2_data_visualisation.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "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)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "Int64Index: 41188 entries, 0 to 41187\n",
      "Data columns (total 22 columns):\n",
      " #   Column          Non-Null Count  Dtype  \n",
      "---  ------          --------------  -----  \n",
      " 0   age             41188 non-null  int64  \n",
      " 1   job             41188 non-null  object \n",
      " 2   marital         41188 non-null  object \n",
      " 3   education       41188 non-null  object \n",
      " 4   default         41188 non-null  object \n",
      " 5   housing         41188 non-null  object \n",
      " 6   loan            41188 non-null  object \n",
      " 7   contact         41188 non-null  object \n",
      " 8   month           41188 non-null  object \n",
      " 9   day_of_week     41188 non-null  object \n",
      " 10  campaign        41188 non-null  int64  \n",
      " 11  pdays           41188 non-null  int64  \n",
      " 12  previous        41188 non-null  int64  \n",
      " 13  poutcome        41188 non-null  object \n",
      " 14  emp.var.rate    41188 non-null  float64\n",
      " 15  cons.price.idx  41188 non-null  float64\n",
      " 16  cons.conf.idx   41188 non-null  float64\n",
      " 17  euribor3m       41188 non-null  float64\n",
      " 18  nr.employed     41188 non-null  float64\n",
      " 19  subscribed      41188 non-null  object \n",
      " 20  year            41188 non-null  int64  \n",
      " 21  date            41188 non-null  object \n",
      "dtypes: float64(5), int64(5), object(12)\n",
      "memory usage: 7.2+ MB\n"
     ]
    },
    {
     "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>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>nr.employed</th>\n",
       "      <th>subscribed</th>\n",
       "      <th>year</th>\n",
       "      <th>date</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>56</td>\n",
       "      <td>housemaid</td>\n",
       "      <td>married</td>\n",
       "      <td>basic.4y</td>\n",
       "      <td>no</td>\n",
       "      <td>no</td>\n",
       "      <td>no</td>\n",
       "      <td>telephone</td>\n",
       "      <td>may</td>\n",
       "      <td>mon</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>nonexistent</td>\n",
       "      <td>1.1</td>\n",
       "      <td>93.994</td>\n",
       "      <td>-36.4</td>\n",
       "      <td>4.857</td>\n",
       "      <td>5191.0</td>\n",
       "      <td>no</td>\n",
       "      <td>2008</td>\n",
       "      <td>2008-05-01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>57</td>\n",
       "      <td>services</td>\n",
       "      <td>married</td>\n",
       "      <td>high.school</td>\n",
       "      <td>unknown</td>\n",
       "      <td>no</td>\n",
       "      <td>no</td>\n",
       "      <td>telephone</td>\n",
       "      <td>may</td>\n",
       "      <td>mon</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>nonexistent</td>\n",
       "      <td>1.1</td>\n",
       "      <td>93.994</td>\n",
       "      <td>-36.4</td>\n",
       "      <td>4.857</td>\n",
       "      <td>5191.0</td>\n",
       "      <td>no</td>\n",
       "      <td>2008</td>\n",
       "      <td>2008-05-01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>37</td>\n",
       "      <td>services</td>\n",
       "      <td>married</td>\n",
       "      <td>high.school</td>\n",
       "      <td>no</td>\n",
       "      <td>yes</td>\n",
       "      <td>no</td>\n",
       "      <td>telephone</td>\n",
       "      <td>may</td>\n",
       "      <td>mon</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>nonexistent</td>\n",
       "      <td>1.1</td>\n",
       "      <td>93.994</td>\n",
       "      <td>-36.4</td>\n",
       "      <td>4.857</td>\n",
       "      <td>5191.0</td>\n",
       "      <td>no</td>\n",
       "      <td>2008</td>\n",
       "      <td>2008-05-01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>40</td>\n",
       "      <td>admin.</td>\n",
       "      <td>married</td>\n",
       "      <td>basic.6y</td>\n",
       "      <td>no</td>\n",
       "      <td>no</td>\n",
       "      <td>no</td>\n",
       "      <td>telephone</td>\n",
       "      <td>may</td>\n",
       "      <td>mon</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>nonexistent</td>\n",
       "      <td>1.1</td>\n",
       "      <td>93.994</td>\n",
       "      <td>-36.4</td>\n",
       "      <td>4.857</td>\n",
       "      <td>5191.0</td>\n",
       "      <td>no</td>\n",
       "      <td>2008</td>\n",
       "      <td>2008-05-01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>56</td>\n",
       "      <td>services</td>\n",
       "      <td>married</td>\n",
       "      <td>high.school</td>\n",
       "      <td>no</td>\n",
       "      <td>no</td>\n",
       "      <td>yes</td>\n",
       "      <td>telephone</td>\n",
       "      <td>may</td>\n",
       "      <td>mon</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>nonexistent</td>\n",
       "      <td>1.1</td>\n",
       "      <td>93.994</td>\n",
       "      <td>-36.4</td>\n",
       "      <td>4.857</td>\n",
       "      <td>5191.0</td>\n",
       "      <td>no</td>\n",
       "      <td>2008</td>\n",
       "      <td>2008-05-01</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 22 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "   age        job  marital    education  default housing loan    contact  \\\n",
       "0   56  housemaid  married     basic.4y       no      no   no  telephone   \n",
       "1   57   services  married  high.school  unknown      no   no  telephone   \n",
       "2   37   services  married  high.school       no     yes   no  telephone   \n",
       "3   40     admin.  married     basic.6y       no      no   no  telephone   \n",
       "4   56   services  married  high.school       no      no  yes  telephone   \n",
       "\n",
       "  month day_of_week  ...  previous     poutcome  emp.var.rate cons.price.idx  \\\n",
       "0   may         mon  ...         0  nonexistent           1.1         93.994   \n",
       "1   may         mon  ...         0  nonexistent           1.1         93.994   \n",
       "2   may         mon  ...         0  nonexistent           1.1         93.994   \n",
       "3   may         mon  ...         0  nonexistent           1.1         93.994   \n",
       "4   may         mon  ...         0  nonexistent           1.1         93.994   \n",
       "\n",
       "   cons.conf.idx  euribor3m  nr.employed  subscribed  year        date  \n",
       "0          -36.4      4.857       5191.0          no  2008  2008-05-01  \n",
       "1          -36.4      4.857       5191.0          no  2008  2008-05-01  \n",
       "2          -36.4      4.857       5191.0          no  2008  2008-05-01  \n",
       "3          -36.4      4.857       5191.0          no  2008  2008-05-01  \n",
       "4          -36.4      4.857       5191.0          no  2008  2008-05-01  \n",
       "\n",
       "[5 rows x 22 columns]"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#data = pd.read_csv(\"./data/clean_data.csv\")\n",
    "data = pd.read_csv(\"./data/after_first_process_data.csv\")\n",
    "data = data.dropna()\n",
    "data.rename(columns={'y': 'subscribed'}, inplace=True)\n",
    "\n",
    "data.info()\n",
    "data.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "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)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "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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",
      "text/plain": [
       "<Figure size 576x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "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",
    "\n",
    "plot_boxplot(data,'age','subscribed')\n",
    "plot_histogram(data,'job','subscribed')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "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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oivLZZ59pyZIl2rdvn0aNGqWQkBA1bdpUd9xxh5o1a6bhw4drx44d2r17t0aMGKFjx46pYsWK6tChg3JzczV+/HjPXpLvv//+Ml592BXlDcsMHjxYERERioiIUIcOHZSYmKi4uDjPWbl9+vRRdHS0xo4dq65du+rIkSNasGCBbrzxRr3//vtKT0/Xiy++KEnq1q2bQkND9corr3jW36VLF40cOVJ9+/ZVo0aNNHbs2PMy+Pj4aNasWXK5XOrRo4cGDx6sli1bauLEiZKkoKAgde3aVUOHDvV6i89Z7dq109ChQzVz5kx16tRJSUlJmj9/vu66665ivQavvfaaypcvr+joaA0aNEgdOnTwvGXr2Wef1fjx49WpUyctX75cY8eO1fHjx73+QLkUHTt21NKlS9W1a1fl5ORo/vz58vf3v6Rt+fj4KC4uTr/99psefPBBzZo1Sw899NCf7j4uSpcuXfTdd9+pc+fO+uGHH/T22297XcikYcOGCgoKuuisWzqzKzkuLk4bNmxQhw4d9OKLL6pnz57q1q2bJOnll1/WyZMn1bFjR7399tsaNGiQ1/LlypVTq1at9Pjjj2vcuHF67rnn1K5dO0nSoEGD1KhRIz3zzDPq0KGDUlNTNXv2bPn6+qphw4YaP3683n77bUVFRWn79u16++23z/sj8WJ69+6tFStWqEuXLjp58qTnZ1E687NRpUoV9e3bV48++qgqVqyot956S9KZayTMnz9fycnJ6ty5s5KSkvTggw8W/0WH7bmMv7IfDrhKVa9eXe+9957uu+8+q6NcFXr37q0GDRpoyJAhf2k9x44dU3Jyspo1a+Z57J133tGWLVvOO2xRUn7//Xfdd999WrZsmWdXNnCtY+YN4JIMHDhQixcv1uHDh5WYmKj333/fc6ijpK1du1Zjx45VjRo1KG7gHJxtDqDYKlSooDfeeEMzZsxQbGysbrzxRj366KPq1auXKdubPn26CgoKPLuLAZzBbnMAAGyG3eYAANiMLXabu91u5eTkyN/f/0/fdwsAgN0ZhqH8/HyVLVv2ghcmskV55+TkeF3MAACAa0FoaOgF33poi/I++x7S0NBQlSpVyuI0AACYKy8vT3v37r3oNRRsUd5nd5WXKlXqT68VDACAU1zsUDEnrAEAYDOUNwAANkN5AwBgM5Q3AAA2Q3kDAGAzlDcAADZDeQMAYDOUNwAANkN5w1QZGRmKiYlRZmam1VEAwDEob5gqPj5eycnJio+PtzoKADgG5Q3TZGRkaMOGDTIMQ+vXr2f2DQAlhPKGaeLj4+V2uyWdua0rs28AKBmUN0yzefNmFRQUSJIKCgq0adMmixMBgDNQ3jBNixYt5Od35sZ1fn5+atmypcWJAMAZKG+YJjo6Wj4+Z37EfHx8FB0dbXEiAHAGyhumCQ4OVuvWreVyudSmTRsFBQVZHQkAHMHP6gBwtujoaKWlpTHrBoASRHnDVMHBwYqNjbU6BgA4CrvNAQCwGcobAACbobwBALAZyhsAAJuhvAEAsBnKGwAAm6G8AQCwGcobAACbobwBALAZyhsAAJuhvAEAsBnKGwAAm6G8AQCwGcobAACbobwBALAZyhsAAJuhvAEAsBnKGwAAm6G8AQCwGcobAACbobwBALAZyhsAAJuhvAEAsBk/M1fepUsXBQYGSpJuu+029ejRQxMnTpSvr68iIiL07LPPmrl5AAAcybTyzs3NlWEYWrhwoeexBx98UHFxcapcubL69eun5ORk1apVy6wIAAA4kmm7zXfv3q3ff/9dffv21WOPPaavv/5aeXl5CgkJkcvlUkREhBITE83aPAAAjmXazLt06dJ68skn9fDDD+vAgQN6+umnVa5cOc/ny5Ytq/T09Eta586dO0s6JgAAtmNaeVetWlVVqlSRy+VS1apVdf311+v48eOez+fk5HiVeXGEhYUpICCghJMCAHB1yc3NLXLCatpu82XLlik2NlaS9Msvv+j3339XmTJllJaWJsMwtHXrVjVq1MiszQMA4Fimzby7deumkSNHqmfPnnK5XHr11Vfl4+OjYcOGqbCwUBEREapbt65ZmwcAwLFchmEYVof4M2d3H7DbHABwLfiz3uMiLQAA2AzlDQCAzVDeAADYDOUNAIDNUN4AANgM5Q0AgM1Q3gAA2AzlDQCAzVDeAADYDOUNAIDNUN4AANgM5Q0AgM1Q3gAA2AzlDQCAzVDeAADYDOUNAIDNUN4AANgM5Q0AgM1Q3gAA2AzlDQCAzVDeAADYDOUNAIDNUN4AANgM5Q0AgM1Q3gAA2AzlDQCAzVDeAADYDOUNAIDNUN4AANgM5Q1TpaamqkePHtq/f7/VUQDAMShvmGrq1Kk6deqUpk6danUUAHAMyhumSU1NVXp6uiQpLS2N2TcAlBDKG6b542yb2TcAlAzKG6Y5O+s+Ky0tzaIkAOAslDdMU7lyZa9xSEiIRUkAwFkob5hm2LBhRY4BAJeH8gYAwGYob5iGE9YAwByUN0zDCWsAYA7KG6bhhDUAMAflDdNwwhoAmIPyhmmqVaumsmXLSpICAwNVtWpVixMBgDNQ3jBNRkaG8vLyJEm5ubnKzMy0OBEAOAPlDdPEx8fLMAxJkmEYio+PtzgRADgD5Q3TbN68WQUFBZKkgoICbdq0yeJEAOAMlDdM06JFC/n4nPkR8/HxUcuWLS1OBADOYGp5Hzt2TM2bN1dKSooOHjyonj17qlevXho7dqzcbreZm8ZVIDo62vN9drvdio6OtjgRADiDaeWdn5+vMWPGqHTp0pKkSZMmafDgwfrggw9kGIY2bNhg1qZxlTh+/HiRYwDA5TGtvCdPnqzo6GhVrFhRkrRr1y41btxYkhQZGanExESzNo2rBJdHBQBz+Jmx0hUrVig4OFjNmjXT3LlzJZ0529jlckmSypYtq6ysrEte786dO0s0J8x1ocujbt++3aI0AOAcppT38uXL5XK59MUXX+jHH3/UiBEjlJGR4fl8Tk6OypUrd8nrDQsLU0BAQElGhYkqV67sVeAhISFq2LChhYkAwB5yc3OLnLCastt88eLFWrRokRYuXKiaNWtq8uTJioyMVFJSkiQpISFBjRo1MmPTuIpweVQAMMcVe6vYiBEjFBcXpx49eig/P1/t2rW7UpuGRbg8KgCYw5Td5udauHCh5+NFixaZvTlcRTIyMpSbmytJOn36tDIzMxUUFGRxKgCwPy7SAtP88XKoXB4VAEoG5Q3TcHlUADAH5Q3TtGjRQn5+Z47M+Pn5cXlUACghlDdMEx0d7XVtcy6PCgAlg/KGaYKDg9W6dWu5XC61adOGk9UAoISYfrY5rm3R0dFKS0tj1g0AJYjyhqmCg4MVGxtrdQwAcBR2m8NUGRkZiomJUWZmptVRAMAxKG+YKj4+XsnJybzHGwBKEOUN02RkZGjDhg0yDEPr169n9g0AJYTyhmni4+PldrslSW63m9k3AJQQyhum4QprAGAOyhum4QprAGAOyhum4QprAGAOyhum4QprAGAOLtICU3GFNQAoeZQ3TMUV1gCg5LHbHAAAm6G8Yao1a9YoKipKa9eutToKADgG5Q1TzZkzR5L01ltvWZwEAJyD8oZp1qxZI8MwJEmGYTD7BoASQnnDNGdn3Wcx+waAkkF5wzRnZ90XGwMALg/lDdO4XK4ixwCAy0N5wzQDBgzwGv/tb3+zKAkAOAvlDdO0b9/ea/zAAw9YlAQAnIXyhmm+++47r/GOHTssSgIAzkJ5wzSTJ0/2GnOZVAAoGZQ3TJOTk+M1zs7OtigJADgL5Q3TlC1b1mscGBhoURIAcBbKG6YZMWKE1zgmJsaiJADgLJQ3TJOVlVXkGABweShvmGb69Ole42nTplmUBACchfKGaQoKCoocAwAuj19xnvTZZ59pypQpOnHihAzDkGEYcrlc+vbbb83OBxvz8/PzKmw/v2L9uAEA/kSxfpu+8cYbiomJUa1atbg+NYptyJAhmjJlimc8dOhQC9MAgHMUq7zLlSun+++/3+wsAACgGIp1zLtu3brasmWL2VngMJywBgDmKNbMe8uWLVq0aJH8/f3l7+/PMW8UCyesAYA5ilXe//jHP0yOASfihDUAMEexfpt+/fXX5z123XXX6fTp07rjjjtKPBScgRPWAMAcxSrvVatW6fvvv9e9994rX19fffHFF6pcubJOnjyp/v37q0ePHmbnhA1FRkZ6lXdERISFaQDAOYp1wprL5dKyZcs0e/Zsvfnmm1q5cqVuvvlmffzxx1q8eLHZGWFT77//vtd44cKFFiUBAGcpVnkfPXrUa/d45cqV9csvvygwMFC+vr6mhYO9LVu2zGv84YcfWpQEAJylWOV9ww03aMmSJSosLFRBQYGWLFmi8uXLa//+/XK73WZnBAAA5yhWeU+cOFEfffSRateurbp16+qTTz7RxIkT9a9//UsDBw40OyMAADhHsU5Yq1KliuLj43Xy5En5+PgoMDBQkjRgwICLLlNYWKjRo0dr//79crlc+vvf/66AgADFxMTI5XLprrvu0tixY+Xjw71RnKpbt25eu867d+9uYRoAcI4iy3vixIl66aWXLlrSc+bMueiymzZtkiTFx8crKSlJ06dPl2EYGjx4sMLDwzVmzBht2LBBbdu2/QvxAQC49hRZ3k2aNJEktWvX7pJX3KZNG7Vo0UKSdOTIEZUrV06JiYlq3LixpDNvI9q2bRvl7WAXOmGtd+/eFqUBAOcosrxbtWolSerSpYvX44Zh6ODBg3++cj8/jRgxQuvWrdPMmTO1bds2z13JypYtq6ysrEsKu3Pnzkt6Pq4+27dvtzoCANhesY55x8fH67XXXtPvv//ueSw4OFjbtm3702UnT56sYcOGqXv37srNzfU8npOTo3Llyl1S2LCwMAUEBFzSMri6NGzY0OoIAHDVy83NLXLCWqyzxebOnav33ntPzZs310cffaTnn39ebdq0KXKZlStX6u2335Z05lKqLpdLYWFhSkpKkiQlJCSoUaNGxf06YEPdunXzGnPCGgCUjGKVd/ny5VW3bl3VrFlTx44d08CBA/Wf//ynyGXuv/9+JScn65FHHtGTTz6pUaNGacyYMYqLi1OPHj2Un59/WcfSYR+PP/6415jj3QBQMoq129zPz08nTpxQlSpV9MMPP6hp06bKyckpcpkyZcpoxowZ5z2+aNGiy0sK25k8ebLXeMqUKXrxxRctSgMAzlGsmXf37t3Vv39/tWjRQkuWLFHXrl25mxj+1NatW73GCQkJFiUBAGcp1sy7W7duat++vcqUKaMlS5boP//5D3eIAgDAIsUq78LCQn300UfaunWrfH191bJlS5UuXdrsbAAA4AKKtdt8/PjxWrt2rVq3bq3mzZtr+fLlmj59utnZYHN/3DsTGRlpURIAcJZizbwTExP16aefyt/fX5LUqVMnderUSUOGDDE1HOzthhtuKHIMALg8xZp5BwUFqbCw0DN2uVyXfIEVXHs+/fRTr/Hq1astSgIAzlKsmXe1atXUq1cvde3aVb6+vlqzZo2CgoL03nvvSZKeeOIJU0MCAID/KVZ5S1L16tW1a9cuSdJtt90mSdq7d685qQAAwEUVq7wnTZpkdg44UIcOHbx2nUdFRVmYBgCco1jlnZSUpLlz5+rEiRNej//xlo/AuY4ePVrkGABweYpV3qNHj1bv3r0VEhJidh44yFdffeU1/vLLLy1KAgDOUqzyrlChgh577DGzswAAgGIoVnm3atVKixcvVrNmzeTn979FKlWqZFowAABwYcUq74yMDL3++uu67rrrPI+5XC59++23pgWD/TVu3Nhr1/m9995rYRoAcI5ilffatWu1detW3XjjjWbngYO8/PLLXmeYv/TSSxamAQDnKNYV1ipUqKDg4GCzs8Bh5syZ4zWeO3euRUkAwFmKNfOuXbu2evXqpZYtW6pUqVKex7myGopyocuj9uvXz6I0AOAcxSrv3NxcVa1aVQcOHDA5DgAA+DNcYQ0AAJspVnl/9913mjt3rk6dOiXDMOR2u3Xo0CFt3rzZ5HiwMy6PCgDmKNYJa6NHj1b9+vWVnZ2tqKgoBQYG6v777zc7GwAAuIBilbfL5VK/fv3UuHFjVatWTTNmzNA333xjdjbYHPfzBgBzFKu8y5QpI0kKCQnRTz/9pICAABUUFJgaDAAAXFixjnnXqVNHgwcP1qBBg9S/f38dOHDA6zKpAADgyinWzLtv377KyspS1apV9fjjjystLU1jxowxOxtsrkOHDl5jTlgDgJJRrPIeNWqUmjdvLknq1q2bwsPDNWvWLFODwf5+/PHHIscAgMtTrPLOzMz03BI0ICBAjz/+uI4ePWpqMNhfamqq13jfvn0WJQEAZylWeRcWFuqXX37xjH/77TcZhmFaKAAAcHHFOuusT58+6ty5s5o1ayaXy6XExEQNHz7c7GwAAOACijXz7tatm9577z3VqlVLYWFhmj9/Picf4U9Vq1bNa3znnXdalAS4NmVkZCgmJkaZmZlWR0EJK/b7vWrUqKEaNWqYmQUOM2PGDK8/8qZPn25hGuDaEx8fr+TkZMXHx2vgwIFWx0EJKtbMG7gcgwYN8hoPGTLEoiTAtScjI0MbNmyQYRhav349s2+HobxhGs42B6wTHx8vt9stSXK73YqPj7c4EUoS5Q0ADrR582bPZawLCgq0adMmixOhJFHeAOBALVq08FzG2s/PTy1btrQ4EUoS5Q3TcLY5YJ3o6Gj5+Jz5Fe/j46Po6GiLE6EkUd4wTW5urtf49OnTFiUBrj3BwcFq3bq1XC6X2rRpo6CgIKsjoQRxazCY5vDhw17jQ4cOWZQEuDZFR0crLS2NWbcDUd4A4FDBwcGKjY21OgZMwG5zAABshvKGaW699Vav8W233WZREgBwFsobppkzZ47XePbs2RYlAQBnobxhmh49eniNOWkGAEoG5Q3TnDp1ymuck5NjURIAcBbKGwAAm6G8AQCwGVPe552fn69Ro0bp8OHDysvL08CBA3XnnXcqJiZGLpdLd911l8aOHeu5dB+cqUyZMl67zsuWLWthGgBwDlPK++OPP1b58uU1ZcoUHT9+XJ07d1aNGjU0ePBghYeHa8yYMdqwYYPatm1rxuZxlcjLy/Ma//FyqQCAy2PK1PeBBx7QoEGDJEmGYcjX11e7du1S48aNJUmRkZFKTEw0Y9O4ipy9HeHFxgCAy2PKzPvs7tHs7Gw9//zzGjx4sCZPniyXy+X5fFZW1iWvd+fOnSWaE1fe9u3brY4AALZn2rXNf/75Zz3zzDPq1auXoqKiNGXKFM/ncnJyVK5cuUteZ1hYmAICAkoyJq6whg0bWh0BAK56ubm5RU5YTdlt/ttvv6lv37568cUX1a1bN0lSrVq1lJSUJElKSEhQo0aNzNg0riJ+fn5FjgEAl8eU8p4zZ45Onjypt956S71791bv3r01ePBgxcXFqUePHsrPz1e7du3M2DSuIpQ3AJjDlN+mo0eP1ujRo897fNGiRWZsDlep06dPFzkGAFwe3mgNAIDNUN4AANgM5Q3TlC5dusgxAODyUN4wzdKlS4scAwAuD+UN03Tq1KnIMQDg8lDeMI1hGEWOAQCXh/IGAMBmKG8AcKiEhARFRUVp69atVkdBCaO8YZqzN6K52BiAuaZPny5JmjZtmsVJUNIob5iGY96AdRISEjy34S0oKGD27TCUNwA40NlZ91nMvp2F8gYABzo7677YGPZGeQOAA3FXP2ejvAHAgYYMGeI1Hjp0qEVJYAbKG6ZZvXp1kWMA5omMjPTMtv38/BQREWFxIpQkyhumiYqKKnIMwFxnZ9/Mup2HgyAA4FCRkZGKjIy0OgZMwMwbAACbobwBwKFSU1PVo0cP7d+/3+ooKGGUNwA41NSpU3Xq1ClNnTrV6igoYZQ3ADhQamqq0tPTJUlpaWnMvh2G8gYAB/rjbJvZt7NQ3gDgQGdn3WelpaVZlARmoLwBwIEqV67sNQ4JCbEoCcxAeQOAAw0bNqzIMeyN8gYABypfvrznY5fL5TWG/VHeAOBA8fHx8vX1lST5+PgoPj7e4kQoSZQ3ADjQ5s2bVVhYKEkqLCzUpk2bLE6EkkR5A4ADtWjRwuuuYi1btrQ4EUoS5Q0ADhQdHS3DMCRJhmEoOjra4kQoSZQ3TMP9vAHrBAcHy+12S5LcbreCgoIsToSSRHnDNNzPG7BOQkKC18x769atFidCSaK8AcCBpk+f7jWeNm2aRUlgBsobAByooKCgyDHsjfIGAAc6e6b5xcawN8obABxoyJAhXuOhQ4dalARmoLwBwIGuv/76IsewN8obABxo8uTJXuPY2FiLksAMlDcAOFBOTo7XODs726IkMAPlDQAOVLZsWa9xYGCgRUlgBsobABxoxIgRXuOYmBiLksAMlDdMw+VRAevUr1/fa1y3bl2LksAMlDdMw+VRAeu8/PLLXuOxY8dalARmoLwBwIG+//57r/G3335rTRCYgvIGAMBmKG8AAGzG1PLesWOHevfuLUk6ePCgevbsqV69emns2LGe+8wCAEpevXr1vMYNGjSwJghMYVp5z5s3T6NHj1Zubq4kadKkSRo8eLA++OADGYahDRs2mLVpAAAczbTyDgkJUVxcnGe8a9cuNW7cWJIUGRmpxMREszYNANc8TlhzNtPuEdeuXTsdOnTIMzYMQy6XS9KZK/9kZWVd8jp37txZYvlgje3bt1sdAbhm8f/POa7YDV59fP43yc/JyVG5cuUueR1hYWEKCAgoyVi4who2bGh1BOCaxf8/+8jNzS1ywnrFzjavVauWkpKSJEkJCQlq1KjRldo0AFxzOGHN2a5YeY8YMUJxcXHq0aOH8vPz1a5duyu1aQC45hw9etRr/Ouvv1qUBGYwdbf5bbfdpg8//FCSVLVqVS1atMjMzQEA/r/Dhw97jc89Bwn2x0VaAACwGcobAACbobwBwIFuvfVWr/Ftt91mURKYgfKGabifN2CdOXPmeI1nz55tURKYgfKGabifN2CdAQMGeI0HDhxoURKYgfIGAAfibHNno7wBALAZyhsAAJuhvAHAgTjb3NkobwBwII55OxvlDQCAzVDeAADYDOUNAIDNUN4AANgM5Q3TcHlUwDr8/3M2yhsAHIjLEzubn9UBcGk2btyodevWWR2j2M6+t7R8+fIaOXKkxWmKr23btmrVqpXVMQDggihvmCojI0PSmfIGAJQMyttmWrVqZasZ4dnZ9qRJkyxOAgDOwTFvAABshvIGAMBmKG8AAGyG8gYAwGYobwAAbIbyBgDAZihvAABshvIGAMBmKG8AAGyG8gYAwGYobwAAbIbyBgAH4n7ezkZ5AwBgMy7DMAyrQ/yZ3Nxc7dy5U2FhYQoICCix9c6bN0+pqakltj6c7+zrW61aNYuTOF+1atX09NNPWx3DsTZu3Kh169ZZHeOSHD9+XJK9bsnbtm1bW9050Sx/1nvX9C1BU1NTtTN5j3xLl7c6imO5C3wlST+m/mJxEmcrPH3c6gi4CmVkZEiyV3mjeK7p8pYk39LlVaZKa6tjAH/JqYMbrI7geK1atbLdjHDkyJGSpEmTJlmcBCWNY94AANgM5Q0AgM1c07vNMzMzVXj6OLscYXuFp48rM7OU1TGKbcyYMdqzZ4/VMRzv9OnTkqQePXpYnMTZqlevrnHjxl3RbV7T5Q3AGr/++qt+P3VKpXxdVkdxNB+deTNRYe7vFidxrrxCQ7/++usV3+41Xd5BQUH6b2YeJ6zB9k4d3KCgoCCrYxRbUFCQ/LJ/1RN1gq2OAvwl7/2Qoest+L/HMW8AAGyG8gYAwGau6d3mkmx3wpq74LSMgtNWx3A8l19p+fiVtjpGsZ25SMvNVse4JP/NLtB7P2RYHaPYsvPcys5zWx3D8QJL+SiwlH3mlf/NLtD1Fmz3mi5vO16yMzMzU5mZhVbHcLygoHK2OoYs3Wyrn2c7ZT2rIDNTv2dmWh3D8UoHBVlyDPlyXS9rfp6v6fLmOtCANfi/B/w1V7S83W63XnnlFe3Zs0elSpXShAkTVKVKlSsZAQAA27uiBxbWr1+vvLw8LVmyREOHDlVsbOyV3DwAAI5wRct7+/btatasmSSpXr162rlz55XcPAAAjnBFyzs7O1uBgYGesa+vrwoKCq5kBAAAbO+KHvMODAxUTk6OZ+x2u+XnV/wIzNQBALjC5d2gQQNt2rRJ7du31/fff6/Q0NBLWj4sLEwBAQEmpQMA4OqQm5tb5IT1ipZ327ZttW3bNkVHR8swDL366qtXcvMAADjCFS1vHx+fK37bNAAAnMY+16ADAACSKG8AAGyH8gYAwGYobwAAbMYWNyYxDEOSlJeXZ3ESAADMd7bvzvbfH9mivPPz8yVJe/futTgJAABXTn5+vkqXLn3e4y7jYrV+FXG73crJyZG/v79cLpfVcQAAMJVhGMrPz1fZsmXl43P+EW5blDcAAPgfTlgDAMBmKG8AAGyG8gYAwGYobwAAbIbyBgDAZihvAABshvIGAMBmKG8AAGyG8gYAwGZscW1z2MeKFSu0ZcsWnT59WmlpaXr66adVo0YNjR8/Xr6+vgoICND48eNVqVIlq6MCjjB06FBFRUWpRYsWSklJ0eTJk3XjjTfq4MGDcrvdGjx4sMLDwzV9+nQlJSWpoKBA999/v/r162d1dPwFlDdKXHZ2tubPn68DBw5owIABKlOmjCZOnKiaNWtq/fr1io2N1cyZM62OCTjCww8/rH/+859q0aKFli1bpvr16ys7O1uvvvqqMjMz9eijj+rTTz/V6tWrtWDBAlWsWFErVqywOjb+IsobJa5GjRqSpFtuuUV5eXnKzs5WzZo1JUn33HOPpk2bZmU8wFHCw8M1YcIEZWRkaNu2bapfv76+/fZb/fDDD5KkgoICZWRkaMqUKZo2bZp+++03NWvWzOLU+Ksob5S4P975rWLFitq9e7dq1Kihr7/+Wrfffrs1wQAHcrlc6tSpkyZMmKCmTZvqlltu0S233KIBAwbo9OnTmj17tgIDA7V27Vq9/vrrkqT27durQ4cOuvXWWy1Oj8tFecN0EyZM0Pjx42UYhnx9ffXqq69aHQlwlK5du6pFixZatWqVKleurNGjR+vRRx9Vdna2evXqpVKlSumGG25Q9+7dVbp0aTVt2pTzTmyOW4ICgM398ssvGj58uN5//32ro+AK4a1iAGBjn3/+uZ566ik9//zzVkfBFcTMGwAAm2HmDQCAzVDeAADYDOUNAIDNUN6Ag8XFxWncuHGmrPvpp5/Wvn37lJSUpI4dO/7l9dWvX1+HDh0qgWSA8/E+bwCXZd68eZKkY8eOWZwEuPZQ3oCN5OTkaOTIkTp48KB8fHx09913q0OHDpo4caI++eQTSVJSUpLGjx/vGaekpOiRRx7RiRMnVLNmTY0dO1aBgYH64IMPFB8fL39/fwUEBGjcuHG68847tX//fo0ZM0YZGRny8fHRwIED1b59e7Vq1Up16tTRnj179MILL2jSpEmaMWOGJOnUqVN6/vnndfDgQZUrV07jxo1T1apVlZeXp6lTp+rrr79WYWGhatWqpdGjRyswMFDffPONxo8fL5fLpdq1a8vtdlv2ugJ2w25zwEbWrVunnJwcrVq1SsuWLZOkP93VnJaWpri4OK1evVqGYWj27NkqLCzUq6++qnfeeUfLly9X9+7dtX37dknSCy+8oAceeECffvqp5s6dq9dff13Z2dmSpLvuukufffaZ2rZt67WNn3/+WX369NGqVavUsWNHDR8+XJI0d+5c+fr6asWKFfr4449VsWJFTZ06VXl5eRo0aJBiYmK0cuVKhYeH6/Tp0yX9cgGORXkDNtKwYUPt27dPvXv31ty5c/X4448rJCSkyGXatm2r4OBguVwuPfTQQ0pMTJSvr68eeOABRUdHa9y4cbr++uvVrVs3HT9+XLt379bDDz8s6czNZdavX6/AwEBJUqNGjS64jerVq6tBgwaSpC5dumjnzp3KysrS5s2btXHjRnXu3FkPPvig1q9fr5SUFO3du1d+fn5q0qSJJKljx44qW7ZsSb1MgOOx2xywkcqVK2vdunVKSkrSl19+qSeeeELR0dE691pL+fn5Xsv4+vp6PjYMQ35+Z/7bT506VXv37lViYqLmzZunZcuWacqUKZK8by6TmprquQ52mTJlLpjLx8d7HuByueTn5ye3261Ro0apefPmks7s9s/NzdXPP/+sP14f6mwuAH+OmTdgIx988IFGjhypiIgIvfjii4qIiNBPP/2kI0eO6NixYzIMQ+vXr/daZuPGjTpx4oQKCwu1ZMkSRUZGKiMjQ82bN1f58uXVp08fDR48WHv27FFgYKDuvvturVy5UtKZ3eE9e/ZUVlZWkbn27NmjH3/8UZK0ZMkSNWzYUNddd50iIiK0ePFi5eXlye126+WXX9brr7+u0NBQGYahLVu2SJI2bNigEydOlPwLBjgUf+oCNtK5c2d99dVXat++va677jpVqlRJEydO1Jw5c/TQQw/ppptuUosWLbyWueOOO9S/f3+dPHlSDRs2VL9+/RQQEKCBAweqT58+Kl26tHx9fTVhwgRJ0rRp0/T3v/9dCxculMvl0sSJE3XTTTcVmatatWp68803lZ6ergoVKig2NlaS9Le//U2TJ09Wly5dVFhYqJo1ayomJkb+/v6aNWuWXnnlFb3++uuqWbOmKlSoYMprBjgR1zYHAMBm2G0OAIDNUN4AANgM5Q0AgM1Q3gAA2AzlDQCAzVDeAADYDOUNAIDNUN4AANjM/wOjKbpMn8nB6wAAAABJRU5ErkJggg==",
      "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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MjIzLhj/88MOqXbu2Jk+erCNHjigyMrLQyWxxcXFavXq1pk2bpl69esnLy0tvvvnmNdc/ODhYCQkJioiI0MGDB/Xcc8/Zxnfr1k179uxRUlLSFU82ky5+5XLLli0KDQ1VUlKSDhw4oL1799p2jTdv3lzR0dGKj4/X7t27tWLFisvmERISop9++kk7duzQvHnz9MILL0i6+O2E0NBQbd++XceOHVNUVJTKly+v+vXrq1+/ftq/f7+WLFmipKQkrVy5Uj/++KPatWtn13P8448/KiIiQgkJCQoJCVFubq6efvppeXh4KDAwUDNmzNDOnTuVkJCgiRMnKj4+XvXr17/ua4CSi/0tcIjRo0fbbru7u8vLy0vz589X69atJV08LpyZmanp06crIyNDLVu21KpVq1S9enUtX75cKSkp+uCDDyRJzz77rCIjI/Xmm29qyZIlkqSePXsqKChIZ86cUbdu3TR58uTLMpQqVUoRERGaMWOG+vTpo/Lly+vpp5/W2LFjJUlVq1ZVQECAxo4dq3Hjxmnw4MGFpn/iiSeUmpqqefPmKTU1VU2aNNGyZcuuuWv4z95++20FBwerb9++qlChggICAvTSSy9JksLDwzVjxgwNHjxYrq6u6ty5s+0M6esZNWqUMjMz9dprrykrK0stWrTQwoUL5erqqmPHjqlz585atWqV2rZtq+7du+vkyZMKDQ1VRkaGWrdurYULF6pUqVI3vX5/9frrr+vee++1fbvgEjc3Ny1ZskRTpkxRQECAvLy89Nxzz+ngwYPKz8/X1KlT9dRTT6lt27aSpOnTpysgIECbNm264rcSOnbsqIyMDPXs2VO1a9fW+++/r5o1a9rG165dWw8++KDq1KlzxUMM0sXDCgsXLtTMmTPVo0cPubu7q0uXLrZDQ6NHj1ZQUJACAgJ0//33a/To0Ro1alSheQwYMECvvfaacnJyFBgYaHv/9O/fXydPnlRQUJDS09P1wAMPaPHixapcubIqV66siIgIzZ49W/Pnz1eDBg0UERGhOnXqaM+ePdd9jnv27Kkff/xRixYtss330n9OJ02apLfffltvvPGGsrOz1bp1ay1btsz2HFztNUDJ5mLdyAEx4DbSuHFjrVixQg8//LCzo+A2ZFmW/P39NXXqVHXs2NHZcYBixZY6AGNt27ZNO3fuVEFBgXx9fZ0dByh2lDoAY3344YeKj4/X7Nmzr/m1OMAU7H4HAMAQnP0OAIAhSvTu94KCAmVlZcnNze263zEGAKCksyxLubm5qlChwmUXH5JKeKlnZWUVuvgCAAB3Ak9PzyteHbFEl/qlSyx6enpe8fKVAACYJCcnR/Hx8Ve9xHCJLvVLu9zLlClz3WskAwBgiqsdcuZEOQAADEGpAwBgCEodAABDUOoAABiCUgcAwBCUOgAAhqDUAQAwBKUOAIAhSvTFZ1ByPf3007bbn332mROTAIA52FIHAMAQlDoc7s9b6Ve6DwC4Mex+B4CbEBsbq82bNzs7RpGkp6dLkqpUqeLUHEXh7+8vPz8/Z8e47VHqAHCHOX36tKSSVeqwD6UOADfBz8+vxG1BBgUFSZLCwsKcnAS3GsfUAQAwBKUOh/vrV9j4ShsA3BqUOgAAhuCYOpyCrXMAuPXYUgcAwBCUOgAAhqDUAQAwBKUOAIAhKHUAAAxBqQMAYAhKHQAAQ1DqAAAYglIHAMAQlDoAAIag1AEAMASlDgCAISh1AAAMQakDAGAISh0AAENQ6gAAGIJSBwDAEJQ6AACGoNQBADAEpQ4AgCEodQAADEGpAwBgCEodAABDUOoAABiCUgcAwBCUOgAAhqDUAQAwBKUOAIAhKHUAAAxR2pELO3funMaOHauzZ8/Kzc1Ns2bN0j333KOffvpJoaGhcnV1la+vr0aMGOHIWEaIjY3V5s2bnR3Dbunp6ZKkKlWqODVHUfn7+8vPz8/ZMQDgihy6pb5+/Xo1bdpUa9asUffu3bV06VJJ0vTp0zVnzhytXbtW+/fv18GDBx0ZC05w+vRpnT592tkxAMAoDt1SHzx4sPLz8yVJv/32mypVqqTMzEzl5OSobt26kiRfX1/t2LFDDz74oCOjlXh+fn4lagsyKChIkhQWFubkJABgjmIr9Q0bNmjlypWFhs2cOVPe3t4aNGiQ4uPjtWLFCmVmZsrDw8P2mAoVKiglJaVIy4qLi7slmeE4GRkZkqR9+/Y5OQlw5+HzZ65iK/XAwEAFBgZecdyqVauUkJCg4cOHKyYmRllZWbZxWVlZqlSpUpGW1axZM7m7u99UXjhWZGSkJMnHx8fJSYA7D5+/kis7O/uaG7IOPaa+ePFixcTESLq4Re7q6ioPDw+5ubkpOTlZlmVp+/bteuihhxwZCwAAIzj0mHqvXr00ceJERUVFKT8/XzNnzpQkvfXWWxo3bpzy8/Pl6+urFi1aODIWAABGcGipV69eXcuWLbtseMuWLbV+/XpHRgEAwDhcfAYAAENQ6gAAGIJSBwDAEJQ6AACGoNQBADAEpQ4AgCEodQAADEGpAwBgCEodAABDUOoAABiCUgcAwBCUOgAAhqDUAQAwBKUOAIAhKHUAAAxBqQMAYAhKHQAAQ1DqAAAYglIHAMAQlDoAAIag1AEAMASlDgCAISh1AAAMQakDAGAISh0AAENQ6gAAGIJSBwDAEJQ6AACGoNQBADAEpQ4AgCEodQAADEGpAwBgCEodAABDUOoAABiCUgcAwBCUOgAAhqDUAQAwBKUOAIAhKHUAAAxBqQMAYAhKHQAAQ1DqAAAYglIHAMAQlDoAAIag1AEAMASlDgCAISh1AAAMQakDAGAISh0AAENQ6gAAGIJSBwDAEJQ6AACGoNQBADAEpQ4AgCFKO3Jh586d09ixY3X27Fm5ublp1qxZuueee7R582bNmjVLtWrVkiS9/vrratOmjSOjAQBQ4jm01NevX6+mTZtqxIgRio6O1tKlSzVlyhTFxcVp/PjxeuKJJxwZBwAAozi01AcPHqz8/HxJ0m+//aZKlSpJkn7++WcdOnRIK1eulLe3t8aNG6fSpR0aDQCAEq/YmnPDhg1auXJloWEzZ86Ut7e3Bg0apPj4eK1YsUKS1L59ez322GO67777NH36dH3yyScaMGCA3cuKi4u7pdlR/DIyMiRJ+/btc3IS4M7D589cxVbqgYGBCgwMvOK4VatWKSEhQcOHD9eWLVvUq1cv21Z7586d9dVXXxVpWc2aNZO7u/tNZ4bjREZGSpJ8fHycnAS48/D5K7mys7OvuSHr0LPfFy9erJiYGElShQoV5OrqKsuy1L17d504cUKStHPnTjVt2tSRsQAAMIJDD1z36tVLEydOVFRUlPLz8zVz5ky5uLgoJCREI0aMUNmyZdWwYUP17t3bkbEAADCCQ0u9evXqWrZs2WXDfX195evr68goAAAYh4vPAABgCEodAABDUOoAABiCUgcAwBCUOgAAhqDUAQAwBKUOAIAhKHUAAAzBT6EBuG0sXbpUiYmJzo5hvEvPcVBQkJOTmK1BgwYaOnSoQ5dJqQO4bSQmJuo/h35WTQ/+NBWnclaBJCkj5RcnJzHXicw8pyzXrk/O7t271aZNm0LD1q5dq379+hVLKAB3rpoepTXEu5qzYwA3ZcWB005Zrl3H1MeOHaslS5ZIuvg7vK+//rrWrVtXrMEAAEDR2LWlHh0drQkTJmjXrl1KSkpS165dNXfu3OLO5jQc1yt+HNNzHGcc1wPgHHaVevXq1dWuXTt98MEHcnd319/+9je5ubkVdzanSUxMVNzBX+RatoqzoxirIM9VknQo8aSTk5gt/0K6syMAcCC7Sr1fv35yc3PTp59+quPHj2vChAl69NFHNWXKlOLO5zSuZauofL3Ozo4B3JRzSVudHQGAA9l1TN3X11crV65UzZo15ePjo3/84x9KTU0t7mwAAKAI7NpSHzFiRKH7lSpV0nvvvVcsgQAAwI25Zql7eXnJxcXliuNcXFx08ODBYgkFAACK7pqlvnPnTlmWpffee0/33nuv+vTpI1dXV0VHR+u3335zVEYAAGCHax5Tr1q1qqpVq6a4uDgNGzZMlStXloeHhwYNGqTdu3c7KiMAALCDXSfKnT9/vtD3tn/55Rfl5uYWWygAAFB0dp0oN3r0aPXp00eNGzdWQUGBEhISNHv27OLOBgAAisCuUn/88cfl4+Ojffv2ycXFRT4+PqpWjWszAwBwO7lmqW/cuFHPPPOMVqxYUWj4sWPHJElDhgwpvmQAAKBIrlnqSUlJkqT4+HiHhAEAADfumqU+cuRISVJYWJhDwgAAgBtn19nvVzJ//vxbmQMAANykGy51y7JuZQ4AAHCTrlnqa9askSSlpKRcNu7SrnkAAHB7uGapr169WpZlUeAAAJQA1zxR7v7771fLli2Vl5en1q1b24ZbliUXFxf98MMPxR4QAADY55qlHhERoRMnTmjo0KFasmSJozIBAIAbcM1SL1WqlGrXrq3169fLzc1N58+f5wQ5AABuU3ZdJjYqKkqzZ89Wbm6urdRdXFx06NChYg0HAADsZ1epr1q1SmvXrlXTpk2LOw8AALhBdn1PvUaNGhQ6AAC3ObtKvX379vr444918uRJpaen2/4BAIDbh12735csWaKcnBwFBwfbhnFMHQCA24tdpX7gwIHizgEAAG6SXaVeUFCgZcuW6dtvv1VeXp7at2+vl19+WaVL2zU5AABwALuOqc+ZM0fff/+9nn/+eQ0ZMkQ//vijZs2aVdzZAABAEdi1qf3dd98pKipKbm5ukqROnTqpe/fuxRoMAAAUjV1b6pZl2QpdksqUKVPoPgAAcD67St3Ly0szZ85UcnKykpOTFRYWJk9Pz+LOBgAAisCuUp8+fbrOnj2rvn37qk+fPjp9+rSmTp1a3NkAAEAR2HVM3cPDQ7169VJ4eLjS09O1d+9eValSpZijAQCAorBrS/2dd97RvHnzJEkXLlzQkiVL9P777xdrMAAAUDR2lfrWrVu1fPlySVLNmjX10UcfadOmTcUaDAAAFI1dpZ6bm1vobHc3Nze5uLgUWygAAFB0dh1Tb926tcaOHatnn31WLi4uiomJUYsWLYo7GwAAKAK7Sn3q1KmaN2+ewsLCVLp0abVr104jRowo7mwAAKAI7Cr18uXLa9KkScWdBQAA3AS7jqlfyfz5829lDgAAcJNuuNQty7qVOQAAwE264VIfOXLkDS80ISFBPj4+ys7OliT99NNPCgwMVN++fbVgwYIbni8AAHcyu0r9jz/+0NatWyVJoaGhGjRokA4fPnxDC8zMzNSsWbNUpkwZ27Dp06drzpw5Wrt2rfbv36+DBw/e0LwBALiT2VXqkyZNUkpKinbu3Kldu3apR48eCgkJKfLCLMvS1KlTNWbMGJUrV07SxZLPyclR3bp15eLiIl9fX+3YsaPI8wYA4E5n19nv6enpGjx4sGbNmqVu3bopICBAa9asueY0GzZs0MqVKwsNq127trp06SIvLy/bsMzMTHl4eNjuV6hQQSkpKUVZB8XFxRXp8deTkZFxS+cHOFNGRob27dvn7Bh24bMHkzjjs2dXqefm5io3N1ffffedwsPDdf78eZ07d+6a0wQGBiowMLDQMH9/f0VFRSkqKkqpqal64YUXtHjxYmVlZdkek5WVpUqVKhVpJZo1ayZ3d/ciTXMtkZGRUuq11w8oKSpWrCgfHx9nx7BLZGSkMtKdnQK4NYrjs5ednX3NDVm7Sr1z585q166dmjRpombNmqlbt27q1q1bkcNs3rzZdtvPz0/Lly+Xu7u73NzclJycrDp16mj79u1c2AYAgBtgV6mPHDlSvXv31j333CNJmj17dqFd6Dfrrbfe0rhx45Sfny9fX18uQQsAwA2wq9TPnz+vnTt36syZM7bvp+/cuVNDhgy54QXHxsbabrds2VLr16+/4XkBMENaWpr+yMzTigOnnR0FuCknMvOUl5bm8OXaVepvvPGGfv/9d3l6evLrbAAA3KbsKvXExERt2rRJpUvb9XAAuCFVq1ZV6czfNcS7mrOjADdlxYHTqli1qsOXa9f31GvWrFncOQAAwE2ya9Pb09NTgwYNUocOHVS2bFnb8Js5pg4AAG4tu0o9KytL9erVU3JycnHnAQAAN8iuUg8LC5MkHT9+XHl5eapXr16xhgIAAEVnV6knJSXp1Vdf1e+//66CggJVrVpVixcvVsOGDYs7HwAAsJNdJ8oFBwfrpZde0p49e7Rv3z698soreuutt4o7GwAAKAK7Sv3UqVPq2bOn7X6vXr2U5oQv1QMAgKuzq9Tz8/OVnp5uu3/6NFd7AgDgdmPXMfUBAwaoT58+euqppyRJX375pZ5//vliDQYAAIrGri31jh07Srr4E6yJiYk6efKk/P39izUYAAAoGru21CdNmqT+/ftr0KBBys7O1tq1azV58mQtXbq0uPMBAAA72bWlnpaWpkGDBkmS3N3dNXjwYKWmphZrMAAAUDR2nyh38uRJ2/0//vjD9hOsAADg9mDX7vfBgwerR48e6tChg1xcXLRjxw5NmDChuLMBAIAisKvUn332WTVr1kzff/+9XF1d9eKLL8rT07O4swEAgCKw+wfSvby85OXlVZxZbhtpaWnKv5Cuc0lbnR0FuCn5F9KVllbG2TEAOIhdx9QBAMDtz+4t9TtJ1apVdSItR+XrdXZ2FOCmnEvaqqpVqzo7BgAHYUsdAABDUOoAABiCUgcAwBCUOgAAhqDUAQAwBKUOAIAhKHUAAAxBqQMAYAguPnMVXCa2eBXkXZAklSpd1slJzJZ/IV3SPc6OAcBBKPUraNCggbMjGC8xMVGS1KABhVO87uH9DNxBKPUrGDp0qLMjGC8oKEiSFBYW5uQkAGAOjqkDAGAISh0AAENQ6gAAGIJSBwDAEJQ6AACGoNQBADAEpQ4AgCEodQAADEGpAwBgCEodAABDUOoAABiCUgcAwBCUOgAAhqDUAQAwBKUOAIAhKHUAAAxBqQMAYAhKHQAAQ1DqAAAYglIHAMAQlDoAAIag1AEAMASlDgCAIZxS6gkJCfLx8VF2drYkafPmzXrsscc0cOBADRw4ULt373ZGLAAASrTSjl5gZmamZs2apTJlytiGxcXFafz48XriiSccHQcAAGM4dEvdsixNnTpVY8aMUbly5WzDf/75Z0VFRem5555TeHi48vLyHBkLAAAjFNuW+oYNG7Ry5cpCw2rXrq0uXbrIy8ur0PD27dvrscce03333afp06frk08+0YABA4orGgAARiq2Ug8MDFRgYGChYf7+/oqKilJUVJRSU1P1wgsvaM2aNerVq5cqVaokSercubO++uqrIi0rLi7uluWGY2RkZEiS9u3b5+QkuJ1cel8AJsjIyHD43ziHHlPfvHmz7bafn5+WL18uy7LUvXt3ffLJJ6pZs6Z27typpk2bFmm+zZo1k7u7+62Oi2IUGRkpSfLx8XFyEtxOIiMjlZHu7BTArVGxYsVb/jcuOzv7mhuyDj9R7q9cXFwUEhKiESNGqGzZsmrYsKF69+7t7FgAAJQ4Tiv12NhY221fX1/5+vo6KwoAAEbg4jMAABiCUgcAwBCUOgAAhqDUAQAwBKUOAIAhKHUAAAxBqQMAYAhKHQAAQ1DqAAAYwumXiQWAPzuRmacVB047O4bRMnMKJEkeZdiuKy4nMvNU0QnLpdQB3DYaNGjg7Ah3hNTERElSrTo838WlopzzfqbUAdw2hg4d6uwId4SgoCBJUlhYmJOT4FZj3wsAAIag1AEAMASlDgCAISh1AAAMQakDAGAISh0AAENQ6gAAGIJSBwDAEJQ6AACGoNQBADAEpQ4AgCEodQAADEGpAwBgCEodAABDUOoAABiCUgcAwBCUOgAAhqDUAQAwBKUOAIAhKHUAAAxBqQMAYAhKHQAAQ1DqAAAYglIHAMAQlDoAAIag1AEAMASlDgCAISh1AAAMQakDAGAISh0AAENQ6gAAGIJSBwDAEJQ6AACGoNQBADAEpQ4AgCEodQAADEGpAwBgCEodAABDUOoAABiCUgcAwBCUOgAAhqDUAQAwRGlHLsyyLD3yyCOqX7++JKlly5YaO3asYmNjFRERodKlS6tXr17q3bu3I2MBAGAEh5Z6cnKymjZtqkWLFtmG5ebmKiwsTJGRkSpXrpz69esnPz8/Va9e3ZHRAAAo8Ry6+/3nn3/WyZMnNXDgQA0dOlSJiYlKSEhQ3bp1VblyZZUpU0Y+Pj7as2ePI2MBAGCEYttS37Bhg1auXFlo2LRp0zRs2DA99dRT2rt3r8aPH6+goCBVrFjR9pgKFSooMzOzuGIBAGCsYiv1wMBABQYGFhp2/vx5ubq6SpIeeugh/f777/Lw8FBWVpbtMVlZWYVK3h5xcXE3HxgOlZGRIUnat2+fk5MAdx4+f+Zy6DH1BQsWqEqVKho6dKgOHz6sWrVqqWHDhkpKSlJ6errKly+vvXv36sUXXyzSfJs1ayZ3d/diSo3iEBkZKUny8fFxchLgzsPnr+TKzs6+5oasQ0t92LBhGj9+vLZt2yZXV1eFhYXJzc1NkyZN0osvvijLstSrVy/dc889jowFAIARHFrqlStX1pIlSy4b7ufnJz8/P0dGAQDAOFx8BgAAQ1DqAAAYglIHAMAQlDoAAIZw6IlyKD6xsbHavHmzs2PYLTExUZIUFBTk5CRF4+/vz0mdKKSkffakkvn547NnH0odTlGtWjVnRwDuWHz+zOViWZbl7BA36tKX8Ln4DADgTnC93uOYOgAAhqDUAQAwBKUOAIAhKHUAAAxBqQMAYAhKHQAAQ1DqAAAYglIHAMAQlDoAAIag1AEAMASlDgCAISh1AAAMUaJ/pe3Sb9Hk5OQ4OQkAAMXvUt9d7bfYSnSp5+bmSpLi4+OdnAQAAMfJzc1V2bJlLxteon96taCgQFlZWXJzc5OLi4uz4wAAUKwsy1Jubq4qVKigUqUuP4JeoksdAAD8H06UAwDAEJQ6AACGoNQBADAEpQ4AgCEodQAADEGpAwBgCEodAABDUOoAABiCUgcAwBAl+trvKDmio6O1bds2XbhwQcnJyRo6dKi8vLw0Y8YMubq6yt3dXTNmzFDt2rWdHRUwwtixY/X000+rU6dOSkhI0KxZs1S9enUlJSWpoKBAo0ePVtu2bfXOO+9o165dysvL0+OPP65hw4Y5OzpuAqUOh8nMzNSyZcv066+/6uWXX1b58uUVGhqqJk2aaMuWLQoPD9e8efOcHRMwQmBgoNauXatOnTopMjJSrVq1UmZmpmbOnKm0tDQNGDBAX3zxhT777DOtWrVKd999t6Kjo50dGzeJUofDeHl5SZJq1aqlnJwcZWZmqkmTJpKk//mf/9GcOXOcGQ8wStu2bRUSEqLTp0/r3//+t1q1aqUffvhBBw4ckCTl5eXp9OnT+vvf/645c+bojz/+UIcOHZycGjeLUofD/PWX9O6++24dPnxYXl5e2rNnj+rXr++cYICBXFxc1L17d4WEhKh9+/aqVauWatWqpZdfflkXLlzQwoUL5eHhoX/+85+aO3euJKlLly7q2rWr7r33Xienx42i1OE0ISEhmjFjhizLkqurq2bOnOnsSIBRAgIC1KlTJ23cuFF16tTRlClTNGDAAGVmZuq5555TmTJlVLlyZfXu3Vtly5ZV+/btOa+lhOOnVwHAUCdPntSECRO0cuVKZ0eBg/CVNgAw0Ndff62XXnpJI0eOdHYUOBBb6gAAGIItdQAADEGpAwBgCEodAABDUOrAHWj+/PkKDg4ulnkPHTpUR44c0a5du9StW7ebnl+rVq107NixW5AMMB/fUwdwSy1dulSSdOrUKScnAe48lDpggKysLAUFBSkpKUmlSpVS06ZN1bVrV4WGhurzzz+XJO3atUszZsyw3U9ISFD//v115swZNWnSRNOnT5eHh4c+/vhjffLJJ3Jzc5O7u7uCg4PVqFEjHT16VNOmTdPp06dVqlQpvfLKK+rSpYv8/Pzk7e2tX375RWPGjFFYWJjee+89SdK5c+c0cuRIJSUlqVKlSgoODtb999+vnJwczZ49W3v27FF+fr4efPBBTZkyRR4eHtq7d69mzJghFxcXNW/eXAUFBU57XoGSht3vgAE2b96srKwsbdy4UZGRkZJ03V3WycnJmj9/vj777DNZlqWFCxcqPz9fM2fO1AcffKCoqCj17t1b+/btkySNGTNGTz75pL744gstWbJEc+fOVWZmpiTpgQce0Jdffil/f/9Cy/jvf/+rwYMHa+PGjerWrZsmTJggSVqyZIlcXV0VHR2tTz/9VHfffbdmz56tnJwcjRo1SpMmTVJMTIzatm2rCxcu3OqnCzAWpQ4YwMfHR0eOHNHAgQO1ZMkSPf/886pbt+41p/H391e1atXk4uKiXr16aceOHXJ1ddWTTz6pvn37Kjg4WBUrVtSzzz6r9PR0HT58WIGBgZIu/ijPli1b5OHhIUl66KGHrriMxo0bq3Xr1pKknj17Ki4uThkZGfrmm28UGxurHj166JlnntGWLVuUkJCg+Ph4lS5dWu3atZMkdevWTRUqVLhVTxNgPHa/AwaoU6eONm/erF27dun777/XkCFD1LdvX/352lK5ubmFpnF1dbXdtixLpUtf/HMwe/ZsxcfHa8eOHVq6dKkiIyP197//XVLhH+VJTEy0XSe8fPnyV8xVqlTh7QYXFxeVLl1aBQUFmjx5sjp27Cjp4uGD7Oxs/fe//9Vfr4d1KReA62NLHTDAxx9/rKCgIPn6+mr8+PHy9fXVf/7zH/322286deqULMvSli1bCk0TGxurM2fOKD8/X+vWrdMjjzyi06dPq2PHjqpSpYoGDx6s0aNH65dffpGHh4eaNm2qmJgYSRd3q/fr108ZGRnXzPXLL7/o0KFDkqR169bJx8dH5cqVk6+vr9asWaOcnBwVFBRo6tSpmjt3rjw9PWVZlrZt2yZJ2rp1q86cOXPrnzDAUPwXGDBAjx49tHv3bnXp0kXlypVT7dq1FRoaqkWLFqlXr16qUaOGOnXqVGiahg0bavjw4Tp79qx8fHw0bNgwubu765VXXtHgwYNVtmxZubq6KiQkRJI0Z84cvfXWW1q9erVcXFwUGhqqGjVqXDNXgwYNtGDBAqWkpOiuu+5SeHi4JOnVV1/VrFmz1LNnT+Xn56tJkyaaNGmS3NzcFBERoTfffFNz585VkyZNdNdddxXLcwaYiGu/AwBgCHa/AwBgCEodAABDUOoAABiCUgcAwBCUOgAAhqDUAQAwBKUOAIAhKHUAAAzx/wHgNzYCiyOn0gAAAABJRU5ErkJggg==",
      "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"
    }
   ],
   "source": [
    "for column in numeric_df.columns:\n",
    "    plot_boxplot(data, column, y='subscribed')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "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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",
      "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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",
      "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"
    }
   ],
   "source": [
    "for column in categorical_df.columns:\n",
    "    plot_histogram(data, column, y='subscribed')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "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>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>nr.employed</th>\n",
       "      <th>subscribed</th>\n",
       "      <th>year</th>\n",
       "      <th>date</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>campaign</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>1</th>\n",
       "      <td>17642</td>\n",
       "      <td>17642</td>\n",
       "      <td>17642</td>\n",
       "      <td>17642</td>\n",
       "      <td>17642</td>\n",
       "      <td>17642</td>\n",
       "      <td>17642</td>\n",
       "      <td>17642</td>\n",
       "      <td>17642</td>\n",
       "      <td>17642</td>\n",
       "      <td>...</td>\n",
       "      <td>17642</td>\n",
       "      <td>17642</td>\n",
       "      <td>17642</td>\n",
       "      <td>17642</td>\n",
       "      <td>17642</td>\n",
       "      <td>17642</td>\n",
       "      <td>17642</td>\n",
       "      <td>17642</td>\n",
       "      <td>17642</td>\n",
       "      <td>17642</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>10570</td>\n",
       "      <td>10570</td>\n",
       "      <td>10570</td>\n",
       "      <td>10570</td>\n",
       "      <td>10570</td>\n",
       "      <td>10570</td>\n",
       "      <td>10570</td>\n",
       "      <td>10570</td>\n",
       "      <td>10570</td>\n",
       "      <td>10570</td>\n",
       "      <td>...</td>\n",
       "      <td>10570</td>\n",
       "      <td>10570</td>\n",
       "      <td>10570</td>\n",
       "      <td>10570</td>\n",
       "      <td>10570</td>\n",
       "      <td>10570</td>\n",
       "      <td>10570</td>\n",
       "      <td>10570</td>\n",
       "      <td>10570</td>\n",
       "      <td>10570</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>5341</td>\n",
       "      <td>5341</td>\n",
       "      <td>5341</td>\n",
       "      <td>5341</td>\n",
       "      <td>5341</td>\n",
       "      <td>5341</td>\n",
       "      <td>5341</td>\n",
       "      <td>5341</td>\n",
       "      <td>5341</td>\n",
       "      <td>5341</td>\n",
       "      <td>...</td>\n",
       "      <td>5341</td>\n",
       "      <td>5341</td>\n",
       "      <td>5341</td>\n",
       "      <td>5341</td>\n",
       "      <td>5341</td>\n",
       "      <td>5341</td>\n",
       "      <td>5341</td>\n",
       "      <td>5341</td>\n",
       "      <td>5341</td>\n",
       "      <td>5341</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>7635</td>\n",
       "      <td>7635</td>\n",
       "      <td>7635</td>\n",
       "      <td>7635</td>\n",
       "      <td>7635</td>\n",
       "      <td>7635</td>\n",
       "      <td>7635</td>\n",
       "      <td>7635</td>\n",
       "      <td>7635</td>\n",
       "      <td>7635</td>\n",
       "      <td>...</td>\n",
       "      <td>7635</td>\n",
       "      <td>7635</td>\n",
       "      <td>7635</td>\n",
       "      <td>7635</td>\n",
       "      <td>7635</td>\n",
       "      <td>7635</td>\n",
       "      <td>7635</td>\n",
       "      <td>7635</td>\n",
       "      <td>7635</td>\n",
       "      <td>7635</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  contact  \\\n",
       "campaign                                                                       \n",
       "1         17642  17642    17642      17642    17642    17642  17642    17642   \n",
       "2         10570  10570    10570      10570    10570    10570  10570    10570   \n",
       "3          5341   5341     5341       5341     5341     5341   5341     5341   \n",
       "4          7635   7635     7635       7635     7635     7635   7635     7635   \n",
       "\n",
       "          month  day_of_week  ...  previous  poutcome  emp.var.rate  \\\n",
       "campaign                      ...                                     \n",
       "1         17642        17642  ...     17642     17642         17642   \n",
       "2         10570        10570  ...     10570     10570         10570   \n",
       "3          5341         5341  ...      5341      5341          5341   \n",
       "4          7635         7635  ...      7635      7635          7635   \n",
       "\n",
       "          cons.price.idx  cons.conf.idx  euribor3m  nr.employed  subscribed  \\\n",
       "campaign                                                                      \n",
       "1                  17642          17642      17642        17642       17642   \n",
       "2                  10570          10570      10570        10570       10570   \n",
       "3                   5341           5341       5341         5341        5341   \n",
       "4                   7635           7635       7635         7635        7635   \n",
       "\n",
       "           year   date  \n",
       "campaign                \n",
       "1         17642  17642  \n",
       "2         10570  10570  \n",
       "3          5341   5341  \n",
       "4          7635   7635  \n",
       "\n",
       "[4 rows x 21 columns]"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "\n",
    "data.groupby('campaign').count()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:>"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
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P8W87v9P2dbNlkEGuuXKrfvP+CirxmEymRP24cKgunD4gSSrz+Iuq83ZPOTk5Z3ZTHMKvv53QpG/Wy2gyqUzhgvr8o6byyJM7RczSTTv1zZZdMhgMKuzvo88+bCJvz7SveyTbduysJn73sxJNSSob5K+BzV6TR55cKWKW/LJfy389JINBKuJbQJ83qyeffHnV4+tVuhQSYY27Ehapp0oX0cR2b2V2M7K888d/1o7vxyjJlCjfQuVU+91hypVWf7FtoQ5vXyKDwaD8PkVU+90hcs/nI1NivLas+FLXLx6TxWJWwWIVVfOtL+TiljuNVwOyF5tX7Lx06ZJWrVql1atXq1ixYqpdu7bWrVunTz/9NCPzyxBRkRGaPmGouvUdrjHTlikgMEhL5075R3ErFs6Qt6+fRk1epMFjZ2vTulU6ffJoZjcly4iMvKWJ40arb/8vNHXmXAUGFtS8OV//45iVK5bp92Mpz+OCebNVtlwFTZw8QwMHj9C0yRMUER6e4W3KDjzKl1TVjfNUqCm/wP1beXNLb9fMpfkbEjRqSbzCoyyqX801zdhigU5a+FOixq2I17gV8SmKGOWLOqlrk9zy92KRKCm5f50xcYi69R2u0VOXyz+wkJbNm/yP4lYsmi4fH3+NDF6swWPmaNO6VTpzpx+ePmGwvH38NWzCfPUdPEnzZ4xVWOjNTG1jVnM7Mlzzgr/Qx71Ga9Ckb+UbUFirF05IM/ba5fMaN7Ct9u/8KcX+owd+1fDe7+n61T8yI2WHExMVrtWz+uvdThPUbcQ6FfAvrJ9WjEkVF3LtD21Y9pVa9pihjoNXq0aDdloyqYskac+mxYq5Ha5OQ75Tx8FrdOnsIR3buz6zm+IQIqKiNXDWCo3u9L5Wj+ilIH9vTVqxLkXM739e1oJ12zRnQAetGPqJigb4aMqqDXbK2DGE347V5wt/1JjWjfXd5x8ryMdLE77bmiLm94vXNH/zXs3v8b5W9W+jon4FNPmHbZKkMa0ba3nfj7S870f6vFk95cuTS/3ermOPpmRpsbfDtXFRX73eapI+GLBB+X2KaPv3o1PF3bh4TAe2zNY73ZeqRd8fVMC/uHb+mNx379k4VWZzkt7v/a3e7/OdTMYE7f1pemY3JUcxGJyy7Y+jsSnjd955R61atZLFYtHXX3+t2bNnq2nTpho5cqS2b9+e0Tk+dEcO7VXJMhVUsFARSVKteo2145cNslgsNse1aNtdzVsljxi4FR4qk9Eo9/v8VSsnOHTwgMqULatCQYUlSfXqN9AvWzenOKfpxRw5/JsOHtinuq+9nuK5zUlmxcbEyGKxKCEhXk7OzjKwYrBNirVvrsvzVunqN+vSD0aayhZx1qWbZoVGJl+nO4+bVKlM6sFszk5SkK+Tajzpok/eyq0Wddzk5fH3dfrC465auiVRUTGWVMfmREcP7VHJMhUUWKiopPv3ww+Ka9HmEzW7px/O4+6h6NuROvrbPjV+t7UkycfXX4NGz5JHPs9MbGHW8/vhXSpW+lEFFComSXqpzlva8+u6VOdckn5et0zPvdxQVZ6rnWL/lrVL9EHnwfIqwPTStJw9tkNBJR6TT2BxSdIzL7+rw7t+SHWOXVzc1OjDwcrn5S9JKlTiMUVHhspkStTzdT/Q2+3HysnJSXHRtxQXe1t58ubP7KY4hF3HzujREkVUNNBXkvTWy9W0btehFOf7keKFtWZkL+Vzz6OERKNuRkQpv0fqkV/4266T5/VYsYIq5u8tSfrfi5W0dt/vKc9r0YL67ouPlS9PbiUYTboZeVteefOkeB6jKUmfLfhBvZrWUmCBnN3/puXCye0KLPq4CvgXlyRVfOFdndz/far+IqDoY/rgsw3KlSefTMYERd+6odx5vSRJhUs9rap12svg5CQnJ2f5Fa6gqIirmdwSwD5smlrStWtXPfvss6kPdnHRzp07H3pSGS085IZ8fP2t296+foqLjVFcXGyKYc3pxTk7u2jymIHau2Orqjz7kgoFFc3UdmQloSE35XvXufL19VNsbGyKc/qgmLi4OM2cPllfDhmh9Wt/SPHcLT78SH16ddeO7dsUGXlLrVq3k5dXgcxpmIM73nWwJMmnZjU7Z+K4vDwMuhX99zSQyGiL8uQyKJerUkwvyZ/XoLNXzFq7x6iQWxbVeNJFH9bNpXHfxEuSvv4xIbNTz9LCQm/K2zfAuu3t659mP5xenLOzi6aM+UJ7d25VlWrJ/fAf507Kq4CP1q5ZrMMHdslkMqp+o+YqmIP7aEmKCL0hb99A63YBnwDFx0YrPi4m1fSSd9v0lSSdPLonxf6un6UevYi/RYZfV37vgtZtT+8AJcRFKyE+JsX0kgJ+QSrgFyQpeQrPuiUjVa7Sy3JxcZMkObu4auPyMdqzebEKFX9Uxco+lbkNcRA3wm8pwPvvIo+/d35FxyUoJj4hxfQSVxdnbT1wXIPnfCNXFxe1f/NVe6TrMK5H3FaA19+FhwAvT0XHJygmPjHF9BJXZ2dtOXxaXy5eK1cXZ3WoXz3F86zedVh++fPplSfKZVrujuT2revyKPB3n5zPK1CJ8dFKjI9JNb3E2dlVZ49s0k9L+svZxU1vvZY8gqtYhResMVHhV3To53mq9c7gzGkAYGc2jcgICAjQkCFD1K9fP/Xt21e9e/dW8+bNMzq3DGO2pD033cnJ6R/HdewxUNMXrVP07SitWppz1x8wp/EXPSnlubpfjMVi0Vcjhqp12w7y9vZJ9fiYUcPVuOn/NHfhMk2eNksrv1mq06dOPpzEgXQY7jP4597LOfy2RbPWJijkVvIDP/9mkk9+g7zzMXooLRazbf2wLXEdenypaQvXKzo6SquWzZbJZFLIjavK455XA0fNVKeeg7Vw1nj9cTZn9xv3/0xj7YWHxWLj94u/JCbEatnk7gq/cUGNPkz5y8er/+uhfpN3q4BvkL6f/+VDzzU7uN/3Cuc0zvfLTz2qLcFf6ONGtdRxzCyZ79O3QGmO0pIkpzRGw9Z8oqx+GdlN7V97Ue0nL5PZ/PexC7bsVZs6z2VYng7vH/YXpSvWUvvhe/Rsvc5aNfWjFJ+PNy4e0/IJzfVk9fdU8rGXMyRdIKuxaURG9+7d9corr+jAgQN68803tW3bNpUpUyajc3uoViycoYN7k6fBxMbGqGjxUtbHwsNClNcjn3LnTjkkztcvUOdO/55m3OGDu1W0WCkV8PFT7jzueq56be3dmXL+YE7i5+ev06dOWLfDQkPlcc85vV/MpYsXdfPGdc3+epokKSIiXOYks4yJiWr5YWud+P2Yhgz/SpJUKKiwnqz0lI4fO6Ky5cpnUuuQ09R52lWPFE/+5S63W/ICn3/Jn9eg2HiLEk0pjynobVBBXycdPJ2UYn8S35Wtvlk0Qwf2/ipJiouNUZFi9/bDnqn6YR+/AJ09fTzNuCMHd6vIXf3ws9Vra9/Orapes74kqforydPUAgsVUdkKT+jc6eMqUTpn9RvfLZmiw/t/liTFx8YoqNjfn923wm7K3cNTue455/hnNq+aqJOHkj//E+KjFVC4rPWx2xE3lCdvfrnlck913K2wq1o4voP8CpZUqz7z5Hpncb4LZw4qb74C8g0sIWcXV1V64U39sGhI5jTGwQT6eOnY+UvW7ZsRUfLMm0d5crlZ9128EaqwyNuqVLaEJKlh9ac1bN5qRcXGyYspJmkKLOCpo3/+PT3hZuRtebrnlvvd5zUkXKFRMapcKnn6daNnK2rI0vV3zqu7Tly6riSzRVXK5OyRcPfa+eMEnT+2RVJyf+Fb8O/+IjryhnK555frPf3FrZALiokKUVCpKpKkR6s10eZlXyg+LlJ58hbQqQM/avOKL1Wz6WcqX6VB5jUmp2J6e5Zh04gMs9msLl266MUXX9QjjzyiKVOm6MiRIxmd20P11nttNXzifA2fOF+DRs/UmVPHdO1q8off5nWr9VTV6qmOebzSM/eN27N9s1YumSWLxSKjMVG7t2/WoxVz7tDPSpWf0qmTJ3T1ymVJ0rq136tqtedsiilf4RHNnr9EE4Kna0LwdNWt97peqF5Dnbv1UD5PT/n4+GrH9uQFpKIiI+8UMSpkbgORo2zYZ7Qu2DlpVbyKBTjLN3/yB1e1R110/M+kVMdYJDV6wc06AuO5R110LcysSNbEsGravK2GT1ig4RMW6MuvvtbZU8d0/epFSX/1ry+mOubxSlXvG7d7+2atWvp3P7xn+2Y9WrGK/AMLqXipcvp1y4+SpMiIMJ05eVQlyuS8fuONdzvoszHL9dmY5eo9YoHOnz6iG1cvSJK2bfxGTzxdw74JZgOvNO6ijoNXq+Pg1Wr72VJdOndYYdf/lCTt3bpM5SvVTHVMbPQtzRreQo88VVtvdxhrLWJI0vnfd2vd4hFKSjLJbDbr8K7vVbIC0wPT8uxjZXX03EVdvB4qSVq5dbdeqvRIipjQW7fVd+piRdyOkSSt23VIpQoHUsR4gGcrlNCRP6/ows3khdVX/HpINR5P+QfM0MgY9Z7zrSKiYyVJa/cdV+lCfvLySP4l/MDZi3qmbDEZ7jesMYd6rn5Xvdf7W73X+1u9+8lyXb9wWBE3/5QkHdm+VKUefyXVMdFRIVo79xPFRSe/Hyf3fy+fgmWUJ28BnT60XltXDlHjDrMoYiDHsWlERp48eZSYmKjixYvr+PHjqlKlihISHHe+d34vb33cdYAmDO8nk8mogMAgtf/kc0nS+TMnNHPScA2fOP+Bcc1bddGsKaPUu9N7Mhikp6pVV9033rZns+zKy6uAunbvpRHDBslkMikwsKC69+ytM6dPKXjiWE0Inn7fmAcxGAwa8MVgTZ8arGVLFsrJYFDT/72rRx97PJNahpwuOk5atjVBLV7NJWdnKSzSoiVbkvu/wn5OequGm8atiNf1cIvW/JqoVq/lksGQvJbGok2J6Tx7zpXcv36mCSOS+1f/wMJq3/2ufjh4mIZPWPDAuOatumj21JHq07m5ZDCoStXqqtMguR/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Yqdx5cmvGtKkaP3aM9u8/oD179tqjKVnWrchIjZowWQP79tL8aRNVKDBAM+cuShV34dJl9RjwpX7evjPN51m6co2OHj+Z0elmC9FR4Voxs7/e7zpevUavlbd/Ea1bNjZVXMjVP7R2yWi16jVD3Yat1isNP9b8CV3skLFjiIkK15rZ/fR2x4nqPHy9CvgV0aZvxqSKC712Xj8t/0rvfTJT7b9co+oN2mvZ5JTn9djedTqy67vMSt1hRETd1qDpCzWye2utHPu5gvx9FLwk5Xn68+oNTVy8RhP7dNDiEX310Zt19em4ryVJcfEJunwjVItH9LX+UMRATmNTIaNBgwZq0aKFFixYoAULFqhly5aqX79+Ruf20Px2cL9Kly2nQkGFJUl167+hbVs3y2Kx2BTT+uNO+rB1e0lSRHi4TEaj8ubNK6PRqLebtdATlZ6SJPn6+imfZ36FhYZkcguzhqOH9qhEmQoKLFRUkvRKvcba+cv6FOfZlrjfj+zXkYO7VLPum9ZjLBaLtm9dpybN2srJ2VnueT3Ub8gUFSxcPHMal0WVLeKsSzfNCo1MPnc7j5tUqUzqgVbOTlKQr5NqPOmiT97KrRZ13OTl8XfR4oXHXbV0S6KiYvjV758q1r65Ls9bpavfrLN3Kg7j4MGDKlu2rIKCgiRJ9V9/XVu3bk3RVzwoxmw2Kz4+XkajUUajUSaTSW6uyQW8bdu2ydvbW61b85fsuyWfzzJ/n8/69bVl689pnPO0Y86cPatXataUs7OzXF1d9fTTT+vXHdvt0pasav+hwypXprQKFyooSXqjXh1t/uXXVJ+Ba35cr7qvvKwaLzyX6jkOHTmmvQd/U4N6OXdk5z9x5ugOFSnxmHwDi0uSqr3yjg7t/CHVOXd2dVOT1oPlWcBPklS4xGOKvhUqkynx3qeEpHPHdyioxOPyCSguSary8js6uvv7NM/rGx8MVj4vf0lSoeKPKTry7/MacvWcdqz7Wi+90SFT83cEu4+c1CMli6loweRz16T2i1q/Y1+Kc+zm6qIBbZrJt0B+SVKFkkUVditKRpNJx89dkHvuXOo2aqre+XSoxs5fqfhErufMYDEYsu2Po7GpkNGuXTu1b99eV69e1ZUrV6zbjiI05KZ8ff2t276+foqNjVFcXKxNMQaDQc7Ozhr31TB1ad9Kj1V8QoWCisjNzU2167xmPWbDuh8UHx+nsuUfyZyGZTFhoTfk4xtg3fb29VdcbIzi4mJsjosIC9GCmePUvscgOTn9PeonKjJC8XGxOn54n4b0a69+Xd/Twb3blNcjX8Y3LAvz8jDoVvTf00Aioy3Kk8ugXPcMysif16CzV8xau8eosSvidfGGWR/WzWV9/OsfE3ThBtNJ/o3jXQfryqJv7Z2GQwkJDZWvn59129fXV7GxsYqLjbUpplatWsrn4aEW77+v95o3V8FChVS1WjVJyb98N2/eXG65/r6+IYWEhMjP9+/z6XfnfMbGxdkUU65cWW3eskUmk0lxcXHasWOHwsMjMrUNWd3NkDD5+/pYt/18fRRzzzmWpK7tWuvVmi+lOj40LFyTZ85W/x5dWUzdRrfCriu/T6B1O793gBLiopVwz/cOb78gVaiUfM4tFot+WDRSFSrXlIuLW6bm6ygiw6/J0/vv8+pZIDD5vManPK8FfAur7BM1JCWf1w1LR6jcky/LxcVNCfExWjXzUzX6aLjccqecNgjpRliEAny8rNv+3l6KiYtXTFy8dV8hPx+9UDl5+pPFYtG4BatU/anH5eriopi4eD31SBmN6PaR5g35VNfDwjV5CSNfkLM88JPy+PHjkqR9+/bJ3d1dNWvW1CuvvKK8efNq3759mZLgw2C2pP1X5ru/KNgS071XP81fuka3b9/W8iULUsStXL5YSxfOVf8vhipXDv0CbTHf7xw62xQnixT81QC917q7Cnj7pngoKckkszlJN65fVr8hk9V74ARtWb9a+3f/8lByd1T3K57eezmH37Zo1toEhdxKfuDn30zyyW+Qdz7Hq77C8VnMaRfNnO6asvigmMWLFskzf34tWrxY8xcsUPTt21q1cmWG5Jpd3PuX1L843/UZ96CYtq1byyCDOnbuokGDh6hSpUpydbFpma0cw2K5zzVrQ1HCZDJp8Ffj1KH1h/LxLvCwU8u2/uk5T4yP1aJJ3RV646Kath6Ukak5tH98XhNitWJqN4XfvKg3PhwiSfpuzgBVrfWeAgqXzbA8HZktffJf4uIT1HfCbF2+EaIBbZtJkl6qUlGDOraUh3se5XJz1YcN6+jn/YczNGcgq3ngt5ClS5dq8ODBmjhxYqrHDAaD5s+fn2GJPUx+fv46c+qEdTssNEQeHvmUO3cem2IOHdinYsVLyNvHV3ny5NGLL9XUrh3bJElGY6Imjh2pSxcvaMTYYAUE/F3Bzgm+WTRdB/f+KkmKi41RkWKlrI9FhIUor4dnivMsST5+ATp3+liquCuX/lDIzataNHu8JCkyIkxms1mJxkR92O5TObu46IUa9eTk5KT8BXz05NPP6+zJo6pSLfVftrKzOk+76pHiyb/w5XZLXuDzL/nzGhQbb1GiKeUxBb0NKujrpIOnk1LsT2IQBuzAz99fp06dsm6HhobKw8NDuXPntilm586date+vVxdXeXq6qpXatXS9u3b1bhJk0xthyPx8/PTyRTnMyz1OX9AzM2bN9X6o1bKly95FNzyFStU6M4UCiTz9/PTidNnrNshYeHK5+GhPHed4/s5dfacrt+4qamz5kmSwiNuyWw2y5hoVM8ujjMCNjNs/GaSfj+4RZKUEBejwCJlrI9FRdxQnryecsudeoHViNCrmje2o/wKldTH/efK1S399yUn2bJ6ok799td5jU5RgLgdcUO58+aXW67U5/VW2FUtmdBevoVK6YNP58nVLbciw6/rwun9Cr3+h3ZtnKe4mEglxN3WwnFt9V73GZnWpqwswKeAjp3907odEh4pz7zuypM75R9Dr4eG65Ovpqt4UICmftZFud2SRxFtO3BUHu55VLlCaUnJhREXB1q/EHgYHljIGDx4sCSpX79+qlChQqYklBGerFxFc76epqtXLqtQUGFtWPu9nqn2nM0x23/9Wbt2/qr2nbrLZDJqx68/68k762KMGvalzGazRoyZlOoX9pygafOP1bT5x5KkyFvh6tu5ma5fvajAQkW1ed0qVa76YqpjHq9UVYtnT0gVV6b845o4+3tr3MrFMxUddct615LKT7+g7VvXqlmJroqPi9Wx3/aq0f8+zJyGZiEb9hm1YV/ybUk88kg9/pdHvvkNCo20qNqjLjr+Z1KqYyySGr3gpj+vxSv8tkXPPeqia2FmRbImBuygcuXK+nrmTF25ckVBQUFau3atqj37rM0xpUqX1q/btumJJ56QyWTSnt27Vb58eXs0xWE8VbmyZn49y3o+f1y7Vs/emY5jS8yPa9cpNjZWHTu0V0REhNat36A+vT+1R1OyrCqVntC02fN0+eo1FS5UUN+v26jnqj5t07GPli+nZXP+vqPD3MXLFBl1m7uWpOHVpp31atPOkqToyDCN69tIodf/lG9gce3evEyPVK6Z6pjY6FuaPrSlnnqxkWo37pjZKTuEmm92Uc03kxfqjI4K09TP31DYjT/lE1Bc+39eqvJPpn1e5458X08+/6ZqNOxk3Z/fO1A9x/1q3T60fZV+37+Bu5bcpVrFCpqwcLUuXrupogX9tXLTr6peJeXdXiKjY/TxoAl6vXpVtWn6WorHbobf0qzV6zX9865ydXHR4rVbVPvZypnZhJzLwNS/rMKmcaEDBgxQYmKiGjRooAYNGqhgQcf6K4yXVwF17t5Lo4YNlMlkUmBgIXXt2UdnT59S8MTRGh88874xkvRh6/aaFjxOXTt8JMmgqs8+r9cbNtGJ48e0b88uFQoqrD49/16lueWHbVXpKdu+vGQn+b281bbrZ5o4oq9MJpP8A4PUrvsXkqTzZ07o6+ChGjZh4QPjHuSjTv20YOZYfdrxbZnNZj1XvY6eef6VjG5WlhYdJy3bmqAWr+aSs7MUFmnRki3J91ct7Oekt2q4adyKeF0Pt2jNr4lq9VouGQzJa2ks2sSiULAPLy8vde/eXcOGDk3ubwsWVM+ePXX69GlNnDBBwZMn3zdGktq2baupU6eqbZs2cnJy0pNPPqm33nrLzq3K2ry8vPRJ924aMmy4TCajCgYWVK+ePXT69BmNnzhBU4KD7xsjSW//7y19NXqMPm7fQRaLRe81b6ZyZRkyfrcCXvnVq2tHDRw+WiaTSYUCA9Tnk846deasRk+appkTR9s7xWzHI7+P3mo7RAsnJv+hyce/iN5uN1ySdPn8MX3z9WfqNmy1dm9eqluh13R8/yYd37/JenybvnOUN5+XnbLPujw8fdSw1TAtn9xVSUlGFfArojdbj5QkXfnjqL6b+5naf7lG+7cuVWTYNZ04uEknDv59Xlv2miN3D6ZIPYh3/nz6vN176jN+lowmkwoH+Gpghxb6/dwFDZm5WItH9NXKn37V9dBwbd1/WFvvmjYypX9nNX7leV25Gar3+45Uktmspx4po9aNuXsachaD5X6TtO7x559/6scff9T69evl5eWlN9544199cTxx7so/Pga2qVAqeaX5fadu2TeRbOzpcl6SpJ5TYx8ciP9kdPvk4as/upazcybZV31j8hSCc+fP2zmT7KtUyZKSpD/OnbVzJtlXiVLJw6qvnM7Zt+LOaEFlk/9SvGZf6hF/eDgaPZ08LWDJDkZKZpR3n09eFyzq4E92ziR786ycve+6FLc19W21s4s8Lze3dwr/iM1jY4oXL64PP/xQbdu2VUxMjGbOnJmReQEAAAAAAKRi09SSjRs36ocfftCRI0dUo0YNDRgwQJUrMw8LAAAAAABkLpsKGd9//70aNmyoMWPGyNXVNaNzAgAAAAAga2GxzyzDpndi0qRJKlCggL755hslJiZq3759GZ0XAAAAAABAKjYVMubNm6fx48dr7ty5iomJ0eeff65Zs2ZldG4AAAAAAAAp2FTIWL16tWbNmqU8efJYR2asXLkyo3MDAAAAAABIwaY1MpycnOTm5mbdzpUrl5ydnTMsKQAAAAAAshKLwWDvFHCHTYWMZ555RiNHjlRcXJw2bdqkZcuWqVq1ahmdGwAAAAAAQAo2TS359NNPVaxYMZUrV05r1qzRSy+9pN69e2d0bgAAAAAAACnYNCKjdevWmj17tt55552MzgcAAAAAAOC+bCpkxMfH69q1aypYsGBG5wMAAAAAQNZjsGlCAzKBTYWM8PBw1axZUz4+PsqVK5d1/+bNmzMsMQAAAAAAgHvZVMiYOnWqfvnlF+3evVvOzs566aWX9Oyzz2Z0bgAAAAAAACnYVMiYNm2aEhIS9L///U9ms1nffvutzpw5o/79+2d0fgAAAAAAAFY2FTIOHz6s9evXW7dr1qyp119/PcOSAgAAAAAgSzEY7J0B7rBptZKCBQvqwoUL1u3Q0FAFBARkWFIAAAAAAABpsWlEhslkUsOGDVWlShW5uLjowIED8vPzU4sWLSRJ8+fPz9AkAQAAAAAAJBsLGZ07d06x3apVqwxJBgAAAAAA4EFsKmQ888wzGZ0HAAAAAABAumwqZAAAAAAAkKM52bTEJDIB7wQAAAAAAHAYFDIAAAAAAIDDoJABAAAAAAAcBmtkAAAAAACQDovBYO8UcAcjMgAAAAAAgMOgkAEAAAAAABwGhQwAAAAAAOAwWCMDAAAAAID0GBgHkFXwTgAAAAAAAIdBIQMAAAAAADgMChkAAAAAAMBhsEYGAAAAAADpsLBGRpbBOwEAAAAAABwGhQwAAAAAAOAwKGQAAAAAAACHwRoZAAAAAACkx2Cwdwa4gxEZAAAAAADAYVDIAAAAAAAADoNCBgAAAAAAcBgUMgAAAAAAgMNgsU8AAAAAANJhMTAOIKvgnQAAAAAAAA6DQgYAAAAAAHAYFDIAAAAAAIDDYI0MAAAAAADSYzDYOwPcwYgMAAAAAADgMChkAAAAAAAAh0EhAwAAAAAAOAzWyAAAAAAAID0GxgFkFQaLxWKxdxIAAAAAAGRlt/evt3cKGSZflbr2TuEfoaQEAAAAAAAcRqZPLdl54nZmv2SO8VyFfJKk0+cu2jmT7KtsqaKSpP2nIuycSfZWpVwBSdK58+ftnEn2VapkSUnSj67l7JxJ9lXfeEqSdKXr23bOJPsKmrBMkvTptDg7Z5K9jWqXR5IUeXCTnTPJvvJXriVJOn/unJ0zyb5KliolSbo9oYedM8ne8nUdY+8UkEOwRgYAAAAAAOmwGAz2TgF3MLUEAAAAAAA4DAoZAAAAAADAYVDIAAAAAAAANvn+++/12muvqXbt2lq0aFGqxzdt2qSGDRvqjTfeUIcOHRQZGSlJWrNmjV544QU1bNhQDRs21Lhx4/51DqyRAQAAAAAA0nXjxg2NGzdOq1atkpubm9555x1VrVpVpUuXliRFR0dr4MCBWrlypQICAjRhwgRNmjRJAwYM0NGjR9WnTx+9/vrr/zkPRmQAAAAAAJAeg1P2/bHRzp07Va1aNXl5ecnd3V116tTR+vXrrY8bjUYNHDhQAQEBkqRy5crp2rVrkqSjR49qzZo1euONN9SzZ0/rSI1/g0IGAAAAAAA5WFRUlC5fvpzqJyoqKkXczZs35efnZ9329/fXjRs3rNsFChRQrVrJt5SOj4/XjBkzrNt+fn7q3Lmzvv32WxUsWFCDBg361/kytQQAAAAAgBxs3rx5Cg4OTrW/U6dO6ty5s3XbYrGkijGkcVva27dvq0OHDipfvrzefPNNSdLkyZOtj7du3dpa4Pg3KGQAAAAAAJCDtWzZ0lpwuJunp2eK7YCAAO3fv9+6ffPmTfn7+6eIuXnzpj766CNVq1ZN/fr1k5Rc2Fi5cqU++OADSckFEReXf1+OoJABAAAAAEA6LEo98iC7yO/pmapokZbnnntOkyZNUnh4uPLkyaONGzdq8ODB1seTkpLUrl071atXTx06dLDud3d319dff61KlSrpiSee0MKFC1W7du1/nS+FDAAAAAAAkK6AgAB1795dLVq0kNFoVNOmTVWxYkW1adNGXbp00fXr1/X7778rKSlJGzZskCQ99thjGjp0qMaPH6+BAwcqPj5exYsX16hRo/51HhQyAAAAAACATRo0aKAGDRqk2Ddz5kxJ0uOPP66TJ0+meVyVKlW0evXqh5IDdy0BAAAAAAAOgxEZAAAAAACkw2JgHEBWwTsBAAAAAAAcBoUMAAAAAADgMChkAAAAAAAAh8EaGQAAAAAApIc1MrIM3gkAAAAAAOAwKGQAAAAAAACHQSEDAAAAAAA4DAoZAAAAAADAYbDYJwAAAAAA6bAYDPZOAXf8oxEZkZGRGZUHAAAAAABAumwqZJw4cUJ169ZVw4YNdePGDdWuXVvHjx/P6NwAAAAAAABSsKmQMWTIEE2ePFleXl4KCAjQwIED9cUXX2R0bgAAAAAAACnYVMiIi4tTqVKlrNvPP/+8EhMTMywpAAAAAACyEovBKdv+OBqbMvby8tLJkydluLO4yXfffaf8+fNnaGIAAAAAAAD3sumuJQMHDlTv3r115swZValSRcWKFdPo0aMzOjcAAAAAAIAUbCpkJCQkaMmSJYqNjZXZbJaHh4d+++23DE4NAAAAAAAgpQcWMg4cOCCz2awBAwZo6NChslgskiSTyaSBAwdqw4YNmZIkAAAAAAB2dWepBdjfAwsZO3fu1N69e3Xz5k1NmDDh74NcXPT2229neHIAAAAAAAB3e2Aho3PnzpKkNWvWqFGjRpmRDwAAAAAAwH3ZtEZGxYoVNWTIEMXGxspischsNuvy5ctatGhRRucHAAAAAABgZdPtV7t37y5PT0+dOHFCFSpUUFhYmMqUKZPRuQEAAAAAkCVYDE7Z9sfR2DQiw2w2q0uXLjKZTHrkkUf0zjvv6J133sno3AAAAAAAAFKwqfSSJ08eJSYmqnjx4jp+/Ljc3NyUkJCQ0bkBAAAAAACkYFMh44033lC7du1Uo0YNLVy4UK1bt1ZAQEBG5wYAAAAAAJCCTVNLqlSpokaNGsnDw0MLFizQ0aNH9fzzz2d0bgAAAAAAACnYVMjo3r271q1bJ0kKDAxUYGBghiYFAAAAAEBWYpHB3ingDpsKGaVLl1ZwcLCeeOIJ5c6d27r/6aefzrDEAAAAAAAA7mVTIePWrVvas2eP9uzZY91nMBg0f/78DEsMAAAAAADgXjYVMhYsWJDReQAAAAAAAKTLpruWpGXZsmUPMw8AAAAAALIsi8Ep2/44GpsyTkpKSrXvxo0bDz0ZAAAAAACAB7GpkNG0adNU+7p06fLQkwEAAAAAAHgQmwoZPj4+2r9/vxITEzM6HwAAAAAAgPuyabHPY8eO6b333kuxz2Aw6MSJExmSVEY5vH+7vlkQLJMxUYWLl1GrTp8pj7uHzXGTR36qG9cuW+NCb15RuUcrq2v/cTp/5riWzBqjhPh4mc1Jeq1xSz1X47XMbJ7d7du7R/PnzpLRaFTxEiXUpVsPubvntTmm+TtN5ePrY41t3OR/qvHyK/rzjz/Uq0cXFSxUyPrYp30GqHDhIpnTsCzm0L4dWjZ/ikwmo4oUK602XfqnOs8PiouNidaMSUN17fIFmS1mVa/5mho0aSFJir4dqXkzxujKxT+VmJighv/7QC++XC+zm2h3e/fu1dw5c2Q0GlWiRAl169ZN7nnz2hSTlJSkqVOm6OjRo5KSb1P9UevWMhj+vu/4xg0btHPnTg388stMbZejqzhruKKPndH5cbPtnYpDyvVIJeVv8K7k7CrT1YuKWDJNloQ46+N5nq4ujxr1rdtOedzl7OWt6190kDk+Vl5NP5Jb0VKSwaDEC2d165tZktFoj6Y4jPJFnVSvqqtcnKVrYRat+DlRCWmcstefddHjJZ0Vl5C8HXLLrEWbOLdp2X7wmKYs/VaJJpNKFw3SgLbN5eGeJ0XMul/3asEPm2QwSLnd3NSj5Vt6pFSxFDFj53+jS9dDNO7T9pmZfpa1d+9ezZk7N8VnWl53d5tikpKSNGXq1BSfe60/+ijF597169fVuUsXDR0yRGXLls3UtmVVzsUrKNfzr8ng7KKk0GuK37RMSkxIEZPrxQZyKfOELPGxkiRzRIji1yXfhMGt6qtyKfukZDbLfPOy4rd8IyWZMrsZOc9d1zXsy6ZCxu7duzM6jwwXFRmhWZO+VL/hsxRYqKiWz5uoFfOD1aJdH5vjOvYeZY07f+a4pozqrffa9pbFYtHkkZ+qVefP9egTVRUeekMDe7ynkmUfU2ChopndVLuIjLylCeNGa9TocSoUVFhzZ8/U3Dmz1KFjF5tiLl++JA8PD00Mnp7quU+cOK6XatRUpy7dM7NJWVJUZIRmTByiL0ZOV2CholoyN1jL5k3Wh+0/tTluxaLp8vHxV7c+wxUfH6fend5V+UcrqUz5xzV9wmAVKlxcHXsMUljoTfXp3FyPPP6UfHz97dTizBd565bGjR2r0WPGKCgoSLNnzdKcOXPUsVMnm2K2bNmiy1euaMrUqbJYLOrxySfavn27XnzxRd2+fVtz587Vls2bVfGJJ+zYSsfiUb6kHp34hQpUfUKnj52xdzoOySlvPhVo1l4hEz5XUsh1eTZoJs83milyxSxrTNy+bYrbt+3OAc7y6zJQtzd9K/PtSOV77W0ZnJx1c1RyX1Pg/c7KV6uRbq9bYY/mOIS8uaX/veymKWsSFBppUb2qLqpXzVVrfk1doCgW4KzFm4y6cMNsh0wdR0TUbQ2evkAzB/ZQ0YL+mrR4jSYv+Va9P3rHGnPh6g1NXLxaC4b1kW+B/Npx6Jh6j5up74OHWGN+2nVA67fv06Oli9uhFVnPrchIjR03TmNGj1ZQUJBmzZ6tOXPmqFPHjjbFbNmyRVcuX9bUKVNksVj0SY8e1s89SUpMTNRXX30lk4lfsv9iyJNXuWu/rdgVwbLcCpXb8/WV6/n6Sti6KkWcc8Hiilu3UOZrf6bcH1RKLmUrKXbxGCnJpNz1P5DrEy/IePDnzGsEYGc2TS0JCwvT3LlzNXnyZAUHB2vixIn69NNP0z8wCzn+226VKP2ItbBQs25T7d62ThaL5R/HmYxGzZowUO9+1EM+foEyGRPV8O02evSJqpIkb98A5cvnpYiwm5nUOvs7dPCAypQtq0JBhSVJ9eo30C9bN6c4bw+KOfn7cTk5O6lfn57q3KGtlixeYF1k9uSJ33Xp0kV90q2TPunWSTt3/Jr5Dcwijh7ao5JlKlivz1r1GmvHLxtSXccPimvR5hM1a9VZknQrPFQmo1F53D0UfTtSR3/bp8bvtpYk+fj6a9DoWfLI55mJLbS/gwcPqmzZsgoKCpIk1X/9dW3dujXFOX5QjNlsVnx8vIxGo4xGo0wmk9xcXSVJ27Ztk7e3t1q3bp35DXNgxdo31+V5q3T1m3X2TsVh5Sr/hIwXzykp5LokKWbHT3J/6oX7xuer1VBJ0ZGK3blJkpR47oRub1wlWSySxSLj5T/l4u2XKbk7qrJFnHXpplmhkcl9x+7fk1SptHOqOGcnqZCvQdWfcFG3prn0/qtu8vLgL35p2XPkhB4pWUxFCyYX15vUflHrd+xL0T+7urqof5vm8i2QX5JUoWQxhd2KkvHOL9F/XLmuBd9v0keNc95ow/u59zPt9fr10/3cuzsmrc89Vzc367GTp0xRrdq15emZs75PPIhz0XIy37gky61QSZLxyE65lqt8T5CznPyC5Fb5Jbk366Hc9VvKkM8r+TEnJxlcXCQXV8nJOfnfjMZADmPTiIxOnTqpaNGi+u2331SrVi3t2LFD5cuXz+jcHqrw0Bvy9g2wbhfw9VdcbIzi42JSTC+xJW7bpm/l5e2np6q9LElydcul6rUbWY/5ecMqxcfHqlTZxzK4VVlHSEiIfH3//lLr6+un2NhYxcXFWqc9PCgmyWzWk5WeUquP2ighIVGDvkieBtGwUWPlyp1bL9WoqdfqN9ClixfUr09P+fsHqHSZnDc0MSz0Zorr0/vO9Xn3ebYlztnZRVPGfKG9O7eqSrWXVCioqP44d1JeBXy0ds1iHT6wSyaTUfUbNVfBoJwxqugvIaGh8vW7+zr1Tb5OY2Ot00seFFOrVi1t//VXtXj/fSUlJalS5cqqWq2aJKl+/eRh+z/99FMmtsjxHe86WJLkU7OanTNxXM4FfJR0K8y6nXQrTE553GXIlSfF9BIpefSGx8v1dfOrv0csJpw6ctdz+cqjRj3dWjYz4xN3YPnzGhQZ/fcvgpHRFuXJZVAuV6WYXuKZ16BzV81av8eokEiLXnrCRS3rumnCNwlpPGvOdiPslvx9Cli3/b29FBMXr5i4eOv0kkJ+PirklzxN1WKxaPyClar+1ONydXFRbHy8vpg8T1+0f18nzl+wSxuyotCQEPn5+lq3//pMi42Ls04veVBMrVq19Ov27Xq/RQslJSWpcqVKqlY1+Y9769evV5LJpHp162rp0qWZ27AszCmfl8zRt6zbluhIGXLlkdxyWaeXGPLmV9Lls0rYsVaWWyFyrVxDeV5vpdglY5V06YxMF0/Lo9VnkjlJ5oibMh7dZafWAPZh04iMiIgIjRw5UjVr1tSrr76qBQsW6MwZxxreazGnPVzTycn5H8dt/H6xGrzVKs24H1fO1Zql09W1/zi55cr9L7N1PBbL/c6bk00xdeq+po/bdZSrq5s8PDzU8M2m2rVzuySpQ8cueq1+A0lSkaLF9MKLL2nPnpzZWd//+nT6x3EdenypaQvXKzo6SquWzZbJZFLIjavK455XA0fNVKeeg7Vw1nj9cfbkw2uAA7jvuXN2tilm8aJF8syfX4sWL9b8BQsUffu2Vq1cmSG5Aja735zeNPpl9+deUdzR/UoKD0n1mGvhEvLt+qWif92g+OMHH3aW2cr9Trk55QA6Rdy2aPbaRIXcGbnxy2GTfDwNKpCPURn3Mt/ne4Sz0//Zu/MwG+v/j+OvM2f2GWPMZox9V5QlslSkDYnQLmlPdoWEkNAQskTSYpf1i1JIthBZkiyNXYlhzL5vZ875/TE1OmaMUz9nzpzxfFzXua657/M5c173cZw5530+n/ed/+1sekamhk77QuejojX8tWclSWNnL9aTbVqpesWwfONvZuarZnX+7Z+Pa2FjFn/5pUr7+enLxYu1cMECJaek6H+rVunUqVNat26d+vxjaSb+YsMLhCUpTulffS5LQu5rcfaBbXIpHSiDX4Bcb71TLn4BSvl8tFI+f1fmpDh53NOxKJLf9CxyKbEXZ2NT4tKlc6fnVa1aVceOHVOpUqWcYp3b6i8/0cgBXTVyQFdt3/SVEuJj8q6Lj42Wj6+fPDytG0QFBIcWOu6PM8dkzslR7Xp3WN0uOztLn0wepj07vtM74+eqUtWba7ZAcHCI4uPj8rZjY2Lk61tKnv94fAsbs2Xz9zp79sw/fqNFrq6uysnJ0bKli5WWlnblGotFrkabJhOVCCsXf6qh/Z/T0P7Paev3Xysh7srzM+6v56fnVc/jwOCy1xx36MBPio/N/aPo6eWt5i0f1O+nj6nMX9PEW97/iCQpNKyiat1SX6dPHLX3IRYrwSEhio+78jyNiYmRr6+vPD09bRqza9cuPfTQQ3Jzc5OPj4/uf+AB/XrokABHyomPkYuff962sXSAzKkpsmTl/9bfu2ELpe3Zlm+/V8MWCur1jpLWfqmU79fYL6wTe6hx7vKQAY976M5bjCrlfeXDip+PQWkZFmVf9fYpNMCgRjWtv1QxSDJfXfGAQgMDFJuQmLcdHZcgPx9veXl6WI27FBOnl0dNltHFRR+P6K9SPt6Kio3XwWOntWT9Fj379vuaveJbHTx2SgMmzCzqwyh2QoKDFRcfn7dd0N+9wsZc/Xfvgfvv16Fff9WmzZuVlpamgYMGqXefPoqLi9MHEyeWiN57/1/mpHgZvK8stTH4ls5t6Gm6coZIl6Bycq1j/Xkj98UhR241blP28QNSdqaUk6Pswz/JWKF6EaUHigebChnNmjVTv379dNddd2nOnDkaOXKkPDw8rn9DB+vc9XW9N/VLvTf1S70zYa7OHD+iS5HnJElbv/ufGt7ZKt9t6jVoVui440cOqM5tja06MUvSxx8MUXpaqoaPn6Ogsjdfpb9hozt0/FiEIi/kntVl/bpv1LRZc5vHnPvjdy1eOF85OTnKzMzUN2u/0j0t75XRaNTen37Sdxu+lSRdjorSrh93qsVd117bXdI8/uxrCp+2UOHTFmr0xM916h/Pz83rV+uOpvfku81tDZtec9xPOzdr1dIvZLFYlJ2dpT07N6vu7Y0VEhqmKtVra8eW3Mc6MT5WJ48dVtWatxTRkRYPjRo10rFjx3ThwgVJ0rp169SseXObx1SvUUM7tuc2TDSZTNrz009OtxQPJU/msUNyr1JTxuBQSZLPXQ8q/cj+fOMMXj4yBpVV1tkTVvs96zdV6cdeUMyscUr/+cciyeyMNu43aerKTE1dmakZqzJVqayLgkrnvl9odqtRR3/PyXcbi0XqeLdb3gyM5nWNuhhnVmJqkUZ3Ck1vv0VHTv6ucxdze5Ct2rRTLRvfbjUmMSVVPd6bqtZN6mtcv5fk+VevhrKBZbRu1vtaPH6YFo8fph5PtFeDOjU0dUjvfPdzsynob1rzZs1sHlOjenVt35Hbv8xkMumnPXtUp04dvd6jhz7//HPNnDFDM2fMUEBAgN4aPFjNmrFMMOfcCRnLVZbBP3e5jtttzWU6c8R6kMUiz1adZPALyB1zewuZYy7KkpKonMvn5Vb9NsmQ+1HOtcZtyrl0rkiPAXA0g+XqLoHXcO7cOVWqVElHjhzR/v371a5dO5UtW/b6N7zKrojkf32bG+XX/Tv1v0UzZTJlKyS0gl7pP1q+pUrr7KnfNHfGWL039ctCx0nSwtkTVLpMoDo+eaVZ38mIg3p/6CsKDaskN/cr1esnnu+r2xpafwCypxa3lJIknTjtmBey/fv2aP68OTKZshUaGqY3B72lSxcv6qPpH+adjaSgMaVK+SkjI0OzZ83Q8WMRMuWYdPfdLfXc8y/JYDAoMvKCPp4xTQnx8TKbzXqm63O6p9W9DjnGWtVz+0XsPx5/nZH2c3D/rrzTqoaEVlDPN0bKt1RpnTkZoc9mvK/waQsLHZeakqw5sybo/B9nJINBjZu21GNdX5WLi4tioi9p3icTdflSpCwWs9p2fFr3t+1c5MfYuHbuGujTZ85cZ6R97Nu7V/PmzZPJZFJouXIaNGiQLl68qOnTpmnGzJnXHFOqVCklJSVp1qxZOn3qlFxcXNSgQQO98uqrcnW9Movo+++/186dOzXagadfrV6tmiTpW7faDsvwbznb6VfbZx+XJF3o/5SDk+TyuLWBSj/SVTK6Kif2kuIWzZRrYFn5P91D0ROHSJLcKlVXQPd+ihrb3+q2Zd+ZKoOXj3ISrsxEyjp7XIkrHftvUX7aMknSW5+kX2ekY9Sp5KK2d7rJaJTikixauiVL6ZlShWCDHm/lrql/9cFoWNOo1g1dZTBIiakWrdyWrYSU4jMj44PXc2f9JR7Y5OAk0o+/HNHMpV/LZDKpfNlgvduruy5ExWjcZ4u1ePwwzVm9QZ+u+EbVK1l/qTRzeD/5l7rSE+2bH3Zr856Dxeb0q6UbPSBJOnP6tEPuf+++fXl/08qFhub93Zs2fbpmzphxzTH//Lt36vTpvL97r77yitXfPUl6/oUXNHzYMIedfrVa9dwZC8nTBjrk/q9mrFJHHi3aS0ajLImxSv/uS7mUDpTnA08q7csPJUmutRvJvfF9kouLLCmJyti0TJbkBMnoKo+WHeVasZYsOSaZYyKVsXWVlJXh2IOSVKr/ZEdHsKvLv+X/EqCkCLm1saMj/Cs2FTI6duyoRx99VI888sh/Kl78kyMLGSWdowsZN4PiUMi4GTi6kHEzcMZChrMpboWMkqi4FzJ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",
      "text/plain": [
       "<Figure size 1440x1440 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "corr_matrix = data.corr(method='spearman')\n",
    "\n",
    "fig, ax = plt.subplots(figsize=(20,20)) \n",
    "sns.heatmap(corr_matrix.astype(np.float64),annot=True,linewidths=.3,cmap='coolwarm',ax=ax)"
   ]
  }
 ],
 "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
}