqKxOEkiRJaqdoUZYrUicitqYMO/5YqxfI\nzOmZOTEzJ44dO3alA5UkSVJhglCSJEnt1Ats0rA9DnhwoDoRMRroARZU2+OAC4ADM/POjkcrSZKk\n4ZkgjIi9ImJ6X19ft0ORJEnS0m4AtoiICRGxJjAZmNlUZyZlERKAfYArMzMj4hXAfwNHZeavhyxi\nSZKkmhuWCcLMvCgzp/b09HQ7FEmSJDWo5hT8NHAZcDtwbmbeGhHHRMSkqtrJwPoRMRf4DHBkVf5p\nYHPgCxFxU/XYcIgvQZIkqXZGdzsASZIkjSyZOQuY1VR2dMPzRcCHWhz3FeArHQ9QkiRJSxmWPQgl\nSZIkSZIktYcJQkmSJEmSJKnGTBBKkiRJkiRJNWaCUJIkSZIkSaoxE4SSJEmSJElSjbmKsQTcd8wb\nux2C2mzTo2/udgiSJEmSJA0L9iCUJEmSJEmSamxYJggjYq+ImN7X19ftUCRJkiRJkqRhbVgmCDPz\nosyc2tPT0+1QJEmSJEmSpGFtWCYIJUmSJEmSJLWHCUJJkiRJkiSpxkwQSpIkSZIkSTVmglCSJEmS\nJEmqMROEkiRJkiRJUo2ZIJQkSZIkSZJqzAShJEmSJEmSVGMmCCVJkiRJkqQaM0EoSZIkSZIk1ZgJ\nQkmSJEmSJKnGRnc7gJUREXsBe22++ebdDkWSJEmSJKltjjjiCB566CE22mgjvvrVr3Y7HNXEsOxB\nmJkXZebUnp6ebociSZIkSZLUNg899BAPPPAADz30ULdDUY0MywShJEmSJEmSpPYYlkOMJUmSJElS\n8f+3d4ehet13HcC/P5K1E9E71gVxbbcEG5RsVdlKxwSnONBUKRHsMGUvxiyLkxX2pkJFrFLUUSjs\nhXYvIisbE2zrREh12AmbXZStawIdXTZSL+22hgp2dLuySVuy/nxxT/E2zd3S5sk998n/83lzz/mf\n/znn9yRw+PF9zjnPt26/eu4SWKDTz7w+yc6cfuab/m8vMm+67dG5S9iUOwgBAAAAYGACQgAAAAAY\nmIAQAAAAAAbmHYQAAAAA28QbXvtCktPTX9gaAkIAAACAbeKWn//u3CUwII8YAwAAAMDABIQAAAAA\nMDABIQAAAAAMTEAIAAAAAAMTEAIAAADAwJYyIKyq66vq8Nra2tylAAAAAMBSW8qAsLvv7+5DKysr\nc5cCAAAAAEttKQNCAAAAAGAxBIQAAAAAMDABIQAAAAAMTEAIAMBCVdX+qjpZVatVdetZtl9aVfdO\n2x+qqt3T+GVV9fmq+l5V/fVW1w0AMCoBIQAAC1NVO5LcleS6JPuS3FhV+86YdlOS73T3VUk+muSO\nafzZJH+S5JYtKhcAgAgIAQBYrGuTrHb34939fJJ7khw4Y86BJJ+clj+d5N1VVd39/e7+96wHhQAA\nbBEBIQAAi3R5kic3rJ+axs46p7tPJ1lLctm5nqCqDlXVsao69vTTT59nuQAACAgBAFikOstYv4o5\nm+ruw919TXdfs2vXrldUHAAALycgBABgkU4luXLD+hVJntpsTlXtTLKS5JktqQ4AgJcREAIAsEgP\nJ9lbVXuq6pIkB5McOWPOkSTvm5ZvSPK57j7nOwgBAFisnXMXAADAxaO7T1fVzUkeSLIjyd3dfaKq\nbk9yrLuPJPl4kk9V1WrW7xw8+OL+VfWNJD+Z5JKq+u0kv97dX9vqzwEAMBIBIQAAC9Xdn0nymTPG\nbtuw/GyS92yy7+4LWhwAAC/jEWMAAAAAGJiAEAAAAAAGJiAEAAAAgIEtZUBYVddX1eG1tbW5SwEA\nAACApbaUAWF339/dh1ZWVuYuBQAAAACW2lIGhAAAAADAYggIAQAAAGBgAkIAAAAAGJiAEAAAAAAG\nJiAEAAAAgIEJCAEAAABgYAJCAAAAABiYgBAAAAAABiYgBAAAAICBCQgBAAAAYGACQgAAAAAYmIAQ\nAAAAAAYmIAQAAACAgQkIAQAAAGBgAkIAAAAAGJiAEAAAAAAGJiAEAAAAgIEJCAEAAABgYAJCAAAA\nABjYzrkLAABe6lu3Xz13CVwAb7rt0blLAACAs1rKOwir6vqqOry2tjZ3KQAAAACw1JYyIOzu+7v7\n0MrKytylAAAAAMBSW8qAEAAAAABYDAEhAAAAAAxMQAgAAAAAAxMQAgAAAMDABIQAAAAAMDABIQAA\nAAAMTEAIAAAAAAMTEAIAAADAwASEAAAAADAwASEAAAAADExACAAAAAADExACALBQVbW/qk5W1WpV\n3XqW7ZdW1b3T9oeqaveGbX80jZ+sqt/YyroBAEYlIAQAYGGqakeSu5Jcl2Rfkhurat8Z025K8p3u\nvirJR5PcMe27L8nBJG9Jsj/Jx6bjAQBwAQkIAQBYpGuTrHb34939fJJ7khw4Y86BJJ+clj+d5N1V\nVdP4Pd39XHc/kWR1Oh4AABfQzrkLOB/Hjx//dlV9c+46WH5vTt6Q5Ntz18EC/WnNXQG8aq5JF6l5\nrktvnuGclyd5csP6qSTv2GxOd5+uqrUkl03jXzpj38vPPEFVHUpyaFr9XlWdXEzpDM619yJTd75v\n7hLgfLgmXYy2cT+41AFhd++auwYuDlV1rLuvmbsOgMQ1iaV3ts63z3HOueyb7j6c5PArLw0259oL\nbCeuSWw1jxgDALBIp5JcuWH9iiRPbTanqnYmWUnyzDnuCwDAggkIAQBYpIeT7K2qPVV1SdZ/dOTI\nGXOOJHnx2b8bknyuu3saPzj9yvGeJHuTfHmL6gYAGNZSP2IMC+QxJWA7cU1iaU3vFLw5yQNJdiS5\nu7tPVNXtSY5195EkH0/yqapazfqdgwenfU9U1X1JvpbkdJIPdfcPZvkgjMi1F9hOXJPYUrX+ZS0A\nAAAAMCKPGAMAAADAwASEAAAAADAwASFDq6r9VXWyqlar6ta56wHGVlV3V9V/V9VX564FYBT6QWA7\n0Q8yFwEhw6qqHUnuSnJdkn1JbqyqffNWBQzuE0n2z10EwCj0g8A29InoB5mBgJCRXZtktbsf7+7n\nk9yT5MDMNQED6+4vZP0XXQHYGvpBYFvRDzIXASEjuzzJkxvWT01jAACMQT8IABEQMrY6y1hveRUA\nAMxFPwgAERAytlNJrtywfkWSp2aqBQCAracfBIAICBnbw0n2VtWeqrokycEkR2auCQCAraMfBIAI\nCBlYd59OcnOSB5J8Pcl93X1i3qqAkVXV3yX5YpKfrapTVXXT3DUBXMz0g8B2ox9kLtXtFRsAAAAA\nMCp3EAIAAADAwASEAAAAADAwASEAAAAADExACAAAAAADExACAAAAwMAEhABLoqp2zl0DAADz0Q8C\nF4qAEBhOVe2uqq9X1d9U1Ymq+mxV/VhV/UxV/UtVHa+qo1X1c1W1o6oer3Wvq6oXqupd03GOVtVV\nm5zjz6rqlg3rX53O++NV9c9V9ZVp7Hen7W+vqgencz9QVT89jf9bVf1lVT2Y5MNb8M8DAHDR0w8C\nvJRvH4BR7U1yY3d/oKruS/I7Sd6f5IPd/Z9V9Y4kH+vuX6uqx5LsS7InyfEkv1xVDyW5ortXX+F5\n9yd5qrt/K0mqaqWqXpPkr5Ic6O6npybxL5L83rTP67r7V87z8wIA8FL6QYCJgBAY1RPd/ci0fDzJ\n7iS/lOTvq+rFOZdOf48meVfWG8KPJPlAkgeTPPwqzvtokjur6o4k/9TdR6vqrUnemuRfp3PvSPJf\nG/a591WcBwCAH04/CDAREAKjem7D8g+S/FSS73b3L55l7tEkH0zyxiS3JfnDJL+a5As/5Pin89LX\nOLw2Sbr7sap6e5LfTPKRqvpskn9McqK737nJsb7/Iz8NAACvlH4QYOIdhADr/ifJE1X1niSZ3jHz\nC9O2h7L+bfIL3f1skkeS/H7WG8XNfCPJ26ZjvS3r3zanqt6Y5H+7+2+T3DnNOZlkV1W9c5rzmqp6\ny2I/HgAAP4J+EBiWgBDg/703yU1V9ZUkJ5IcSJLufi7Jk0m+NM07muQnsv54yGb+Icnrq+qRJH+Q\n5LFp/OokX57G/zjJn3f380luSHLHdO5Hst6AAgCwtfSDwJCqu+euAQAAAACYiTsIAQAAAGBgfqQE\n4DxU1fuTfPiM4f/o7g/NUQ8AAFtLPwhcDDxiDAAAAAAD84gxAAAAAAxMQAgAAAAAAxMQAgAAAMDA\nBIQAAAAAMDABIQAAAFDLtngAAAAJSURBVAAM7P8AycgAow19V5UAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x201fcd72e8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Visualization of different user types\n",
    "grouped = data[['new_user', 'converted']].groupby('new_user').mean().reset_index()\n",
    "\n",
    "fig, ax = plt.subplots(nrows=1, ncols=2, figsize=(18, 6))\n",
    "sns.countplot(x='new_user', hue='converted', data=data, ax=ax[0])\n",
    "ax[0].set_title('Count Plot of User Types', fontsize=16)\n",
    "ax[0].set_yscale('log')\n",
    "sns.barplot(x='new_user', y='converted', data=data, ax=ax[1]);\n",
    "ax[1].set_title('Mean Conversion Rate per User Type', fontsize=16)\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAABQgAAAGoCAYAAAAKMwiTAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nAgAAAMCK/T9xaXbwXF6dHwAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x201ff66320>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Visualization of different sources\n",
    "grouped = data[['source', 'converted']].groupby('source').mean().reset_index()\n",
    "\n",
    "fig, ax = plt.subplots(nrows=1, ncols=2, figsize=(18, 6))\n",
    "sns.countplot(x='source', hue='converted', data=data, ax=ax[0])\n",
    "ax[0].set_title('Count Plot of Different Sources', fontsize=16)\n",
    "ax[0].set_yscale('log')\n",
    "sns.barplot(x='source', y='converted', data=data, ax=ax[1]);\n",
    "ax[1].set_title('Mean Conversion Rate per Source', fontsize=16)\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAABBsAAAGFCAYAAAC8FvtQAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x201fd0cda0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Visualization of different sources\n",
    "grouped = data[['age', 'converted']].groupby('age').mean().reset_index()\n",
    "hist_kws={'histtype': 'bar', 'edgecolor':'black', 'alpha': 0.2}\n",
    "\n",
    "fig, ax = plt.subplots(nrows=1, ncols=2, figsize=(18, 6))\n",
    "sns.distplot(data[data['converted'] == 0]['age'], label='Converted 0', \n",
    "             ax=ax[0], hist_kws=hist_kws)\n",
    "sns.distplot(data[data['converted'] == 1]['age'], label='Converted 1', \n",
    "             ax=ax[0], hist_kws=hist_kws)\n",
    "ax[0].set_title('Count Plot of Age', fontsize=16)\n",
    "ax[0].legend()\n",
    "ax[1].plot(grouped['age'], grouped['converted'], '.-')\n",
    "ax[1].set_title('Mean Conversion Rate vs. Age', fontsize=16)\n",
    "ax[1].set_xlabel('age')\n",
    "ax[1].set_ylabel('Mean convertion rate')\n",
    "ax[1].grid(True)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAABBsAAAGGCAYAAAA6gon+AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\nAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDIuMS4yLCBo\ndHRwOi8vbWF0cGxvdGxpYi5vcmcvNQv5yAAAIABJREFUeJzs3Xl8VPW9//HXhyQQ9n2PCiJuoGIJ\nCHWBqlRE63LVIq6o1Ut/dvF6r0vVKrX21urVa1tpq/YKVqkb1dYFFLFGBcECioJBZBE0EGQPZN++\nvz++Z8IwTJLJerK8n4/HPJJz5nvOfOabyZxzPue7mHMOEREREREREZH60ibsAERERERERESkZVGy\nQURERERERETqlZINIiIiIiIiIlKvlGwQERERERERkXqlZIOIiIiIiIiI1CslG0RERERERESkXinZ\nIBKHmY01sxfMbIuZFZvZTjN7y8yuNrOkkGMbZGbTzezwBMvPMjMX9dhuZu+Z2cSYfTozm1qLeKab\n2ek13a6afbYxs0fMLNvMys3s7wlsc4iZlQV/r171GY+ISFNmZlOjvuOPjPP8+KjnzwwjxkQ15eNv\nYwj+RtMb+TWjPx/OzErN7Csz+4OZda/DPqebWbO81ohz7lTZY3wN9nmxmf2kDjFNC16zX2330VqZ\n2XNm9nkNt9lqZn+KWj7TzO5ugNjuN7PC+t5vU9EsvwBEGpKZ3QQsAnoAtwFnAtcCXwB/BM4NLzoA\nBgH3AAklGwLbgbHB43rAgLlmdkY9xHMPUK/JBuBi4KfAg8DJwK0JbHMV/jstBZhSz/GIiDQH+4Ar\n46y/KniuSWsGx9/GMBb4c0iv/ZPg9b8LPA3cAPyllvsajz8/aK7XGr9k/3nTWOD/gvWnxKz/qAb7\nvBhfx9L47gIm13CbScBvopbPBOo92dDSJYcdgEhTYmanAQ8DjzrnYg8I/zCzh4GOjR9ZnRU755ZE\nFszsn8BX+Av6t0OLqnLHBD8fcc6VJ7jNVcAqoAtwNfD7hghMRKQJewm4wszuds45ADNrD1wE/A2Y\nGmJsVWrBx1+CFhnmnCutrmz0sToEq6Ne/59m1gf4gZn1c85tDTGuRuecWw+sjyxHtQb9MJG/ozQt\nzrl1tdimJokkqURzzTaKNJTbgV1UcifdObfeOfdpZNnMRpvZAjPLNbM8M3vbzEZHb2NmGWaWEbsv\nM9toZrOiliPNYMeY2Wwz2xs0I/2dmaUGZcYD7wSbvFWbZnzB+9iLv1N0RFXlzOwKM/vEzArNbIeZ\nPW1m/aOed8Gvd0bFMr2afU40s8VmVmBmOWb2dzM7Kur5jUBkH2WJdO8ws7HAkfg7ME8DI81sWJxy\nvc3s2aBud5vZTDM7L14dmtm/mdkSM8s3sz1m9qKZHVpVHCIiIXsaOAx/9zXiQiAJn2w4iJmNC45d\n+4Lj2JtmNjymzHfNbK75rm35ZrbKzP4ztltDcFx7xswuNbPVwf6WmdkpVK8hjr+zzCzLzE40s/eD\n2Nea2bSY/Tgz+16cuvmj+a6HKVHrro85Lv6fmfWI2c6Z2a/M7HYz+xIoBo4zs05m9nvzXRSKzOyb\n4D0cHbPt9Jj9VXncDMpkmNlC8029P4r6O11QZa1XLXKxVXHsM7NUM/vfYN+55puavxrzHqbjWzUA\nlETOD6Ke72BmvzGzL813lfnSzO60KrpcmFk7M9tlZg/FeW5y8BojguVR5rve7AzqYYOZ/aEO9VAt\nMzs2qIec4O+0yKJaj5rZc/g760Ns//nS58FzHc2f62UGn+Utwd94aD3EtST4jF0c7L8o+HlhTLmj\nzZ97bgziXx98VrvE2ectwWe4IPhcjrKYLgdBuSPMd1/YEfy/LDezc+LU2yvB/1mhmW0ys+cTfG8d\nzH9v/SrOc1cHdXxMsHxANwozSzGzXwefjcLg9d83s5OiylS8JzO7H9/aKinq71cYVbazmT0UxF8c\n1N+tZmYxcY02sw+C1/zazG5P5L02Z0o2iATMnzSNB+Y756rtO2VmxwPvAt3xd4uuwt9Vf9fMTqhD\nKE/js+n/hm82eiPws+C5j4Jl2N/csabN+DCzZOAQYE8VZW4IYlkdxHI7cBb+/XUKio0Nfs6KiqXS\n5p/m7wy8DuTiD7o/BIYDC81sYFDswmB/kf2PDbapytVAOTCb/U0+r4pT7iXgbHx9XgqUEKcFhPkT\n0b8Bmfhmj/8exPmumXWuJhYRkbBsAt7jwK4UVwEv4793DxCc+L8dPHcFcBnQGXjfzA6JKnp4UO5a\n4BzgKXxS+KCTfOBU4D+Bn+O/55OA18ysW2VBN/DxtwvwV+AZ4HxgKfBHM/sOgHPuX8AaYrqfmFlb\n4PvAc865kmDd/cAfgAXAecAtwERgnh08nsRUfF39V/BzC/C/wT5/AUwApgErgKrqJpHjZsQQ4Lf4\nFiL/BmQDc8ysyhsLVRgElAEbo9a1w39G7gve1w+BVGCJ7R9L4M/E73YQOf94E/hBEOvZQfmf47tO\nxuWcKwJeAC6LU9dXAKuccyuC85M3g7in4pvC30sDtuY2s8Pw3X+OwtfHZKAQeNP2j2l1F/5zk8X+\n+og06++Ar9fpQbw/BroCi82sZz2EeCzwP8D9+FZOX+M/F9+OKjMQ2IBv8ToR+G/83/eVmPf6I+AB\nYC5wAf5/60WgU0y5w4EPgaPx56vn48+pXjGzs4IyBswDeuLPs84C7sCfz1XLOZePP1e7IvaiHv+Z\nWOacW13J5nfjz6cfCl73Ovx3So9Kys/AnxOXsf/vd1rwPtri/7ZX4ut5Ev5c9L7gQVCuX1Cuc1D2\np/j/08sTeb/NlnNODz30cA6gL+CAXydYfg7+Yr1b1Lou+DszL0WtywAy4my/EZgVtTw1eP1fxJR7\nDfgianl8UO7MBOOchT+4JQePNOCxYB83BWUGBctTg+Uk4BvgnZh9nRKU+0nUOgfcl2Asy4C1QHLU\nusH4i/6Ho9bd57+eEtpnO2A38GbUusXAZqBN1LrvBrF+P2b7V4L144PlTkAO8GRMuUH4u1M3hf1Z\n1UMPPfSIfkQdP47AJwR24y8A+wOl+Avbg44dwDrg7Zh9dQF24LuxxXstC44ldwavE/09uzFY1z1q\nXXrwupdVEX9DHX9nBfv9TtS6dsH7ezxq3Z1AAdA1at0Fwbajg+VB+AuNu2NiOTkod0HUOodPLrSP\nKbsq+lhXyXtzwPSo5USPmxnBuqFR6/oEMd9RzWtGPhvfDf62nYP3vxf4n2q2TcJfLO8D/iNq/fRg\nn8kx5a8M1p8Ws/5O/DG2TxWvFanrs6LW9Q7e960xn7fj6/l/LO77CZ57FCgCDo1alwJ8CXwQte45\nYF0Cr5UU/A0KgR9GrZ8WxNCvBnEvCbY5MWpdchDbW1Vsl4wfo8ABx0S9p61E/Y8F6y8Lyv0pat3s\n4H+ga0zZ94Alwe9pkc9dHf4uZwT7GBe1bkDwuY8+V30O+DxqeQHw12r2vTXmPd0PlMYpdz0+QXJS\nzPpf4r9XugXLDwV/035RZbriv8sK6/Pz2pQeatkgUnunAa855ypaBzjfPeEVYFwd9ht7F38lUU0Y\na2kg/mBcgs9oX4bP6v6ukvJH4U9SZkevdM4txN85q/H7M7OOwLeA511Uf0fn3Jf4OwK1rbPz8XeF\nogexegp/sIkedX0M/uDzcsz2c2KWx+JPWmebWXLkgU/YfE6QyRYRaaJexF9Qfw9/x2wrccbmCZpo\nD+Hg77p8fML2tKiy/c3sMTPbhL8gLMEnhbvhjxXRFjvndkctrwx+1mc3tJocf/Odc+9ElSvCX7xH\nx/MMvs4uiVp3JbDG+ZYP4BM2bTi4vj7EX5THHhvecM4VxKxbCkw1szvMLD3OHfoD1OK4udY5tzaq\n3DZgG4nX/Zv4v+1e/LHyPXzrjdi4vm9mH5rZHnwyKw+fqD8qtmwcE/HnER/E1ON8/MXsmMo2dM4t\nwrf8jG6FcinB3yVYXou/eHvMfFfQQ2h4pwHvO+e+ioq1BHgeGG1BV9iqmNnlZrbUzHLwdboX/5lM\npE6rs9Y593FUbKX4c59I69RI95ifm9maoHtACfBW8HQkhsH4xOCLMfv/G/6CP9pE4FUgL87feVRQ\nJ1vx51b/Y2bXmdmQWry3d4J9RH8mLsdf/D9bxXZLgQvM7F4z+7ZFdZWqhYn4rsnL47zXVCDSvWss\n8J6LGv/EOZeDb93RYinZILLfTnwG8rAEy/fAN1GMtRXftLO2dsUsF+EPOHWxDRiFz/gPxmdZf+kq\nH3wx0oyssvdXWTOzqnTH3xGrz32C70KRD7xjZt2CprqRE6aro8r1B3YHJwDRvolZjpw4L2B/giby\nOA7f3E9EpElyzu0D/o4/+b4KmF3Jd33ku+7/OPi77lyC7zrz/ehfCdbdh599aBT7u1DEXkgdcAwL\nLu7jlYvWkMff3XHKFUXH45w7oPtJcBw5B99sOiJSX+s4uL66cPCxIV58P8a3LLwWf7Gzzfz4Bx3i\nlIWaHzdjzx8g5r1W40b83/ZM/IXyOfjuDRXMj23xPL6L5WXAScE22xN8nT74v3NsHUaSOtUdY58B\nLozqznkl8E/n3GaouHj7Dv6u+h+Ar8yPL3FRArHVVlWfxyT83etKmdkl+Pe1Ap88idRpDon/7aoS\ne54TWdfRzCKxPYTv6jEL37VldBALUTFExuzaFr2j4H88J7IcJNF64Gczif07/xJ//dk9SHqcDnyK\n70KzzszWmdl1ib6x4LttNnBxVFLnSnyyb3sVm07Hf4ddjE/c7TCzJ6x2U732wSdkYt/re8Hzkc90\nfyr/W7RYmo1CJOCcKzU/kOMEM2sXdYJUmV1AvLmO+3HgAb8QfyISq7YX17VR4pxbVoPykfgre381\n2VfEboLmf5Xsc2dNd2hmfdnf7HNznCIXmlnn4OQ7G+huZikxCYe+MdtE4pgKfBZnn01++jgRafX+\ngm8l14bKpwKOfNf9DJ9cjVUc/ByCT1Rf6Zx7JvKkxRlQsbYa8PhbE08DTwT9788C2nJg675IfX2X\n+AmM2GNY7J1enHO5+Pr+WfA6F+ObZhfjB5+LVe/HzWp8ETlXMD9rVV/gDjOb6Zz7OihzKb4rwNTI\nRsFd4UTPaXbim/B/v5LnN1az/dP4wScvNLMP8Rfl0TcWcM6tAC4K7i6n4+v8BTM7wTm3KsE4a6Kq\nz2MZVYyPFbgU+Mw5d31kRZCAqjJJUQOx5zmRdXlBcgb8+BFPOOd+HRVDr5htIgmVA1ozmVm76Fid\nc2VBC43X8eOUxLMjKLsWP+ZCG2AEcBPwZzPbEN0iqRpP4/9/vmdma/A3hu6raoPgO+ZXwK/MD3x+\nHj7h0paYz1MCduLHfbmikuc3BD+zqfxv0WKpZYPIge7HZyDjDlJkZoODganADyRzTvSAgcHv3wue\ni9gEHBkMIBMpdxq+P15tRE7C2tdy+0SswWdaL41eGQwmdBgHvr/iRGJxzuUBy4FLopuOBidc347Z\nZ6KuwCcafoi/kxH9uCmIK9Isdgn+DsOFMfu4JGb5A3xC4Qjn3LI4jzW1iFNEpDG9hR9M70/OuXhJ\nU/Df8xuBYZV810Vmfojcda9I0gYXl/U9qFlDHH9r4kX8zYHL8XdG33PObYx6/i180+xDK6mvL2vy\nYs65Tc65h/DdTIZXUqYhjpuJxufwx9G2+AGiIzrgm/lHuxJ/fI1W2bnKG/gBqnMrqccd1cS1Ht/N\n58rgkYcf/Dle2VLnp/L8Of6a55h45erBu8CpZjYgsiJIdHwfP1VmpC6KiH++1IGo/6/A1HqMb6iZ\nnRgT20X4eowM1Ng+TgzXxCx/iT83jD1vuhjfAifaG8AJwMpK/s4HvJZzrtz5qSb/K1gV938inuA7\n7mP2fyZyiBnYsprts51zj+FbIlT1ukX42Shiu1y8gR/TZXcl7zWSAF2M/5xUJKaCliVnJxprc6SW\nDSJRnHPvmdnNwMPmp8uZBXyFb8p4Bn705MvwTb5+iW9W+raZ/QZ/9+E2/EHj3qjdPodvSvak+aku\nBwM3E9XkrIa+wB/orzWzXfgvvzXB3ft6EWSl78b3eXwG37xvID4LvBaYGVU8E3/S9wb+LswW59yW\nSnb9c3ym+zXz01B1wo/KnYPPKNfUVfiD32PBiVEFM3sfP4Xa1fjBHueb2ULg8SBbvw5/gIyMXF4e\nvPe9ZnYLMMPMeuP70uUE738cfrDPv9YiVhGRRuGcK6PyFg2RMs7MbgT+ESTDX8DfbeyLv5D9yjn3\nML65/Cb8HcAy/AXJfzRAzA1x/K3J6+81s1fwXQn64wd9i35+ffBaj5qfdvJdfHLiEPx4Dn+u7k6s\nmS3GXwStxM8uMQ5/DHqqis3q+7iZMOfcJ2b2N+A6M/tVcGx/A9/X/X/xA1iPxM82EHv3PjP4+Z9m\nNg8oC1pNzMZfxL5tfhrLT/AJjSH4u8sXOD/LQFX+gp8d4Djg5aDFCABmdi7+nOvv+PODjkF8+9h/\ncX0YfuyHe51ztfq8xPgf/M2Pt83sF/gEyE/wY2X8IKpcJnBV0E3gU/x4Ip/h6/SR4PM1H9+N4ofE\nmUGmlrKBl4Lzut347jyHBTFHvgvmAz8wPz3kRnyi5FvRO3HOlZjZfcDvzeyP+HE9jsQnCPI4cBaJ\nO/DjmWQEn9vI//LxwADn3DTzU9X+N/67Zz1+zI4f4G9iZdTwPf4FP0vGScCLrppZbYLP5If4JMUe\nfAuY06m8JQbs/0zfYmYL8INFfoQ/J74a3533IfxAsO3wA/aehx/QtAyfSL0eP3X9vfhz+Z/hP5v1\n0V2maXJNYJRKPfRoag/8idaL+C/oEnwTufn4L+bokbdPwjc/zcV/0b5NMHJ1zP7+HX+RXoC/cz6S\nymejOCJm2+nEzMwQ7G8D/ovKEcykUMl7mQVkVfN+BxE1G0XU+ivwJwJF+GZiTwP9Y8qcjL/zUkjM\nKNqVvNZE/AG/AH+y9A/gqJgy1c5GAZwYvN7PqyjzK/zBb3Cw3Buf/NmHP7j8BX+AcMAJMdtOwg88\ntDeIdR3wJHBs2J9PPfTQQ4/oR2XHj5gy44kzkxF+0LLX8BchhcGx6TlgbFSZEcBC/Pg4WfgL+h8E\n+xsUVW4j8Eyc16722BBVtt6Ov5Ud/6h8lqhzglgPmJkipsyV+JZyecFrr8bPRpAW834PmqUJ+A3+\n4iYn2H4lUSPmV1ZXCR43M4CFcV5zI1HnGjX5bATPHYPvCvDbYLkN/hi9Jfg8vIs/Hh/wOviWDjPw\n/fvLiTqm4y+spuMHXS4K/sZLg3UHzfYQJ6buwXYHzWSA7zv/PD7RUIgfS2IuUTMFsP+cJ6HPZLDN\ndCqZjSJ4fhh+QMTIOcMHsfWJ71L7Iv78wxHMjoC/+fsb/Gc+D/gnPpESOxtCbWejWIBvybA6qLdM\n4N9iyvWNim0XPgH27eD1Lo0peyt+sPFC/AX72OCz8OuYcofhL8S34BMIW/Bjal0aPD8Qf165Nth+\nJ/6864xE319M/CXEmekkeD52NoqfBbHvCl77c/yYFdGzvsTWfzLwOD4pW07UDBL4ROd9+BuCkXPm\nD/GDsVtUudHBZ6MoqMPb8a26WuxsFBa8cRGRVsnMZuBP1Hu46vsJi4iIiDQLZrYE32XlzGoL1/41\nTsV3Qfi+cy52pgpp5dSNQkRaDTObih/E6DN8s82J+DsFDyrRICIiIlI5MzsS36ppIb6V6HB8l4kv\nqME4CdJ6KNkgIq1JHn7AqyH4/nRf4g+ScQckExEREWlqgtkbqhro3zk/TkB9K8B3q7oG6Mb+bk63\n1fdNm2BQ1NiBJ6OVOTXRb/LUjUJERERERKSZMLP7iT9dasQa59zRjRVPQzCzrVQ9LeTPnHP3N1Y8\nUjtKNoiIiIiIiDQTZjYQP2tKZQpc5dPeNgtmdgJ+horKZDnntjZWPFI7SjaIiIiIiIiISL1qcmM2\n9OrVyw0aNCjsMERERJqc5cuX73DO9Q47jtagsvORvLw8Onbs2PgBNTOqp8SonhKnukqM6ikxqqfE\nVFZPiZ6PNLlkw6BBg1i2bFnYYYiIiDQ5ZrYp7Bhai8rORzIyMhg/fnzjB9TMqJ4So3pKnOoqMaqn\nxKieElNZPSV6PlLVKKYiIiIiIiIiIjWmZIOIiIiIiIiI1CslG0RERERERESkXjW5MRtERCR8JSUl\nZGVlUVhYGHYorVJqaippaWmkpFQ165eIiIhI06Vkg4iIHCQrK4vOnTszaNAgzCzscFoV5xw7d+4k\nKyuLwYMHhx2OiIiISK2oG4WIiByksLCQnj17KtEQAjOjZ8+ealUiIiIizZqSDSIiEpcSDeFR3YuI\niEhzp2SDiIg0SVu3buXSSy9lyJAhHHvssUyaNIkvvvgilFhmzZrFli1barTNxo0bGT58eNznnnrq\nKYYOHcrQoUN56qmn6iNEERERkSZFYzaIiEi1Plz+MTm5BfW2v66d2nPSyBMrfd45x4UXXsjVV1/N\nc889B8CKFSv45ptvOPLII+stjkSUlZUxa9Yshg8fzoABA+q8v127dvGLX/yCZcuWYWaMHDmS8847\nj+7du9dDtCIiIiJNg5INIiJSrZzcAvoPGVZv+8te/1mVz7/zzjukpKQwbdq0inUjRowAfCLi1ltv\nZd68eZgZd911F5MnTyYjI4Pp06fTq1cvVq1axciRI3nmmWd44403mDlzJi+88AIAGRkZPPTQQ7z6\n6qvMnz+fe+65h6KiIoYMGcLMmTPp1KkTgwYN4tprr2X+/PlMmzaNZcuWcfnll9O+fXsWL15MZmYm\nN998M7m5ufTq1YtZs2bRv39/li9fzrXXXkuHDh045ZRT4r63N998kwkTJtCjRw8AJkyYwBtvvMGU\nKVPqo2pbJTN7EjgX2OacO6g5ifl+Kb8FJgH5wFTn3EeNG6WIiEjrom4UIiLS5ESSBfG89NJLrFix\ngk8++YQFCxZwyy23kJ2dDcDHH3/MI488QmZmJhs2bGDRokVMmDCBJUuWkJeXB8Dzzz/P5MmT2bFj\nB/fddx8LFizgo48+Ij09nYcffrjidVJTU1m4cCFXXHEF6enpzJ49mxUrVpCcnMyPf/xj5syZU5Fc\nuPPOOwG45ppr+N3vfsfixYsrfW+bN2/mkEMOqVhOS0tj8+bNda6zVm4WMLGK588GhgaPG4A/NkJM\nIiIirZpaNoiISLOycOFCpkyZQlJSEn379mXcuHEsXbqULl26MHr0aNLS0gDfEmLjxo2ccsopTJw4\nkVdffZWLL76Y119/nQceeIB3332XzMxMTj75ZACKi4sZO3ZsxetMnjw57uuvWbOGVatWMWHCBMB3\ns+jfvz85OTns2bOHcePGAXDllVcyb968g7Z3zh20TgNC1o1z7j0zG1RFkfOBvzhf+UvMrJuZ9XfO\nZTdKgCIijWD5pt28tr6YzoN3M/KwqrvmOefILy4jr6iUvOIylm/axadZORw3sCvH9O+S8Guuzt7L\nys013y7sbd/ILGJ7p68b7XXDfK+rs/dyzvEDqv1MNAQlG0REpMkZNmwYc+bMiftcvIv1iHbt2lX8\nnpSURGlpKeATBzNmzKBHjx6MGjWKzp0745xjwoQJPPvss3H31bFjx0pff9iwYQe1XtizZ09CSYO0\ntDQyMjIqlrOyshg/fny120mdDAS+jlrOCtYp2SAizZpzjuycQuatyubXcz+ntNzx8vrFnH5Ub1Lb\nJpNfVEpuUSl5xaXkF5X534tKyS8po4rDaavw9lefhh1Co/nrv75i9g/GNHrCQcmGOog3YFp1g56J\niEj1Tj/9dO644w6eeOIJrr/+egCWLl1Kfn4+p512Go899hhXX301u3bt4r333uPBBx/k888/r3R/\n48eP57rrruOJJ56oaLEwZswYbrzxRtatW8cRRxxBfn4+WVlZcQeg7Ny5M/v27QPgqKOOYvv27Sxe\nvJixY8dSUlLCF198wbBhw+jatSsLFy7klFNOYfbs2XFjOeuss7jjjjvYvXs3APPnz+fXv/51nepL\nqhUvC3TQabaZ3YDvZkHfvn0PSApF5Obmxl0vB1I9JUb1lLjWXlflzrGjwLElt5wtueVsznVsySsn\nO7ecwrIDy5aVO977Yhvd2hmpyUZqErRLNnolQ1qqkZpkpCankJoMqUnG6l1lLNtahsN/WY7pn8So\nftVfJi7dWsqS7Jpv19q2bQrxFpeU8+yCpewb0jahbSPq+n+nZEMdxBswrbpBzyIqG9ldyQoREd+t\n4OWXX+amm27i/vvvJzU1lUGDBvHII49w2mmnsXjxYk444QTMjAceeIB+/fpVmWxISkri3HPPZdas\nWRVTTfbu3ZtZs2YxZcoUioqKALjvvvviJhumTp3KtGnTKgaInDNnDj/5yU/IycmhtLSUm266iWHD\nhjFz5syKASLPOuusuLH06NGDn//854waNQqAu+++u2KwSGkwWcAhUctpwEFzmTrnHgceB0hPT3fx\nWpxkZGSoJUoCVE+JUT0lrrXU1b++3Mkbn31Dr44plDtYuy2Xtd/ksn57LkWl5RXl+nZpxxF9ujJu\nWGeO6NOJcuf41eurKSktp21KmxrdxV6+aTeX/3kJJaXlpCS34b8uOCmhbWu7XVPYtrjE11NjvG7Y\n7zWy7ZQzR9W4ZUNd/++squaoYUhPT3fLli0LO4yEzH/3g7jJhu+O+3attq3J9iIiDWn16tUcc8wx\nFcuNPfWlHPw3ADCz5c659JBCatKCMRteq2Q2inOAH+FnozgJ+J1zbnRV+6vsfKS1XPDUleopMaqn\nxLX0uiordzw8fw0zMtYfsH5gt/YM7duJoX06cUSfThzRxycXurZPOWgfyzft5tkFS2t1Ubl8026W\nbNjJmMN71mjb2m4X9raqp8RU9n+X6PmIWjaIiEi1lBiQpszMngXGA73MLAu4B0gBcM79CZiLTzSs\nw099eU04kYqIHOyDdTv45eurWZ29t2JdG4OfnDGUm848uLVdZUYe1p19Q9rW6qJy5GHdG3W7sLdV\nPTUOJRtERESkWXPOTanmeQfc2EjhiIgkZP32XH49dzULVm8jrXt7bp5wJH/IWFfR7P3Uob3DDlGk\nTpRsEBERERERaSS784r57dtreWbJJlJTkrht4tFcc/IgUlOSOPmIXnVq9i7SlCjZICIiIiIi0sCK\nS8v5y+KN/O7tteQWlTJl9KGrcRK8AAAgAElEQVT8x4Qj6dVp/7TNYTd7F6lPSjaIiIiIiIg0EOcc\n8zO/4ddzV7NxZz6nDu3FXeccy1H9OocdmkiDUrJBRERERESkAazanMMvX8vkwy93MbRPJ2ZdM4rx\nR/UJOyyRRtEm7ABERETi2bp1K5deeilDhgzh2GOPZdKkSXzxxRehxDJr1iy2bNlSo202btzI8OEH\nzcIIwMSJE+nWrRvnnntufYQnIiJNyPJNu/nNvM+Z+uS/+N6jC1m7LZdfXjCceT89VYkGaVXUskFE\nRKq1cvkSinNz6m1/bTt15biRYyp93jnHhRdeyNVXX81zzz0HwIoVK/jmm2848sjEpwGrD2VlZcya\nNYvhw4czYMCAetnnLbfcQn5+Po899li97E9ERJqGZRt3cenjSygtdwCcP2IAv7xgOF1SU0KOTKTx\nKdkgIiLVKs7NYeTQ+rsbs3zttiqff+edd0hJSWHatGkV60aMGAH4RMStt97KvHnzMDPuuusuJk+e\nTEZGBtOnT6dXr16sWrWKkSNH8swzz/DGG28wc+ZMXnjhBQAyMjJ46KGHePXVV5k/fz733HMPRUVF\nDBkyhJkzZ9KpUycGDRrEtddey/z585k2bRrLli3j8ssvp3379ixevJjMzExuvvlmcnNz6dWrF7Nm\nzaJ///4sX76ca6+9lg4dOnDKKadU+v7OOOMMMjIy6l6RIiLSZOzOK+bWOZ9WJBraGBzZt7MSDdJq\nqRuFiIg0OZFkQTwvvfQSK1as4JNPPmHBggXccsstZGdnA/Dxxx/zyCOPkJmZyYYNG1i0aBETJkxg\nyZIl5OXlAfD8888zefJkduzYwX333ceCBQv46KOPSE9P5+GHH654ndTUVBYuXMgVV1xBeno6s2fP\nZsWKFSQnJ/PjH/+YOXPmVCQX7rzzTgCuueYafve737F48eIGriEREWlKVny9h3N/v5BNu/JIbmMk\nGbRNbsOYw3uGHZpIaNSyQUREmpWFCxcyZcoUkpKS6Nu3L+PGjWPp0qV06dKF0aNHk5aWBviWEBs3\nbuSUU05h4sSJvPrqq1x88cW8/vrrPPDAA7z77rtkZmZy8sknA1BcXMzYsWMrXmfy5MlxX3/NmjWs\nWrWKCRMmAL6bRf/+/cnJyWHPnj2MGzcOgCuvvJJ58+Y1ZFWIiEjInHP8ZfEm7ns9kz6dU/nbD0+m\nrNyxZMNOxhzeU9NYSqumZIOIiDQ5w4YNY86cOXGfc85Vul27dvvnKk9KSqK0tBTwiYMZM2bQo0cP\nRo0aRefOnXHOMWHCBJ599tm4++rYsWOlrz9s2LCDWi/s2bMHM6vyfYmISMuRW1TKbX/7lNc/zeb0\no/vw8PdPoFuHtgBKMoigbhQiItIEnX766RQVFfHEE09UrFu6dCnvvvsup512Gs8//zxlZWVs376d\n9957j9GjR1e5v/Hjx/PRRx/xxBNPVLRYGDNmDIsWLWLdunUA5OfnVzrbRefOndm3bx8ARx11FNu3\nb69INpSUlPDZZ5/RrVs3unbtysKFCwGYPXt23SpBRESarM+37uW83y9k3spsbp14FH++Kr0i0SAi\nnpINIiLS5JgZL7/8Mm+99RZDhgxh2LBhTJ8+nQEDBnDhhRdy/PHHc8IJJ3D66afzwAMP0K9fvyr3\nl5SUxLnnnsu8efMqppvs3bs3s2bNYsqUKRx//PGMGTOGzz//PO72U6dOZdq0aYwYMYKysjLmzJnD\nbbfdxgknnMCIESP44IMPAJg5cyY33ngjY8eOpX379pXGc+qpp3LJJZfw9ttvk5aWxptvvlnLmhIR\nkcY2Z3kWF8xYxN7CUmb/YAz/b/wRtGmjlm0isdSNQkREqtW2U9dqZ5Co6f6qM2DAgIoZJGI9+OCD\nPPjggwesGz9+POPHj69YfvTRRw94/tFHHz1o3emnn87SpUsP2v/GjRsPWL7ooou46KKLKpZHjBjB\ne++9d9B2I0eO5JNPPqlYnj59etz433///bjrRUSk6SosKeOef3zG88u+ZszhPfjdlBPp0zk17LBE\nmiwlG0REpFrHjRwTdggiIiKh2bgjjx/O/ojV2Xu58TtD+I8zjyQ5SY3ERaqS0H+ImU00szVmts7M\nbo/z/DQzW2lmK8xsoZkdG6wfZGYFwfoVZvan+n4DIiIiIiIiDeWNVdl87/cL2bKngCenpnPLWUcr\n0SCSgGpbNphZEjADmABkAUvN7BXnXGZUsb865/4UlD8PeBiYGDy33jk3on7Dbl0+XP4xObkFB6zr\n2qk9J408MaSIRERERERaruWbdvPB+h2s2bqP1z7N5oRDujHjshNJ694h7NBEmo1EulGMBtY55zYA\nmNlzwPlARbLBObc3qnxHoPJ5yaTGcnIL6D9k2AHrstd/FlI0ItJaOOc0lWNIqpreU0REGtbyTbu5\n7IklFJWWAzDpuH48MvlE2iarNYNITSSSbBgIfB21nAWcFFvIzG4EbgbaAqdHPTXYzD4G9gJ3Oeea\n/KhYakkgIq1damoqO3fupGfPnko4NDLnHDt37iQ1VYOOiYiEYcHqbyoSDW0Mhg3oqkSDSC0kkmyI\nd5Z50C0X59wMYIaZXQbcBVwNZAOHOud2mtlI4O9mNiymJQRmdgNwA8Chhx5aw7dQ/9SSQERau7S0\nNLKysti+fXvYobRKqamppKWlhR2GiEirs31fEf9YsRnwiYa2yW0Yc3jPkKMSaZ4SSTZkAYdELacB\nW6oo/xzwRwDnXBFQFPy+3MzWA0cCy6I3cM49DjwOkJ6errajIiIhS0lJYfDgwWGHISIi0mh25hZx\n+Z+XsDuvhPsuGE5OQQljDu/JyMO6hx2aSLOUSLJhKTDUzAYDm4FLgcuiC5jZUOfc2mDxHGBtsL43\nsMs5V2ZmhwNDgQ31FbyIiIiIiEhd7ckv5or/+xebduYz85pRfHtIr7BDEmn2qk02OOdKzexHwJtA\nEvCkc+4zM7sXWOacewX4kZmdCZQAu/FdKABOA+41s1KgDJjmnNvVEG9ERERERESkpnIKSrjy//7F\n+u25/PmqdCUaROpJIi0bcM7NBebGrLs76vefVrLd34C/1SVAERERERGRhrCvsISrn/wXn2/dy+NX\npnPakb3DDkmkxdCwqiIiIiIi0urkFZVyzcylrNqcw4zLvsV3ju4TdkgiLUpCLRtERERERERaioLi\nMq57aikff72H3085ke8O6xd2SCItjlo2iIiIiIhIq1FYUsb1f1nGv77cxcPfP4FJx/UPOySRFkkt\nG0REREREpFUoKi1j2jPLWbR+Bw9efALnjxgYdkgiLZZaNoiIiIiISItXXFrOjbM/JmPNdv77wuO4\neGRa2CGJtGhKNoiIiIiISItWWlbOT5/7mAWrv+GX5w9jyuhDww5JpMVTskFERERERFqssnLHf7zw\nCfNWbeXn5x7LlWMHhR2SSKugZIOIiIiIiLRI5eWOW+Z8wqufbOH2s4/mulMGhx2SSKuhASJFRERE\nRKTFWbZxF/e+msmnm3P4zwlHMm3ckLBDEmlVlGwQEREREZEWZfmm3Ux5YgklZY7kNsa3j+gVdkgi\nrY66UYiIiIiISIuyZMNOSsocAM45lmzYGXJEIq2Pkg0iIiIiItKiHNazAwAGpCS3YczhPcMNSKQV\nUjcKERERERFpUVZn78WAaeOHcOYxfRl5WPewQxJpdZRsEBERERGRFqOs3PG35ZsZf1Rvbpt4dNjh\niLRa6kYhIiIiIiItxsJ1O9i6t5BL0g8JOxSRVk3JBhERERERaTFeWPY13TqkcMYxfcIORaRVU7JB\nRERERERahD35xbz12TdcMGIg7ZKTwg5HpFVTskFERERERFqEVz7ZQnFZOZekp4Udikirp2SDiIiI\niIi0CC8uy+LY/l0YNqBr2KGItHpKNoiIiIiISLO3OnsvKzfnqFWDSBOhZIOIiIiIiDR7Ly7LIiXJ\nOH/EwLBDERGUbBARERERkWauuLScv6/YzJnH9KVHx7ZhhyMiKNkgIiIiIiLN3D8/38auvGK+n35I\n2KGISEDJBhERERERadbmLP+aPp3bcerQXmGHIiIBJRtERERERKTZ2ravkHfWbOffvpVGcpIub0Sa\nCv03ioiIiIhIs/XyR5spK3eahUKkiUkOOwBpWB8u/5ic3IID1nXt1J6TRp4YUkQiIiIiIvXDOceL\ny7P41qHdGNK7U9jhiEgUtWxo4XJyC+g/ZNgBj9jkg4iISHNmZhPNbI2ZrTOz2+M8f6iZvWNmH5vZ\np2Y2KYw4RaT+rfh6D+u25WpgSJEmSMkGERERabbMLAmYAZwNHAtMMbNjY4rdBbzgnDsRuBT4Q+NG\nKSIN5cXlWaSmtOGc4/uHHYqIxFCyQURERJqz0cA659wG51wx8BxwfkwZB3QJfu8KbGnE+ESkgRQU\nl/Hqii1MGt6fzqkpYYcjIjE0ZoOIiIg0ZwOBr6OWs4CTYspMB+ab2Y+BjsCZjROaiDSkNz/byr6i\nUi7WwJAiTZKSDSIiItKcWZx1LmZ5CjDLOfeQmY0Fnjaz4c658gN2ZHYDcANA3759ycjIOGjHubm5\ncdfLgVRPiVE9JS5eXT2+tIDe7Y3Cr1aS8XW8r4LWR5+pxKieElPXekoo2WBmE4HfAknAn51z98c8\nPw24ESgDcoEbnHOZwXM/A64LnvuJc+7NWkcrIiIicqAsIHpkuDQO7iZxHTARwDm32MxSgV7AtuhC\nzrnHgccB0tPT3fjx4w96sYyMDOKtlwOpnhKjekpcbF1l7c5n9ZvvcNMZR3L6d4aGF1gTo89UYlRP\nialrPVU7ZkOCAy/91Tl3nHNuBPAA8HCw7bH4gZiG4Q/yfwj2JyIiIlIflgJDzWywmbXFn3e8ElPm\nK+AMADM7BkgFtjdqlCJSr/62fDMAF40cGHIkIlKZRAaIrHbgJefc3qjFjuxvvng+8Jxzrsg59yWw\nLtifiIiISJ0550qBHwFvAqvxs058Zmb3mtl5QbH/BK43s0+AZ4GpzrnYrhYi0kyUlzteXP413x7S\nk7TuHcIOR0QqkUg3ikQGXsLMbgRuBtoCp0dtuyRmW6UfRUREpN445+YCc2PW3R31eyZwcmPHJSIN\nY8mXO8naXcB/ffeosEMRkSok0rIhkYGXcM7NcM4NAW7Dz2ed8LZmdoOZLTOzZdu3q1WjiIiIiIjE\nN2dZFp1Tk5k4vF/YoYhIFRJJNiQy8FK054ALarKtc+5x51y6cy69d+/eCYQkIiIiIiKtzb7CEuau\nyuZ7JwwgNUVDwYk0ZYkkG6odeMnMooeAPQdYG/z+CnCpmbUzs8HAUOBfdQ9bRERERERam9c+zaaw\npJxLRqaFHYqIVKPaMRucc6VmFhl4KQl4MjLwErDMOfcK8CMzOxMoAXYDVwfbfmZmLwCZQClwo3Ou\nrIHei4iIiIiItGAvLvuaI/p0YsQh3cIORUSqkcgAkYkMvPTTKrb9FfCr2gYoIiIiIiKyblsuH321\nhzsmHY1ZvKHhRKQpSaQbhYiIiIiISKjmLM8iqY1xwYma3E6kOVCyQUREREREmrSycsdLH2XxnaN6\n06dzatjhiEgClGwQEREREZEmbeWOMrbtK+LikYdUX1hEmgQlG0REREREpElbuLmUHh3bcvrRfcIO\nRUQSpGSDiIiIiIg0Wbvyivl4WxkXnjiQtsm6fBFpLvTfKiIiIiIiTdY/VmymzMEl6WlhhyIiNaBk\ng4iIiIiINFlPfbCRbu2MvKKysEMRkRpQskFERERERJqklz7KYuPOfPYUOS7/8xKWb9oddkgikiAl\nG0REREREpEl6cdnXFb+XlJazZMPOEKMRkZpIDjsAERERERGReL7aXUAbAxykJLdhzOE9ww5JRBKk\nZIOIiIiIiDQ5a7/Zx+bdBVx/6mB2b81iypmjGHlY97DDEpEEKdkgIiIiIiJNztyVWzGD6089nMyP\ntinRINLMaMwGERERERFpcuatyib9sO706ZIadigiUgtKNoiIiIiISJOyYXsun2/dx9nD+4cdiojU\nkpINIiIiIiLSpMxbtRWAicP7hRyJiNSWkg0iIiIiItKkzFuVzYmHdmNAt/ZhhyIitaRkg4iIiIiI\nNBlf7cxn1ea9TFIXCpFmTckGERERERFpMuatygbUhUKkuVOyQUREREREmoy5q7Zy3MCuHNKjQ9ih\niEgdKNkgIiIiIiJNwuY9BXzy9R7OPk6tGkSaOyUbRERERESkSXgjmIVCU16KNH9KNoiIiIiISJMw\nb2U2x/TvwuBeHcMORUTqSMkGEREREREJ3dacQpZt2s0kDQwp0iIo2SAiIiIiIqF787OgC8Vx6kIh\n0hIo2SAiIiIiIqGbuzKbI/t24og+ncIORUTqgZINIiIiIiISqu37ili6cRcTNTCkSIuhZIOIiIiI\niIRqfuZWyh1M0pSXIi2Gkg0iIiLSJJjZYWZ2ZvB7ezPrHHZMItI45q3cyuG9OnJUX/3bi7QUyWEH\nIE3bh8s/Jie34IB1XTu156SRJ4YUkYiItERmdj1wA9ADGAKkAX8CzggzLhFpeLvyilm8YSfTxh2O\nmYUdjojUEyUbpEo5uQX0HzLsgHXZ6z8LKRoREWnBbgRGAx8COOfWmlmfcEMSkcbwVuZWysodZ2u8\nBpEWRd0oREREpCkocs4VRxbMLBlwIcYjIo1k7sqtHNqjA8MGdAk7FBGpR0o2iIiISFPwrpndAbQ3\nswnAi8CrIcckIg0sJ7+ERet2cPbwfupCIdLCJJRsMLOJZrbGzNaZ2e1xnr/ZzDLN7FMze9vMDot6\nrszMVgSPV+ozeBEREWkxbge2AyuBfwfmOufuDDckEWloC1Z/Q2m54+zj1IVCpKWpdswGM0sCZgAT\ngCxgqZm94pzLjCr2MZDunMs3sx8CDwCTg+cKnHMj6jluERERaVl+7Jz7LfBEZIWZ/TRYJyIt1LxV\n2QzomsoJaV3DDkVE6lkiLRtGA+uccxuCvpTPAedHF3DOveOcyw8Wl+BHkBYRERFJ1NVx1k1t7CBE\npPHsKyzhvS92cPZx/dWFQqQFSmQ2ioHA11HLWcBJVZS/DpgXtZxqZsuAUuB+59zfaxyliIiItEhm\nNgW4DBgc092yM7AznKhEpDH88/NtFJeVM+m4fmGHIiINIJFkQ7w0Y9zRoc3sCiAdGBe1+lDn3BYz\nOxz4p5mtdM6tj9nuBvzc2hx66KEJBS4iIiItwgdANtALeChq/T7g01AiEpFGMXdlNn27tOPEQ7qH\nHYqINIBEkg1ZwCFRy2nAlthCZnYmcCcwzjlXFFnvnNsS/NxgZhnAicAByQbn3OPA4wDp6ema5kpE\nRKSVcM5tAjYBY8OORUQaT15RKRlrtnPpqENo00ZdKERaokTGbFgKDDWzwWbWFrgUOGBWCTM7EXgM\nOM85ty1qfXczaxf83gs4GYgeWFJEREQEMxtjZkvNLNfMioPZrPaGHZeINIyMNdspKi3XLBQiLVi1\nLRucc6Vm9iPgTSAJeNI595mZ3Qssc869AjwIdAJeDAZ3+co5dx5wDPCYmZXjExv3x8xiISIiIgLw\nKP6Gxov4LplXAUeEGpGINJi5q7Lp1aktowb1CDsUEWkgiXSjwDk3F5gbs+7uqN/PrGS7D4Dj6hKg\niIiItA7OuXVmluScKwNmmtkHYcckIvWvoLiMdz7fxoUnDiRJXShEWqyEkg3SMErKyikqLadTO/0Z\nRESk1csPumuuMLMH8INGdgw5JhFpAO9+sZ384jImqQuFSIuWyJgN0kCe/ddX3Drnk7DDEBERaQqu\nxJ+X/AjIww9OfVGoEYlIg5i3KpvuHVI4abC6UIi0ZLqlHqLsnEK25xZVX1BERKQFM7Mk4FfOuSuA\nQuAXIYckIg2kqLSMt1dv45zj+pOcpPueIi2Z/sNDlFtUSlFJOc5ptk8REWm9gjEaegfdKESkBVu4\ndge5RaWcfVy/sEMRkQamlg0h2ldYggOKy8ppl5wUdjgiIiJh2ggsMrNX8N0oAHDOPRxaRCJS7+au\n3EqX1GS+PaRX2KGISANTy4YQ5RaVAlBYUh5yJCIiIqHbAryGPzfpHPWolplNNLM1ZrbOzG6vpMz3\nzSzTzD4zs7/WW9QikrDi0nLeytzKhGP70TZZlyEiLZ1aNoQot9AnG4pKyqB9SsjRiIiIhMc5V6tx\nGoLxHmYAE4AsYKmZveKcy4wqMxT4GXCyc263mfWpj5hFpGY+WL+DvYWlTFIXCpFWQSnFkJQ7R15x\nGQCFpWrZICIiUkujgXXOuQ3OuWLgOeD8mDLXAzOcc7sBnHPbGjlGEQHmrdxKp3bJnDJUXShEWgO1\nbAhJfsn+QSELS8pCjERERKRZGwh8HbWcBZwUU+ZIADNbBCQB051zb8TuyMxuAG4A6Nu3LxkZGQe9\nWG5ubtz1ciDVU2JaUz2VlTte/ySf4b2SWLzw/Rpv35rqqi5UT4lRPSWmrvWkZENI8qKSDUVKNoiI\niNSWxVkXO81TMjAUGA+kAe+b2XDn3J4DNnLuceBxgPT0dDd+/PiDdpyRkUG89XIg1VNiWlM9LVq3\ng9ySD5l6xgjGD695N4rWVFd1oXpKjOopMXWtJyUb6snO3CJyCkpon2D5A1o21KAbxdurv2Hhuh3c\ncGwNAxQREWnCzKw3vrvDIKLOT5xz11azaRZwSNRyGn6wydgyS5xzJcCXZrYGn3xYWsewRSRBT32w\nkZQko2t7XX6ItBYas6GePLnoS+5/4/OEy+fVshvF51v38dFXu3Eu9qaNiIhIs/YPoCuwAHg96lGd\npcBQMxtsZm2BS4FXYsr8HfgOgJn1wner2FBPcYtINZZt3MX8zG8oKXNcM2spyzftDjskEWkESi3W\nk3XbcskLprJMxAHdKGrQsqGgpIxyB0XqeSEiIi1LB+fcbTXdyDlXamY/At7Ej8fwpHPuMzO7F1jm\nnHsleO67ZpYJlAG3OOd21mfwIlK5Vz7Z39iopLScJRt2MvKw7iFGJCKNQcmGepBfXEp2TiHtUhJv\nKJJfsj/BUJMxGyKtIApK1bJBRERalNfMbJJzbm5NNwy2mRuz7u6o3x1wc/AQkUZWHpz2JhmkJLdh\nzOE9ww1IRBqFkg31YNPOfBxQVFKecPeGvFqO2VAQSTaUKNkgIiItyk+BO8ysGCgJ1jnnXJcQYxKR\nerBxZx6Hdu/A5NGHMObwnmrVINJKKNlQDzbsyAP80NeJ5g3yShypKW0oLCmv0ZgNBcVq2SAiIi2P\nc65z2DGISP0rLCnjXxt3ceWYw7jxO0eEHY6INCIlG+rBl9tzK34vKU8sCZBf4uicmkK5K6GwJPGW\nDZHERL6SDSIi0sKY2XnAacFihnPutTDjEZG6W7ZxN8Wl5ZxyRK+wQxGRRqbZKOrBlzvzKn4vTrCR\nQl6Jo3O7ZFKT21BUWoOWDepGISIiLZCZ3Y/vSpEZPH4arBORZuz9ddtJSTJGD+4Rdigi0sjUsqGO\nysodG3fk07V9CjkFJRSXJTpmQzmdOiSTW1Ras24UGiBSRERapknACOdcOYCZPQV8DNwealQiUieL\n1u3gxEO707GdLjtEWhu1bKijLXsKKC4r5+h+vqtpcYI9IvJLHJ1Sk2mXkpRwNwrnnMZsEBGRlqxb\n1O9dQ4tCROrFrrxiPtuyl1PVhUKkVVKKsY4ig0Me1a8zH365i5KEWzbUvBtFSZkjMiSEkg0iItLC\n/Br42MzeAQw/dsPPwg1JROpi0bodOAcnD1WyQaQ1UrKhjr7ckUtyG2NI704ACXWjcM5VtGxITUmi\nKMEpLAqiultozAYREWlJnHPPmlkGMAqfbLjNObc13KhEpC4WrdtB59Rkjh+ohkoirZG6UdTRhu15\nHNqzAx3aJgGJdaMoLCmntBw6tUuhXXKbhMdsOCDZoJYNIiLSApjZ0cHPbwH9gSzga2BAsE5EmiHn\nHO+v3cG3h/QkOUmXHCKtkVo21NHu/GL6dkmlXbJPNiTSjWJPQTEAndrVbMyGwmK1bBARkRbnZuAG\n4KE4zzng9MYNR0Tqw6ad+WzeU8C0cYeHHYqIhETJhjoqKXO0TW5Du2SfsU2kG0VOQQkAnVNrNmaD\nWjaIiEhL45y7Ifj1bOdcYfRzZpYaQkgiUg/eX7cDgFOG9g45EhEJi9o0RflmbyE5+SU12qa4rJyU\npP3JhkQaKewJXiMyZkOiLRsiyYau7VOUbBARkZbmgwTXiUgzsGjtDgZ2a8+gnh3CDkVEQqKWDVH+\n/enl9O7cjksOS3ybktJy2ia1oW0NWjZUJBvaJZOaUoMxG4JuFD07tWXPvoLEgxQREWmizKwfMBBo\nb2Yn4geHBOgC6CpFpBkqK3d8sH4HZw/vj5lVv4GItEhKNkTZkVvE6uy9nJ/WJeFtikrLaZscnWyo\nfpu9kW4U7ZJpl5xEabmjrNyR1KbqL+NIUqJXx3Zk785POEYREZEm7CxgKpCGH7chcjDcC9wRUkwi\nUgcrN+ewt7BUU16KtHJKNkQpLCmjqLScL3aVkmjjhpKyoGVDUqQbRQ0GiEz1LRsir92xXdV/jkiy\noWenthSWOsrLHW2qSVCIiIg0Zc65p8zsaWCKc2522PGISN0tXLsdgJOH9Aw5EhEJk8ZsiBIZO2HV\n9sTGbSh3jtJyP0CkmdE2uU3CA0S2MWifkkRqip/Foqi0+nEb8iPJho5tcUBecWlCcYqIiDRlzrly\n4N/DjkNE6sf7a3dwbP8u9OzULuxQRCRESjYEnHMVAzAmmmyIjOuYErRqaJfcJqFuFHvyS+iYYphZ\nxZSZiYzbUFhSThuDbh3aArCvUMkGERFpMd4ys/8ys0PMrEfkEXZQIlIz+cWlfPTVbk5VFwqRVk/d\nKAIlZX7chL5d2vHN3iKycwro37V9lduUBq0Y2ib7rgztktsk2I2ihA4p+7cBEpr+sqC4lPYpSXQK\nulvsLSxhAFXHKCIi0kxcG/y8MWqdAw4PIRYRqaUPv9xFSZnj5COUbBBp7dSyIRBp1XDWsH4ALN+0\nu9ptDm7ZkJRQN4q9BUmUtwMAACAASURBVL5lA1DRjSKR6S8LS8pJTUmiQ1u/jVo2iIhIS+GcGxzn\noUSDSDOzaO0O2ia3YfRgNUwSae0SSjaY2UQzW2Nm68zs9jjP32xmmWb2qZm9bWaHRT13tZmtDR5X\n12fw9akoSDYc1a8zfTq0YVlCyYagZUOQbGibYDeK3KJS2iVFkg37B4isTn5JGe3bJlUMJLmvMLHu\nHiIiIk2dmXUws7vM7PFgeaiZnRt2XCJSMwvX7WDUoO4VN9REpPWqNtlgZknADOBs4FhgipkdG1Ps\nYyDdOXc8MAd4INi2B3APcBIwGrjHzLrXX/j1J9KyoX1KEoO6JrFlT0G120TyA5FpL9smJTZAZFFJ\nOSltIt0ogpYNCQwQWVhSppYNIiLSUs0EioFvB8tZwH3hhSMiNbVtXyGfb92nLhQiAiTWsmE0sM45\nt8E5Vww8B5wfXcA5945zLj9YXIKfKxv83NlvOed2Oed2A28B/5+9O4+TrK7v/f/61t7b7DMMMDPA\nDAPIJjADjIKIigJRIFETATXL1XD9XY3xul1zzc+rJDe5eq8x5kajJJpflKjBncgyhihE1EEYFmGG\nZRaYBWZferq6az3n+/vj1Kmu5ZxTp2fpqul+Px+PeUhX16n6djMOcz79+bw/1xydox9dfrEhl06S\nSZpY2yHqnQ21YkM2nSDGNARlx6VWY6h3NpRiBUQ69KXHOxsOFdTZICIiU8Yya+1ngAqAtbYAaL+z\nyHHkFxv3AfCq0+d3+SQi0gviBESeDGxr+Hg7XqdCmHcB90Rce3LrBcaYW4BbAJYsWRLjSEdfoTze\n2ZBOGsoxAhtbMxsyyQTDMTobylWXdG7imQ2FssO8wSwDGT8gsnc6Gx5a+xjD+eZukJmDfVy64sIu\nnUhERI4zZWNMH14oJMaYZUCpu0cSkYl4cONeZvWnOfukGd0+ioj0gDjFhqCfKgTeURtj3gGsBF49\nkWuttbcBtwGsXLmy8936MeDf7OfSSdIJryDQScVpzmzIpuMFRJaqDrVmCHL1MYoY2yhqYxSZVIKU\n6a0xiuF8gROXndP02I5N67p0GhEROQ59ErgXWGyM+WfgMuD3u3kgEYnPWsuDG/Zy2bJ5JBNqShKR\neMWG7cDiho8XAS+1PskYcxXwceDV1tpSw7VXtlx7/+Ec9Fgr1scoEmSShrLjYq3FmPA/LP1mhPoY\nRTJBOc4YRdUlnRgfvQBijW0UagGRAH1po4BIERGZMqy1PzbGrAVW4f2w4o+ttXu7fCwRiWnTnjw7\nDxWV1yAidXEyGx4GlhtjTjPGZIAbgTsbn2CMuRD4MnC9tXZ3w6dWA28wxsyuBUO+ofZYz6kHRGaS\n9fDGshNdAPAzG9JN2yjijVH4nQ3pZIJkwkwgs8G7sC9leqqzQURE5EgYY+7E+3vC/dbaH6nQIHJ8\neXCD93/ZVy1XsUFEPB2LDdbaKvA+vCLB08Ad1tp1xphbjTHX1572v4FB4NvGmMdrf2HAWrsf+DO8\ngsXDwK21x3pOY2ZDrXmg4yhFtXWMIpWoj1ZEKTsuqYb2slwq0XH1pWstxYpLX3q8s+FQzM6GrfvH\nuOepHbGeKyIi0iWfBV4FrDfGfNsY81ZjTK7bhxKReB7cuJclc/pZPKe/20cRkR4RZ4wCa+3dwN0t\nj32i4Z+virj2q8BXD/eAk8XPTOhLJ+uFgE7FhnpAZMp7fibVeYzCdS0Vx5JuKPNkU8mOqy+LDdsy\nYGKdDfc9vYvvP/YirzlzgXYei4hIT7LWPgA8UFu5/VrgD/H+/qCkOZEeV3Fc1mzez/UXnNTto4hI\nD4lVbJgO/M6GbENnQ6ccBX+MIlsLecymk7jW+wPXH61o5Y9mNHY2ZNOJjmMUfoBlPbMhFT+zwS9U\n7DpU5JS5A7GukePPk2vXUM4PB34uMziT81asmuQTiYhMTG0bxXXA24CLgH/q7olEJI4nth0kX6py\nufIaRKSBig01/g15X7ohs6FTsaFWH0gnvednawWGYsUJLTb4BYxUw6dz6WTH1ZeNYx7gFRt25uN1\nNvh5FDuGVWyYysr5YVYsXxD4ubUbdgc+LiLSK4wx/4K3Wvte4At42Q0xYpdFpNse3LgXY+CVy+Z2\n+ygi0kNUbKgpVlySCUM6acYzG2IGRGYaAiLBu7kfyqUDrynVxjUaxyhyqUTH1ZeFljGK/nT8MQq/\nkLJzuBjr+SIiIl3wj8DN1trOicki0lMe3LCX80+eyaz+TLePIiI9RMWGmkLFoS+dxBhT72zoPEYB\nCUN9l3C2VmwoRXQplKtBYxTJeudC1PmgeYwiX6riuLbjLmO/a2LHIRUbRESkN1lr7zXGvNIYcyoN\nfz+x1n6ta4cSkY5GihUe23aQ/3zF0m4fRUR6jIoNNYWKQ67WbpBJxg2ItKSTCYwZD4gEIjdL+K/Z\n1NmQTnBwrBz5Xo1jHuAVGwDyxSoz+4O7KHx+IWPncCHyeSIiIt1ijPk6sAx4HPD/Q2oBFRtEethD\nm/fjuJbLtfJSRFqo2FBTLDv1EQW/ENBxjMIZH6GA8aDIQkSxoRTQ2ZBLTTyzIVcrNoyUKh2LDcWG\nzAYREZEetRI421rbeYe0iPSMBzfuJZdOsOKU2d0+ioj0mOAUw2moWHXqN/LpmJ0NVdeSTjUWG/zO\nhs5jFI0bKLPp5IQzG+KesfHa3SMlHFd/hxMRkZ70FLCw24cQkYl5cONeLjltbv2HbiIiPnU21BTK\nTj0PoR4Q2aEAUHGbOxsaAyLDBK2+zKUSkTkP0D5GkYrZfeFfm00lKFVd9oyUOj5fRESkC+YB640x\nvwLq/7Gy1l7fvSOJSJQdwwU27s7zOysXdfsoItKDVGyoKVQccil/jCLu6ktbLzBAY2dD58yG9tWX\nDlGdo+OdDYmmM3YqUnjncTlt3gDP7hphx3BBPzYSEZFe9MluH0BEJubnG/cBcPnp87t8EhHpRRqj\nqClUXHL1zoZ42yjKrg3sbIgqNoyvvmzYRpFKYInuUihWHNJJQ6r2fnE7GxzXUnZcTp03AMBObaQQ\nEZEeZK19AHgGGKr9err2mIj0qAc37GHuQIazFg51+ygi0oNUbKgpVRz66l0D3mOdbuSrLi2ZDV6x\nYqKdDdm0f134+42VxzMlvDPG62wo1Y5y8qwc6aRRSKSIiPQkY8zvAL8Cfhv4HeAhY8xbu3sqEQlj\nreXBjfu47PR5JDqsYReR6UljFDXe6kvvZj6ZMCQTJtYYxWBy/A/XTIyAyKBtFH53RLVDZ0Ouqdjg\n/W/Zic6VKDneaEZ/JsXCGTl2DBcUvyUiIr3o48DF1trdAMaY+cB9wHe6eioRCfTsrhH25ktcfrpW\nXopIMBUbagotnQOZZKLjGEXFhXSyPbMhzurLdENnQ32zRESxoVBx6M+Mny+VjNnZUPWKDbl0koUz\nc+wcLgLZyGtkenly7RrK+eHQz2cGZ3LeilWTeCIRmaYSfqGhZh/qwBTpWQ9u2AvA5ctVbBCRYCo2\n1BRaOgeyqUTnzga3OSAyTmZDOaizoXZdxbGkQ64rVtymlUJxRz38zoa+dIITZ/bx5IvDWJuJvEam\nl3J+mBXLF4R+fu2G3aGfExE5iu41xqwGvln7+G3APV08j4hEeHDjXpbOH+CkWX3dPoqI9CgVG2pK\nFbe++hK8AkDnMYrm1ZcJY0gloscoygGdDX7oY8VxQ4sN5apb75yA8WJFx5WZjZ0NM3IUKy6HyuFb\nL6S71GUgItOVtfYjxpg3A5cDBrjNWvv9Lh9LRAKUqy4Pbd7Pb2vlpYhEULEBLyuh7Lj11ZfgFRtK\nHQMimzsbwNtkEb2Nor2zwR+jqES8X8VxyaXHSxF+saLTGf2AyFw6yax+7/pRFRt6Vi92GWx67pnQ\nz6n4ISJHizHmNOBua+33ah/3GWNOtda+0N2TiUirR7ceoFBxlNcgIpFUbACKtQJAX6Z5JKJcjQ5f\nrLjNnQ0AmcTEt1H4uQ+ViE6KiuOSSY0XKMY7G+IFRPalk/XOiLKjYoPE55bzoQUQjViIyFH0beCV\nDR87tccu7s5xRCTMgxv2kkwYVi2b2+2jiEgPU/AS48WBxoDIbLLzGEXZsU2rL8HrbIgKiCw7Tn3b\nxfg145kNYSqObSpsxM5sqI1RZNOJeuZD2VWxQUREek7KWlv2P6j9s0KGRHrQgxv38vJFM5mRCxsA\nFhFRsQHwNlEAzaslO2Q2WGupBnQ2pDuNUVTcgGtqxQY3IuvBcevZDjDeGdFxG0VDZ0Om3tkQeYmI\niEg37DHGXO9/YIy5AdjbxfOISIDhsQq/3n5QIxQi0pHGKBjvbMi1rL7Ml6qh11Qci4W2zoZ0p4BI\nxyWbbi9Q+K+JCbqqNkbRUGwwxpBJJjp2NjQGRDZuvRAREekx7wH+2Rjzt7WPtwPv7OJ5RCTALzfv\nw7Vw+fL53T6KiPQ4FRugPvbQN4HVl6VankMm2Vwd6DhGUQ3vbChXXcLWUVSqbr0o0XjGzp0NXr5D\nOpkYz2yIvkRERGTSWWs3AauMMYOAsdaOdPtMItLuwY176M8kuWDxrG4fRUR6nIoNjHciTGT1pb9V\noi0gMhkd2liuum0bLNINqy/Dig1lp/26TCpB2ekcEOl3bGQUECkiIj3OWpvv9hlEJNzPN+5j1dK5\nbX8vFRFppT8lGO9syDWMN2RSyVjFhraAyER0Z0Op6tY7DHx+x0I1ZCTCWkvFsU2ZDRCzs6E6Xmzw\nAyI1RiEiIlOJMeYaY8yzxpiNxpiPRTzvrcYYa4xZOZnnE5kqth8Y4/m9o1ymvAYRiUHFBoIDIrOp\nRL2gEMTvXggOiIwuUmRSyabH0h22UfjHaOuiSMXIbHAsfbUiSlYBkSIiMsUYY5LAF4BrgbOBm4wx\nZwc8bwh4P/DQ5J5QZOr4xkNbAJg7oEUxItKZxigIXn3ZKXyxPkbRtvqSyG0UYeMQ/ueC+MWG9syG\n5IQ6G+rvo9WXIiLSg4wxrwROpeHvJ9bar3W47BJgo7V2c+01vgXcAKxved6fAZ8BPny0zisynazd\ncoAvPbAZgI9979csntPPilNmd/lUItLLVGygodjQktnguBbHtSQT7SsiiiGdDR3HKCpOrcNg/IY/\nlfC3UQQXDiq14sDhdDaUHOjPel9XwhjSSaMxChER6TnGmK8Dy4DHAf8/pBboVGw4GdjW8PF24NKW\n174QWGyt/ZExJrTYYIy5BbgF4IQTTuD+++9ve04+nw98XJrp+xTP8fR9unNjGf/nVeWKyzfve5iR\nZZPX4XA8fa+6Sd+nePR9iudIv08qNtCQ2ZBqHqMAL9CxsQjhC8tsSCdNZLdB2XEZzKYY/3uUt8Yy\nlQgvAvidDa2ZDZ1CLL1zWuakW4IvtY1CRER6z0rgbGvtRCviQUuj669hjEkAnwN+v9MLWWtvA24D\nWLlypb3yyivbnnP//fcT9Lg00/cpnuPp+7Q5tZnvbXyahPH+PnnTVRdPamfD8fS96iZ9n+LR9yme\nI/0+qdhAw+rLls4G8IoDfYQXG4K2UZQdN7Qjolx1yfQnaCw2gJfb0LGzIRUQEFmNv43CuyapzoZJ\n8OTaNZTzw4GfywzO5LwVqyb5RCIiPe8pYCGwY4LXbQcWN3y8CHip4eMh4FzgfmMMtfe40xhzvbX2\nkcM/rsj0smnPKJlkgve+ZhmXL5+vEQoR6UjFBqBYS0xs3BLh39h7N/Pt+yj9gMh0wBgFeGMWA9n2\nb28pYPWl/35hxYbxzIb2zobRUjXwGl9jQCR4X2On0Qs5cuX8MCuWLwj83NoNuyf5NCIix4V5wHpj\nzK+Akv+gtfb6Dtc9DCw3xpwGvAjcCNzccP1w7bUBMMbcD3xYhQaR+FzX8uP1u7jq7AX88VVndPs4\nInKcULEBKFZd+tJJaj/xAMY7FsLGFMICIv1JjFLVZSDbfl05YPUlUMtS6JTZ0BoQGb0xwztHc2dD\nJpmg7GodhYiI9JxPHs5F1tqqMeZ9wGogCXzVWrvOGHMr8Ii19s6jeEaRaemxbQfYM1Li6nMWdvso\nInIcUbEBb/VlLt0+ogAxig0hnQ1h4w3lkM4Gb4xiopkNycjMBte1lB3INYyHZNPh7yMiItIt1toH\njuDau4G7Wx77RMhzrzzc9xGZru59aieZZILXnhXctSkiEqT9rncaKlScprWX4N3IQ1SxobaNojUg\nsvZhMSQkslR1AosNqajMBid4G0WnzoZi1cEStNIz9JImhbLD03sr/OSZXUw8r0tERCQ+Y8wqY8zD\nxpi8MaZsjHGMMYe6fS6R6c5ay73rdnLZ6XMZyrWPFouIhIlVbDDGXGOMedYYs9EY87GAz19hjHnU\nGFM1xry15XOOMebx2q+ebGUsVJymn/5DQ2ZDSAHA3zjRWgBIJTt3NmRT7YGTmaQJLWxEZTZEFRtG\nS7UtG40BkekkZbdz4eDep3Zw/qdW87mH83zuvg1s2TfW8RoREZEj8LfATcAGoA94d+0xEemi9TsO\nsW1/QSMUIjJhHYsNxpgk8AXgWuBs4CZjzNktT9uKt1LqGwEvUbDWXlD71SnkqStKFadp7SV0HqMo\n1ooJ6VRzjkLaH6MI6WwoO+FjFNWQIsD4NoqgzIbwNoWxshce2RgQmYkY12j0+LZhrIXrT88BkO8Q\nRCkiInKkrLUbgaS11rHW/iNwZZePJDLtrX5qJwkDV519QrePIiLHmTidDZcAG621m621ZeBbwA2N\nT7DWvmCt/TVwXK45KFScprWXECMgslZMaOs2aAiIbOW6lopj27oh/NfptI2iPbMhEZnZENjZkIo3\nRjFaqjKYS3H2fK9drlhRqKSIiBxTY8aYDPC4MeYzxpj/Cgx0+1Ai092963Zy8alzmDcYkHwuIhIh\nTrHhZGBbw8fba4/FlTPGPGKMWWOM+c2gJxhjbqk955E9e/ZM4KWPjkI5KLPBX30ZHhCZMpAwwZ0N\nQTfn/srJbDp4G0VY4WB8G0VrZkOSUtUNzVPwOxvaig0xxihGy1UGMilytbGQgooNIiJybL0T7+8l\n7wNGgcXAW7p6IpFpbtOePM/tynPNuRqhEJGJi7ONwgQ8NpG0wCXW2peMMUuBnxhjnrTWbmp6MWtv\nA24DWLly5aQnERYrLnMGJjZGUao6BEQv4E9IBBUpmjZYtHw6TmdDaxeFf8aKY9tGLABGay0MTQGR\nqQTlGGMUo6UqA9kkudrrjsVNlRQRETkM1totxpg+4ERr7ae6fR4RgdXrdgIor0FEDkucYsN2vJ8u\n+BYBL8V9A2vtS7X/3WyMuR+4ENgUedEkK1baV1/6nQ1lJ/gmu1R1610MjdIRqy/9wkU2lYByy3UR\nWQpR2yj89wrKgRgrBXU2JInTpDBachjIpsimvPc+lmMUD619jOF8oemxmYN9XLriwmP2niIi0luM\nMdcB/wfIAKcZYy4Abu3VvCeR6WD1ul28fNFMTprV1+2jiMhxKM4YxcPAcmPMabVZyhuBWFsljDGz\njTHZ2j/PAy4D1h/uYY+VoNWXfhdB6BhFxSWTbC821DMbAgIi/QJE0DaKdNLEyGxofr9Mh+6LsM4G\nx0I15L3Gr60ymJ2cMYrhfIETl53T9Ku1+CAiIlPeJ/Fyog4CWGsfB07t4nlEprWXDhZ4YttBrtYI\nhYgcpo7FBmttFW9+cjXwNHCHtXadMeZWY8z1AMaYi40x24HfBr5sjFlXu/xlwCPGmCeAnwL/y1rb\nm8WGkNWXkWMUAd+9lJ/ZENHZELaNIqzY4Gc2hI1RhBVExjMbEm3XFCOCJcEbo+jPJEkmDJlkgoLG\nKERE5NiqWmuHu30IEfH8uDZCcY1GKETkMMUZo8Baezdwd8tjn2j454fxxitar/sFcN4RnvGYKwZ0\nNiSMiQxtDB2jiOhs8AMig4oNUSspqy4kE4ZkYoKdDSHbKMD7mgez4f/6/TEKKJNLJxQQKSIix9pT\nxpibgaQxZjnwfuAXXT6TyLR177qdnHHCIEvnD3b7KCJynIozRjGlWWspVlyy6fbRhqjVksWKQ8BS\nCTL1zIaAMYpKQ0Bki1SHzoaga/xxjKjOBsN4gQHGCxSdOhX8MQqAvkxSxQYRETnW/gg4BygB3wQO\nAR/o6olEpql9+RK/en6/giFF5IjE6myYyvwb9daASIBsMkkppABQqrqkAzIb/Pv6TqsvWxMJOmU2\nBL2XX4CI6mzIJsE0rOccL1B0KDaUqvRnasWGdFJjFDJhT65dQzkf3hGdGZzJeStWTeKJRKSXWWvH\ngI/XfolIF9339C5cqy0UInJkVGyo+BsiJtbZ4I1RtD9ujCGTSgR2G5QbVl+2FxsSuBYct32UouLa\ntrwG8IoW3lmCCwFj5SrZVPDoRTFgzMNXqjpUHMtg1vue9GVS6myQCSvnh1mxfEHo59du2D2JpxGR\nXmWMiQyd1jYKkcl371M7WTS7j3NOmtHto4jIcUzFhvqGiIAchahiQ8UhG5DZ4L9W1OrLwMyG2mNB\nb1dxwnMeGl+31WjZIdvSEeF/nVHFg7Fa1sNANgVV6EsnyNfWaIqIiBxlrwC24Y1OPAQE/8dVRCbF\noWKFn2/cx+++4pSm7lgRkYlSsaE+RhHc2RCWh1Cuugymg18zl04GZzZ0WH0JUA3obKi6llRgZ0OH\nzIZSta3YkGkIiAzjFxYGMn6xIcmekVLo80VERI7AQuD1wE3AzcBdwDettesirxKRY+Knz+ym7Lhc\no5WXInKEpn1ApH/THdTZkE2FhzaWqm49DDLouqCb+VKH1ZcAQdMNFRcyEZkNYcWGYtWhZaNnvdAR\nlcEwWluZOaCASBEROcastY619l5r7e8Bq4CNwP3GmD/q8tFEpqUfr9vF/KEsFy2Z3e2jiMhxTp0N\nVT+zIXhMYSzkprxUDd5G4b9WVGZD0HulE/4YRXBnQzoowLJDZkOh7LQVKeqrL0MKFDC+MnMgm6SM\n16mhYoOIiBwrxpgs8Ea87oZTgb8BvtfNM4lMR8WKw0+f3c1vXXgyiZAfqomIxKViQ+1GPWyM4sBY\nOfi6iksq2X4NeN0DpYAWhajCRjoV3dnQHzBG0SmzoVBx24oNccYoRkvjnQ1lxrdRWGs1uyciIkeV\nMeafgHOBe4BPWWuf6vKRRKatn23Yy1jZ0QiFiBwV077YUKyEFwCyEQGRxapDOhH87culJx4QeXiZ\nDdFjFKWKw0BLrkR2IsWGTIoDeGMUrvVWdwblTYiIiByBdwKjwBnA+xuK2gaw1lrF4YtMknuf2smM\nXIpVS+d2+ygiMgVM+2JDPbQxpLOhHJDZUHVcKo5ty0PwhXU2+K8VldkQuI3ChUyqvaMgW+usCO9s\ncMhkD6OzoTY6MljLbOivfW+KFRUbRETk6LLWTvv8KJFeUHFc7nt6F1e97ITAlesiIhM17f8k8YsC\nuYBMhEwqeKuEn3cQFNoIXsdBUGeD/16ZgD/AxwMiQzIbDqOzoVgJymzwAyKjMhu8zob+rPdcf8Qk\nKlRSRERERI5fD23ez3ChwtUaoRCRo2TaFxuKEesoM8ngMQr/pjtqG0VgQKTjkEyYwJGI8TGK9ter\nOAQWGzpnNrRvo0gmDEkz/nUH8VdfDjZso/Berxp6jYiIiIgcv+5dt4O+dJIrls/v9lFEZIqY9sWG\nUozMBmubuw38EYSwMYpcOrgjolx1A7saoHGMIn5nQyJhSCdNYBeFtZZixSUdUBBJJztnNiQTpv49\n6at1NoRt5hARERGR45frWlav28WVZ86v/5BJRORIqdhQ9ccogjMbLFBxmgsAhXqxIbyzIehmvlR1\nA/MaoHGMov1zFTf8vcK6L0oRox6ZpIksNoyVHQYyyfrmib6GzIa4nICiiYiIiIj0nse2HWDPSElb\nKETkqJr2AZH+TXdQZ0OunonQfGNeH6OICogM6WwIeh9oGKNw4nc2gBdsGZgrEdF9kUmYyMJBvlRl\nIDv+W2N8jCJeZ8Nzu0b4b9/9Nbe+aijW80VaPbl2DeX8cODnMoMzOW/Fqkk+kYiIyNS1et0u0knD\na85a0O2jiMgUMu2LDf6NevAYRfBP9ON0NpQCbszLEZ0NmZDOBmstFRfSEdcF5kpEnDGdjA57HG0t\nNtQDIuNlNjyx7SBV17JrNH4nhEijcn6YFcuD/8KzdsPuST6NiIjI1GWt5d6ndnLZ6fOYkUt3vkBE\nJCaNUVQdUiGhjX4BorWzod41EBIQGZbZUHI6j1G0XuaPcIR3NgRvvvALJJmAyzJJExkQOVp2mooN\n9W0UMccoNu7JA5CvaJRCREREpJc9vWOErfvHuOYcjVCIyNE17YsNxUr4aEM2JKugU0BkNpWg6lqq\nTvN1pYobuPUCwgMi/UJCZGaDE74xIx2U2ZCIzmwYLVUZaPjiJjpGsXG3V2wYnUDGg4iIiIhMvnvX\n7SRh4KqzT+j2UURkitEYRdWpFxVa5Ro6GwYaHu84RlHPenCbOibKEZ0Nqdprtd6f+yMSkZ0NATf1\nUWfMJKO7FEZLVeYM9Nc/TicTpBImcvTCN1KssHuk5L1O+fjubFBugIiIiEx1q5/aycWnzmHeYLbb\nRxGRKUbFhopbLyq08scHWm/mC2W/ABCW2VC7ruoy0PDndrnqkJ3g6stSh2JDWGeDnxmRDrgs3WEb\nxWi5ymC2+bdGXyYZeY1v057R8dc5zscolBsgIiIiU9nmPXme3TXCJ950drePIiJT0LQfoyhV3dDO\nhrDMhkKHMYqwLRbeewV/y5MJQzJh2jIbOnU2ZFKJwHwI/4zZwDGK6JGI0ZJDf8sX15dOxups2FTL\naxjKpsgf550NIiIiIlPZ6nW7ALhaKy9F5BiY9sWGYsUJzWzwOxuK1ZDMhpCAyLAtFuWqW986ESSd\nNKGdDWHjF2FrNv33Dsxs6NDZkC8FdDakk7EyGzbuzrNgKMvCmTllNoiIiIj0sHvX7eT8RTM5eVZf\nt48iIlPQtC82xOpsaBujcEgYCLn/D+2IiFp9CZBOJCIyG0ICIlOdVl8GvE/StBVCfBXHpVx1m7ZR\ngDdGEafYsGlP82bXHAAAIABJREFUnmXzBxnKpY77MQoRERGRqWrHcIEnth3kam2hEJFjRMWGanhn\nQ30bRcDqy750EmM6BES23NCXquGbLwDStS0WreeDiIDIVNjqy4iAyIgxirGS93jrGEUuxhhFvlRl\nx3CR0xcMMpRLa4xCREREpEf9uDZCcY1GKETkGJn2xYbI1Zep8a0SjQoVp74OMkiuISCyUcfOhqQJ\n7WwIG78I62wo1gMi24sN6aShXHVx3fZiQL5cBTisMYrNtbwGdTaIiIiI9LZ7n9rJ8gWDLJs/2O2j\niMgUNe2LDaWqW89maJVOJkgmTH2zg69QcUKvgfHOhtZchKjVl/77TXQbRXhmQ/gYhZ810dqxATBW\n8ooNhzNG8cI+bxPF0vkDzMilKVQt1YBNGSIiIiLSPftHyzz0/D51NYjIMaViQ8QYBXjdDa1Fg2Kn\nYkNIZ4MXRhl+XTrZntngj0hkUmFhlOGZDcmEIRXQ2eAXIIJyG/L1YkP7NopihzGKQ4UqBpjZl2Yo\n5xUrhguVyGtEREREZHLdt34XrkV5DSJyTKnYUHEjCwC5gM6BQtnLbAgTFBDpupaxstPWMdAoE9HZ\nkJpgZkOh7Iae0Q+bDNpIMVrLbBjITHyMYrRcpT+TJGFMfQzjwJiKDSIiIiK95N51O1k0u49zTprR\n7aOIyBSmYkPVIZeO6GxIJ9o6AAqV6GKD3/XQGBDp36gPZsOvSyUNrU0KpZiZDdY2FymKEV+XHxoZ\nVDwYLYePUVRdSyViLGKs7NBfu25GLg3AwbFy6PNFREREZHKNFCs8uGEvV5+zMDTsXETkaFCxoUNn\nQ1DnQLHikosIiPQ7GxozEUZr4wn9mfDOhqDMhnLHzIYErqXtumI5fNQjk/C/jqDOhpBiQ+21ojZS\njJWr9Nee549RqLNBREREpHd89ecvUHZcTps30O2jiMgUN+2LDcWqUw90DJJLt49ReKsvo3Ie2jsb\nRms36a1ZCI3SSUPr/X+czgagLbfB62w4nDGK8MwGCF+ZCd7aTL+zYahPnQ0iIiIivWTtlgN8/r7n\nAPjzu9azdsuBLp9IRKayaV1scFxLxbEdAyKDtlFEZjak21dmxulsCMpsKNczG8ICIoPDKKNyJaIC\nIv2iSNvqy0yczgaHgdrzhmrXH1Rng4iIiEhP+Lf1O/H/qlmpuqzZvK+7BxKRKS1WscEYc40x5llj\nzEZjzMcCPn+FMeZRY0zVGPPWls/9njFmQ+3X7x2tgx8N/o181GaJXDpJMeBGPnobRfvqy7FycPBi\no6htFGFjFKGdDZXwgMj66suQzgZjaLvW/zjomvq1tYBIoBYUCQfU2SAiIiLSE/blSwAkDKRTCVYt\nndvlE4nIVBZ+51tjjEkCXwBeD2wHHjbG3GmtXd/wtK3A7wMfbrl2DvA/gJWABdbWru2Jni3/Rv5w\nOhuiig3GGDKpRHNnQy14sT9yjCK4syFhIBmwwrLx7K25EoWKU8tNaC8O+AGRowFdCvlSlYFMqi0w\nyM+oGKs4zAw5/1jZqXduGGMYSBtlNkyiZGUUynlIpMZ/iYiIiAAVx+X+5/ay4pTZvPasBaxaOpcV\np8zu9rFEZAqLczdyCbDRWrsZwBjzLeAGoF5ssNa+UPtca1/+1cC/WWv31z7/b8A1wDeP+ORHgT9G\nEBkQGdDZUKw49bGC0OtagiXHSsHjCY1SSRPQ2eASEQ8R0dngsGAoS1CxIZuqbaOoFUAajZWcwFyJ\npoDIkODisXK16drBtGG4oM6GY2b/Znjux7DtIdj+MBcMb4MHGz4/42RYeC6ccB6ZypKuHXMyPbl2\nDeX8cOjnM4MzOW/Fqkk8kYiISG/48bpd7Bkp8em3nMdrzzqh28cRkWkgTrHhZGBbw8fbgUtjvn7Q\ntSfHvPaY84sBkasvWzobqo5LxbGRmQ3edcngzoaIIkVYZkMqpKvBfx9oz2woRnRf1BZFkC8FdDaU\nq4GjHvXMhooDmfbXrDhe/kVjJkV/xnBg9Nh3Njy09jGG84Wmx2YO9nHpiguP+XtPtkS1AI/dDo9/\nA7b83HtwxiJYfAnb517BogWzwK1CtQj7N8HWh+C51ZwHsOmLcNYb4cw3wkkXQmLqRbaU88OsWL4g\n9PNrN+yexNOIiIj0jq+veYFFs/t49Rnh/50UETma4hQbgu50bcBjh32tMeYW4BaAJUsm7yew/g16\nVGdDrqVo4Hc59KWTkd+FXDrRlG9Q3/LQcfVl6xmdWJ0N7cWG8MyGbG2MYqzU3tkwWqoymAsoNjRm\nNgQUGwpV75vRWEwZTCcmlNmQL1UjOz/CDOcLnLjsnKbHdmxaN+HX6WnD22Hd9zn/6bvBKcDc0+F1\nn4Bz3wqzTwFg1wOrWdR6o20tDG9j26M/YXF1Ezz41/Czz8LgQjjzWjjrTRhXoy4iIiJT2YZdI6zZ\nvJ//ds1ZoaO5IiJHW5w7u+3A4oaPFwEvxXz97cCVLdfe3/oka+1twG0AK1eujFvIOGJ+MSAysyHt\ndRv4HQf+NoZcJgml8NfOtmQ2+AGR0ZkNBseC61oStf8QdO5sCM9sCOvYSCW8TIl8wBhFvhh8w980\nRhGwlrlYLzaMXzuQNuwaiXcju2lPng/e8Th//bYLOG3eYKxrpoVd6+Cxf4atv4REkoPzVzH3jZ+A\nxZeAifGXBWNg1hJ2L/4NFr/6ahjbDxt+DM/cBb++A9b+Iy9P9sG2S+GUy2DJKsgOHfuvS0RERCbN\nPz+0lUwywe+sXNTto4jINBKn2PAwsNwYcxrwInAjcHPM118N/IUxxk+feQPwJxM+5TFSirONotb1\n4Gcp+gWKvnSnYkOSUqV59WUqYciEbJUALxXYey+XXGJ8PCJqYiMb0tlQqDj1UMcgA5lkPUeiUb5U\nZfFAf/vZkoZkwnhjFAH8zoamzIaM4WDMzIZNe/K4Fl7YN6ZiA8COX8OjX4MXH4HsDLjonXD2Dbzw\nosPcJXGnmAL0z4GX3+j9qhTh+f9g/0+/xPwdj8Lm+8Ek4aSXwymXw6mXwaBmOkVERI5no6Uq3127\nnd84byFzB7PdPo6ITCMdiw3W2qox5n14hYMk8FVr7TpjzK3AI9baO40xFwPfB2YD1xljPmWtPcda\nu98Y82d4BQuAW/2wyF7gFwOyUZkNab8AUOtsqHTOefCvawqILDv0Z5JtWx4a+estS1W3XgDp1Nkw\nUOtCaCwcuK6lXA0fo/CvGw0Yo8iXqgwFdDYYY+hLJzsWG/ob3nMgnaBYcSPzI3w7h4sA7B2JqOBM\nA9mxl+Dez3mdDH2z4dL3wNnXQ9ovAB3FzIF0Ds54A1t3WOafPg92P+3lQLzwIPzib7xfc5dzTmEB\n7DsT5i47eu8tIiIik+KHj7/ESKnKO19xSrePIiLTTKwBeWvt3cDdLY99ouGfH8YbkQi69qvAV4/g\njMdMrDGKemdD8xhFXzoZsOdhXC6gs6FTHoFfbGjcLNFpG4X/mvnS+LhCsR58GdXZkKqHVjbKl6r1\nAkarXDpZ//pb1YsN2eYxCoADY2VOnNkX/kUAO2rFhj35aVpsKA7DA5/h7F/9HaSycMktcO6bIZWb\nnPc3CTjhHO/XJbfAwW31wsO5Yz+H7/7cy4k48zdg+es1aiEiPcUYcw3webwfivyDtfZ/tXz+g8C7\ngSqwB/hP1totk35QkUlmreX2NVs4a+EQFy3RmksRmVxTL45+AmKNUdTu9Eu1YkPTGEWEwM6GjsUG\nUzvX+HVxOxtGiuOFA3+lZ3RnQ5LRljEKa21oQCR4GylCOxsqtTGKxsyGTK3YEGMjhd/ZsGe6dTa4\nDqz9J/ibi+CXX2D/wlfD226HC26evEJDkFmLvVGLG/6WH8x9L1z2x4Dxuh1ufzOs+SKU8907n4hI\njTEmCXwBuBY4G7jJGHN2y9MeA1Zaa88HvgN8ZnJPKdIdj249yPodh3jnK06J7K4VETkWJh79P4X4\nN/XxOhu8j+tjFJkkUbdarQGR+VKVgYgMBaCe59Dc2RC9jcLvbGgsHDSNeoTc5w9kU+RbxihKVW+t\nZ1gHRn86WSu2tP/Hyu9s6GvaRuE9L05uw45D3urKaVVs2PILuOejsPNJWPIKuOa7bNmwi3n9c7p9\nsialxACc8xtwzm/B3g3w1Hfg19+G537MvCW/Dc7rIDmt/ygRke66BNhord0MYIz5FnADsN5/grX2\npw3PXwO8Y1JPKNIlt6/ZwmA2xW9e0DOb50VkGpnWnQ1+B0Dk6svD7WxoWZk5Vq42bWoIUh+jcJrH\nKKI6G5IJL0uhaYyiEnOMoqXY4H8cVmzIpROhYxT+NorGgspAxvt6Do5FdzaMll1GSw6phJkWYxTJ\nyijc+X74x2th7AC89avwB/fASRd0+2idzVsOV/4JvPnLMGsJpzz3997XMfxit08mItPXycC2ho+3\n1x4L8y7gnmN6IpEesH+0zF2/3sGbLzo5dERWRORYmtZ/8pSqncMe2zIbYhYbculE/aYfvM6Dk2al\nI6/xxygaOxvKVZfB6MsYzKXIN3Y2lDsXG/oDxijyHYoNfZkkw4UKQb9tClVLJpUg1bBtYyBV62zo\nUGzYU/C+3uUnDPH0jkOBwZWH68m1ayjnh0M/nxmcyXkrVh219+vo+f/gnF/9FVQOwSvf7924Z9q3\nf/S8eWfAdZ/n+Qe/x2mb/hG+/Cp4y1dg2Wu6fTIRmX6CKvKBa7SNMe8AVgKvDvn8LcAtACeccAL3\n339/23Py+Xzg49JM36d4juX36e7NZcqOy5mJ3VPi34V+T8Wj71M8+j7Fc6Tfp2lebOjc2TC+jcL7\nuFCu5SF0GIk4nM6GVLJ9jWWp6pLORs/YDbWMRPhFlL50kmLINYPZ9oBI/zXCqt+dtlH0t3xP+mpj\nFI1dF0H2jHlf7/knz+TpHYfYM1LiaC1mKueHWbF8Qejn1244itsdojgV+OUXYP0PqAyeRvr3f3h8\ndDJEMYb9C1/Faa/9XbjjnfD134LXfhxe9WHQXKiITJ7twOKGjxcBL7U+yRhzFfBx4NXW2sA2Omvt\nbcBtACtXrrRXXnll23Puv/9+gh6XZvo+xXOsvk+Oa/l/f/VTLj1tiLdf94qj/vrdoN9T8ej7FI++\nT/Ec6fdpmo9RxMlsaB6jqOchRBQo/OtKjZ0NZYeBbOdrgKZRhVLVIeJ4QC1/oTh+Q+8XRCI7GzKp\npnWZAPlayORQSEBkp20UAy3FlEzSu+fMF6M7FfaMea957skzvY+n2ijF6F740Qdg/Q/g/Bt5esVf\nHP+Fhkbzz4B3/zuc+xb4yZ/D926BSliZS0TkqHsYWG6MOc0YkwFuBO5sfIIx5kLgy8D11tpJqjKL\ndM9/PLeHbfsLWncpIl01rYsNpapLJpkgEZGJkGsZo6jnIWSiv3XeNoqGzoZSte1mvJU/vuCNKnjb\nIYYLlfoKyajrggIio0Y9BrNJyo7bNLLRqbOhv8M2itbOhoQxDGZTjHQYi9gz5jKrP83i2d56zL1T\nqdiw51nv5nvfJnjd/4BV74FEdNHpuJQdhLf8A7z2T+HJO+Br15MqH+r2qURkGrDWVoH3AauBp4E7\nrLXrjDG3GmOurz3tfwODwLeNMY8bY+4MeTmRKeH2NVuYN5jlDWcv7PZRRGQam95jFBU3sqsBxrsD\nGosNCTO+OSL0ulSSqmupOi4JYxiNsfqytdhQqDhUHEt/hzMOZFO8eLBQ/7geYhlREPFHOsbKVTKp\nDBAjsyGdpOJYqm77KGyhahkabL+JHsqmmtZyBtkz5nLijD5m9WdIJoy3kaIv8pLjw94NcNeHIDMA\nb/wizFna7RMdW8bAFR+BOcvgB/8PZ+3573DSZ2D2qd0+mYhMcdbau4G7Wx77RMM/XzXphxLpkm37\nx/jJs7t532tOJ9OpPVZE5Bia1n8ClapOPZMhTDppMDRmNjj0pZMddxX7r1uquvVugE6rLwdzzcUG\n/3/7O3Q2DOWaN0sU6uMhUZ0N3ns1Zj3ECYiE8ZGSRsWqDcykGMylYo1RLJyZI5kwzB3ITIn1l335\nLeOFhuv+euoXGhqd+2b4/btIuCX44Xth+yPdPpGIiMi08Y1fbcUAN12ypNtHEZFpbloXG4oVN/KG\nHMAYQy6dbMps6BQOCeM3+qWqWw9i7NTZkE0lSSXg0ASLDYOtAZH1zobobRQAY+XGjRm1YkNEZgNA\nUO2gULWBmRRDuXTT2VoVKw4Hi5YTZ3qtDPOHssd/ZsPuZ1j++J9BKgNv+isYOrHbJ5p8i1byzIq/\ngMET4J6PwvofdvtEIiIiU16p6nDHw9t43ctO4KRZU6FNVESOZ9O62BCnswG84MbG1ZdRwYuN1/jv\n4QcxdupsAK+w4BcZ/JWRnTIbvIDI9s6GqHP6+RFNnQ3FKsZAf8h1fgZEqRowRlEJ6WzIphgphm+j\n2H6ggAUWzswBtWLD8dzZMLITbn8z1iThTX8NM6JWvU9t5dx8uP7/wqKL4cHPwYN/7W3lEBERkWPi\n3qd2sm+0zDtXKRhSRLpvmhcbOnc2QC3ssdYAUIxZbKh3AVQaOhs6BEQCDKTMYY1RlB23vvKyWKlt\no4iY0/NDIBs3UuRLDgOZVGhgpt8pUWwZo3BdS9GhLSASvC6JqIDIrftHAThxRq3YMJhlb76EawNX\npPe28hh880YoHGTj+X8CMxd1+0TdlxmAq/8nnP873jaOH30ARvd0+1QiIiJT0td/uYVT5/Zz+enz\nun0UEZHpXWzwCgdxOhuS450NtcyGztc0dDbURhXCshAa9adNvaPBLzZ07Gyo3eT7GykKFYd00pCK\nCLH0CwPNmQ2VyDP21ccomgsB+VoxJWjbxowOmQ3bD3jBlifMGO9scC0MF4+zYoPrwg/eAy89Dm/9\nCoWhU7t9ot6RSMGq/wJXfdLbyvG9W+DFR7t9KhERkSnl6R2HeGTLAd5+6SmRm9ZERCbLtC42eJ0N\nnb8FuXSiYRuFG6/YUCtiFCtuPQuhPyDToFV/OlEvMhyKm9mQSwPjmQtxui/8osJYebwQMFpyAnMX\nfGFjFP62iaCMiMEO2yj2j5YBmNHnfQ3zB7Pe40U39Jqe9NM/93IJ3vDncOa13T5Nb1p6JfzWlyE7\nBHd9iJM2f1NjFSIiIkfJ7Wu2kE0leOsKdVaKSG9QsSHOGEUqWR+jKFQccjGyF+YOeDfNuw8V6x0H\nQT/5bzXQktmQMJBLdQqI9M7j39QXK527L/zCR+MWi5FStV64CBI2RuF3LgwEdEUMZtMUKg5VJ7h4\ncHCsQl/KkKxV4OcPHYfFhse/CT/7LFz0e/CK93b7NL1t9inwW1+CM6/lxC3fh3+8Fg680O1TiYiI\nHNdGihW+/9iLXPfyk5g9kOn2cUREgOlebIg9RtHY2eDQF+OaxXP6AW9MYDyzIV5AZOM2ihl9aRId\n1mwOZr0CQb7e2eDG7mwYbdhGkS9W6oWLILnQzoZaB0bA1zdU22wx2pAN0Wi4UGkaE/GLNAePl2LD\nll/AnX8Ep10Bb/wsdPh3JUC6H179UTaf8wHY8xz83WXw8D94oygiIiIyYd9/7EXGyg7vUDCkiPSQ\nzj9qn8LiB0S2rL6MMUYxuz9NfybJtgNjnFIrPAT95L9Vf9owUqriuJbhQoWZfeGdBr7B+g29V2yI\nkyvRl05iTHNnw2jJqXcWhF0D7asv/Y6KsIBIgEPFCjP727+Wg2PlpmJDfzaJAcYqx0Fmw/7N8K23\nez+t/52vQbLzvysZd2DBK+H17/KKNXd9CJ76Plz/NzB3WVfO8+TaNZTzw4GfywzO5LwVqyb5RCIi\nIp1Za7l9zRbOO3kmL180s9vHERGpm97FhooTL7OhcfVl2QnMJmhljGHx7H62Hygwr5ZDEKezwb/x\nPlSoxC82+GMUfrEhRseGMYaBTKqp4yBfqta7JIJkUwkShnrhxee/b9CYyFC2fcVmo4OFSlMmRcIY\nBrIpRluKDVE3glue28qJy84JPfexkKyMwjfeBli4+Q7omz2p7z9lzFoC7/wBPHY7rP44/N0r4dUf\nxbhnTfpRyvlhVixfEPi5tRt2T/JpRERE4vnV8/t5bleez7zlfIw6LEWkh0zrYkOx2nncALzxgXJD\nZkOcbgiARbP72LZ/jDNOGCSVMLEKG/6N93ChwsF6sSF4BMFXH6Moxg+IBK/4Mdq0jaIaOUZhjKEv\nnWzbRhE9RtE84tFqeKzCnEzzfxgHsynGKs0t9ZE3gk+tDz3zMeFWWbrur2D4efjdH3TtJ/FThjFw\n0Tvh9Kvgno/Av9/Ky/oXwYyPwonnd/t0IiIiPe3ra7YwI5fiupef1O2jiIg0mfaZDXEKAI2ZDaWK\nG6uzAbzchhcPFBgtOfRnkrGqzf2p8WLDoZidDQMtYY9xiw2D2VQ9T8Ja6xUbctH1p1w62RYQOT5G\nERAQWXs9vyDR6mChwkBLF8ZgLsVopUfn962Fn3+eGQeehOs+D6de3u0TTR0zToS33Q43/QsJtwT/\n+n544DNQDO5oERERme52jxRZvW4nb12xOPbfT0VEJsv0LjZU3fqKyii5dJKKC+WqS9mJt/oSvM6G\nkVKVlw4WYuU1gLf6Eryb8LhjFP74wkhDQGScM/ZnxzsbSlUXx7Udz9mXae9syBer3taMgO+lH0QZ\ntP7SWtsWEOlf07OZDU99B57+V3Ys+U248O3dPs3UdOY1rL/ks/Dym+C51fAv74Rn7/EKPSIiIlJ3\nx8PbqDiWt69a0u2jiIi0mbbFhqrjUnUtuVirL2sFgLEywASKDV4w5LO7RmLlNcB4ZsPwBIoNiYTx\nuhRqhYOxSjXWlo2BTKq+jcIvBgx1KjY0hGX6RooVcikT2LkxIxee2ZCvBWG2FhuGcu2ZDT1hyy/g\nl1+EU6/gpaU3dvs0U5qbzMGl/xne8vdersMDn/ZCJPPKThAREQHv77LfeGgrl58+j2XzB7t9HBGR\nNtO22FCqem36cTobsrXiwr5Rr9iQi1k4WDS7D4Ct+8cm0Nng3Xi/dLCA41pmBWxwCDKQTZIvVnFd\ny65DJRbMyMW4ZrxA4f9vx86GdDJwG0VfKnhEZHyMor3YcHCslvVwBJ0NrWs4j5mdT8F9n4T5Z8Br\n/gTMtP2/zuSas9TbUHH5B2H3evjuu5i156Fun0pERKTrfvLMbl4aLvIOdTWISI+atgGR9WLDBDob\n/vmhLUD8zobFtZWX1sbbRAHjnQ1b948BeJ0NY52vG8ymyJeq7B4pUa66LK4VOiLfK5tirNbZ4Hce\nDMYYo9h/qPkGf99omaFMcLGhL50kmTD18MpGwwWv2BA4RlG1WGsjcy427q9w7Tf2cNO8zoUVgCef\nfpZ8odT02OZdeVa8+uroCw+8AKv/BAbmwzX/C9J9wEis95SjwCTg7Ovh5IvgJ3/Gsqc+C5k9cM2n\nIdPf7dOJiIhMurVbDvAX9zzD7P40V73shG4fR0Qk0LT98Wyp6t1kxwmI9IsLt6/ZyiuXzeVVy+fF\neo+ZfWmGaj/Z73QT70snva0V2xqLDTH4xYZtB7zr/EJHlIFMsl5kqBcbOgREBo1R7BstMRhSbDDG\n1M/Wyu9sCCo2uDZ8g4XviV0VKi48V4jXOpgvlJi3aGnTr9FiucNFu+Huj0AiDb/xf7TisptmLoIb\nvuDlZTz6dfjK62Hfpm6fSkREZFKt3XKAm/9+DS/sHWWkWOWJ7QpSFpHeNG2LDcXatoM4WxsuWDyL\na5Zm+cF7L+Mbf7iKE2KMKPgW13IbgjY1hJnZl27obMjEumYwVys27J9AsSGbYswvNhTjdza0BkTu\ny5eZkQn/rTSYTXEoYBvFwYJ3o9+6jcIv0PjFiDCbDnhnfr54bH66nazk4Z6PQnkUrv20ty1BuiuR\n4qVlN8PbvwOHXoTbroSn/7XbpxIREZk0v9y0t96ha61lzeZ9XT6RiEiwaVxsiN/ZMJBN8eYz+7lg\n8awJv8/iOX2114i/jmhmX5oXDxTq/xyHHxC5bb933cmzYoxRZJKMlh1c18Yeo8ilm4sN1trIMQrw\nigdBYxRRmQ0wPmYRxi827Krk6uGdR02lwLInPwPDL8LV/xPmLT+6ry9HZvlV8J//A+aeDv/yDvjx\nn4IT3QkjIiIyFbywbxQAA6RTCVYtndvdA4mIhJi2xYb69oVcvJv5w7XoMDsbqq53Qz8zdkBkipGi\nN0ZxwoxsrI4NPwyyUHHiZzbU1oA6tfPlS1XKVZehbPhvpaFc8BhFaGZD7d9Jp2LDxv1VTh7yvs7H\ntx2MfO6EOFX4zrsYHH4WXvtxOOnCo/facvTMWgL/6V64+N3wi/8L/3QdqdKBbp9KRETkmLn3qR18\nZ+2LvO6sBXz46jP453evYsUpGvEUkd40jYsN3o3sUIeMgiPlBzUOxAyIhOZuhridDUPZ8TGKJTFG\nKAD6a4WF0VI1fmZD7esYLXvP35f3OgqiOhsGa4WQVgfHyvSlk6STE+9sqDiWLcNV3nRGH7mEc/SK\nDdbCXR+EZ+9i2/I/gKVXHp3XlWMjlYU3fhbe/A+w43HOfuSjsOOJbp9KRETkqHtu1wgfvOMJLlg8\niy++4yLe+5rlKjSISE+bxsUGv7Ph2BYb6p0NMQMiYbzAkEqY2EWKgfoYxVg9J6KTwaxfOHAYLVVJ\nmM6bNvzP+6sy94162x2GojIbcunQgMig1Z5xMhu2HnKounDGnBSnZsd4fNtBrD3CNZiuC3d9CB79\nJ3jVh9iz6Jojez2ZPOf/NvzhT3BSA/CjD8L6H3qFIxERkSlgeKzCLV97hIFsii+9Y0WsbWoiIt02\njYsNfmfDsR2j8IMaJ9TZULsBn9mXjlz92Ggwl6LqWl4aLrIobmdDZryzYaRYZSCb6vh+48UGL/Ni\nb4zOhqFcSGdDoRLYuRGns2HTfu9zy2anOC03xr7RMttrOReHxXXhRx+AR74Cl30AXvv/Hv5rSXcs\neBlPr/gLWHwxPPg5+NlfgRM9iiMiItLrHNfyx//yGC8eLPB3b7+IhTPjB5WLiHTTtC02HJqkzobT\nFwxyyxWotW0LAAAgAElEQVRLec1ZC2Jf49+Axx2hgOasBX90I+41o6Uqo6UqQzG6L+pjFLVOhf2j\nXrEhahvFUDZVL+40Gg7pbMimEqTM+LaKIBtr4ZBLZ6c4LecFJf36xcNc/eQ68K9/VOto+DBc9UmI\nWeSR3uKm+uEN/xMueAc886/eSExRK8FEROT49Vf/9iz3P7uH/3HdOaw8dU63jyMiElusYoMx5hpj\nzLPGmI3GmI8FfD5rjPmX2ucfMsacWnv8VGNMwRjzeO3Xl47u8Q/foWKFTCoRK0jxSCQThv/+Gy+r\nj1PE4RcZZhxusSF2Z4P3tY+VvYDIgRjFhlzrGEXeG6MY7JDZUKq6lGtrmnwHC2VmBaz2NMbQnzYc\niupsOFBlwUCCGdkEM5NV0knDrkPFjudvlbJluON34bHb4dUfg9f+qQoNx7tEEi55t9edsucZ+OH7\nvDWZIiIix5l7ntzBF366iRsvXszbL13S7eOIiExIx7tLY0wS+ALwemA78LAx5k5r7fqGp70LOGCt\nPd0YcyPwaeBttc9tstZecJTPfcRGilVmHOOuhsPlFxuCfuofprHYEDcg0r8mXwuI7BQOCeNjFH4G\nw958maFsqi3ksZHfPTJaqpJJjRcXxjMbSm3XDKRNZGbDpv1VTp/tva4xMHcgWy98xJUsHuBNB/8/\n2LcTrvk0rHrPhK6XHnf662BwPqz+U/jBe+GavwSOzXqwJ9euoZwP7qDIDM7kvBWrjsn7iojI1PXs\nzhE+9O0nuHDJLD51wzmxR2tFRHpFnM6GS4CN1trN1toy8C3ghpbn3AD8U+2fvwO8zvT4n4gjxeox\nz2s4XEcyRpFOGk6YEW+Wzw+tHCvXig0xOhsauyEA9o2WmTvY3p3QdLba97kxt8Fa62U2hBRU+tMm\nNLPBWsumA1WWzR4/79zBDPtGw8cuWmWGX2DxAx9kdnUP3PgNFRqmqoXnww1/C+k++NcPMHPPw8fk\nbcr5YVYsXxD4K6wIISIiEmZ4rMItX1cgpIgc3+IUG04GtjV8vL32WOBzrLVVYJjxHyGeZox5zBjz\ngDHmVUd43qNmpFg55nkNh+uwig21r+XkWX0kEzFDJWsBkbev2cr6lw7FGtto7WzYP1pi7mA2+n1q\nRYyR0njxoFjxxiqCxigABtKJ0M6GPWMuI2XLsjkNxYaBTH0NZydDW3/C4v/4EMY63DnrD+DMa2Nd\nJ8epWUvgN78Ic5ay7Kn/Aw/d1u0TiYiIhHJcy/u/9RgvHSzwpXdcFPuHSCIivSZOsSHozrV1p1zY\nc3YAS6y1FwIfBL5hjJnR9gbG3GKMecQY88iePXtiHOnIeWMUU6ezwc9biJvXANCfTZJJJli/4xBX\nn7OQD7/hzI7XtGc2lJk7EN3Z4I+r5Bs6G/yuhbCvMaqzYeN+73UaOxvmDGTZN1qKXH9p3AoLHv9b\nFj76VxRnLWfrlZ9nX/qkyLPLFNE3G677HMPzVsA9H4HVH/c2kIiIiPSYz/74WR54bg+fuv5cVpyi\nQEgROX7F+dH+dmBxw8eLgJdCnrPdGJMCZgL7rXfnVwKw1q41xmwCzgAeabzYWnsbcBvAypUrw+8W\nj6JDhQoLhqJ/It8ts2s373M63MQ38jdJTCSIMp1McMd7XsG8wUzs63LpBIbmzIYLl8wCwrsK/K4L\n/xoY3zQxqz8NtVzHjU8+jDPmtZw7hwrsL8xm7QOrAXh+4zOsWO5t9Hj+4PgmCt+8wQwVx3pFpKAC\nxoEtnPvM5xgc287+5W9l38ve6QUJyvSRyrHp3A+zYuyn8Mu/heFt8Ftf9kYsREREesDdT+7gi/dv\n4qZLlnCzAiFF5DgXp9jwMLDcGHMa8CJwI3Bzy3PuBH4P+CXwVuAn1lprjJmPV3RwjDFLgeXA5qN2\n+iPgZTb05hjFvMEsf/+7K7l0afxq9oy+NH3pJGctHJrQe12weNaEnm+MYV5/go2787iu9cYoBrJA\nPvSa+hhFQ2eDPyIxqy9dv9IZG+bly7yCwi937eDhrXD+0vmkk4YNT43Xp3bmHRIGThgYLxb4oxz7\nRsvNxQbrwlPfg4e+RNakeWnVJxhdeMmEvmaZQkwCrv00zD7F624Y2Qk3fhMGjk1wpIiISFzP7hzh\nw99+gouWzOKT15/d7eOIiByxjnfb1tqqMeZ9wGogCXzVWrvOGHMr8Ii19k7gK8DXjTEbgf14BQmA\nK4BbjTFVwAHeY63dfyy+kInyMht6c4wC4PVnnzCh5+fSSf7tg1dMylzfaTOTPL7tIAcLFVzrhTNS\nDX++/30eKbUXG2b2pwPLFIMpr8HlUMllbn9zB8KOvMOC/gSphmwKf5Rj32iJ0+YN1N5kK6c/8Zdw\n4AlYvIon5ryJmQt7bjGKTDZj4BXvhRknw/duga+8Ht7xnW6fSkREprGDY2X+8GuPMKhASBGZQmL9\naN9aezdwd8tjn2j45yLw2wHXfRf47hGe8ahzXMto2enZzobDNZERiiNx2qwUv9pR4Okdh4BaV8HB\n8OcPBWY2+GMUGV4MuGagVmwYLlnmtnxZO/MOCweb/yNcLzbky+A6LNn+Q3jw6wy6Vbj8v8LLrqfy\n2JMT+TJlqjvnN2HoRPjmjfAPVzFw1n8FFnT7VCIiMs04ruWPvvkYO4YLfOuWV7BAgZAiMkXECYic\ncvyb3l7ubOhlp870igf//vRugI4BkdmU14UwUhwPfGwcowgykPLC+w4W20P8duRdTmwpNvg5F8m9\nz7DsR2/hrA1fgiWrWH/xZ+HsG7yfZou0WnIpvPs+yM7gjMc/Bc//rNsnEhGRaeZ/r36Wn23Yy603\nnMuKU2Z3+zgiIkfNtCw2HKrd9M6YYp0Nk2XxjCSphOEnz+wCamMUEYwxzBnIsGekVH/sYKFCOmno\nzwS3CQ7WOxuaiw3WWnbkHRYONV+XocLHct/njzb8JzLDz/Pkyz4C7/gu5T79pFo6mLsM3n0fY4On\nwr99An79bYjYaiIiInI0rN1ygL97vMiXHtjEzZcu4aZLFAgpIlPLtLzb9osN6mw4PJmk4WUnzuDJ\nF73NEXMHsmztcM0pc/vZsn+s/vH+fJlZ/RlMSMdBfYyipbNhpGwZq9imzob5le2c/v1rOZeN/Efu\nSua95XPseGkn5wW8trWW+7dWWbEwyYxs/Frbk08/S74wXix5cst+qoMLuHTFhbFfQ3rYwDyeu+AT\nXLT1NljzBdi9Hq74MGQGun0yERGZgh55YT83/f0aKo7FGLjh5VrFLSJTz7TsbPC3Iqiz4fC9fPFM\nwJtOmN3fuWhzytwBtuwbrX/8/L5RTpkTnjExWBujGC41/4R5Z94B8DIbXAce/To3HPwKicoYfzn7\nVj6R/ABOX/hmgSd2O/zFLwu898ejbDrgdDy3L18oMW/R0vqvOQuXMJwvxL5eep9NZuH1n4JLboHn\nH4Dv/SHs3dDtY4mIyBSzZvM+3vuNR6k43t9xEsAjWw5091AiIsfAtC42qLPh8F2w2JspnN2fIZXs\n/NvolDn97DpUoljxbvA37xkd3xoRYCBkjGJHrdiwJLkf7voQPPIVns+ezYY3r2br3MvZN1qOPMcz\n+7zryw788X2jbCsphEkamARccDNc93lwyvCD/wLrf6ixChEROWLP7x3llq89wo23raHqWNJJQwJI\npxKsWqoVzCIy9UzLH+2P1McopuWXf1RcUOtsmNMhHNJ3Sq2wsHX/GAtn5tibL7F0/mDo81MJGEib\ntoDIXXmX1yce4byf/T24Fbjio/z7+j5ekZ3J3IFhRopVStXwjoVn9jucNJjgc6/r5w/uyrNudEas\n88s0s/A8eMs/wE//Eh78HKcteAWseiXk9PtFREQm5uBYmc//+wa+/sstZFMJPnL1mbzr8tNY99Ih\nvnnfw9x01cUKhhSRKWla3m2PdzZMyy//qFg6b5ChbKrjJgqfPzLxwt5RxspeMWDp/P+/vfuOj6s6\nEz7+e6ZpRhp1q1mSe+8VTDE2hBbe0JbQEnghIUtCloTAbspm8yaEZHfT302WNAK8hIQEEnoICxhi\nY3BsY8u23Its2ZZsFcuqozaamfP+ca9ldY1tWYM1z/fzuZ+5c++5d84cX2vOfe4pA/eHz0p0UNXc\nJXAQamfq7ke5xfM6keTJ8JH/A2ljYNcqwBo7AqB2gNYNe46HmZvtIsPnYGK6k6qGhKjyr+KQNw2u\n/k8ofpb0DY/DY8vgpicgf0Gsc6aUUuocEAxFeHrtQX72zj4C7SFuXTyGB6+YTHay1apy4dh0miZ6\nNNCglBqx4vJuu7FVB4g8Uw6H8KmLx5M1yEwUJ4zNtIINh2tbCLRbwZ6JgwQbClNdlDVYwYaUUA28\n9Dnm1pXyDNfwyRu+BM7un31iVozjgSB9NUasbXdQ02qYmml1+5iQ5mB3TQKRiMHh0KkxVR/sbhV7\nOgqYtv/X8PjlsPQhuOQr4Iru2ldKKRVfjDG8sb2S772xm0PHW7hkShb/ds10puYmxzprSik1rOIy\n2NDUHsLrduBxxeWQFUPmoSumRJ02LdFDqs/NwePN1Ld04HQIYzIGDjaMSXXyWlU77HyFK+ueBl8y\nP077Bqsic/mks/eNXqbfaqVwvDlIZh8zau5vsi73qRnWzglpTjqMg8O1LYwbYPwIpZrTpsF9f4c3\n/hVW/xD2vAE3/tLqbqGUUkrZisvq+e5fd7LhYB1Tcvw89anFLJ+q03ArpeJTfAYb2jq0VUMMjM1M\n5NDxFmq9QQrTfYMGe6YktfKDyE/g/Y0cc48j76Yfs+KlMIWpfUQSoLNLx/FAO6T23l8ScOFywKR0\n6/iJadbrropGDTaowfnSrADD9GvhLw/AY5fCsq/CxQ+e9im3Fa0jGGjod7/Hn8rshUtO+/xKKaXO\nvqJDdby1s5JdRxtZva+GUX4P/3HjbG5ZVBDVINpKKTVSxWWwobEtpOM1xMDYzCS2ltfjczsHHBwS\nIKVpH7ccfASno46KmffyblUqtyVmUhGo4Lz8vpuvJ3qceN0Oa0aKPoIN+5tcTEhz4HFaXSbGpToQ\nDLsqGvno7Lwz/n4qTky7BsYsgdf/BVZ+F/b8FW/BncCpP7kKBhpYOLn/44r2VZ9BRpVSSp1tr2+t\n4AvPbiYcsWYtumlBPg9fN1MfaimlFHE89aX+CAy/sRmJlNe1UlrTzIT+WhJEwmTs+j0z9jyKw5XA\nPwS/zebsG0GElo4IDe2GXH/fLRtEhKxkL1WNbb32hSOGAwFXZxcKgASXkOEKsrOiaUi+n4ojiRnw\n8Sfh5qeg/jDTN3wFNj8DkVCsc6aUUuosOx5o5+m1B/mHX6zh83/Y1BlocAhMyPJrHVMppWxx+Xi/\nqa2DFG3ZcFaUbNtAuMVqFl5beZgiTt7IO5sSCEcM4Yjps2VDUnsVBe99H1/dHqozz8d71TfZ/mQD\nhxtDpAGVAWsazLx+gg0ABWk+Dte2AN5u2w/UhWgNO5jWYzCHHE87uyoaT/Pbqrg380YYexENv72T\n9A2/gdJ3ra4VmRNjnTOllFJDqDUY5q2dlbyy5Sir9x4jFDFMy03mjvPH8ueiMkLhCG6XgyUT+hqi\nWiml4lNc3nE3tnYwOtUX62yMSOGWBuZOtJqF1yQEujUR31lb1bnebdpLY8jY9Tum7/s24nJTsejL\nHKSQC/xJpHubONwQtoMN1swU/bVsACjMSGR96XFCke5TWm6psmYg6dqyASDb3c7O+lYaWjpITdQn\nEeo0+LM5MOshFjp3wpqfwkufhfl3wLxPglOvKaWUOleFwhHW7D/OK5uP8MaOSlqCYfJSvdyzdDw3\nzMtnel4KADcuyGfdgeMsmZCp01gqpVQXcRlsaNIxG2IiN/HkemewobGCBVu/yajajVT5Z9Jy0ZcJ\n+UZB+QHAmpGirCHMHKDCDjYM1LKhMN1HxEB1c6Tb9u3VHXidEQpTuvccynG3A7CrsjGqpxF1bRGS\nPTpNpurDhOUweh78/VEoegpK34NlXwG04qmUUucKYwxbyxt4afMRXttaQU2gnWSvi+vmjuaG+fmc\nNy6j13TZC8ema5BBKaX6EJd33BpsiI30BPC6HbgdDrL8CbDjJXjtQdLbWzhy4XdY25jHXN+obscU\npjjZVt0BKdG1bChItyIaFc3hbtu3VQcZlxTGId0rCNkeO9hQMXCw4VDAyS/WtPB+WYhPzPAwXyev\nUH3xpsFl34AJl8L7P4GX72N04XVw4TJwewc/Ximl1LDrCEf4S/FRni8qp7SmmYqGNjxOB5dNy+aG\n+aNZPjUbr7v/uodSSqm+xd0dd0c4QmtHWAfviQERYVxmIqMcAeTFe2Hbn2D0AtYW3kfqjKtg/du9\njhmT6uKN/W2Ek2HnsQ6ykxx4Xf23LMhPs7rHnAhMAIQihp01IS7N7j14n98RJjPJw86j/Y/bcLA+\nxL8Vp5HgCpGTJLx9sIN5M07lm6u4M+4iyJsDa39B3t6X4de74PqfQ+HiWOdMKaXiVjhiOFzbwt6q\nJvZWNrG3OsDeyiZKjjURthtEOgTuWzaBzy2bpN0rlVLqDMVdsCHQZt1wasuGGDCGn84oYcKm78KO\nBlj+dVj6EC3vb+hrpkoAxqQ4CUWgqsPLioo2bp85cJMCn8fJKH8ClV26UeyvC9EWMoz39w42iMDM\n/FS2HWno95xv7m8jbIRfXeVna3WIH33QRlmzkJrVd/r1RZsp3r6TYFNl5za/L4HZ06cOmHc1wiQk\nw/Kvss87n8kHn4Ynr4TzPwfLvwbe/q54pZRSp6voUB3rDhzn/PEZ5KR4raBCVcB+baKkOkB76GT9\noCDdx5ScZFIT3WworcUAAvi9bg00KKXUEIi7O+4mO9iQoi0bhldDOZO2/pDU2mLIXwjX/gxyZw16\n2JhU6xJd3ZRNMAw3Tht8YM/CdB8VDSdnwdhWbQ0O2VewAWBeQSqPrjxGSzBEoqf3f4m3S9sYmxQi\nz+/A73Hj2thGcZ2TWeP6/vyGQCsZuWMYVXBycMwaewwKFX8aM+fBNffB2w/Dul/Ctufh8odh7u0x\nzplSI4eIXA38FHACjxtjvtdjfwLwNLAQOA7caow5ONz5VIM7ETDoOthiJGJoag/R2NpBQz9LSXWA\nd3ZVYc9C2U1eqpfJOclcMCGTKbnJTMlJZnK2n6QEV+dnfvLxdXSEdEYJpZQaSnEXbGhss248tWXD\nMGlvgk2/gx0v4hcXfPSHsPgecETX97Ew1UpX3JLOhDQnc3MGDxIVZiSy42g9EbvGsb26g0S3MNoX\n7jP9nII0IgZ2HG1k8biMbvtqW8MUVQS5oSAIQLJHWJjrorjG8AnTR41Gqb54U+BjP4EFd8LrX4FX\nPg8bHseffS2Q3e9h+/fu7nefx5/K7IVLzkJmlTq3iIgT+DlwBVAObBCRV40xO7skuweoM8ZMEpHb\ngO8Dtw5nPvu6iT4XjzXGEDEQikQIRwyhiCEctl8jhlAkQnFZPa/saueYv4zxo5Jo7QjT1mF1Y20L\nhmkLhWkNdtlmL0frW3m/pIaIsVoe5iQn0BaK0Nja0WcQ4QS3U3A7HZ1pBLhiRg6fXTaBSdnJpPoG\nrjssHJvOM59ZojNKKKXUEIu7O+6TwQZt2dCfbUXrCAasbgUHt++ksaai2/662lpYduGA55BwO7lV\nq2DbN6yAw9SPsj3zeuaef9sp5SXP78TlgFBEuHFaIiKDzwRRkO4jGIaKxjbr+1QHmTHKjaOfQ+cU\nWk3ai8vqewUbVh5sJ2JgQUawc9uyQhfrj4Yobeg7eKFUv0bPh3vegq3PwTuPMPXot6HmdTjvH2HU\nlF7JI8Hu08d2VbSv+mznVqlzxXlAiTHmAICIPAtcD3QNNlwPPGyvPw88KiJizPBEjYsO1XHrr9cS\nihgcAgvGpJPic2OMwQDGYL8ae91+NdDYFmRXRRMRY40nMDU3uXcdpp9v0dTWwe6qJox98z5xVBJe\nj5NwxGotEDGGsDH2ujWmQcRYS1tHhIbWjs5zuZ2CMdY4SNF669DWQdN4nA68bgdet5NgONIZMDAG\n0pM8LB6XQarPTarPTYr9mupzk5Z4ct3ndrLpcH231gmfXTbxlIIGOqOEUkoNvbgLNjTpmA2DCgYa\nOm9wgk2V3boDAKysPNzvsc5IO2klL5G+7wVc7fUwegEsuQ9GTSZ0GjdHLoeQn+zkUEOYG6LoQgEn\nZ6QoqQ7gM4adx8LcOjOx3/TZyV5Gp3opLu89bsM7pW1kJzm6dcG4IN+NU1opqgj2Sq/UoERg7m0w\n43rKnv0yheWvwIv3wriLYf4dkDUt1jlU6lyTD5R1eV8OnN9fGmNMSEQagEygpmsiEbkXuBcgJyeH\nVatW9fqwQCDQ5/aBvLY/2HmTHjFQUllPaoIgWE/hETrXT8TUT6zXtprOG/CIgZr6AMbXO3reVzy9\nptUKWljfGwLNLSThwC1W4EIEHA5wuOx1pHN7WWOEhtaT5xqfIkxJd+K0j3XaxzpFTr4X2F4Tpqgq\n3Dn+wcX5LpYWuPA4wOMUPE771QEeJ91miSqpC/ODDR2EIuBywE1jOpiUav8ThYGAtbQBlfbS1b8s\n8LC7Nsy0DCdNpcWsKo3yHyiGTud6ildaVtHRcoqOllN0zrSc4u6O+0id9cuZk6LT0A2lhPbj5Gz8\nEVN2P0lCOEBL1lz2ZNzJzGU3nfG55+V68LZXUpgyOqr0BelWUGJ/dYCMALSGDLOz3dDa/zFzC9Mo\nLqvvtq0jbHj3UDvXTfV1axXh9wiTUyIUV3cQjZrWCF3Go1LK4vZRPeZaCpfeao3jsO15OPg+FCyG\neZ+AvHmxzqFS54q+7rN7Pn6PJg3GmMeAxwAWLVpkli9f3uugVatW0df2gSSPr+O1gyefuj/x6SVR\nP0XvOZ7Ar+4+/WN/ftfpH/uft0V37Injgh0RPG4HX7ruvKg/czkwf8Hpd/tYfkqpPxxO53qKV1pW\n0dFyio6WU3TOtJziLtiw42gjWckJZCUnxDor575IBA6tgaKnWLrjJcREqEieS3jeJ2jLnEHjEA2K\n+F9XpvHHl9YC06NKn+Zzk+gWdlU0kths1SVnZ7s5fqj/Y+YUpPE/2yupaw6SnuQBYHutobnDcPl4\nL9R1Tz89NcJLhyOU1jQzflT/M2SsKA3ykw1tzEtL5uKFJqpuICrOePyw8G6YfTPsfAW2/gleexDS\nxzOxYzJ0XAru6Fr1KBWnyoHCLu8LgKP9pCkXEReQCtQOT/bObEyAc+3YE8f98e0N3H754lMOGGh3\nBqWUGjniMNjQwMzRKbHOxjktOVwL7/4ANv8e6g9BQgpl+dfSduFDbNtVwtzM/ge8Ox1iN9E8lfR5\nSQ7+XFQOQGqCMDHdNWCwYe6JcRvK61k+1cr/O+WGNK9wUWECm3sEG6alReAw/G13NfdcPL7X+YyB\n325r4/c7gmQnChtrE3h5Tys3Tuu/O4eKc54kq0XDrJug5B3Y8SKLA2/BM3+HqdfAzBsgytY9SsWZ\nDcBkERkPHAFuAz7RI82rwF3AWuDjwN+Ga7yGE87kJvpcO3bh2HSaJno0aKCUUnEuroIN7aEwJdUB\nPjJ9aG+G44Gn8TD+o2tIqljL5IYDsBIYfwlc9g2Y9jH2rN1CXso4oCTGObVcP8VHhz+XhNoD3Lwg\nC+cg0YrZ+amIwNbyBpZPzaYm0M6GKsNdc5Pwunofm5lgyEtysLKfYMO+Rge/3xvkyvFuHljk5aE3\na/nWuw1cWKAtatQgXAkw7RqY+lHe/vNvuDyjArY/D9v+DGOWwPRrofC8WOdSqQ8NewyG+4E3saa+\nfNIYs0NEHgE2GmNeBZ4AficiJVgtGk5ttGKllFJKnbK4CjbsrQwQihhm5KXGOisffsZAzV4Ky18j\ne/dOPAGrlUBrxnTWJl3JBf/4Y0gbE+NM9m9appsrl02l6N2D5PgHn2Yz2etmYpafokNWE4YXisoJ\nGbh9Vv8tEWZnu1lZepzm9lDnXN0n/K3CSYZXeGCRF49T+OzkJr5enMkj7zXw6Un952N3SQnBpu5D\nXvl9CcyePnXQ76BGGBFq3AVw+b3QfAx2vgq7X4PDayExk9GjlsKsSZA5MdY5VSrmjDGvA6/32PbN\nLuttwM3DnS+llFIqnsVVsGHHUWu2gXjpRrGtaB0Ht6/vNXVlbeVhtvkdzF64pPsBbQ2wfyVjd/0/\nWL8NWo6Tj9A6ajb1Ez5GIO8Cwr5Mtq3ZyAUf4kDD6frItGx+vfoAP19ZwgtF5UxLh0kZ/U+ROjvL\nzVul7bxfUsNVM3M7t5fWhyhpcnLvPA8ep9UqIs8X4Z55SfxiY4CP5vUf/GhuCzKqYEK3bTVDNPaF\nOoclZcHie2DhXVawYffr5B5+Bf77ZRi3FObfCTOu07EdlFJKKaXUh0acBRsa8Se4GJMRH/3mg4EG\nZo/N6DV1ZU1CgGCgASJhqNwGB1bBvhVQtg4iIdJciTDmfCg8j431KaSNnxubLzDMvnzVVKoa2/jh\nm3sAuH+2Y8D0E9NdJCe4WLm7uluw4X8OtOFzGv7XRE+39HfNTeI3mwK8djDCxwY4bzBseH53kIIU\nB0sL4uq/qBqMw2UFF8YtZdv23czxHoHNv4OX7oW//rPVxWLOzTB+GTgGb9GjlFJKKaXU2RJXdzI7\nKxqZkZeC41RGGxxBJBwkoW4v+RXvk3qgDNbcA8Ema2fubLjwizD5SooP1LFwah4AoU1bY5jj4eVy\nOvjxLfPwe12sKTnOhXltA6d3CMumZvHXrRXct3wiYzOT2FJWz5aqDi4fHSbR3f06y05ycv00H6/u\nae0260VXxzo8fGFFMwfqrbkyF+c5uSN/4KCHik8dCRlwye1w8UNw6H3Y+pzV1aL4D3R40mjImEfD\nqEU0ps8h4jo51a/Hn9q7VZNSSimllFJDLG6CDeGIYVdFI7csKhw88UgQasfXVEpqTTGZtSvw1u8n\noX4vjkgIgNakQusJ6NiLrCUl7+SxB9+MUaZjz+kQvnvDbIwxbFr91qDpv3r1NFbvPcZ9v9/ED2+e\nwwOG5vQAABKVSURBVKef2kCmz8HSnFCf6T8z38+fd7byzPpD3H/Z5G77isvqeapqDIkew7eX+qhu\nNjy5tY2Hj6dywdww2Un6pFr1weGwBmsdfwlc82PY9yZNq37FqNoNjKpcBQ43ZE2BnFmQO4ttNRkQ\nOc86rg/bitZZLZ/6oIEKpZRSSikVrbgJNhw83kxLMHzOjdcw0LgLRTSR4PMxa1wWHN8PtfuhejdU\nboVju5lhBxYizgTaU8fTMOFaWjNncaQ9EUf6RBYuuyoWX+mcIBJd65fCjET+67Z5fPqpjVz36BrS\nE908sNiPr7Wlz/RTM93MHyU8tvoAV8/KZVJ2MgBH6lv5zNMbSXSE+dXVKYzyWTeCs7OcPLAiwH2v\n1/KHG0cNmJdNew5QW1uF3919Nje/LwFcOv1YXHB7Ycb1lB7zkjExAyq2Qtl6qNoO21+Erc8xG2Dj\nV6wARMYESM6D5NzOV6nex8IZU8Ddu7tZ0b7qYf9KSimllFLq3BRVsEFErgZ+ijWl1OPGmO/12J8A\nPA0sBI4DtxpjDtr7/hW4BwgDXzTGxOSx+Y6jjQDMHH1uzUQRDDQwt9BPTno7nsBR3IEjeJqPQtsB\nUj+oxzQfA7rcXPpzrC4Rk6/kQF2EBvHjn7gY5ORT8VD5AXo34Fen67JpOfzzFVN4et0hnvrUYo7s\n20Fja//pPzPTwbeKnPzvJz7ghc9fSFVjO197YSttwTC3ZR1hlC+zM+3EdCefndzEz/ak8PWV9dwy\npve08MVl9Ty5ppS/HCgkckBI9woLclzcPTuBXL+DmvIDeJLPxjdXH2oOF+QvsBaAUDvU7OXQ7q2M\nTXfCsd1wdDM0vg6hkxfsLID1WMGGxExrSRoFiRlkN3thW9PJ4IQ/BxL8sfh2SimllFLqQ27QYIOI\nOIGfA1cA5cAGEXnVGLOzS7J7gDpjzCQRuQ34PnCriMzAmst6JjAaeFtEphhjwkP9RQaz42gDbqcw\nKftDUjE2BkewCWd7Hc72elxt9Tjb6/Ec3gyvvwyNR6ChjDk1B3B3NHU7NOz20+LJhLw5VITSGb3g\nKsicABkTwZfWma7u3TcJNlXiF21+f7Z94SOT+adLJ+FwCEf2DZw2N1F46lOLue2xdSz7wSqC4Qhe\nt4PH7lzE7hU7e6W/ICuIpPr56QcBtlfA43NbyEpOYP+xAP93xT7e3lVFcoKLhf565k/KpbQ+wuqy\nDlaXdXDTVA/LkoXsHudcX7SZ6voWDjeGObj/EOsOHSfX7+LaxZM6Z9BQI4wrAXJnU9OUw9iurZqM\ngfZGaKqEpgpKN6xgfHI7tNRCcw20HIeqHdBynMJwEPY/3f28Hj/4c2jGR7srmQ5POh2eNGtJSKfD\nk07Ik4IzNY9Z510yvN9ZKaWUUkrFTDQtG84DSowxBwBE5FngeqDrXdH1wMP2+vPAo2K1Q78eeNYY\n0w6UikiJfb61Q5P96H36ovEsm5yFxzXIYHvhEM5QC66WY0i4DUeoFQm3kVa/C0paIdQGHdZr4ZGd\npDWvQcJtNFQcQNoDFDTXUrMrCUckiCMcxBEJIpEOQm0BvE7s7W1c3tGEg95PqQEoS4bUAkgtoF6y\naCUBT940gkmj6fCPJuJJpqb8ABcsmEPFvmpGz9HuEB8GpzLw6Kz8VB6/axFPrz3IpVOzuWpWLile\nN7tX9J3+wSUpTMxw89UVdSz9wcrO7cleF1++aip3XTiOPzz+31w6bSwAn5qTwBPF7Ty3K8gLksGS\n3DALO/biT3Cxt6qJ93dXUtkcIWIA8qHGOt+/bapkfq6bxaM9zM/1kOt30hByc7A+RFMwQmO7obE9\nQpP9WlYTodRfTmaSh4wuS6LnZIDLGEPEQCgCYWOs1wg0Bg2twTBetyPqbisfBsYYGttCNLZ2UDgS\nZrYRAW+qtWRNpbasnfGTe4anAGPYsquUeXNmQlMFBKrs12poqiRSvouMcBnUFUNH392IeMt78rP6\nWjxJVosKt+/kq8vX/b3bC06P1VrL4bRacIijy7r92s+YFEoppZRSanhEE2zIB8q6vC8Hzu8vjTEm\nJCINQKa9fV2PY/NPO7enY/WPYNPT5JgIOSZiTfdoImDs10jk5PtwECIhPtLfuTZ3fzu9y3o2Dowr\ngTAuPIFE6ymiMwE8HnAmcqQ1SHpOgbXN7aW8rp2EUYWE3cnsrw2TO3sZ4YR0yqvruOwjV3Se97Dd\nOmFUwYShLhkVY0smZLJkQubgCW3XTfHhbG2kxD0Rl1NI9bn52Jw80hJ7d4rJSnTwtQt83DHTwzOb\navjguI/33raaXKQnuslPcnDJ9HwmZyfTWLqZyfkZlJRV0ODNY+PRII9uCNiBCICZ/OfTA/TV313c\na5PH5YBIhMibRwlFBvhS77yBAB6nkOxz47CDDh3BEJ7VlZ3JuoYiOsIRPH9/p9d2EaG9LUTC+1Vd\ntnXZD7R3hElY/7de2TAGgm0hPGuqum07IRgK41lrHVffEqQ5GGZiVhLv/PPyAb7cCCNC2O2H7GnW\n0sPed99k4YkgRUer1SKipRZaa6G1jiNHq8jPy4a2hpNLSy3UlhIK1ODoCOAY8kZvYl8E0bw6uqyf\n6rE9X+3jHU744uZeuVJKKaWUigdiTD9P108kELkZuMoY8xn7/Z3AecaYL3RJs8NOU26/34/VguER\nYK0x5vf29ieA140xL/T4jHuBe+23U4E9Q/DdAEbR+cxWoeXRlZZFd1oe3Wl5nKRl0V2sy2OsMSYr\nhp8fN0TkGHCoj12xvgbOFVpO0dFyip6WVXS0nKKj5RSd/sopqvpINC0byoGu80UWAEf7SVMuIi4g\nFaiN8liMMY8Bj0WRl1MiIhuNMYuG+rznKi2Pk7QsutPy6E7L4yQti+60POJHf5UovQaio+UUHS2n\n6GlZRUfLKTpaTtE503KKplPrBmCyiIwXEQ/WgI+v9kjzKnCXvf5x4G/GajLxKnCbiCSIyHhgMvDB\n6WZWKaWUUkoppZRSH36Dtmywx2C4H3gTa+rLJ40xO0TkEWCjMeZV4Angd/YAkLVYAQnsdH/CGkwy\nBPxTLGaiUEoppZRSSiml1PCJphsFxpjXgdd7bPtml/U24OZ+jv134N/PII9nYsi7ZpzjtDxO0rLo\nTsujOy2Pk7QsutPyUHoNREfLKTpaTtHTsoqOllN0tJyic0blNOgAkUoppZRSSimllFKnQiciV0op\npZRSSiml1JAascEGEblaRPaISImIfC3W+YklETkoIttEZIuIbIx1foabiDwpItUisr3LtgwRWSEi\n++zX9FjmcTj1Ux4Pi8gR+xrZIiLXxDKPw0VECkVkpYjsEpEdIvKAvT3uro8ByiJerw2viHwgIsV2\neXzb3j5eRNbb18Zz9sDJKk5o3SI68V7v6I/WR6Kj9ZToaB0mOlq/ic7ZqveMyG4UIuIE9gJXYE2/\nuQG43RizM6YZixEROQgsMsbE5VyyInIJEACeNsbMsrf9AKg1xnzPrjCmG2O+Gst8Dpd+yuNhIGCM\n+VEs8zbcRCQPyDPGbBKRZKAIuAG4mzi7PgYoi1uIz2tDgCRjTEBE3MD7wAPAQ8CLxphnReRXQLEx\n5pexzKsaHlq3iF681zv6o/WR6Gg9JTpah4mO1m+ic7bqPSO1ZcN5QIkx5oAxJgg8C1wf4zypGDHG\nrMaaJaWr64Hf2uu/xfqjExf6KY+4ZIypMMZsstebgF1APnF4fQxQFnHJWAL2W7e9GOAy4Hl7e1xc\nG6qT1i3UGdH6SHS0nhIdrcNER+s30Tlb9Z6RGmzIB8q6vC8nvi8qA7wlIkUicm+sM/MhkWOMqQDr\njxCQHeP8fBjcLyJb7eaLcdfkTkTGAfOB9cT59dGjLCBOrw0RcYrIFqAaWAHsB+qNMSE7Sbz/tsQb\nrVtET+sd0Yvr35tTFJe/RdHQOkx0tH4zsLNR7xmpwQbpY9vI6y8SvYuMMQuAjwL/ZDdPU6qrXwIT\ngXlABfDj2GZneImIH3gB+JIxpjHW+YmlPsoibq8NY0zYGDMPKMB6qj29r2TDmysVQ1q3iJ7WO9RQ\ni9vfosFoHSY6Wr8Z3Nmo94zUYEM5UNjlfQFwNEZ5iTljzFH7tRp4CeviiXdVdh+uE325qmOcn5gy\nxlTZf2AiwG+Io2vE7pf2AvCMMeZFe3NcXh99lUU8XxsnGGPqgVXAEiBNRFz2rrj+bYlDWreIktY7\nTklc/t6cKv0t6pvWYaKj9ZtTM5T1npEabNgATLZHz/QAtwGvxjhPMSEiSfZgKIhIEnAlsH3go+LC\nq8Bd9vpdwCsxzEvMnfhRst1InFwj9mA4TwC7jDE/6bIr7q6P/soijq+NLBFJs9d9wOVY/TxXAh+3\nk8XFtaE6ad0iClrvOGVx93tzOuL1t2ggWoeJjtZvonO26j0jcjYKAHv6kv8CnMCTxph/j3GWYkJE\nJmA9VQBwAX+It7IQkT8Cy4FRQBXwLeBl4E/AGOAwcLMxJi4GI+qnPJZjNSMzwEHgsyf6+41kInIx\n8B6wDYjYm7+O1Zcvrq6PAcriduLz2piDNRCSEysw/ydjzCP239RngQxgM3CHMaY9djlVw0nrFoPT\nekf/tD4SHa2nREfrMNHR+k10zla9Z8QGG5RSSimllFJKKRUbI7UbhVJKKaWUUkoppWJEgw1KKaWU\nUkoppZQaUhpsUEoppZRSSiml1JDSYINSSimllFJKKaWGlAYblFJKKaWUUkopNaQ02KCUUkoppZRS\nSqkhpcEGpc4yEUkTkc8PkmaciHwiinONE5HtQ5e74Scii0TkZwPsHy0iz9vr8+x57U/1M1aJyKIz\nyadSSik1kmh9pDutjyh19mmwQamzLw0Y8McdGAcM+uM+EhhjNhpjvjjA/qPGmI/bb+cBp/zjrpRS\nSqletD7ShdZHlDr7NNig1Nn3PWCiiGwRkR/ay3YR2SYit3ZJs9RO86D9xOA9EdlkLxdG80EicreI\nvCIib4jIHhH5Vpd9L4tIkYjsEJF7u2y/R0T22tH334jIo/b2LBF5QUQ22MtF9vZldj63iMhmEUnu\nJy/PdX0KICJPichNIrJcRF7r71wnnpaIiAd4BLjV3n+riCSJyJN2fjaLyPX2eXwi8qyIbBWR5wBf\n9P88SimlVFzQ+ghaH1FqWBljdNFFl7O4YD0l2G6v3wSsAJxADnAYyAOWA691OSYR8Nrrk4GNPc/V\nz2fdDVQAmVg/cNuBRfa+DPv1xPZMYDRwEMgA3MB7wKN2uj8AF9vrY4Bd9vpfgIvsdT/g6icvNwK/\ntdc9QJn92Z3fta9z9Sivu0/kx37/H8Ad9noasBdIAh4CnrS3zwFCJ763Lrrooosuuuii9RF7Xesj\nuugyjIsLpdRwuhj4ozEmDFSJyLvAYqCxRzo38KiIzAPCwJRT+IwVxpjjACLyov2ZG4EvisiNdppC\nrEpDLvCuMabWTv/nLp91OTBDRE6cN8V+arAG+ImIPAO8aIwp7ycf/wP8TEQSgKuB1caY1i7no69z\n9djf05XAdSLyL/Z7L1bF4xLgZwDGmK0isnWgkyillFJxTusjWh9R6qzTYINSw2vAX64uHgSqgLlY\n3Z3aTuEzTM/3IrIc68f6AmNMi4iswvphHCg/Djt9a4/t3xORv2L1XVwnIpcbY3b3yoQxbfbnXAXc\nCvyxjzS9zsXA31WAm4wxe7pttCoEPb+3Ukoppfqm9ZHuabQ+otRZoGM2KHX2NQEn+hGuxurz5xSR\nLKwI+Ac90gCkAhXGmAhwJ1Yzx2hdISIZIuIDbsCK1qcCdfYP+zRgiZ32A2CZiKSLiAurWeUJbwH3\nn3hjP9VARCYaY7YZY76P9YRi2gB5eRb4FLAUeLPnzijO1bNc3gS+IPavuYjMt7evBj5pb5uF1XRR\nKaWUUidpfUTrI0oNKw02KHWW2U0I14g1RdQFwFagGPgb8BVjTKW9LSQixSLyIPAL4C4RWYfVjLD5\nFD7yfeB3wBbgBWPMRuANwGU35/sOsM7O2xGsfofrgbeBnUCDfZ4vAovsQY52Ap+zt3/JHjCpGGjF\nap7Yn7ewKjBvG2OCfewf7FwrsZpObhFr8KrvYDXp3GqX53fsdL8E/Pb3+wpWpUUppZRSNq2PaH1E\nqeEmxmhLH6VGChG5G2sgovsHS9vlGL8xJmA/SXgJa2Cjl85WHpVSSik1sml9RCkF2rJBKQUPi8gW\nrBGhS4GXY5wfpZRSSsUfrY8oNcJoywalzkEichXw/R6bS40xN/aV/iznZTZWM8mu2o0x5w93XpRS\nSik1fLQ+opQaiAYblFJKKaWUUkopNaS0G4VSSimllFJKKaWGlAYblFJKKaWUUkopNaQ02KCUUkop\npZRSSqkhpcEGpZRSSimllFJKDSkNNiillFJKKaWUUmpI/X+doDM0z2sP8wAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x202051c9e8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Visualization of different sources\n",
    "grouped = data[['total_pages_visited', 'converted']].groupby('total_pages_visited').mean().reset_index()\n",
    "\n",
    "fig, ax = plt.subplots(nrows=1, ncols=2, figsize=(18, 6))\n",
    "sns.distplot(data[data['converted'] == 0]['total_pages_visited'], \n",
    "             label='Converted 0', ax=ax[0], hist_kws=hist_kws)\n",
    "sns.distplot(data[data['converted'] == 1]['total_pages_visited'], \n",
    "             label='Converted 1', ax=ax[0], hist_kws=hist_kws)\n",
    "ax[0].set_title('Count Plot of Age', fontsize=16)\n",
    "ax[0].legend()\n",
    "ax[1].plot(grouped['total_pages_visited'], grouped['converted'], '.-')\n",
    "ax[1].set_title('Mean Conversion Rate vs. Total_pages_visited', fontsize=16)\n",
    "ax[1].set_xlabel('total_pages_visited')\n",
    "ax[1].set_ylabel('Mean convertion rate')\n",
    "ax[1].grid(True)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Machine Learning"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Checking whether there is an H2O instance running at http://localhost:54321..... not found.\n",
      "Attempting to start a local H2O server...\n",
      "  Java Version: openjdk version \"1.8.0_121\"; OpenJDK Runtime Environment (Zulu 8.20.0.5-macosx) (build 1.8.0_121-b15); OpenJDK 64-Bit Server VM (Zulu 8.20.0.5-macosx) (build 25.121-b15, mixed mode)\n",
      "  Starting server from /anaconda/lib/python3.5/site-packages/h2o/backend/bin/h2o.jar\n",
      "  Ice root: /var/folders/gx/b15jqbt1567grsfr7l_znn2h0000gn/T/tmp1nzunibu\n",
      "  JVM stdout: /var/folders/gx/b15jqbt1567grsfr7l_znn2h0000gn/T/tmp1nzunibu/h2o_jifu_started_from_python.out\n",
      "  JVM stderr: /var/folders/gx/b15jqbt1567grsfr7l_znn2h0000gn/T/tmp1nzunibu/h2o_jifu_started_from_python.err\n",
      "  Server is running at http://127.0.0.1:54321\n",
      "Connecting to H2O server at http://127.0.0.1:54321... successful.\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<div style=\"overflow:auto\"><table style=\"width:50%\"><tr><td>H2O cluster uptime:</td>\n",
       "<td>02 secs</td></tr>\n",
       "<tr><td>H2O cluster timezone:</td>\n",
       "<td>America/Chicago</td></tr>\n",
       "<tr><td>H2O data parsing timezone:</td>\n",
       "<td>UTC</td></tr>\n",
       "<tr><td>H2O cluster version:</td>\n",
       "<td>3.18.0.2</td></tr>\n",
       "<tr><td>H2O cluster version age:</td>\n",
       "<td>1 month and 29 days </td></tr>\n",
       "<tr><td>H2O cluster name:</td>\n",
       "<td>H2O_from_python_jifu_8qu6ph</td></tr>\n",
       "<tr><td>H2O cluster total nodes:</td>\n",
       "<td>1</td></tr>\n",
       "<tr><td>H2O cluster free memory:</td>\n",
       "<td>3.556 Gb</td></tr>\n",
       "<tr><td>H2O cluster total cores:</td>\n",
       "<td>8</td></tr>\n",
       "<tr><td>H2O cluster allowed cores:</td>\n",
       "<td>8</td></tr>\n",
       "<tr><td>H2O cluster status:</td>\n",
       "<td>accepting new members, healthy</td></tr>\n",
       "<tr><td>H2O connection url:</td>\n",
       "<td>http://127.0.0.1:54321</td></tr>\n",
       "<tr><td>H2O connection proxy:</td>\n",
       "<td>None</td></tr>\n",
       "<tr><td>H2O internal security:</td>\n",
       "<td>False</td></tr>\n",
       "<tr><td>H2O API Extensions:</td>\n",
       "<td>XGBoost, Algos, AutoML, Core V3, Core V4</td></tr>\n",
       "<tr><td>Python version:</td>\n",
       "<td>3.5.4 final</td></tr></table></div>"
      ],
      "text/plain": [
       "--------------------------  ----------------------------------------\n",
       "H2O cluster uptime:         02 secs\n",
       "H2O cluster timezone:       America/Chicago\n",
       "H2O data parsing timezone:  UTC\n",
       "H2O cluster version:        3.18.0.2\n",
       "H2O cluster version age:    1 month and 29 days\n",
       "H2O cluster name:           H2O_from_python_jifu_8qu6ph\n",
       "H2O cluster total nodes:    1\n",
       "H2O cluster free memory:    3.556 Gb\n",
       "H2O cluster total cores:    8\n",
       "H2O cluster allowed cores:  8\n",
       "H2O cluster status:         accepting new members, healthy\n",
       "H2O connection url:         http://127.0.0.1:54321\n",
       "H2O connection proxy:\n",
       "H2O internal security:      False\n",
       "H2O API Extensions:         XGBoost, Algos, AutoML, Core V3, Core V4\n",
       "Python version:             3.5.4 final\n",
       "--------------------------  ----------------------------------------"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Initialize H2O cluster\n",
    "h2o.init()\n",
    "h2o.remove_all()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Parse progress: |█████████████████████████████████████████████████████████| 100%\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<table>\n",
       "<tr><th>       </th><th>country  </th><th>age              </th><th>new_user  </th><th>source  </th><th>total_pages_visited  </th><th>converted  </th></tr>\n",
       "<tr><td>type   </td><td>enum     </td><td>int              </td><td>enum      </td><td>enum    </td><td>int                  </td><td>enum       </td></tr>\n",
       "<tr><td>mins   </td><td>         </td><td>17.0             </td><td>          </td><td>        </td><td>1.0                  </td><td>           </td></tr>\n",
       "<tr><td>mean   </td><td>         </td><td>30.56931100133461</td><td>          </td><td>        </td><td>4.872918234777001    </td><td>           </td></tr>\n",
       "<tr><td>maxs   </td><td>         </td><td>79.0             </td><td>          </td><td>        </td><td>29.0                 </td><td>           </td></tr>\n",
       "<tr><td>sigma  </td><td>         </td><td>8.268957596421435</td><td>          </td><td>        </td><td>3.3410533442156285   </td><td>           </td></tr>\n",
       "<tr><td>zeros  </td><td>         </td><td>0                </td><td>          </td><td>        </td><td>0                    </td><td>           </td></tr>\n",
       "<tr><td>missing</td><td>0        </td><td>0                </td><td>0         </td><td>0       </td><td>0                    </td><td>0          </td></tr>\n",
       "<tr><td>0      </td><td>UK       </td><td>25.0             </td><td>1         </td><td>Ads     </td><td>1.0                  </td><td>0          </td></tr>\n",
       "<tr><td>1      </td><td>US       </td><td>23.0             </td><td>1         </td><td>Seo     </td><td>5.0                  </td><td>0          </td></tr>\n",
       "<tr><td>2      </td><td>US       </td><td>28.0             </td><td>1         </td><td>Seo     </td><td>4.0                  </td><td>0          </td></tr>\n",
       "<tr><td>3      </td><td>China    </td><td>39.0             </td><td>1         </td><td>Seo     </td><td>5.0                  </td><td>0          </td></tr>\n",
       "<tr><td>4      </td><td>US       </td><td>30.0             </td><td>1         </td><td>Seo     </td><td>6.0                  </td><td>0          </td></tr>\n",
       "<tr><td>5      </td><td>US       </td><td>31.0             </td><td>0         </td><td>Seo     </td><td>1.0                  </td><td>0          </td></tr>\n",
       "<tr><td>6      </td><td>China    </td><td>27.0             </td><td>1         </td><td>Seo     </td><td>4.0                  </td><td>0          </td></tr>\n",
       "<tr><td>7      </td><td>US       </td><td>23.0             </td><td>0         </td><td>Ads     </td><td>4.0                  </td><td>0          </td></tr>\n",
       "<tr><td>8      </td><td>UK       </td><td>29.0             </td><td>0         </td><td>Direct  </td><td>4.0                  </td><td>0          </td></tr>\n",
       "<tr><td>9      </td><td>US       </td><td>25.0             </td><td>0         </td><td>Ads     </td><td>2.0                  </td><td>0          </td></tr>\n",
       "</table>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Transform to H2O Frame, and make sure the target variable is categorical\n",
    "h2o_df = H2OFrame(data)\n",
    "\n",
    "h2o_df['new_user'] = h2o_df['new_user'].asfactor()\n",
    "h2o_df['converted'] = h2o_df['converted'].asfactor()\n",
    "\n",
    "h2o_df.summary()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Split into 75% training and 25% test dataset\n",
    "strat_split = h2o_df['converted'].stratified_split(test_frac=0.25, seed=42)\n",
    "\n",
    "train = h2o_df[strat_split == 'train']\n",
    "test = h2o_df[strat_split == 'test']\n",
    "\n",
    "feature = ['country', 'age', 'new_user', 'source', 'total_pages_visited']\n",
    "target = 'converted'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "drf Model Build progress: |███████████████████████████████████████████████| 100%\n"
     ]
    }
   ],
   "source": [
    "# Build random forest model\n",
    "model = H2ORandomForestEstimator(balance_classes=True, ntrees=100, max_depth=20, \n",
    "                                 mtries=-1, seed=42, score_each_iteration=True)\n",
    "model.train(x=feature, y=target, training_frame=train)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAA4YAAAJTCAYAAABU9wglAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x202058c860>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "model.varimp_plot()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAArUAAAHkCAYAAAAgmteOAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n4f1/10GrKLJDq+IAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x202057cfd0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Feature importance\n",
    "importance = model.varimp(use_pandas=True)\n",
    "\n",
    "fig, ax = plt.subplots(figsize=(10, 8))\n",
    "sns.barplot(x='scaled_importance', y='variable', data=importance)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "drf prediction progress: |████████████████████████████████████████████████| 100%\n",
      "drf prediction progress: |████████████████████████████████████████████████| 100%\n"
     ]
    }
   ],
   "source": [
    "# Make predictions\n",
    "train_true = train.as_data_frame()['converted'].values\n",
    "test_true = test.as_data_frame()['converted'].values\n",
    "train_pred = model.predict(train).as_data_frame()['p1'].values\n",
    "test_pred = model.predict(test).as_data_frame()['p1'].values\n",
    "\n",
    "train_fpr, train_tpr, _ = roc_curve(train_true, train_pred)\n",
    "test_fpr, test_tpr, _ = roc_curve(test_true, test_pred)\n",
    "train_auc = np.round(auc(train_fpr, train_tpr), 3)\n",
    "test_auc = np.round(auc(test_fpr, test_tpr), 3)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "             precision    recall  f1-score   support\n",
      "\n",
      "          0       0.99      1.00      0.99     76500\n",
      "          1       0.84      0.63      0.72      2550\n",
      "\n",
      "avg / total       0.98      0.98      0.98     79050\n",
      "\n"
     ]
    }
   ],
   "source": [
    "# Classification report\n",
    "print(classification_report(y_true=test_true, y_pred=(test_pred > 0.5).astype(int)))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAfgAAAF6CAYAAAD1UEqsAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\niSAFvIiISAT9fyA12pFmTZhlAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x2020573630>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(figsize=(8, 6))\n",
    "ax.plot(train_fpr, train_tpr, label='Train AUC: ' + str(train_auc))\n",
    "ax.plot(test_fpr, test_tpr, label='Test AUC: ' + str(test_auc))\n",
    "ax.set_xlabel('False Positive Rate', fontsize=12)\n",
    "ax.set_ylabel('True Positive Rate', fontsize=12)\n",
    "ax.legend(fontsize=12)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "PartialDependencePlot progress: |█████████████████████████████████████████| 100%\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAkYAAAQ+CAYAAAA6fPD6AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\ncs4555wLeGDknHPOORfwwMg555xzLvD/s3jBHpub/N8AAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x10f36eda0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "_ = model.partial_plot(train, cols=feature, figsize=(8, 15))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "H2O session _sid_8322 closed.\n"
     ]
    }
   ],
   "source": [
    "# Shutdown h2o instance\n",
    "h2o.cluster().shutdown()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.5"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}