EDA.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Análisis exploratorio hotel booking demand"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 80,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "from matplotlib import pyplot as plt \n",
    "import seaborn as sns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "datos = pd.read_csv('Antonio_2019_Kaggle_hotel_bookings.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "hotel                        object\n",
       "is_canceled                   int64\n",
       "lead_time                     int64\n",
       "arrival_date_year             int64\n",
       "arrival_date_month           object\n",
       "arrival_date_week_number      int64\n",
       "arrival_date_day_of_month     int64\n",
       "stays_in_weekend_nights       int64\n",
       "stays_in_week_nights          int64\n",
       "adults                        int64\n",
       "dtype: object"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "datos.dtypes.head(10)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Muchas columnas estan en formato object, tranformamos estás columnas a formato category"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "def to_category(df,col):\n",
    "    return df[col].astype('category')\n",
    "    "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "columns_object = (datos.select_dtypes(include = 'object')).columns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "for col in columns_object:\n",
    "    datos[col] = to_category(datos,col)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "children         4\n",
       "country        488\n",
       "agent        16340\n",
       "company     112593\n",
       "dtype: int64"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "na_number = datos.isna().sum()\n",
    "na_number[na_number > 0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 195,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "hotel                        category\n",
       "is_canceled                     int64\n",
       "lead_time                       int64\n",
       "arrival_date_year               int64\n",
       "arrival_date_month           category\n",
       "arrival_date_week_number        int64\n",
       "arrival_date_day_of_month       int64\n",
       "stays_in_weekend_nights         int64\n",
       "stays_in_week_nights            int64\n",
       "adults                          int64\n",
       "dtype: object"
      ]
     },
     "execution_count": 195,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "datos.dtypes.head(10)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Análisis variables categóricas"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 196,
   "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>count</th>\n",
       "      <th>unique</th>\n",
       "      <th>top</th>\n",
       "      <th>freq</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>hotel</th>\n",
       "      <td>119390</td>\n",
       "      <td>2</td>\n",
       "      <td>City Hotel</td>\n",
       "      <td>79330</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>arrival_date_month</th>\n",
       "      <td>119390</td>\n",
       "      <td>12</td>\n",
       "      <td>August</td>\n",
       "      <td>13877</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>meal</th>\n",
       "      <td>119390</td>\n",
       "      <td>5</td>\n",
       "      <td>BB</td>\n",
       "      <td>92310</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>country</th>\n",
       "      <td>118902</td>\n",
       "      <td>177</td>\n",
       "      <td>PRT</td>\n",
       "      <td>48590</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>market_segment</th>\n",
       "      <td>119390</td>\n",
       "      <td>8</td>\n",
       "      <td>Online TA</td>\n",
       "      <td>56477</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>distribution_channel</th>\n",
       "      <td>119390</td>\n",
       "      <td>5</td>\n",
       "      <td>TA/TO</td>\n",
       "      <td>97870</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>reserved_room_type</th>\n",
       "      <td>119390</td>\n",
       "      <td>10</td>\n",
       "      <td>A</td>\n",
       "      <td>85994</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>assigned_room_type</th>\n",
       "      <td>119390</td>\n",
       "      <td>12</td>\n",
       "      <td>A</td>\n",
       "      <td>74053</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>deposit_type</th>\n",
       "      <td>119390</td>\n",
       "      <td>3</td>\n",
       "      <td>No Deposit</td>\n",
       "      <td>104641</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>customer_type</th>\n",
       "      <td>119390</td>\n",
       "      <td>4</td>\n",
       "      <td>Transient</td>\n",
       "      <td>89613</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>reservation_status</th>\n",
       "      <td>119390</td>\n",
       "      <td>3</td>\n",
       "      <td>Check-Out</td>\n",
       "      <td>75166</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>reservation_status_date</th>\n",
       "      <td>119390</td>\n",
       "      <td>926</td>\n",
       "      <td>2015-10-21</td>\n",
       "      <td>1461</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                          count unique         top    freq\n",
       "hotel                    119390      2  City Hotel   79330\n",
       "arrival_date_month       119390     12      August   13877\n",
       "meal                     119390      5          BB   92310\n",
       "country                  118902    177         PRT   48590\n",
       "market_segment           119390      8   Online TA   56477\n",
       "distribution_channel     119390      5       TA/TO   97870\n",
       "reserved_room_type       119390     10           A   85994\n",
       "assigned_room_type       119390     12           A   74053\n",
       "deposit_type             119390      3  No Deposit  104641\n",
       "customer_type            119390      4   Transient   89613\n",
       "reservation_status       119390      3   Check-Out   75166\n",
       "reservation_status_date  119390    926  2015-10-21    1461"
      ]
     },
     "execution_count": 196,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "datos_categoricos = datos.select_dtypes(include ='category')\n",
    "datos_categoricos.describe().T"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 156,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['hotel', 'arrival_date_month', 'meal', 'country', 'market_segment',\n",
       "       'distribution_channel', 'reserved_room_type', 'assigned_room_type',\n",
       "       'deposit_type', 'customer_type', 'reservation_status',\n",
       "       'reservation_status_date'],\n",
       "      dtype='object')"
      ]
     },
     "execution_count": 156,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "datos_categoricos.columns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 176,
   "metadata": {},
   "outputs": [],
   "source": [
    "grupo_1 = ['arrival_date_month', 'meal','market_segment',\n",
    "       'distribution_channel', 'reserved_room_type','assigned_room_type',\n",
    "        'customer_type','reservation_status','deposit_type']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 178,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x1000 with 9 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, axes = plt.subplots(3,3, figsize = (10,10))\n",
    "\n",
    "\n",
    "axes = axes.flatten()\n",
    "\n",
    "\n",
    "for i, col in enumerate(grupo_1):\n",
    "    axes[i].hist(datos_categoricos[col], bins = len(datos_categoricos[col].unique()), alpha = 0.5, color = \"blue\")\n",
    "    axes[i].set_title(f'Histogram of {col}')\n",
    "    axes[i].tick_params(axis='x', labelsize=9, rotation=45) \n",
    "    \n",
    "    \n",
    "\n",
    "plt.tight_layout()\n",
    "\n",
    "\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Seria interesante ver los resultados desagregados por tipo de hotel"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Análisis variables numéricas (Categoricas igualmente)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 183,
   "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>count</th>\n",
       "      <th>mean</th>\n",
       "      <th>std</th>\n",
       "      <th>min</th>\n",
       "      <th>25%</th>\n",
       "      <th>50%</th>\n",
       "      <th>75%</th>\n",
       "      <th>max</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>is_canceled</th>\n",
       "      <td>119390.0</td>\n",
       "      <td>0.370416</td>\n",
       "      <td>0.482918</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>lead_time</th>\n",
       "      <td>119390.0</td>\n",
       "      <td>104.011416</td>\n",
       "      <td>106.863097</td>\n",
       "      <td>0.00</td>\n",
       "      <td>18.00</td>\n",
       "      <td>69.000</td>\n",
       "      <td>160.0</td>\n",
       "      <td>737.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>arrival_date_year</th>\n",
       "      <td>119390.0</td>\n",
       "      <td>2016.156554</td>\n",
       "      <td>0.707476</td>\n",
       "      <td>2015.00</td>\n",
       "      <td>2016.00</td>\n",
       "      <td>2016.000</td>\n",
       "      <td>2017.0</td>\n",
       "      <td>2017.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>arrival_date_week_number</th>\n",
       "      <td>119390.0</td>\n",
       "      <td>27.165173</td>\n",
       "      <td>13.605138</td>\n",
       "      <td>1.00</td>\n",
       "      <td>16.00</td>\n",
       "      <td>28.000</td>\n",
       "      <td>38.0</td>\n",
       "      <td>53.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>arrival_date_day_of_month</th>\n",
       "      <td>119390.0</td>\n",
       "      <td>15.798241</td>\n",
       "      <td>8.780829</td>\n",
       "      <td>1.00</td>\n",
       "      <td>8.00</td>\n",
       "      <td>16.000</td>\n",
       "      <td>23.0</td>\n",
       "      <td>31.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>stays_in_weekend_nights</th>\n",
       "      <td>119390.0</td>\n",
       "      <td>0.927599</td>\n",
       "      <td>0.998613</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>1.000</td>\n",
       "      <td>2.0</td>\n",
       "      <td>19.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>stays_in_week_nights</th>\n",
       "      <td>119390.0</td>\n",
       "      <td>2.500302</td>\n",
       "      <td>1.908286</td>\n",
       "      <td>0.00</td>\n",
       "      <td>1.00</td>\n",
       "      <td>2.000</td>\n",
       "      <td>3.0</td>\n",
       "      <td>50.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>adults</th>\n",
       "      <td>119390.0</td>\n",
       "      <td>1.856403</td>\n",
       "      <td>0.579261</td>\n",
       "      <td>0.00</td>\n",
       "      <td>2.00</td>\n",
       "      <td>2.000</td>\n",
       "      <td>2.0</td>\n",
       "      <td>55.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>children</th>\n",
       "      <td>119386.0</td>\n",
       "      <td>0.103890</td>\n",
       "      <td>0.398561</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>10.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>babies</th>\n",
       "      <td>119390.0</td>\n",
       "      <td>0.007949</td>\n",
       "      <td>0.097436</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>10.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>is_repeated_guest</th>\n",
       "      <td>119390.0</td>\n",
       "      <td>0.031912</td>\n",
       "      <td>0.175767</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>previous_cancellations</th>\n",
       "      <td>119390.0</td>\n",
       "      <td>0.087118</td>\n",
       "      <td>0.844336</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>26.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>previous_bookings_not_canceled</th>\n",
       "      <td>119390.0</td>\n",
       "      <td>0.137097</td>\n",
       "      <td>1.497437</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>72.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>booking_changes</th>\n",
       "      <td>119390.0</td>\n",
       "      <td>0.221124</td>\n",
       "      <td>0.652306</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>21.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>agent</th>\n",
       "      <td>103050.0</td>\n",
       "      <td>86.693382</td>\n",
       "      <td>110.774548</td>\n",
       "      <td>1.00</td>\n",
       "      <td>9.00</td>\n",
       "      <td>14.000</td>\n",
       "      <td>229.0</td>\n",
       "      <td>535.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>company</th>\n",
       "      <td>6797.0</td>\n",
       "      <td>189.266735</td>\n",
       "      <td>131.655015</td>\n",
       "      <td>6.00</td>\n",
       "      <td>62.00</td>\n",
       "      <td>179.000</td>\n",
       "      <td>270.0</td>\n",
       "      <td>543.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>days_in_waiting_list</th>\n",
       "      <td>119390.0</td>\n",
       "      <td>2.321149</td>\n",
       "      <td>17.594721</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>391.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>adr</th>\n",
       "      <td>119390.0</td>\n",
       "      <td>101.831122</td>\n",
       "      <td>50.535790</td>\n",
       "      <td>-6.38</td>\n",
       "      <td>69.29</td>\n",
       "      <td>94.575</td>\n",
       "      <td>126.0</td>\n",
       "      <td>5400.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>required_car_parking_spaces</th>\n",
       "      <td>119390.0</td>\n",
       "      <td>0.062518</td>\n",
       "      <td>0.245291</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>8.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>total_of_special_requests</th>\n",
       "      <td>119390.0</td>\n",
       "      <td>0.571363</td>\n",
       "      <td>0.792798</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000</td>\n",
       "      <td>1.0</td>\n",
       "      <td>5.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                   count         mean         std      min  \\\n",
       "is_canceled                     119390.0     0.370416    0.482918     0.00   \n",
       "lead_time                       119390.0   104.011416  106.863097     0.00   \n",
       "arrival_date_year               119390.0  2016.156554    0.707476  2015.00   \n",
       "arrival_date_week_number        119390.0    27.165173   13.605138     1.00   \n",
       "arrival_date_day_of_month       119390.0    15.798241    8.780829     1.00   \n",
       "stays_in_weekend_nights         119390.0     0.927599    0.998613     0.00   \n",
       "stays_in_week_nights            119390.0     2.500302    1.908286     0.00   \n",
       "adults                          119390.0     1.856403    0.579261     0.00   \n",
       "children                        119386.0     0.103890    0.398561     0.00   \n",
       "babies                          119390.0     0.007949    0.097436     0.00   \n",
       "is_repeated_guest               119390.0     0.031912    0.175767     0.00   \n",
       "previous_cancellations          119390.0     0.087118    0.844336     0.00   \n",
       "previous_bookings_not_canceled  119390.0     0.137097    1.497437     0.00   \n",
       "booking_changes                 119390.0     0.221124    0.652306     0.00   \n",
       "agent                           103050.0    86.693382  110.774548     1.00   \n",
       "company                           6797.0   189.266735  131.655015     6.00   \n",
       "days_in_waiting_list            119390.0     2.321149   17.594721     0.00   \n",
       "adr                             119390.0   101.831122   50.535790    -6.38   \n",
       "required_car_parking_spaces     119390.0     0.062518    0.245291     0.00   \n",
       "total_of_special_requests       119390.0     0.571363    0.792798     0.00   \n",
       "\n",
       "                                    25%       50%     75%     max  \n",
       "is_canceled                        0.00     0.000     1.0     1.0  \n",
       "lead_time                         18.00    69.000   160.0   737.0  \n",
       "arrival_date_year               2016.00  2016.000  2017.0  2017.0  \n",
       "arrival_date_week_number          16.00    28.000    38.0    53.0  \n",
       "arrival_date_day_of_month          8.00    16.000    23.0    31.0  \n",
       "stays_in_weekend_nights            0.00     1.000     2.0    19.0  \n",
       "stays_in_week_nights               1.00     2.000     3.0    50.0  \n",
       "adults                             2.00     2.000     2.0    55.0  \n",
       "children                           0.00     0.000     0.0    10.0  \n",
       "babies                             0.00     0.000     0.0    10.0  \n",
       "is_repeated_guest                  0.00     0.000     0.0     1.0  \n",
       "previous_cancellations             0.00     0.000     0.0    26.0  \n",
       "previous_bookings_not_canceled     0.00     0.000     0.0    72.0  \n",
       "booking_changes                    0.00     0.000     0.0    21.0  \n",
       "agent                              9.00    14.000   229.0   535.0  \n",
       "company                           62.00   179.000   270.0   543.0  \n",
       "days_in_waiting_list               0.00     0.000     0.0   391.0  \n",
       "adr                               69.29    94.575   126.0  5400.0  \n",
       "required_car_parking_spaces        0.00     0.000     0.0     8.0  \n",
       "total_of_special_requests          0.00     0.000     1.0     5.0  "
      ]
     },
     "execution_count": 183,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "datos_numericos = datos.select_dtypes(exclude = ['category'])\n",
    "datos_numericos.describe().T"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 184,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['is_canceled', 'lead_time', 'arrival_date_year',\n",
       "       'arrival_date_week_number', 'arrival_date_day_of_month',\n",
       "       'stays_in_weekend_nights', 'stays_in_week_nights', 'adults', 'children',\n",
       "       'babies', 'is_repeated_guest', 'previous_cancellations',\n",
       "       'previous_bookings_not_canceled', 'booking_changes', 'agent', 'company',\n",
       "       'days_in_waiting_list', 'adr', 'required_car_parking_spaces',\n",
       "       'total_of_special_requests'],\n",
       "      dtype='object')"
      ]
     },
     "execution_count": 184,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "datos_numericos.columns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 188,
   "metadata": {},
   "outputs": [],
   "source": [
    "grupo_3 = ['is_canceled', 'lead_time', 'arrival_date_year',\n",
    "       'arrival_date_week_number', 'arrival_date_day_of_month',\n",
    "       'stays_in_weekend_nights', 'stays_in_week_nights', 'adults', 'children'\n",
    "       ]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 200,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x1000 with 9 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, axes = plt.subplots(3,3, figsize = (10,10))\n",
    "\n",
    "\n",
    "axes = axes.flatten()\n",
    "\n",
    "\n",
    "for i, col in enumerate(grupo_3):\n",
    "    axes[i].hist(datos_numericos[col], bins = 10, alpha = 0.5, color = \"blue\")\n",
    "    axes[i].set_title(f'Histogram of {col}')\n",
    "    axes[i].tick_params(axis='x', labelsize=9, rotation=45) \n",
    "    \n",
    "    \n",
    "\n",
    "plt.tight_layout()\n",
    "\n",
    "\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 193,
   "metadata": {},
   "outputs": [],
   "source": [
    "grupo_4 = ['babies', 'is_repeated_guest', 'previous_cancellations',\n",
    "       'previous_bookings_not_canceled', 'booking_changes', 'agent', 'company',\n",
    "       'days_in_waiting_list','required_car_parking_spaces']\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 202,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x1000 with 9 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, axes = plt.subplots(3,3, figsize = (10,10))\n",
    "\n",
    "\n",
    "axes = axes.flatten()\n",
    "\n",
    "\n",
    "for i, col in enumerate(grupo_4):\n",
    "    axes[i].hist(datos_numericos[col], bins = 10, alpha = 0.5, color = \"blue\")\n",
    "    axes[i].set_title(f'Histogram of {col}')\n",
    "    axes[i].tick_params(axis='x', labelsize=9, rotation=45) \n",
    "    \n",
    "    \n",
    "\n",
    "plt.tight_layout()\n",
    "\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Analizar la distribución de las variables"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 186,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "days_in_waiting_list\n",
       "0      115692\n",
       "39        227\n",
       "58        164\n",
       "44        141\n",
       "31        127\n",
       "        ...  \n",
       "116         1\n",
       "109         1\n",
       "37          1\n",
       "89          1\n",
       "36          1\n",
       "Name: count, Length: 128, dtype: int64"
      ]
     },
     "execution_count": 186,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "datos_numericos['days_in_waiting_list'].value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 134,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "is_canceled\n",
      "0    75166\n",
      "1    44224\n",
      "Name: count, dtype: int64\n",
      "lead_time\n",
      "0      6345\n",
      "1      3460\n",
      "2      2069\n",
      "3      1816\n",
      "4      1715\n",
      "       ... \n",
      "400       1\n",
      "370       1\n",
      "532       1\n",
      "371       1\n",
      "463       1\n",
      "Name: count, Length: 479, dtype: int64\n",
      "arrival_date_year\n",
      "2016    56707\n",
      "2017    40687\n",
      "2015    21996\n",
      "Name: count, dtype: int64\n",
      "arrival_date_week_number\n",
      "33    3580\n",
      "30    3087\n",
      "32    3045\n",
      "34    3040\n",
      "18    2926\n",
      "21    2854\n",
      "28    2853\n",
      "17    2805\n",
      "20    2785\n",
      "29    2763\n",
      "42    2756\n",
      "31    2741\n",
      "41    2699\n",
      "15    2689\n",
      "27    2664\n",
      "25    2663\n",
      "38    2661\n",
      "23    2621\n",
      "35    2593\n",
      "39    2581\n",
      "22    2546\n",
      "24    2498\n",
      "13    2416\n",
      "16    2405\n",
      "19    2402\n",
      "40    2397\n",
      "26    2391\n",
      "43    2352\n",
      "44    2272\n",
      "14    2264\n",
      "37    2229\n",
      "8     2216\n",
      "36    2167\n",
      "10    2149\n",
      "9     2117\n",
      "7     2109\n",
      "12    2083\n",
      "11    2070\n",
      "45    1941\n",
      "53    1816\n",
      "49    1782\n",
      "47    1685\n",
      "46    1574\n",
      "6     1508\n",
      "50    1505\n",
      "48    1504\n",
      "4     1487\n",
      "5     1387\n",
      "3     1319\n",
      "2     1218\n",
      "52    1195\n",
      "1     1047\n",
      "51     933\n",
      "Name: count, dtype: int64\n",
      "arrival_date_day_of_month\n",
      "17    4406\n",
      "5     4317\n",
      "15    4196\n",
      "25    4160\n",
      "26    4147\n",
      "9     4096\n",
      "12    4087\n",
      "16    4078\n",
      "2     4055\n",
      "19    4052\n",
      "20    4032\n",
      "18    4002\n",
      "24    3993\n",
      "28    3946\n",
      "8     3921\n",
      "3     3855\n",
      "30    3853\n",
      "6     3833\n",
      "14    3819\n",
      "27    3802\n",
      "21    3767\n",
      "4     3763\n",
      "13    3745\n",
      "7     3665\n",
      "1     3626\n",
      "23    3616\n",
      "11    3599\n",
      "22    3596\n",
      "29    3580\n",
      "10    3575\n",
      "31    2208\n",
      "Name: count, dtype: int64\n",
      "stays_in_weekend_nights\n",
      "0     51998\n",
      "2     33308\n",
      "1     30626\n",
      "4      1855\n",
      "3      1259\n",
      "6       153\n",
      "5        79\n",
      "8        60\n",
      "7        19\n",
      "9        11\n",
      "10        7\n",
      "12        5\n",
      "13        3\n",
      "16        3\n",
      "14        2\n",
      "18        1\n",
      "19        1\n",
      "Name: count, dtype: int64\n",
      "stays_in_week_nights\n",
      "2     33684\n",
      "1     30310\n",
      "3     22258\n",
      "5     11077\n",
      "4      9563\n",
      "0      7645\n",
      "6      1499\n",
      "10     1036\n",
      "7      1029\n",
      "8       656\n",
      "9       231\n",
      "15       85\n",
      "11       56\n",
      "19       44\n",
      "12       42\n",
      "20       41\n",
      "14       35\n",
      "13       27\n",
      "16       16\n",
      "21       15\n",
      "22        7\n",
      "25        6\n",
      "18        6\n",
      "30        5\n",
      "17        4\n",
      "24        3\n",
      "40        2\n",
      "33        1\n",
      "42        1\n",
      "50        1\n",
      "32        1\n",
      "26        1\n",
      "34        1\n",
      "35        1\n",
      "41        1\n",
      "Name: count, dtype: int64\n",
      "adults\n",
      "2     89680\n",
      "1     23027\n",
      "3      6202\n",
      "0       403\n",
      "4        62\n",
      "26        5\n",
      "27        2\n",
      "20        2\n",
      "5         2\n",
      "40        1\n",
      "50        1\n",
      "55        1\n",
      "6         1\n",
      "10        1\n",
      "Name: count, dtype: int64\n",
      "children\n",
      "0.0     110796\n",
      "1.0       4861\n",
      "2.0       3652\n",
      "3.0         76\n",
      "10.0         1\n",
      "Name: count, dtype: int64\n",
      "babies\n",
      "0     118473\n",
      "1        900\n",
      "2         15\n",
      "10         1\n",
      "9          1\n",
      "Name: count, dtype: int64\n",
      "is_repeated_guest\n",
      "0    115580\n",
      "1      3810\n",
      "Name: count, dtype: int64\n",
      "previous_cancellations\n",
      "0     112906\n",
      "1       6051\n",
      "2        116\n",
      "3         65\n",
      "24        48\n",
      "11        35\n",
      "4         31\n",
      "26        26\n",
      "25        25\n",
      "6         22\n",
      "19        19\n",
      "5         19\n",
      "14        14\n",
      "13        12\n",
      "21         1\n",
      "Name: count, dtype: int64\n",
      "previous_bookings_not_canceled\n",
      "0     115770\n",
      "1       1542\n",
      "2        580\n",
      "3        333\n",
      "4        229\n",
      "       ...  \n",
      "47         1\n",
      "49         1\n",
      "50         1\n",
      "51         1\n",
      "72         1\n",
      "Name: count, Length: 73, dtype: int64\n",
      "booking_changes\n",
      "0     101314\n",
      "1      12701\n",
      "2       3805\n",
      "3        927\n",
      "4        376\n",
      "5        118\n",
      "6         63\n",
      "7         31\n",
      "8         17\n",
      "9          8\n",
      "10         6\n",
      "13         5\n",
      "14         5\n",
      "15         3\n",
      "16         2\n",
      "17         2\n",
      "12         2\n",
      "11         2\n",
      "20         1\n",
      "21         1\n",
      "18         1\n",
      "Name: count, dtype: int64\n",
      "agent\n",
      "9.0      31961\n",
      "240.0    13922\n",
      "1.0       7191\n",
      "14.0      3640\n",
      "7.0       3539\n",
      "         ...  \n",
      "289.0        1\n",
      "432.0        1\n",
      "265.0        1\n",
      "93.0         1\n",
      "304.0        1\n",
      "Name: count, Length: 333, dtype: int64\n",
      "company\n",
      "40.0     927\n",
      "223.0    784\n",
      "67.0     267\n",
      "45.0     250\n",
      "153.0    215\n",
      "        ... \n",
      "104.0      1\n",
      "531.0      1\n",
      "160.0      1\n",
      "413.0      1\n",
      "386.0      1\n",
      "Name: count, Length: 352, dtype: int64\n",
      "days_in_waiting_list\n",
      "0      115692\n",
      "39        227\n",
      "58        164\n",
      "44        141\n",
      "31        127\n",
      "        ...  \n",
      "116         1\n",
      "109         1\n",
      "37          1\n",
      "89          1\n",
      "36          1\n",
      "Name: count, Length: 128, dtype: int64\n",
      "adr\n",
      "62.00     3754\n",
      "75.00     2715\n",
      "90.00     2473\n",
      "65.00     2418\n",
      "0.00      1959\n",
      "          ... \n",
      "89.43        1\n",
      "63.07        1\n",
      "55.69        1\n",
      "49.51        1\n",
      "157.71       1\n",
      "Name: count, Length: 8879, dtype: int64\n",
      "required_car_parking_spaces\n",
      "0    111974\n",
      "1      7383\n",
      "2        28\n",
      "3         3\n",
      "8         2\n",
      "Name: count, dtype: int64\n",
      "total_of_special_requests\n",
      "0    70318\n",
      "1    33226\n",
      "2    12969\n",
      "3     2497\n",
      "4      340\n",
      "5       40\n",
      "Name: count, dtype: int64\n"
     ]
    }
   ],
   "source": [
    "for variable in datos_numericos:\n",
    "    print(datos_numericos[variable].value_counts())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "datos_numericos['days_in_waiting_list'].value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 130,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: >"
      ]
     },
     "execution_count": 130,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "datos_numericos.query('days_in_waiting_list > 0').days_in_waiting_list.hist()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 132,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: xlabel='days_in_waiting_list', ylabel='Count'>"
      ]
     },
     "execution_count": 132,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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lyhR27drV7hwul4u5c+eSkpJCdHQ0s2bNori42N9NCXjlfrq11WZwcusj8RrXIyIigcJqdgHDhw9n/fr1vp/Dw8N9v3/66adZsmQJK1euZNCgQTzxxBPccMMN7Nu3j9jYWADmzZvHX//6V1avXk1ycjLz589n5syZ5OfntztXqGt7cisl1j+hJ6HlBBDFOzuPcE1S3UUfl5KSQnZ2dvcVJiIiIcv00GO1Wtv17rQxDIOlS5eycOFCbr31VgBefvll0tLSWLVqFXPmzKGmpobly5fzyiuvMG3aNABeffVVsrKyWL9+PTfeeKNf2xLI/NXTU3uiHIBf/vcPyfz6z9j6WSVjvzsduLiJCiOjoti7Z4+Cj4iIdDnTQ8+BAwfIzMzE4XAwYcIEFi1aRP/+/SkoKKC0tJTp06f79nU4HEyePJnNmzczZ84c8vPzaW5ubrdPZmYmI0aMYPPmzecMPS6XC5fr82USamtru6+BAaDR3UKDywO0rq7enZz1rX+WN3z5DvZYDIiI4ZtL/4/Yi5gA+njhIX731PepqKhQ6BERkS5nauiZMGECv/3tbxk0aBDHjx/niSeeYNKkSezatYvS0lIA0tLS2h2TlpbGkSNHACgtLcVut5OYmHjGPm3Hn83ixYt5/PHHu7g1gauivnXxz4RIG3arf4ZxpWRmk2aLpKSmCUtiFn0y4vzyuSIiIudi6kDmGTNm8JWvfIWRI0cybdo0/v73vwOtt7HanL5cgmEYF1xC4UL7LFiwgJqaGt+rqKjoEloR+NrG86T6aTxPm7STi5oer9XioyIiYr6AemQ9OjqakSNHcuDAAd84n9N7bMrKyny9P+np6bjdbqqqqs65z9k4HA7i4uLavYJZ26SE3X1r63Rpca2fd7yuya+fKyIicjYBFXpcLhd79uwhIyODnJwc0tPTWbdunW+72+1m48aNTJo0CYCxY8dis9na7VNSUsLOnTt9+whUnry9lRLTvZMSnq6tp6esrnV1dxERETOZOqbnkUce4Utf+hLZ2dmUlZXxxBNPUFtby913343FYmHevHksWrSI3NxccnNzWbRoEVFRUdxxxx0AxMfHc++99zJ//nySk5NJSkrikUce8d0uE/AacKKxNfQk+7mnp20MkbvFS2WDi16x3bfQqYiIyIWYGnqKi4v56le/SkVFBampqVx55ZV8+OGH9O3bF4BHH30Up9PJgw8+SFVVFRMmTGDt2rW+OXoAnnvuOaxWK7Nnz8bpdDJ16lRWrlypOXpOamgBj9fAGmYhLsK/l9tisZAW66CoysnxWoUeERExl6mhZ/Xq1efdbrFYyMvLIy8v75z7REREsGzZMpYtW9bF1QWH2ubWAd1J0fYLDgDvDmlxESdDTxMje8f7/fNFRETaBNSYHul6baEn2c/jedp8/gSXBjOLiIi5FHqCXM3J0JMS7d/xPG3anuCqbHDT7PGaUoOIiAgo9AS9WnfrJTarpyfGYSXKHo5hfD5fkIiIiBkUeoJZuJX6ltbfJkWbE3osFotucYmISEBQ6AlitsTeGFiwW8OIcZg3Zt03SaFmZhYRERMp9AQxW2rro//JJj251UY9PSIiEggUeoKYPeVk6DFpPE+bttBT7Wymqdljai0iIhK6FHqCWFtPj1lPbrWJtIUTH2kD1NsjIiLmUegJYraUbMC8QcynSottW3xU43pERMQcCj1Byu0xsCa0rlQfEKGnbfFR9fSIiIhJFHqC1LG6FiyWMGxhBlF289ch+3wws3p6RETEHAo9QepoXesEPbFWw9Qnt9qkxjqwAPWuFupdLWaXIyIiIUihJ0gV17YGizibYXIlrezWMN9tNg1mFhERMyj0BKm20BMTIKEHTh3Xo1tcIiLifwo9Qart9lag9PQA9PI9waWeHhER8T+FniDk8RocO2VMT6A4tafHMAKnLhERCQ0KPUHoWLUTtweMlmaizVty6wwpMXYsFnA2ezSYWURE/E6hJwgdLKsHoLnqKAHw4JaPNTyM5JODmcs0SaGIiPiZQk8Q8oWeyiKTKzlTr1gNZhYREXMo9AShQ+UBHHriNJhZRETModAThD7v6Sk2uZIzpcVqMLOIiJhDoScIBXJPjwYzi4iIWRR6gkxlvYuqxmYsQMuJY2aXc4ZTBzNrHS4REfEnhZ4gc6i8AYDU6HCMlsAMFb7BzBrXIyIifqTQE2TaxvP0jg2gCXpO0zaYWY+ti4iIPyn0BJm20NMnLnBDjwYzi4iIGRR6gkzbIOY+AdzTkxJjJ+zkYOY6DWYWERE/UegJMr7bWwHc02MNDyOpbWZmDWYWERE/UegJIk63h6PVTiCwb2+BBjOLiIj/KfQEkbZbW4lRNuIcgX1p0zSYWURE/CywvxmlQ9pCz8BeMSZXcmG9NJhZRET8TKEniBw6OZ5nQGrghx4NZhYREX9T6AkiB3tQT48GM4uIiL8p9ASRQ2WtszH3hJ4egLQ4DWYWERH/UegJEi0eLwUVraGnJ/T0APSKPTmYWT09IiLiBwo9QaK4yonb48VhDaN3QqTZ5VyUzx9b12BmERHpfgo9QaJtUsL+qTGEhVlMrubiaDCziIj4k0JPkOhJj6u3sYaHkRytW1wiIuIfCj1B4qDvcfVokyvpmM9XXNdgZhER6V4KPUGiJz2ufioNZhYREX8JmNCzePFiLBYL8+bN871nGAZ5eXlkZmYSGRnJlClT2LVrV7vjXC4Xc+fOJSUlhejoaGbNmkVxcbGfqzeXYRg9amLCU/WKO3Uws8nFiIhIUAuI0LNlyxZeeuklRo0a1e79p59+miVLlvD888+zZcsW0tPTueGGG6irq/PtM2/ePNasWcPq1avZtGkT9fX1zJw5E4/H4+9mmKa83kVtUwthFshJ6Vm3t1KiPx/M3Bg6l0xERExgeuipr6/nzjvv5Fe/+hWJiYm+9w3DYOnSpSxcuJBbb72VESNG8PLLL9PY2MiqVasAqKmpYfny5Tz77LNMmzaNMWPG8Oqrr7Jjxw7Wr19vVpP8rm1SwqykKCJs4SZX0zGnDmaudveMp85ERKRnMj30PPTQQ9x0001Mmzat3fsFBQWUlpYyffp033sOh4PJkyezefNmAPLz82lubm63T2ZmJiNGjPDtEwraxvP0tFtbbdoGM1e5Tf/rKCIiQcxq5oevXr2arVu3smXLljO2lZaWApCWltbu/bS0NI4cOeLbx263t+shatun7fizcblcuFyfD5ytra3tdBsCQdt4np42iLlNr1gHu1BPj4iIdC/T/te6qKiI73znO7z66qtERESccz+Lpf0XoWEYZ7x3ugvts3jxYuLj432vrKysjhUfYA6V98zH1du0DWauUugREZFuZFroyc/Pp6ysjLFjx2K1WrFarWzcuJGf/exnWK1WXw/P6T02ZWVlvm3p6em43W6qqqrOuc/ZLFiwgJqaGt+rqKioi1vnXwd7eE9P22Bmt9dCeFyq2eWIiEiQMi30TJ06lR07drBt2zbfa9y4cdx5551s27aN/v37k56ezrp163zHuN1uNm7cyKRJkwAYO3YsNput3T4lJSXs3LnTt8/ZOBwO4uLi2r16qnpXCyU1rRP79dQxPdbwMJJjWsf12NMHmlyNiIgEq06N6enfvz9btmwhOTm53fvV1dVcfvnlHD58+ILniI2NZcSIEe3ei46OJjk52ff+vHnzWLRoEbm5ueTm5rJo0SKioqK44447AIiPj+fee+9l/vz5JCcnk5SUxCOPPMLIkSPPGBgdrA6fvLWVEmMnIcpucjWd1yvWQXmdC0d6rtmliIhIkOpU6Pnss8/OOg+Oy+Xi6NGjl1xUm0cffRSn08mDDz5IVVUVEyZMYO3atcTGxvr2ee6557BarcyePRun08nUqVNZuXIl4eE969HtzjrUw5/catM2mFk9PSIi0l06FHpef/113+//+c9/Eh8f7/vZ4/Hw1ltv0a9fv04Xs2HDhnY/WywW8vLyyMvLO+cxERERLFu2jGXLlnX6c3sy35pbPXQ8T5u0k4OZ7WkDMDQ1s4iIdIMOhZ5bbrkFaA0jd999d7ttNpuNfv368eyzz3ZZcXJhB3vo8hOnS46xY8EgPCqeck3NLCIi3aBDocfr9QKQk5PDli1bSElJ6Zai5OL19Ce32ljDwoi3GVQ3WzhU1Wx2OSIiEoQ6NaanoKCgq+uQTmj2eDlS2Qj0/NADkGA3qG6GQycUekREpOt1ekbmt956i7feeouysjJfD1Cb3/zmN5dcmFzYkcpGWrwGUfZwMuPPPcFjT5FoN/isAQ6rp0dERLpBp0LP448/zo9//GPGjRtHRkbGBWdIlu5x6nieYLgGifbWAcyHqpovauZtERGRjuhU6PnFL37BypUr+drXvtbV9UgHtD2uHgy3tgDi7AaGp5k6t43iKidZSVFmlyQiIkGkUzMyu93u8854LP7xeU9Pz1xz63ThFnCXty4mu/NojcnViIhIsOlU6LnvvvtYtWpVV9ciHRRsPT0A7tKDAGxX6BERkS7WqdtbTU1NvPTSS6xfv55Ro0Zhs9nabV+yZEmXFCfnZhgGh4LkcfVTuUsPAF/g06Jqs0sREZEg06nQs337di677DIAdu7c2W6bBp/6R0lNEw1uD9YwC32Tg+P2FoDr2D4AthfX4PUahIXp75OIiHSNToWed955p6vrkA5qG8/TNzkKW3in7lIGpOaKQhzhFupdLRyuqGdgr9gLHyQiInIRgufbMsQEy0zMZzC8DEhsvV36SWG1ubWIiEhQ6VRPz3XXXXfe21hvv/12pwuSi3MwCAcxtxmYZGN3hZtPi6u5bVyW2eWIiEiQ6FToaRvP06a5uZlt27axc+fOMxYile5xKEgWGj2b3OTWnp5Pi/QEl4iIdJ1OhZ7nnnvurO/n5eVRX19/SQXJxQnGx9Xb5Ca1hp49JbU0NXuIsIWbXJGIiASDLh3Tc9ddd2ndLT+obnRTUe8GgrOnJzUqnJQYOy1eg13Has0uR0REgkSXhp4PPviAiIiev/BloGsbxJwZH0G0o9NrxgYsi8XC6D4JAJqvR0REukynvjFvvfXWdj8bhkFJSQkff/wxP/rRj7qkMDk33/ITQXhrq83orATe2lvGNoUeERHpIp0KPfHx8e1+DgsLY/Dgwfz4xz9m+vTpXVKYnFswj+dpc1lWAgCfFFWZW4iIiASNToWeFStWdHUd0gEHg/jJrTajT4aeohNOyutcpMY6zC1IRER6vEsaEJKfn8+ePXuwWCwMGzaMMWPGdFVdch7BPEdPm/hIG4PSYth/vJ6thVXcODzd7JJERKSH61ToKSsr49///d/ZsGEDCQkJGIZBTU0N1113HatXryY1NbWr65STmpo9FFc5geAOPQCXZycq9IiISJfp1NNbc+fOpba2ll27dnHixAmqqqrYuXMntbW1fPvb3+7qGuUUh8rrMQxIiLKRHG03u5xudXl2IgCfHKk2txAREQkKnerpefPNN1m/fj1Dhw71vTds2DBeeOEFDWTuZr41t1Jjgn5F+8v7JgCw/Wg1zR5vUC2sKiIi/tepbxGv14vNZjvjfZvNhtfrveSi5NwOlTcAwX9rC6B/SgxxEVaamr3sKdEkhSIicmk6FXquv/56vvOd73Ds2DHfe0ePHuW73/0uU6dO7bLi5EzBvObW6cLCLFzet/UWV/4RPbouIiKXplOh5/nnn6euro5+/foxYMAABg4cSE5ODnV1dSxbtqyra5RT+G5vhUBPD3w+rmdrYbW5hYiISI/XqTE9WVlZbN26lXXr1rF3714Mw2DYsGFMmzatq+uTU7R4vBRUhM7tLTgl9KinR0RELlGHenrefvtthg0bRm1t6/iKG264gblz5/Ltb3+b8ePHM3z4cN57771uKVSgqMqJ2+MlwhZG74RIs8vxi9FZ8YRZ4Gi1k9KaJrPLERGRHqxDoWfp0qV885vfJC4u7oxt8fHxzJkzhyVLlnRZcdLegeN1QOsA37Cw4H5yq01shI2hGa1/37Z8dsLkakREpCfrUOj59NNP+cIXvnDO7dOnTyc/P/+Si5Kz238y9AxOjzW5Ev8a3y8JgI8KFHpERKTzOhR6jh8/ftZH1dtYrVbKy8svuSg5u/3HWwcxD0oLrdBzRU5r6FFPj4iIXIoOhZ7evXuzY8eOc27fvn07GRkZl1yUnF1bT8+gtNAYxNymradn3/E6ahqbTa5GRER6qg6Fni9+8Yv8v//3/2hqOnNAqdPp5LHHHmPmzJldVpx8rsXj5fDJiQlDracnNdZB/5RoDAM+PqLeHhER6ZwOPbL+X//1X/z5z39m0KBBPPzwwwwePBiLxcKePXt44YUX8Hg8LFy4sLtqDTmFhYVUVFQAUFzb0vrkltXC8YI9lH92/oHMe/bs8UeJfjO+XxKHKxr4qOAEU4emmV2OiIj0QB0KPWlpaWzevJlvfetbLFiwAMMwALBYLNx44438/Oc/Jy1NX0hdobCwkCFDh+JsbAQgavBVpN6ygJrCfYwfd9NFn6e+vr67SvSr8TlJ/OHjIj7SuB4REemkDk9O2LdvX/7xj39QVVXFwYMHMQyD3NxcEhMTu6O+kFVRUYGzsZE7f/AMadkD2F0Txp4aGJQ7gDte+PMFj9/z0UbeePmnZ70V2RNNODmYeUdxDU63h0h7uMkViYhIT9OpGZkBEhMTGT9+fFfWImeRlj2APrnD2b6jBKgnOyONPn0vHDCPFx7q/uL8qE9iJOlxEZTWNvFJYRWTBqaYXZKIiPQwnVp7S/yvst4NQFKM3eRKzGGxWJjQv7W354PDlSZXIyIiPZFCTw/Q4vVS7WwNPcnRoRl6AK4a0Nq78/7BCpMrERGRnkihpweobmzGa4A9PIwYR6fvSPZ4kwYmA/BpcQ11TZqvR0REOsbU0PPiiy8yatQo4uLiiIuLY+LEibzxxhu+7YZhkJeXR2ZmJpGRkUyZMoVdu3a1O4fL5WLu3LmkpKQQHR3NrFmzKC4u9ndTulXbra3kGDsWS2isuXU2fRKjyE6KwuM1tCSFiIh0mKmhp0+fPjz55JN8/PHHfPzxx1x//fXcfPPNvmDz9NNPs2TJEp5//nm2bNlCeno6N9xwA3V1db5zzJs3jzVr1rB69Wo2bdpEfX09M2fOxOPxmNWsLneiQbe22lx1srdn8yGN6xERkY4xNfR86Utf4otf/CKDBg1i0KBB/Pd//zcxMTF8+OGHGIbB0qVLWbhwIbfeeisjRozg5ZdfprGxkVWrVgFQU1PD8uXLefbZZ5k2bRpjxozh1VdfZceOHaxfv97MpnWpygYXAMkxDpMrMd8kjesREZFOCpgxPR6Ph9WrV9PQ0MDEiRMpKCigtLSU6dOn+/ZxOBxMnjyZzZs3A5Cfn09zc3O7fTIzMxkxYoRvn2Dge3JLPT1MGtDa07O3tI6KepfJ1YiISE9ieujZsWMHMTExOBwOHnjgAdasWcOwYcMoLS0FOGOG57S0NN+20tJS7Hb7GRMjnrrP2bhcLmpra9u9ApXHC9XO1kG7ur3V2ts1JL117bEP9ei6iIh0gOmhZ/DgwWzbto0PP/yQb33rW9x9993s3r3bt/30gbuGYVxwMO+F9lm8eDHx8fG+V1ZW1qU1ohvVtbS2I8IWRpRmIQbgqpMTE246oFtcIiJy8UwPPXa7nYEDBzJu3DgWL17M6NGj+elPf0p6ejrAGT02ZWVlvt6f9PR03G43VVVV59znbBYsWEBNTY3vVVRU1MWt6jo1za2hJznaEdJPbp3q2kGpAGzYV+5b/01ERORCTA89pzMMA5fLRU5ODunp6axbt863ze12s3HjRiZNmgTA2LFjsdls7fYpKSlh586dvn3OxuFw+B6Tb3sFqlpf6NGtrTYTcpKIsIVRWtvE3tK6Cx8gIiLCJay91RX+8z//kxkzZpCVlUVdXR2rV69mw4YNvPnmm1gsFubNm8eiRYvIzc0lNzeXRYsWERUVxR133AFAfHw89957L/Pnzyc5OZmkpCQeeeQRRo4cybRp08xsWpepdbeGnlBdfuJsImzhXDUghbf2lvHOvjKGZgRuaBURkcBhaug5fvw4X/va1ygpKSE+Pp5Ro0bx5ptvcsMNNwDw6KOP4nQ6efDBB6mqqmLChAmsXbuW2NhY3zmee+45rFYrs2fPxul0MnXqVFauXEl4eHCMf1FPz9lNGdKLt/aWsWFvOQ9OGWh2OSIi0gOYGnqWL19+3u0Wi4W8vDzy8vLOuU9ERATLli1j2bJlXVyd+Sy2CBo9n4/pkc9NOTmuJ7+wiprGZuKjbCZXJCIigS7gxvTI52wp2QBE2cOJ1JNb7WQlRZHbKwaP1+DdA+VmlyMiIj2AQk8Aaws9urV1dtcN6QXAO/vKTK5ERER6AoWeAPZ56NGtrbOZMrj1Ftc7e8to8XhNrkZERAKdQk8As6f0BfTk1rlc0S+JxCgbVY3NWnVdREQuSKEngNl65QCQotBzVtbwMKYPa53E8h87S0yuRkREAp1CT4CqbvJgjUkCDFK0uvo5zRjZGnr+ues4Hq9mZxYRkXNT6AlQn1W3ABBjBVu4LtO5TBqQQlyElfI6F/lHqi58gIiIhCx9mwaoz6pbV1aPt2uA7vnYrWFMG9a6ztobusUlIiLnYerkhHJubaEnwRZ6t2z27NnTof0HRzUB8LdtR/nRTcMIC9PCrCIiciaFngD1WU3r7a14e+iEntoTrZMM3nXXXR07MNxG1tzfUU4Uf/toL7OuHNoN1YmISE+n0BOAXC0ejtaeDD0h1NPjrK8F4KY5Cxk8amyHjt1U2MhxovjLpyUKPSIiclYKPQHowPF6PAZ4nHVEhofek1vJmX3pkzu8Q8cMadrN8TJ4v6iJRncLUXb91RYRkfY0kDkA7Slp7fFoLivAouEpFyXZYdBcVUJTi8GbO0vNLkdERAKQQk8A2n0y9LjLC0yupOewWKBh51sA/N/WYpOrERGRQKTQE4Daenrcxw+bXEnPUr/zbQA2H6qkuKrR5GpERCTQKPQEGMMw2FNSB4C7TD09HeGpLWNELzuGAX/YUmR2OSIiEmAUegJMSU0TNc5mwi3QXFlodjk9zhcGRAGw6l+FNDV7TK5GREQCiUJPgGm7tdU7zgqeFpOr6Xkm9I4gMz6CygY3r396zOxyREQkgCj0BJjdx1pDT794PXLdGeFhFr42sR8AK97/DMMInXmORETk/BR6Asye0pOhJ8FmciU911evyCLCFsaeklo+KjhhdjkiIhIgFHoCTNsgZoWezkuIsvPlMX0AeOldPQEnIiKtFHoCSKO7hc8qGwDol6DbW5fim9fkEGaBt/aWsb242uxyREQkACj0BJC9pXUYBqTGOkiICDe7nB6tf2oMt1zWG4Cl6w+YXI2IiAQChZ4A0vbk1tCMOJMrCQ5zp+YSHmbh7b1lfFpUbXY5IiJiMoWeANL25NbQjFiTKwkOOSnRvt6eJev2m1yNiIiYTaEngLT19AxTT0+XmXv9QKxhFjbuL2fj/nKzyxERERNptGyA8HoN9pa2Prk1LCOOuqPHTa4oOPRLiebuSf1YvqmAn/xtN5O+cw228DOzfmFhIRUVFZ36jJSUFLKzsy+1VBER6WYKPQGi8EQjjW4PdmsYOSnRbD9qdkXB49tTc1nzyVEOltXzygdH+MbVOe22FxYWMmToUJyNnVukNDIqir179ij4iIgEOIWeALHr5HiewWmxWM/SEyGdFx9p45Hpg/nPNTt4bv1+vjQ6k9RYh297RUUFzsZG7vzBM6RlD+jQuY8XHuJ3T32fiooKhR4RkQCn0BMgdhytAWBkn3iTKwlOt4/P4nf/OsKuY7Xkvb6LF+68/Ix90rIH0Cd3uAnViYiIP6hLIUDsOFoNwMjeCj3dITzMwlNfGUV4mIW/7yjhzZ2lZpckIiJ+ptATAAzDYEfxyZ4ehZ5uM6J3PHOu7Q/Aj/6yk+pGt8kViYiIPyn0BIDCE43UNrVgDw9jUJrm6OlO356ay4DUaMrrXDz2+i6zyxERET9S6AkAbeN5hmTEYrfqknSnCFs4/3PbaMLDLPxl2zFe//SY2SWJiIif6Bs2AOjWln+NyU7koesGAvBfa3ZQ0egxuSIREfEHhZ4A4HtyS6HHb+ZeP5DRfeKpbWph2UfVgMXskkREpJsp9JjMMAw9rm4CW3gYz91+GZG2cHaUuYkdN8vskkREpJsp9JjsSGUjdU0t2K0axOxv/VNjWHjTUAASJ99NjVu9PSIiwUyhx2TbT/byDM2IO+uaUNK97pyQzdgMBxarnS2V4bR4vWaXJCIi3UTfsibb6RvPo5XVzWCxWHhwXDyexhpqmsP48NAJs0sSEZFuotBjsu3F1QCM6p1gah2hLDEynMo3fgZAfmEVxVWdW3hUREQCm6mhZ/HixYwfP57Y2Fh69erFLbfcwr59+9rtYxgGeXl5ZGZmEhkZyZQpU9i1q/2kci6Xi7lz55KSkkJ0dDSzZs2iuLjYn03pFK/XYNfR1oVGR+jJLVM5D/6LftGtj66v3X0cV4seYxcRCTamhp6NGzfy0EMP8eGHH7Ju3TpaWlqYPn06DQ0Nvn2efvpplixZwvPPP8+WLVtIT0/nhhtuoK6uzrfPvHnzWLNmDatXr2bTpk3U19czc+ZMPJ7A/uL6rLKBOlcLDmsYuWkxZpcT8kYleoiPtFHX1MKGfeVmlyMiIl3M1FXW33zzzXY/r1ixgl69epGfn8+1116LYRgsXbqUhQsXcuuttwLw8ssvk5aWxqpVq5gzZw41NTUsX76cV155hWnTpgHw6quvkpWVxfr167nxxhv93q6LtUODmAOKLQymD0vjT/nF7C2tIyclWk/UiYgEkYD6pq2paQ0BSUlJABQUFFBaWsr06dN9+zgcDiZPnszmzZsByM/Pp7m5ud0+mZmZjBgxwrfP6VwuF7W1te1eZmgbxDxK8/MEjMyESMb1SwTg7b1l1De1mFyRiIh0lYAJPYZh8L3vfY+rr76aESNGAFBaWgpAWlpau33T0tJ820pLS7Hb7SQmJp5zn9MtXryY+Ph43ysrK6urm3NRtp9cfkLjeQLLhJxkesU6cLV4WbunFMMwzC5JRES6QMCEnocffpjt27fz+9///oxtFkv7SeMMwzjjvdOdb58FCxZQU1PjexUVFXW+8E7yeg12HWvtYVJPT2AJD7Nw4/B0rGEWik442VZUbXZJIiLSBUwd09Nm7ty5vP7667z77rv06dPH9356ejrQ2puTkZHhe7+srMzX+5Oeno7b7aaqqqpdb09ZWRmTJk066+c5HA4cDkd3NOUMhYWFVFRUnPH+0doW6l0t2MOhrvgAW4+1D2h79uzxS33BpjN/bmc7JinaztUDU9iwv5z3D1WSnRRFcox//s6IiEj3MDX0GIbB3LlzWbNmDRs2bCAnJ6fd9pycHNLT01m3bh1jxowBwO12s3HjRp566ikAxo4di81mY926dcyePRuAkpISdu7cydNPP+3fBp2msLCQIUOH4mw8c96XqKGTSZ31fWoL93DF+JnnPEd9fX13lhg0ak+0Pm111113dfocp/9Zj+oTT0FlA0cqG1m7+zi3j88i7AI9jCIiErhMDT0PPfQQq1at4i9/+QuxsbG+MTjx8fFERkZisViYN28eixYtIjc3l9zcXBYtWkRUVBR33HGHb997772X+fPnk5ycTFJSEo888ggjR470Pc1lloqKCpyNjdz5g2dIyx7QbtunVeEcrIPhgwdx5wt/PuPYPR9t5I2Xf0pTU5O/yu3RnPWttwpvmrOQwaPGdujYc/1ZWywWpg1N45UPjlBW52LXsVpGavyViEiPZWroefHFFwGYMmVKu/dXrFjBPffcA8Cjjz6K0+nkwQcfpKqqigkTJrB27VpiYz9/lPi5557DarUye/ZsnE4nU6dOZeXKlYSHh/urKeeVlj2APrnD2733QX4R0ET/7Ez6ZJy5BMXxwkN+qi64JGf2PePP+kLO92cd47ByZf8k3j1QweaDFQzsFUOkLTD+XomISMeYfnvrQiwWC3l5eeTl5Z1zn4iICJYtW8ayZcu6sLru4/UalNW6AEiL1TiRQDe6TwK7SmqprHez+WAFU4emXfggEREJOAHz9FYoqah30eI1sFvDSIq2m12OXEBYmIXrBvUCYOexWsrqdMtRRKQnUugxQUlt65dmelzEBR+9l8DQOzGSQSeXCnnvQIXm7hER6YEUekxQWtMaejLiI0yuRDriqgEphIdZKK5yUlDZcOEDREQkoCj0mKDkZOhJV+jpUeIibVyWlQDApgMVeLzq7RER6UkUevys0d1CjbMZaL29JT3L+H6JRNrCqWpsZneJOWu2iYhI5yj0+FnpyfE8iVE2IvToc4/jsIYz/uSCpB8VnMCjzh4RkR5DocfPPh/PE2lyJdJZI3vHE+OwUu9qoaBe/wmJiPQU+hfbzzSep+ezhof5env21YZjsWraARGRnkChx4+8hsHxWj25FQyGZ8YTG2GlyWMhZswXzS5HREQugkKPH1XWu2n2GNjDNSlhTxceZmFCThIA8RP+DWez1+SKRETkQhR6/KhtEHNanEOrdQeBoelxRFsNwqMT+MfBRrPLERGRC1Do8aOSGieg8TzBIizMwrB4DwB/2VdPbVOzyRWJiMj5KPT4kZ7cCj5ZUV7cFYXUuw1+s6nA7HJEROQ8FHr8pKnZQ1WjJiUMNhYL1Ly/CoDlmwqoU2+PiEjAUujxk7bxPPGRNiLtmpQwmDTufZ/eseHUNbXw6oeFZpcjIiLnoNDjJyVaZDSIGdw6tHUF9uWbDtPU7DG5HhERORuFHj8p1aSEQe2a7Eh6J0RSUe/mfz8uMrscERE5C4UePzCMz29vqacnOFnDLDwwuT8Av9h4mGaP5u0REQk0Cj1+UNcC7hYv1jALKdEOs8uRbnLbuCxSYhwcrXby+rZjZpcjIiKnUejxg0pX6x9zWlwEYWGalDBYRdjCue+aHAB+vuEgXq+WYBcRCSQKPX5Q0dQadDITdGsr2N05IZu4CCuHyhtYu7vU7HJEROQUCj1+UHGyp6d3giYlDHaxETbumdQPgBfeOYRhqLdHRCRQKPR0s/DYZBo9Fizoya1Qcc9VOUTawtlxtIb3DlSYXY6IiJyk0NPNHH2GA5Aa68Bh1aSEoSAp2s5Xr8gG4MUNh0yuRkRE2ij0dLOIk6EnU7e2Qsp91+RgDbPwweFKPimsMrscERFBoafbObJaQ4/G84SWzIRIbhnTG4BfbFRvj4hIIFDo6UZ1Li/21H6AntwKRW2TFa7dfZyDZfUmVyMiIgo93WhvpRuAGKtBlN1qcjXibwN7xTJ9WBqGAS+9q94eERGzKfR0o93lraEnxaElCULVA1MGALDmk6OU1DhNrkZEJLQp9HQjwwCvq4EUh+ZqCVWXZydyZf8kmj0Gy98rMLscEZGQptDTje65LI6in36VrGj19ISyb00ZCMCqjwqpbnSbXI2ISOhS6OluhhcttxXars1NYVhGHI1uD7/94IjZ5YiIhCyFHpFuZrFY+NbJsT0r3i+g0d1ickUiIqFJoUfED2aMSKdvchRVjc38cUuR2eWIiIQkhR4RP7CGh3H/ta3z9vzqvQKaPRrnJSLibwo9In7ylcv7kBLj4Gi1k79+eszsckREQo5Cj4ifRNjCuffqHKB1aQqvV1MZiIj4k0KPiB/deWU2sQ4r+4/X8/beMrPLEREJKQo9In4UF2Hjrol9Afj5hoMYhnp7RET8RaFHxM++flU/7NYwthZWs+WzKrPLEREJGaaGnnfffZcvfelLZGZmYrFYeO2119ptNwyDvLw8MjMziYyMZMqUKezatavdPi6Xi7lz55KSkkJ0dDSzZs2iuLjYj60QgT179rB169aLehUf2M11fSMAWPLGTpMrFxEJHaYu/d3Q0MDo0aP5+te/zle+8pUztj/99NMsWbKElStXMmjQIJ544gluuOEG9u3bR2xsLADz5s3jr3/9K6tXryY5OZn58+czc+ZM8vPzCQ8P93eTJMTUnigH4K677urQcdaEdDK/+Us+LKzj7a37uP7ywd1RnoiInMLU0DNjxgxmzJhx1m2GYbB06VIWLlzIrbfeCsDLL79MWloaq1atYs6cOdTU1LB8+XJeeeUVpk2bBsCrr75KVlYW69ev58Ybb/RbWyQ0OetrAbhpzkIGjxrboWM3FtZTQTy/3lys0CMi4gemhp7zKSgooLS0lOnTp/veczgcTJ48mc2bNzNnzhzy8/Npbm5ut09mZiYjRoxg8+bNCj3iN8mZfemTO7xDx1zm3s36Uthc3MS+0joGp8d2U3UiIgIBHHpKS0sBSEtLa/d+WloaR44c8e1jt9tJTEw8Y5+248/G5XLhcrl8P9fW1nZV2SIXLd5u0LD3PaKHXMPP3jrAC3debnZJ3a6wsJCKiopOHZuSkkJ2dnYXVyQioSRgQ08bi6X9EuWGYZzx3ukutM/ixYt5/PHHu6Q+kUtR8/5qoodcw993lDDtnX/RN9520cf2tBBQWFjIkKFDcTY2dur4yKgo9u7Z06PaLCKBJWBDT3p6OtDam5ORkeF7v6yszNf7k56ejtvtpqqqql1vT1lZGZMmTTrnuRcsWMD3vvc938+1tbVkZWV1dRNEzqv2RDnNFUd8vT33/3QNFX956qKP72khoKKiAmdjI3f+4BnSsgd06NjjhYf43VPfp6Kiose0V0QCT8CGnpycHNLT01m3bh1jxowBwO12s3HjRp56qvWLYezYsdhsNtatW8fs2bMBKCkpYefOnTz99NPnPLfD4cDhcHR/I0TOo20Q9OjMOA4C0UOu4eYpVxJvv/CEhT05BKRlD+jw+CcRka5gauipr6/n4MGDvp8LCgrYtm0bSUlJZGdnM2/ePBYtWkRubi65ubksWrSIqKgo7rjjDgDi4+O59957mT9/PsnJySQlJfHII48wcuRI39NcIoGud3oqxMRwsKyeI95EvpibceGDRESkw0wNPR9//DHXXXed7+e2W0533303K1eu5NFHH8XpdPLggw9SVVXFhAkTWLt2rW+OHoDnnnsOq9XK7NmzcTqdTJ06lZUrV2qOHulRJuQkcbCsngNl9VTUu0iJUU+kiEhXMzX0TJky5bxrD1ksFvLy8sjLyzvnPhERESxbtoxly5Z1Q4Ui/pES42Bgr9beno8KTvDFkertERHpalp7SyRATMhJAuBAWT1ldU0mVyMiEnwUekQCREqMg0FpMQBsPlhpcjUiIsFHoUckgEzsn0yYBY6caKToROfmsxERkbNT6BEJIAlRdkb2jgfg/UMV5x3zJiIiHaPQIxJgxvdLwhZu4XitiwNl9WaXIyISNBR6RAJMtMPK2L6tM4xvOlhBi8drckUiIsFBoUckAI3NTiTGYaWuqYX8wiqzyxERCQoKPSIByBoextUDUwD4+LMq6ptaTK5IRKTnC9i1t0RC3aC0GD4tjqCkpol3D5RrwsIeqLCwkIqKik4dm5KS0uPWVRMJdAo9IgHKYrEwZXAqqz8q4kBZPZ9VNNAvJdrssi5ZQwscqWyg1tlCi9eLxWLBYQ0jMdpOcrQdW3hwdEAXFhYyZOhQnI2dm3ogMiqKvXv2KPiIdCGFHpEA1is2gsuyE/iksJp39pVxV2LfHhcKmj1eNuwrZ9VH1fT+1grePGaHY8fOuq/FAn0SIhnYK4ZBabFE2HruGnoVFRU4Gxu58wfPkJY9oEPHHi88xO+e+j4VFRUKPSJdSKFHJMBdmZPMgeP11Da18K/DJ7g6N8Xski5KSY2Tle9/xp/yi6lscANgjUslDIOEaAfxkTZs4RYwoNHtobLBjbPZQ1GVk6IqJ+8frGRkn3jGZCWY25BLlJY9gD65w80uQ0RQ6BEJeHZrGNcNTuWv20vYWlhFTmpg3+IqrGzkZ28f4LVPjtLibZ1cMSXGwcRMK7/+8TzmPPIYfQcPOuux1Y1uDpbXs7ekjsoGN/lHqthRXMOQ2DCw9KweLhEJPAo9Ij1A/9QYhmbEsqekjrW7SpkSgJ095XUufvrWflZ/VOQLO1f2T+Leq/tz3eBUtn+6jeePfMr57s4lRNkZ1zeJsdmJFFQ28K/DJyirc7G92kr6fyyhsKaZy/3UHhEJPgo9Ij3E5EGpHK1yUtvUwqdVgTPWpdnj5eXNn/HT9Qeoc7U+Wn/toFS+Oy2XMdmJnTqnxWKhf0oMOcnR7DpWy7v7j0P6QB5dX0Fd5BHumpCNxWLpymaIyAUEw9OICj0iPYTDGs70Yen8aWsxRxrCiRl9oyl1nPoP3/bjLpZ/UktRbWvYGZBo457RsQzvZcWoKGBrRYHvuD179nT4sywWCyN6xxNRV8yf3tsO/cfxo9d2sqXgBE99ZRSR9sAJfyLBLFieRlToEelBeidGMnFAMh8cqiTphgfYW+H26+2etn/43NZoEq+/j+jBVwHgaayheuPLHNmxnreN8y+bUV/f8fXEIsKh7H8fJ2/VBl7ZUc/rnx7jcEU9v/zaOHonRHaqLSJy8YLlaUSFHpEeZnzfRAqPlXPUaePpzVVMvsLpty/+o6Xl2MfcTPrVX8VLGBYM+sd4GdYnEvuQB4AHznnsno828sbLP6WpqamTn27wpcExfGHCcL71u63sPFrLzc9v4sW7xjK+X1InzykiHdHTn0ZU6BHpYSwWC+OSWyj45BjVqf2441cf8sc5E0mLi+i2zzQMg3/uOs7/+2c5CVffiRfonRDJlMGppMQ4LuocxwsPdUktE/on8/rDV3H/b/PZXVLLHb/6kLxZw7lzQt8uOb+IBC+FHpEeyBoGZf/7GGO//ypHKhu541cfsvr+iaTGXlwA6YhPi6pZ/MYePjx8AoCW2nKuyklkwujefh9MfOq4oP+aGMnzW9xsLmpi4ZqdbPj0EPeNiW+d++c0gTKIUkTMpdAj0kN56irJm5zEj9+v41B5A7e88D6/vnscQzPiuuT8RyobeOaf+/jb9hKgdb6gWblRLPnmV+iz9Pd+DTy1J8oBuOuuu87YFjfh30iY/B+sO+zkb+99Qvlri/DUn2i3jz8GUXq9BgfL6/mksIr9x+vZe6SKXrc/waYyK7HOEmIjraREO0iPjyAxyqanz0RMoNAj0oOlxVhZ9c0r+fqKj/isspGvvLiZxbeOZNbozE5/qR6tdvLSxkOs+qiQZo+BxQJfHtOb+dMHc/zwHp5tdnVxKy7MWV8LwE1zFjJ41Ngztpc6PXxUYYHeQxg492WuTG0h2dE6V1B3DqL0eA02HazgjR0lrNt93DfzdJvIfpdxvAmON7UfvB0faWNgrxhGZMaREGXv0ppE5NwUekR6uJyUaF576CoeXvUJmw5W8J3V2/hTfjGPzxpO/9SYsx5z+nwbhmGwt6KZtYcbea/Qycm5Bbks3cHXRsWSk+Dl+OE9nXrsvCslZ/Y96yDKPsDARjd/215CZYObd8tsXDUghcuyE7qljvI6F3/8uIhV/yrkaLXT936kLZzRWfGMyIzHU1fBM088xo13zyM2JYPqxmYq6l2U1DRR42wm/0gV+Ueq6J8SzRU5Sd06JktEWin0iASBhCg7K78+nmVvH+TFjYd470AFU5ds5NrcVGaPy2J8TiK9Ylu/VNseO29qMXBkDCIi53KicidiS8r0nc/52afUfvhH/nLkU/5yls/rzGPn3S0hys7scVms33OcA2X1vHewgsMVDYzoogfbDMPgXwUnePXDI/xzVynNHuPk59qYOSqDGSMyuCInybcg7NatW8nbvYF+Md+mzynrh7lbvBypbGBXSS1HKhs5XNHA4YoGBvWKYdLAFOIjbV1TsIicQaFHJEhYw8P47g2D+PKY3vzkb7t5a28ZG/eXs3F/63iY1FgHcRFWmt0ukr/xEuHRCe2OD7cY9InyMiDGS2L2ULj2sTM+49IfO+9edmsYM0akk32slncPlHO02klJtY2EyffQ2Hz++YPOpcbZzJ+3FvO7fxVysOzzsDcmO4G7JvTlplEZHVoN3m4NIzctlty0WE40uPn4sxPsKa1jf1k9hyoauCIniXSjU6WKyAUo9IgEmX4p0Sy/ZzyfVTSweksR6/cc51B5PeV1LsrrWsfjtAWeGIeVrKRI+iZFk5MSjd16/kU9u+qx8+7UNotzVlIUb+8to/BEI/FX/htz/lbGV8t3c9eVfemXcv5FW5uaPXxwuJK/by/hb9uP0XQyMEXZw7n5skzunNCXEb3jL7nWpGg704enMyY7kXcPlFNc5eSDQ5XE2azYeuVc8vlFpD2FHpEg1S8lmh/OGMIPZwyhwdXCwbJ6nM0e9uzbz5x77uKBH/0POYNzzS6z28RH2rjlskw+3rGHjXtLaUjO4tebCvj1pgL6p0Rz5YBkcpKj6RXnwDCgrqmZoionO4/WsK2omka3x3euwWmx3HVlNjeP6U1cRNfffkqNdXDrmN7sK63j3QMV1DZDxn8s4ZfvHuY+r0F4WMcGpesRfZGzU+gRCQHRDiujT44rsVc7aC47jO38nTpBwWKxkBFpcGz5Q/zy9ffYXG7l3f3lvnE055MW52Da0DRuvbw3l2cndvsj5haLhSEZcWQnR/Ha5t2UE8k/S238Zck6Kv6+BE9t+UWfK1DWORIJNAo9IhL8DC/jMiO4f+bl1Dib+dfhSvKPVFFS00R5nYuwMIh12EiNdTCidxwjeycwJD2WsA72sHSFKLuVQZ7P2PvGWlK/8DAR2SPp9+BvGJPkITv6wuOSAmmdI5FAo9AjIiElPtLG9OHpTB+ebnYp52QB6revY8aX/51Ce19Ka5vYUmmlzhbLlMGpOKxaXV6kM0Kgg1tEpGeKDPNw29g+TMhJwgLsLa3j9x8VUVoTmE/PiQQ6hR4RkQAWFmbhyv7J/NvYPsRGWKlxNvPH/CI+KjiB16tn20U6QqFHRKQHyEyI5M4rshmUFoNhwAeHK/nDx0W+aQhE5MI0pkdEpIdw2ML5wvB0cpLr2LC/nLI6F6u3FDKubxLjcxKxhun/Y8W/DMOgssHN8domKurc1DY1U9fUgtvjxWsYWIBwr5Vetz3Ox8eauPxyc+tV6BEROY/T1ym7WN21Tlnbo+1ZSVG8s6+MQ+UNfPTZCQ6V13P9kF7d8pkip3K3eDlcUU9BRQOFJxp9k3eeWxiR/cdS3dS5WdG7kkKPiMg5tK1T5mxs7PQ5umudsmiHlZtGZnCwrJ539pVT2eDmf/OLyYoKJzw2pVs+U0KXx2sQkXM5H5ZbKS0+jOeU8WS2cAtpsRGkxjlIiLQRG2HDYQ0jPMyC1zAoPlLA6yuXMWzGYhNb0EqhR0TkHCoqKnA2NnLnD54hLXtAh471xzplFouF3LRY+iRGselgBbtLailqDKf3/S+x/JMa+uQ2+RaaFemMstom/vhxES9vKidt9o856gQwSIi0MbBXDP2So0mPjzjvrOGeSIOGnW+TGWt+5DC/AhERP+jM7aa2Y9KyB9And3iHjvXnOmWR9nBuGJbG6D7xrNt+hArs/P1AI+ufeodbL+/DfdfkMCA1xm/1hIrO3vqEwF4qxOs1eO9gBav+dYT1e8p8vTqepnoGpURyxbB+pMY4un2W8u6g0CMiQa32ROvyDXfddVenz9Fdt6i6Wq+4CK7t1cKLzzzONQ89zf7KZn7/USG//6iQqwYmc/v4bKYPS+vQqvBydpd66zMQlwopq2vifz8u5vcfFVJc5fS9P65vIhPTvHz/9luZ/dPVPbr3UKFHRIKas74WgJvmLGTwqLEdOtYft6i6msUCTUc+5T8yyjFG9ef1fQ18fMzF+wcref9gJY5wC2PSHVzR28HYjAhiHe2f+ArkHohAcim3PgNpqZCmZg/rdh/nz1uLefdAha9XJy7Cyq2X9+GrV2QzOD2WrVu3YrS4Ta21Kyj0iEhISM7sG9C3qLpKW8/W1772ec9WeFwvYkZNI2bENIjvxYdHm/jwaBOG9wSu4t00Fe3AVbwH17G9RFgtAdcDEcg6c+vTbE3NHj4qOMHft5fwjx0l1LlafNvG9k3kjiuyuWlURlD2CAZN6Pn5z3/OM888Q0lJCcOHD2fp0qVcc801ZpclIuJX5+vZMgyobm7mWGMYx5wWapvDicgeSUT2yLY9cB8v4MdvHOTqER6GZMQxJD2WhCi7n1sReAzDoLqxmWM1TsrrXOwochIzajr7a8MoPlyJ12jtIbHQOs7FYgG7NQyHNezkr+FE2sKJcVgx/DyRtmEYFFc52bC/nA17y9h8qBJns8e3vXdCJLde3ptbxvQO+rFfQRF6/vCHPzBv3jx+/vOfc9VVV/HLX/6SGTNmsHv3bv3fioiEpHP1bGUBbRGnxtlMYWUjx2qcHKt2UtvUgj2tP+sLnKwv2O07Ji3OQd/kaPolR9E3OZq+yVH0TYomOzmK+EibfxrUzWqbmimpbuJYjZOS6iZKapyU1Jz89eT7p89Hkzzj2+yoBqpPdOizwrDR+4HlLHirgv6780mLiyA11kGvWMfJXyPoFecgKcpO2HmeijqdYRhUNTZzvLaJw+UN7DxWw86jNew6VsuJhva3ptLiHFw/pBe3XNab8f2SOvQ5PVlQhJ4lS5Zw7733ct999wGwdOlS/vnPf/Liiy+yeLH58wKIiASi+EgbI/vEM7JPPAAH9u7i5ef/h2/95yKqiWZvaS3FVU6O17o4Xuvio4Izv9zjIqykxUWQFtf6Rd0rNoK0OAdpcREkRduJi7ARH2UjLsJKjMPq1yd+mpo91DqbqXE2U+1sprK+debg0tomjte0/tr2+wa358InBJKj7fSKiyCspYktm99j8OhxJCQmcWpmMACvYeBu8eJu8eI6+Wuj24Oz2YMXC9b4NPZVNrOvsvScnxUeZiE52k5MhJVou5UoezjRDivhYRaaPV5aPAbNntbzV9S7KKt14facfQJAa5iFy7MTmTIklSmDejE0I7ZHPn11qXp86HG73eTn5/PDH/6w3fvTp09n8+bNJlUl4h+X8hi2yOkiw6Fx/2buGBnL5SfXC6hrauZAWT2FlY0cqWzkyImG1l8rG6mod1Hb1EJtUz0Hyi78hFuYBWIjbMRH2oi0heOwhRFhbf3VcfIWkN0aRtt3cdutIuCU91pDRbPn80DhavH4fu90e6g5GXRcLR2bATg+0kZGfASZCZHtfs2Ib/01PT7CN85l69atjH3kJ3xt6p/pk3vxM2F7vAaH9u3mN0/+kOd+8RuiU3pzvLaJsjpX66u2ifI6F5UNbjxew/d+RyRH2+mTGMnw3vGMyIxnRO84BqXFBuUYnY7q8aGnoqICj8dDWlpau/fT0tIoLT17gna5XLhcn/8lqqmpAaC2trZLa2t7zLX4wC5czo491tg2gLL0s/0cio7q8GdfyvE6NvCP/WzPJ8ClPYa9f/vHfv17qWMD/9jy4gIA8vPzz3hMPwlIssOYdCAdwE5Ti5WKRi/VLi9VTg+1LoMTzhaqnF6qmjzUu700tkCD20uLF7xAVRNUVXeorEsSZoFIm4UYm4UYexhJEeEkRoaRGBFOUlQYyZE2EiIgMaI1eLVynnxVQT0010PhUSg85bz79u0DOvfv+4niAtwl+7Ed301OgoecKCAK8H2NOWjx2qlxealtMlrDnMfA5TFwNRt4sRBuMQgPsxAe1tqLE28PIyHSQqIjHGu4hZN/2uCqovowfHT45J9HWBheb8eXg7iU9rb9vaqvr+/y79m28xkXO1DK6OGOHj1qAMbmzZvbvf/EE08YgwcPPusxjz32mEHr/yzopZdeeumll149/FVUVHRRmaHH9/SkpKQQHh5+Rq9OWVnZGb0/bRYsWMD3vvc9389er5cTJ06QnJzcZfc4a2trycrKoqioiLi4uC45ZyBSO4OL2hk8QqGNoHYGm4620zAM6urqyMzMvKjz9/jQY7fbGTt2LOvWrePLX/6y7/1169Zx8803n/UYh8OBw+Fo915CQkK31BcXFxfUf0HbqJ3BRe0MHqHQRlA7g01H2hkfH3/R5+3xoQfge9/7Hl/72tcYN24cEydO5KWXXqKwsJAHHnjA7NJEREQkQARF6Ln99tuprKzkxz/+MSUlJYwYMYJ//OMf9O3b1+zSREREJEAERegBePDBB3nwwQfNLsPH4XDw2GOPnXEbLdioncFF7QweodBGUDuDTXe302IY/p4QW0RERMT/wi68i4iIiEjPp9AjIiIiIUGhR0REREKCQk83+fnPf05OTg4RERGMHTuW9957z+ySOi0vLw+LxdLulZ6e7ttuGAZ5eXlkZmYSGRnJlClT2LVrl4kVX5x3332XL33pS2RmZmKxWHjttdfabb+YdrlcLubOnUtKSgrR0dHMmjWL4uJiP7biwi7UznvuueeM63vllVe22yfQ27l48WLGjx9PbGwsvXr14pZbbvFNm98mGK7nxbQzGK7niy++yKhRo3xztUycOJE33njDtz0YriVcuJ3BcC1Pt3jxYiwWC/PmzfO958/rqdDTDf7whz8wb948Fi5cyCeffMI111zDjBkzKCwsvPDBAWr48OGUlJT4Xjt27PBte/rpp1myZAnPP/88W7ZsIT09nRtuuIG6ujoTK76whoYGRo8ezfPPP3/W7RfTrnnz5rFmzRpWr17Npk2bqK+vZ+bMmXg8F7disz9cqJ0AX/jCF9pd33/84x/ttgd6Ozdu3MhDDz3Ehx9+yLp162hpaWH69Ok0NDT49gmG63kx7YSefz379OnDk08+yccff8zHH3/M9ddfz8033+z7IgyGawkXbif0/Gt5qi1btvDSSy8xatSodu/79Xp2etErOacrrrjCeOCBB9q9N2TIEOOHP/yhSRVdmscee8wYPXr0Wbd5vV4jPT3dePLJJ33vNTU1GfHx8cYvfvELP1V46QBjzZo1vp8vpl3V1dWGzWYzVq9e7dvn6NGjRlhYmPHmm2/6rfaOOL2dhmEYd999t3HzzTef85ie2M6ysjIDMDZu3GgYRvBez9PbaRjBeT0NwzASExONX//610F7Ldu0tdMwguta1tXVGbm5uca6deuMyZMnG9/5zncMw/D/f5vq6elibreb/Px8pk+f3u796dOns3nzZpOqunQHDhwgMzOTnJwc/v3f/53Dh1uX7C0oKKC0tLRdex0OB5MnT+7R7b2YduXn59Pc3Nxun8zMTEaMGNHj2r5hwwZ69erFoEGD+OY3v0lZWZlvW09sZ01NDQBJSUlA8F7P09vZJpiup8fjYfXq1TQ0NDBx4sSgvZant7NNsFzLhx56iJtuuolp06a1e9/f1zNoJicMFBUVFXg8njMWO01LSztjUdSeYsKECfz2t79l0KBBHD9+nCeeeIJJkyaxa9cuX5vO1t4jR46YUW6XuJh2lZaWYrfbSUxMPGOfnnStZ8yYwW233Ubfvn0pKCjgRz/6Eddffz35+fk4HI4e107DMPje977H1VdfzYgRI4DgvJ5naycEz/XcsWMHEydOpKmpiZiYGNasWcOwYcN8X3LBci3P1U4Inmu5evVqtm7dypYtW87Y5u//NhV6usnpq7UbhtFlK7j724wZM3y/HzlyJBMnTmTAgAG8/PLLvkF1wdTeU3WmXT2t7bfffrvv9yNGjGDcuHH07duXv//979x6663nPC5Q2/nwww+zfft2Nm3adMa2YLqe52pnsFzPwYMHs23bNqqrq/m///s/7r77bjZu3OjbHizX8lztHDZsWFBcy6KiIr7zne+wdu1aIiIizrmfv66nbm91sZSUFMLDw89In2VlZWck2Z4qOjqakSNHcuDAAd9TXMHW3otpV3p6Om63m6qqqnPu0xNlZGTQt29fDhw4APSsds6dO5fXX3+dd955hz59+vjeD7brea52nk1PvZ52u52BAwcybtw4Fi9ezOjRo/npT38adNfyXO08m554LfPz8ykrK2Ps2LFYrVasVisbN27kZz/7GVar1Venv66nQk8Xs9vtjB07lnXr1rV7f926dUyaNMmkqrqWy+Viz549ZGRkkJOTQ3p6erv2ut1uNm7c2KPbezHtGjt2LDabrd0+JSUl7Ny5s0e3vbKykqKiIjIyMoCe0U7DMHj44Yf585//zNtvv01OTk677cFyPS/UzrPpidfzbAzDwOVyBc21PJe2dp5NT7yWU6dOZceOHWzbts33GjduHHfeeSfbtm2jf//+/r2eHRyALRdh9erVhs1mM5YvX27s3r3bmDdvnhEdHW189tlnZpfWKfPnzzc2bNhgHD582Pjwww+NmTNnGrGxsb72PPnkk0Z8fLzx5z//2dixY4fx1a9+1cjIyDBqa2tNrvz86urqjE8++cT45JNPDMBYsmSJ8cknnxhHjhwxDOPi2vXAAw8Yffr0MdavX29s3brVuP76643Ro0cbLS0tZjXrDOdrZ11dnTF//nxj8+bNRkFBgfHOO+8YEydONHr37t2j2vmtb33LiI+PNzZs2GCUlJT4Xo2Njb59guF6XqidwXI9FyxYYLz77rtGQUGBsX37duM///M/jbCwMGPt2rWGYQTHtTSM87czWK7l2Zz69JZh+Pd6KvR0kxdeeMHo27evYbfbjcsvv7zdI6U9ze23325kZGQYNpvNyMzMNG699VZj165dvu1er9d47LHHjPT0dMPhcBjXXnutsWPHDhMrvjjvvPOOAZzxuvvuuw3DuLh2OZ1O4+GHHzaSkpKMyMhIY+bMmUZhYaEJrTm387WzsbHRmD59upGammrYbDYjOzvbuPvuu89oQ6C382ztA4wVK1b49gmG63mhdgbL9fzGN77h+/czNTXVmDp1qi/wGEZwXEvDOH87g+Vans3pocef11OrrIuIiEhI0JgeERERCQkKPSIiIhISFHpEREQkJCj0iIiISEhQ6BEREZGQoNAjIiIiIUGhR0REREKCQo+IiIiEBIUekRAyZcoU5s2bZ3YZ9OvXj6VLl5pdxllt2LABi8VCdXX1effzdxtWrlxJQkKC7+e8vDwuu+wyv32+SDBQ6BERv9uyZQv333+/2WWc1aRJkygpKSE+Ph44M2y0MbsNjzzyCG+99dZF7auAJNLKanYBIhJ6UlNTzS7hnOx2O+np6Rfcz+w2xMTEEBMTY2oNIj2NenpEglRDQwP/8R//QUxMDBkZGTz77LPttr/66quMGzeO2NhY0tPTueOOOygrKwPAMAwGDhzI//zP/7Q7ZufOnYSFhXHo0CGgtQchOzsbh8NBZmYm3/72ty+qttNvDVksFn7961/z5S9/maioKHJzc3n99dcv6lxjx45t17ZbbrkFq9VKbW0tAKWlpVgsFvbt23fBdkP721sbNmzg61//OjU1NVgsFiwWC3l5eZ1uw+uvv05ubi6RkZFcd911vPzyyxd1K+1sTu+92bBhA1dccQXR0dEkJCRw1VVXceTIEVauXMnjjz/Op59+6mvDypUrO/x5IsFAoUckSH3/+9/nnXfeYc2aNaxdu5YNGzaQn5/v2+52u/nJT37Cp59+ymuvvUZBQQH33HMP0PoF/o1vfIMVK1a0O+dvfvMbrrnmGgYMGMCf/vQnnnvuOX75y19y4MABXnvtNUaOHNnpeh9//HFmz57N9u3b+eIXv8idd97JiRMnLnjclClT2LBhA9Aa1t577z0SExPZtGkTAO+88w7p6ekMHjz4gu0+3aRJk1i6dClxcXGUlJRQUlLCI4880qk2fPbZZ/zbv/0bt9xyC9u2bWPOnDksXLiwA39C59bS0sItt9zC5MmT2b59Ox988AH3338/FouF22+/nfnz5zN8+HBfG26//fYu+VyRHudSlocXkcBUV1dn2O12Y/Xq1b73KisrjcjISOM73/nOWY/56KOPDMCoq6szDMMwjh07ZoSHhxv/+te/DMMwDLfbbaSmphorV640DMMwnn32WWPQoEGG2+3ucH19+/Y1nnvuOd/PgPFf//Vfvp/r6+sNi8VivPHGGxc81+uvv27Ex8cbHo/H2LZtm5Gammp897vfNb7//e8bhmEY999/v3H77bef8/jT2/3OO+8YgFFVVWUYhmGsWLHCiI+Pv+Q2/OAHPzBGjBjR7hwLFy5s91nnc3odjz32mDF69GjDMFqvLWBs2LDhrMeeuq9IKFNPj0gQOnToEG63m4kTJ/reS0pK8vV2AHzyySfcfPPN9O3bl9jYWKZMmQJAYWEhABkZGdx000385je/AeBvf/sbTU1N3HbbbQDcdtttOJ1O+vfvzze/+U3WrFlDS0tLp2seNWqU7/fR0dHExsa2u+10Ltdeey11dXV88sknbNy4kcmTJ3PdddexceNGoPW2z+TJky+63ZfifG3Yt28f48ePb7f/FVdcccmfCa3X9p577uHGG2/kS1/6Ej/96U8pKSnpknOLBBOFHpEgZBjGebc3NDQwffp0YmJiePXVV9myZQtr1qwBWm//tLnvvvtYvXo1TqeTFStWcPvttxMVFQVAVlYW+/bt44UXXiAyMpIHH3yQa6+9lubm5k7VbLPZ2v1ssVjwer0XPC4+Pp7LLruMDRs2sHHjRqZMmcI111zDtm3bOHDgAPv37/cFm4ttd2edrw2GYWCxWNptv9B16ogVK1bwwQcfMGnSJP7whz8waNAgPvzwwy47v0gwUOgRCUIDBw7EZrO1+9Krqqpi//79AOzdu5eKigqefPJJrrnmGoYMGXLWXpUvfvGLREdH8+KLL/LGG2/wjW98o932yMhIZs2axc9+9jM2bNjABx98wI4dO7q3cWcxZcoU3nnnHd59912mTJlCQkICw4YN44knnqBXr14MHToUuPh2n8put+PxeC65xiFDhrBly5Z273388ceXfN5TjRkzhgULFrB582ZGjBjBqlWrgK5rg0hPp9AjEoRiYmK49957+f73v89bb73Fzp07ueeeewgLa/1PPjs7G7vdzrJlyzh8+DCvv/46P/nJT844T3h4OPfccw8LFixg4MCB7W6XrVy5kuXLl7Nz504OHz7MK6+8QmRkJH379vVbO9tMmTKFN998E4vFwrBhw3zv/e53v2t3a+ti232qfv36UV9fz1tvvUVFRQWNjY2dqnHOnDns3buXH/zgB+zfv58//vGPvqeoTu8B6qiCggIWLFjABx98wJEjR1i7di379+/3hb1+/fpRUFDAtm3bqKiowOVyXdLnifRUCj0iQeqZZ57h2muvZdasWUybNo2rr76asWPHAq1zzKxcuZL//d//ZdiwYTz55JNnPJ7e5t5778Xtdp/Ry5OQkMCvfvUrrrrqKkaNGsVbb73FX//6V5KTk7u9bae79tprAZg8ebIvQEyePBmPx9Mu9HSk3W0mTZrEAw88wO23305qaipPP/10p2rMycnhT3/6E3/+858ZNWoUL774ou/pLYfD0alztomKimLv3r185StfYdCgQdx///08/PDDzJkzB4CvfOUrfOELX+C6664jNTWV3//+95f0eSI9lcXoypvKIhJ03n//faZMmUJxcTFpaWlmlxNU/vu//5tf/OIXFBUVmV2KSEjQjMwiclYul4uioiJ+9KMfMXv2bAWeLvDzn/+c8ePHk5yczPvvv88zzzzDww8/bHZZIiFDt7dE5Kx+//vfM3jwYGpqajp0S+e9997zLZFwtldHPfDAA+c81wMPPNDh85npwIED3HzzzQwbNoyf/OQnzJ8/3zfD84wZM87ZzkWLFplbuEiQ0O0tEelSTqeTo0ePnnP7wIEDO3S+srIy35ISp4uLi6NXr14dOl+gOnr0KE6n86zbkpKSSEpK8nNFIsFHoUdERERCgm5viYiISEhQ6BEREZGQoNAjIiIiIUGhR0REREKCQo+IiIiEBIUeERERCQkKPSIiIhISFHpEREQkJPx/lA2l7tNTCg0AAAAASUVORK5CYII=",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.histplot(datos_numericos.query('days_in_waiting_list > 0').days_in_waiting_list, bins = 30, kde = True)"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "spatial_data",
   "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": "3.12.5"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}