4_before_model_data_visualisation.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 41185 entries, 0 to 41184\n",
      "Data columns (total 22 columns):\n",
      " #   Column            Non-Null Count  Dtype  \n",
      "---  ------            --------------  -----  \n",
      " 0   age               41185 non-null  int64  \n",
      " 1   job               41185 non-null  object \n",
      " 2   marital           41185 non-null  object \n",
      " 3   education         41185 non-null  object \n",
      " 4   default           41185 non-null  object \n",
      " 5   housing           41185 non-null  object \n",
      " 6   loan              41185 non-null  object \n",
      " 7   contact           41185 non-null  object \n",
      " 8   month             41185 non-null  object \n",
      " 9   day_of_week       41185 non-null  object \n",
      " 10  campaign          41185 non-null  int64  \n",
      " 11  contacted_before  41185 non-null  int64  \n",
      " 12  previous          41185 non-null  int64  \n",
      " 13  poutcome          41185 non-null  object \n",
      " 14  emp.var.rate      41185 non-null  float64\n",
      " 15  cons.price.idx    41185 non-null  int64  \n",
      " 16  cons.conf.idx     41185 non-null  int64  \n",
      " 17  euribor3m         41185 non-null  int64  \n",
      " 18  nr.employed       41185 non-null  int64  \n",
      " 19  subscribed        41185 non-null  int64  \n",
      " 20  year              41185 non-null  int64  \n",
      " 21  date              41185 non-null  object \n",
      "dtypes: float64(1), int64(10), object(11)\n",
      "memory usage: 6.9+ MB\n"
     ]
    }
   ],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "\n",
    "import matplotlib.pyplot as plt \n",
    "plt.rc(\"font\", size=14)\n",
    "\n",
    "import seaborn as sns\n",
    "sns.set(style=\"white\")\n",
    "sns.set(style=\"whitegrid\", color_codes=True)\n",
    "\n",
    "data = pd.read_csv('data/after_feature_adjust_data.csv')\n",
    "data.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [],
   "source": [
    "def separate_variables(df):\n",
    "    numeric_vars = df.select_dtypes(include=['float64', 'int64'])\n",
    "    categorical_vars = df.select_dtypes(include=['object'])\n",
    "    return numeric_vars, categorical_vars\n",
    "\n",
    "numeric_df, categorical_df = separate_variables(data)\n",
    "\n",
    "def plot_boxplot(data, column, y):\n",
    "    plt.figure(figsize=(8, 6))  \n",
    "    sns.boxplot(x=y, y=column, data=data) \n",
    "    plt.title(f'Boxplot of {column} by {y}', fontsize=14)  \n",
    "    plt.xlabel(y, fontsize=12)  \n",
    "    plt.ylabel(column, fontsize=12)  \n",
    "    plt.xticks(fontsize=10)  \n",
    "    plt.yticks(fontsize=10) \n",
    "    plt.show()\n",
    "\n",
    "def plot_histogram(data, column, y):\n",
    "    plt.figure(figsize=(8, 6)) \n",
    "    sns.countplot(x=column,hue=y, data=data) \n",
    "    plt.title(f'Histogram of {column} by {y}', fontsize=14)  \n",
    "    plt.xlabel(column, fontsize=12) \n",
    "    plt.ylabel('Frequency', fontsize=12)  \n",
    "    plt.xticks(rotation='vertical',fontsize=10)  \n",
    "    plt.yticks(fontsize=10)  \n",
    "    plt.show()\n",
    "\n",
    "def plot_data(data, y):\n",
    "    for column in data.columns:\n",
    "        if data[column].dtype == 'object':\n",
    "            plot_histogram(data, column, y)\n",
    "        else:\n",
    "            plot_boxplot(data, column, y)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 576x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_histogram(data,'campaign','subscribed')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 576x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "\n",
    "plot_histogram(data,'contacted_before','subscribed')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 576x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_histogram(data,'previous','subscribed')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 576x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_histogram(data,'emp.var.rate','subscribed')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 432x288 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from statsmodels.graphics.mosaicplot import mosaic\n",
    "\n",
    "# Create a mosaic plot\n",
    "mosaic(data, ['subscribed', 'emp.var.rate'], title='Mosaic Plot')\n",
    "\n",
    "# Display the plot\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "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>job</th>\n",
       "      <th>marital</th>\n",
       "      <th>education</th>\n",
       "      <th>default</th>\n",
       "      <th>housing</th>\n",
       "      <th>loan</th>\n",
       "      <th>contact</th>\n",
       "      <th>month</th>\n",
       "      <th>day_of_week</th>\n",
       "      <th>...</th>\n",
       "      <th>contacted_before</th>\n",
       "      <th>previous</th>\n",
       "      <th>poutcome</th>\n",
       "      <th>emp.var.rate</th>\n",
       "      <th>cons.price.idx</th>\n",
       "      <th>cons.conf.idx</th>\n",
       "      <th>euribor3m</th>\n",
       "      <th>subscribed</th>\n",
       "      <th>year</th>\n",
       "      <th>date</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>nr.employed</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>4964</td>\n",
       "      <td>4964</td>\n",
       "      <td>4964</td>\n",
       "      <td>4964</td>\n",
       "      <td>4964</td>\n",
       "      <td>4964</td>\n",
       "      <td>4964</td>\n",
       "      <td>4964</td>\n",
       "      <td>4964</td>\n",
       "      <td>4964</td>\n",
       "      <td>...</td>\n",
       "      <td>4964</td>\n",
       "      <td>4964</td>\n",
       "      <td>4964</td>\n",
       "      <td>4964</td>\n",
       "      <td>4964</td>\n",
       "      <td>4964</td>\n",
       "      <td>4964</td>\n",
       "      <td>4964</td>\n",
       "      <td>4964</td>\n",
       "      <td>4964</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>8544</td>\n",
       "      <td>8544</td>\n",
       "      <td>8544</td>\n",
       "      <td>8544</td>\n",
       "      <td>8544</td>\n",
       "      <td>8544</td>\n",
       "      <td>8544</td>\n",
       "      <td>8544</td>\n",
       "      <td>8544</td>\n",
       "      <td>8544</td>\n",
       "      <td>...</td>\n",
       "      <td>8544</td>\n",
       "      <td>8544</td>\n",
       "      <td>8544</td>\n",
       "      <td>8544</td>\n",
       "      <td>8544</td>\n",
       "      <td>8544</td>\n",
       "      <td>8544</td>\n",
       "      <td>8544</td>\n",
       "      <td>8544</td>\n",
       "      <td>8544</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>7763</td>\n",
       "      <td>7763</td>\n",
       "      <td>7763</td>\n",
       "      <td>7763</td>\n",
       "      <td>7763</td>\n",
       "      <td>7763</td>\n",
       "      <td>7763</td>\n",
       "      <td>7763</td>\n",
       "      <td>7763</td>\n",
       "      <td>7763</td>\n",
       "      <td>...</td>\n",
       "      <td>7763</td>\n",
       "      <td>7763</td>\n",
       "      <td>7763</td>\n",
       "      <td>7763</td>\n",
       "      <td>7763</td>\n",
       "      <td>7763</td>\n",
       "      <td>7763</td>\n",
       "      <td>7763</td>\n",
       "      <td>7763</td>\n",
       "      <td>7763</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>19914</td>\n",
       "      <td>19914</td>\n",
       "      <td>19914</td>\n",
       "      <td>19914</td>\n",
       "      <td>19914</td>\n",
       "      <td>19914</td>\n",
       "      <td>19914</td>\n",
       "      <td>19914</td>\n",
       "      <td>19914</td>\n",
       "      <td>19914</td>\n",
       "      <td>...</td>\n",
       "      <td>19914</td>\n",
       "      <td>19914</td>\n",
       "      <td>19914</td>\n",
       "      <td>19914</td>\n",
       "      <td>19914</td>\n",
       "      <td>19914</td>\n",
       "      <td>19914</td>\n",
       "      <td>19914</td>\n",
       "      <td>19914</td>\n",
       "      <td>19914</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>4 rows × 21 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "               age    job  marital  education  default  housing   loan  \\\n",
       "nr.employed                                                              \n",
       "0             4964   4964     4964       4964     4964     4964   4964   \n",
       "1             8544   8544     8544       8544     8544     8544   8544   \n",
       "2             7763   7763     7763       7763     7763     7763   7763   \n",
       "3            19914  19914    19914      19914    19914    19914  19914   \n",
       "\n",
       "             contact  month  day_of_week  ...  contacted_before  previous  \\\n",
       "nr.employed                               ...                               \n",
       "0               4964   4964         4964  ...              4964      4964   \n",
       "1               8544   8544         8544  ...              8544      8544   \n",
       "2               7763   7763         7763  ...              7763      7763   \n",
       "3              19914  19914        19914  ...             19914     19914   \n",
       "\n",
       "             poutcome  emp.var.rate  cons.price.idx  cons.conf.idx  euribor3m  \\\n",
       "nr.employed                                                                     \n",
       "0                4964          4964            4964           4964       4964   \n",
       "1                8544          8544            8544           8544       8544   \n",
       "2                7763          7763            7763           7763       7763   \n",
       "3               19914         19914           19914          19914      19914   \n",
       "\n",
       "             subscribed   year   date  \n",
       "nr.employed                            \n",
       "0                  4964   4964   4964  \n",
       "1                  8544   8544   8544  \n",
       "2                  7763   7763   7763  \n",
       "3                 19914  19914  19914  \n",
       "\n",
       "[4 rows x 21 columns]"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.groupby('nr.employed').count()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 576x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_histogram(data,'cons.price.idx','subscribed')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 576x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_histogram(data,'cons.conf.idx','subscribed')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 576x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_histogram(data,'euribor3m','subscribed')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 576x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_histogram(data,'nr.employed','subscribed')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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ZWWrTps0Nv7832q/O9h6NGTNG33//vRISEjRjxgz17t1bktS1a1ft2bNHU6dO1ZEjR7R27VpNnjxZJUqUkCR169ZN8+fP15o1a3TgwAG9+uqrTq8Tdz66/eHx/Pz8NGfOHI0bN07t2rWTv7+/WrZsqeeee06S1LZtW3322Wd67LHHtHXrVk2YMEFxcXHq2bOnvL291bRpUw0dOlSSFBAQoDfeeEOjRo3SokWLVK1aNbVp0+a6t+L5+flp8uTJmjhxohYsWKBSpUqpb9++mjlzpvbs2aOwsLBb2raoqCj98ssvmjFjhn755RdVqVJF//3vf1WxYkWnl9G+fXsNHTpU586dU+vWrRUbG+vY1rfffltjxoxRu3btFBwcrCeeeMJxnrd+/frq1auXRowYIS8vLz355JOKiIhwLLd58+b68MMP1bp1a61fv15Dhw7V2LFj9dRTT8nb21vNmzd3XKPx8ssvyxijF154QZmZmXrooYf03nvv3dQ55JYtW+rs2bOaNWuWzpw5o3Llyun1119XlSpVrjvPU089pVdffVW//fabWrRooZdffjnX9FatWmnp0qU3DP9u3brp9OnTGjp0qFJTU1WxYkW9+eabuueee3TPPfdo8ODBevPNNzV9+nR16NDhqodKtW/fXjt27NAbb7zhmPfyqYobfX9vtF+d0b17dz333HPKzMxUp06d1LNnT0mXrhV48803NWXKFL3zzjsqVqyY+vXrp65du0q6dC1Lamqqxo4dq4yMDPXt2zdXLxI8m83cjr5J4C5x7NgxnT59WpGRkY5xo0aN0sWLFzVhwgQ3VnZzKlWqpHfeeUcPPfSQu0u5oy1fvlwLFiy45mOlgbsRfTjAFdLS0tSzZ0+tXbtWJ06c0Oeff65PPvnkqjsPcHc4duyYVq9erddffz1Pp1IAT0e3P3CFKlWqaMSIEZo2bZpOnTqlkJAQDR06VI888oi7S4MLHD9+XLGxsWrUqBHvKICl0O0PAIDFWOLI3263Kz09Xb6+vte8HxcAgLuNMUZZWVkKCAi46k4NS4R/enp6rntdAQCwirCwMBUuXDjXOEuE/+WnaIWFhd3wSWQAANwtMjMzdeDAgVyP8L7MEuF/uavfz8+PZ1MDACzlWqe7udUPAACLIfwBALAYwh8AAIuxxDl/AMDdx26369dff1VqamqeXnN9tylQoIBKlSp1zQv7rofwBwB4pOPHj8tms+n++++37HNcjDE6e/asjh8/nqdXfdPtDwDwSOnp6brvvvvk5+dnyeCXLl3JX7RoUf3xxx95mo/wBwB4rD8/uc6KbuaHD3sNAACLIfwBAJY1c+ZMjR492iXLfvrpp3Xw4EElJiaqdevWt7y8WrVq6fjx47ehMi74AwDAJebOnStJOnv2rJsruRrhDwC4a6Snp2vo0KE6evSovLy89MADD6hVq1YaO3asVq5cKUlKTExUXFycYzg5OVndunXTuXPnVKVKFY0YMUKBgYFauHChPvzwQ/n6+srf31+jR49WhQoVdPjwYQ0fPlwpKSny8vLSM888o5YtW+rRRx9V9erVtX//fg0cOFDjx4/X9OnTJUm///67+vfvr6NHjyooKEijR49WaGioMjMzNWXKFH3zzTfKyclR1apV9eqrryowMFDffvut4uLiZLPZVK1aNdnt9tu2n+j2BwDcNb744gulp6frk08+0UcffSRJf9lV/tNPP2nmzJn69NNPZYzRnDlzlJOTo3Hjxuntt9/W0qVL1blzZ23fvl2SNHDgQLVo0UKrVq3SW2+9pWnTpiktLU2SVLFiRa1Zs0bNmjXLtY5Tp06pZ8+e+uSTT9S6dWsNGjRIkvTWW2/J29tby5Yt04oVK1S8eHFNmTJFmZmZeuGFFzRkyBAtX75cdevWzfMV/TdC+AMA7hq1a9fWwYMH1aNHD7311lt68sknVaZMmRvO06xZMwUHB8tms+nxxx9XQkKCvL291aJFC8XExGj06NEqXLiwOnbsqNTUVO3bt0+dOnWSJJUsWVLr1q1TYGCgJCkyMvKa66hUqZIiIiIkSe3bt1dSUpIuXLigDRs2aP369WrXrp3atm2rdevWKTk5WQcOHJCPj4/q168vSWrdurUCAgJu126i298ZmVk58vP1dncZ+cZq2wvg7lG6dGl98cUXSkxM1NatW9WrVy/FxMTIGONok5WVlWseb+////fOGCMfn0vROGXKFB04cEAJCQmaO3euPvroI02ePFlS7tvrDh06pJCQEElSoUKFrlnXn29JtNls8vHxkd1uV2xsrBo3bizp0mmLjIwMnTp1KlfNkhx13Q6EvxP8fL3VddACd5eRbxZO6ubuEgDgpixcuFDbt2/XlClT1LBhQ509e1Y//vijTp48qbNnzyo4OFjr1q3LNc/69evVt29fBQYGatGiRWrUqJFSUlLUvn17LVmyRD179lTlypUVGxurwMBAPfDAA1q+fLk6deqkU6dOqUuXLo7rB65n//792rt3r6pUqaJFixapdu3aKliwoBo0aKAFCxaofv368vHx0bBhw1SoUCGNGDFCxhh99dVXaty4seLj43Xu3Lnbtp8IfwDAXaNdu3batm2bWrZsqYIFCyokJERjx47VG2+8occff1zFihXTI488kmue8uXL69///rfOnz+v2rVr61//+pf8/f31zDPPqGfPnipQoIC8vb01ZswYSdLUqVM1atQozZs3TzabTWPHjlWxYsVuWFe5cuU0a9YsHTt2TEWLFtWECRMkSc8++6wmTpyo9u3bKycnR1WqVNGQIUPk6+ur119/XSNHjtS0adNUpUoVFS1a9LbtJ5v5c7/CXSgjI0NJSUkKDw+Xv7//TS2DI38AuLNcPpLGtffFjbKPC/4AALAYwh8AAIsh/AEAsBjCHwAAiyH8AQCwGMIfAACLIfwBAJaTmZXjUcu93XjIDwDAclz15Na8PCfl008/1Zw5c5SVlaWePXuqW7f8e8YK4Q8AQD47ffq0XnvtNS1btkx+fn6KiYlR3bp1VaFChXxZP93+AADks4SEBNWrV09FihRRoUKFFBUVpbVr1+bb+gl/AADy2ZkzZ3K9D6B48eI6ffp0vq2f8AcAIJ9d67U6V74m2NUIfwAA8lmJEiX066+/OobPnDmj4sWL59v6CX8AAPLZQw89pC1btiglJUUXL17U559/rkaNGuXb+rnaHwBgOZlZOS55fXlmVo78fL3/sl2JEiX0f//3f3riiSeUlZWljh07qnr16re9nush/AEAluNMQLt6uW3atFGbNm1cUsdfcVn45+Tk6NVXX9Xhw4dls9k0atQo+fv7a8iQIbLZbKpYsaJGjBghLy8vzZo1Sxs2bJCPj49iY2NVvXp1HT161Om2AADAeS4L/y+//FKS9OGHHyoxMVGvvfaajDEaMGCA6tatq+HDhys+Pl4hISHatm2blixZolOnTqlfv35aunSpxo8f73RbAADgPJeF/z/+8Q898sgjkqSTJ08qKChICQkJqlOnjiSpUaNG2rx5s0JDQ9WgQQPZbDaFhIQoJydHKSkp2r17t9Ntg4ODXbUZAADcdVx6zt/Hx0eDBw/WF198oRkzZmjz5s2O+xgDAgJ04cIFpaWlqUiRIo55Lo83xjjd1tnwT0pKuqntqF279k3N58m2b9/u7hIA4IZ8fHyUnp7u7jLuCJmZmXn6u+3yC/4mTpyol156SZ07d1ZGRoZjfHp6uoKCghQYGJjrHy89PV2FCxeWl5eX022dFR4eLn9//1vcImuw4g8eAJ5l7969CggIcHcZdwQ/Pz/VqFEj17iMjIzrHvS67D7/5cuX680335QkFSxYUDabTeHh4UpMTJQkbdy4UZGRkYqIiNCmTZtkt9t18uRJ2e12BQcHq2rVqk63BQAAznPZkX/z5s01dOhQdevWTdnZ2YqNjVX58uU1bNgwTZs2TeXKlVNUVJS8vb0VGRmp6Oho2e12DR8+XJI0ePBgp9sCAJAX9uwsefn4unW5aWlpiomJ0RtvvKFSpUrd9lpuxGau9YDhu8zlro9b6fZ3xXuf71SuePAFANxue/fuVZUqVW56/u2TnrqN1VxSe9DbTrXbuXOn43b4tWvX3nL4X2tf3Cj7eLwvAAD5bPHixRoxYkS+Ps//SjzhDwCAfDZ27Fi3rp8jfwAALIbwBwDAYgh/AAAshnP+AADLsWdnOX1lfl6X64pbCG83wh8AYDmuCui8Lnf9+vUuqeOv0O0PAIDFEP4AAFgM4Q8AgMUQ/gAAj2W3291dgtvdzFP6CX8AgEcKCAjQiRMnlJmZeVMBeDcwxujs2bMqUKBAnubjan8AgEcqVaqUfv31Vx09elTZ2dnuLsdtChQokOcXAxH+AACP5OXlpeLFi7vt5TiejG5/AAAshvAHAMBiCH8AACyG8AcAwGIIfwAALIbwBwDAYgh/AAAshvAHAMBiCH8AACyG8AcAwGIIfwAALIbwBwDAYgh/AAAshvAHAMBiCH8AACyG8AcAwGIIfwAALIbwBwDAYgh/AAAshvAHAMBiCH8AACyG8AcAwGIIfwAALIbwBwDAYgh/AAAshvAHAMBifFyx0KysLMXGxurEiRPKzMzUM888o5IlS+rf//637r//fklSly5d1LJlS82aNUsbNmyQj4+PYmNjVb16dR09elRDhgyRzWZTxYoVNWLECHl5eV2zLQAAyBuXhP+KFStUpEgRTZ48WampqWrXrp2ee+459erVS71793a02717t7Zt26YlS5bo1KlT6tevn5YuXarx48drwIABqlu3roYPH674+HiFhIRcsy0AAMgbl4R/ixYtFBUVJUkyxsjb21tJSUk6fPiw4uPjVbZsWcXGxmr79u1q0KCBbDabQkJClJOTo5SUFO3evVt16tSRJDVq1EibN29WaGjoNdsGBwe7YhMAALhruST8AwICJElpaWnq37+/BgwYoMzMTHXq1Enh4eGaM2eOXn/9dRUuXFhFihTJNd+FCxdkjJHNZss1Li0t7Zpt8xL+SUlJN7U9tWvXvqn5PNn27dvdXQIAwEVcEv6SdOrUKT333HPq2rWr2rRpo/PnzysoKEiS1KxZM8XFxalp06ZKT093zJOenq7ChQvLy8sr17igoCAFBgZes21ehIeHy9/f/xa3zBqs+IMHAO4mGRkZ1z3odcnV/r/++qt69+6tl19+WR07dpQk9enTR7t27ZIkbdmyRQ888IAiIiK0adMm2e12nTx5Una7XcHBwapataoSExMlSRs3blRkZOR12wIAgLxxyZH/G2+8ofPnz2v27NmaPXu2JGnIkCEaN26cfH19de+99youLk6BgYGKjIxUdHS07Ha7hg8fLkkaPHiwhg0bpmnTpqlcuXKKioqSt7f3NdsCAIC8sRljjLuLcLXLXR+30u3fddCC21zVnWvhpG7uLgEAcItulH085AcAAIsh/AEAsBjCHwAAiyH8AQCwGMIfAACLIfwBALAYwh8AAIsh/AEAsBjCHwAAiyH8AQCwGMIfAACLIfwBALAYwh8AAIsh/AEAsBjCHwAAiyH8AQCwGMIfAACLIfwBALAYwh8AAIsh/AEAsBjCHwAAiyH8AQCwGMIfAACLIfwBALAYwh8AAIsh/AEAsBjCHwAAiyH8AQCwGMIfAACLIfwBALAYwh8AAIsh/AEAsBjCHwAAiyH8AQCwGMIfAACLIfwBALAYwh8AAIsh/AEAsBjCHwAAiyH8AQCwGB9XLDQrK0uxsbE6ceKEMjMz9cwzz6hChQoaMmSIbDabKlasqBEjRsjLy0uzZs3Shg0b5OPjo9jYWFWvXl1Hjx51ui0AAMgbl4T/ihUrVKRIEU2ePFmpqalq166dKleurAEDBqhu3boaPny44uPjFRISom3btmnJkiU6deqU+vXrp6VLl2r8+PFOtwUAAHnjkvBv0aKFoqKiJEnGGHl7e2v37t2qU6eOJKlRo0bavHmzQkND1aBBA9lsNoWEhCgnJ0cpKSl5ahscHOyKTQAA4K7lkvAPCAiQJKWlpal///4aMGCAJk6cKJvN5ph+4cIFpaWlqUiRIrnmu3DhgowxTrfNS/gnJSXd1PbUrl37pubzZNu3b3d3CQAAF3FJ+EvSqVOn9Nxzz6lr165q06aNJk+e7JiWnp6uoKAgBQYGKj09Pdf4woULy8vLy+m2eREeHi5/f/9b2CrrsOIPHgC4m2RkZFz3oNclV/v/+uuv6t27t15++WV17NhRklS1alUlJiZKkjZu3KjIyEhFRERo06ZNstvtOnnypOx2u4KDg/PUFgAA5I1TR/7z5s1T+/btFRgY6NRC33jjDZ0/f16zZ8/W7NmzJUmvvPKKxowZo2nTpqlcuXKKioqSt7e3IiMjFR0dLbvdruHDh0uSBg8erGHDhjnVFgAA5I3NGGP+qtGwYcO0fv16PfLII4qJiVG1atXyo7bb5nLXx610+3cdtOA2V3XnWjipm7tLAADcohtln1Pd/nFxcfrss88UHh6uUaNG6fHHH9dHH32kjIwMlxQMAABcx+lz/oGBgWrRooVat26t1NRULVy4UC1atNDatWtdWR8AALjNnDrnn5CQoMWLF2vLli2KiorS66+/rsqVK+unn35S165d1aJFC1fXCQAAbhOnwn/06NHq2rWr4uLict1eV6ZMGXXu3NllxQEAgNvPqW7/y4/rLVy4sH755Re9++67stvtkqT+/fu7tEAAAHB7OX3B34YNGy7N4OWl7du3a9y4ca6sCwAAuIhT3f47duzQypUrJUlFixbV9OnT1bZtW5cWBgAAXMOpI/+srCxlZmY6hrOzs11WEAAAcC2njvwfeeQR9enTR23btpXNZtPKlSvVuHFjV9cGAABcwKnwHzRokBYsWKD4+Hj5+PioWbNmiomJcXVtAADABZwKf29vbz3xxBN64oknXF0PAABwMafCf/Xq1ZoyZYrOnTunK18F8N1337msMAAA4BpOhf/06dM1ZMgQVa1aVTabzdU1AQAAF3Iq/IOCgtS8eXNX1wIAAPKBU7f61ahRQ1999ZWrawEAAPnAqSP/r776SvPnz5evr698fX1ljJHNZuOcPwAAHsip8H/33XddXAYAAMgvTnX733ffffrhhx+0ePFiBQcHa8eOHbrvvvtcXRsAAHABp8L/rbfe0gcffKC1a9fqjz/+0KxZs/T666+7ujYAAOACToX/qlWrNHfuXBUsWFB/+9vftHjxYseLfgAAgGdxKvx9fHzk5+fnGA4KCpKPj1OXCwAAgDuMUwlesmRJbdiwQTabTZmZmfrvf//LOX8AADyUU+E/bNgwDRo0SPv371fNmjVVo0YNTZkyxdW1AQAAF3Aq/EuUKKH33ntPFy9eVE5OjgIDA11dFwAAcBGnwv+dd9655vhevXrd1mIAAIDrORX+Bw4ccHzOzMzU9u3bVbduXZcVBQAAXMep8B8/fnyu4ZSUFA0aNMglBQEAANdy6la/PwsODtaJEydudy0AACAf5PmcvzFGSUlJKlq0qMuKAgAArpPnc/7Spfv+6fYHAMAz3dQ5fwAA4LmcCv8ePXrIZrNdd/r7779/2woCAACu5VT4h4eHKzk5WZ07d5avr68++eQTZWdnq1WrVq6uDwAA3GZOhf93332nhQsXytvbW5LUsGFDde7cWVFRUS4tDgAA3H5O3eqXkpKizMxMx3B6err++OMPlxUFAABcx6kj/9atW6tz585q1qyZjDFas2aNnnjiCVfXBgAAXMCp8H/hhRdUtWpVbd26Vf7+/ho9erTq1Knj6toAAIALOP2EvxIlSqhixYoaMGCAfH19XVkTAABwIafCf+nSpRo6dKjefvttXbhwQc8++6wWL17s6toAAIALOBX+8+fP16JFixQYGKiiRYtq2bJleu+991xdGwAAcAGnwt/Ly0uBgYGO4ZIlSzpu+7uRnTt3qkePHpKkPXv2qGHDhurRo4d69Oih1atXS5JmzZqljh07KiYmRrt27ZIkHT16VF26dFHXrl01YsQI2e3267YFAAB549QFf0WKFNHevXsdT/lbsWKF7rnnnhvOM3fuXK1YsUIFCxaUJO3evVu9evVS7969HW12796tbdu2acmSJTp16pT69eunpUuXavz48RowYIDq1q2r4cOHKz4+XiEhIddsCwAA8sap8I+NjdULL7ygn376SQ0aNJC/v79mz559w3nKlCmjmTNnOl4AlJSUpMOHDys+Pl5ly5ZVbGystm/frgYNGshmsykkJEQ5OTlKSUnR7t27HXcTNGrUSJs3b1ZoaOg12wYHB9/iLgAAwFqcCv8//vhDn3zyiY4cOaKcnByFhob+5RX/UVFROn78uGO4evXq6tSpk8LDwzVnzhy9/vrrKly4sIoUKeJoExAQoAsXLsgY4+hluDwuLS3tmm3zEv5JSUlOt71S7dq1b2o+T7Z9+3Z3lwAAcBGnwv+ll17SmjVrVL58+ZteUbNmzRQUFOT4HBcXp6ZNmyo9Pd3RJj09XYULF5aXl1eucUFBQQoMDLxm27wIDw+Xv7//TW+DlVjxBw8A3E0yMjKue9Dr1AV/lSpV0qeffqqTJ08qNTXV8V9e9OnTx3GR3pYtW/TAAw8oIiJCmzZtkt1u18mTJ2W32xUcHKyqVasqMTFRkrRx40ZFRkZety0AAMgbp4784+PjtXbt2lzjbDab9u7d6/SKRo4cqbi4OPn6+uree+9VXFycAgMDFRkZqejoaNntdg0fPlySNHjwYA0bNkzTpk1TuXLlFBUVJW9v72u2BQAAeWMzxhh3F+Fql7s+bqXbv+ugBbe5qjvXwknd3F0CAOAW3Sj7btjtP2zYMMfnlJQU11QHAADy1Q3D/8oLBfr06ePyYgAAgOvdMPyvPCNggbMDAABYgtNv9bt83z0AAPBsN7za326369y5czLGKCcnx/H5sisfugMAADzDDcP/wIEDqlevniPw69at65iW11v9AADAneGG4b9v3778qgMAAOQTp8/5AwCAuwPhDwCAxRD+AABYDOEPAIDFEP4AAFgM4Q8AgMUQ/gAAWAzhDwCAxRD+AABYDOEPAIDFEP4AAFgM4Q8AgMUQ/gAAWAzhDwCAxRD+AABYDOEPAIDFEP4AAFgM4Q8AgMUQ/gAAWAzhDwCAxRD+AABYDOEPAIDFEP4AAFgM4Q8AgMUQ/gAAWAzhDwCAxRD+AABYDOEPAIDFEP4AAFgM4Q8AgMUQ/gAAWAzhDwCAxRD+AABYjEvDf+fOnerRo4ck6ejRo+rSpYu6du2qESNGyG63S5JmzZqljh07KiYmRrt27cpzWwAAkDcuC/+5c+fq1VdfVUZGhiRp/PjxGjBggBYuXChjjOLj47V7925t27ZNS5Ys0bRp0zRq1Kg8twUAAHnjsvAvU6aMZs6c6RjevXu36tSpI0lq1KiREhIStH37djVo0EA2m00hISHKyclRSkpKntoCAIC88XHVgqOionT8+HHHsDFGNptNkhQQEKALFy4oLS1NRYoUcbS5PD4vbYODg52uKSkp6aa2pXbt2jc1nyfbvn27u0sAALiIy8L/z7y8/n8nQ3p6uoKCghQYGKj09PRc4wsXLpyntnkRHh4uf3//W9gK67DiDx4AuJtkZGRc96A33672r1q1qhITEyVJGzduVGRkpCIiIrRp0ybZ7XadPHlSdrtdwcHBeWoLAADyJt+O/AcPHqxhw4Zp2rRpKleunKKiouTt7a3IyEhFR0fLbrdr+PDheW4LAADyxmaMMe4uwtUud33cSrd/10ELbnNVd66Fk7q5uwQAwC26UfbxkB8AACyG8AcAwGIIfwAALIbwBwDAYgh/AAAshvAHAMBiCH8AACyG8AcAwGIIfwAALIbwBwDAYgh/AAAshvAHAMBiCH8AACyG8AcAwGIIfwAALIbwBwDAYgh/AAAshvAHAMBiCH8AACyG8AcAwGIIfwAALIbwBwDAYgh/AAAshvAHAMBiCH8AACyG8AcAwGIIfwAALIbwBwDAYgh/AAAshvAHAMBiCH8AACyG8AcAwGIIfwAALIbwBwDAYgh/AAAshvAHAMBiCH8AACyG8AcAwGIIfwAALIbwBwDAYnzye4Xt27dXYGCgJKlUqVKKjo7W2LFj5e3trQYNGuj555+X3W7XyJEjtX//fvn5+WnMmDEqW7asvv/++6vaAgCAvMnX8M/IyJAxRvPmzXOMa9u2rWbOnKnSpUvrX//6l/bs2aPjx48rMzNTixYt0vfff68JEyZozpw5GjFixFVtq1atmp+bAACAx8vX8N+3b58uXryo3r17Kzs7W/369VNmZqbKlCkjSWrQoIESEhL0yy+/qGHDhpKkmjVrKikpSWlpaddsS/gDAJA3+Rr+BQoUUJ8+fdSpUycdOXJETz/9tIKCghzTAwICdOzYMaWlpTlODUiSt7f3VeMut82LpKSkm6q7du3aNzWfJ9u+fbu7SwAAuEi+hn9oaKjKli0rm82m0NBQFS5cWKmpqY7p6enpCgoK0h9//KH09HTHeLvdrsDAwFzjLrfNi/DwcPn7+9/ydliBFX/wAMDdJCMj47oHvfl6tf9HH32kCRMmSJJOnz6tixcvqlChQvrpp59kjNGmTZsUGRmpiIgIbdy4UZL0/fffKywsTIGBgfL19b2qLQAAyJt8PfLv2LGjhg4dqi5dushms2ncuHHy8vLSSy+9pJycHDVo0EA1atRQtWrVtHnzZsXExMgYo3HjxkmSRo0adVVbAACQNzZjjHF3Ea52uevjVrr9uw5acJurunMtnNTN3SUAAG7RjbKPh/wAAGAxhD8AABZD+AMAYDGEPwAAFkP4AwBgMYQ/AAAWQ/gDAGAxhD8AABZD+ANukJmV4+4S8pXVthe40+Xr430BXOLn681TIwG4DUf+AABYDOEPAIDFEP4AAFgM4Y+r2LOz3F1CvrHStgLAZVzwh6t4+fhq+6Sn3F1Gvqg96G13lwAA+Y4jfwAALIbwBwDAYgh/AAAshvAHAMBiCH8AACyG8AcAwGIIfwAALIbwBwDAYgh/AAAshvAHAMBiCH8AACyG8AcAwGIIfwAALIbwBwDAYgh/AAAshvAHAMBiCH8AACyG8AcAwGIIfwAALIbwBwB4FHt2lrtLyFeu2F6f275EAABcyMvHV9snPeXuMvJN7UFv3/ZlcuQPAIDFEP4AXM5K3bRW2lZ4Lrr9AbiclbppXdFF64zMrBz5+Xq7Zd3wPIQ/ANwF/Hy91XXQAneXkS8WTurm7hI8nseFv91u18iRI7V//375+flpzJgxKlu2rLvLAgDAY3jcOf9169YpMzNTixYt0osvvqgJEya4uyQAADyKxx35b9++XQ0bNpQk1axZU0lJSX85jzFGkpSZmXnT6w0q5HvT83qajIwMqUBhd5eRLzIyMty2br5Tdye+U65npe+TdPPfqcuZdzkDr2Qz1xp7B3vllVfUvHlzNW7cWJL0yCOPaN26dfLxuf7vmAsXLujAgQP5VSIAAHeMsLAwFS6c+8eSxx35BwYGKj093TFst9tvGPySFBAQoLCwMPn6+spms7m6RAAA3M4Yo6ysLAUEBFw1zePCPyIiQl9++aVatmyp77//XmFhYX85j5eX11W/egAAuNsVKFDgmuM9rtv/8tX+Bw4ckDFG48aNU/ny5d1dFgAAHsPjwh8AANwaj7vVDwAA3BrCHwAAiyH8AQCwGMIfAACLIfwBALAYwh8AAIsh/CFJ+vLLL3MNr1692k2V4G6Smprq7hJwF7Lb7e4uweN53BP+cHt9+eWX+u6777Rq1Srt2LFDkpSTk6P169erZcuWbq4Onmrbtm0aPXq0cnJy1KJFC4WEhKhTp07uLgsebMWKFfL29lZmZqYmTZqkp556Sn369HF3WR6LI3+Lq1y5ssqVKyd/f3+FhoYqNDRUFStW1LRp09xdGjzY9OnTNX/+fN17773q27evPvjgA3eXBA/3/vvv66GHHtKKFSv01VdfXdVbibzhyN/iSpYsqfbt26tt27by8uK3IG4PLy8vFSlSRDabTf7+/td8sQiQF5efUR8QECA/Pz9lZ2e7uSLPRvhDkjR37lzNnTs310sgNm3a5MaK4MnKlCmjqVOnKjU1VW+99ZZCQkLcXRI8XOnSpRUdHa2hQ4dq1qxZqlSpkrtL8mg82x+SpMcee0yLFi1SwYIF3V0K7gKZmZlaunSpDhw4oHLlyik6Olp+fn7uLgseLj09XQEBAfr111917733urscj8aRPyRJpUqVuu6rH4G86tu3r/73v/+5uwzcRRISEpSdnS1jjOLi4vTCCy+oTZs27i7LYxH+kCRlZWWpTZs2CgsLk81mkyRNnTrVzVXBUwUFBSk+Pl7333+/41qS0NBQN1cFT/baa69p6tSpGjVqlD744AMNGDCA8L8FhD8kSU8//bS7S8Bd5OzZs3r33XcdwzabTe+//777CoLHK1CggIoWLSofHx8VK1bMcZCCm8M5f0iS0tLSNHfuXJ05c0ZNmjRRpUqVVLZsWXeXBQCSpGeeeUapqamKjo5Wenq6EhMTNWPGDHeX5bEIf0iS+vfvr0aNGmnZsmV66aWXNG3aNM2fP9/dZcFDPfroo7mOzAoXLqzly5e7ryB4vMzMTP3000+qUKGCDhw4oPvvv5+LSG8B3f6QdOkxrB07dtSKFSsUERHB4zNxS9auXStJMsYoKSnJMQzcrN9++01vvPGGUlJS1KJFC128eFE1atRwd1kei6e6wCE5OVmS9PPPP8vb29vN1cCT+fn5yc/PT/7+/qpdu7b27Nnj7pLg4YYNG6bHH39cWVlZioyM1NixY91dkkfjyB+SpFdffVWxsbFKTk5W//79NXLkSHeXBA82depUR7f/mTNneHokbtkff/yh+vXra86cOY5HkuPmEf6QJJ04cUKLFi1yDK9evVpVq1Z1Y0XwZOXKlXN8rly5sho2bOjGanA38Pf319dffy273a7vv/+e8/23iAv+LO7Kt/q1bt1a0qXXZcbHx2vNmjVurg6e5kaPhG7QoEE+VoK7zc8//6yJEyfqwIEDKl++vF5++WWVLl3a3WV5LI78La5y5cpKTU11vNVPunRPdqtWrdxcGTzRqlWrrjuN8Met8Pf3V8eOHfXwww9r/vz5uueee9xdkkfjyB+S5Li6/3KXWvXq1elWQ55lZ2fLx8dHmZmZV03j+4Rb0atXLz3xxBNq0qSJPv30U61cuVJvvvmmu8vyWBz5Q5I0fvx4lS9fXidPntTu3bt17733auLEie4uCx5m8ODBmjp1qlq0aOG44M8YI5vNpvj4eDdXB0928eJFNWnSRJLUpk0bLVmyxM0VeTbCH5KkH374Qa+88op69OihefPm6cknn3R3SfBAl98HsX79ejdXgruNr6+vNm/erBo1auiHH37gDpJbRPhD0qXu/qSkJJUqVUqZmZlKT093d0nwYPHx8Vq4cKGysrJkjFFqaqo+/fRTd5cFDzZmzBhNnDhRY8aMUYUKFTR69Gh3l+TR+OkESVLbtm01atQo9e7dW5MnT1Z0dLS7S4IH+89//qPnn39eJUuWVPv27RUWFubukuDhgoKC1K1bN61Zs0Z169ZVkSJF3F2SRyP8IUnq1q2blixZoooVK+qVV15Rp06d3F0SPFjx4sVVq1YtSVKHDh105swZN1cETzdw4EDHhaT33HOPXn75ZTdX5NkIf4vr37+/pEu3Yf35PyCvLly4IOnS+dlvvvlG2dnZ+vrrr/Xbb7+5uTJ4uj9f8Hfx4kU3V+TZOOdvcZdfifnVV1/lep5/Wlqau0qCB/vXv/6lDz74QEWLFlV2draeeeYZzZgxQ88++6y7S4OH44K/24v7/CFJ6t69u6ZNm6bixYtr165dio2N1cqVK91dFjxMjx499Pvvv+vo0aOqUKGCpP9/q9+HH37o5urgyY4ePaqJEyfq8OHDqlChgl5++WWVKVPG3WV5LMIfkqQtW7Zo4sSJevDBB5WUlKQxY8aofPny7i4LHiYnJ0enT5/WyJEjNWLEiFzT7rvvPjdVBeDP6PaHJKlixYoqWrSoEhIS1KBBA35R46Z4e3srJCREb731lrtLwV3myuuQUlNTVbp0ad4/cgs4aQJJl67279Kli1atWqXixYtzqx+AO8qmTZsc/3322WeqWbOmu0vyaHT7Q9KlN2b9/e9/dwwnJSUpPDzcjRUBwPVFR0fneg058oZuf0i6dIvWwIEDdf78eT322GOqWLGiu0sCAIeBAwc63hdx5swZ3XvvvW6uyLPR7Q9Jlx6dOX78eP3tb39Tx44dNXPmTHeXBAAOjRs3VkREhB588EHZbDb17dvX3SV5NMIfDmXLlpXNZlNwcLACAgLcXQ4AOCxZskTly5dXQkKCoqOjNWnSJHeX5NEIf0i69LjMDz/8UBcvXtSqVasUFBTk7pIAwMFms+nBBx/U+fPn1apVKx7yc4vYe5AkjRs3TsePH9ff/vY3JSUlaezYse4uCQAcsrOzNXnyZEVGRmrr1q3Kyspyd0kejav94XD27FllZGQ4hkNCQtxYDQD8f0eOHNHmzZvVqVMnrVu3TtWqVVPp0qXdXZbHIvwhSRo5cqQ2btyo4sWL8zhWALjLcasfJEm7du3SunXrOI8GABbAX3pIunSl/5Vd/gCAuxdH/pAknTp1Sk2aNFHZsmUliW5/ALiLcc4fkqQTJ05cNY63sAHA3Ykjf0i69Da2cePGKTk5Wffff7+GDh3q7pIAAC7CkT8kSU899ZS6dOmiBx98UNu2bdO8efP03nvvubssAIALcMEfJEkZGRlq2rSpgoKC9I9//EPZ2dnuLgkA4CKEPyRJOTk52r9/vyRp//79jrdnAQDuPnT7Q5K0d+9eDRs2TGfOnFHx4sU1ZswYVa5c2d1lAQBcgCN/SJL27dun9PR0+fj4KCUlRc8995y7SwIAuAhH/pAktWrVSrNnz1bJkiUd4/z8/NxYEQDAVbjVD5Kk0qVLOx7wAwC4uxH+kCQVKFBATz31lKpUqeK42G/gwIFurgoA4AqEPyRJjRs3dncJAIB8wjl/AAAshqv9AQCwGMIfAACLIfwBALAYwh/AbdO7d2+lpKS4uwwAf4HwB3DbbN682d0lAHACt/oBFpaYmKhJkyapRIkSOnbsmAoUKKAJEyaoePHiGjVqlPbt2yebzaaGDRtq4MCB8vHxUaVKlbRlyxYFBwdLkmN48uTJkqQnn3xSb731lv744w8NHz5cKSkp8vLy0jPPPKOWLVvqxx9/1OjRo5WamiqbzabevXurXbt2SkxM1LRp01S8eHH9+OOPKliwoPr166d58+bp8OHDat68uWJjYyVJ69ev15w5c5SVlaUCBQpo8ODBqlWrltv2I+BxDADL2rp1q6lcubL55ptvjDHGLFy40LRv394MGjTIxMXFGbvdbjIyMkzv3r3Nm2++aYwxJiwszJw9e9axjCuHr/zcrl07M3/+fGOMMSdPnjRNmzY1Fy5cME2bNjWfffaZMcaYn3/+2TRs2NB89913ZuvWraZKlSpm9+7dxhhj+vTpY6Kjo01GRoY5e/aseeCBB8zPP/9sDh8+bFq3bm1SUlKMMcYcOHDAPPzwwyY9PT0f9hhwd6DbH7C4ypUrKzIyUpL0+OOPa+/evVq5cqW6d+8um80mPz8/xcTEaOPGjU4vMzU1Vfv27VOnTp0kSSVLltS6dev0888/KyMjQ82bN5cklShRQs2bN9fXX38tSSpVqpSqVq0qSSpTpozq1q0rPz8/BQcHKyAgQOfOndPmzZt15swZ9ezZU23bttVLL70km82mn3766XbuFuCuRrc/YHHe3t65ho0xMn969pfdbld2dvZV82ZmZl5zmT4+l/60XH5UtCQdOnRIOTk5V7U1xjiW/eeXSV1ezp9rqV+/vv7zn/84xp06dUrFixe/Zi0ArsaRP2Bx+/bt0759+yRJixYtUkREhP75z39qwYIFMsYoMzNTixcv1kMPPSRJCg4O1g8//CBJ+uKLL3Ity9vbW9nZ2QoMDNQDDzyg5cuXS7oUzl26dFFQUJB8fX31+eefS5JOnz6tzz77zLFsZ9SrV0+bN29WcnKyJOmrr77SY489poyMjFvaD4CVcOQPWNy9996r//znPzpx4oSCg4M1adIkBQQEaMyYMWrTpo2ysrLUsGFD9e3bV5L06quvavTo0QoKCtJDDz2kYsWKOZbVrFkzde3aVbNnz9bUqVM1atQozZs3TzabTWPHjlXJkiU1e/ZsjRkzRjNnzlROTo6ee+451atXT4mJiU7VW7FiRY0ePVoDBw6UMUY+Pj6aM2eOChUq5JL9A9yNeLY/YGGJiYmKi4vTypUr3V0KgHxEtz8AABbDkT8AABbDkT8AABZD+AMAYDGEPwAAFkP4AwBgMYQ/AAAW8/8A1vd02fOLdyIAAAAASUVORK5CYII=",
      "text/plain": [
       "<Figure size 576x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_histogram(data,'poutcome','subscribed')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 576x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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kyRLt27dPY8eOVUhIiFq0aKE6deqoVatWGjVqlHbs2KHdu3dr9OjROnHihG688UZFRUUpNzdXEydOdO49+e677/7Aow+TUeTwuOHDh6tly5Zq2bKloqKitGXLFiUkJDjP7u3fv7969eql559/Xt26ddPRo0e1YMEC3XDDDXr//feVmZmpZ555RpLUo0cPhYaG6oUXXnAuv2vXroqPj9eAAQPUpEkTPf/88xdk8PLy0uzZs2Wz2RQTE6Phw4erTZs2mjx5siSpcuXK6tatm0aOHFnsY0PntW/fXiNHjtSsWbPUpUsXpaam6u2339Ztt93m0mMwffp0BQcHq1evXho2bJiioqKcHwMbOnSoJk6cqC5dumj58uV6/vnnlZWVVezNSkl06tRJy5YtU7du3eRwOPT222/L19e3ROvy8vJSQkKCjh8/rgceeECzZ89W9+7dr7iL+XK6du2qb7/9VtHR0frPf/6jefPmFbtoSkREhCpXrnzJrXHp3O7mhIQEffrpp4qKitIzzzyj3r17q0ePHpKk5557TqdPn1anTp00b948DRs2rNj8FStWVGRkpPr166cJEyboiSeeUPv27SVJw4YNU5MmTTRkyBBFRUVp//79mjNnjry9vRUREaGJEydq3rx56ty5s7Zv36558+Zd8IbxUmJjY7VixQp17dpVp0+fdr4WpXOvjZo1a2rAgAF6+OGHdeONN+rNN9+UdO4aDG+//bZ27dql6Ohopaam6oEHHnD9QUeZYLOuZh8d8CcXFhamd999V82bN/d0lD+F2NhYNW7cWCNGjLiq5Zw4cUK7du1Sq1atnMPeeustbdq06YJDG6XlzJkzat68uZKSkpy7uwGwRQ7gDxo8eLAWLVqkI0eOaMuWLXr//fedh0NK2/r16/X888/r9ttvp8SB3+GsdQAlVrVqVb3++uuaOXOmpk6dqhtuuEEPP/yw+vTp45b1vfbaayooKHDuUgbwX+xaBwDAYOxaBwDAYMbtWi8qKpLD4ZCvr+8VP9sLAIDpLMtSfn6+AgICLnohJOOK3OFwFLt4AgAA14PQ0NCLfqTRuCI//znV0NBQlStXzsNpAABwr7y8PO3du/eS12kwrsjP704vV67cFa9fDABAWXGpw8mc7AYAgMEocgAADEaRAwBgMIocAACDUeQAABiMIgcAwGAUOQAABqPIAQAwmHEXhAEAlEznzp2dv69Zs8aDSeAObt0iP3HihFq3bq309PRiw1NSUtS9e3fFxMRo6dKl7owAAECZ5rYiz8/P1/jx41WhQoULhk+ZMkXvvPOOFi5cqCVLluj48ePuigEA17Xfbo1f7DbM57Zd69OmTVOvXr2UmJhYbHh6erpCQkJUqVIlSVJERIS2bt2qv//97+6KUmalpKQoOTnZ0zFclpWVJUkKDg72aI6Satu2rSIjIz0dAwAuyi1FvmLFClWpUkWtWrW6oMjtdnuxr2ELCAiQ3W4v8TrS0tKuOqfpDhw4oOzsbE/HcNmxY8ckSd7e3h5OUjIHDhzQ9u3bPR0DKDW8nssWtxT58uXLZbPZ9OWXX+qHH37Q6NGjNWfOHFWrVk2BgYFyOBzOaR0Ox0W/X/VKwsPDr/tvP4uIiPB0hBKJj4+XJE2ZMsXDSYDrm2n/O653ubm5l914dUuRL1q0yPl7bGysXnjhBVWrVk2SVKdOHWVkZCgrK0v+/v7atm2bBg4c6I4YAACUedfs42dr1qxRTk6OYmJiNGbMGA0cOFCWZal79+6qXr36tYoBANeVNWvW8PGzMs7tRb5w4UJJ57bEz4uMjOTkIQAASgEXhAGAMo6t8LKNS7QCAGAwihwAAINR5AAAGIwiBwDAYBQ5AAAGo8gBADAYRQ4AgMEocgAADEaRAwBgMIocAACDUeQAABiMIgcAwGAUOQAABqPIAQAwGEUOAIDBKHIAAAxGkQMAYDCKHAAAg1HkAAAYjCIHAMBgFDkAAAajyAEAMBhFDgCAwShyAAAMRpEDAGAwihwAAINR5AAAGIwiBwDAYBQ5AAAGo8gBADAYRQ4AgMEocgAADEaRAwBgMIocAACDUeQAABiMIgcAwGAUOQAABqPIAQAwGEUOAIDBKHIAAAzm464FFxYWaty4cTpw4IBsNptefPFFhYaGOse/9957WrZsmapUqSJJevHFF1W7dm13xQEAoExyW5Fv3LhRkrR48WKlpqbqtdde05w5c5zj09LSNG3aNIWHh7srAgAAZZ7bivz+++/XvffeK0k6evSoKlasWGz8zp07lZiYqGPHjunee+9VXFycu6IAAFBmua3IJcnHx0ejR49WcnKyZs2aVWxcVFSU+vTpo8DAQA0dOlQbN25UmzZtXF52WlpaaceFm2VnZ0uStm/f7uEkAFB22CzLsty9kmPHjqlnz55au3at/P39ZVmW7Ha7goKCJEmLFi1SVlaWhgwZcsVl5ebmKi0tTeHh4Spfvry7o6MUxcfHS5KmTJni4SQAYI4r9Z7bzlpfuXKl5s2bJ0ny8/OTzWaTl9e51dntdnXq1EkOh0OWZSk1NZVj5QAA/AFu27Xerl07xcfH66GHHlJBQYHGjh2r5ORk5eTkKCYmRiNGjFDfvn1Vrlw5NWvWTK1bt3ZXFAAAyiy3Fbm/v79mzpx5yfHR0dGKjo521+oBALgucEEYAAAMRpEDAGAwihwAAINR5AAAGIwiBwDAYBQ5AAAGo8gBADAYRQ4AgMEocgAADEaRAwBgMIocAACDUeQAABiMIgcAwGAUOQAABqPIAQAwGEUOAIDBKHIAAAxGkQMAYDCKHAAAg1HkAAAYjCIHAMBgFDkAAAajyAEAMBhFDgCAwShyAAAMRpEDAGAwihwAAINR5AAAGIwiBwDAYBQ5AAAGo8gBADAYRQ4AgMEocgAADEaRAwBgMIocAACDUeQAABiMIgcAwGAUOQAABqPIAQAwGEUOAIDBKHIAAAzmtiIvLCxUfHy8evXqpd69e2vv3r3FxqekpKh79+6KiYnR0qVL3RUDAIAyzW1FvnHjRknS4sWLNXz4cL322mvOcfn5+ZoyZYreeecdLVy4UEuWLNHx48fdFQUAgDLLbUV+//33a+LEiZKko0ePqmLFis5x6enpCgkJUaVKlVSuXDlFRERo69at7ooCAECZ5ePWhfv4aPTo0UpOTtasWbOcw+12u4KCgpy3AwICZLfb3RnliubPn6/9+/d7NENZd/7xjY+P93CSsq127dp67LHHPB2jTEtJSVFycrKnY7gsKytLkhQcHOzRHCXVtm1bRUZGejrGn55bi1ySpk2bpqefflo9e/bU2rVr5e/vr8DAQDkcDuc0DoejWLG7Ii0trVRz7tixQxmZR+VdIbhUl4v/KirwliT9sP8XDycpuwrPZik7O1vbt2/3dJQy7cCBA8rOzvZ0DJcdO3ZMkuTt7e3hJCVz4MABXssucFuRr1y5Ur/88ovi4uLk5+cnm80mL69ze/Lr1KmjjIwMZWVlyd/fX9u2bdPAgQNLtPzw8HCVL1++1PImJSXJu0Kw/GveV2rLBK61nIxPFRQUpIiICE9HKdNMe3zP7wWbMmWKh5Pgj8jNzb3sxqvbirxdu3aKj4/XQw89pIKCAo0dO1bJycnKyclRTEyMxowZo4EDB8qyLHXv3l3Vq1d3VxQAAMostxW5v7+/Zs6cecnxkZGRHPsAAOAqcUEYAAAMRpEDAGAwihwAAINR5AAAGIwiBwDAYBQ5AAAGo8gBADAYRQ4AgMEocgAADEaRAwBgMIocAACDUeQAABiMIgcAwGAUOQAABqPIAQAwGEUOAIDBKHIAAAxGkQMAYDCKHAAAg1HkAAAYjCIHAMBgFDkAAAbzcWWiTz75RC+//LJOnToly7JkWZZsNpu++eYbd+cDAACX4VKRv/766xozZozuuOMO2Ww2d2cCAAAucqnIK1asqHbt2rk7CwAAKCGXjpE3aNBAmzZtcncWAABQQi5tkW/atEkffPCBfH195evryzFyAAD+JFwq8vfee8/NMQAAwB/hUpFv3br1gmF+fn46e/as6tSpU+qhAACAa1wq8lWrVum7777T3/72N3l7e+vLL7/ULbfcotOnTysuLk4xMTHuzgkAAC7CpSK32WxKSkpybn1nZmZq0qRJ+uCDD9SnTx+KHAAAD3HprPVjx44V24V+yy236JdfflFgYKC8vb3dFg4AAFyeS0VeqVIlLVmyRIWFhSooKNCSJUsUHBysAwcOqKioyN0ZAQDAJbhU5JMnT9ZHH32kevXqqUGDBvr44481efJk/fOf/9TgwYPdnREAAFyCS8fIa9asqcWLF+v06dPy8vJSYGCgJOnxxx93azgAAHB5ly3yyZMn69lnn71kYc+dO9ctoQAAgGsuW+TNmjWTJLVv3/6ahAEAACVz2SKPjIyUJHXt2rXYcMuylJGR4b5UAADAJS4dI1+8eLGmT5+uM2fOOIdVqVJFX3zxhduCAQCAK3OpyBMTE/Xuu+9qzpw5Gj58uDZu3Kiff/7Z3dkAAMAVuPTxs+DgYDVo0EB169bViRMnNHjwYH3//ffuzgYAAK7ApSL38fHRqVOnVLNmTf3nP/+RJDkcDrcGAwAAV+bSrvWePXsqLi5Oc+fOVXR0tJKTky/7rWf5+fkaO3asjhw5ory8PA0ePFj33Xefc/x7772nZcuWqUqVKpKkF198UbVr177KuwIAwPXHpSLv0aOHOnbsKH9/fy1ZskTff/+9WrZsecnpV69ereDgYL388svKyspSdHR0sSJPS0vTtGnTFB4efvX3AACA65hLRV5YWKiPPvpIn3/+uby9vdWmTRtVqFDhktN36NDB+dlzy7Iu+GKVnTt3KjExUceOHdO9996ruLi4q7gLAABcv1wq8okTJyo9PV0PPPCALMvS8uXLdejQIY0YMeKi0wcEBEiS7Ha7nnzySQ0fPrzY+KioKPXp00eBgYEaOnSoNm7cqDZt2pQoeFpaWommv5Ls7OxSXR7gKdnZ2dq+fbunY+BP5Pz/N14XZZNLRb5lyxatXbtWvr6+kqQuXbqoS5culyxySfrpp580ZMgQ9enTR507d3YOtyxL/fr1U1BQkCSpdevW2rVrV4mLPDw8XOXLly/RPJeTlJQkHcspteUBnhIUFKSIiAhPx8CfSFJSkiTxujBUbm7uZTdeXTprvXLlyiosLHTettlsqlix4iWnP378uAYMGKBnnnlGPXr0KDbObrerU6dOcjgcsixLqampHCsHAOAPcmmLvHbt2urTp4+6desmb29vrVu3TpUrV9a7774rSXrkkUeKTT937lydPn1ab775pt58801J0oMPPqgzZ84oJiZGI0aMUN++fVWuXDk1a9ZMrVu3LuW7BQDA9cGlIpeksLAw7dy5U5J08803S5L27t170WnHjRuncePGXXJZ0dHRio6OLkFMAABwMS4V+ZQpU9ydAwAA/AEuFXlqaqoSExN16tSpYsPPn0ABAAA8w6UiHzdunGJjYxUSEuLuPAAAoARcKvKqVauqb9++7s4CAABKyKUij4yM1KJFi9SqVSv5+Px3lho1argtGAAAuDKXivzXX3/Vq6++Kj8/P+cwm82mb775xm3BAADAlblU5OvXr9fnn3+uG264wd15AABACbh0ZbeqVas6v3IUAAD8ebi0RV6vXj316dNHbdq0Ubly5ZzDf39FNwAAcG25VOS5ubmqVauWDh486OY4AACgJLiyGwAABnOpyL/99lslJiYqJydHlmWpqKhIhw8f1meffebmeAAA4HJcOtlt3LhxatSokex2uzp37qzAwEC1a9fO3dkAAMAVuLRFbrPZNGjQIJ08eVK1a9dWly5d1Lt3b3dnAwAAV+DSFrm/v78kKSQkRD/++KPKly+vgoICtwYDAABX5tIWef369TV8+HANGzZMcXFxOnjwYLFLtQIAAM9waYt8wIABys7OVq1atdSvXz8dOnRI48ePd3c2AABwBS4V+dixY9W6dWtJUo8ePdS0aVPNnj3brcEAAMCVuVTkJ0+edH6Nafny5dWvXz8dO3bMrcEAAMCVuVTkhYWF+uWXX5y3jx8/Lsuy3BYKAAC4xqUz1vr376/o6Gi1atVKNptNW7Zs0ahRo9ydDQAAXIFLRd6jRw+Fh4frq6++kre3twYOHKjQ0FB3ZwMAAFfg8mfIbr/9dt1+++3uzAIAAErIpWPkAADgz4kiBwDAYBQ5AAAGo8gBADAYRQ4AgMEocgAADEaRAwBgMIocAACDUeQAABiMIgcAwGAUOQAABqPIAQAwGEUOAIDBKHIAAAxGkQMAYDCKHAAAg1HkAAAYjCIHAMBgPu5YaH5+vsaOHasjR44oLy9PgwcP1n333eccn5KSotmzZ8vHx0fdu3dXz5493REDAIAyzy1Fvnr1agUHB+vll19WVlaWoqOjnUWen5+vKVOmKCkpSX5+furdu7ciIyN1ww03uCMKAABlmlt2rXfo0EHDhg2TJFmWJW9vb+e49PR0hYSEqFKlSipXrpwiIiK0detWd8QAAKDMc8sWeUBAgCTJbrfrySef1PDhw53j7Ha7goKCik1rt9vdEaNETp48qcKzWcrJ+NTTUYA/rPBslk6eLOfpGCUyfvx47dmzx9MxyrSzZ89KkmJiYjycpOwLCwvThAkTruk63VLkkvTTTz9pyJAh6tOnjzp37uwcHhgYKIfD4bztcDiKFbur0tLSSiXneedf6IDpzp49q+3bt3s6hssOHTqkMzk5Kudt83SUMstLliSpMPeMh5OUbXmFlg4dOnTN//7cUuTHjx/XgAEDNH78eDVr1qzYuDp16igjI0NZWVny9/fXtm3bNHDgwBKvIzw8XOXLly+tyLrpppuUdcZL/jXvu/LEwJ9UTsanuumm6oqIiPB0FJfddNNNCiw4rUfqV/F0FOCqvPufXxV0002l/veXm5t72Y1XtxT53Llzdfr0ab355pt68803JUkPPvigzpw5o5iYGI0ZM0YDBw6UZVnq3r27qlev7o4YAACUeW4p8nHjxmncuHGXHB8ZGanIyEh3rBoAgOsKF4QBAMBgFDkAAAajyAEAMBhFDgCAwShyAAAMRpEDAGAwihwAAINR5AAAGIwiBwDAYBQ5AAAGo8gBADAYRQ4AgMEocgAADEaRAwBgMIocAACDUeQAABiMIgcAwGAUOQAABqPIAQAwGEUOAIDBKHIAAAxGkQMAYDCKHAAAg1HkAAAYjCIHAMBgFDkAAAajyAEAMBhFDgCAwShyAAAMRpEDAGAwihwAAINR5AAAGIwiBwDAYBQ5AAAGo8gBADAYRQ4AgMEocgAADEaRAwBgMIocAACDUeQAABiMIgcAwGAUOQAABnNrke/YsUOxsbEXDH/vvfcUFRWl2NhYxcbGav/+/e6MAQBAmeXjrgXPnz9fq1evlp+f3wXj0tLSNG3aNIWHh7tr9QAAXBfctkUeEhKihISEi47buXOnEhMT1bt3b82bN89dEQAAKPPctkXevn17HT58+KLjoqKi1KdPHwUGBmro0KHauHGj2rRpU6Llp6WllUZMp+zs7FJdHuAp2dnZ2r59u6djuIy/PZQlnvj7c1uRX4plWerXr5+CgoIkSa1bt9auXbtKXOTh4eEqX758qeVKSkqSjuWU2vIATwkKClJERISnY7gsKSlJ2VmeTgGUDnf8/eXm5l524/Wan7Vut9vVqVMnORwOWZal1NRUjpUDAPAHXbMt8jVr1ignJ0cxMTEaMWKE+vbtq3LlyqlZs2Zq3br1tYoBAECZ4tYiv/nmm7V06VJJUufOnZ3Do6OjFR0d7c5VAwBwXeCCMAAAGIwiBwDAYBQ5AAAGo8gBADAYRQ4AgMEocgAADEaRAwBgMIocAACDUeQAABiMIgcAwGAUOQAABqPIAQAwGEUOAIDBKHIAAAxGkQMAYDCKHAAAg1HkAAAYjCIHAMBgFDkAAAajyAEAMBhFDgCAwShyAAAMRpEDAGAwihwAAINR5AAAGIwiBwDAYBQ5AAAGo8gBADAYRQ4AgMEocgAADEaRAwBgMIocAACDUeQAABiMIgcAwGAUOQAABqPIAQAwGEUOAIDBKHIAAAxGkQMAYDCKHAAAg1HkAAAYzK1FvmPHDsXGxl4wPCUlRd27d1dMTIyWLl3qzggAAJRpPu5a8Pz587V69Wr5+fkVG56fn68pU6YoKSlJfn5+6t27tyIjI3XDDTe4KwoAAGWW24o8JCRECQkJGjVqVLHh6enpCgkJUaVKlSRJERER2rp1q/7+97+7K4rLCs9mKSfjU0/HcFlRwVlZBWc9HaPMs/lUkJdPBU/HcEnh2SxJ1T0do8R+thfo3f/86ukYLrPnFcmeV+TpGGVeYDkvBZYz5wjwz/YCBXlgvW4r8vbt2+vw4cMXDLfb7QoK+u9dDQgIkN1uL/Hy09LSrirf7wUEBKjmLTVKdZnuZrcXyW7P83SMMi8wsJwCA/09HcNF/goICND27ds9HcRlAQEB+svNIZ6OUTJ2u1RU8v9bKCH/QCkw0NMpXPaXYHnk789tRX4pgYGBcjgcztsOh6NYsbsqPDxc5cuXL7VcERERpbYsAK7jbw+4vNzc3MtuvF7zfRZ16tRRRkaGsrKylJeXp23btqlRo0bXOgYAAGXCNdsiX7NmjXJychQTE6MxY8Zo4MCBsixL3bt3V/Xq5h3TAwDgz8BmWZbl6RAlcX4XQ2nvWgcA4M/oSr1nzumAAADgAhQ5AAAGo8gBADAYRQ4AgMEocgAADEaRAwBgMIocAACDUeQAABiMIgcAwGDX/EtTrtb5C9Hl5fGtXwCAsu98313qQqzGFXl+fr4kae/evR5OAgDAtZOfn68KFSpcMNy4a60XFRXJ4XDI19dXNpvN03EAAHAry7KUn5+vgIAAeXldeETcuCIHAAD/xcluAAAYjCIHAMBgFDkAAAajyAEAMBhFDgCAwShyAAAMRpEDAGAwihzXRFFRkcaPH6+YmBjFxsYqIyPD05GA68qOHTsUGxvr6RhwA+Mu0QozbdiwQXl5eVqyZIm+++47TZ06VXPmzPF0LOC6MH/+fK1evVp+fn6ejgI3YIsc18T27dvVqlUrSVLDhg2Vlpbm4UTA9SMkJEQJCQmejgE3ochxTdjtdgUGBjpve3t7q6CgwIOJgOtH+/bt5ePDDtiyiiLHNREYGCiHw+G8XVRUxD8WACgFFDmuicaNG2vz5s2SpO+++06hoaEeTgQAZQObRLgm2rZtqy+++EK9evWSZVl66aWXPB0JAMoEvsYUAACDsWsdAACDUeQAABiMIgcAwGAUOQAABqPIAQAwGEUOXCcSEhI0YcIEtyz7scce0759+5SamqpOnTpd9fIaNWqkw4cPl0IyoOzjc+QArtr8+fMlSSdOnPBwEuD6Q5EDhnI4HIqPj1dGRoa8vLx05513KioqSpMnT9bHH38sSUpNTdXEiROdt9PT0/XQQw/p1KlTqlu3rp5//nkFBgbqww8/1OLFi+Xr66vy5ctrwoQJuvXWW3XgwAGNHz9ev/76q7y8vDR48GB17NhRkZGRql+/vvbs2aOnnnpKU6ZM0cyZMyVJOTk5evLJJ5WRkaGKFStqwoQJqlWrlvLy8jRjxgxt3bpVhYWFuuOOOzRu3DgFBgZq27Ztmjhxomw2m+rVq6eioiKPPa6Aadi1DhgqOTlZDodDq1atUlJSkiRdcXf0oUOHlJCQoDVr1siyLM2ZM0eFhYV66aWX9NZbb2n58uXq2bOntm/fLkl66qmn1KFDB61du1aJiYl69dVXZbfbJUm33XabPvnkE7Vt27bYOn766Sf1799fq1atUqdOnTRq1ChJUmJiory9vbVixQqtXr1aN954o2bMmKG8vDwNGzZMY8aM0cqVK9W0aVOdPXu2tB8uoMyiyAFDRUREaN++fYqNjVViYqL69eunkJCQy87Ttm1bValSRTabTd27d9eWLVvk7e2tDh06qFevXpowYYKCgoLUo0cPZWVlaffu3XrwwQclSTfddJM2bNjg/Ba7Jk2aXHQdYWFhaty4sSSpa9euSktLU3Z2tj777DOlpKQoOjpaDzzwgDZs2KD09HTt3btXPj4+atasmSSpU6dOCggIKK2HCSjz2LUOGOqWW25RcnKyUlNT9dVXX+mRRx5xXsv+vPz8/GLzeHt7O3+3LMv5DXQzZszQ3r17tWXLFs2fP19JSUl6+eWXJUk2m805z/79+1WjRg1Jkr+//0VzeXkV3z6w2Wzy8fFRUVGRxo4dq9atW0s6d2ggNzdXP/30k35/pWi+GQ9wHVvkgKE+/PBDxcfHq2XLlnrmmWfUsmVL/fjjjzp69KhOnDghy7K0YcOGYvOkpKTo1KlTKiws1JIlS3TPPffo119/VevWrRUcHKz+/ftr+PDh2rNnjwIDA3XnnXdq5cqVks7tMu/du7eys7Mvm2vPnj364YcfJElLlixRRESE/Pz81LJlSy1atEh5eXkqKirSc889p1dffVWhoaGyLEubNm2SJH366ac6depU6T9gQBnF217AUNHR0fr666/VsWNH+fn5qUaNGpo8ebLmzp2r7t27q1q1arr33nuLzVOnTh3FxcXp9OnTioiI0KBBg1S+fHkNHjxY/fv3V4UKFeTt7a1JkyZJkl555RW9+OKLWrhwoWw2myZPnqxq1apdNlft2rX1xhtvKDMzU1WrVtXUqVMlSf/4xz80bdo0de3aVYWFhapbt67GjBkjX19fzZ49Wy+88IJeffVV1a1bV1WrVnXLYwaURXz7GQAABmPXOgAABqPIAQAwGEUOAIDBKHIAAAxGkQMAYDCKHAAAg1HkAAAYjCIHAMBg/w8e8nZvtmPqZgAAAABJRU5ErkJggg==",
      "text/plain": [
       "<Figure size 576x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 576x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 576x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 576x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 576x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 576x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 576x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 576x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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UtWtX3XLLLd4aBQCAGstrIQ8KCtK8efM0bty4co/n5eUpKChIDRo0kCRFRkbqH//4h373u995axQA17H09HQtWrSouse4IsXFxSotLa3uMWo8f39/63451ogRI9S1a9cqfU2vhbx79+46dOjQRY8XFBSU+zVs9erVU0FBwRXvPycn52fNB+D6sG/fPpWVlVX3GFfE5XJV9wg3BJfLZd3/Nvbt26dt27ZV6WtW+W8/czgcKiwsdC8XFhZe8verViYkJITffgbUAJGRkRo2bFh1jwFct4qKiio8ea3yu9Zbtmyp/Px8nThxQsXFxfryyy/Vpk2bqh4DAIAaocrOyNetW6czZ84oLi5OEyZM0LBhw2SM0YABA/SLX/yiqsYAAKBG8THGmOoe4kpcuMTApXUAwI2gsu7xgTAAAFiMkAMAYDFCDgCAxQg5AAAWI+QAAFiMkAMAYDFCDgCAxQg5AAAWI+QAAFiMkAMAYDFCDgCAxQg5AAAWI+QAAFiMkAMAYDFCDgCAxQg5AAAWI+QAAFiMkAMAYDFCDgCAxQg5AAAWI+QAAFiMkAMAYDFCDgCAxQg5AAAWI+QAAFiMkAMAYDFCDgCAxQg5AAAWI+QAAFiMkAMAYDFCDgCAxQg5AAAWI+QAAFiMkAMAYDFCDgCAxQg5AAAWI+QAAFiMkAMAYDFCDgCAxQg5AAAWI+QAAFiMkAMAYDFCDgCAxQg5AAAWI+QAAFiMkAMAYDFCDgCAxQg5AAAWI+QAAFiMkAMAYDFCDgCAxbwWcpfLpcTERMXFxSkhIUH5+fnl1r/99tvq37+/BgwYoI8++shbYwAAUKP5e2vHaWlpKi4uVnJysrKyspSUlKSFCxdKkk6dOqVly5bpww8/1NmzZ9W3b1/FxMR4axQAAGosr52Rb9u2TZ06dZIkhYeHKycnx72uTp06atq0qc6ePauzZ8/Kx8fHW2MAAFCjee2MvKCgQA6Hw73s5+en0tJS+fuff8nbbrtNPXv2VFlZmUaMGHHF+//xNwYAANyovBZyh8OhwsJC97LL5XJHPCMjQ9999502btwoSRo2bJgiIiIUFhbm8f5DQkIUGBh4bYcGAOA6U1RUVOHJq9curUdERCgjI0OSlJWVJafT6V7XoEED1a5dW7Vq1VJgYKDq16+vU6dOeWsUAABqLK+dkcfExCgzM1Px8fEyxmjGjBlaunSpgoKC1K1bN23evFmxsbHy9fVVRESEOnTo4K1RAACosXyMMaa6h7gSFy4xcGkdAHAjqKx7fCAMAAAWI+QAAFiMkAMAYDFCDgCAxQg5AAAWI+QAAFiMkAMAYDFCDgCAxQg5AAAWI+QAAFiMkAMAYDFCDgCAxQg5AAAWI+QAAFiMkAMAYDFCDgCAxQg5AAAWI+QAAFiMkAMAYDFCDgCAxQg5AAAWI+QAAFiMkAMAYDFCDgCAxQg5AAAWI+QAAFiMkAMAYDFCDgCAxQg5AAAWI+QAAFiMkAMAYDFCDgCAxQg5AAAWI+QAAFiMkAMAYDFCDgCAxQg5AAAWI+QAAFiMkAMAYDFCDgCAxQg5AAAWI+QAAFiMkAMAYDFCDgCAxQg5AAAWI+QAAFiMkAMAYDFCDgCAxQg5AAAWI+QAAFiMkAMAYDF/b+3Y5XLphRde0O7du1WrVi1NmzZNzZo1c6//5JNPtGDBAhlj1Lp1a02ZMkU+Pj7eGgcAgBrJa2fkaWlpKi4uVnJyssaMGaOkpCT3uoKCAr388st64403tGrVKt1+++06fvy4t0YBAKDG8lrIt23bpk6dOkmSwsPDlZOT4163fft2OZ1OvfTSSxo8eLBuueUWNWrUyFujAABQY3nt0npBQYEcDod72c/PT6WlpfL399fx48e1detWpaamqm7duvr973+v8PBwNW/e3FvjAABQI3kt5A6HQ4WFhe5ll8slf//zL9ewYUOFhoaqSZMmkqSoqCjt2rXrikL+4zN8AABuVF4LeUREhDZt2qQePXooKytLTqfTva5169bas2ePjh07pptuuknZ2dmKjY29ov2HhIQoMDDwWo8NAMB1paioqMKT1wpDfuTIkQp33rRp08uui4mJUWZmpuLj42WM0YwZM7R06VIFBQWpW7duGjNmjB5//HFJ0gMPPFAu9AAAwDM+xhhzuZVt2rSRj4+PjDE6d+6c6tatK39/f506dUqNGzfWZ599VpWzSvr3dyackQMAbgSVda/CM/Lt27dLkhITExUdHa2ePXtKkjZu3Ki0tDQvjAsAAK6ERz9+lpOT4464JHXr1k25ubleGwoAAHjGo5C7XC5t3brVvZyRkcGnsAEAcB3w6K71yZMn65lnnlFAQICMMTLGaMGCBd6eDQAAVMKjkEdFRWnTpk3as2ePfHx85HQ63T8TDgAAqo9Hl9YLCws1c+ZMzZo1S02bNtXUqVPLfdgLAACoHh6FfNq0aapfv76OHj2qwMBAFRQUKDEx0duzAQCASngU8l27dunZZ5+Vv7+/6tSpo9mzZ2vXrl3eng0AAFTCo5D7+pZ/WllZ2UWPAQCAqufRHWv33HOPXn75ZZ07d06ffvqpVqxYoejoaG/PBgAAKuHRafXYsWNVt25d1a9fX3PmzFFwcLDGjRvn7dkAAEAlPDojDwgI0JNPPqkhQ4YoICCAzzgHAOA64dEZ+f79+xUbG6vo6GhFRkbqkUce0bfffuvt2QAAQCU8CnliYqIGDhyorKws/fOf/1RMTIwmT57s7dkAAEAlPAr5qVOnFBsbq4CAANWqVUsJCQn64YcfvD0bAACohEchDwoKUnZ2tns5NzdXQUFBXhsKAAB4psKb3Xr37i3p/Ee0Dh48WMHBwfL19VVubq5atmxZJQMCAIDLqzDkzz//fFXNAQAArkKFIW/cuLFatmypHTt2VNU8AADgClQY8lmzZmnRokV66qmnLlrn4+OjjRs3em0wAABQuQpDvmjRIknSpEmT9Nvf/rZKBgIAAJ7z6K71OXPmeHsOAABwFTz6iFan06mFCxcqKipKdevWdT/eunVrrw0GAAAq51HIs7OzlZ2drVWrVrkf4z1yAACqn0chT09PV2FhoerVq6eioiIVFBSocePG3p4NAABUwqP3yNevX69+/fpJko4cOaJevXopPT3dq4MBAIDKeRTyN954Q8uWLZMkNW/eXGvWrNG8efO8OhgAAKicRyF3uVz65S9/6V6+7bbb5HK5vDYUAADwjEchb9SokVauXKnS0lKVlZVp9erVuuWWW7w9GwAAqIRHIZ86dapSUlJ09913KywsTCkpKZoyZYq3ZwMAAJXw6K71X//611qzZo1OnjwpPz8/ORwOb88FAAA84NEZeV5enlatWqWbbrpJ48ePV7du3bRlyxZvzwYAACrhUcinTJmiwMBAbdq0SceOHdOMGTP42FYAAK4DHoW8qKhIffr0UWZmpn73u98pOjpaJSUl3p4NAABUwqOQFxcX64cfftDHH3+s9u3b64cfflBRUZG3ZwMAAJXwKORxcXHq0qWLIiMjdccdd2jgwIEaMmSIt2cDAACV8DHGGE+e6HK55Ot7vvvHjx/XzTff7NXBLqeoqEg5OTkKCQlRYGBgtcwAAEBVqax7Hv342ZkzZ7Rw4UJlZmYqICBAnTt31hNPPKFatWpd84EBAIDnPLq0/uc//1n/+te/9Kc//UnPPPOMvv76a02bNs3bswEAgEp4dEa+c+dOrVu3zr3ctm1bPfjgg14bCgAAeMajM/IGDRroxIkT7uUzZ86ofv363poJAAB4qMIz8guXz/39/dW/f3/df//98vX1VXp6uu64444qGRAAAFxehSFv2LChJCkqKkpRUVHux3v16uXVoQAAgGcqDPmoUaOqag4AAHAVPLrZrXfv3pd8/Mc3wAEAgKrnUciff/55959LSkqUlpamW2+91WtDAQAAz3gU8rZt25Zbbt++veLj4zVy5EivDAUAADzj0Y+f/dTx48f13XffXetZAADAFbqq98iPHDmiuLg4rwwEAAA851HIn3vuOR08eFDNmjXTF198oby8PC6rAwBwHfDo0voHH3ygr776So0aNdLKlStVu3ZtPffcc96eDQAAVMKjkO/YsUMvvPCC0tLS1K9fP82cOVOHDx+ucBuXy6XExETFxcUpISFB+fn5l3zO448/rv/5n/+5uukBALjBeRRyY4x8fX2VmZmpe++9V5J09uzZCrdJS0tTcXGxkpOTNWbMGCUlJV30nNdee02nTp26irEBAIDkYciDgoL0xBNP6NChQ2rbtq3GjBmjO++8s8Jttm3bpk6dOkmSwsPDlZOTU279hg0b5OPj434OAAC4ch6FfObMmerVq5eWL1+ugIAARUVFafr06RVuU1BQIIfD4V728/NTaWmpJGnPnj16//339fTTT/+M0QEAgEd3rdetW7fc7x9/6KGHKt3G4XCosLDQvexyueTvf/7lUlNT9X//938aMmSIDh8+rICAAN1+++3q3Lmzx4P/9AwfAIAbkUchvxoRERHatGmTevTooaysLDmdTve6cePGuf88b9483XLLLVcUcUkKCQlRYGDgNZsXAIDrUVFRUYUnr14LeUxMjDIzMxUfHy9jjGbMmKGlS5cqKChI3bp189bLAgBwQ/ExxpjqHuJKXPjOhDNyAMCNoLLuXdVnrQMAgOsDIQcAwGKEHAAAixFyAAAsRsgBALAYIQcAwGKEHAAAixFyAAAsRsgBALAYIQcAwGKEHAAAixFyAAAsRsgBALAYIQcAwGKEHAAAixFyAAAsRsgBALAYIQcAwGKEHAAAixFyAAAsRsgBALAYIQcAwGKEHAAAixFyAAAsRsgBALAYIQcAwGKEHAAAixFyAAAsRsgBALAYIQcAwGKEHAAAixFyAAAsRsgBALAYIQcAwGKEHAAAixFyAAAsRsgBALAYIQcAwGKEHAAAixFyAAAsRsgBALAYIQcAwGKEHAAAixFyAAAsRsgBALAYIQcAwGKEHAAAixFyAAAsRsgBALAYIQcAwGKEHAAAixFyAAAs5u+tHbtcLr3wwgvavXu3atWqpWnTpqlZs2bu9X/5y1/0wQcfSJLuu+8+jRo1ylujAABQY3ntjDwtLU3FxcVKTk7WmDFjlJSU5F538OBBrV27VitXrlRKSoo+++wz5ebmemsUAABqLK+dkW/btk2dOnWSJIWHhysnJ8e97pe//KXefPNN+fn5SZJKS0sVGBjorVEAAKixvBbygoICORwO97Kfn59KS0vl7++vgIAANWrUSMYYzZo1S3fddZeaN29+Rfv/8TcGAADcqLwWcofDocLCQveyy+WSv/+/X66oqEiTJk1SvXr1NGXKlCvef0hICGfxAIAar6ioqMKTV6+9Rx4REaGMjAxJUlZWlpxOp3udMUZ//OMfFRwcrKlTp7ovsQMAgCvjtTPymJgYZWZmKj4+XsYYzZgxQ0uXLlVQUJBcLpe++OILFRcX69NPP5UkjR49Wm3atPHWOAAA1Eg+xhhT3UNciQuXGLi0DgC4EVTWPT4QBgAAixFyAAAsRsgBALAYIQcAwGKEHAAAixFyAAAsRsgBALAYIQcAwGKEHAAAixFyAAAsRsgBALAYIQcAwGKEHAAAixFyAAAsRsgBALAYIQcAwGKEHAAAixFyAAAsRsgBALAYIQcAwGKEHAAAixFyAAAsRsgBALAYIQcAwGKEHAAAixFyAAAsRsgBALAYIQcAwGKEHAAAixFyAAAsRsgBALAYIQcAwGKEHAAAixFyAAAsRsgBALAYIQcAwGKEHAAAixFyAAAsRsgBALAYIQcAwGKEHAAAixFyAAAsRsgBALAYIQcAwGKEHAAAixFyAAAsRsgBALAYIQcAwGKEHAAAixFyAAAsRsgBALCY10LucrmUmJiouLg4JSQkKD8/v9z6lJQU9e/fX7Gxsdq0aZO3xgAAoEbz99aO09LSVFxcrOTkZGVlZSkpKUkLFy6UJH3//fdavny53n33XRUVFWnw4MHq0KGDatWq5a1xAACokbwW8m3btqlTp06SpPDwcOXk5LjX/e///q/atGmjWrVqqVatWgoKClJubq7CwsK8NU6l0tPTtWjRomp7/atRXFys0tLS6h6jxvP397fqm8wRI0aoa9eu1T0GgCritZAXFBTI4XC4l/38/FRaWip/f38VFBSofv367nX16tVTQUHBFe3/x98YXAv79u1TWVnZNd2nt7lcruoe4Ybgcrms+t/Gvn37tG3btuoeA0AV8VrIHQ6HCgsL3csul0v+/v6XXFdYWFgu7J4ICQlRYGDgtRlWUmRkpIYNG3bN9gcAwLVQVFRU4cmr1252i4iIUEZGhiQpKytLTqfTvS4sLEzbtm1TUVGRTp8+rby8vHLrAQCAZ7x2Rh4TE6PMzEzFx8fLGKMZM2Zo6dKlCgoKUrdu3ZSQkKDBgwfLGKNnn332mp5dAwBwo/AxxpjqHuJKXLjEcK0vrQMAcD2qrHt8IAwAABYj5AAAWIyQAwBgMUIOAIDFCDkAABYj5AAAWIyQAwBgMUIOAIDFCDkAABbz2ke0esuFD6IrLi6u5kkAAPC+C7273AexWhfykpISSdKePXuqeRIAAKpOSUmJateufdHj1n3WusvlUmFhoQICAuTj41Pd4wAA4FXGGJWUlKhevXry9b34HXHrQg4AAP6Nm90AALAYIQcAwGKEHAAAixFyAAAsRsgBALAYIQcAwGKEHAAAixFyVAmXy6XExETFxcUpISFB+fn51T0ScEPJzs5WQkJCdY8BL7DuI1php7S0NBUXFys5OVlZWVlKSkrSwoULq3ss4IawZMkSrV27VnXq1KnuUeAFnJGjSmzbtk2dOnWSJIWHhysnJ6eaJwJuHEFBQZo3b151jwEvIeSoEgUFBXI4HO5lPz8/lZaWVuNEwI2je/fu8vfnAmxNRchRJRwOhwoLC93LLpeLf1gA4Bog5KgSERERysjIkCRlZWXJ6XRW80QAUDNwSoQqERMTo8zMTMXHx8sYoxkzZlT3SABQI/BrTAEAsBiX1gEAsBghBwDAYoQcAACLEXIAACxGyAEAsBghB24Q8+bN09SpU72y7yeeeEJ79+7V1q1b1atXr5+9vzZt2ujQoUPXYDKg5uPnyAH8bEuWLJEkHT16tJonAW48hBywVGFhoSZOnKj8/Hz5+vqqdevW6tmzp6ZPn673339fkrR161a9+OKL7uW8vDz9/ve/18mTJ9WqVStNmTJFDodD77zzjlauXKmAgAAFBgZq6tSpuuOOO7Rv3z4lJibq2LFj8vX11ciRI9WjRw917dpVYWFh2r17t0aPHq2ZM2dq7ty5kqQzZ87ov/7rv5Sfn6+bbrpJU6dOVfPmzVVcXKzZs2frH//4h8rKynTXXXdp8uTJcjgc+vLLL/Xiiy/Kx8dHoaGhcrlc1XZcAdtwaR2w1EcffaTCwkK99957Wr16tSRVejn6wIEDmjdvntatWydjjBYuXKiysjLNmDFDb775pt59913FxsZq27ZtkqTRo0frgQce0AcffKDFixfr1VdfVUFBgSTpN7/5jf7+978rJiam3Gt8++23Gjp0qN577z316tVL48aNkyQtXrxYfn5+WrNmjdauXatbb71Vs2fPVnFxsZ5++mlNmDBBqampio6O1rlz56714QJqLEIOWCoyMlJ79+5VQkKCFi9erCFDhigoKKjCbWJiYtSoUSP5+PhowIAB2rx5s/z8/PTAAw8oPj5eU6dOVf369TVw4ECdOHFCubm5GjRokCTptttuU1pamvu32EVFRV3yNYKDgxURESFJ6tevn3JycnT69Gl9/PHHSk9PV9++ffXggw8qLS1NeXl52rNnj/z9/dWuXTtJUq9evVSvXr1rdZiAGo9L64ClfvWrX+mjjz7S1q1btWXLFj366KPuz7K/oKSkpNw2fn5+7j8bY9y/gW727Nnas2ePNm/erCVLlmj16tV6+eWXJUk+Pj7ubb755hs1bdpUklS3bt1LzuXrW/78wMfHR/7+/nK5XJo0aZLuu+8+SeffGigqKtK3336rn35SNL8ZD/AcZ+SApd555x1NnDhRHTt21J/+9Cd17NhRX3/9tY4cOaKjR4/KGKO0tLRy26Snp+vkyZMqKytTcnKyOnfurGPHjum+++5Tw4YNNXToUD3zzDPavXu3HA6HWrdurdTUVEnnL5k/9NBDOn36dIVz7d69W7t27ZIkJScnKzIyUnXq1FHHjh21YsUKFRcXy+Vy6fnnn9err74qp9MpY4w++eQTSdLGjRt18uTJa3/AgBqKb3sBS/Xt21dffPGFevTooTp16qhp06aaPn263njjDQ0YMEBNmjTRf/7nf5bbpmXLlhoxYoROnTqlyMhIDR8+XIGBgRo5cqSGDh2q2rVry8/PT9OmTZMkvfLKK/rzn/+s5cuXy8fHR9OnT1eTJk0qnKtFixaaP3++Dh48qMaNGyspKUmS9Mc//lEvvfSS+vXrp7KyMrVq1UoTJkxQQECAFixYoBdeeEGvvvqqWrVqpcaNG3vlmAE1Eb/9DAAAi3FpHQAAixFyAAAsRsgBALAYIQcAwGKEHAAAixFyAAAsRsgBALAYIQcAwGL/D69lDDAhVqwSAAAAAElFTkSuQmCC",
      "text/plain": [
       "<Figure size 576x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 576x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "for column in numeric_df.columns:\n",
    "    plot_boxplot(data, column, y='subscribed')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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qDsYjIiKSMQY9ERGRjMmu6Z6IiORHqVTi7t27eP78udiliMrMzAx16tR55VLJBTHoiYhI8u7evQtLS0vUr1//tb10WhAEpKSk4O7duyVaappN90REJHnPnz+HjY3NaxvywIvBdjY2NiVu1WDQExFRhfA6h3y+//IaMOiJiIhkjEFPRESvhZUrVyIwMFAvx/7oo49w/fp1xMTEoEePHqU+3v/+9z/cvXu3DCrjYDwiIqJS+/bbbwEAKSkpIldSGIOeiIgqpKysLMyaNQuJiYkwMDBA48aN0b17dwQFBWHnzp0AgJiYGCxYsEB9OyEhAcOGDUN6ejqcnZ0xb948WFhYICIiAps2bYKxsTFMTU0RGBgIBwcH3Lx5E/7+/khNTYWBgQE+/fRTdOvWDR07doSrqyuuXr2KGTNmIDg4GCtWrAAAPH36FFOmTEFiYiKqVKmCwMBA2NnZIScnB8uWLcPp06eRl5cHFxcXzJ07FxYWFvjrr7+wYMECKBQKNG3aFCqVqsxeJzbdExFRhbRv3z5kZWVh+/bt2Lp1KwC8srn79u3bWLlyJXbs2AFBELBmzRrk5eVh0aJF+O677/DLL79g0KBBiI2NBQDMmDEDXbt2xa5du7Bu3TqEhIQgMzMTAODo6Ijff/8dnTt31niO+/fvY9SoUdi+fTt69OgBb29vAMC6detgaGiIqKgo/Pbbb7C1tcWyZcuQk5ODqVOnwtfXF9u2bUPLli3LdL4ABj0REVVI7u7uuH79OoYPH45169Zh5MiReOutt4p9TOfOnWFtbQ2FQoH+/fvj+PHjMDQ0RNeuXeHp6YnAwEBYWlpiwIABSEtLw5UrVzBw4EAAQM2aNREdHQ0LCwsAgIeHR5HP4eTkhGbNmgEA+vbti7i4OGRkZODQoUM4cOAA+vTpg969eyM6OhoJCQmIj4+HkZERWrVqBQDo0aMHzM3Ny+plYtM96SZHmQcTY0PRHk9E9LK6deti3759iImJwcmTJzF69Gh4enpCEAT1PkqlUuMxhob/fg4JggAjoxcxuGzZMsTHx+P48eP49ttvsXXrVixduhSA5iVtN27cQK1atQAAlStXLrKul9eEVygUMDIygkqlwuzZs9GuXTsAL7oesrOzcf/+fY2aAajrKgsMetKJibEhhnqH/+fHRywZVobVEBEBERERiI2NxbJly9CmTRukpKTg2rVruHfvHlJSUmBtbY3o6GiNxxw4cADjx4+HhYUFNm/ejLZt2yI1NRV9+/ZFZGQkRo0ahUaNGmH27NmwsLBA48aNsW3bNgwcOBD379/HkCFD1P392ly9ehWXL1+Gs7MzNm/eDHd3d1SqVAmtW7dGeHg4WrVqBSMjI/j5+aFy5cqYN28eBEHA4cOH0a5dO+zfvx/p6ell9jox6ImIqELq06cPTp06hW7duqFSpUqoVasWgoKCEBoaiv79+6N69epo3769xmMaNGiATz75BP/88w/c3d3x8ccfw9TUFJ9++ilGjRoFMzMzGBoaYuHChQCA5cuXIyAgAGFhYVAoFAgKCkL16tWLrcve3h6rVq3CnTt3YGNjgy+++AIAMGHCBCxevBh9+/ZFXl4enJ2d4evrC2NjY6xevRrz589HSEgInJ2dYWNjU2avk0J4ub2ggsvOzkZcXByaNGnC9ejLGM/oiUgs+WfIVPi1eFXucTAeERGRjDHoiYiIZIxBT0REJGMMeiIiIhlj0BMREckYg56IiEjGGPRERCRrOcq8CnXcssYJc4iISNZKO7OnNrrOD7Jjxw6sWbMGSqUSo0aNwrBh5TuvCIOeiIhITx4+fIgvv/wSUVFRMDExgaenJ1q2bAkHB4dyq4FN90RERHpy/PhxvPPOO7CyskLlypXRpUsX7Nmzp1xrYNATERHpyaNHjzTmxre1tcXDhw/LtQYGPRERkZ4UtZxMwWVvywODnoiISE9q1KiBx48fq28/evQItra25VoDg56IiEhP3n33XZw4cQKpqal49uwZ9u7di7Zt25ZrDRx1T0REspajzNPLUtk5yjyYGBsWu0+NGjUwffp0jBgxAkqlEgMGDICrq2uZ11IcBj0REcnaq8JY38ft2bMnevbsqZcadMGmeyIiIhlj0BMREckYg56IiEjGGPREREQyxqAnIiKSMQY9yUZpl4ysKEtOEhGVBC+vI9ko7VKU+rjOlojEp8pVwsDIWNTjZmZmwtPTE6GhoahTp06Z11IcBj0REcmagZExYpeMK/Pjunt/p9N+586dw9y5c3Hr1q0yr0EXbLonIiLSoy1btmDevHnlPsd9Pp7RExER6VFQUJCoz88zeiIiIhlj0BMREckYg56IiEjGGPREREQyxsF4REQka6pcpc6XwpX0uCW5Pv/AgQNlXoMueEZPRESypo/JcvR53LLGoCciIpIxBj0REZGMMeiJiKhCEARB7BJE919eAwY9ERFJnpmZGVJSUl7rsBcEASkpKTAzMyvR4zjqnoiIJK9OnTq4e/cukpOTxS5FVGZmZiVe/Y5BT0REkmdsbAw7Ozuxy6iQ9Bb0SqUSvr6+SEpKgoGBARYsWAAjIyP4+vpCoVDA0dER8+bNg4GBAVatWoVDhw7ByMgIs2fPhqurKxITE4vcl4iIiHSnt+Q8fPgwcnNzsWnTJkycOBFfffUVgoODMW3aNEREREAQBOzfvx8XL17EqVOnEBkZiZCQEAQEBABAkfsSERFRyegt6O3s7JCXlweVSoXMzEwYGRnh4sWLaNGiBQCgbdu2OH78OGJjY9G6dWsoFArUqlULeXl5SE1NLXJfIiIiKhm9Nd1XrlwZSUlJ+PDDD/HkyROEhobi9OnTUCgUAABzc3NkZGQgMzMTVlZW6sflbxcEodC+JREXF1dmvwsB7u7upT5GbGxsGVSiXUWokYiovOkt6NevX4/WrVtj5syZuH//PkaOHAmlUqm+PysrC1WqVIGFhQWysrI0tltaWmr0x+fvWxJNmjSBqalp6X8RKjNlEcT6VhFqJCIqKDs7u9iTW7013VepUgWWlpYAgKpVqyI3NxcuLi6IiYkBABw5cgQeHh5o1qwZjh49CpVKhXv37kGlUsHa2rrIfYmIiKhk9HZGP2rUKMyePRtDhw6FUqnE9OnT0aRJE/j5+SEkJAT29vbo0qULDA0N4eHhgcGDB0OlUsHf3x8A4OPjU2hfIiIiKhm9Bb25uTlWrFhRaPvGjRsLbZs8eTImT56ssc3Ozq7IfYmIiEh3vDCdiIhIxhj0REREMsagJyIikjEGPRERkYwx6ImIiGSMQU9ERCRjDHoiIiIZY9ATERHJGIOeiIhIxhj0REREMsagJyIikjEGPRERkYwx6ImIiGSMQU9ERCRjDHoiIiIZY9ATERHJGIOeiIhIxhj0REREMsagJyIikjEGPRERkYwx6ImIiGSMQU9ERCRjDHoiIiIZY9ATERHJGIOeiIhIxhj0REREMsagJyIikjEGPRERkYwx6ImIiGSMQU9ERCRjDHoiIiIZY9ATERHJGIOeiIhIxhj0REREMsagJyIikjEGPRERkYwx6ImIiGSMQU9ERCRjDHoiIiIZY9ATERHJGIOeiIhIxhj0REREMsagJyIikjEGPRERkYwx6ImIiGSMQU9ERCRjDHoiIiIZY9ATERHJGIOeiIhIxhj0REREMsagJyIikjEGPRERkYwx6ImIiGSMQU9ERCRjDHoiIiIZY9ATERHJGIOeiIhIxhj0REREMsagJyIikjEjfR587dq1OHDgAJRKJYYMGYIWLVrA19cXCoUCjo6OmDdvHgwMDLBq1SocOnQIRkZGmD17NlxdXZGYmFjkvkRERKQ7vSVnTEwMzp49i59//hlhYWF48OABgoODMW3aNEREREAQBOzfvx8XL17EqVOnEBkZiZCQEAQEBABAkfsSERFRyegt6I8ePYqGDRti4sSJGD9+PNq3b4+LFy+iRYsWAIC2bdvi+PHjiI2NRevWraFQKFCrVi3k5eUhNTW1yH2JKrIcZZ6ojyei15Pemu6fPHmCe/fuITQ0FHfv3sWnn34KQRCgUCgAAObm5sjIyEBmZiasrKzUj8vfXtS+JREXF1dmvwsB7u7upT5GbGxsGVSindRrdHd3x1Dv8P/8+Iglw/T+GhKR/Ogt6K2srGBvbw8TExPY29vD1NQUDx48UN+flZWFKlWqwMLCAllZWRrbLS0tNfrj8/ctiSZNmsDU1LT0vwiVmbIIYn2Teo1Sr4+Iyl92dnaxJ7d6a7p3d3fHn3/+CUEQ8PDhQzx79gytWrVCTEwMAODIkSPw8PBAs2bNcPToUahUKty7dw8qlQrW1tZwcXEptC8RERGVjN7O6Dt06IDTp09jwIABEAQB/v7+qFOnDvz8/BASEgJ7e3t06dIFhoaG8PDwwODBg6FSqeDv7w8A8PHxKbQvERERlYxeL6/z9vYutG3jxo2Ftk2ePBmTJ0/W2GZnZ1fkvkRERKQ7XphOREQkYwx6IiIiGWPQExERyRiDnoiISMYY9ERERDKmU9CHhYUhMzNT37UQERFRGdMp6OPj49GlSxfMmTMHFy5c0HdNREREVEZ0CvoFCxbgjz/+QJMmTRAQEID+/ftj69atyM7O1nd9REREVAo699FbWFiga9eu6NGjB9LS0hAREYGuXbtiz549+qyPiIiISkGnmfGOHz+OLVu24MSJE+jSpQtWr16NRo0a4fbt2xg6dCi6du2q7zqJiIjoP9Ap6AMDAzF06FAsWLAAlpaW6u1vvfUWBg0apLfiiIiIqHR0arr/7bffYGVlBUtLSyQnJ2P9+vVQqVQAgClTpui1QCIiIvrvdB6Md+jQoRcPMDBAbGwsFi1apM+6iIiIqAzo1HR/9uxZ7Ny5EwBgY2ODFStWoHfv3notjIiIiEpPpzN6pVKJnJwc9e3c3Fy9FURERERlR6cz+vbt22Ps2LHo3bs3FAoFdu7ciXbt2um7NiIiIiolnYLe29sb4eHh2L9/P4yMjNC5c2d4enrquzYiIiIqJZ2C3tDQECNGjMCIESP0XQ8RERGVIZ2Cfvfu3Vi2bBnS09MhCIJ6+5kzZ/RWGBEREZWeTkG/YsUK+Pr6wsXFBQqFQt81ERERURnRKeirVKmCDz74QN+1EBERURnT6fI6Nzc3HD58WN+1EBERURnT6Yz+8OHD2LhxI4yNjWFsbAxBEKBQKNhHT0REJHE6Bf369ev1XAYRERHpg05N97Vr18aFCxewZcsWWFtb4+zZs6hdu7a+ayMiIqJS0ino161bh59//hl79uzB8+fPsWrVKqxevVrftREREVEp6RT0u3btwrfffotKlSqhWrVq2LJli3qRGyIiIpIunYLeyMgIJiYm6ttVqlSBkZFO3ftEREQkIp3SumbNmjh06BAUCgVycnLw/fffs4+eiIioAtAp6P38/ODt7Y2rV6/i7bffhpubG5YtW6bv2oiIiKiUdAr6GjVqYMOGDXj27Bny8vJgYWGh77qIiIioDOgU9D/++GOR20ePHl2mxRAREVHZ0ino4+Pj1T/n5OQgNjYWLVu21FtRREREVDZ0Cvrg4GCN26mpqfD29tZLQURERFR2dLq87mXW1tZISkoq61qIiIiojJW4j14QBMTFxcHGxkZvRREREVHZKHEfPfDiuno23RMREUnff+qjJyIioopBp6AfPnw4FAqF1vt/+umnMiuIiIiIyo5OQd+kSRMkJCRg0KBBMDY2xvbt25Gbm4vu3bvruz4iIiIqBZ2C/syZM4iIiIChoSEAoE2bNhg0aBC6dOmi1+KIiIiodHS6vC41NRU5OTnq21lZWXj+/LneiiIiIqKyodMZfY8ePTBo0CB07twZgiDg999/x4gRI/RdGxEREZWSTkE/depUuLi44OTJkzA1NUVgYCBatGih79qIiIiolHSeGa9GjRpwdHTEtGnTYGxsrM+aiIiIqIzoFPS//PILZs2ahe+++w4ZGRmYMGECtmzZou/aiIiIqJR0CvqNGzdi8+bNsLCwgI2NDaKiorBhwwZ910ZERESlpFPQGxgYwMLCQn27Zs2a6kvtiIiISLp0CnorKytcvnxZPTveb7/9hqpVq+q1MCIiIio9nUbdz549G1OnTsXt27fRunVrmJqa4ptvvtF3bURERFRKOgX98+fPsX37dty6dQt5eXmws7PjyHsiIqIKQKem+88++wyGhoZo0KABGjZsyJAnIiKqIHQKeicnJ+zYsQP37t1DWlqa+h8RERFJm05N9/v378eePXs0tikUCly+fFkvRREREVHZ0CnoL1y4oO86iIiISA+Kbbr38/NT/5yamqr3YoiIiKhsFRv0cXFx6p/Hjh2r92KIiIiobBUb9IIgFPkzERERVQw6r16XPyteSaSkpKBdu3ZISEhAYmIihgwZgqFDh2LevHlQqVQAgFWrVmHAgAHw9PTE+fPnAUDrvkRERFQyxQa9SqVCeno60tLSkJeXp/5Zl8vrlEol/P39YWZmBgAIDg7GtGnTEBERAUEQsH//fly8eBGnTp1CZGQkQkJCEBAQoHVfIiIiKrliR93Hx8fjnXfeUTfbt2zZUn3fqy6vW7x4MTw9PbFu3ToAwMWLF9GiRQsAQNu2bXHs2DHY2dmhdevWUCgUqFWrFvLy8pCamlrkvp07dy7db0pERPQaKjbor1y58p8OGhUVBWtra7Rp00Yd9IIgqJv/zc3NkZGRgczMTFhZWakfl7+9qH1LquBAQio9d3f3Uh8jNja2DCrRTuo1Sr0+IpInna6jL6lffvkFCoUCJ06cwOXLl+Hj46NxeV5WVhaqVKkCCwsLZGVlaWy3tLSEgYFBoX1LqkmTJjA1NS3dL0JlqiyCTt+kXqPU6yOi8pednV3sya3Og/FKIjw8HBs3bkRYWBicnZ2xePFitG3bFjExMQCAI0eOwMPDA82aNcPRo0ehUqlw7949qFQqWFtbw8XFpdC+REREVHJ6OaMvio+PD/z8/BASEgJ7e3t06dIFhoaG8PDwwODBg6FSqeDv7691XyIiIio5vQd9WFiY+ueNGzcWun/y5MmYPHmyxjY7O7si9yUiIqKS0UvTPREREUkDg56IiEjGGPREREQyxqAnIiKSMQY9ERGRjDHoiYiIZIxBT0REJGMMegnIUeZJ4hhERCQ/5TYzHmlnYmyIod7hpTpGxJJhZVQNERHJCc/oiYiIZIxBT0REJGMMeiIiIhlj0BMREckYg56IiEjGGPREREQyxqAnIiKSMQY9ERGRjDHoiYiIZIxBT0REJGMMeiIiIhlj0BMREckYg56IiEjGGPREREQyxqAnIiKSMQY9ERGRjDHoiYiIZIxBT0REJGMMeiIiIhlj0BMREckYg56IiEjGGPREREQyxqAnIiKSMQY9ERGRjDHoiYiIZIxBT0REJGMMeiIiIhlj0BMREckYg56IiEjGGPREREQyxqAnIiKSMQY9ERGRjDHoiYiIZIxBT0QVRo4yTxLHIKpIjMQugIhIVybGhhjqHV6qY0QsGVZG1RBVDDyjJyIikjEGPRERkYwx6ImIiGSMQU9ERCRjDHoiIiIZY9ATERHJGIOeiIhIxhj0REREMsagJyIikjEGPRERkYwx6ImIiGSMQU9ERCRjDHoiIiIZY9ATERHJGIOeiIhIxvSyHr1SqcTs2bORlJSEnJwcfPrpp3BwcICvry8UCgUcHR0xb948GBgYYNWqVTh06BCMjIwwe/ZsuLq6IjExsch9iYiIqGT0kp6//fYbrKysEBERge+++w4LFixAcHAwpk2bhoiICAiCgP379+PixYs4deoUIiMjERISgoCAAAAocl8iIiIqOb2c0Xft2hVdunQBAAiCAENDQ1y8eBEtWrQAALRt2xbHjh2DnZ0dWrduDYVCgVq1aiEvLw+pqalF7tu5c+cS1RAXF1e2v5Qeubu7l8lxYmNjy+Q4RSmLGvVZHyD9GqVeX0VQEf5WiKRGL0Fvbm4OAMjMzMSUKVMwbdo0LF68GAqFQn1/RkYGMjMzYWVlpfG4jIwMCIJQaN+SatKkCUxNTUv/y1QgZfUhqC9Srw+Qfo1Sr6+i4OtIcpKdnV3sya3eOr7v37+PESNGoHfv3ujZs6dGH3tWVhaqVKkCCwsLZGVlaWy3tLQscl8iIiIqOb0E/ePHjzFmzBh8/vnnGDBgAADAxcUFMTExAIAjR47Aw8MDzZo1w9GjR6FSqXDv3j2oVCpYW1sXuS8RERGVnF6a7kNDQ/HPP//gm2++wTfffAMAmDNnDhYuXIiQkBDY29ujS5cuMDQ0hIeHBwYPHgyVSgV/f38AgI+PD/z8/DT2JSIiopLTS9DPnTsXc+fOLbR948aNhbZNnjwZkydP1thmZ2dX5L5ERERUMrw4nYiISMYY9ERERDLGoCciIpIxBj0REZGMMeiJiIhkjEFPREQkYwx6IiIiGWPQExERyRiDnoiISMYY9ERERDLGoCciIpIxBj0REZGMMeiJiIhkjEFPREQkYwx6IiIiGWPQU7lQ5SolcQwioteNkdgF0OvBwMgYsUvGleoY7t7flVE1RESvD57RExGRpOQo80R9vNzwjJ6I1HKUeTAxNhTt8UQAYGJsiKHe4f/58RFLhpVhNRUfg56I1PgB+3rgF7rXC4OeiOg1wy90rxf20RMREckYg56IiEjGGPREREQyxqAnIiKSMQY9ERGRjDHoiYiIZIxBT0REJGMMeiIiIhl7LYKe8yYTEdHr6rWYGY+zQBER0evqtTijJyIiel0x6ImIyhC7CklqXoumeyKi8sKuQpIantETERHJGIOeiIhIxhj0REREMsagJ6ogVLlKSRyDiCoWDsYjqiAMjIwRu2RcqY7h7v1dGVVDRBUFz+iJiIhkjEFP9P9K26zNZnEikiI23RP9v9I2jbNZnOj1kaPMg4mxoWiPLwkGPRERUQlVpImR2HRPREQkYwx6IiIiGWPQExERyRiDnojKDK9cIJIeDsYjojLDKxeIpIdn9ERERDLGoCciIpIxBr1MsG+USDf8W6HXDfvoZYJ9o0S64d8KvW54Rk9ERFTOyrNliWf0RERE5aw8W5Z4Rk9ERCRjDHoiIiIZY9ATEUlIRbgqoCLUSP9iH70OVLlKGBgZi/Z4Inp9VISrAqReY1l85srpc1uyQa9SqTB//nxcvXoVJiYmWLhwIerVqydKLVL/T01ERP8q7Wc2IK/Pbck23UdHRyMnJwebN2/GzJkz8cUXX4hdEhERUYUj2TP62NhYtGnTBgDw9ttvIy4uTqfHCYIAAMjJydHYXqXyf2+Cyc7OBswsS/f4VyhNfernkHCNpa1PfYxXkPP7zNfwBf6t6PB4HUi9Rv6t6PD4/5efd/n59zKFoO0ekc2ZMwcffPAB2rVrBwBo3749oqOjYWRU/HeTjIwMxMfHl0eJREREktGwYUNYWhb+8iDZM3oLCwtkZWWpb6tUqleGPACYm5ujYcOGMDY2hkKh0GeJREREohMEAUqlEubm5kXeL9mgb9asGQ4ePIhu3brh77//RsOGDXV6nIGBQZHfaIiIiOTKzMxM632SbbrPH3UfHx8PQRCwaNEiNGjQQOyyiIiIKhTJBj0RERGVnmQvryMiIqLSY9ATERHJGIOeiIhIxhj0REREMsagJyIikjEGPRERkYwx6Om1dvLkSbFLIKIyUBH+lnNzczVu//PPP+XyvJKdGU8sq1at0nrfpEmTyrES3WRmZkKhUGDfvn3o0KEDqlatKnZJWh08eBAdOnQQuwwNK1euxDvvvCN2GVrdv38fO3fu1FjAQir/D4cPH651mumffvqpnKspXmRkJAYOHKi+/dNPP2HEiBEiVvRCx44dNV5DIyMj5ObmwsTEBL///ruIlf2rorzPUv5bTk5ORmZmJnx8fLBkyRIIggCVSgUfHx9s3bpV78/PoH/JG2+8AeDFMrl16tRBs2bNcOHCBdy/f1/kygqbPn062rdvj7Nnz0KlUmHfvn1YvXq12GVplZiYKHYJhSgUCkycOBF2dnYwMHjRwDVjxgyRq/rX1KlT0apVK9SsWVPsUgoJCAgAAKxevRqdOnWCu7s7zp8/j4MHD4pc2b927tyJAwcOICYmRn3Gl5eXh2vXrkki6Pfs2QNBEBAQEABPT0+4urri0qVLiIiIELs0tYrwPgPS/ls+d+4cNmzYgJs3b8LPzw/Ai+naW7duXS7Pz6B/iaenJwBg7969mD9/PgCgV69eGD16tIhVFe3Ro0fo3bs3tm7dirCwMIwaNUrskoolxfr69+8vdgnFMjc3x/Tp08Uuo0j29vYAgMePH6Nbt24AgM6dOyMsLEzMsjS0adMG1atXR1paGgYPHgzgxQds3bp1Ra7sBRMTEwDAnTt34OrqCgBwcXHBzZs3xSxLQ0V4nwFp/y2///77eP/993H48GH1iqzliUGvRVpaGm7fvo233noLN27cQEZGhtglFaJUKrF37144ODggNTVVY7U/KTh27Bh+/PFH9VrJgLSa+gCgZ8+euHDhAnJzcyEIAh49eiR2SRocHR2xa9cuODs7q5tP7ezsRK6qsMjISLi6uuLs2bMwNi7devFlqWrVqmjZsiVatmyJlJQUdRdIXl6eyJVpsrS0xFdffaV+DatXry52SUWS6vsMAHXq1BG7hFeytbXF/PnzNbrigoOD9f68nOtei7/++gsBAQFISUnBm2++ifnz56u/cUvF3r17sXv3bvj6+mLz5s1wdXWVVB94jx49MHv2bLz55pvqbflnB1Ixfvx4KJVKPHr0CHl5ebC1tcX69evFLktt+PDhGrcVCoXkviwlJycjNDQUt27dgoODA8aPH49q1aqJXZaGgIAAHD58GLa2thAEAQqFAps2bRK7LLWnT59i06ZN6tfQ09NTfbYvFVJ/n/Ob6QVBwPXr11G7dm2EhoaKXJWm3r17w8vLS+MzsU2bNnp/Xp7Ra+Hh4YEdO3aIXUaxPvjgAzg6OuLq1asYPHgwatSoIXZJGmrWrIl3331X7DKK9eTJE2zevBlz5syBn5+f5LpoXm4eLdg6IhXVq1dHp06dcOfOHbi5uaFy5cpil1TIuXPnEB0dre67lRpTU1NYWlrCxsYGTk5OyMzMhLW1tdhlaZD6+xwSEqL+OScnB9OmTROvGC3eeOMNjUGh5YVB/5IpU6bg66+/LnKQxNGjR0WoSLuNGzdi3759SE9PR9++fZGYmAh/f3+xy1KzsbGBv78/XFxc1M3O+f2kUpG/hvOzZ89gZmamdXSxWDZt2oQff/xR3bVgbGyMP/74Q+yyNISEhODBgwdISEiAiYkJ1q1bp/GhKwX16tVDdnY2KlWqJHYpRfL394etrS2OHz+Opk2bwsfHB99++63YZWmoCO9zvry8PNy5c0fsMgqpXbs21q1bp9EVVx4D8hj0L/n6668BSC/Ui7Jr1y6Eh4dj5MiRGDlypOQGo+T3mT1+/FjkSrT74IMPsGrVKjRq1AiDBg2S3FlKeHg4wsLCsGbNGnTt2hUbNmwQu6RCYmNjER4ejuHDh6Nv3774+eefxS6pkPv376NDhw6oV68eAEiu6f727dsICgrCX3/9hY4dO2LdunVil1SI1N/ngoGZm5uLkSNHilhN0ZRKJW7evKkx2JJBL6K///4bUVFRUCqVAF6McP/+++9FrkpTfl9j/jdDqfTpPXjwAG+++Sa6d+8udimvNGzYMPXP7dq1Q/369cUrpgi2trawtbVFVlYWWrZsWew8D2LJy8tDdnY2FAoF8vLyJNk8vnz5crFLKFZeXh5SU1OhUCiQmZkpyddQ6u9zRTg5Cw4Oxs2bN3H79m04OTnB1ta2XJ6XQa/F/PnzMW7cOPzxxx9o2LChJPtGe/TogWHDhuHevXv46KOP8P7774tdEgDgxx9/xKxZswp1I0hpINmMGTO0NtNLKRQsLS0RHR2tPgNNS0sTu6RCRo0ahX79+iE1NRUDBw6U3DgH4MVENEuXLkVqaiq6du0KJycn1K5dW+yy1KZPn44hQ4YgOTkZgwcPxpw5c8QuqZCRI0dK+n2+du0a5s2bh3/++Qe9evWCo6OjpAYnAyJ2twpUpFGjRgmCIAi+vr6CIAjCsGHDxCxHq2vXrgm7d+8Wrly5InYpFUpMTIzWf1KSkZEhXLx4UXjw4IEQHBwsnDx5UuySCjlx4oSQlpYmnDt3TkhJSRG7nCJ99NFHwvHjxwUvLy8hISFBGDhwoNglaTh//rwgCIKQkpIiqFQqkasp2qNHjyT9Po8YMUK4deuW4OXlJaSkpAh9+/YVu6RCPD09hby8PMHLy0sQBEHo169fuTwvz+i1MDAwwLVr1/Ds2TPcuHED6enpYpdUyJYtW3Dz5k34+PhgzJgx6NWrF/r06SN2WWpffvklfvnlF41tUmleK25CkhYtWpRjJUW7cOECmjZtir///hsAkJqaivfee0/dlSQlK1euRHh4uOQuPy3o+fPnaNWqFdasWQN7e3uYmpqKXZKGH374AUlJSejVqxd69eqFKlWqiF1SIVOmTIG1tTUGDBiAJk2aiF1OkerVqweFQgFra2uYm5uLXU4hgkjdrQx6LXx9fXHt2jUMHz4cn332meQGugHAzz//jMjISADA2rVr4eXlJamgP3ToEA4cOCCZsQMFJScni11CsU6cOIGmTZti165dhe4rr2kzdSXlqUfzmZqa4s8//4RKpcLff/8tuf+TX375JdLT07Fz505MnToV1tbWGDRoEFq2bCl2aWo///wzrl+/jl9++QVr1qxBq1atMGDAAMnMMli1alVs2rQJz549w65duyT5ZUms7lZOmFOMzMxMZGdnq7+F2djYiF2Shv79+2ucMXt6ekpqJPGsWbMwe/ZsWFpail1KsQ4dOoRr167Bzs5OMuMc8qWmpuLy5ct47733sHHjRkme7f3666+FtvXt21eESrR78OABFi9ejPj4eDRo0ACff/65ZAIqX0JCAqKionDs2DF4eHhApVLhn3/+wbJly8QuTS0jIwM7duzAnj17YG5uDkEQ4ODggM8++0zs0pCZmYnQ0FD1e/zJJ5/AyspK7LIKSUhIQHx8POzs7NCoUaNyeU6e0Wvh7e2N2NhYVKlSRR30RX2gialTp04YOnQoXF1dcfHiRXTs2FHskjQ4OjqidevWeOONN9Sv4f79+8UuS8Py5cuRmJiIZs2aYdu2bYiNjYWPj4/YZanNnDlTvfhK1apV8fnnn2Pt2rUiV/VCfveCVKdrLejNN9/EggULNKYelZKBAwfCzMwMgwYNwtSpU9UtDmPHjhW5sn9NnToV165dQ69evbB06VL1BF39+vUTubIXLCwsMHr0aPV7/PTpU8kEfVFXyyQkJCA6OrpcVqNk0Gtx8+ZNyYXSyyZMmIAOHTrg5s2b6NOnT7l9O9TV7t27sX//fsmdgRZ0+vRpdSvIyJEjMWjQIJEr0vTs2TP1yOGePXtiy5YtIlf0r4rUveDt7Y0zZ87A0tJSkl/cly5divr16yM1NRVGRv9+LEvpkt5BgwbhvffeK7RdKtfTz58/H0eOHJHkNMdir4rKoNfC1dUVN27ckNzc7MC/a2svX75cPajjypUr2L17t6T6RmvVqoVKlSpJrj+0oNzcXKhUKhgYGKg/HKTE2NgYx44dg5ubGy5cuABDQ0OxS1L7+OOPAQDNmjUrtNa71Ny8eRPR0dFil6HVgwcPMHbsWFhYWCAjIwMLFiwoMlTFZGNjg/79++Phw4d44403EBQUhMaNG0tmYOP58+clO82x2KuiMui1sLCwwIABAzRmSpPKiPH8BRGk+CWkoAcPHqBz587qvlApfcPO161bNwwZMgRubm44f/68ehlOqVi4cCEWL16MhQsXwsHBAYGBgWKXpFbUWu8qlQrx8fGSWOu9ICl/cQeAFStWICIiAjVq1MDDhw8xadIkyQV9UFAQgoKC0KhRI1y+fBkBAQGS+nuW+jTHgHirojLotYiJicGpU6c0mtGkIn+1o3379mHw4MFo27at5M5EgRcjiaVuzJgxaN26NW7cuIH+/fvDyclJ7JIAvGhpMDIyQs2aNfHVV1+JXU6RpL7We0FS/uIOAIaGhuo+7xo1akjmLLkgQRDU3YPOzs6S+2yU+jTHADB79mxMnDhRY1XU8iCtd0pC6tevj5SUFMmtCFfQhAkTEBUVhZCQELz//vsYMGAAatasKXZZxU7TWh4DT0pCqnMR+Pj4YPny5ejatav6S5zUBjQWXOv9xIkTuH37Ntzc3CQzAKogKX9xB158EQkLC0Pz5s1x+vRpVK1aVeySCjE0NMTBgwfh4eGB06dPS65LTkozWmoj1qqovLxOiw8++ABJSUmwsrJSf9BK6QygoPT0dMyfPx/79u1DXFyc2OWov0UXNfBEanO19+3bF5GRkTAyMoJSqYSXlxc2b94sdlkVSsFVzby8vPDnn39KblUzX19fTJ8+XbJf3DMyMvDNN9/gxo0b6kvDpBb2SUlJWLx4sbpGb29vSU0j/PDhw0LTHLu5uYldloaOHTtqtL5aWFhg+/bten9eaX69lYC9e/eKXcIr/fXXX4iKisKFCxfQtWtXyVwWJvbAk5IwMDBQn+UZGxtLrgvk2LFjWL9+vcZlYVIb7Cb1Vc0A4MyZM+jYsaPkvrgXnKFx0KBB6lab1NRUyQR9/jof1atXl9Q1/S/z8/PD6NGj8c0338DDwwO+vr6SukoFAPbs2QPgRetcXFyc+ra+Mei1qAgLJGzYsAEDBw5EUFCQ5AIK0Bx4kpCQUG4DT0pC6nMRBAcHY/bs2eoBmFIk9VXNAOl+cS9q4af8sJfKF7r87qOCV6VIrRsJkP40x4DmlLfu7u7l1vLFoNdi4cKFCA4Oxty5czFgwACMGzdOckGfmZmJtm3bil2GVnPmzMGkSZPUYx3Ka+BJSUh9LoKaNWvi3XffFbuMYo0YMUJjVbNRo0aJXVIhUv3iHhYWpv45NTUVt2/fRv369SU1zuHAgQPqn/OX07WxsZHcFzqpT3MMQOOS6OTk5HJ7DRn0xZD6AglVq1ZFdHS0xhzjdnZ2Ilf1r/j4eGRnZ8PU1BRpaWn47LPPJHlm5ezsjLVr10pydLuNjQ38/f3h4uKi/oDIH+EuFeHh4fj5559x69Yt1KlTB9bW1mKXVIjUv7hHRERgw4YNcHBwwPXr1zFhwgT07t1b7LI07Nu3D8HBwahatSoyMzMxf/58SV0CuGDBAixevBhPnjzBDz/8IMkTi4KXdzZq1KjcTtQY9FpUhAUSUlJSsGHDBvVtKTX3AS8+vMLCwrBmzRp07dpVo1apSUlJEbuEItWpUwcA8PjxY5Er0U6hUGDWrFmSXtQGkPYX9y1btuC3336Dqakpnj17Bi8vL8kF/erVqxEZGQkbGxs8fvwY48ePl1TQr1+/XvKX9F64cEGju8bb2xtLlizR+/My6LVYtGgRQkNDUa1aNcTFxSEoKEjskgoJCwtDRkYGkpKSULduXcl9eNna2sLW1hZZWVlo2bKl5EbcF5R/7a3UjB8/HpcvX8bz58/FLkUrKa7s+DKpf3G3sbFRz3poZmYmqab7fFZWVuqFvd544w1YWFiIXJGm69ev459//pHcewu8aPVas2YN0tLSNFo1GzRoUC7Pz8vripGRkQGFQoHo6Gh06NBBMqNg8/3xxx9Ys2YN8vLy1ANmJkyYIHZZatOmTUOPHj2wb98+/O9//0N4eLgo15C+SsFrwO3s7CQ1iGfixInIyMhQz5WtUCgqxPXCUiP1lc3GjBmDR48e4X//+x8uXbqE3NxcODg4AJDO9eETJ07E8+fP0bx5c8TFxeHx48do0aIFAGm04HTo0AEPHjxAtWrV1C1LUriyoqBVq1ahS5cuMDQ0xLfffosRI0bA2dlZ78/LoNdi+vTpaN++Pc6ePQuVSoWUlBSsXr1a7LI0eHp64qeffsLYsWPx008/oX///oiKihK7LLXMzEzcvn0bNjY2+PHHH9GhQwdJra8NSP8a8KFDhyIiIkLsMiq806dPa9zOn3VQKlcznDp1Sut9+WEqtuIWAZLassRS5eXlhcmTJyM8PBxdunTBpk2bNAZk6gub7rV49OgRevfuja1btyIsLEySI4kNDQ1hYmIChUIBhUIhuTmeLSws4OLiAuDFhCVSJPVrwGvVqoX79+9LYsbDiuyrr77C48eP0bhxY1y6dAnGxsbIycnBwIEDMW7cOLHLQ82aNXHw4EGN+RI++ugjESsq7P3338epU6c0apTS2hBnzpxBQEAAUlJSYGtri6CgoHI5Wy4JhUIBDw8PrFmzBt27dy+36/wZ9FoolUrs3bsXDg4OSE1NRVZWltglFeLu7o6ZM2fi4cOH8Pf3R9OmTcUuqcKR6jXg+cu85uTkYM+ePRrNzFJrjqwIzMzM1IPdcnJyMHnyZKxcuRJeXl6SCPoJEybggw8+kGT/cr4xY8bAwcEBlpaWAF6ElpSCfuHChVi+fDkcHBwQHx8Pf39/yc11n5ubi6VLl8LDwwMnT56EUqksl+dl0Gsxbtw47Nq1C7NmzUJYWJik+r7zDR06FNHR0bC3t0dUVBRWrlwpdkkVzsiRIyV5DXjBMH/69CkqV66Mhw8fSnYKV6l78uSJeuyFiYkJnjx5AhMTE6hUKpEre6FmzZqYPHmy2GUUy9LSEsHBwWKXoZWlpaV6XEPDhg1hZmYmckWFBQcH49ixYxg4cCCio6OxePHicnle9tFXYF5eXpg0aRIiIiLKtb9HbtLT05GYmCjJa8BXrVqFnJwczJgxA1OmTEGTJk3U68CT7lavXo2jR4/C1dUVFy5cQNu2bVGlShVcuHBBEuH1888/IykpSR1UACSxuFJBP/zwAypVqqRRY/PmzUWsSNOMGTNQqVIlvPPOO7h48SIuXbqE7t27A5De3BPljWf0WuQ3nQqCgPT0dNStWxe///67yFVpUigUaN68OUJDQ8u1v0dOZs2aVWibFD748x04cEA9wPLrr7+Gp6cng/4/mDhxIjp16qRejrhhw4ZITU3FkCFDxC4NALB7927Y29sjISEBACQ5pfVff/2FnJwc9cDG/M8fqcifjCYxMREWFhZo0aIFkpOTRa5KGhj0WhRsOk1KSpLkNeBi9ffISX4foyAIuHTpEh49eiRyRZoUCgVycnJgYmICpVIJNsD9N4mJiTh8+DCUSiVu3LiBjRs3IjAwUOyy1ExMTBAQECB2GcV6+vQp1q9fL3YZWk2aNAnHjx/HnTt3JHmprJgY9DqoXbs2bty4IXYZhYjV3yMnbdq0Uf/ctm1bjBkzRsRqCvP09ETPnj3RsGFD3LhxQ3IjsSuKmTNnonPnzjhz5gxsbW3x9OlTsUvSUKtWLaxdu1ZjquP8VkWpcHR0xK5du+Ds7KyuUUpTbhe8VNbExATr1q2T1KWyYmLQazFjxgz1f+ZHjx6pZ4SSkvr166N+/foApHWZS0VSsOUmOTlZclPNDhw4EJ06dcKdO3dQt25dyY0hqCgqV66MTz75BLdu3UJwcDCGDh0qdkkacnNzcevWLdy6dUu9TWpBf+XKFVy5ckV9W2pTbkv9UlkxMei1yF9THXixKlKTJk1ErIb0ZdeuXeqfTUxMsGjRIhGrKUyqq65VNAqFAsnJycjKysLTp08ld0YfHByMmzdv4vbt23BycoKtra3YJRUi9Sm3pXqprBRw1L0WmZmZWL16NRISElC/fn1MmDBBUlNmUunk5ORovU9Ky1uOHDkSgYGBmDt3LlasWIFx48ZJavbDiuL06dO4du0aatSoAT8/P/Tu3Rs+Pj5il6W2ceNG7Nu3D+np6ejbty8SExMLrVUvNqlPub1nzx6sXLkSqampqFmzJkaPHo2ePXuKXZYk8Ixei9mzZ6N58+bo1asXTp06BV9fX4SGhopdFpWR/A8q4MVAvCdPnqBatWpQKBTYv3+/yNVpkvKqaxVF8+bN1SPEO3XqJHI1he3atQvh4eEYOXIkRo4cKcmFgn788Uds2bIFY8eOxYQJE9C/f39JBb2VlRUiIiIke6msmBj0Wjx58gTDhw8H8GK98j/++EPkiqgsHThwAABw+PBhBAYGol69enj69KmkRmIDhVddk9rCShXFtm3bsHbtWo2WHCl9oRMEQT2VNSCtVqV8Up9ye+XKlQgPD4erq6vYpUgOg16L7OxsJCcno3r16khOTpbMDFpUtlatWoXIyEhYW1sjOTkZEydOlNR8BA0bNkRSUhKsra0RFxfHs5T/6Ntvv0VoaKhk1wzo0aMHhg0bhnv37uGjjz7C+++/L3ZJhUh9ym2FQoGJEyfCzs5O3T8vhVX1pIBBr8W0adMwZMgQWFhYIDMzEwsWLBC7JNIDc3NzdXhWr15dMmcpkZGR2Lp1KxISEtRrVv/111/Izc0VubKKqW7duqhXr57YZWjl5eWFVq1aIT4+HnZ2dmjUqJHYJRUyY8YMHDlyBM7OzrC3t0fHjh3FLknDy90dUpx0SCwMei3u3r0LExMTJCYmolq1apg7d66kmvqodPKvr83Ly8Mnn3wCd3d3nD9/XjJNpr1790arVq2wdu1ajB8/HgBgYGAgycs8KwIzMzOMGzdO4xpwKZ3t3b9/HwcOHEB2djYSEhIQHR2NSZMmiV1WIW3btsWRI0cksRDQyy5cuKAxgNHb21ty0wiLhUGvxaZNm/Dtt9+ievXqYpdCepA/0UfBCT+kNEjLxMQEderUYUtSGWnXrp3YJRRr6tSpaNWqlWS7FgqKj48XuwQN4eHhWLNmDdLT07F371719vyWMGLQa1WtWjXUrl1b7DJIT/r27St2CVSOevbsiQsXLiA3NxeCIEhuqmNzc3NMnz5d7DJ0UrlyZbFL0DBs2DAMGzYMoaGh6tYv0sTr6F+S36R79uxZmJiYaExJKaWmPiLS3fjx46FUKvHo0SPk5eXB1tZWUvO2L1q0CG5ubpKcXnbs2LH4/vvvsWrVKkl2J+TLzMzEkSNHNK6sYNP9Czyjf0lRTbpEVLE9efIEmzdvxpw5c+Dn54fRo0eLXZKGy5cva0wvC0Ay08s+efIEU6ZMQWxsLG7evKlx3/Lly0WqqrAJEybA1tZW3f3BwXj/YtC/hE26RPJjZmYGAHj27Jn6ZylJSkrSuG1paSlSJYWtX78eV69exe3btyW9rrsgCFi2bJnYZUgSg56IZO+DDz7A6tWr0ahRIwwePFgyl1Hm27NnD4AXYRUXFyepCbpSUlLwxhtvYMmSJTA2Nha7HK2cnJxw7tw5ODs7q7dJ5SoasTHoiUj23nzzTRw9ehRKpRJmZmYwNDQUuyQNBQPJ3d1dUsur+vv7Q6FQ4OXhXFJbve7UqVM4ePAgnjx5AisrK0lOZy0WBj0Ryd6SJUsQGBgo2SmEly9fru5TTk5OltTKa2FhYeqfpbx63dy5cxEYGAhjY2N07dqVV00VwKAnItlzdHREy5YtxS5DK3t7e/XPjRo1Qps2bUSspmhSX71uxYoV2LhxI6ZMmYJPP/0UQ4YMwcCBA8UuSxIY9EQke506dcLgwYM1AjU4OFjEijRVhEHAUl+9zsDAQL2UuKmpqeRaHMTEoCci2QsLC8O4ceMkNZq9opH66nVvvfUWli9fjrS0NKxbtw61atUSuyTJ4IQ5RCR7H3/8MdatWyd2GRVaSEgIkpKSEBcXh5YtW6Jy5crw9fUVuyy13NxcREZGIj4+Hvb29hg8eDBH3f8/Bj0Ryd6UKVOQlZXFmS5L4cGDB4iOjkZ6ejqioqKwcuVKuLi4iF0W6UA6QzuJiPSkQ4cO6NGjB+zt7WFnZ8eZL/+Dzz77DA4ODrh69SpmzJghqTEOVDz20ROR7FWEwW5Sp1Ao0Lx5c4SGhqJ79+7YsmWL2CWRjnhGT0REr5Sbm4ulS5fCw8MDJ0+ehFKpFLsk0hH76ImI6JVu3bqFY8eOYeDAgYiOjkbTpk1Rt25dscsiHTDoiYiIZIxN90RERDLGoCciIpIxBj0R6ezChQuYMmVKsfs4OTkhNTW1nCoioldhHz0RlSknJyecOHEC1tbWYpdCROAZPRGVQExMDHr06IGMjAx89tln6NGjB3r27IklS5YgNzdXvd9XX32Fvn37onfv3jh48KCIFRMRg56ISmzhwoWwsrLCjh078Msvv+Dq1av44Ycf1PfXqVMHv/76K5YuXQpfX1825ROJiEFPRCV25MgReHl5QaFQwMTEBJ6enjhy5Ij6/iFDhgAAGjZsiAYNGuDs2bNilUr02mPQE1GJqVSqQrcLNt0bGPz70SIIAoyMONs2kVgY9ERUYq1bt0Z4eDgEQUBOTg62bNmCd999V33/r7/+CgC4ePEiEhMT4ebmJlapRK89fs0mohKbO3cuFi5ciJ49e0KpVKJNmzYYP368+v47d+6gT58+UCgUCAkJgZWVlXjFEr3mGPREpLPMzExUqlQJ1apVw/Lly4vc5+rVq+VcFREVh033RKSTjRs3wt/fHwMGDBC7FCIqAU6YQ0REJGM8oyciIpIxBj0REZGMMeiJiIhkjEFPREQkYwx6IiIiGWPQExERydj/AbW4l/SW5ua9AAAAAElFTkSuQmCC",
      "text/plain": [
       "<Figure size 576x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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TSpcurb/85S/y9va2uffYtWtXjRgxQgMGDNDHH3+sr776SkOHDpV0+9j5qFGj9N577+nmzZu/uazQ0FAFBgaqa9eu8vf3V0xMTJ7j715eXmrZsqUuXLhwz6scpNuXC0ZHR1t3llq0aKGoqChJt3esjh8/rl69eql8+fIaNWqUBg0alGf+AQMGaOzYsfrpp5/Upk0bvfPOO5Ju73wMHTpU06ZN06VLl1S5cmXNnDnTevghPj5eU6ZM0YoVKxQYGKiYmBjVr1/fesz/fpo1a6br16+rU6dOCgwM1Lx586yHX/r3768bN25o4sSJunbtmvX7UL58eUnS+++/r6ioKHXr1k0VK1ZU7969tXr16t9cJ4oPk6U439kEsJPz588rNTXVeka7JE2cOFE3btzQ1KlTHVgZfq1Pnz5q06aNtVcMgGF/4IFkZGSob9++2rx5s77//ntt3bpVa9euvevKAzjO7t27FR8fr0OHDt3zEj/AqBj2Bx5AaGioxo8fr1mzZunChQsKDAzUqFGjuF/978j69eu1ZcsWjR8/Xn5+fo4uB/hdYdgfAACDYdgfAACDMcSwv9lsVmZmptzd3e+6RAcAgOLIYrEoJydH3t7ed90UyhDhn5mZqePHjzu6DAAAilz16tXveiS0IcL/zm00q1evbvNtRwEAcGbZ2dk6fvx4vreSNkT43xnq9/DwuO+9sgEAKG7yO9zNCX8AABgM4Q8AgMEQ/gAAGIwhjvkDAIofs9msH3/8Uenp6Xker200Xl5eCgoKyvfEvnsh/AEATiklJUUmk0mPPvqoYe/jYrFYdOXKFaWkpCg4ONjm+Rj2BwA4pczMTFWsWFEeHh6GDH7p9pn8ZcqUsekR2L9E+AMAnNav71xnRA+y48OnBgAwrLi4OEVHR9tl2S+99JJOnDih3bt3F8pjpf/4xz8qJSWlECrjmD8AAHaxcOFCSdKVK1ccXMndCH8AQLGRmZmpUaNG6ezZs3JxcVHt2rXVrl07TZkyRRs2bJAk7d69W5MmTbK+PnnypHr27KmrV68qNDRU48ePl4+Pj5YuXarly5fL3d1dnp6eio6O1mOPPabTp09r3LhxSktLk4uLi1599VW1bdtWLVu2VFhYmI4dO6a33npLsbGxmj17tiTp559/1pAhQ3T27Fn5+fkpOjpawcHBys7O1owZM/TVV18pNzdXtWrV0tixY+Xj46Ovv/5akyZNkslkUt26dWU2mwvtc2LYHwBQbHz22WfKzMzU2rVr9fHHH0vSbw6Vnzt3TnFxcVq/fr0sFovmz5+v3NxcxcTE6IMPPtAnn3yiLl26aO/evZKkt956S23atNHGjRsVHx+vWbNmKSMjQ5JUrVo1ffrpp2rdunWedVy4cEF9+/bV2rVr1b59ew0fPlySFB8fL1dXV61atUrr1q1TuXLlNGPGDGVnZ+uNN97QyJEjtWbNGjVq1KjAJ/XdD+EPACg2IiIidOLECfXu3Vvx8fF64YUXVLly5fvO07p1awUEBMhkMum5555TUlKSXF1d1aZNG3Xr1k3R0dHy9fVV586dlZ6erqNHj+r555+XJFWoUEGJiYny8fGRJDVo0CDfddSoUUP169eXJHXq1EnJycm6fv26tm/frn//+9/q2LGjnnnmGSUmJurkyZM6fvy43Nzc9MQTT0iS2rdvL29v78L6mBj2BwAUH5UqVdJnn32m3bt368svv9SLL76obt26yWKxWNvk5OTkmcfV1dX6s8VikZvb7WicMWOGjh8/rqSkJC1cuFAff/yxpk+fLinvGfanTp1SYGCgJKlkyZL51vXrqxJMJpPc3NxkNps1evRoNWvWTNLtwxZZWVm6cOFCnpolWesqDPT8bZCdY6w7RxltewEUH0uXLtWoUaPUuHFjvfPOO2rcuLG+++47/fDDD7py5YosFosSExPzzPPvf/9bV69eVW5urlasWKGmTZsqLS1NzZo1k7+/v/r27auhQ4fq2LFj8vHxUe3atbVmzRpJt4fzu3fvruvXr9+3rmPHjunIkSOSpBUrVigiIkIlSpRQ48aNtWTJEmVnZ8tsNisqKkqzZs1S9erVZbFY9Pnnn0uStm3bpqtXrxba50TP3wYe7q7qMXyJo8soMkun9XR0CQDwQDp27Kg9e/aobdu2KlGihAIDAzVlyhQtWLBAzz33nMqWLavmzZvnmadq1ap6+eWXde3aNUVERGjgwIHy9PTUq6++qr59+8rLy0uurq6aPHmyJGnmzJmaOHGiFi9eLJPJpClTpqhs2bL3rSskJERz5szR+fPnVaZMGU2dOlWS9Nprr+ndd99Vp06dlJubq9DQUI0cOVLu7u6aO3euJkyYoFmzZik0NFRlypQptM/JZPn1uEIxlJWVpeTkZNWpU0eenp4PtAzCHwB+X44cOaLQ0FBHl/G7kN9ncb/sY9gfAACDIfwBADAYwh8AAIMh/AEAMBjCHwAAgyH8AQAwGMIfAACDIfwBAIZjrzuZFmS569evV9u2bdW6dWstWVK095LhDn8AAMOx151bbb1JWmpqqt577z2tWrVKHh4e6tatmxo1aqTHHnus0GvKDz1/AACKWFJSkh5//HH5+/urZMmSioyM1ObNm4ts/YQ/AABF7NKlS3meB1CuXDmlpqYW2foJfwAAilh+j9X55WOC7Y3wBwCgiJUvX14//vij9fWlS5dUrly5Ils/4Q8AQBF78skn9cUXXygtLU03btzQ1q1b1bRp0yJbP2f7AwBQxMqXL68333xTffr0UU5Ojjp37qywsLAiWz/hDwAwnOycXJsvyyvocj3cXW1q26FDB3Xo0KHQa7AFw/4AAMOxNaB/L8stbIQ/AAAGQ/gDAGAwhD8AAAZD+AMAYDCEPwAABkP4AwAMx3wrx+HLzcjIUPv27ZWSkmKXWu6H6/wBAIbj4uauvdMGFPpyI4Z/YFO7/fv3a+zYsTpz5kyh12ALev4AABSxlStXavz48UV6P/9foucPAEARmzJlikPXT88fAACDsUvPPycnR6NHj9b333+v7Oxsvfrqq3rsscc0cuRImUwmVatWTePHj5eLi4vmzJmj7du3y83NTaNHj1ZYWJjOnj1rc1sAAFAwdgn/devWyd/fX9OnT1d6ero6duyomjVraujQoWrUqJHGjRunbdu2KTAwUHv27FFCQoIuXLigwYMH65NPPlFsbKzNbQEAQMHYJfzbtGmjyMhISZLFYpGrq6sOHTqkP/3pT5Kkpk2bateuXQoODlbjxo1lMpkUGBio3NxcpaWlFahtQECAPTYBAIBiyy7h7+3tLen2NYxDhgzR0KFD9e6778pkMlnfv379ujIyMuTv759nvuvXr8tisdjclvAHABSU+VaOzZflFXS5Lm7uNrf/97//Xeg12MJuZ/tfuHBBr7/+unr06KEOHTpo+vTp1vcyMzPl5+cnHx8fZWZm5pnu6+srFxcXm9sWRHJy8gNtS0RExAPN58z27t3r6BIA4L7c3Nzy5EKBZWUXXjFFsdz7yM7OLtDfbbuE/48//qh+/fpp3LhxeuKJJyRJtWrV0u7du9WoUSPt2LFDjz/+uCpXrqzp06erf//+unjxosxmswICAgrUtiDq1KkjT09Pe2xysWPEHR4AzuXIkSPWkWaj8/DwUL169fJMy8rKumen1y7hv2DBAl27dk3z5s3TvHnzJEljxozR5MmTNWvWLIWEhCgyMlKurq5q0KCBunbtKrPZrHHjxkmSRowYoaioKJvaAgCAgjFZLBaLo4uwtzt7Pw/T8+8xfEkhV/X7tXRaT0eXAAC/6ciRI6pRo0aeQ8VGZLFYdPToUYWGhuaZfr/sM/YnBgBwWt7e3tb7yRigH5svi8WiK1euyMvLq0DzcXtfAIBTCgoK0o8//qizZ8/q1q1bji7HYby8vBQUFFSgeQh/AIBTcnFxUbly5Rz2cBxnxrA/AAAGQ/gDAGAwhD8AAAZD+AMAYDCEPwAABkP4AwBgMIQ/AAAGQ/gDAGAwhD8AAAZD+AMAYDCEPwAABkP4AwBgMIQ/AAAGQ/gDAGAwhD8AAAZD+AMAYDCEPwAABkP4AwBgMIQ/AAAGQ/gDAGAwhD8AAAZD+AMAYDCEPwAABkP4AwBgMIQ/AAAGQ/gDAGAwhD8AAAZD+AMAYDCEPwAABkP4AwBgMIQ/AAAGQ/gDAGAwhD8AAAZD+AMAYDCEPwAABkP4AwBgMIQ/AAAGQ/gDAGAwhD8AAAZD+AMAYDCEPwAABkP4AwBgMIQ/AAAGQ/gDAGAwhD8AAAZD+AMAYDCEPwAABkP4AwBgMIQ/AAAGQ/gDAGAwhD8AAAZD+AMAYDCEPwAABkP4AwBgMIQ/AAAGQ/gDAGAwhD8AAAZD+AMAYDB2Df/9+/erd+/ekqTDhw+rSZMm6t27t3r37q1NmzZJkubMmaPOnTurW7duOnDggCTp7Nmz6t69u3r06KHx48fLbDbfsy0AACgYN3steOHChVq3bp1KlCghSTp06JBefPFF9evXz9rm0KFD2rNnjxISEnThwgUNHjxYn3zyiWJjYzV06FA1atRI48aN07Zt2xQYGJhvWwAAUDB26/lXrlxZcXFx1tfJycnavn27evbsqdGjRysjI0N79+5V48aNZTKZFBgYqNzcXKWlpenQoUP605/+JElq2rSpkpKS7tkWAAAUjN3CPzIyUm5u/xtYCAsL0/Dhw7VkyRJVqlRJc+fOVUZGhnx8fKxtvL29df36dVksFplMpjzT7tUWAAAUjN2G/X+tdevW8vPzs/48adIktWrVSpmZmdY2mZmZ8vX1lYuLS55pfn5+8vHxybdtQSQnJz9Q7REREQ80nzPbu3evo0sAANhJkYV///79FRUVpbCwMH3xxReqXbu26tevr+nTp6t///66ePGizGazAgICVKtWLe3evVuNGjXSjh079Pjjj6ty5cr5ti2IOnXqyNPT005bWLwYcYcHAIqTrKyse3Z6iyz8J0yYoEmTJsnd3V2PPPKIJk2aJB8fHzVo0EBdu3aV2WzWuHHjJEkjRoxQVFSUZs2apZCQEEVGRsrV1TXftgAAoGBMFovF4ugi7O3O3s/D9Px7DF9SyFX9fi2d1tPRJQAAHtL9so+b/AAAYDCEPwAABkP4AwBgMIQ/AAAGQ/gDAGAwhD8AAAZD+AMAYDCEPwAABkP4AwBgMIQ/AAAGQ/gDAGAwhD8AAAZD+AMAYDCEPwAABmNT+C9evFgZGRn2rgUAABQBm8L/+PHjioyM1JgxY3Tw4EF71wQAAOzIpvCfNGmStmzZojp16mjixIl67rnn9PHHHysrK8ve9QEAgEJm8zF/Hx8ftWnTRu3bt1d6erqWLl2qNm3aaPPmzfasDwAAFDI3WxolJSVp5cqV+uKLLxQZGam5c+eqZs2aOnfunHr06KE2bdrYu04AAFBIbAr/6Oho9ejRQ5MmTZKvr691euXKldWlSxe7FQcAAAqfTcP+69atk7+/v3x9fXX58mUtWrRIZrNZkjRkyBC7FggAAAqXzSf8bd++/fYMLi7au3evYmJi7FkXAACwE5uG/fft26cNGzZIksqUKaPZs2frmWeesWthAADAPmzq+efk5Cg7O9v6+tatW3YrCAAA2JdNPf/mzZurf//+euaZZ2QymbRhwwY1a9bM3rUBAAA7sCn8hw8friVLlmjbtm1yc3NT69at1a1bN3vXBgAA7MCm8Hd1dVWfPn3Up08fe9cDAADszKbw37Rpk2bMmKGrV6/KYrFYp3/zzTd2KwwAANiHTeE/e/ZsjRw5UrVq1ZLJZLJ3TQAAwI5sCn8/Pz899dRT9q4FAAAUAZsu9atXr54+//xze9cCAACKgE09/88//1z/+te/5O7uLnd3d1ksFplMJo75AwDghGwK/0WLFtm5DAAAUFRsGvavWLGiDh48qJUrVyogIED79u1TxYoV7V0bAACwA5vCPz4+XsuWLdPmzZt18+ZNzZkzR3PnzrV3bQAAwA5sCv+NGzdq4cKFKlGihEqXLq2VK1daH/QDAACci03h7+bmJg8PD+trPz8/ubnZdLoAAAD4nbEpwStUqKDt27fLZDIpOztbH374Icf8AQBwUjaFf1RUlIYPH65jx44pPDxc9erV04wZM+xdGwAAsAObwr98+fL65z//qRs3big3N1c+Pj72rgsAANiJTeH/j3/8I9/pL774YqEWAwAA7M+m8D9+/Lj15+zsbO3du1eNGjWyW1EAAMB+bAr/2NjYPK/T0tI0fPhwuxQEAADsy6ZL/X4tICBA33//fWHXAgAAikCBj/lbLBYlJyerTJkydisKAADYT4GP+Uu3r/tn2B8AAOf0QMf8AQCA87Ip/Hv37i2TyXTP9z/66KNCKwgAANiXTeFfp04dnTx5Ul26dJG7u7vWrl2rW7duqV27dvauDwAAFDKbwv+bb77R0qVL5erqKklq0qSJunTposjISLsWBwAACp9Nl/qlpaUpOzvb+jozM1M3b960W1EAAMB+bOr5t2/fXl26dFHr1q1lsVj06aefqk+fPvauDQAA2IFN4f/GG2+oVq1a+vLLL+Xp6ano6Gj96U9/sndtAADADmy+w1/58uVVrVo1DR06VO7u7vasCQAA2JFN4f/JJ59o1KhR+uCDD3T9+nW99tprWrlypb1rAwAAdmBT+P/rX//SihUr5OPjozJlymjVqlX65z//ae/aAACAHdgU/i4uLvLx8bG+rlChgvWyPwAA4FxsCn9/f38dOXLEepe/devWqVSpUnYtDAAA2IdNZ/uPHj1ab7zxhs6dO6fGjRvL09NT8+bNs3dtAADADmwK/5s3b2rt2rU6c+aMcnNzFRwczBn/AAA4KZuG/d9++225urqqatWqql69OsEPAIATsyn8a9SoofXr1+uHH35Qenq69R8AAHA+Ng37b9u2TZs3b84zzWQy6ciRI/edb//+/ZoxY4YWL16ss2fPauTIkTKZTKpWrZrGjx8vFxcXzZkzR9u3b5ebm5tGjx6tsLCwArUFAAAFY1P4Hzx4sMALXrhwodatW6cSJUpIkmJjYzV06FA1atRI48aN07Zt2xQYGKg9e/YoISFBFy5c0ODBg/XJJ58UqC0AACiY+w77R0VFWX9OS0sr0IIrV66suLg46+tDhw5ZnwfQtGlTJSUlae/evWrcuLFMJpMCAwOVm5urtLS0ArUFAAAFc9+ef3JysvXn/v37a/Xq1TYvODIyUikpKdbXFovFep8Ab29vXb9+XRkZGfL397e2uTO9IG0DAgJsrumX21MQERERDzSfM9u7d6+jSwAA2Ml9w99iseT784NwcfnfIENmZqb8/Pzk4+OjzMzMPNN9fX0L1LYg6tSpI09Pz4fYCuMw4g5PUcrOyZWHu3Hukmm07QV+D7Kysu7Z6bXpmL8ka0/8QdWqVUu7d+9Wo0aNtGPHDj3++OOqXLmypk+frv79++vixYsym80KCAgoUFvAGXm4u6rH8CWOLqPILJ3W09ElAPiF+4a/2WzW1atXZbFYlJuba/35jl8Ow/+WESNGKCoqSrNmzVJISIgiIyPl6uqqBg0aqGvXrjKbzRo3blyB2wIAgIIxWe4znl+zZk2ZTKZ8h/xtudTv9+LO0MfDDPvTS0Nh4zsFwJ7ul3337fkfPXrUroUBAICiZ9Md/gAAQPFB+AMAYDCEPwAABkP4AwBgMIQ/AAAGQ/gDAGAwhD8AAAZD+AMAYDCEPwAABkP4AwBgMIQ/AAAGQ/gDAGAwhD8AAAZD+AMAYDCEPwAABkP4AwBgMIQ/AAAGQ/gDAGAwhD8AAAZD+AMAYDCEPwAABkP4AwBgMIQ/AAAGQ/gDAGAwhD8AAAZD+AMAYDCEPwAABkP4AwBgMIQ/AAAGQ/gDAGAwhD8AAAZD+AMAYDCEPwAABkP4AwBgMIQ/AAAGQ/gDAGAwhD8AAAZD+AMAYDCEPwAABkP4AwBgMIQ/AAAGQ/gDAGAwhD8AAAZD+AMAYDCEPwAABkP4AwBgMIQ/AAAGQ/gDAGAwhD8AAAZD+AMAYDCEPwAABkP4AwBgMIQ/AAAGQ/gDAGAwhD8AAAZD+AMAYDCEPwAABkP4AwBgMIQ/AAAGQ/gDAGAwbkW9wk6dOsnHx0eSFBQUpK5du2rKlClydXVV48aNNWjQIJnNZk2YMEHHjh2Th4eHJk+erCpVqujbb7+9qy0AACiYIg3/rKwsWSwWLV682DrtmWeeUVxcnCpVqqSBAwfq8OHDSklJUXZ2tlasWKFvv/1WU6dO1fz58zV+/Pi72taqVasoNwEAAKdXpOF/9OhR3bhxQ/369dOtW7c0ePBgZWdnq3LlypKkxo0bKykpSZcvX1aTJk0kSeHh4UpOTlZGRka+bQl/AAAKpkjD38vLS/3799fzzz+vM2fO6KWXXpKfn5/1fW9vb50/f14ZGRnWQwOS5Orqete0O20LIjk5+YHqjoiIeKD5nNnevXsdXUKxxncKgCMVafgHBwerSpUqMplMCg4Olq+vr9LT063vZ2Zmys/PTzdv3lRmZqZ1utlslo+PT55pd9oWRJ06deTp6fnQ22EERgwn2BffKaBoZWVl3bPTW6Rn+3/88ceaOnWqJCk1NVU3btxQyZIlde7cOVksFu3cuVMNGjRQ/fr1tWPHDknSt99+q+rVq8vHx0fu7u53tQUAAAVTpD3/zp07a9SoUerevbtMJpNiYmLk4uKit99+W7m5uWrcuLHq1aununXrateuXerWrZssFotiYmIkSRMnTryrLQAAKJgiDX8PDw/NnDnzrukrV67M89rFxUXR0dF3tQsPD7+rLQAAKBhu8gMAgMEQ/gAAGAzhDwCAwRD+AAAYDOEPAIDBEP4AABgM4Q8AgMEQ/gBQDGTn5Dq6hCJjpG21lyK9yQ8AwD483F3VY/gSR5dRJJZO6+noEpwePX8AAAyG8AcAwGAIfwAADIbwBwDAYAh/AAAMhvAHAMBgCH8AAAyG8AcAwGAIfwAADIbwBwDAYAh/AAAMhvAHAMBgCH8AAAyG8AcAwGAIfwAADIbwBwDAYAh/AAAMhvAHAMBgCH8AAAyG8AcAwGAIf9zFfCvH0SUUGSNtKwDc4eboAvD74+Lmrr3TBji6jCIRMfwDR5cAAEWOnj8AAAZD+AMAYDCEPwAABkP4AwBgMIQ/AAAGQ/gDAGAwhD8AAAZD+AMAYDCEPwAABkP4AwBgMIQ/AAAGQ/gDsDsjPUDJSNsK58WDfQDYHQ+LAn5f6PkDAGAwhD8AAAZD+AMAYDCEPwAABkP4AwBgMIQ/AAAGQ/gDAGAwhD8AAAZD+AMAYDCEPwAABkP4AwBgMIQ/AAAGQ/gDAGAwhD8AAAZD+AMAnIr5Vo6jSyhS9thet0JfIgAAduTi5q690wY4uowiEzH8g0JfJj1/AAAMxul6/mazWRMmTNCxY8fk4eGhyZMnq0qVKo4uCwAAp+F0Pf/ExERlZ2drxYoVGjZsmKZOnerokgAAcCpO1/Pfu3evmjRpIkkKDw9XcnLyb85jsVgkSdnZ2Q+8Xr+S7g88r7PJysqSvHwdXUaRyMrKcti6+U4VT3yn7M9I3yfpwb9TdzLvTgb+ksmS39TfsTFjxuipp55Ss2bNJEnNmzdXYmKi3NzuvR9z/fp1HT9+vKhKBADgd6N69ery9c27s+R0PX8fHx9lZmZaX5vN5vsGvyR5e3urevXqcnd3l8lksneJAAA4nMViUU5Ojry9ve96z+nCv379+vrPf/6jtm3b6ttvv1X16tV/cx4XF5e79noAACjuvLy88p3udMP+d872P378uCwWi2JiYlS1alVHlwUAgNNwuvAHAAAPx+ku9QMAAA+H8AcAwGAIfwAADIbwBwDAYAh/AAAMhvAHAMBgCH8AAAzG6e7wh8K1Zs2ae77XsWPHIqsDxcvx48c1YcIEXbt2TU8//bSqVaumFi1aOLosOKGvvvrqnu81bNiwCCspXgh/gzt58qQk6dtvv1WJEiX0xz/+UQcPHtStW7cIfzywKVOmKDY2VmPHjlXnzp01YMAAwh8PZNmyZZKkc+fOKScnR3Xr1tXhw4fl7e2txYsXO7g650X4G9ywYcMkSf3791d8fLx1er9+/RxVEoqJKlWqyGQyKSAgIN8HiwC2mDVrliRp4MCBmjdvntzc3JSbm6uBAwc6uDLnxjF/SJLS0tJ07do1SdJPP/2k9PR0xxYEp1aqVCktX75cN27c0MaNG+Xn5+fokuDkLl++bP05NzdXaWlpDqzG+dHzhyTplVdeUceOHVWqVCldv35dUVFRji4JTiwmJkYLFixQ6dKllZycrClTpji6JDi5zp07q127dqpevbq+++47vfTSS44uyanxYB9Y3bp1S5cvX9Yjjzwid3d3R5cDJ3T69Ol7vhccHFyElaA4unLlis6dO6cqVaooICDA0eU4NcIfkm6fUTtx4kTl5uaqTZs2CgwM1PPPP+/osuBkevfune90k8mkjz76qIirQXHy3Xffafz48VxBUkgIf0iSevbsqblz52rw4MH64IMP1L17d61atcrRZQGAJOmFF15QdHS0xo4dq9mzZ2vAgAH8jXoIHPOHJMnFxUX+/v4ymUzy9PTk7Gw8lCZNmigtLU2lS5dWenq6PDw89Mgjj2j8+PH685//7Ojy4KS4gqTwcLY/JEmVK1fWzJkzlZ6ervj4eAUGBjq6JDixhg0bav369dq5c6c2bdqk//u//9PChQs1e/ZsR5cGJ8UVJIWL8IckaeLEiQoMDFRERIRKliypSZMmObokOLGLFy8qJCRE0u0dywsXLqhKlSpydXV1cGVwVjExMUpJSeEKkkJC+BvcwYMHJUlffvmlKlWqpFatWunRRx/Vnj17HFwZnFnZsmU1Y8YMbdu2TTNmzNAjjzyiXbt2cRUJHlhaWppq1qyp+Ph4ubq6KiMjw9ElOTXC3+C++OILSdLGjRvv+gc8qGnTpqlcuXLasWOHKlSooKlTp6pkyZLWu7UBBTV8+HAFBQVJkpo1a6YxY8Y4uCLnxgl/BnfnFpmlSpXSyJEjHVwNigsPDw+Fh4crNDRUknTgwAEewoKHFh4eLun2OSVms9mxxTg5wh+SpBMnTujatWucRINCMWjQIP3000+qUKGCLBaLTCYT4Y+H4ufnpxUrVig8PFwHDhzgbP+HxHX+kCS1bNlSFy9eVOnSpWUymSRJO3fudHBVcFbdunXT8uXLHV0GipG0tDTNnz9fp0+f1mOPPaaBAwdyl7+HQM8fkm4/gvWJJ55wdBkoJoKDg5Wamqry5cs7uhQUE1OmTNHMmTMdXUaxQfhDkjRnzhzCH4Vm7969atGiRZ6eGSNJeBjZ2dk6evSogoODraOTHh4eDq7KeTHsD0lSr169VKpUKQUHB8vF5fZFIG+99ZaDqwKA2zp06KDMzEzra5PJpG3btjmwIudGzx+SpOeee87RJaAYmDdvnl577TW99dZb1t7ZHQzZ4mGsX79e0u0n+/n7+3PDqIfEdf6QdHuv+tFHH1VQUJAqVqzIzVjwQFq2bCnp9nXY9evXV8OGDfXtt9+qbt26Dq4Mzm737t1q1aqV+vfvr9atW2vXrl2OLsmpMewPSdIrr7yinJwcXbp0Sbm5uSpXrpwWLVrk6LLgpHr16qVBgwZp6dKlioyM1PLly7V48WJHlwUn1r17d73//vsqX768UlNTNWjQICUkJDi6LKdFzx+SpJ9++kkffvihwsLCtGrVKmVlZTm6JDixO9f1X7t2Te3atbOeRwI8KFdXV+vVI+XLl5enp6eDK3JuHPOHJMnLy0uSdOPGDevPwIO6deuWpk+frgYNGujLL79UTk6Oo0uCk/Px8dHixYvVsGFDffXVVypVqpSjS3JqDPtDkrRkyRKlp6fL3d1d27ZtU4kSJRj2xwM7c+aMdu3apeeff16JiYmqW7euKlWq5Oiy4MSuX7+uefPm6dSpU6patapefvlldgAeAj1/SJL+8Ic/aOfOncrJyZGXlxdn0uKhPProo3r00UclSW3btnVsMSgW4uLi1KVLFz322GOOLqVYoOcPSVJkZKSio6Pz7EnXrFnTgRUBwP9s2bJFq1atUmZmpp599lm1bduWQ5QPgfCHpNsPYpkzZ46jywCA+7p06ZJiY2P13//+V19//bWjy3FaDPtDktSqVSt17dpVISEh1mmxsbEOrAgA/ueHH37Q6tWrtXXrVtWqVUsLFy50dElOjfCHJGnx4sUaMGCAfH19HV0KANxl8ODBev7557VkyRL5+Pg4uhynx7A/JEkDBw5UfHy8o8sAgDwuXryoP/zhDzp16tRdt4wODg52UFXOj54/JN2+zr9///6qVauW9T8YD/YB4Gj/+Mc/NGrUKE2YMOGu9z766KOiL6iYIPwhSWrRooWjSwCAu3z22WdKTEzUnUFqd3d35eTkcIe/h8SwPwDgdys7O1sWi0UTJ05Ut27dFBYWpsOHD2vZsmWaNGmSo8tzWvT8AQC/Wx4eHpKk8+fPKywsTJJUq1YtnTp1ypFlOT3CHwDwu+fr66v3339fYWFh2rdvn8qWLevokpwaw/4AgN+9n3/+WcuXL9eZM2dUtWpVde/e3ToqgIIj/AEAMBgesg0AgMEQ/gAAGAzhD6DIzJ49W2vWrJEkzZkzR4mJib85T40aNZSWlmbnygBj4Wx/AEXmjTfesP68e/duns0OOAjhD+Cedu/erVmzZqlcuXL67rvvVKJECQ0ePFiLFy/W6dOn9dRTT2nkyJGKiYnR/v37lZmZKYvFosmTJysiIkIjR45Uenq6zp8/r+bNm+vKlSuqVq2avLy8lJycrGnTpsnV1VWPPfaYoqOj9fPPP+vSpUuqWbOm3n//fe7iBtgJw/4A7uvgwYN69dVXtXnzZpUpU0bx8fH629/+plWrVmnp0qXat2+fLl26pBUrVmjTpk3q1KlTnset3rx5Uxs3btQ777xjndazZ0/VqVNHw4cPV+vWrbVy5Up17NhRK1as0NatW5WSkqLt27c7YGsBY6DnD+C+goKCVKtWLUlS5cqV5evrKw8PDwUEBMjb21u+vr4aOnSoli9frvPnz2v37t3y9va2zh8REfGb63jnnXe0a9cuLVy4UGfOnNGlS5f0888/222bAKOj5w/gvn59IxU3t7x9hi+++EIvv/yyJKlVq1bq3r17nvdLliz5m+t46623tHLlSlWsWFF9+/ZV7dq1xS1IAPsh/AE8lP/85z9q0aKFevToobp16yoxMVG5ubm/OZ+rq6tu3bolSdq5c6def/11tW3bViaTSfv377dpGQAeDMP+AB7K6NGjNWLECHXo0EGurq5q0KCBtm7dKrPZfN/5WrRooXfffVc5OTl688039frrr6tUqVIqUaKEGjZsqHPnzhXRFgDGw+19AQAwGIb9AQAwGMIfAACDIfwBADAYwh8AAIMh/AEAMBjCHwAAgyH8AQAwGMIfAACD+X+dwJzR9ingEwAAAABJRU5ErkJggg==",
      "text/plain": [
       "<Figure size 576x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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4efIkhg4dmq/mtx2ff6N79+44e/YsunXrhgsXLmDNmjVaE+G4uLigQoUKb2z1Ay+7wsPDwxEdHY2OHTti0qRJ6NOnD7y9vQG8PO2Unp6OTp06Yc2aNRgzZozW68uVK4d27drhiy++QEhICPz9/TUDPseMGQNXV1eMHDkSHTt2xPXr17Fq1SrI5XK4uLggNDQUa9asQefOnREbG4s1a9bAyspKp3338/PDjh070L17d6Snp+Pbb7/V9IT9l98NKtlk6tI8+wnRv5CcnIx79+7B1dVVs2zmzJl4/vw55s2bJ2FlpC/Pnz/HRx99hO3bt5foyZKIdMWWP9FrMjMzNddy37lzB4cOHcLu3bvzXXlApcPBgwcxffp01KtXj8FPwmDLn6gAkZGR+O6775CamgpbW1sMHTpU63IrKj08PT2Rm5uLlStXal2KR1SaMfyJiIgEw25/IiIiwQgxyY9KpUJWVhZMTEwKnLSEiIiotFGr1VAoFLCwsMg3cZUQ4Z+VlaU10QUREZEo6tSpk+/SUCHCP296zDp16rzxWm0iIqLSJCcnBwkJCQVOES1E+Od19Zuamr5zHmwiIqLSpKDT3RzwR0REJBiGPxERkWCE6PZ/G4VCgdu3b+PFixdSlyIZuVwOa2trVKpUSefbzBIRUcklfPjfvn0bVlZWeP/994W8DDDvUpB79+7h9u3bqFWrltQlERGRngnfzHvx4gUqVqwoZPADLweCmJqaonr16lr3IiciotJL+PAHCh4JKRp29xMRiYN/8YmIiATD8C8C4eHhCAkJ0ct7f/nll7h27RpiYmLQqVOn//x+zZo1w+3bt4ugMiIiKqmEH/BX3H333XcAgEePHklcCRERlRYM/wJkZWXhm2++QVJSEoyMjNCgQQN07NgRs2fPxr59+wAAMTExCA0N1TxOTExEv3798PTpUzg5OWH69OmwtLREREQEtmzZAhMTE5iZmSEkJAQffPABbty4geDgYKSlpcHIyAgjRoyAl5cX2rVrh8aNG+Pq1asYP3485s6di2XLlgEAnj17htGjRyMpKQnlypVDSEgI7OzskJOTg0WLFuGvv/6CUqlE/fr1MW3aNFhaWuLvv/9GaGgoZDIZGjVqBJVKJdnnSkRExQO7/Qvw22+/ISsrC7t378b27dsB4J1d5bdu3UJ4eDj27t0LtVqNVatWQalUYs6cOfjf//6Hn3/+Gb1790ZsbCwAYPz48ejQoQP279+PtWvXIiwsDJmZmQAAR0dH/PLLL2jfvr3WNlJTUzFw4EDs3r0bnTp1wuTJkwEAa9euhVwux44dO7Bnzx5UqVIFixYtQk5ODsaMGYMpU6Zg165daNmypdDzGRAR0UsM/wK4uLjg2rVr8PPzw9q1a/HFF1+88/r39u3bw8bGBjKZDD179sSpU6cgl8vRoUMH+Pr6IiQkBFZWVvD29saTJ09w5coV9OrVCwBQrVo1REVFwdLSEgDg6upa4Dbq1q0LZ2dnAED37t0RFxeHjIwMHD16FIcPH0a3bt3QtWtXREVFITExEQkJCTA2NkarVq0AAJ06dYKFhUVRfUxERFRCsdu/ADVr1sRvv/2GmJgY/Pnnnxg0aBB8fX2hVqs16ygUCq3XyOVyzc9qtRrGxi8/2kWLFiEhIQGnTp3Cd999h+3bt2PhwoUAtC8xvH79OmxtbQEA5ubmBdb1+uV4MpkMxsbGUKlUmDp1Ktq2bQvg5WmL7OxspKamatUMQFMXEZHIchRKmJrI371iCdlOYTEJChAREYHY2FgsWrQIbdq0waNHj/DPP/8gJSUFjx49go2NDaKiorRec/jwYQwfPhyWlpbYunUr3N3dkZaWhu7duyMyMhIDBw5EvXr1MHXqVFhaWqJBgwbYtWsXevXqhdTUVPTp00czfuBNrl69isuXL8PJyQlbt26Fi4sLypYti9atW2Pz5s1o1aoVjI2NERQUBHNzc0yfPh1qtRq///472rZti+joaDx9+lSfHx0RUYlgaiJH38mb9b6diAX99L6Nf4PhX4Bu3brh9OnT8PLyQtmyZWFra4vZs2dj9erV6NmzJypXroyPP/5Y6zUODg4YNmwY0tPT4eLigq+++gpmZmYYMWIEBg4ciDJlykAul2PWrFkAgMWLF2PmzJnYuHEjZDIZZs+ejcqVK7+1Lnt7e6xYsQLJycmoWLEi5s2bBwD4+uuvMX/+fHTv3h1KpRJOTk6YMmUKTExM8O2332LGjBkICwuDk5MTKlasqJfPjIiISg6Z+vV+4VIoOzsbcXFxaNiwIczMzLSey2tJEz8LIhJLaW/5vy37OOCPiIhIMAx/IiIiwTD8iYiIBMPwJyIiEgzDn4iISDAMfyIiIsEw/P+DHIWyRL0vERERwEl+/hN9zRCl63Whe/fuxapVq6BQKDBw4ED061c8Z5IiIqLiRa8t//Pnz8PPzw8AkJSUhD59+qBv376YPn265tayK1asgLe3N3x9fXHhwoVCryuqe/fuYcmSJYiIiMDu3buxdetWXLt2TeqyiIioBNBb+H/33XeYNm0asrOzAQBz587F2LFjERERAbVajejoaMTHx+P06dOIjIxEWFgYZs6cWeh1RXXq1Cl8+OGHsLa2hrm5OTw9PXHw4EGpyyIiohJAb+Ffq1YthIeHax7Hx8ejRYsWAAB3d3ecOnUKsbGxaN26NWQyGWxtbaFUKpGWllaodUV1//59rXsBVKlSBffu3ZOwIiIiKin0ds7f09MTt2/f1jxWq9WaW9haWFggIyMDmZmZsLa21qyTt7ww69rY2OhcU1xcXL5lxsbGyMrKKuTe/X8N+vKumrKzs6FQKDTrZWdnQ6lU/ut9AYCcnBzExsb+69cTEZUULi4uBttWcfy7arABf6/eiz4rKwvlypWDpaWlVlhlZWXBysqqUOsWxptu7KPPEP+33lVTzZo18ffff2vWe/r0KWxtbf/TvpiamqJJkyb/+vVERJSfIb9ovCrvxj4FMdilfvXr10dMTAwA4NixY3B1dYWzszNOnDgBlUqFlJQUqFQq2NjYFGpdUX300Uf4448/kJaWhufPn+PQoUNwd3eXuiwiIioBDNbyDwgIQFBQEMLCwmBvbw9PT0/I5XK4urrCx8cHKpUKwcHBhV5XSjkKpV5u15ijUMLURP7WdapWrYpx48ZhwIABUCgU8Pb2RuPGjYu8FiIiKn1karVaLXUR+va2exrzHvb/j58FEYlEH/O0vE4fDURdvS37OMMfERGRYBj+REREgmH4ExERCYbhT0REJBiGPxERkWAY/kRERIJh+P8HqlyF5O+bmZmJTp06aU2lTERE9DYGm+SnNDIyNkHsgqFF/r4uk/+n03rnz5/HtGnTcPPmzSKvgYiISi+2/Euwbdu2Yfr06ahSpYrUpRARUQnCln8JNnv2bKlLICKiEogtfyIiIsEw/ImIiATD8CciIhIMw5+IiEgwHPD3H6hyFTpfllfY9zUyNtF5/cOHDxd5DUREVHqx5f8fFCagi8P7EhERAQx/IiIi4TD8iYiIBMPwB6BWq6UuQXIqlUrqEoiIyECED/8yZcrg0aNHwn4BUKvVyMnJwZ07d2BhYSF1OUREZADCj/avUaMGbt++jQcPHkhdimSMjY1Rvnx5VKpUSepSiIjIAIQPfxMTE9jZ2UldBhERkcEI3+1PREQkGoY/ERGRYBj+REREgmH4ExERCYbhT0REJBiGPxERkWAY/kRERIJh+BMREQmG4U9ERCQYhj8REZFgGP5ERESCYfgTEREJhuFPREQkGIY/ERGRYBj+REREgmH4ExERCYbhT0REJBiGPxERkWAY/oLLUShL1XaIiOjdjKUugKRlaiJH38mb9b6diAX99L4NIiLSDVv+REREgmH4ExERCYbhT0REJBiGPxERkWAY/kRERIJh+BMREQmG4U9ERCQYhj8REZFgGP5ERESCMegMfwqFAlOmTMGdO3dgZGSE0NBQGBsbY8qUKZDJZHB0dMT06dNhZGSEFStW4OjRozA2NsbUqVPRuHFjJCUlFbguERER6c6gyfn7778jNzcXW7ZswciRI7F06VLMnTsXY8eORUREBNRqNaKjoxEfH4/Tp08jMjISYWFhmDlzJgAUuC4REREVjkHD387ODkqlEiqVCpmZmTA2NkZ8fDxatGgBAHB3d8epU6cQGxuL1q1bQyaTwdbWFkqlEmlpaQWuS0RERIVj0G5/c3Nz3LlzB59//jkeP36M1atX46+//oJMJgMAWFhYICMjA5mZmbC2tta8Lm+5Wq3Ot25hxMXFFdm+lBYuLi4G21ZsbKzBtkVE9Dai/+0zaPivX78erVu3xoQJE5CamoovvvgCCoVC83xWVhbKlSsHS0tLZGVlaS23srLSOr+ft25hNGzYEGZmZv99R+hfMeR/NiKi4kKqv33Z2dlvbPQatNu/XLlysLKyAgCUL18eubm5qF+/PmJiYgAAx44dg6urK5ydnXHixAmoVCqkpKRApVLBxsamwHWJiIiocAza8h84cCCmTp2Kvn37QqFQYNy4cWjYsCGCgoIQFhYGe3t7eHp6Qi6Xw9XVFT4+PlCpVAgODgYABAQE5FuXiIiICseg4W9hYYFly5blW75p06Z8y/z9/eHv76+1zM7OrsB1iYiISHe8SJ6IiEgwDH8iIiLBMPyJiIgEw/AnIiISDMOfiIhIMAx/IiIiwTD8iYiIBMPwJyIiEgzDn4iISDAMfyIiIsEw/ImIiATD8CciIhIMw5+IiEgwDH8iIiLBMPyJiIgEw/AnIiISDMOfiIhIMAx/IiIiwTD8iYiIBMPwJyIiEgzDn4iISDAMfyIiIsEw/ImIiATD8CciIhIMw5+IiEgwDH8iIiLBMPyJiIgEw/AnIiISDMOfiIhIMAx/IiIiwTD8iYiIBMPwJyIiEgzDn4iISDAMfyIiIsEw/ImIiATD8CciIhIMw5+IiEgwDH8iIiLBMPyJiIgEw/AnIiISDMOfiIhIMAx/IiIiwTD8iYiIBKNT+G/cuBGZmZn6roWIiIgMQKfwT0hIgKenJwIDA3Hx4kV910RERER6pFP4h4aG4tdff0XDhg0xc+ZM9OzZE9u3b0d2dra+6yMiIqIipvM5f0tLS3To0AGdOnXCkydPEBERgQ4dOuDgwYP6rI+IiIiKmLEuK506dQrbtm3DH3/8AU9PT3z77beoV68ebt26hb59+6JDhw76rpOIiIiKiE7hHxISgr59+yI0NBRWVlaa5bVq1ULv3r31VhwREREVPZ26/ffs2QNra2tYWVnhwYMHWL9+PVQqFQBg9OjRei2QiIiIipbOA/6OHj368gVGRoiNjcWcOXP0WRcRERHpiU7d/mfPnsW+ffsAABUrVsSyZcvQtWvXf7XBNWvW4PDhw1AoFOjTpw9atGiBKVOmQCaTwdHREdOnT4eRkRFWrFiBo0ePwtjYGFOnTkXjxo2RlJRU4LpERESkO52SU6FQICcnR/M4Nzf3X20sJiYGZ8+exU8//YSNGzfi7t27mDt3LsaOHYuIiAio1WpER0cjPj4ep0+fRmRkJMLCwjBz5kwAKHBdIiIiKhydWv4ff/wxhgwZgq5du0Imk2Hfvn1o27ZtoTd24sQJ1KlTByNHjkRmZiYmT56Mbdu2oUWLFgAAd3d3nDx5EnZ2dmjdujVkMhlsbW2hVCqRlpaG+Pj4fOu2b9++0HUQERGJTKfwnzx5MjZv3ozo6GgYGxujffv28PX1LfTGHj9+jJSUFKxevRq3b9/GiBEjoFarIZPJAAAWFhbIyMhAZmYmrK2tNa/LW17QuoURFxdX6JpLOxcXF4NtKzY21mDbIiJ6G9H/9ukU/nK5HAMGDMCAAQP+08asra1hb28PU1NT2Nvbw8zMDHfv3tU8n5WVhXLlysHS0hJZWVlay62srLTO7+etWxgNGzaEmZnZf9oH+vcM+Z+NiKi4kOpvX3Z29hsbvTqd8z9w4ADatWsHFxcXODs7a/4VlouLC44fPw61Wo179+7h+fPnaNWqFWJiYgAAx44dg6urK5ydnXHixAmoVCqkpKRApVLBxsYG9evXz7cuERERFY5OLf9ly5ZhypQpqF+/vqbb/d/w8PDAX3/9BW9vb6jVagQHB6NGjRoICgpCWFgY7O3t4enpCblcDldXV/j4+EClUiE4OBgAEBAQkG9dIiIiKhydwr9cuXL47LPPimSDkydPzrds06ZN+Zb5+/vD399fa5mdnV2B6xIREZHudOr2b9KkCX7//Xd910JEREQGoFPL//fff8emTZtgYmICExMTzaj7M2fO6Ls+IiIiKmI6hf/69ev1XAYREREZik7d/tWrV8fFixexbds22NjY4OzZs6hevbq+ayMiIiI90Cn8165di59++gkHDx7EixcvsGLFCnz77bf6ro2IiIj0QKfw379/P7777juULVsWFSpUwLZt2zQ3+iEiIqKSRafwNzY2hqmpqeZxuXLlYGys03ABIiIiKmZ0SvBq1arh6NGjkMlkyMnJwbp163jOn4iIqITSqeUfFBSEH374AVevXkXTpk1x7NgxBAUF6bs2ItKzHIWyVG2HiHSjU8u/atWq2LBhA54/fw6lUglLS0t910VEBmBqIkffyZv1vp2IBf30vg0i0p1O4f/DDz8UuHzQoEFFWgwRERHpn07hn5CQoPk5JycHsbGxaNmypd6KIiIiIv3RKfznzp2r9TgtLa3AG/QQERFR8afTgL/X2djY4M6dO0VdCxERERlAoc/5q9VqxMXFoWLFinorioiIiPSn0Of8gZfX/bPbn4iIqGT6V+f8iYiIqOTSKfz9/Pwgk8ne+PyPP/5YZAURERGRfukU/g0bNkRiYiJ69+4NExMT7N69G7m5uejYsaO+6yMiIqIiplP4nzlzBhEREZDL5QCANm3aoHfv3vD09NRrcURERFT0dLrULy0tDTk5OZrHWVlZePHihd6KIiIiIv3RqeXfqVMn9O7dG+3bt4darcYvv/yCAQMG6Ls2IiIi0gOdwn/MmDGoX78+/vzzT5iZmSEkJAQtWrTQd21ERESkBzrP8Fe1alU4Ojpi7NixMDEx0WdNREREpEc6hf/PP/+Mb775Bv/73/+QkZGBr7/+Gtu2bdN3bURERKQHOoX/pk2bsHXrVlhaWqJixYrYsWMHNmzYoO/aiIiISA90Cn8jIyNYWlpqHlerVk1z2R8RERGVLDqFv7W1NS5fvqyZ5W/Pnj0oX768XgsjIiIi/dBptP/UqVMxZswY3Lp1C61bt4aZmRlWrlyp79qIiIhID3QK/xcvXmD37t24efMmlEol7OzsOOKfiIiohNKp23/ixImQy+VwcHBAnTp1GPxEREQlmE7hX7duXezduxcpKSl48uSJ5h8RERGVPDp1+0dHR+PgwYNay2QyGS5fvqyXooiIiEh/dAr/ixcv6rsOIiIiMpC3dvsHBQVpfk5LS9N7MURERKR/bw3/uLg4zc9DhgzRezFERIaUo1CWim0QFdZbu/3VanWBPxMRlQamJnL0nbxZr9uIWNBPr+9P9G/ofFe/vNn9iIiIqGR7a8tfpVLh6dOnUKvVUCqVmp/zWFtb67s+IiIiKmJvDf+EhAR8+OGHmsBv2bKl5jle6kdERFQyvTX8r1y5Yqg6iIiIyEB0PudPREREpQPDn4iISDAMfyIiIsEw/ImIiATD8CciIhIMw5+IiEgwDH8iIiLBMPyJiIgEw/AnIiISDMOfiIhIMAx/IiIiwUgS/o8ePULbtm2RmJiIpKQk9OnTB3379sX06dOhUqkAACtWrIC3tzd8fX1x4cIFAHjjukRERKQ7g4e/QqFAcHAwypQpAwCYO3cuxo4di4iICKjVakRHRyM+Ph6nT59GZGQkwsLCMHPmzDeuS0RERIXz1rv66cP8+fPh6+uLtWvXAgDi4+PRokULAIC7uztOnjwJOzs7tG7dGjKZDLa2tlAqlUhLSytw3fbt2+u87bi4uKLfoRLOxcXFYNuKjY012LZIN6Iff0Ptf3Hcd9GJ/rtv0PDfsWMHbGxs0KZNG034q9VqyGQyAICFhQUyMjKQmZkJa2trzevylhe0bmE0bNgQZmZmRbMzVGiG/M9GxY/Ix1/kfSfpjn92dvYbG70GDf+ff/4ZMpkMf/zxBy5fvoyAgACkpaVpns/KykK5cuVgaWmJrKwsreVWVlYwMjLKty4REREVjkHP+W/evBmbNm3Cxo0b4eTkhPnz58Pd3R0xMTEAgGPHjsHV1RXOzs44ceIEVCoVUlJSoFKpYGNjg/r16+dbl4iIiArH4Of8XxcQEICgoCCEhYXB3t4enp6ekMvlcHV1hY+PD1QqFYKDg9+4LhERERWOZOG/ceNGzc+bNm3K97y/vz/8/f21ltnZ2RW4LhEREemOk/wQEREJhuFPREQkGIY/gByFslRsg4iISBeSD/grDkxN5Og7ebNetxGxoJ9e35+IiEhXbPkTEREJhuFPREQkGIY/ERGRYBj+REREgmH4ExERCYbhT0REJBiGPxERkWAY/kRERIJh+BMREQmG4U9ERCQYhj8REZFgGP5ERESCYfgTEREJhuFPREQkGIY/ERGRYBj+REREgmH4ExERCYbhT0REJBiGPxERkWAY/kRERIJh+BMREQmG4U9ERCQYhj8REZFgGP5ERESCYfgTEREJhuFPREQkGIY/ERGRYBj+REREgmH4ExERCYbhT0REJBiGPxERkWAY/kRERIJh+BMREQmG4U9ERCQYhj8REZFgGP5ERESCYfgTEREJhuFPREQkGIY/ERGRYBj+REREgmH4ExERCYbhT0REJBiGPxERkWAY/kRERIJh+BMREQmG4U9ERCQYhj8REZFgjA25MYVCgalTp+LOnTvIycnBiBEj8MEHH2DKlCmQyWRwdHTE9OnTYWRkhBUrVuDo0aMwNjbG1KlT0bhxYyQlJRW4LtG/laNQwtREXmq2Q0SkC4OG/549e2BtbY2FCxfiyZMn6NatG+rVq4exY8eiZcuWCA4ORnR0NGxtbXH69GlERkYiNTUV/v7++PnnnzF37tx867Zv396Qu0CljKmJHH0nb9b7diIW9NP7NoiIdGXQZnOHDh0wZswYAIBarYZcLkd8fDxatGgBAHB3d8epU6cQGxuL1q1bQyaTwdbWFkqlEmlpaQWuS0RERIVj0Ja/hYUFACAzMxOjR4/G2LFjMX/+fMhkMs3zGRkZyMzMhLW1tdbrMjIyoFar861bGHFxcQUud3Fx+Rd7U3ixsbEG2U5hGGrfAe4/91/c/S+O+y460X/3DRr+AJCamoqRI0eib9++6Ny5MxYuXKh5LisrC+XKlYOlpSWysrK0lltZWWmd389btzAaNmwIMzOz/74T/5Ihf9mKI+4/919UIu87SXf8s7Oz39joNWi3/8OHDzF48GBMmjQJ3t7eAID69esjJiYGAHDs2DG4urrC2dkZJ06cgEqlQkpKClQqFWxsbApcl4iIiArHoC3/1atXIz09HStXrsTKlSsBAIGBgZg1axbCwsJgb28PT09PyOVyuLq6wsfHByqVCsHBwQCAgIAABAUFaa1LREREhWPQ8J82bRqmTZuWb/mmTZvyLfP394e/v7/WMjs7uwLXJSIiIt3xInkiIiLBMPyJiIgEw/AnIiISDMOfiIhIMAx/IiIiPVHlKorlNgw+yQ8REZEojIxNELtgqF634TL5f4V+DVv+REREgmH4ExERCYbhT0REJBiGPxERkWAY/kREgspRKEvFNqjwONqfiEhQpiZy9J28Wa/biFjQT6/vT/8OW/5ERESCYfgTEREJhuFPREQkGIY/ERGRYBj+REREgmH4ExERCYbhT0REJBiGPxERkWAY/kRERIJh+BMREQmG4U9ERCQYhj8ZhCpXUSq2QURUGvDGPmQQRsYmiF0wVK/bcJn8P72+PxFRacGWPxERkWAY/kRERIJh+BMREQmG4U9ERCQYhj8REZFgGP5ERESCYfgTEREJhuFPREQkGIY/ERGRYBj+REREgmH4ExERCYbhT0SkR4a64RRvbEWFwRv7EBHpkSFuagXwxlZUOGz5ExERCYbhT0REJBiGPxHpnSHOR/OcN5HueM7fQFS5ChgZm5Sa7RAVhiHOe/OcN5HuGP4GwkE/RERUXLDbn4iISDAMfyIiIsEw/ImIiATD8CciIr3hDIfFEwf8ERGR3nCwc/HElj+RAfA6dyIqTtjyJzIAXudORMUJW/5ERESCKXEtf5VKhRkzZuDq1aswNTXFrFmzULt2banLIiIiKjFKXMs/KioKOTk52Lp1KyZMmIB58+ZJXRIREVGJUuJa/rGxsWjTpg0AoGnTpoiLi3vna9RqNQAgJyfnjeuUM9fvfPjZ2dlAGSu9bkOznULS974Dhtn/f7PvAPef+y/u/31A7P0v7b/7eZmXl4GvkqkLWlqMBQYG4rPPPkPbtm0BAB9//DGioqJgbPzm7zEZGRlISEgwVIlERETFRp06dWBlpf0FpMS1/C0tLZGVlaV5rFKp3hr8AGBhYYE6derAxMQEMplM3yUSERFJTq1WQ6FQwMLCIt9zJS78nZ2dceTIEXh5eeHcuXOoU6fOO19jZGSU71sPERFRaVemTJkCl5e4bv+80f4JCQlQq9WYM2cOHBwcpC6LiIioxChx4U9ERET/TYm71I+IiIj+G4Y/ERGRYBj+REREgmH4ExERCYbhT0REJBiGPxERkWAY/kREevLkyROpSyAqUImb4a8kCQkJQa9eveDk5CR1KQb1thsomZqaGrASaYl6/POsW7cO3bt3h42NjdSlGNzp06cREhICpVKJDh06wNbWFr169ZK6LIO5fPkytm7dqnXDmblz50pYkeHdvHkTSUlJqFu3LqpWrVrsppZn+OvRxx9/jNWrV+PevXvo0qULunTpAktLS6nL0rsOHTpAJpPlu5OUTCZDdHS0RFUZnqjHP4+5uTlGjhyJypUro2fPnnB3dy92fwD1ZdmyZdi0aRP8/f0xfPhw9OnTR6jwnzJlCvr374/33ntP6lIksWnTJvz22294+vQpunXrhlu3biE4OFjqsrSpSe8ePXqkHj9+vLpp06bqgIAAdVJSktQlGdTDhw/Vubm5UpchGdGPf0JCgnr8+PHqtm3bqpcvX65+8uSJ1CXpXf/+/dVqtVrt5+en9VgUgwcPlroESfn6+qqVSqXmuPfo0UPiivJjy1+PEhMTsWPHDhw5cgQtW7bE5s2bkZubi7Fjx2LHjh1Sl6d3MTExCAwMhKWlJdLT0xEaGgo3NzepyzKYV49/ixYthDv+6enp2L9/P3bv3g0rKysEBgZCqVRi2LBh2LJli9Tl6VWtWrWwePFiPHnyBGvXroWtra3UJRlU9erVsXbtWjg5OWl6e1q3bi1xVYajVqshk8k0+14cT3cy/PVo2rRp6N27N0aNGoWyZctqlvfs2VPCqgxn6dKl2Lx5M6pWrYp79+5h1KhRQoW/6Mff29sbXbp0QVhYmFb4Xb58WcKqDGPmzJmIjIyEi4sLzM3NERoaKnVJBqVQKHDjxg3cuHFDs0yk8O/UqRP69euHlJQUfPnll/j000+lLikf3tjHAE6cOCHUL36e/v37Y9OmTW98XJo9fvwYFSpUQFJSEi5fvowPPvgAH3zwgdRlGUx2djYuXbqE7OxsVKhQAXXq1BHmfD8APHv2DOnp6ZDL5di2bRu6deuG6tWrS12WwaxZswafffYZ7OzspC5FMomJiUhISICdnR3q1asndTn5sOWvB1u3btV6/MMPP2DQoEEAAB8fHylKkoSlpSU2btyI5s2b46+//kL58uWlLskgQkJCUL16dVSsWBEbNmyAq6srvv/+e3h6emLIkCFSl6d3R48exfLly1G7dm2cPXsWTZo0wd27dzFp0iS4urpKXZ5BjB49Gn369MGvv/6KDz74AMHBwVi3bp3UZRmMra0tli9fjtTUVLi5uaF9+/bFMgD15d69e1i1ahXS0tLQoUMHZGdno0mTJlKXpYXX+etBVFQUdu7ciQcPHuDBgwfIycnR/CyShQsXIiUlBUuXLkVqairmzJkjdUkGER8fjyFDhiAyMhKbN29GYGAgIiIicODAAalLM4h169Zhy5YtWLJkCXbu3AljY2OsW7cOYWFhUpdmMC9evEC7du1w9+5dfPXVV1AqlVKXZFCdO3fGokWLMHbsWJw4cUKoKx0AICgoCD179oRCoYCrqytmz54tdUn5sOWvB2vXrsXSpUuhVCoxevRoxMTEYNSoUVKXZXBWVlZo2bIlbGxsYGdnJ0zLH3g5uUvNmjXx4sULmJubIzMzM9+lj6VVRkaGpovfzMwMqampsLS0fOv8D6WNQqHAhg0b0KBBA1y7dg3Pnz+XuiSDGjFiBO7fv4+mTZti+PDhaNGihdQlGdSLFy/QqlUrrFq1Cvb29jAzM5O6pHzY8tcDmUyGcePGoV69ehg9erRQf/RetXjxYuzYsQMmJibYtWsX5s2bJ3VJBvH111/Dz88PCoUCXbp0wYgRI+Dt7Y2hQ4dKXZpBeHl5oVevXpgzZw769++PHj16YMOGDahfv77UpRlMQEAA7t+/jxEjRuDPP/9EYGCg1CUZVLNmzVCxYkWkpqYiOTkZ9+7dk7okgzIzM8Px48ehUqlw7ty5YjnanwP+9Oyff/7Brl27MGnSJKlLMThfX1/NJV1qtRq9e/dGZGSkxFUZRlZWFs6ePYvHjx/D2toaDRo0EGqmu4SEBCQmJqJOnTpwcHBAWlqaUPs/YcIELF68WOoyJHfx4kUsWLAA58+fx4ULF6Qux2Du3r2L+fPnIyEhAQ4ODpg0aRJq1qwpdVla2O2vZ46OjprgP3LkCDw8PCSuyHByc3OhUqlgZGSkue5VFBYWFvmu8BDp+NepUwd16tTRPLaxsRFq/3NycnDlyhXY2dkV62u99SU0NBR///033n//ffTu3RurVq2SuiSDWr9+PZYsWSJ1GW/F8DegpKQkqUswKC8vL/Tp0wdNmjTBhQsX4OXlJXVJkhLt+L9OpP2/ceMGvv76a81j0aa2/uijjxAQEIDMzExYW1vDyEisM8zXrl1Deno6ypUrJ3Upb8Rufz27e/cu3nvvPVy8eBGNGjWSuhyDS0hIwPXr1+Hg4ABHR0epyzE40Y+/6PsvqrxxDlZWVkLO7unh4YG7d+/CxsZG0/Nz4sQJiavSxvDXo+DgYNSuXRtDhgzBrFmzALyc9U0UFy9exM6dO7VGOot0Zy/Rj7/I++/n55fvNNePP/4oUTWG16dPHyxdulRrdk9RxvuUFOz216NLly4hJCQEwMs/ev369ZO4IsOaMWMG+vfvj0qVKkldiiREP/4i7//MmTMBvBzoGh8fL8SUxq+Sy+WoWrUqAKBq1arF8lI3fRowYIDWYxMTE7z33nsYMWIEatSoIVFV2hj+epY3zWt6erpwE31YWlqie/fuUpchKZGPPyDu/tvb22t+dnBwwPbt2yWsxvBEnd0zT/Xq1eHs7AwXFxecO3cOR44cQdOmTREYGIgNGzZIXR4Ahr9ejRw5Ej179kT58uWRkZFR/O7nrCd557asrKywevVqNGjQQMg7e4l6/POIvP+vTvF9//59PHv2TMJqDG/hwoVYuXIllixZAgcHB2Fm98yTkpKiOcVpb2+PvXv3olevXti9e7fElf0/hr8eeXh4wN3dHY8fP0bFihWFudRt//79AF6Gf1JSktYob5HCX9Tjn0fk/X91Km8zMzMsXbpUumIkYGVlhaFDhyI7OxvAy3kvRGr9KxQKHD9+HM2aNcOZM2eQm5uL5OTkYjXTIwf86UFISAiCg4Ph4+OT7w9eab+P+avS0tJw+fJluLm5YdOmTejSpUuxvvSlqIh+/EXf/zxHjx7FP//8Azs7u2J5S1d9mjFjBo4dO4YqVapo5vgQ6djfunULCxYswPXr1+Ho6IiJEyfi3LlzqFatWrG5uRXDXw8ePnyISpUq4c6dO/meE+m2noMGDcKAAQPg4eGBvXv3Yt++fVizZo3UZemd6Mdf9P0HXk5tnZSUBGdnZ/z999+oUaMGpkyZInVZBtOjRw9s375duOv7X3Xjxg0kJSWhXr16qFq1arHr+RL3yOhR3uj2jIwM3L9/Hw8fPsTUqVNx69YtiSszrOfPn2tmdOvcubMw5z1FP/6i7z8A/PXXX1i+fDkGDhyI8PBwxMbGSl2SQdWuXVvT5S+iTZs2YcaMGVi6dCl+/fVXhIaGSl1SPgx/PZoxYwZMTU2xatUqjBs3DitWrJC6JIMyMTHByZMnkZmZiT/++ANyuVzqkgxK9OMv8v7nTW0NQLiprQEgNTUVHh4e8PHxgY+PD3x9faUuyaD279+PH374AVZWVvjiiy9w/vx5qUvKhwP+9MjU1BSOjo5QKBRo2rSpcF1gs2bNwvz58zFr1ix88MEHmmu+RSH68Rd5/0Wf2vr1mxopFAqJKpFG3he+4nxfB4a/HslkMkyePBnu7u44cOAATExMpC7JoGrXro3w8HCo1WqcO3cO7733ntQlGZTox1/k/R88eDBat26N69evo2fPnqhbt67UJRnUgQMH8OWXXwJ4OcV3QEAAdu7cKXFVhtOpUyf069cPKSkp+PLLL4vlgE8O+NOjtLQ0XLx4Ee7u7oiJiUG9evVgbW0tdVkGM3v2bDg4OCAlJQXx8fGoVKkS5s+fL3VZBiP68Rd5/7dt24YbN24gICAAgwcPRpcuXdCtWzepyzKYyZMno1mzZnj27Bl27dqFGTNmwMXFReqyDCoxMREJCQmws7NDvXr1pC4nH4a/Hj158gQnTpxAbm4u1Go17t+/j2HDhkldlsH4+vpiy5Yt8PPzw8aNG/HFF18Um9mtDEH04y/y/nfv3h2RkZEwNjaGQqFA//79tSb+Ke1UKhUmTpyItLQ0rF27tlh2e+vD28a1jBo1yoCVvBu7/fVo1KhRsLe3R0JCAszMzFC2bFmpSzIolUqFuLg41KhRAzk5OcjKypK6JIMS/fiLvP9GRkYwNn7559XExESYAX+vzu2gUChw9epVzTz3Ilznn3elS1RUFGrUqAFnZ2dcvHgRqampEleWH8Nfj9RqNUJCQvDNN99g9uzZ6Nu3r9QlGVTXrl0xc+ZMzJkzBwsXLoSPj4/UJRmU6Mdf5P3/5JNP0LdvXzRu3Bjx8fFo166d1CUZRFhYmNQlSCrvqoZDhw5hxowZAIAuXbpg0KBBElZVMIa/HsnlcmRnZ+P58+eQyWRC3dgEAPr166e5k1tgYKDE1Rie6Mdf5P3/+uuv4eHhgRs3bqBbt27F8pyvPuRN4pSamop9+/ZpXetf3Lq99enJkye4desWatWqhevXryMjI0PqkvIR59obCfTr1w8bNmxAo0aN8PHHHxebWzlKRbRL/UQ//qLvv5OTE7y8vFCvXj0cOXJE6nIMasyYMcjMzESlSpU0/0QydepUjBw5Em5ubpg4cWKxvKkVW/56VKZMGWzduhVWVlYwNjYWrtv7dSLdzx3g8Rd9/1/16s2tRGBhYYFx48ZJXYZkXF1dsXfvXqnLeCuO9tejXr16Yc2aNbCxscGDBw8wcuRIbNu2TeqyDEapVOLSpUt48eKFZlnz5s0lrMiwRD/+ou+/yObMmYMmTZrAyclJMwDQzs5O4qqkk3ezq+KELX89srCwgI2NDQCgcuXKQo12BoDRo0cjPT0dlStXBvBy0heRwl/04y/i/hd0J0MR72p3+fJlXLlyRWvZjz/+KFE1hnfw4EF8+umnmis+imOvJ8NfD/JGvCqVSgwbNgwuLi64cOGCMNe65nn8+DEiIiKkLsPgRD/+Iu+/6KPd87x+R0crKyuJKpFGXFwcVq5cCTc3N3h7e8PBwUHqkvJh+OtBXvfWq91cn3zyiVTlSMbW1hapqamoVq2a1KUYlOjHX+T9zxvtnpSUhIMHD2rmtL9//75QA14PHjwI4GWvR1xcHH799VeJKzKsiRMnYvz48Th27BiWLl2KBw8eoHfv3ujcuXOxmeaa5/ypyLVu3RoAkJOTg2fPnqF8+fKartATJ05IWRqRQXh7e6N9+/aIiYlBlSpV8OzZMyxfvlzqsiTTr18/bN68WeoyDEatVuP48ePYsWMHbt26hS5dukCpVOLUqVNYt26d1OUBYMuf9IABT6IzNzfHsGHDcPPmTcydO1eoCY6Al3f1y/vC/+DBA6Hu6AgAn332GVxdXeHn56d1T4Nr165JWJU2hj/pTd60nnlMTEzw3nvvYcSIEcJd801ikclkePDgAbKysvDs2TM8e/ZM6pIMyt7eXvNzvXr10KZNGwmrMbwpU6Zoneo6cOAAvLy8MHfuXAmr0sbwJ72pXr06nJ2d4eLignPnzuHIkSNo2rQpAgMDhbrBD4ln1KhR+O2339C1a1d8+umn6Nq1q9QlGVT37t2lLkESR44cwZkzZ7B//36cP38ewMuBr4cPH4aXl5fE1Wlj+JPepKSkaL7p2tvbY+/evejVqxd2794tcWVE+tW8eXPNZa2iDHakl70cT548gZmZmWbAq0wmQ6dOnSSuLD+GP+mNQqHA8ePH0axZM5w5cwa5ublITk7G8+fPpS6NSK927dqFNWvWICcnR7MsOjpaworIECpXrozu3bvj888/L/bjHDjan/Tm1q1bWLBgARITE1GnTh1MnDgR586dQ7Vq1eDq6ip1eUR607FjR6xcuVLrMlcR5jkQ3YQJE7B48WK0a9dOM+Axb5Kn4vblj+FPRS43NxfGxsZarZ48/ANIIhg+fDhWr14tdRlUDCiVSsjlcqnLyIfd/lTkAgICsHjxYnTo0EFrqlOZTIaoqCgJKyMyjDJlymDo0KFac9uPHz9e4qrIUPbs2QO5XI6cnBwsXLgQQ4YMwZAhQ6QuS0vxPilBJdLixYsBvGz9lClTBmq1Gmq1GiqVSuLKiAyjbdu26NixI+zt7WFnZyf0TW1E9OOPP+Kjjz7Cnj17cPTo0WJ5S2e2/ElvtmzZgrVr12pu7EMkis6dO2Pr1q24du0a3n//ffTp00fqksiAzMzMALy8uZWpqSlyc3Mlrig/tvxJbypUqIDq1avD1NRU849IBMHBwUhOToabmxvu3LmDadOmSV0SGVCtWrXg4+ODnj17YsWKFahbt67UJeXDAX9U5PLubHb27FmYmpqifv36PO9JQnl9LntfX1+hbukruj///BONGjWChYUFHjx4UCx7P9ntT0WuoLu6EYkkOzsbz58/R9myZfHixQsolUqpSyIDCg8P13z5K47BDzD8SQ9EndqTKM+AAQPQtWtXODo64tq1a/D395e6JDIgmUyGkSNHws7OTjPZT3Hr9WS3PxGRHjx58gTJycmoUaMGKlSoIHU5ZEA7d+7Mt6y4NYoY/kRERWTlypX4+uuvMX78eK05LoD/vwSWSr/c3Fzs3LkTKSkp+PDDD+Ho6AgbGxupy9LCbn8ioiLSrl07AC8H+JG4pk+fjipVquDUqVNo1KgRAgIC8N1330ldlhZe6kdEVETq1asHAKhduzZsbGxQqVIl7Nq1C1ZWVhJXRoZ069YtjBkzBqampmjXrh0yMjKkLikfhj8RURGbMGECHj58iKVLl8LNzQ1z5syRuiQyIKVSibS0NMhkMmRmZhbLO/wVv4qIiEo4mUyG5s2bIz09HR07diyWf/xJf8aNG4c+ffogLi4OPj4+GDVqlNQl5cNz/kRERSw3NxcLFy6Eq6sr/vzzTygUCqlLIgOysrLCr7/+irS0NFSoUCHf4M/igKP9iYiK2M2bN3Hy5En06tULUVFRaNSoEWrWrCl1WWQgw4cPx5MnT9CjRw906tQJ5ubmUpeUD8OfiKiIPXv2DOnp6TA2NsbWrVvRrVs3VK9eXeqyyIAePHiA3bt3IyoqCg4ODpg9e7bUJWnhiSgioiI2evRoxMfHY8GCBTAxMUFwcLDUJZGB5ebmIicnByqVCnK5XOpy8uE5fyKiIvbixQu0a9cOGzZswIIFC3Dq1CmpSyIDGjBgAHJycuDt7Y3169cXy25/hj8RURFTKBTYsGEDGjRogGvXruH58+dSl0QGFBgYWCxv4/sqnvMnIipiZ86cQVRUFIYPH449e/agcePGaNy4sdRlkZ6FhIQgODgYPj4+mhH+arUaMpms2N3SmeFPRKQHp06dQnJyMpo0aQI7OzuYmZlJXRLp2cOHD1GpUiXcuXMn33PFbcAnu/2JiIpYWFgY7t69i8TERJiammLt2rUICwuTuizSs0qVKgEAjIyMsG/fPmRnZ2ueK24T/XC0PxFREYuNjcWCBQtgbm6O7t274/bt21KXRAY0ZswYZGZmolKlSpp/xQ1b/kRERUypVCI7OxsymQxKpZLT+wrGwsIC48aNk7qMt2L4ExEVsYEDB6JHjx5IS0tDr169MHDgQKlLIgNydHTE/v374eTkpBn4Z2dnJ3FV2jjgj4ioiGzatAn9+/fH+fPn8f777yMpKQk1atSAjY2N1KWRAfn5+eWbz//HH3+UqJqCseVPRFRENm7ciBo1amDJkiWYNGkSAODSpUsAgNatW0tZGhnQ66P9raysJKrkzRj+RERFZNKkSTh06BAePXqE/fv3az3H8BfHwYMHAby8xj8uLg6//vqrxBXlx25/IqIidvjwYbRr1w5paWmwtrbmgD/B9evXD5s3b5a6DC1s+RMRFTFzc3N88sknsLKyQnp6OkJDQ+Hm5iZ1WWQgixcv1pzzf/DgQbH88sfwJyIqYsuWLUNERASqVq2Ke/fuYdSoUQx/gdjb22t+rlevHtq0aSNhNQVj+BMRFTG5XI6qVasCAKpWrcqpfQXTvXt3qUt4J4Y/EVERs7S0xMaNG9G8eXP89ddfKF++vNQlEWnhgD8ioiKWkZGBlStX4vr163BwcMCwYcP4BYCKFYY/EVERmzBhAhYvXix1GURvVPyGIBIRlXA5OTm4cuUKsrOzkZOTg5ycHKlLItLClj8RURHr3LkzMjIykJaWhooVK8LIyAjR0dFSl0WkwZY/EVER8/f3h5GREezt7SGXyzFz5kypSyLSwtH+RERFbOXKlYiMjETFihXx8OFDDB8+nNP7UrHClj8RURGztrZGxYoVAQCVKlWCpaWlxBURaeM5fyKiIjZy5Ei8ePECzZs3R3x8PB48eIAWLVoAAMaPHy9xdUTs9iciKnKffvqp5ue8mf6IihO2/ImIiATDc/5ERESCYfgTEREJhuFPRO8UEhKC8PDwIn/f5ORk+Pv7AwDu3bsHX1/fIt8GEeXH8CciyaSkpODGjRsAXg6M27Jli8QVEYmB4U8kuMOHD6NXr17o1q0bfH19cfbsWWRmZmLMmDHw9PSEn58frl+/rlm/Xbt2uHjxYoGPjxw5gq5du6Jz587w8fHBlStXAACrV6+Gt7c3OnfujE8//RS//fYblEolpk2bhlu3bmHIkCG4ffs2mjVrBgBQKBQIDQ2Fl5cXOnfujMDAQGRmZmq2Fx4ejr59+8LDwwMLFiww1EdFVGow/IkEdvPmTSxZsgRr167Frl27EBoaCn9/fyxfvhxlypTBwYMHsWzZMk3r/G0ePnyISZMmYd68edi7dy+GDBmCRYsW4c6dOzh16hQ2bdqEvXv3Yty4cVi+fDnkcjlmzZqFWrVqYd26dVrvtWrVKty/fx+7d+/G7t27oVKptEL+2bNniIiIwJYtW7Bp0yYkJycX+WdDVJrxOn8igZ08eRL379/HwIEDNctkMhk2bNiA9evXQyaTwcbGBu3bt3/ne505cwaOjo5wcnICAHz22Wf47LPPAADz58/H3r17kZSUhPPnzyMrK+ut73Xs2DGMGzcOJiYmAAA/Pz+MHDlS8/wnn3wC4OWpgooVK+Lp06eoWbNmofadSGRs+RMJTKVSoVWrVpoW9u7du7Ft2zbUqVMHr04BIpfLtV736nN5t6uVy+WQyWRa61y5cgXx8fHw9fVFZmYm3NzcMHToUJ3qev2xQqHQPDYzM9P8LJPJwOlKiAqH4U8ksA8//BAnT55EYmIiAOD3339Hly5d0Lp1a2zfvh0qlQpPnz7Vuh2tjY0N4uLiAADnzp3DgwcPAABNmjRBYmIi/vnnHwBAdHQ0Jk2ahL/++gsNGzbEoEGD0KJFC0RHR0OpVAJ4+YXh1VDP06ZNG2zZsgUKhQIqlQqbN2+Gm5ubXj8LIpGw259IYI6OjggJCcH48eOhVqthbGyMVatWoUGDBpg+fTo+//xz2NjYoE6dOprXTJw4ETNmzMDWrVvRoEEDNGjQAMDLG9gsWrQIAQEBUCqVsLS0xJIlS2BtbY1Dhw7By8sLJiYmaNWqFZ4+fYrMzEw4OjpCLpfD29sbS5Ys0WxjxIgRmD9/Prp164bc3Fw0btwYQUFBBv98iEorTu9LREQkGHb7ExERCYbhT0REJBiGPxERkWAY/kRERIJh+BMREQmG4U9ERCQYhj8REZFgGP5ERESC+T9MUBESpVQEqQAAAABJRU5ErkJggg==",
      "text/plain": [
       "<Figure size 576x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 576x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 576x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 576x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 576x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 576x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 576x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 576x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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DhgzB5cuXMWXKFNy4cQNNmzbFxx9/jFq1aqFWrVqIjIzExx9/jCVLlqBfv34lJkbq27cvDhw4gBUrVpifW/Qlprz9ZsqUKZg7dy5GjBgBtVqNF198sdRrRMoSHh6OUaNGobCwEAMHDsSwYcMA3D23//HHH2PRokX4/PPP8dhjj2HMmDEYPHgwgLvXfNy4cQNz585FQUEB3n77bRw7dszqv0vKpxJSjBcSPaSys7Nx+fJlBAYGmpdFR0fj9u3biIuLe4CZKdOWLVuwdu3aUqc8JqLScXyHyA5arRbDhg3Dtm3bcP78efzyyy/YunVriV8AkH2ys7Px448/YtmyZVadhiCi/+ERPZGdkpKSsGrVKly8eBH16tXDiBEjMHDgwAedlqLs3bsXI0eORHBwMBYvXsyryolswEJPRESkYBy6JyIiUjDFXXVvMpmg0+ng4uJS6uQYRERESiKEgF6vh5ubW6k/rVRcodfpdBYTTxARET0MvL294e7uXmK54gp90VSV3t7e5qkziYiIlKqwsBCZmZnm+lec4gp90XC9q6srb+xAREQPjbJOV/NiPCIiIgVjoSciIlIwxQ3dExGR8uj1euTk5ODOnTsPOpUHqnr16mjQoEGZ5+NLw0JPRESyl5OTA3d3dzz11FMP7U+nhRC4du0acnJyrLr1dBEO3RMRkezduXMHderUeWiLPHD3Yrs6derYPKrBQk9ERFXCw1zki1RkG7DQExERKRgLPRERPRSWLl2K2bNnOyT2m2++iZMnTyI1NRUvv/yy3fHatGmDnJwcCTLjxXhERER2W7VqFQDg2rVrDziTkljoiYioStLpdJgyZQrOnj0LJycnNG/eHL169cLcuXPx/fffAwBSU1MRExNjfpyVlYUhQ4bg5s2b8PHxwcyZM6HRaJCYmIivv/4aLi4uqFatGmbPno2nn34ap0+fRlRUFHJzc+Hk5ISRI0eiZ8+eeP7559GyZUucOHEC48ePR2xsLJYsWQIAyM/Px7vvvouzZ8/Cw8MDs2fPhpeXFwoLC7Fo0SLs378fRqMRvr6+mD59OjQaDf766y/ExMRApVKhRYsWMJlMkm0nDt0TEVGV9Ouvv0Kn02Hr1q345ptvAOC+w93nzp3D0qVL8d1330EIgeXLl8NoNGLevHn45JNPsHHjRgwaNAhpaWkAgPHjx6NHjx744YcfsHLlSsTHx0Or1QIAmjZtip9++gndunWz+BsXL17EsGHDsHXrVrz88suYNGkSAGDlypVQq9XYtGkTvv32Wzz++ONYtGgRCgsLMXbsWEyePBlbtmxBu3btJJ0vgIWeiIiqpICAAJw8eRIRERFYuXIlXnvtNTz55JPlPqdbt26oXbs2VCoV+vfvj5SUFKjVavTo0QOhoaGYPXs23N3dMWDAANy4cQPHjx/HwIEDAQBPPPEEtm/fDo1GAwAIDAws9W80a9YM/v7+AIC+ffsiIyMDeXl52LVrF3bu3IlXX30Vffr0wfbt25GVlYXMzEw4OzujQ4cOAICXX34Zbm5uUm0mZQ/dF+qNcHVRW72ciIiqjoYNG+LXX39Famoq/vzzTwwfPhyhoaEQQpjb6PV6i+eo1f/r+4UQcHa+WwYXLVqEzMxMpKSkYNWqVfjmm2+wcOFCAJY/aTt16hTq1asHAKhZs2apeRW/J7xKpYKzszNMJhOmTp2Kzp07A7h76qGgoAAXL160yBmAOS8pKPqI3tVFjcGT1pb4xyJPRFT1JSYmYsqUKQgKCsL777+PoKAg/Pe//8WFCxdw7do1CCGwfft2i+fs3LkTN2/ehNFoxPr16xEcHIzc3Fx07twZnp6eGDZsGMaNG4cTJ05Ao9GgefPm2LJlC4C7Q/JhYWHIy8srN68TJ07g2LFjAID169cjICAANWrUQFBQENauXYvCwkKYTCbMmDED8fHx8Pb2hhACv//+OwBgx44duHnzpmTbSdFH9EREpFyvvvoq9u3bh549e6JGjRqoV68e5s6dixUrVqB///547LHH0KVLF4vnNGnSBP/+979x69YtBAQE4K233kK1atUwcuRIDBs2DNWrV4darcacOXMAAB988AGio6OxevVqqFQqzJ07F4899li5eTVu3BgJCQnIzs5GnTp1EBcXBwB45513MH/+fPTt2xdGoxE+Pj6YPHkyXFxcsGzZMsyaNQvx8fHw8fFBnTp1JNtOKlF8vKCKKygoQEZGBvz8/FCtWjUMnrS2RJvEBUMeQGZERFRRx44dg4+Pz4NOQxaKb4vida84RQ/dExERPexY6ImIiBSMhZ6IiEjBWOiJiIgUjIWeiIhIwVjoiYiIFIyFnoiIFK1Qb6xScaXGCXOIiEjRimZJlZq1c7J89913WL58OfR6PYYNG4YhQyp3LhcWeiIiIge5fPkyFi9ejE2bNsHV1RWhoaFo164dnn766UrLgUP3REREDpKSkoL27dvD09MTNWvWRPfu3bFt27ZKzYGFnoiIyEGuXLliMTf+448/jsuXL1dqDiz0REREDlLa7WTuve1tZWChJyIicpC6devin3/+MT++cuUKHn/88UrNgYWeiIjIQZ577jns3bsXubm5uH37Nn755RcEBwdXag686p6IiBStUG90yO3JC/VGuLqoy21Tt25dvPfeexg6dCj0ej0GDBiAli1bSp5LeRxW6Ddt2oTNmzcDuHuv3GPHjmH16tWYO3cu1Go1goKCMHr0aJhMJsyaNQsnTpyAq6sr5syZg0aNGuHgwYMl2hIREdnqfsXY0XF79+6N3r17OyQHazis0Pfr1w/9+vUDAERHR6N///6YOXMmli5dioYNG+Ktt97C0aNHkZOTg8LCQqxfvx4HDx5EXFwcli9fXmpbX19fR6VLRESkSA4/R3/48GGcPHkSvXr1QmFhIZ588kmoVCoEBQUhJSUFaWlp6NSpEwCgdevWyMjIgFarLbUtERER2cbh5+g//vhjjBo1ClqtFhqNxrzczc0N2dnZJZar1eoy29oiIyMDAQEBZa5PS0uzKR4RET04zs7O0Ol0DzoNWSgsLLSphjm00N+6dQunT59G+/btodVqLd4knU4HDw8P3Llzx2K5yWSCRqMpta0t/Pz8yl1f3pcAIiKSl2PHjsHNze1BpyELrq6uaNWqlflxQUEBMjIyymzv0KH7/fv3o0OHDgAAjUYDFxcXnDt3DkIIJCcnIzAwEP7+/ti9ezcA4ODBg/D29i6zLREREdnGoUf0p0+fRoMGDcyPo6OjMXHiRBiNRgQFBaFVq1Zo0aIF9uzZg9DQUAghMG/evDLbEhERkW0cWuhHjBhh8bh169bYsGGDxTInJyfMnj27xHNLa0tERGQrk0EPJ2eXBxpXq9UiNDQUK1assDgArgycMIeIiBTNydkFaQtG3L+hjQImfWJVu/T0dEyfPh1nzpyRPAdrcApcIiIiB9qwYQNmzpxZ6XPcF+ERPRERkQPNnTv3gf59HtETEREpGAs9ERGRgrHQExERKRgLPRERkYLxYjwiIlI0k0Fv9U/hbI1ry+/zd+7cKXkO1uARPRERKZojJstxZFypsdATEREpGAs9ERGRgrHQExFRlSCEeNApPHAV2QYs9EREJHvVq1fHtWvXHupiL4TAtWvXUL16dZuex6vuiYhI9ho0aICcnBxcvXr1QafyQFWvXt3mu9+x0BMRkey5uLjAy8vrQadRJXHonoiISMFY6ImIiBSMhZ6IiEjBWOiJiIgUjIWeiIhIwVjoiYiIFIyFnoiISMFY6ImIiBSMhZ6IiEjBWOiJiIgUjIW+EhTqjRVaR0REZC/OdV8JXF3UGDxpbanrEhcMqeRsiIjoYcIjeiIiIgVjoSciIlIwFnoiIiIFY6EnIiJSMBZ6IiIiBWOhJyIiUjCH/rzu448/xs6dO6HX6xEWFoa2bdti8uTJUKlUaNq0KWbOnAknJyckJCRg165dcHZ2xtSpU9GyZUucPXu21LZERERkPYdVztTUVBw4cADr1q3D6tWrcenSJcTGxmLcuHFITEyEEAI7duzAkSNHsG/fPiQlJSE+Ph7R0dEAUGpbIiIiso3DCn1ycjK8vb0xatQovP322+jSpQuOHDmCtm3bAgCCg4ORkpKCtLQ0BAUFQaVSoV69ejAajcjNzS21LREREdnGYUP3169fx4ULF7BixQrk5ORg5MiREEJApVIBANzc3JCXlwetVgtPT0/z84qWl9bWFhkZGQgICChzfVpamu0vqoLKywOo3FyIiOjh4rBC7+npicaNG8PV1RWNGzdGtWrVcOnSJfN6nU4HDw8PaDQa6HQ6i+Xu7u4W5+OL2trCz8+v3PX3K76VSU65EBFR1VJQUICMjIwy1zts6D4gIAB//PEHhBC4fPkybt++jQ4dOiA1NRUAsHv3bgQGBsLf3x/JyckwmUy4cOECTCYTateuDV9f3xJtiYiIyDYOO6Lv2rUr9u/fjwEDBkAIgaioKDRo0AAzZsxAfHw8GjdujO7du0OtViMwMBAhISEwmUyIiooCAERGRpZoS0RERLZx6M/rJk2aVGLZmjVrSiwbM2YMxowZY7HMy8ur1LZERERkPf4wnYiISMFY6ImIiBSMhZ6IiEjBWOiJiIgUjIWeiIhIwVjoiYiIFIyFnoiISMFY6ImIiBSMhZ6IiEjBWOiJiIgUjIWeiIhIwVjoiYiIFIyFnoiISMFY6ImIiBSMhZ6IiEjBWOiJiIgUjIWeiIhIwVjoiYiIFIyFnoiISMFY6ImIiBSMhZ6IiEjBWOiJiIgUjIWeiIhIwVjoiYiIFIyFnoiISMFY6InsVKg3VmgdEVFlcH7QCRBVda4uagyetLbUdYkLhlRyNkRElnhET0REpGAs9ERERArGQk9ERKRgLPREREQKxkJPRESkYCz0RERECubQn9f17dsXGo0GANCgQQOEhIRg7ty5UKvVCAoKwujRo2EymTBr1iycOHECrq6umDNnDho1aoSDBw+WaEtERES2cVihLygogBACq1evNi/r06cPli5dioYNG+Ktt97C0aNHkZOTg8LCQqxfvx4HDx5EXFwcli9fjpkzZ5Zo6+vr66h0iYiIFMlhhf748eO4ffs2Xn/9dRgMBowZMwaFhYV48sknAQBBQUFISUnB1atX0alTJwBA69atkZGRAa1WW2pbFnoiIiLbOKzQV69eHW+88QYGDhyIM2fO4M0334SHh4d5vZubG7Kzs6HVas3D+wCgVqtLLCtqa4uMjAwEBASUuT4tLc2mePYoLw+gcnMh6fH9JSI5c1ih9/LyQqNGjaBSqeDl5QV3d3fcuHHDvF6n08HDwwN37tyBTqczLzeZTNBoNBbLitraws/Pr9z19+ucK5OcciHp8f0lIkcqKChARkZGmesddtX9N998g7i4OADA5cuXcfv2bdSsWRPnzp2DEALJyckIDAyEv78/du/eDQA4ePAgvL29odFo4OLiUqItERER2cZhR/QDBgzAlClTEBYWBpVKhXnz5sHJyQkTJ06E0WhEUFAQWrVqhRYtWmDPnj0IDQ2FEALz5s0DAERHR5doS0RERLZxWKF3dXXFBx98UGL5hg0bLB47OTlh9uzZJdq1bt26RFsiIiKyDSfMqSJ4z3MiIqoI3o++iuA9z4mIqCJ4RE9ERKRgLPREREQKxkJPRESkYCz0RERECsZCT0REpGAs9ERERArGQk9ERKRgLPREREQKxkJPRESkYCz0RERECsZCT0REpGBWFfrVq1dDq9U6OhciIiKSmFWFPjMzE927d8e0adNw+PBhR+dEREREErGq0MfExODnn3+Gn58foqOj0b9/f3zzzTcoKChwdH5ERERkB6vP0Ws0GvTo0QMvv/wybty4gcTERPTo0QPbtm1zZH5ERERkB6vuR5+SkoINGzZg79696N69O5YtW4ZnnnkG586dw+DBg9GjRw9H50lEREQVYFWhnz17NgYPHoyYmBi4u7ublz/55JMYNGiQw5IjIiIi+1g1dP/tt9/C09MT7u7uuHr1Kr744guYTCYAwLvvvuvQBImIiKjirL4Yb9euXXef4OSEtLQ0zJs3z5F5ERERkQSsGro/cOAAvv/+ewBAnTp1sGTJEvTp08ehiREREZH9rDqi1+v1KCwsND82GAwOS4iIiIikY9URfZcuXfDGG2+gT58+UKlU+P7779G5c2dH50ZERER2sqrQT5o0CWvXrsWOHTvg7OyMbt26ITQ01NG5ERERkZ2sKvRqtRpDhw7F0KFDHZ0PERERSciqQv/jjz9i0aJFuHnzJoQQ5uV///23wxIjIiIi+1lV6JcsWYLJkyfD19cXKpXK0TkRERGRRKwq9B4eHnjxxRcdnQsRERFJzKqf17Vq1Qq///67o3ORpUK9sULriIiI5MCqI/rff/8da9asgYuLC1xcXCCEgEqleijO0bu6qDF40tpS1yUuGFLJ2RAREdnGqkL/xRdfODgNIiIicgSrhu7r16+Pw4cPY8OGDahduzYOHDiA+vXrOzo3IiIispNVhX7lypVYt24dtm3bhjt37iAhIQHLli1zdG5ERERkJ6sK/Q8//IBVq1ahRo0aeOSRR7BhwwbzTW7Kc+3aNXTu3BlZWVk4e/YswsLCMHjwYMycOdN8m9uEhAQMGDAAoaGhOHToEACU2ZaIiIhsY1Whd3Z2hqurq/mxh4cHnJ3LP72v1+sRFRWF6tWrAwBiY2Mxbtw4JCYmQgiBHTt24MiRI9i3bx+SkpIQHx+P6OjoMtsSERGR7awq9E888QR27doFlUqFwsJCLF++/L7n6OfPn4/Q0FA8/vjjAIAjR46gbdu2AIDg4GCkpKQgLS0NQUFBUKlUqFevHoxGI3Jzc0ttS0RERLaz6qr7GTNmYNKkSThx4gRat26NVq1aYdGiRWW237RpE2rXro1OnTph5cqVAGD+SR4AuLm5IS8vD1qtFp6enubnFS0vra2tMjIyEBAQUOb6tLQ0q+KUF8PaOHKJQY7B94aI5MyqQl+3bl18+eWXuH37NoxGIzQaTbntN27cCJVKhb179+LYsWOIjIxEbm6ueb1Op4OHhwc0Gg10Op3Fcnd3dzg5OZVoays/P79y19+vc7aWFHHkEoMcg+8NETlSQUEBMjIyylxvVaH//PPPS10+fPjwUpevXfu/CWYiIiIwa9YsLFy4EKmpqWjXrh12796N9u3b48knn8TChQvxxhtv4NKlSzCZTKhduzZ8fX1LtCUiIiLbWVXoMzMzzf8vLCxEWloa2rVrZ9MfioyMxIwZMxAfH4/GjRuje/fuUKvVCAwMREhICEwmE6KiospsS0RERLazqtDHxsZaPM7NzcWkSZOs+gOrV682/3/NmjUl1o8ZMwZjxoyxWObl5VVqWyIiIrKNVVfdF1e7dm2cP39e6lyIiIhIYjafoxdCICMjA3Xq1HFYUkRERCQNm8/RA3d/V2/t0D0RERE9OBU6R09ERERVg1WFPiIiwjyBTWm++uoryRIiIiIi6VhV6P38/JCVlYVBgwbBxcUFW7duhcFgQK9evRydHxEREdnBqkL/999/IzExEWq1GgDQqVMnDBo0iL9vJyIikjmrfl6Xm5uLwsJC82OdToc7d+44LCkiIiKShlVH9C+//DIGDRqEbt26QQiBn376CUOHDnV0bkRERGQnqwr92LFj4evriz///BPVqlXD7NmzzbeRJSIiIvmyema8unXromnTphg3bhxcXFwcmRMRERFJxKpCv3HjRkyZMgWffPIJ8vLy8M4772DDhg2Ozo2IiIjsZFWhX7NmDdavXw+NRoM6depg06ZN+PLLLx2dGxEREdnJqkLv5OQEjUZjfvzEE0+Yf2pHRERE8mVVoff09MSxY8fMs+N9++23qFWrlkMTIyIiIvtZddX91KlTMXbsWJw7dw5BQUGoVq0aPvroI0fnRkRERHayqtDfuXMHW7duxZkzZ2A0GuHl5cUr74mIiKoAq4buJ06cCLVajSZNmsDb25tFnoiIqIqwqtA3a9YM3333HS5cuIAbN26Y/xEREZG8WTV0v2PHDmzbts1imUqlwrFjxxySFMlXod4IV5fSf3FR3joiInowrCr0hw8fdnQeVEW4uqgxeNLaUtclLhhSydkQEdH9lDt0P2PGDPP/c3NzHZ4MERERSavcQp+RkWH+/xtvvOHwZIiIiEha5RZ6IUSp/yciIqKqweq71xXNikdERERVR7kX45lMJty8eRNCCBiNRvP/i3h6ejo6PyIiIrJDuYU+MzMT7du3Nxf3du3amdfx53VERETyV26hP378eGXlQURERA5g9Tl6IiIiqnpY6ImIiBSMhZ6IiEjBWOiJiIgUjIWeiIhIway6qU1FGI1GTJ8+HadPn4ZKpUJ0dDSqVauGyZMnQ6VSoWnTppg5cyacnJyQkJCAXbt2wdnZGVOnTkXLli1x9uzZUtsSERGR9RxWOX/77TcAwNdff41x48Zh8eLFiI2Nxbhx45CYmAghBHbs2IEjR45g3759SEpKQnx8PKKjowGg1LZERERkG4cV+v/7v/9DTEwMAODChQvw8PDAkSNH0LZtWwBAcHAwUlJSkJaWhqCgIKhUKtSrVw9GoxG5ubmltiUiIiLbOGzoHgCcnZ0RGRmJX3/9FR9++CH27NljnjPfzc0NeXl50Gq1FlPpFi0XQpRoa4uMjAwEBASUuT4tLc2qOOXFsDaOXGJIQS55yAm3CRHJmUMLPQDMnz8fEydOxKBBg1BQUGBertPp4OHhAY1GA51OZ7Hc3d3d4nx8UVtb+Pn5lbv+fp2ztaSII5cYUpBLHnLCbUJEjlRQUGBxW/niHDZ0v2XLFnz88ccAgBo1akClUsHPzw+pqakAgN27dyMwMBD+/v5ITk6GyWTChQsXYDKZULt2bfj6+pZoS0RERLZx2BH9iy++iClTpmDIkCEwGAyYOnUqmjRpghkzZiA+Ph6NGzdG9+7doVarERgYiJCQEJhMJkRFRQEAIiMjS7QlIiIi2zis0NesWRNLliwpsXzNmjUllo0ZMwZjxoyxWObl5VVqWyIiIrIef5hORESkYCz0RERECsZCT0REpGAs9ERERArGQk9ERKRgLPREREQKxkJPRESkYCz0RERECsZCT0REpGAs9ERERArGQk9ERKRgLPREREQKxkJPRESkYCz0RERECsZCT0REpGAs9ERERArGQk9ERKRgLPREREQKxkJPRESkYCz0RERECsZCT0REpGAs9ERERArGQk9ERKRgLPREREQKxkJPRESkYCz0RERECsZCT0REpGAs9ERERArGQk9ERKRgLPREREQKxkJPRESkYCz0RERECsZCT0REpGDOjgiq1+sxdepUnD9/HoWFhRg5ciSefvppTJ48GSqVCk2bNsXMmTPh5OSEhIQE7Nq1C87Ozpg6dSpatmyJs2fPltqWiIiIbOOQ6vntt9/C09MTiYmJ+OSTTxATE4PY2FiMGzcOiYmJEEJgx44dOHLkCPbt24ekpCTEx8cjOjoaAEptS0RERLZzSKHv0aMHxo4dCwAQQkCtVuPIkSNo27YtACA4OBgpKSlIS0tDUFAQVCoV6tWrB6PRiNzc3FLbEhERke0cMnTv5uYGANBqtXj33Xcxbtw4zJ8/HyqVyrw+Ly8PWq0Wnp6eFs/Ly8uDEKJEW1tlZGQgICCgzPVpaWlWxSkvhrVx5BJDCnLJQyo+Ps1Rs2b1Utfl59/BsWNH7htDaduEiJTFIYUeAC5evIhRo0Zh8ODB6N27NxYuXGhep9Pp4OHhAY1GA51OZ7Hc3d3d4nx8UVtb+fn5lbv+fp2ztaSII5cYUpBLHrYYPGltqcsTFwxR1HtDRMpUUFCAjIyMMtc7ZOj+n3/+weuvv473338fAwYMAAD4+voiNTUVALB7924EBgbC398fycnJMJlMuHDhAkwmE2rXrl1qWyIiIrKdQ47oV6xYgVu3buGjjz7CRx99BACYNm0a5syZg/j4eDRu3Bjdu3eHWq1GYGAgQkJCYDKZEBUVBQCIjIzEjBkzLNoSERGR7RxS6KdPn47p06eXWL5mzZoSy8aMGYMxY8ZYLPPy8iq1LREREdmGP04nIiJSMBZ6IiIiBWOhJyIiUjAWeiIiIgVjoSciIlIwFnoiIiIFY6EnIiJSMBZ6IiIiBWOhJyIiUjAWeiIiIgVjoSciIlIwFnoiIiIFY6EnIiJSMBZ6IiIiBWOhJyIiUjAWeiIiIgVjoSciIlIwFnoiIiIFY6EnIiJSMBZ6IiIiBWOhJyIiUjAWeiIiIgVjoSciIlIwFnoiIiIFY6EnIiJSMBZ6IiIiBWOhJyIiUjAWeiIiIgVjoSciIlIwFnoiIiIFY6EnIiJSMBZ6IiIiBWOhJyIiUjAWeiIiIgVzaKFPT09HREQEAODs2bMICwvD4MGDMXPmTJhMJgBAQkICBgwYgNDQUBw6dKjctkRERGQbhxX6VatWYfr06SgoKAAAxMbGYty4cUhMTIQQAjt27MCRI0ewb98+JCUlIT4+HtHR0WW2JSIiIts5rNA/+eSTWLp0qfnxkSNH0LZtWwBAcHAwUlJSkJaWhqCgIKhUKtSrVw9GoxG5ubmltiUiIiLbOTsqcPfu3ZGTk2N+LISASqUCALi5uSEvLw9arRaenp7mNkXLS2trq4yMDAQEBJS5Pi0tzao45cWwNo5cYkhBLnlIRUnvDRFRaRxW6Itzcvrf4IFOp4OHhwc0Gg10Op3Fcnd391Lb2srPz6/c9ffrnK0lRRy5xJCCXPKQipLeGyJSpoKCAmRkZJS5vtKuuvf19UVqaioAYPfu3QgMDIS/vz+Sk5NhMplw4cIFmEwm1K5du9S2REREZLtKO6KPjIzEjBkzEB8fj8aNG6N79+5Qq9UIDAxESEgITCYToqKiymxLREREtnNooW/QoAE2bNgAAPDy8sKaNWtKtBkzZgzGjBljsaystkRERGQbTphDRESkYCz0RERECsZCT0REpGAs9ERERArGQk9ERKRgLPREREQKxkJPRESkYCz0RERECsZCT0REpGAs9ERERArGQk9ERKRgLPREREQKxkJPRESkYCz0RERECsZCT+RAJoO+QuuIiKTi0PvREz3snJxdkLZgRKnrAiZ9UsnZWKdQb4Sri9rq5UQkbyz0RGTB1UWNwZPWllieuGDIA8iGiOzFoXsiGSjUGyu0jojofnhET1QGk0EPJ2cXm9dVRFlH0QCPpInIPiz0D1hlFhOyTVU8v05EVBwL/QPGYkJERI7Ec/REREQKxkJPRESkYCz0RERECsZCT0REpGAs9ArAaVaVTS7vb2XnwbkFiKTxUF51r7SftPHKfWWTy/tb2XlwbgEiaTyUhV4uHScREZGjcejeDmUNVz6sw+VyGWIm5bN2X+PwP9FDekQvlbJGBh7WUYHKHikp725qvNPag+Xo98bafa284f818wYBKD2PqngKT0mUdnr1QWOhpyqL53Dlqyq8N3I5hfewFrXyvvBV5ntTXh5GfSHULq6lrqtK7w0LPSlSWR/CqvThtBVHOORLLkXtfqz93Eixr0nxZVCKIn2/PKx9b8rKRQ6fPRZ6UqSH8bRKVTiKBqrel7DKKCb2smVUoCJfOop/buRySkSqIu3IXORwiki2hd5kMmHWrFk4ceIEXF1dMWfOHDRq1OhBp0VUJclpeLiqfQmTUzEpq0jbMirg6C8dchqhkANbtoejRuVkW+i3b9+OwsJCrF+/HgcPHkRcXByWL1/+oNNSLDkVApIeO19lKKtIy2nEhiquwiMlRkO5cWVb6NPS0tCpUycAQOvWrZGRkWHV84QQAIDCwkIAgEfNkgWqoKAAqO5e6vMLCgpKLCstRnlxpIhRWhx7Y+gNRrg4l/2NMOOj90pd7vfvOMD4vzhSvBapKOW9kVOMsuI8rJ8bOcUoKw7fmwcfo6w4Ur03eqOpzD7ae/hsAP+rf8WpRFlrHrBp06bhxRdfROfOnQEAXbp0wfbt2+HsXP53k7y8PGRmZlZGikRERLLh7e0Nd/eSXypke0Sv0Wig0+nMj00m032LPAC4ubnB29sbLi4uUKlUjkyRiIjogRNCQK/Xw83NrdT1si30/v7++O2339CzZ08cPHgQ3t7eVj3Pycmp1G80RERESlW9evUy18l26L7oqvvMzEwIITBv3jw0adLkQadFRERUpci20BMREZH9eFMbIiIiBWOhJyIiUjAWeiIiIgVjoSciIlIwFnoiIiIFY6EnIiJSMBZ6IiIiBWOhJyIiUjDZToErleTk5DLXBQUFWRVj/fr1Za4LCQmpcrlIESMiIgJ6vd5imRACKpUKX3/9tVUx4uPjy1w3fvx4q2JIsU2linP69Oky13l5eTGPCuQhVS4TJkwoc90HH3xgVQy5fPakiCHV50YuuSgpDyn61uIUX+g3bNiAjIwMtGvXrsQ6a9+8U6dO4bfffsMrr7yiiFykiDFx4kRMnz4dy5Ytg1pd9q1vy1O7dm2sW7cOI0eOLPP2ivcjxTaVKs7UqVORnZ2Nxo0bW7welUqFr776inlUIA+pcunRowcWL16MWbNmWf13i5PLZ0+KGFJ9buSSi5LykKJvLUEonMFgEKGhoSIrK8uuOCNGjBDp6emKyUWKGKtWrRK//PKLXTEmTJgg9uzZU+HnS7VNpYiTn58v+vXrJy5dusQ8JMpDqlyEEGLOnDnixx9/tCuGXD579saQapvKKRel5CGENH3rvR6Kue6zs7Oh0+nwzDPPVDhGbm4u8vPz0aBBA0XkItXrsVdBQQEKCgrg4eFR4RhSbFOp4mRkZECv16NNmzbMQ6I8pMpFCnL57EkRQ6ptKpdclJSH1B6KQl/EZDLByani1x9ev34dWq0W7u7u8PT0rPK52Bvj+PHjSElJQV5eHjw8PBAQEICWLVvaFEOv1+PEiRPmGE2bNoWrq6vNuQD2b1Op4zAP6dmTS25uLvbv32/e11q3bo3HH3/c5jhy+OxJFQOQ5v2VSy5KyUOKvvVeii/02dnZiI2NxZEjR6BWq2EymeDt7Y0pU6ZYfUHQoUOHMHv2bJhMJtSsWRM6nQ5CCERFRcHf37/K5SJFjISEBBw6dAhBQUFwc3ODTqdDcnIyfH19MW7cOKti7Nq1Cx988AGeeuopcx6nTp3C+PHj8X//939WxZBim0oV5/r16/joo4+wd+9e84c8MDAQo0ePRp06dZhHBfKQKpekpCSsX78eAQEB5v11//79GDhwIMLCwqyKIZfPnhQxpPrcyCUXJeUhRd9agmQnAWQqIiJCHDx40GLZgQMHREhIiNUxQkNDxYULFyyWnT9/XgwYMKBK5iJFjLCwsBLLTCaTTTFCQkJEXl6exbJbt26Jfv36WR1Dim0qVZy33npL/PDDDyIvL0+YTCaRl5cnvv/+e/Haa68xjwrmIVUuISEhorCw0GJZQUGBTfuaXD57UsSQ6nMjl1yUlIcUfWtx8hiPc6DCwkK0atXKYlnr1q1timEwGPDEE09YLHviiSegUqmqZC5SxcjJybFYlpOTY9Nwl16vR/Xq1S2WVatWzaY8pNimUsXRarXo2bMnNBoNVCoVNBoNevXqhcLCQuZRwTykysVgMKCgoMBi2Z07dx7I50YOMaT63MglFyXlIUXfWpzif17XrFkzTJkyBZ06dYK7uzt0Oh1+//13NGvWzOoYnTt3xrBhw9CxY0e4u7tDq9Viz549CA4OrpK5SBFj2rRpGD16NPR6PTQaDbRaLVxdXREdHW11jJCQEPTt2xcBAQHmPNLS0hAREWF1DCm2qVRx6tSpg4SEBAQHB0Oj0ZhjPPbYY8yjgnlIlcs777yDfv36oVGjRuZ97ezZs5gyZYrVMeTy2ZMihlSfG7nkoqQ8pOhbi1P8OXohBLZv3460tDTzecI2bdqgW7duNn3LOnr0aIkYzZs3r7K5SBEDuHvUptPpYDQaUa9ePZuf/88//+DQoUPmPFq0aIFHH33U6udLtU2liFNQUIB169aViBEWFlZi5IJ5WJeHVLkAd4+UsrKyoNVqodFo0KRJEzg723asI5fPnr0xpNqmcspFKXkUsbdvtVDhQf8qasWKFXbHiImJkSAT+eQiRYyIiAi7Y4wdO9buGFJsU6niJCUlMQ+J8xBCmlyk2F/l8tmTIoZUnxu55KKkPKTYVxV/jr64PXv22B0jMzNTgkzkk4sUMYQEA0PXrl2zO4YU21SqON9++y3zkDgPQJpcpNhf5fLZkyKGVJ8bueSipDyk2FcfukIvxUarWbOmBJnIJxcpYvTo0cPuGI0aNbI7hhTbVKo4jCF9DKniBAQE2B1DLp89KWJI9d7IJRcl5SFF36r4c/T3ys3NxenTp9GkSRObJzEwGo1Qq9XQarU4ffo0GjVqZPNsbqdOnULjxo3Nj/Pz8+3eES5fvozbt2/jqaeesul5Uk5UY4/MzExUq1bNosinp6eXuPrVWkUXrtj7Wi5fvoy6detW+PkmkwkHDhxAmzZt7Lpa9tKlS6hbt65N5wiLzkEXOXfuHJ588skK5wAAt2/fhkqlsunc+r2EEMjJyUHDhg0rnEPRJCSurq52vTf2yMvLg7OzM2rUqGFedv78edSvX79C8bKzs+Hk5FTh5wN3J1exdya3ivaLgP19o5z6ReDuyGJ+fn6F9zO59K33Unyhf+utt7By5Urs2rULsbGx8PHxwcmTJzF+/Hg8//zzVsVYvnw59Ho9/P39ERMTgyZNmiArKwujRo2y6eYFvr6+eOuttzBq1Ci4uLhU6PX8/fffmDNnDlxdXfH6669j6dKlcHV1Re/evTFs2DCrYkgxUY0Ud3patmwZkpOTYTAY4Ovri1mzZkGlUmHo0KFW3/Tk5MmTiI+PR61atdC7d29Mnz4dTk5OmDZtGrp27WpVDKDkndYiIyMxf/58ANbfaW3q1KmYN28e0tPTMXHiRHh6ekKn02HevHlW/0xn48aNuHjxIrp27YoJEyagevXquH37NmbOnInnnnvOqhitWrXC9OnTMXDgQKval+b06dNYvHgxXFxcEBERgcjISBgMBkyYMAE9e/a0Ksa5c+cQHR2NU6dO4cqVK2jevDkaNmyIyZMn23TlvRSTkEhxJ72kpCSsWrUKJpMJISEhePPNNwHApv113759mDt3Ljw8PNC/f3988skncHFxweDBg61+v4p/9hYuXIj3338fgPWfPSn6RUCavlEu/eKhQ4cQHR0NtVqNkydPonnz5nByckJUVBSaNGliVQy59K0l2H2WX+aKLmQYPHiwuHbtmhBCCK1WK0JDQ62O0b9/f2EymcSQIUPMMXQ6nejbt69NuYSHh4tPPvlEvPLKK2LTpk2ioKDApucLcXfijzNnzojDhw+Ltm3biry8PGEwGMSgQYNsimHvRDVjxowRXbt2FZMnTy7xz1r35hwXFydmzpwphLi7naw1ePBgkZqaKjZt2iQCAgLEP//8I/Ly8mye+KNz586ie/fuIiIiQoSHh4vAwEARHh5u04UwRW1fe+01cfr0aSGEEJcuXRJDhgyxOka/fv2ETqcTQ4cOFadOnTLHsOW9GTRokIiOjhYREREiNTXV6ufda8iQIWLPnj1i27Ztom3btuLixYtCp9PZtJ+9/vrr5tdw4MABsWjRInH48GHx5ptv2pSLVJPMdOzY0fz+Fv2z5f0dMGCAKCgoEAUFBWL8+PFi+fLlQgjb9teQkBCRk5MjUlNThb+/v9DpdKKwsNCm/bVPnz6ib9++5s9bx44dbf7sSdEvCiFN3yiXfjEiIkLk5uYKIYQ4d+6cmDFjhrh48aJN+4hc+tbiFP87eoPBAAAWcw67ubnBZDJZHcPJyQl6vR6PPvqoecjO1p/lAHdvz/nGG2+gV69e+OKLL7BixQo0adIEDRs2tPr3vEajEY0aNUJhYSHc3NzMQ7S2DO1KMVHN4sWLER4ejjfffNNi2M0W4p7BpMjISEyYMAGffPKJTXmYTCa0bdsWAJCammqeWtXW92fjxo2YOXMmwsLC0LFjR0RERGD16tU2xSiiVqvNQ4Z169a1aV9zcXFBzZo14ebmZh7mtnXovlq1aoiKisLhw4excuVKxMTEoH379mjYsCGGDh1qVQyDwYDnnnsOQgjEx8fjX//6FwDbtqtWqzUfLbdu3RoLFy7EhAkTcOvWLatjFOVi7yQkn332GcLDw7Fw4cIKD/ur1WrzEOz8+fMxYsQINGjQwOb9tX79+qhfvz7Cw8PNQ9S2xFi3bh1mz54Nf39/DBw4EBEREYiNjbXptUjRLwLS9I1y6Rd1Oh0eeeQRAHf3r5MnT+Jf//pXiYmWyiOXvrU4xRd6T09P9OrVC7du3cJXX32FkJAQjB071qYZj0JDQxEREYHmzZsjJCQEbdu2xb59+zBgwACbcikqbP/6178wefJkREZGIjMzs9xhxeICAgIQGhqK6tWro1GjRpg0aRJq1qxp06QOUkxUo1arsWDBAuTn51v9nOJ69uyJAQMG4JNPPoGnpydiY2MxcuRIpKenWx3Dy8sL06ZNQ0xMDOLi4gAAK1eutOm3+MDdyV3+85//YP78+Th8+LBNzy2i1WrRr18/5OfnIykpCa+88gri4uJs+g3s888/j5EjR8Lb2xv//ve/0alTJ/zxxx9o37691TGK9rMWLVpg6dKlyMvLw/79+23az+rXr4/33nsPBoMBbm5uWLx4MTQajU1D7g0aNEBUVBSCg4Oxa9cu+Pn5YdeuXRbnt61RfBKSorm/bZmEpEaNGoiOjsaFCxcqXOj9/f0xZswYzJs3D+7u7vjwww8xbNiwErOYladDhw4YPnw4Pv30U7z33nsAgNmzZ9v0+a1RowZiY2Px2WefISoqCkaj0ebXIkW/CEjTN8qlX/T398ebb76JoKAg/PHHHwgODsaWLVts2l/k0rcWp/hz9EWuXbsGg8GARx99tEKz2mVnZyMlJQXXr1/HI488gjZt2sDb29umGH/88Qc6depk03NKc/z4cdStWxfOzs7YsmULatWqhZdfftmmi77unahGo9GgZcuWNhdHKWRnZ+OJJ56wOArYvn271eezTCYTdu7cadF+69atePHFF20uKEU2b96MTZs2VeiIvrCwEMePH0eNGjXw1FNP4ZtvvsGAAQNsOve4b98+JCcnm/c1f39/dOnSxab8+/bta3Pu9zIYDPj999/x1FNPwc3NDV988QVq1aqF1157zeoLpQoLC5GUlISsrCz4+Pigf//+OHToEBo1amQ+crLWvZOQaDQa+Pv7V2gSEnulpqaiTZs25iP7okmBrD0PDADHjh2Dj4+P+fGff/6Jtm3bVuiizb1792Ljxo1YtGiRzc8F7O8XAfv7Rjn1i7t27TLvr8899xzOnDmDevXq2XQxnVz61nsp/ogeuFs49u7da3HLPyGETcMpJ06cMF9JWatWLfPVlLbE6NSpU6m59OjRw6Y4OTk5SEpKsohh62xWjz76qE0X3RS3fv36MteFhIRYHae0q7CtLfLA3aHDBg0a4LPPPrPYHhUp8vfeGvL555/HoUOHbL415KlTp/DXX39Z5GLrBUYeHh6oVasWnJycUKtWLdSuXdum5/ft29fu21w6Ozujfv36+P3335GXl4e6desiICDApquhXV1dERAQgDt37uDChQv48ssvERAQYHORB+5esOXr62vz84pIdYFTu3btLB5Xq1bNpiIP3L1K/5tvvrHr83tvP1KrVi389NNPNvcjUvSLgP19o5z6RYPBgPPnz+PEiRPYuXMnAgICbP7Zr1z61nsp/og+OjoaJpMJwcHB5lv+7d69GwaDAXPnzq20GHLKRYodKTY2Fr/99lupV9aOHj260vKQ6paOUsSRS4xly5YhPT39geeRkJCAw4cPo2PHjna9N1IU6XfffRcZGRklCjUAq89vS5GHXPoApfVpUsUQQqBTp05Vvm8tocKX8VURZV3xbMtVrlLEkFMu8+bNE926dRNLly4t8c8WI0aMEOnp6TY9R+o8pLqloxRxGEP6GEJIcxWywWAQoaGhIisry6a/LXUecukDlNanySWGXPrW4hQ/dG8ymfDXX38hMDDQvGz//v02DadKEUNOuUyZMgWnTp1CcHCwzUPT95o/f75dF4xIkUfRLR0bNGhgXlaRWzpKEYcxpI8BSHMVshQXOEmRh1z6AKX1aXKJIZe+tTjFD92fO3cOsbGxOHLkCIC753R9fHwQGRlp9axJUsSQWy65ubnIz8+36ITtcfTo0QqdQ7U3j/T0dMycObPUWzra8kGTIg5jSB+jSHZ2NvLz822+jWpZrly5gscff9zm59mbh1z6AKX1aXKJAcinb7Ug2dhAFZGRkSGLGFLFkSLGkSNH7I4hxR2W7MkjLy9PXLp0SZw/f96uHKSIwxjSx7jX5cuX7Y4hxf4qRR5y6QOU1qfJJYZc+taH7qY2RdOaPugYUsWRIkbR78/tISQYGLInD41Gg7p162Ly5Ml25SBFHMaQPsa9Jk6caHcMKfZXKfKQSx+gtD5NLjHk0rc+dIVeio0mRQyp4sglRnh4uCzy4Huj7BhSxZHijmBy2SZyiSFVHMawZMtkO2VR/MV4xUlRkKSIIVWcBxlj165dcHZ2Rtu2bZGamopff/0V48ePt2kmOCnyuJcUHbhUcRhD+hj2xPnuu++QlpaG27dv45FHHsHu3bsrNEGMvXncS4pOXC4xpIrzsMcomoTpzz//RF5eHtzd3XHu3DmEh4dX+O6Rir8YD7AsSHFxcbh165bNBUmKGHLKxd4Y06ZNQ0FBAXQ6HXJzc/HKK6+gbt26WLduHT799NNKfS3FO/DnnnuuQh24FHEYQ/oYUsSZM2cO3N3d0aZNG/z222+oU6cObty4AY1GY9Nv+u3No7ROPDAw0KZOXC4x5JSLkmKMHz8ezzzzTIk5AdLT07Fs2TKrYhSn+EIvRUGSqqjJJRcpYgwZMgRr166FEAK9evXCjz/+CAA23QxGijyk6sCliMMY0seQKk54eDjWrFljfjx8+HB8/vnnCAsLw7p16yotDyk6cbnEkFMuSopRfF8tMnjwYCQmJloVowS7L+eTucGDBwsh7k7U8dJLL5mX23orVHtjyCkXKWIMGjRI7N69W2zdulW0bdtWnDx5Uly6dMmm21xKkUfxSS6GDRsmhBA2325TijiMIX0MqeIMGDBAHDx4UAghxP79+8Ubb7whbty4Ifr06VOpeZQ1KUtpkwvJPYacclFSjNdff11s3rxZ/PPPP6KgoEBcu3ZNbN68WbzxxhtWxyhO8efoDQYD/vjjD1y/fh3Xrl1DVlYWNBqN+TaNlRVDTrlIESM6OhoJCQnw9fVFVFQUIiIi4OnpiZiYmErNo6CgAOnp6WjVqhX++usvqNVq3Lx5E7dv37Y6hlRxGEP6GFLFmTVrFqKionD58mU0bNgQ8+bNw+bNmzF27NhKzaNatWrYsmULOnXqZL672e7du226h4BcYsgpFyXFWLRoEZYtW4avvvoKOp0Obm5u8Pf3t+tXAIofuj9+/Li5IDVq1Ahz5841F6SAgIBKiyGnXKR6PQBw/fp1812abL1ZiRR5HDlypEQH/vvvv6NRo0bo2rWr1blIEYcxpI8hZRzg7mQmWq0WHh4e5vuwV2Ye169fx7Jly/D3339bdOIjR45EnTp1qlQMOeWipBiOoPhCX8SegiRlDDnlYk+MQ4cOYfbs2TCZTKhZsyby8/NhMpkwc+ZMtGnTptLyKGJPBy51HMaQPoa9ce7dX93c3KDVaiGEqND+KtXrIaosii/0UhQkqYqaXHKRIkZYWBji4+PxxBNPmJdduHABY8eORVJS0gN5LfZ04FLEYQzpY0gVR+r91d4vC0Rl6d27N65fv17quvLuoFiuCp/dryJCQ0PFhQsXLJadP3/epjtoSRFDTrlIEaO0tiaTSQwcOLBS8+B7o+wYUsWRy/768ssvi44dO5b6r6rFkFMuSopx5swZ0a9fP3H79m2rn3M/D8XFePd+iweAJ554AiqVqlJjyCkXKWJ07twZw4YNQ8eOHc0XnezZs8em3xTL5bXIKRfGcEwcueyvCQkJGD9+PNauXVvhyU/kEkNOuSgpRqNGjTB06FCkpqaic+fOFYpRnOILvRQfcCliyCkXKWKMHj0aR48eRVpamvm3xBMnTkTz5s2r3GuRUy6M4Zg4ctlfpejE5RJDTrkoKQYA9OnTp8LPLY3iz9EDMH/AdTodNBoN2rRpY9MHXKoYcspFihjbt29HSkoK8vLyUKtWLQQEBKBHjx42HeHI5bXIKRfGcEwcueyvRPezfft27N27F3l5efDw8KjQvnovxR/RA3cvujl9+rT5A16nTh34+vratNGkiCGnXOyNER0dDZPJVGIGqOTkZMydO7dKvRa55cIY0seR0/4qRSculxhyykUpMaTaV++l+CP6sjaawWCweqNJEUNOuUgRo6xpGkNDQ/H1119Xqdcip1wYwzFxlLS/yiWGnHJRUgwp9tUSJLusT6bKmpIwJCSkUmPIKRcpYoSFhYn9+/dbLNu3b59d09dWJA++N8qOIVUcJe2vcokhp1yUFEOKfbU4xd+P3mQy4a+//rJYtn//fri4uFRqDDnlIkWMuLg4fPrpp+jcuTOCg4PRpUsXfPbZZ5g+fXql5sH3RtkxpIqjpP1VLjHklIuSYkixrxan+KH7c+fOITY2FkePHoUQAk5OTvDx8cG4cePQrFmzSoshp1ykiLFz507ExMRArVbjvffeQ69evQAAQ4cOxVdffVWlXouccmEMx8RR0v4qlxhyykVJMaTYV0uo8FhAFbFjxw7RpUsX8cILL4jvv//evDwiIqJSY8gpFyliDBw4UNy8eVPk5uaKiIgIsWnTJiGEbXeek8trkVMujOGYOEraX+USQ065KCmGFPtqcYq/6n7FihXYunUrjEYjxo4di8LCQvTt2xfChoEMKWLIKRcpYri4uMDDwwMA8NFHH+G1116zefIQubwWOeXCGI6Jo6T9VS4x5JSLkmJIsa8Wp/hCL8VGk2rDyyUXKWLUr18fsbGxGDt2LDQaDRISEvDGG2/g1q1bVe61yCkXxnBMHCXtr3KJIadclBRDin21hAqPBVQR77//vpg3b57Q6XRCCCEuXLggXnrpJZvmHpYihpxykSKGXq8XGzduFPn5+eZlV69eFXPmzKnUPPjeKDuGVHGUtL/KJYacclFSDCn21eIUX+il2GhSbXi55OKIHaki5PRa5JILYzgujr3ksk3kEkNOuSgphiMo/qp7IiKih5nif0dPRET0MGOhJyIiUjAWeiKyybZt2xAREVFum4SEBGzfvr2SMiKi8rDQE5HkUlNTYTAYHnQaRISH4Hf0RGS/JUuW4LvvvoOnpycaNWoEADh9+jRmz56N/Px8XLlyBc888wz+85//4JtvvkFGRgYWLFgAtVqNzp07Y9GiRdi/fz+MRiN8fX0xffp0aDSaB/yqiB4OPKInonJt374dv/zyC7Zs2YKvv/4aWq0WALBhwwa8+uqrWL9+PX755Rfk5ORg165dGDJkCPz8/DBp0iR069YNK1euhFqtxqZNm/Dtt9/i8ccfx6JFix7wqyJ6ePCInojKtXfvXnTr1s18BN6/f3+sXr0a77//Pvbs2YNVq1bhzJkzuHLlCvLz80s8f9euXcjLy0NKSgoAQK/Xo06dOpX6GogeZiz0RFQulUplMVe3Wq0GAIwfPx5GoxEvvfQSunTpgosXL5Y6p7fJZMLUqVPRuXNnAIBOp0NBQUHlJE9EHLonovJ16tQJ27Ztw61bt2AymbB161YAQHJyMkaNGoWePXtCpVIhPT0dRqMRwN0vA0UX4wUFBWHt2rUoLCyEyWTCjBkzEB8f/8BeD9HDhkf0RFSuzp0748SJE+jfvz88PDzwzDPP4Pr163jvvfcwatQo1KpVCzVq1MCzzz6Lc+fOAQC6du2K+fPnQ6/X45133sH8+fPRt29fGI1G+Pj4YPLkyQ/4VRE9PDgFLhERkYJx6J6IiEjBWOiJiIgUjIWeiIhIwVjoiYiIFIyFnoiISMFY6ImIiBSMhZ6IiEjBWOiJiIgU7P8B3DiU6UOLqJ0AAAAASUVORK5CYII=",
      "text/plain": [
       "<Figure size 576x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "for column in categorical_df.columns:\n",
    "    plot_histogram(data, column, y='subscribed')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:>"
      ]
     },
     "execution_count": 34,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 864x864 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Correlation\n",
    "\n",
    "corr_matrix = data[['campaign', 'age','previous','emp.var.rate','cons.conf.idx','cons.price.idx','nr.employed']].corr(method='spearman') #euribor3m was removed due to multicoliniarity\n",
    "\n",
    "fig, ax = plt.subplots(figsize=(12,12)) \n",
    "sns.heatmap(corr_matrix.astype(np.float64),annot=True,linewidths=.2,cmap='coolwarm',ax=ax,square=True,xticklabels='')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [],
   "source": [
    "#Export model data\n",
    "\n",
    "model_data = data.drop(labels=['year','date'],axis=1)\n",
    "\n",
    "model_data.to_csv(\"./data/model_data.csv\", index=False)"
   ]
  }
 ],
 "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": "3.9.7"
  },
  "orig_nbformat": 4
 },
 "nbformat": 4,
 "nbformat_minor": 2
}