hotels.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 10,
   "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>hotel</th>\n",
       "      <th>is_canceled</th>\n",
       "      <th>lead_time</th>\n",
       "      <th>arrival_date_year</th>\n",
       "      <th>arrival_date_month</th>\n",
       "      <th>arrival_date_week_number</th>\n",
       "      <th>arrival_date_day_of_month</th>\n",
       "      <th>stays_in_weekend_nights</th>\n",
       "      <th>stays_in_week_nights</th>\n",
       "      <th>adults</th>\n",
       "      <th>...</th>\n",
       "      <th>deposit_type</th>\n",
       "      <th>agent</th>\n",
       "      <th>company</th>\n",
       "      <th>days_in_waiting_list</th>\n",
       "      <th>customer_type</th>\n",
       "      <th>adr</th>\n",
       "      <th>required_car_parking_spaces</th>\n",
       "      <th>total_of_special_requests</th>\n",
       "      <th>reservation_status</th>\n",
       "      <th>reservation_status_date</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Resort Hotel</td>\n",
       "      <td>0</td>\n",
       "      <td>342</td>\n",
       "      <td>2015</td>\n",
       "      <td>July</td>\n",
       "      <td>27</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>...</td>\n",
       "      <td>No Deposit</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>Transient</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Check-Out</td>\n",
       "      <td>2015-07-01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Resort Hotel</td>\n",
       "      <td>0</td>\n",
       "      <td>737</td>\n",
       "      <td>2015</td>\n",
       "      <td>July</td>\n",
       "      <td>27</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>...</td>\n",
       "      <td>No Deposit</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>Transient</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Check-Out</td>\n",
       "      <td>2015-07-01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Resort Hotel</td>\n",
       "      <td>0</td>\n",
       "      <td>7</td>\n",
       "      <td>2015</td>\n",
       "      <td>July</td>\n",
       "      <td>27</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>No Deposit</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>Transient</td>\n",
       "      <td>75.00</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Check-Out</td>\n",
       "      <td>2015-07-02</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Resort Hotel</td>\n",
       "      <td>0</td>\n",
       "      <td>13</td>\n",
       "      <td>2015</td>\n",
       "      <td>July</td>\n",
       "      <td>27</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>No Deposit</td>\n",
       "      <td>304.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>Transient</td>\n",
       "      <td>75.00</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Check-Out</td>\n",
       "      <td>2015-07-02</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Resort Hotel</td>\n",
       "      <td>0</td>\n",
       "      <td>14</td>\n",
       "      <td>2015</td>\n",
       "      <td>July</td>\n",
       "      <td>27</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>...</td>\n",
       "      <td>No Deposit</td>\n",
       "      <td>240.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>Transient</td>\n",
       "      <td>98.00</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>Check-Out</td>\n",
       "      <td>2015-07-03</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>119385</th>\n",
       "      <td>City Hotel</td>\n",
       "      <td>0</td>\n",
       "      <td>23</td>\n",
       "      <td>2017</td>\n",
       "      <td>August</td>\n",
       "      <td>35</td>\n",
       "      <td>30</td>\n",
       "      <td>2</td>\n",
       "      <td>5</td>\n",
       "      <td>2</td>\n",
       "      <td>...</td>\n",
       "      <td>No Deposit</td>\n",
       "      <td>394.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>Transient</td>\n",
       "      <td>96.14</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Check-Out</td>\n",
       "      <td>2017-09-06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>119386</th>\n",
       "      <td>City Hotel</td>\n",
       "      <td>0</td>\n",
       "      <td>102</td>\n",
       "      <td>2017</td>\n",
       "      <td>August</td>\n",
       "      <td>35</td>\n",
       "      <td>31</td>\n",
       "      <td>2</td>\n",
       "      <td>5</td>\n",
       "      <td>3</td>\n",
       "      <td>...</td>\n",
       "      <td>No Deposit</td>\n",
       "      <td>9.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>Transient</td>\n",
       "      <td>225.43</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>Check-Out</td>\n",
       "      <td>2017-09-07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>119387</th>\n",
       "      <td>City Hotel</td>\n",
       "      <td>0</td>\n",
       "      <td>34</td>\n",
       "      <td>2017</td>\n",
       "      <td>August</td>\n",
       "      <td>35</td>\n",
       "      <td>31</td>\n",
       "      <td>2</td>\n",
       "      <td>5</td>\n",
       "      <td>2</td>\n",
       "      <td>...</td>\n",
       "      <td>No Deposit</td>\n",
       "      <td>9.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>Transient</td>\n",
       "      <td>157.71</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>Check-Out</td>\n",
       "      <td>2017-09-07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>119388</th>\n",
       "      <td>City Hotel</td>\n",
       "      <td>0</td>\n",
       "      <td>109</td>\n",
       "      <td>2017</td>\n",
       "      <td>August</td>\n",
       "      <td>35</td>\n",
       "      <td>31</td>\n",
       "      <td>2</td>\n",
       "      <td>5</td>\n",
       "      <td>2</td>\n",
       "      <td>...</td>\n",
       "      <td>No Deposit</td>\n",
       "      <td>89.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>Transient</td>\n",
       "      <td>104.40</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Check-Out</td>\n",
       "      <td>2017-09-07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>119389</th>\n",
       "      <td>City Hotel</td>\n",
       "      <td>0</td>\n",
       "      <td>205</td>\n",
       "      <td>2017</td>\n",
       "      <td>August</td>\n",
       "      <td>35</td>\n",
       "      <td>29</td>\n",
       "      <td>2</td>\n",
       "      <td>7</td>\n",
       "      <td>2</td>\n",
       "      <td>...</td>\n",
       "      <td>No Deposit</td>\n",
       "      <td>9.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>Transient</td>\n",
       "      <td>151.20</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>Check-Out</td>\n",
       "      <td>2017-09-07</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>119390 rows × 32 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "               hotel  is_canceled  lead_time  arrival_date_year  \\\n",
       "0       Resort Hotel            0        342               2015   \n",
       "1       Resort Hotel            0        737               2015   \n",
       "2       Resort Hotel            0          7               2015   \n",
       "3       Resort Hotel            0         13               2015   \n",
       "4       Resort Hotel            0         14               2015   \n",
       "...              ...          ...        ...                ...   \n",
       "119385    City Hotel            0         23               2017   \n",
       "119386    City Hotel            0        102               2017   \n",
       "119387    City Hotel            0         34               2017   \n",
       "119388    City Hotel            0        109               2017   \n",
       "119389    City Hotel            0        205               2017   \n",
       "\n",
       "       arrival_date_month  arrival_date_week_number  \\\n",
       "0                    July                        27   \n",
       "1                    July                        27   \n",
       "2                    July                        27   \n",
       "3                    July                        27   \n",
       "4                    July                        27   \n",
       "...                   ...                       ...   \n",
       "119385             August                        35   \n",
       "119386             August                        35   \n",
       "119387             August                        35   \n",
       "119388             August                        35   \n",
       "119389             August                        35   \n",
       "\n",
       "        arrival_date_day_of_month  stays_in_weekend_nights  \\\n",
       "0                               1                        0   \n",
       "1                               1                        0   \n",
       "2                               1                        0   \n",
       "3                               1                        0   \n",
       "4                               1                        0   \n",
       "...                           ...                      ...   \n",
       "119385                         30                        2   \n",
       "119386                         31                        2   \n",
       "119387                         31                        2   \n",
       "119388                         31                        2   \n",
       "119389                         29                        2   \n",
       "\n",
       "        stays_in_week_nights  adults  ...  deposit_type  agent company  \\\n",
       "0                          0       2  ...    No Deposit    NaN     NaN   \n",
       "1                          0       2  ...    No Deposit    NaN     NaN   \n",
       "2                          1       1  ...    No Deposit    NaN     NaN   \n",
       "3                          1       1  ...    No Deposit  304.0     NaN   \n",
       "4                          2       2  ...    No Deposit  240.0     NaN   \n",
       "...                      ...     ...  ...           ...    ...     ...   \n",
       "119385                     5       2  ...    No Deposit  394.0     NaN   \n",
       "119386                     5       3  ...    No Deposit    9.0     NaN   \n",
       "119387                     5       2  ...    No Deposit    9.0     NaN   \n",
       "119388                     5       2  ...    No Deposit   89.0     NaN   \n",
       "119389                     7       2  ...    No Deposit    9.0     NaN   \n",
       "\n",
       "       days_in_waiting_list customer_type     adr  \\\n",
       "0                         0     Transient    0.00   \n",
       "1                         0     Transient    0.00   \n",
       "2                         0     Transient   75.00   \n",
       "3                         0     Transient   75.00   \n",
       "4                         0     Transient   98.00   \n",
       "...                     ...           ...     ...   \n",
       "119385                    0     Transient   96.14   \n",
       "119386                    0     Transient  225.43   \n",
       "119387                    0     Transient  157.71   \n",
       "119388                    0     Transient  104.40   \n",
       "119389                    0     Transient  151.20   \n",
       "\n",
       "        required_car_parking_spaces  total_of_special_requests  \\\n",
       "0                                 0                          0   \n",
       "1                                 0                          0   \n",
       "2                                 0                          0   \n",
       "3                                 0                          0   \n",
       "4                                 0                          1   \n",
       "...                             ...                        ...   \n",
       "119385                            0                          0   \n",
       "119386                            0                          2   \n",
       "119387                            0                          4   \n",
       "119388                            0                          0   \n",
       "119389                            0                          2   \n",
       "\n",
       "        reservation_status reservation_status_date  \n",
       "0                Check-Out              2015-07-01  \n",
       "1                Check-Out              2015-07-01  \n",
       "2                Check-Out              2015-07-02  \n",
       "3                Check-Out              2015-07-02  \n",
       "4                Check-Out              2015-07-03  \n",
       "...                    ...                     ...  \n",
       "119385           Check-Out              2017-09-06  \n",
       "119386           Check-Out              2017-09-07  \n",
       "119387           Check-Out              2017-09-07  \n",
       "119388           Check-Out              2017-09-07  \n",
       "119389           Check-Out              2017-09-07  \n",
       "\n",
       "[119390 rows x 32 columns]"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "from matplotlib.dates import DateFormatter\n",
    "import matplotlib.dates as mdates\n",
    "from scipy import stats\n",
    "import numpy as np\n",
    "\n",
    "hotel_data = pd.read_csv('hotel_bookings.csv')\n",
    "hotel_data#.describe(include = 'object')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 119390 entries, 0 to 119389\n",
      "Data columns (total 32 columns):\n",
      " #   Column                          Non-Null Count   Dtype  \n",
      "---  ------                          --------------   -----  \n",
      " 0   hotel                           119390 non-null  object \n",
      " 1   is_canceled                     119390 non-null  int64  \n",
      " 2   lead_time                       119390 non-null  int64  \n",
      " 3   arrival_date_year               119390 non-null  int64  \n",
      " 4   arrival_date_month              119390 non-null  object \n",
      " 5   arrival_date_week_number        119390 non-null  int64  \n",
      " 6   arrival_date_day_of_month       119390 non-null  int64  \n",
      " 7   stays_in_weekend_nights         119390 non-null  int64  \n",
      " 8   stays_in_week_nights            119390 non-null  int64  \n",
      " 9   adults                          119390 non-null  int64  \n",
      " 10  children                        119386 non-null  float64\n",
      " 11  babies                          119390 non-null  int64  \n",
      " 12  meal                            119390 non-null  object \n",
      " 13  country                         118902 non-null  object \n",
      " 14  market_segment                  119390 non-null  object \n",
      " 15  distribution_channel            119390 non-null  object \n",
      " 16  is_repeated_guest               119390 non-null  int64  \n",
      " 17  previous_cancellations          119390 non-null  int64  \n",
      " 18  previous_bookings_not_canceled  119390 non-null  int64  \n",
      " 19  reserved_room_type              119390 non-null  object \n",
      " 20  assigned_room_type              119390 non-null  object \n",
      " 21  booking_changes                 119390 non-null  int64  \n",
      " 22  deposit_type                    119390 non-null  object \n",
      " 23  agent                           103050 non-null  float64\n",
      " 24  company                         6797 non-null    float64\n",
      " 25  days_in_waiting_list            119390 non-null  int64  \n",
      " 26  customer_type                   119390 non-null  object \n",
      " 27  adr                             119390 non-null  float64\n",
      " 28  required_car_parking_spaces     119390 non-null  int64  \n",
      " 29  total_of_special_requests       119390 non-null  int64  \n",
      " 30  reservation_status              119390 non-null  object \n",
      " 31  reservation_status_date         119390 non-null  object \n",
      "dtypes: float64(4), int64(16), object(12)\n",
      "memory usage: 29.1+ MB\n"
     ]
    }
   ],
   "source": [
    "df = pd.DataFrame(hotel_data)\n",
    "df.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "hotel\n",
      "['Resort Hotel' 'City Hotel']\n",
      "--------------------------------------------------\n",
      "arrival_date_month\n",
      "['July' 'August' 'September' 'October' 'November' 'December' 'January'\n",
      " 'February' 'March' 'April' 'May' 'June']\n",
      "--------------------------------------------------\n",
      "meal\n",
      "['BB' 'FB' 'HB' 'SC' 'Undefined']\n",
      "--------------------------------------------------\n",
      "country\n",
      "['PRT' 'GBR' 'USA' 'ESP' 'IRL' 'FRA' nan 'ROU' 'NOR' 'OMN' 'ARG' 'POL'\n",
      " 'DEU' 'BEL' 'CHE' 'CN' 'GRC' 'ITA' 'NLD' 'DNK' 'RUS' 'SWE' 'AUS' 'EST'\n",
      " 'CZE' 'BRA' 'FIN' 'MOZ' 'BWA' 'LUX' 'SVN' 'ALB' 'IND' 'CHN' 'MEX' 'MAR'\n",
      " 'UKR' 'SMR' 'LVA' 'PRI' 'SRB' 'CHL' 'AUT' 'BLR' 'LTU' 'TUR' 'ZAF' 'AGO'\n",
      " 'ISR' 'CYM' 'ZMB' 'CPV' 'ZWE' 'DZA' 'KOR' 'CRI' 'HUN' 'ARE' 'TUN' 'JAM'\n",
      " 'HRV' 'HKG' 'IRN' 'GEO' 'AND' 'GIB' 'URY' 'JEY' 'CAF' 'CYP' 'COL' 'GGY'\n",
      " 'KWT' 'NGA' 'MDV' 'VEN' 'SVK' 'FJI' 'KAZ' 'PAK' 'IDN' 'LBN' 'PHL' 'SEN'\n",
      " 'SYC' 'AZE' 'BHR' 'NZL' 'THA' 'DOM' 'MKD' 'MYS' 'ARM' 'JPN' 'LKA' 'CUB'\n",
      " 'CMR' 'BIH' 'MUS' 'COM' 'SUR' 'UGA' 'BGR' 'CIV' 'JOR' 'SYR' 'SGP' 'BDI'\n",
      " 'SAU' 'VNM' 'PLW' 'QAT' 'EGY' 'PER' 'MLT' 'MWI' 'ECU' 'MDG' 'ISL' 'UZB'\n",
      " 'NPL' 'BHS' 'MAC' 'TGO' 'TWN' 'DJI' 'STP' 'KNA' 'ETH' 'IRQ' 'HND' 'RWA'\n",
      " 'KHM' 'MCO' 'BGD' 'IMN' 'TJK' 'NIC' 'BEN' 'VGB' 'TZA' 'GAB' 'GHA' 'TMP'\n",
      " 'GLP' 'KEN' 'LIE' 'GNB' 'MNE' 'UMI' 'MYT' 'FRO' 'MMR' 'PAN' 'BFA' 'LBY'\n",
      " 'MLI' 'NAM' 'BOL' 'PRY' 'BRB' 'ABW' 'AIA' 'SLV' 'DMA' 'PYF' 'GUY' 'LCA'\n",
      " 'ATA' 'GTM' 'ASM' 'MRT' 'NCL' 'KIR' 'SDN' 'ATF' 'SLE' 'LAO']\n",
      "--------------------------------------------------\n",
      "market_segment\n",
      "['Direct' 'Corporate' 'Online TA' 'Offline TA/TO' 'Complementary' 'Groups'\n",
      " 'Undefined' 'Aviation']\n",
      "--------------------------------------------------\n",
      "distribution_channel\n",
      "['Direct' 'Corporate' 'TA/TO' 'Undefined' 'GDS']\n",
      "--------------------------------------------------\n",
      "reserved_room_type\n",
      "['C' 'A' 'D' 'E' 'G' 'F' 'H' 'L' 'P' 'B']\n",
      "--------------------------------------------------\n",
      "assigned_room_type\n",
      "['C' 'A' 'D' 'E' 'G' 'F' 'I' 'B' 'H' 'P' 'L' 'K']\n",
      "--------------------------------------------------\n",
      "deposit_type\n",
      "['No Deposit' 'Refundable' 'Non Refund']\n",
      "--------------------------------------------------\n",
      "customer_type\n",
      "['Transient' 'Contract' 'Transient-Party' 'Group']\n",
      "--------------------------------------------------\n",
      "reservation_status\n",
      "['Check-Out' 'Canceled' 'No-Show']\n",
      "--------------------------------------------------\n",
      "reservation_status_date\n",
      "['2015-07-01' '2015-07-02' '2015-07-03' '2015-05-06' '2015-04-22'\n",
      " '2015-06-23' '2015-07-05' '2015-07-06' '2015-07-07' '2015-07-08'\n",
      " '2015-05-11' '2015-07-15' '2015-07-16' '2015-05-29' '2015-05-19'\n",
      " '2015-06-19' '2015-05-23' '2015-05-18' '2015-07-09' '2015-06-02'\n",
      " '2015-07-13' '2015-07-04' '2015-06-29' '2015-06-16' '2015-06-18'\n",
      " '2015-06-12' '2015-06-09' '2015-05-26' '2015-07-11' '2015-07-12'\n",
      " '2015-07-17' '2015-04-15' '2015-05-13' '2015-07-10' '2015-05-20'\n",
      " '2015-05-12' '2015-07-14' '2015-06-17' '2015-05-01' '2015-03-30'\n",
      " '2015-07-19' '2015-06-03' '2015-06-26' '2015-05-14' '2015-07-20'\n",
      " '2015-05-07' '2015-05-28' '2015-04-13' '2015-03-25' '2015-07-21'\n",
      " '2015-06-27' '2015-07-18' '2015-07-23' '2015-06-08' '2015-06-22'\n",
      " '2015-06-24' '2015-03-05' '2015-06-01' '2015-04-24' '2015-07-22'\n",
      " '2015-05-27' '2015-04-06' '2015-04-11' '2015-07-25' '2015-07-28'\n",
      " '2015-07-29' '2015-06-25' '2015-07-24' '2015-06-05' '2015-06-30'\n",
      " '2015-06-13' '2015-06-11' '2015-07-30' '2015-07-27' '2015-04-29'\n",
      " '2015-06-04' '2015-07-26' '2015-08-01' '2015-08-02' '2015-06-15'\n",
      " '2015-04-23' '2015-07-31' '2015-05-25' '2015-08-03' '2015-04-17'\n",
      " '2015-08-04' '2015-08-06' '2015-05-15' '2015-05-09' '2015-03-17'\n",
      " '2015-05-22' '2015-08-07' '2015-04-04' '2015-08-05' '2015-08-08'\n",
      " '2015-08-10' '2015-05-04' '2015-06-06' '2015-08-09' '2015-08-15'\n",
      " '2015-08-11' '2015-03-28' '2015-08-14' '2015-08-12' '2015-08-16'\n",
      " '2015-05-16' '2015-08-21' '2015-08-13' '2015-08-17' '2015-04-20'\n",
      " '2015-08-18' '2015-08-23' '2015-08-22' '2015-08-19' '2015-08-20'\n",
      " '2015-08-29' '2015-03-31' '2015-05-30' '2015-08-25' '2015-04-14'\n",
      " '2015-08-24' '2015-03-24' '2015-05-21' '2015-08-28' '2015-08-26'\n",
      " '2015-08-27' '2015-08-30' '2015-08-31' '2015-09-06' '2015-09-03'\n",
      " '2015-09-04' '2015-09-02' '2015-09-01' '2015-09-05' '2015-06-20'\n",
      " '2015-09-07' '2015-09-10' '2015-09-11' '2015-09-08' '2015-09-09'\n",
      " '2015-09-13' '2015-09-15' '2015-04-10' '2015-01-02' '2014-11-18'\n",
      " '2015-09-12' '2015-09-17' '2015-09-14' '2015-04-07' '2015-09-19'\n",
      " '2015-09-16' '2015-09-20' '2015-01-18' '2015-10-23' '2015-01-22'\n",
      " '2015-01-01' '2015-09-22' '2015-09-24' '2015-09-18' '2015-09-21'\n",
      " '2015-09-30' '2015-09-25' '2015-09-27' '2015-09-28' '2015-10-12'\n",
      " '2015-09-29' '2015-09-23' '2015-10-01' '2015-09-26' '2015-04-18'\n",
      " '2015-10-02' '2015-10-04' '2015-10-08' '2015-10-03' '2015-10-07'\n",
      " '2015-10-09' '2015-10-11' '2015-10-05' '2015-10-06' '2015-10-10'\n",
      " '2015-10-14' '2015-10-15' '2015-10-18' '2015-10-13' '2015-10-20'\n",
      " '2015-10-19' '2015-10-31' '2015-10-16' '2015-10-21' '2015-10-22'\n",
      " '2015-10-17' '2015-10-24' '2015-10-25' '2015-10-28' '2015-10-27'\n",
      " '2015-10-26' '2015-10-30' '2015-11-05' '2015-10-29' '2015-11-03'\n",
      " '2015-11-07' '2015-11-04' '2015-11-01' '2015-11-02' '2015-11-17'\n",
      " '2015-11-06' '2015-11-10' '2015-11-08' '2015-11-09' '2015-11-15'\n",
      " '2015-11-16' '2015-11-11' '2015-11-12' '2015-11-14' '2015-11-13'\n",
      " '2015-11-18' '2015-11-22' '2015-11-19' '2015-11-21' '2015-11-20'\n",
      " '2015-11-24' '2015-11-25' '2015-11-23' '2015-11-28' '2015-11-26'\n",
      " '2015-11-27' '2015-11-29' '2015-12-04' '2015-12-01' '2015-12-06'\n",
      " '2015-12-08' '2015-12-02' '2015-12-03' '2015-12-31' '2015-12-05'\n",
      " '2015-12-10' '2015-12-17' '2015-11-30' '2015-12-12' '2015-12-07'\n",
      " '2016-01-05' '2015-12-11' '2015-12-13' '2015-12-15' '2015-12-16'\n",
      " '2015-12-19' '2015-12-18' '2015-12-26' '2015-12-27' '2015-12-22'\n",
      " '2015-12-23' '2015-12-24' '2015-12-29' '2015-12-28' '2015-12-20'\n",
      " '2015-12-30' '2016-01-02' '2016-01-01' '2015-12-25' '2016-01-03'\n",
      " '2016-01-04' '2016-01-11' '2016-01-07' '2015-12-21' '2016-01-09'\n",
      " '2016-01-10' '2016-01-08' '2016-01-06' '2016-01-12' '2016-01-13'\n",
      " '2016-01-23' '2016-02-09' '2016-01-15' '2016-01-16' '2016-01-17'\n",
      " '2016-01-19' '2016-01-18' '2016-01-21' '2016-01-24' '2016-01-22'\n",
      " '2016-01-29' '2016-01-27' '2016-01-25' '2016-03-08' '2016-01-26'\n",
      " '2016-01-20' '2016-01-30' '2016-02-01' '2016-02-02' '2016-02-08'\n",
      " '2016-02-07' '2016-01-28' '2016-02-05' '2016-02-03' '2016-02-13'\n",
      " '2016-02-10' '2016-02-04' '2016-02-12' '2016-02-11' '2016-02-16'\n",
      " '2016-02-14' '2016-02-15' '2016-02-20' '2016-02-06' '2016-01-14'\n",
      " '2016-02-17' '2016-02-21' '2016-02-24' '2016-02-25' '2016-02-19'\n",
      " '2016-02-18' '2016-02-26' '2016-02-23' '2016-03-05' '2016-02-22'\n",
      " '2016-02-27' '2016-03-03' '2016-03-24' '2016-03-04' '2016-02-29'\n",
      " '2016-03-01' '2016-03-02' '2016-03-30' '2016-03-07' '2016-03-14'\n",
      " '2016-03-21' '2016-03-09' '2016-03-12' '2016-03-22' '2016-03-10'\n",
      " '2016-03-11' '2016-03-20' '2016-03-15' '2016-03-17' '2016-03-16'\n",
      " '2016-03-19' '2016-03-27' '2016-03-18' '2016-03-26' '2016-03-31'\n",
      " '2016-03-28' '2016-03-29' '2016-04-01' '2016-03-23' '2016-04-02'\n",
      " '2016-03-25' '2016-03-13' '2016-04-04' '2016-04-03' '2016-04-05'\n",
      " '2016-04-08' '2016-04-06' '2016-04-09' '2016-04-12' '2016-04-16'\n",
      " '2016-04-17' '2016-04-27' '2016-04-14' '2016-04-18' '2016-04-21'\n",
      " '2016-04-19' '2016-04-20' '2016-04-10' '2016-04-13' '2016-04-11'\n",
      " '2016-04-07' '2016-04-15' '2016-04-22' '2016-04-23' '2016-04-26'\n",
      " '2016-04-28' '2016-04-24' '2016-04-25' '2016-04-29' '2016-04-30'\n",
      " '2016-05-01' '2016-05-10' '2016-05-02' '2016-05-07' '2016-05-08'\n",
      " '2016-05-12' '2016-05-04' '2016-05-06' '2016-05-03' '2016-05-09'\n",
      " '2016-05-05' '2016-05-13' '2016-05-14' '2016-05-18' '2016-05-19'\n",
      " '2016-05-15' '2016-05-16' '2016-05-11' '2016-05-21' '2016-05-22'\n",
      " '2016-05-20' '2016-05-24' '2016-05-25' '2016-05-26' '2016-05-23'\n",
      " '2016-05-27' '2016-05-17' '2016-05-29' '2016-05-28' '2016-05-30'\n",
      " '2016-05-31' '2016-06-01' '2016-06-03' '2016-06-08' '2016-06-02'\n",
      " '2016-06-05' '2016-06-06' '2016-06-13' '2016-06-07' '2016-06-10'\n",
      " '2016-06-11' '2016-06-16' '2016-06-12' '2016-06-14' '2016-06-17'\n",
      " '2016-06-04' '2016-06-18' '2016-06-21' '2016-06-09' '2016-06-24'\n",
      " '2016-06-20' '2016-06-25' '2016-06-22' '2016-06-26' '2016-06-23'\n",
      " '2016-07-01' '2016-06-15' '2016-06-28' '2016-07-02' '2016-06-19'\n",
      " '2016-06-27' '2016-07-04' '2016-06-30' '2016-07-05' '2016-07-08'\n",
      " '2016-07-09' '2016-07-07' '2016-07-12' '2016-06-29' '2016-07-10'\n",
      " '2016-07-15' '2016-07-03' '2016-07-16' '2016-07-14' '2016-07-18'\n",
      " '2016-07-13' '2016-07-06' '2016-07-20' '2016-07-21' '2016-07-23'\n",
      " '2016-07-19' '2016-07-11' '2016-07-28' '2016-07-17' '2016-07-25'\n",
      " '2016-07-22' '2016-07-29' '2016-08-03' '2016-08-02' '2016-08-04'\n",
      " '2016-08-08' '2016-08-10' '2016-08-01' '2016-08-06' '2016-03-06'\n",
      " '2016-08-05' '2016-07-26' '2016-08-07' '2016-07-30' '2016-07-24'\n",
      " '2016-08-12' '2016-07-27' '2016-08-13' '2016-08-18' '2016-08-16'\n",
      " '2016-08-15' '2016-08-17' '2016-08-11' '2016-07-31' '2016-08-19'\n",
      " '2016-09-01' '2016-08-23' '2016-08-26' '2016-08-20' '2016-08-21'\n",
      " '2016-09-04' '2016-08-22' '2016-08-27' '2016-08-25' '2016-08-09'\n",
      " '2016-09-05' '2016-08-24' '2016-09-10' '2016-08-29' '2016-09-09'\n",
      " '2016-08-30' '2016-09-13' '2016-08-31' '2016-09-14' '2016-09-12'\n",
      " '2016-09-15' '2016-08-14' '2016-09-02' '2016-09-08' '2016-09-19'\n",
      " '2016-09-16' '2016-09-07' '2016-09-21' '2016-09-06' '2016-09-22'\n",
      " '2016-09-17' '2016-09-20' '2016-09-03' '2016-09-26' '2016-09-23'\n",
      " '2016-09-18' '2016-09-29' '2016-10-02' '2016-10-01' '2016-09-27'\n",
      " '2016-09-25' '2016-10-05' '2016-09-11' '2016-09-30' '2016-10-09'\n",
      " '2016-10-03' '2016-10-06' '2016-10-11' '2016-09-24' '2016-10-13'\n",
      " '2016-09-28' '2016-10-08' '2016-10-07' '2016-10-16' '2016-08-28'\n",
      " '2016-10-17' '2016-10-18' '2016-10-10' '2016-10-04' '2016-10-15'\n",
      " '2016-10-19' '2016-10-21' '2016-10-12' '2016-10-24' '2016-10-26'\n",
      " '2016-10-23' '2016-10-20' '2016-10-25' '2016-10-27' '2016-10-28'\n",
      " '2016-10-30' '2016-10-29' '2016-11-01' '2016-11-04' '2016-10-14'\n",
      " '2016-11-07' '2016-11-03' '2016-11-10' '2016-11-14' '2016-11-02'\n",
      " '2016-10-31' '2016-11-11' '2016-11-08' '2016-11-05' '2016-11-25'\n",
      " '2016-11-09' '2016-11-20' '2016-11-21' '2016-10-22' '2016-11-22'\n",
      " '2016-11-16' '2016-11-23' '2016-11-17' '2016-11-06' '2016-11-15'\n",
      " '2016-11-13' '2016-11-12' '2016-11-27' '2016-11-19' '2016-11-30'\n",
      " '2016-11-18' '2016-12-02' '2016-12-04' '2016-11-29' '2016-12-07'\n",
      " '2016-11-28' '2016-12-03' '2016-12-06' '2016-11-24' '2016-12-08'\n",
      " '2016-12-05' '2016-12-10' '2016-12-13' '2016-12-14' '2016-12-16'\n",
      " '2016-12-15' '2016-12-17' '2016-12-19' '2016-12-21' '2016-12-20'\n",
      " '2016-12-22' '2016-12-23' '2016-12-24' '2016-12-01' '2016-12-27'\n",
      " '2016-12-29' '2016-12-30' '2016-12-12' '2017-01-02' '2016-12-11'\n",
      " '2017-01-03' '2017-01-04' '2017-01-01' '2016-12-26' '2017-01-06'\n",
      " '2016-12-28' '2016-12-18' '2017-01-10' '2017-01-11' '2017-01-07'\n",
      " '2017-01-12' '2017-01-16' '2017-01-14' '2017-01-13' '2017-01-05'\n",
      " '2017-01-17' '2017-01-20' '2016-12-09' '2017-01-26' '2016-12-31'\n",
      " '2017-01-23' '2017-01-27' '2017-01-28' '2017-01-19' '2017-01-25'\n",
      " '2017-01-24' '2017-01-29' '2017-01-18' '2016-12-25' '2017-01-15'\n",
      " '2017-01-21' '2017-02-01' '2017-02-02' '2017-01-31' '2017-02-03'\n",
      " '2017-02-04' '2017-02-06' '2017-02-07' '2017-02-08' '2017-01-30'\n",
      " '2017-02-09' '2017-01-09' '2017-02-11' '2017-02-10' '2017-02-12'\n",
      " '2017-02-13' '2017-02-14' '2017-02-16' '2017-02-17' '2017-02-18'\n",
      " '2017-02-19' '2017-02-20' '2017-02-15' '2017-02-21' '2017-02-22'\n",
      " '2017-02-26' '2017-02-23' '2017-02-24' '2017-02-25' '2017-02-28'\n",
      " '2017-03-05' '2017-02-27' '2017-03-03' '2017-03-06' '2017-03-02'\n",
      " '2017-03-08' '2017-03-09' '2017-03-10' '2017-03-07' '2017-03-12'\n",
      " '2017-03-13' '2017-03-14' '2017-03-01' '2017-03-18' '2017-03-17'\n",
      " '2017-03-24' '2017-03-22' '2017-03-26' '2017-03-27' '2017-03-11'\n",
      " '2017-03-28' '2017-03-29' '2017-03-30' '2017-03-31' '2017-03-19'\n",
      " '2017-01-22' '2017-04-02' '2017-03-20' '2017-04-03' '2017-01-08'\n",
      " '2017-03-23' '2017-04-05' '2017-02-05' '2017-04-04' '2017-03-15'\n",
      " '2017-04-07' '2017-03-25' '2017-04-08' '2017-04-06' '2017-03-21'\n",
      " '2017-04-10' '2017-04-01' '2017-04-11' '2017-04-13' '2017-04-15'\n",
      " '2017-04-12' '2017-03-04' '2017-04-19' '2017-04-22' '2017-04-20'\n",
      " '2017-05-02' '2017-04-09' '2017-04-23' '2017-04-24' '2017-04-16'\n",
      " '2017-04-28' '2017-04-18' '2017-04-26' '2017-04-25' '2017-04-17'\n",
      " '2017-04-21' '2017-05-03' '2017-05-04' '2017-03-16' '2017-05-05'\n",
      " '2017-04-29' '2017-04-14' '2017-05-08' '2017-04-27' '2017-05-11'\n",
      " '2017-05-01' '2017-05-10' '2017-05-13' '2017-05-06' '2017-05-14'\n",
      " '2017-05-16' '2017-04-30' '2017-05-15' '2017-05-07' '2017-05-09'\n",
      " '2017-05-17' '2017-05-21' '2017-05-12' '2017-05-22' '2017-05-24'\n",
      " '2017-05-23' '2017-05-25' '2017-05-26' '2017-05-28' '2017-05-27'\n",
      " '2017-05-29' '2017-05-19' '2017-05-31' '2017-05-20' '2017-06-01'\n",
      " '2017-05-30' '2017-06-02' '2016-11-26' '2017-06-04' '2017-06-05'\n",
      " '2017-06-06' '2017-06-07' '2017-05-18' '2017-06-09' '2017-06-10'\n",
      " '2017-06-11' '2017-06-12' '2017-06-14' '2017-06-08' '2017-06-16'\n",
      " '2017-06-13' '2017-06-03' '2017-06-24' '2017-06-20' '2017-06-19'\n",
      " '2017-06-21' '2017-06-26' '2017-06-27' '2017-06-22' '2017-06-28'\n",
      " '2017-06-15' '2017-06-29' '2017-06-30' '2017-06-18' '2017-07-04'\n",
      " '2017-07-08' '2017-07-05' '2017-07-03' '2017-07-07' '2017-07-01'\n",
      " '2017-07-06' '2017-07-11' '2017-07-12' '2017-06-23' '2017-07-13'\n",
      " '2017-07-02' '2017-07-10' '2017-07-14' '2017-07-15' '2017-07-16'\n",
      " '2017-07-18' '2017-07-17' '2017-07-19' '2017-07-20' '2017-07-21'\n",
      " '2017-06-25' '2017-06-17' '2017-07-24' '2017-07-26' '2017-07-09'\n",
      " '2017-07-27' '2017-07-28' '2017-07-31' '2017-07-29' '2017-07-22'\n",
      " '2017-08-02' '2017-08-01' '2017-08-03' '2017-08-04' '2017-07-25'\n",
      " '2017-07-23' '2017-08-09' '2017-08-10' '2017-07-30' '2017-08-07'\n",
      " '2017-08-13' '2017-08-05' '2017-08-14' '2017-08-08' '2017-08-16'\n",
      " '2017-08-17' '2017-08-15' '2017-08-18' '2017-08-20' '2017-08-22'\n",
      " '2017-08-06' '2017-08-25' '2017-08-26' '2017-08-23' '2017-08-11'\n",
      " '2017-08-27' '2017-08-21' '2017-08-29' '2017-08-31' '2017-08-12'\n",
      " '2017-08-19' '2016-01-31' '2017-09-01' '2017-08-28' '2015-04-03'\n",
      " '2015-01-21' '2015-01-28' '2015-01-29' '2015-01-30' '2015-02-02'\n",
      " '2015-02-05' '2015-02-06' '2015-02-09' '2015-02-10' '2015-02-11'\n",
      " '2015-02-12' '2015-02-19' '2015-02-20' '2015-02-23' '2015-02-24'\n",
      " '2015-02-25' '2015-02-26' '2015-02-27' '2015-03-03' '2015-03-04'\n",
      " '2015-03-06' '2015-03-09' '2015-03-11' '2015-03-12' '2015-03-18'\n",
      " '2015-04-02' '2015-06-14' '2015-04-08' '2015-04-16' '2015-04-25'\n",
      " '2015-04-28' '2015-05-08' '2017-09-06' '2016-02-28' '2015-12-09'\n",
      " '2015-12-14' '2017-09-09' '2017-09-02' '2017-08-24' '2017-08-30'\n",
      " '2017-09-03' '2017-09-04' '2017-09-05' '2017-09-07' '2017-09-08'\n",
      " '2017-09-10' '2017-09-12' '2017-09-14' '2015-04-30' '2015-04-21'\n",
      " '2015-04-05' '2015-03-13' '2015-05-05' '2015-03-29' '2015-06-10'\n",
      " '2015-04-27' '2014-10-17' '2015-01-20' '2015-02-17' '2015-03-10'\n",
      " '2015-03-23']\n",
      "--------------------------------------------------\n"
     ]
    }
   ],
   "source": [
    "df = pd.DataFrame(hotel_data)\n",
    "for col in df.describe(include  = 'object').columns:\n",
    "    print(col)\n",
    "    print(df[col].unique())\n",
    "    print('-'*50)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "hotel                                  0\n",
       "is_canceled                            0\n",
       "lead_time                              0\n",
       "arrival_date_year                      0\n",
       "arrival_date_month                     0\n",
       "arrival_date_week_number               0\n",
       "arrival_date_day_of_month              0\n",
       "stays_in_weekend_nights                0\n",
       "stays_in_week_nights                   0\n",
       "adults                                 0\n",
       "children                               4\n",
       "babies                                 0\n",
       "meal                                   0\n",
       "country                              488\n",
       "market_segment                         0\n",
       "distribution_channel                   0\n",
       "is_repeated_guest                      0\n",
       "previous_cancellations                 0\n",
       "previous_bookings_not_canceled         0\n",
       "reserved_room_type                     0\n",
       "assigned_room_type                     0\n",
       "booking_changes                        0\n",
       "deposit_type                           0\n",
       "agent                              16340\n",
       "company                           112593\n",
       "days_in_waiting_list                   0\n",
       "customer_type                          0\n",
       "adr                                    0\n",
       "required_car_parking_spaces            0\n",
       "total_of_special_requests              0\n",
       "reservation_status                     0\n",
       "reservation_status_date                0\n",
       "dtype: int64"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.isnull().sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "df.drop(['agent', 'company'], axis = 1, inplace = True)\n",
    "df.dropna(inplace = True) #Data cleaning complete"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>is_canceled</th>\n",
       "      <th>lead_time</th>\n",
       "      <th>arrival_date_year</th>\n",
       "      <th>arrival_date_week_number</th>\n",
       "      <th>arrival_date_day_of_month</th>\n",
       "      <th>stays_in_weekend_nights</th>\n",
       "      <th>stays_in_week_nights</th>\n",
       "      <th>adults</th>\n",
       "      <th>children</th>\n",
       "      <th>babies</th>\n",
       "      <th>is_repeated_guest</th>\n",
       "      <th>previous_cancellations</th>\n",
       "      <th>previous_bookings_not_canceled</th>\n",
       "      <th>booking_changes</th>\n",
       "      <th>days_in_waiting_list</th>\n",
       "      <th>adr</th>\n",
       "      <th>required_car_parking_spaces</th>\n",
       "      <th>total_of_special_requests</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>118898.000000</td>\n",
       "      <td>118898.000000</td>\n",
       "      <td>118898.000000</td>\n",
       "      <td>118898.000000</td>\n",
       "      <td>118898.000000</td>\n",
       "      <td>118898.000000</td>\n",
       "      <td>118898.000000</td>\n",
       "      <td>118898.000000</td>\n",
       "      <td>118898.000000</td>\n",
       "      <td>118898.000000</td>\n",
       "      <td>118898.000000</td>\n",
       "      <td>118898.000000</td>\n",
       "      <td>118898.000000</td>\n",
       "      <td>118898.000000</td>\n",
       "      <td>118898.000000</td>\n",
       "      <td>118898.000000</td>\n",
       "      <td>118898.000000</td>\n",
       "      <td>118898.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>0.371352</td>\n",
       "      <td>104.311435</td>\n",
       "      <td>2016.157656</td>\n",
       "      <td>27.166555</td>\n",
       "      <td>15.800880</td>\n",
       "      <td>0.928897</td>\n",
       "      <td>2.502145</td>\n",
       "      <td>1.858391</td>\n",
       "      <td>0.104207</td>\n",
       "      <td>0.007948</td>\n",
       "      <td>0.032011</td>\n",
       "      <td>0.087142</td>\n",
       "      <td>0.131634</td>\n",
       "      <td>0.221181</td>\n",
       "      <td>2.330754</td>\n",
       "      <td>102.003243</td>\n",
       "      <td>0.061885</td>\n",
       "      <td>0.571683</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>0.483168</td>\n",
       "      <td>106.903309</td>\n",
       "      <td>0.707459</td>\n",
       "      <td>13.589971</td>\n",
       "      <td>8.780324</td>\n",
       "      <td>0.996216</td>\n",
       "      <td>1.900168</td>\n",
       "      <td>0.578576</td>\n",
       "      <td>0.399172</td>\n",
       "      <td>0.097380</td>\n",
       "      <td>0.176029</td>\n",
       "      <td>0.845869</td>\n",
       "      <td>1.484672</td>\n",
       "      <td>0.652785</td>\n",
       "      <td>17.630452</td>\n",
       "      <td>50.485862</td>\n",
       "      <td>0.244172</td>\n",
       "      <td>0.792678</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>2015.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>-6.380000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>18.000000</td>\n",
       "      <td>2016.000000</td>\n",
       "      <td>16.000000</td>\n",
       "      <td>8.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>70.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>69.000000</td>\n",
       "      <td>2016.000000</td>\n",
       "      <td>28.000000</td>\n",
       "      <td>16.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>95.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>1.000000</td>\n",
       "      <td>161.000000</td>\n",
       "      <td>2017.000000</td>\n",
       "      <td>38.000000</td>\n",
       "      <td>23.000000</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>126.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>1.000000</td>\n",
       "      <td>737.000000</td>\n",
       "      <td>2017.000000</td>\n",
       "      <td>53.000000</td>\n",
       "      <td>31.000000</td>\n",
       "      <td>16.000000</td>\n",
       "      <td>41.000000</td>\n",
       "      <td>55.000000</td>\n",
       "      <td>10.000000</td>\n",
       "      <td>10.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>26.000000</td>\n",
       "      <td>72.000000</td>\n",
       "      <td>21.000000</td>\n",
       "      <td>391.000000</td>\n",
       "      <td>5400.000000</td>\n",
       "      <td>8.000000</td>\n",
       "      <td>5.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "         is_canceled      lead_time  arrival_date_year  \\\n",
       "count  118898.000000  118898.000000      118898.000000   \n",
       "mean        0.371352     104.311435        2016.157656   \n",
       "std         0.483168     106.903309           0.707459   \n",
       "min         0.000000       0.000000        2015.000000   \n",
       "25%         0.000000      18.000000        2016.000000   \n",
       "50%         0.000000      69.000000        2016.000000   \n",
       "75%         1.000000     161.000000        2017.000000   \n",
       "max         1.000000     737.000000        2017.000000   \n",
       "\n",
       "       arrival_date_week_number  arrival_date_day_of_month  \\\n",
       "count             118898.000000              118898.000000   \n",
       "mean                  27.166555                  15.800880   \n",
       "std                   13.589971                   8.780324   \n",
       "min                    1.000000                   1.000000   \n",
       "25%                   16.000000                   8.000000   \n",
       "50%                   28.000000                  16.000000   \n",
       "75%                   38.000000                  23.000000   \n",
       "max                   53.000000                  31.000000   \n",
       "\n",
       "       stays_in_weekend_nights  stays_in_week_nights         adults  \\\n",
       "count            118898.000000         118898.000000  118898.000000   \n",
       "mean                  0.928897              2.502145       1.858391   \n",
       "std                   0.996216              1.900168       0.578576   \n",
       "min                   0.000000              0.000000       0.000000   \n",
       "25%                   0.000000              1.000000       2.000000   \n",
       "50%                   1.000000              2.000000       2.000000   \n",
       "75%                   2.000000              3.000000       2.000000   \n",
       "max                  16.000000             41.000000      55.000000   \n",
       "\n",
       "            children         babies  is_repeated_guest  \\\n",
       "count  118898.000000  118898.000000      118898.000000   \n",
       "mean        0.104207       0.007948           0.032011   \n",
       "std         0.399172       0.097380           0.176029   \n",
       "min         0.000000       0.000000           0.000000   \n",
       "25%         0.000000       0.000000           0.000000   \n",
       "50%         0.000000       0.000000           0.000000   \n",
       "75%         0.000000       0.000000           0.000000   \n",
       "max        10.000000      10.000000           1.000000   \n",
       "\n",
       "       previous_cancellations  previous_bookings_not_canceled  \\\n",
       "count           118898.000000                   118898.000000   \n",
       "mean                 0.087142                        0.131634   \n",
       "std                  0.845869                        1.484672   \n",
       "min                  0.000000                        0.000000   \n",
       "25%                  0.000000                        0.000000   \n",
       "50%                  0.000000                        0.000000   \n",
       "75%                  0.000000                        0.000000   \n",
       "max                 26.000000                       72.000000   \n",
       "\n",
       "       booking_changes  days_in_waiting_list            adr  \\\n",
       "count    118898.000000         118898.000000  118898.000000   \n",
       "mean          0.221181              2.330754     102.003243   \n",
       "std           0.652785             17.630452      50.485862   \n",
       "min           0.000000              0.000000      -6.380000   \n",
       "25%           0.000000              0.000000      70.000000   \n",
       "50%           0.000000              0.000000      95.000000   \n",
       "75%           0.000000              0.000000     126.000000   \n",
       "max          21.000000            391.000000    5400.000000   \n",
       "\n",
       "       required_car_parking_spaces  total_of_special_requests  \n",
       "count                118898.000000              118898.000000  \n",
       "mean                      0.061885                   0.571683  \n",
       "std                       0.244172                   0.792678  \n",
       "min                       0.000000                   0.000000  \n",
       "25%                       0.000000                   0.000000  \n",
       "50%                       0.000000                   0.000000  \n",
       "75%                       0.000000                   1.000000  \n",
       "max                       8.000000                   5.000000  "
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:ylabel='Frequency'>"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#Figure out: Reservation status count (x = cancelled/notcancelled, y = count) hist\n",
    "pd.value_counts(hotel_data['is_canceled']).plot.hist()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "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>hotel</th>\n",
       "      <th>is_canceled</th>\n",
       "      <th>lead_time</th>\n",
       "      <th>arrival_date_year</th>\n",
       "      <th>arrival_date_month</th>\n",
       "      <th>arrival_date_week_number</th>\n",
       "      <th>arrival_date_day_of_month</th>\n",
       "      <th>stays_in_weekend_nights</th>\n",
       "      <th>stays_in_week_nights</th>\n",
       "      <th>adults</th>\n",
       "      <th>...</th>\n",
       "      <th>deposit_type</th>\n",
       "      <th>agent</th>\n",
       "      <th>company</th>\n",
       "      <th>days_in_waiting_list</th>\n",
       "      <th>customer_type</th>\n",
       "      <th>adr</th>\n",
       "      <th>required_car_parking_spaces</th>\n",
       "      <th>total_of_special_requests</th>\n",
       "      <th>reservation_status</th>\n",
       "      <th>reservation_status_date</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Resort Hotel</td>\n",
       "      <td>0</td>\n",
       "      <td>342</td>\n",
       "      <td>2015</td>\n",
       "      <td>July</td>\n",
       "      <td>27</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>...</td>\n",
       "      <td>No Deposit</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>Transient</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Check-Out</td>\n",
       "      <td>2015-07-01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Resort Hotel</td>\n",
       "      <td>0</td>\n",
       "      <td>737</td>\n",
       "      <td>2015</td>\n",
       "      <td>July</td>\n",
       "      <td>27</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>...</td>\n",
       "      <td>No Deposit</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>Transient</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Check-Out</td>\n",
       "      <td>2015-07-01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Resort Hotel</td>\n",
       "      <td>0</td>\n",
       "      <td>7</td>\n",
       "      <td>2015</td>\n",
       "      <td>July</td>\n",
       "      <td>27</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>No Deposit</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>Transient</td>\n",
       "      <td>75.00</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Check-Out</td>\n",
       "      <td>2015-07-02</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Resort Hotel</td>\n",
       "      <td>0</td>\n",
       "      <td>13</td>\n",
       "      <td>2015</td>\n",
       "      <td>July</td>\n",
       "      <td>27</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>No Deposit</td>\n",
       "      <td>304.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>Transient</td>\n",
       "      <td>75.00</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Check-Out</td>\n",
       "      <td>2015-07-02</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Resort Hotel</td>\n",
       "      <td>0</td>\n",
       "      <td>14</td>\n",
       "      <td>2015</td>\n",
       "      <td>July</td>\n",
       "      <td>27</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>...</td>\n",
       "      <td>No Deposit</td>\n",
       "      <td>240.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>Transient</td>\n",
       "      <td>98.00</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>Check-Out</td>\n",
       "      <td>2015-07-03</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>119385</th>\n",
       "      <td>City Hotel</td>\n",
       "      <td>0</td>\n",
       "      <td>23</td>\n",
       "      <td>2017</td>\n",
       "      <td>August</td>\n",
       "      <td>35</td>\n",
       "      <td>30</td>\n",
       "      <td>2</td>\n",
       "      <td>5</td>\n",
       "      <td>2</td>\n",
       "      <td>...</td>\n",
       "      <td>No Deposit</td>\n",
       "      <td>394.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>Transient</td>\n",
       "      <td>96.14</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Check-Out</td>\n",
       "      <td>2017-09-06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>119386</th>\n",
       "      <td>City Hotel</td>\n",
       "      <td>0</td>\n",
       "      <td>102</td>\n",
       "      <td>2017</td>\n",
       "      <td>August</td>\n",
       "      <td>35</td>\n",
       "      <td>31</td>\n",
       "      <td>2</td>\n",
       "      <td>5</td>\n",
       "      <td>3</td>\n",
       "      <td>...</td>\n",
       "      <td>No Deposit</td>\n",
       "      <td>9.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>Transient</td>\n",
       "      <td>225.43</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>Check-Out</td>\n",
       "      <td>2017-09-07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>119387</th>\n",
       "      <td>City Hotel</td>\n",
       "      <td>0</td>\n",
       "      <td>34</td>\n",
       "      <td>2017</td>\n",
       "      <td>August</td>\n",
       "      <td>35</td>\n",
       "      <td>31</td>\n",
       "      <td>2</td>\n",
       "      <td>5</td>\n",
       "      <td>2</td>\n",
       "      <td>...</td>\n",
       "      <td>No Deposit</td>\n",
       "      <td>9.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>Transient</td>\n",
       "      <td>157.71</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>Check-Out</td>\n",
       "      <td>2017-09-07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>119388</th>\n",
       "      <td>City Hotel</td>\n",
       "      <td>0</td>\n",
       "      <td>109</td>\n",
       "      <td>2017</td>\n",
       "      <td>August</td>\n",
       "      <td>35</td>\n",
       "      <td>31</td>\n",
       "      <td>2</td>\n",
       "      <td>5</td>\n",
       "      <td>2</td>\n",
       "      <td>...</td>\n",
       "      <td>No Deposit</td>\n",
       "      <td>89.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>Transient</td>\n",
       "      <td>104.40</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Check-Out</td>\n",
       "      <td>2017-09-07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>119389</th>\n",
       "      <td>City Hotel</td>\n",
       "      <td>0</td>\n",
       "      <td>205</td>\n",
       "      <td>2017</td>\n",
       "      <td>August</td>\n",
       "      <td>35</td>\n",
       "      <td>29</td>\n",
       "      <td>2</td>\n",
       "      <td>7</td>\n",
       "      <td>2</td>\n",
       "      <td>...</td>\n",
       "      <td>No Deposit</td>\n",
       "      <td>9.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>Transient</td>\n",
       "      <td>151.20</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>Check-Out</td>\n",
       "      <td>2017-09-07</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>119390 rows × 32 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "               hotel  is_canceled  lead_time  arrival_date_year  \\\n",
       "0       Resort Hotel            0        342               2015   \n",
       "1       Resort Hotel            0        737               2015   \n",
       "2       Resort Hotel            0          7               2015   \n",
       "3       Resort Hotel            0         13               2015   \n",
       "4       Resort Hotel            0         14               2015   \n",
       "...              ...          ...        ...                ...   \n",
       "119385    City Hotel            0         23               2017   \n",
       "119386    City Hotel            0        102               2017   \n",
       "119387    City Hotel            0         34               2017   \n",
       "119388    City Hotel            0        109               2017   \n",
       "119389    City Hotel            0        205               2017   \n",
       "\n",
       "       arrival_date_month  arrival_date_week_number  \\\n",
       "0                    July                        27   \n",
       "1                    July                        27   \n",
       "2                    July                        27   \n",
       "3                    July                        27   \n",
       "4                    July                        27   \n",
       "...                   ...                       ...   \n",
       "119385             August                        35   \n",
       "119386             August                        35   \n",
       "119387             August                        35   \n",
       "119388             August                        35   \n",
       "119389             August                        35   \n",
       "\n",
       "        arrival_date_day_of_month  stays_in_weekend_nights  \\\n",
       "0                               1                        0   \n",
       "1                               1                        0   \n",
       "2                               1                        0   \n",
       "3                               1                        0   \n",
       "4                               1                        0   \n",
       "...                           ...                      ...   \n",
       "119385                         30                        2   \n",
       "119386                         31                        2   \n",
       "119387                         31                        2   \n",
       "119388                         31                        2   \n",
       "119389                         29                        2   \n",
       "\n",
       "        stays_in_week_nights  adults  ...  deposit_type  agent company  \\\n",
       "0                          0       2  ...    No Deposit    NaN     NaN   \n",
       "1                          0       2  ...    No Deposit    NaN     NaN   \n",
       "2                          1       1  ...    No Deposit    NaN     NaN   \n",
       "3                          1       1  ...    No Deposit  304.0     NaN   \n",
       "4                          2       2  ...    No Deposit  240.0     NaN   \n",
       "...                      ...     ...  ...           ...    ...     ...   \n",
       "119385                     5       2  ...    No Deposit  394.0     NaN   \n",
       "119386                     5       3  ...    No Deposit    9.0     NaN   \n",
       "119387                     5       2  ...    No Deposit    9.0     NaN   \n",
       "119388                     5       2  ...    No Deposit   89.0     NaN   \n",
       "119389                     7       2  ...    No Deposit    9.0     NaN   \n",
       "\n",
       "       days_in_waiting_list customer_type     adr  \\\n",
       "0                         0     Transient    0.00   \n",
       "1                         0     Transient    0.00   \n",
       "2                         0     Transient   75.00   \n",
       "3                         0     Transient   75.00   \n",
       "4                         0     Transient   98.00   \n",
       "...                     ...           ...     ...   \n",
       "119385                    0     Transient   96.14   \n",
       "119386                    0     Transient  225.43   \n",
       "119387                    0     Transient  157.71   \n",
       "119388                    0     Transient  104.40   \n",
       "119389                    0     Transient  151.20   \n",
       "\n",
       "        required_car_parking_spaces  total_of_special_requests  \\\n",
       "0                                 0                          0   \n",
       "1                                 0                          0   \n",
       "2                                 0                          0   \n",
       "3                                 0                          0   \n",
       "4                                 0                          1   \n",
       "...                             ...                        ...   \n",
       "119385                            0                          0   \n",
       "119386                            0                          2   \n",
       "119387                            0                          4   \n",
       "119388                            0                          0   \n",
       "119389                            0                          2   \n",
       "\n",
       "        reservation_status reservation_status_date  \n",
       "0                Check-Out              2015-07-01  \n",
       "1                Check-Out              2015-07-01  \n",
       "2                Check-Out              2015-07-02  \n",
       "3                Check-Out              2015-07-02  \n",
       "4                Check-Out              2015-07-03  \n",
       "...                    ...                     ...  \n",
       "119385           Check-Out              2017-09-06  \n",
       "119386           Check-Out              2017-09-07  \n",
       "119387           Check-Out              2017-09-07  \n",
       "119388           Check-Out              2017-09-07  \n",
       "119389           Check-Out              2017-09-07  \n",
       "\n",
       "[119390 rows x 32 columns]"
      ]
     },
     "execution_count": 39,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "hotel_data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:xlabel='hotel', ylabel='count'>"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#Figure out: Reservation status in different hotels\n",
    "res = hotel_data.groupby([hotel_data.hotel, hotel_data.is_canceled]).count()\n",
    "sns.countplot(x = 'hotel', data = hotel_data, hue = 'is_canceled')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 65,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, 'ADR with time')"
      ]
     },
     "execution_count": 65,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 864x216 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#Figure out: Plot y = average daily rate (adr) in city/resort, x = date\n",
    "fig, axes = plt.subplots(figsize = (12, 3))\n",
    "sns.lineplot(x = 'reservation_status_date', y = 'adr', data = hotel_data, ax = axes, linewidth = 2, hue = 'hotel')\n",
    "axes.xaxis.set_major_formatter(DateFormatter(\"%m-%y\"))\n",
    "axes.xaxis.set_major_locator(mdates.MonthLocator(interval = 2))\n",
    "axes.set_title(\"ADR with time\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 98,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 864x216 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, axes = plt.subplots(figsize = (12, 3))\n",
    "dat = hotel_data.groupby(['hotel', 'reservation_status_date'])[['hotel', 'reservation_status_date', 'adr']].mean()\n",
    "sns.lineplot(x = 'reservation_status_date', y = 'adr', data = dat, ax = axes, linewidth = 2, hue = 'hotel')\n",
    "#axes.xaxis.set_major_formatter(DateFormatter(\"%y-%b\"))\n",
    "axes.xaxis.set_major_locator(mdates.MonthLocator(interval = 2))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 101,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 864x216 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#reservation status per month as bar graph for both hotels\n",
    "fig, axes = plt.subplots(figsize = (12, 3))\n",
    "sns.lineplot(x = 'reservation_status_date', y = 'reservation_status', data = hotel_data, ax = axes, linewidth = 2, hue = 'hotel')\n",
    "axes.xaxis.set_major_formatter(DateFormatter(\"%b-%y\"))\n",
    "axes.xaxis.set_major_locator(mdates.MonthLocator(interval = 2))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:xlabel='arrival_date_month', ylabel='adr'>"
      ]
     },
     "execution_count": 30,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 864x216 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#adr per month as bar\n",
    "fig, axes = plt.subplots(figsize = (12, 3))\n",
    "dat = hotel_data.loc[hotel_data.is_canceled == 1].groupby('arrival_date_month')[['adr']].sum().reset_index()\n",
    "months = [\"January\", \"February\", \"March\", \"April\", \"May\", \"June\", \"July\", \"August\", \"September\", \"October\", \"November\", \"December\"]\n",
    "dat['arrival_date_month'] = pd.Categorical(dat['arrival_date_month'], categories = months, ordered = True)\n",
    "dat.sort_values(by = 'arrival_date_month', inplace = True)\n",
    "sns.barplot(x = 'arrival_date_month', y = 'adr', data = dat, ax = axes)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "([<matplotlib.patches.Wedge at 0x1249448b0>,\n",
       "  <matplotlib.patches.Wedge at 0x124944fd0>,\n",
       "  <matplotlib.patches.Wedge at 0x1249456f0>,\n",
       "  <matplotlib.patches.Wedge at 0x124945e10>,\n",
       "  <matplotlib.patches.Wedge at 0x124946530>,\n",
       "  <matplotlib.patches.Wedge at 0x124946c50>,\n",
       "  <matplotlib.patches.Wedge at 0x124947370>,\n",
       "  <matplotlib.patches.Wedge at 0x124947a90>,\n",
       "  <matplotlib.patches.Wedge at 0x1249641f0>,\n",
       "  <matplotlib.patches.Wedge at 0x124964910>],\n",
       " [Text(-0.6486479706231274, 0.8884007036278723, 'PRT'),\n",
       "  Text(-0.12429436280215385, -1.0929551277960163, 'GBR'),\n",
       "  Text(0.2797610009026121, -1.0638297713327864, 'ESP'),\n",
       "  Text(0.6083579436571936, -0.9164609170003873, 'FRA'),\n",
       "  Text(0.8245010439701849, -0.7281469827528474, 'ITA'),\n",
       "  Text(0.954958661809011, -0.5459431785780853, 'DEU'),\n",
       "  Text(1.0312772570969826, -0.38271035914190277, 'IRL'),\n",
       "  Text(1.0729095093498013, -0.24262148451192198, 'BRA'),\n",
       "  Text(1.0926181033926405, -0.12722295444875134, 'USA'),\n",
       "  Text(1.0992092846107648, -0.04170070293760958, 'BEL')],\n",
       " [Text(-0.35380798397625124, 0.4845822019788394, '70.07%'),\n",
       "  Text(-0.06779692516481119, -0.5961573424341907, '6.25%'),\n",
       "  Text(0.15259690958324293, -0.580270784363338, '5.54%'),\n",
       "  Text(0.33183160563119646, -0.49988777290930214, '4.92%'),\n",
       "  Text(0.44972784216555534, -0.39717108150155306, '3.39%'),\n",
       "  Text(0.520886542804915, -0.2977871883153192, '3.10%'),\n",
       "  Text(0.5625148675074451, -0.20875110498649238, '2.12%'),\n",
       "  Text(0.5852233687362552, -0.1323389915519574, '2.11%'),\n",
       "  Text(0.5959735109414402, -0.069394338790228, '1.28%'),\n",
       "  Text(0.5995687006967807, -0.022745837965968862, '1.21%')])"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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jx7qlWDn/C0z7vz9F/hsmhDS0GoDVZpVV0UHiHRX3MLE7nB8BuEZ0jkSiKgruu2QgHvvnAnz/8d8hp2bgklsfwFfv/gXOumpcf+/Tjbavr6nEE9Mn4Yl/LQJjDI/fOhFPvrv4tA8Bj9km4Kb/exZFIybgqdvOwu/+8T3+968/o8/AoSidcCGe/+UVuPvpd5CSlhnNb5cQEnSXzSq/KTpEvKNh+TCwO5xTQIU97DavXIDsXv2QldMHaxbNwoSLpwEAJlw8DWsWfnXa9huXz0WJ9SykpGVCTs1AifUsbFj2XaNtyg7sRF3VcQwqHQ8A4OBQAn74PG5otDos/ea/GDb2PCrshIjzB7vDSf8Au4iKexeF1ml/RXSORLTiu48x5rzgZ6baynKkZ/UEAKR164HayvLTtq86fhSZPXqd+nNm9zxUHT/aaJvlcz6GderVYIwBAKZecyee+ulZqDh2EAOHjcHir97DOdfSUzmECJSJ4Pwl0gVU3LvuLgBDRYdINAG/D2sXz4L17CtPe48xBoSKc0cFPzBce+rP4y+6EU+/txR3Pfk2Zn/wGs69/m5sWDoHr/5mGt5/8ddQVbr1R4gA99odzhzRIeIZFfcuCA0dPSU6RyLasHQO+g4qRVq3HgCA1MzuqD5RBgCoPlGG1Izs0/bJyM5B5bFDp/5cWX4YGdk//nw4sGMjFEVBQfGI0/atOn4Ue7asxqjJl+Lb/7yCnz1jh9mShi0rF4T5OyOEtIMZ1He+S6i4d80TCA4hkTBbPuejRlfYIyZehB9mvQ8gOCN+5KSLT9tn6Jip2LRiHpy1VXDWVmHTinkYOmbqj8f87qNTw/xNffrm07jqjuDPEp/XAzAGiUnweVzh/LYIIe13u93hzBcdIl5Rce8ku8OZB2qZGBFetxObHPMx+qzLTr12ya33Y7NjHh66ejg2r5yPi233AwD2bl2Dt5/5GQAgJS0Tl9/2azzxk8l44ieTcflPf9NoYpxj7qeNPjCctH/7egBAflEpAGDsedfhkZus2LlhOYaOPTdS3yYhpHU6BC+gSCfQo3CdZHc4XwHwc9E5CCEkgSkIrvm+VXSQeENX7p0Qmuhxu+gchBCS4DSgeU2dQsW9cx4CYBQdghBCksDVdodzpOgQ8YaKewfZHc4eAO4UnYMQQpIEA/CM6BDxhop7x/0K1D+eEEKi6QK7wzlBdIh4QsW9A+wOZzaAu0XnIISQJPQH0QHiCRX3jnkQweYKhBBComui3eE8r+3NCEDFvd3sDmc3APeIzkEIIUnsQdEB4gUV9/Z7AECK6BCEEJLEzrU7nINFh4gHVNzbIdRD/l7ROQghhOA+0QHiARX39vklAIvoEIQQQnBz6DYpaQUV9zbYHU4DaIY8IYTEChOo10ibqLi37XoAp68vSgghRJR77A6nTnSIWEbFvW10r50QQmJLHoDTl3gkp1Bxb4Xd4TwTwBmicxBCCDnNfaIDxDIq7q2jJV0JISQ2nWF3OMeLDhGrqLi3wO5wdgcN+xBCSCy7T3SAWEXFvWU/BaAXHYIQQkiLrrQ7nH1Eh4hFVNybYXc4GYAZonMQQghplQZ0+7RZVNybdw6AfqJDEEIIadOtdodTKzpErKHi3rw7RAcghBDSLtkAzhcdItZQcW8iNJHuCtE5CCGEtNs00QFiDRX3090KgDofEUJI/Ljc7nDSqp0NUHE/3a2iAxBCCOkQM4ArRYeIJVTcG7A7nMUASkTnIIQQ0mE3iw4QS6i4N0ZNawghJD6dY3c4e4oOESuouDdGxZ0QQuKTBsANokPECiruIXaHswjAENE5CCGEdBoNzYdQcf8RXbUTQkh8G2V3OAeJDhELqLj/iIo7IYTEP7p6BxV3AEDok95Q0TkIIYR0GTW0ARX3k+iqnRBCEkOB3eEcIzqEaFTcg6i4E0JI4rhEdADRkr642x3OQgDDROcghBASNheIDiBa0hd30FU7IYQkmpGhRcCSFhV3Ku6EEJJoGJJ8GdikLu52hzMXwHDROQghhIRdUg/NJ3VxB3C26ACEEEIi4jy7w5m0NS5pv/EQKu6EEJKYsgCMFh1CFCruhBBCElXSDs0nbXG3O5wFAPqKzkEIISRiqLgnIbpqJ4SQxGa1O5yZokOIQMWdEEJIotIAOFd0CBGSubifJToAIYSQiEvKofmkLO52h7MYQI7oHIQQQiLuPNEBREjK4g4akieEkGSRa3c4e4sOEW1U3AkhhCS6M0QHiLakK+52h5MBmCw6ByGEkKixig4QbUlX3BFc3rWb6BCEEEKihop7EhgrOgAhhJCoGhUatU0ayVjcaRU4QghJLqkAikSHiKZkLO6logMQQgiJuqQamk+q4h5a/m+o6ByEEEKiLqlmzCdVcQcwAIAsOgQhhJCooyv3BEb32wkhJDkNtzucetEhoiXZinup6ACEEEKE0COJLvCSrbgnzX9YQgghp0maoflkK+6logMQQggRZrToANGSNMXd7nB2A5AnOgchhBBhBokOEC1JU9xBV+2EEJLsBogOEC3JVNzpfjshhCS3bLvDaREdIhqouBNCCEkmSXH1nkzFvVh0AEIIIcJRcU8wfUQHIIQQIlx/0QGiISmKe6grUXfROQghhAhHV+4JpDeApFrLlxBCSLPoyj2B9BYdgBBCSEygK/cEQvfbCSGEAECe3eE0ig4RaclS3OnKnRBCCBC8RdtPdIhIo+JOCCEk2ST80HyyFHcalieEEHJSwk+qS5biTlfuhBBCTsoVHSDSkqW405U7IYSQkzJFB4i0hC/udoczFUCq6ByEEEJiRoboAJGW8MUdNCRPCCGkMbpyTwB5ogMQQgiJKVTcE0Ca6ACEEEJiCg3LJwBZdABCCCExha7cE0CK6ACEEEJiitnucBpEh4gkKu6EEEKSUUJfvVNxJ4QQkowS+r47FXdCCCHJiK7c4xwVd0IIIU1RcY9zNFueEEJIUzQsH+foyp0QQkhTCd0DhYo7IYSQZKQVHSCSqLgTQghJRhrRASKJijshhJBkRMU9ztGEOkIIIU1RcY9zyfA9EkII6Rgq7nHOJzoAIYSQmJPQxT2hZwuGUHEnBIAlcGDlILV2p5Rh0vrSuJYbmAS9pAlIOq1XNUh+6HUB6PQKtGYOZgZYQv/wiyV/vO22Hmvmz5dTu3VT3l61an/T9795913LJ6+9lgnOYZRl9ecvvHBs0KhRvtb2ff2hh7LWzJ8v5w8e7P3du++WAcDX//qXpbaiQnPDAw9UR+2bi1GqArfoDJFExZ2QJDHcs6LW7zFnSfX5vOd+l0Y19OC1smrwmeuy0s3liiy7asxmt2I0ehWNJmBUmDbVB0O9VzXUebnJ5eFGr0c1KV5u5F5u0Pi5XhfgOpMCjVmFlAogA2B60d9nPLr09p/i2vt+gT/febeGSRjY9P2+g4vw0tzvYMlIx8o53+H1hx7q+8r871vc11lTg4M7d+Dt1Svx4r0/1+/butmS268fFn32KZ759BMwCdlR/hZjjkaCSXSGSEqG4u4XHYAQ4ThX892Hhv2rsFf9jSsOqLt7nOUy81lIre7mTS8vdvu0UnplqqfyuMmboUi8BAwaxlSv0eitlM2uWlmu82Wajut0On+WJKm9GWt+omqAa+u83FDj5YZar2pye7jR4+EmxasaVS83SH6u1wWgMwS4JkWFZAFYBsCM0f7riDVDx49H2f7TLthPKTnzzFO/LzrjDJw4cqTVfZkkQfH7wTmHx+WGRqfDx6+8isvvvANanS7830B84qIDRFIyFHe6cidJL8+3d5MEPqzGzLhbX72r4PjSjF3Z03oGtAs2uLTzJuiVtN3ZVUM0uRXdihSJ11WneLZUpXjgVqXBbrdpwImKbg2Oxrle7z9iNrvKZLOr3mx2w2DwpWo0Sq6WBbprWcAiw9nuO5oK17i83FDt44Zaj2p0ebjJ4+HGgJebVJ9qYD6u1/mhMyhcK6uQUnjwA0HSPgXz7Xvv4Yxzp7a6jdliwRnnnYd7JkxE6eTJkFNTsW3Vakz79UNRShkXVNEBIomKOyFJoMS9qhoANJzXzB6izbzRcawov2Leun3dpo7RsCNboZmdWm5aMkGjGo6l+0q2davtPiyr1pzBwZV6k29DpcVd5TT6e3GG/gBjPp8+1+fT51ZXpzc6jyQpNWaz+5Asu6rNZlfAZPSatNpANmO8N2PN/7zRMMVsZi6zGa7c9n4gULnk9XJ9lY8baz3c6PKqRreHm/webuReboSf67V+rjMEuNasQpPCwdIBltqVv8NYsG7RIsy2v4cXZn/b5rbX3fdLXHffLwEAL977c9geeRjfvGvH6nnz0K+kBDc99KtIx411YR/VZYwpADYCYAAUAPdyzpcyxvIBbAWwvcHmL3DO7YyxfQBGc85PhDMLFXdCkkB3/+H+AKBTeP3RdM0Ilx5r0zz7R+RVL11+OH2ctY7d7JTx1RJIleMrjGt6MK5xpvoGLkoJ9O1rcRuGWdwGAIBXGzhQafHsq5U9KQGJDwFDo3vsqqpJq69PSauvb9o7ivuNRs8eWXaXy2aX12Rya/V6f4Ykqb0YQ4eLrsRUg4l5eprg6dneBuEqZ34f11f7uLHGyw1ODzd5PKrJ5+FG1cuN8HG91s/1OoVrzcqpDwRIAxjraL5I2LNpE1669xf4/ScfI7Vb+xc027V+PTjn6D1wIN554in84fNP8fzd9+Dwrt3IG9A/goljXiQm1Lk556UAwBg7H8AfAUwOvbf75HvRQMWdkATX3XdoqwReDABGRfW4dRrMK9LwSzYoyHJuHePXpCwqTx0+yYmrxuuweZkRy4rBlPQaw7ZJNfptqhzovTzNN8gsQTfMEND2yalK6ZNTlQKFqfU1sndNlcUd8OiUQWCtTdJiOo/H1M/jMfWrqGhcmHQ6X5nZ7D4qm111ZrObGwzeVK1WyWEMPcP59yAxrjMyb7YR3nZPJuMcip/rq73cUOvlxrrgBwKj18tNqpcbuJcbtMGJhVqzCo3cYGJhWJ80KD94EE9NuwW/eutN9Bo4oEP7vvv7P+C+V15CwO+HoioAAEmS4HG7whkxHnkifPxUAFURPkeLkqG404Q6ktRK3KvKARQDgDmg+Kqgw46empH+Tcp2nYpBObUrJ/m0KQurzf0n+1EyNoA+R2V8sVeCZwQYJKfu4Bin7iAMSubmdO+QWi03WxmYRsOllMx605jMehM4OHca/ZsrLe4T9UZfTy5hUHvz+f36njU1+p41NY2vwSVJqTOZPAdl2VUlm10Bo9Fj0OkC2YzxPowhKrPCGINGz3zd9PB1s6CuXftwDh6ArtrLDTVe1Vjn4Ua3l5u8HtXY9EkDowJNigop9Q/Tb8vauGSpVFNRgWlFg3HLb3+DgD8AALjkp7fh/T89h7qqSrx2/wMAAI1Wi9cWLgAA/PEnP8WGH35Aw30vsNkAAEu/+gqFI0rRLScHANB/6FDcOWYcCkpK0H/o0DD/bcWdSBR3E2NsHQAjgBwAZzd4r3/ovZN+zjlfHIEMAADGeUJPGITd4ZwJ4FrROQgRZdrxl/dqoBQAwKy+WQu2Z8pTAGDUPmXp5B3KuJPb7cq+eKHTkBMaQuSqEYsX67BjLEPjoXeNaj6U4R2y26BmjmJgza7d4NMoR6ss7l3VstcY0KhDwML52BEPGA3eQ2bZVS7LLrfJ5NEY9L700Cz+uF3G08+1tT5uqPFyY51HNbq83OT1cGPAqxrh5QbmD04sNCpcI6vQWBAcIUj6Jw264LrzLGkfhfOAjLF6znlK6PdjAfwDwBAAfQF8xTkf0sw++0D33DuFhuVJ0soIlO/WQDl1Y9XiD5waLl7TR7JO3Kkckjh6AUD/47Mmbe9xzVKvLn0cwCQPJk32Y9A2M2bpGdR+J/dTJFevEyZHL8a1Nem+ogXmQK9BDCyn4Xn1iianR3VKTo/qFKiMu2vN3pWVFrfHrQ/0B0Nu174rpvV4jfkerzG/srLxEL9W6z9uNruPyLKr1mx2q0aDN0WrDfQEkMsYYuLeeXNuu+0tfDVrbWr37qmpmzY+e9qTBu+/vwR/em4WOOewWIz42+vTMXx4XwS4xvmHZ2cF3n1nnlHljOcP7Fv/wr+f3yqZM9R7rryn+MCufSmjzzmr9t7n/1ytQrK89+xz3fsNGaIbd8klYr7R2OKM5ME558sYY1mAmJ4CVNwJSWAlrtWHAJwq7mm+wKnhbC4x7fpe0p4RB9VeAMAANujYJ2dsyblxVUBjHg0ACnoU1cHmNuPrRVqUT2p4bM4CaVWGTVOq9Jv9Kf78Jan+Ad0kaIuaZpA4M6U7jWekO4MXmS69f0elxX20zuzrpjI+GCx8bbADAV12ba0uu7a28Rw9SVKdJqP7oFl2Vcpmt99k8uh1On9WaIjfEK7zd9b06RNx773nwnbrG82+X1CQjYULHkFGhoxvvlmPO+78J1YsfxLHjhyX33lrNrZs/hNMJj2uu/5V4/ov/zVx5Mh8FOdxLPnmaZx73rPm0conPV0uH6o2fItHnx7q8fG5VV5uqPNyo9OjmjxebvR7uIl7uQE+btAFuE4f4BqzCo2Fg6UlwpMGzaiP5MEZY0UIfkyrAGCO5LmakwzFPelnjZDk1du7q0fDP1t8SqPh8R8GakaVHlSrGJABAAxcV1Q2s3hLzk2bVUlfEtxKa3Lhskk67HAYsagfA7IanYRxXb1+7/h6/V4YA93XpvsGBzTcOJq1MMvc7NMVmit0hagAApJ6osri3lYle7R+rVoCBksYv/1TVFWSnS65yOmScbzRO1w1GHwHzGbXMVl2ucwmt0av96VpNGoeY2j/lPQumjSpCPv2HW/x/XHjCk/9fsyYATh06Md5WoGACrfbB51OA5fLh9zcDOh0Grg9PqiqCr9fgUYj4bHHPsGTT1wNDVONJubOMcGd09y5mhN60qDKy421Xm6s93Cjx6ua/A2eNND4ud6gcK1JOfWBIHaeNGhB+yZRdIypwX11BuBWzrnCgn8NTe+5/5Nz/kro9xsYYyefu5/JOb+/q0GSobiXiw5AiAgpSvUhHfyNrqQtvkCjKzC/lsm7urNVA8v5ycd1oOEBubhsZs6WnBt2c6Y9ddXvR6E1gF7HZXy+SoJrdHPn9GjLR5Rpy6FTLLszfEOO6NS0M1gr94W1qpSVXSNPyK6RwcH9tWbf2kqLu85l8PcFQ9/Of/ftxSSv19DH6zX0qarKaJxNG6gwmdyHZdlVI5tdqsHolXXaQA8AeSyMow0d9fbbC3DhBcMAAHl5mXjwgYvQp+99MJn0OO+8ITjvvOBEueysVIwc9ShuuXk8du06BlVVMXJkfqfOGXrSoLsR3u5ATbv24RyK78deBPVebvR4VJPXw42KlxuZjxukUC8CY/ADwaknDaL1dxv2meyc82afkuCc7wOan3fCOc8Pdw4gOYr7MdEBCBGhxLV6NxC8n35Sil9Jb7rd98XakgHlfg8LzvAFAGhVT2ZR2ceerT2vOwImnbpHzmHOrsdN2QYsX6jHpjMb7tOQX1PXv9y0rL+k6o+n+wYvNyk9hzCwrOa2PYmB6dJchhFpruAouUcX2FtpcR+oNXvTQy1xo/rzKhDQdqurs3Srq2s8mMCY6jaZPAdls6vCLLt8JqNHp9f7s0KNeiLar3z+/C14+5+L8MPi3wEAqqqc+OLL1di75wWkp5tx7XWv4t//XoKbbx6Pl166+dR+l172F7z5xm145pkvsH7DAZw7dQhuv/2sSEYFY9AYmC/LAF+WBbXt2odzqH7oqnyqscbLDXWhboVer2pSPNyI0AcCfcMnDRD8QNCZ/zcqO7FP3EiG4l4mOgAhIuR7t2U0fc2oqOngPAD24w9Dl4FlHU1ji3Nr+MSG2+qV+tzC8s937+h+ZSUYazRE7cWYyX4M2CXjK4Uh0OJjb6rky640rpsCLnlS/f0XW/wFeQyafi1t3yirX1uQW2kpyK20QJHUmirZs6U6xcO9OqUYDKd9b9HCuWRyucyFLpcZONH4Hb3ed9hsdh9NkV1Ok8ktnWzLy1rtAdA+GzYcwIzb38Y3Xz+Ibt2CHzjmzt2EgvxsZGcHB2SuuvIMLF26EzffPP7Ufl98sRqjRhagvt6D3bvLMfPDn+P8C57DtGnjYDYLn27QCGOQ9PBn6DX+jJQOjJr7ubbGF3z0sN7DjS4PN3m93BjwqEb4uJH5uF4f4FqDAm1oTQNYzrOkt+8TR5xKhuJOV+4k6ZiU+uN67j39sZvgTdAq3mQG75wSbZ9bl/pVhsbDzSZ/Zf9+J77evCfrIgNY437uKrIG1OEWrxmzF2pwZBJDK7PRmWqs1e+cWKvbyc2BvJVpviKtBvoR7f1+NKqUllVnHptVZwYHV+qN/o2VFnel0+jL4xI61tUlYhjz+Qx5Pp8hr2lbXo0mUGUODvFXmc1u1Wj0mrXaQHfGeC/G2m66e+DACVx19ct4z34nCgt/vFXep083LF+xGy6XFyaTHt/P24zRowpOve/3B/DSy7Mx66sHsHNn2ak74IqiwucLxFxx7ywdC6TpWCBNlto9Af4YcHPbW8WxZCjudOVOkk6Re902Bkxs7j0N59UBxhoV98oU1rfGhOXpboxpur3Fe7SkT+X8VQcyzxoOxpo0j9EYXLhoshZ71pgwP5eBt95VjoG5dIfPcOkOQ6+kb83wDqnU8pQzWQeGVRmYxuLRD7V4go/fe7XKoUqLe3et7E0JSOoQxMDs96YURZtRV2/JqKs/bYjfazR6995zz/9lrF27xVJb69T1zLlXefLJqxWuqgYAuOuuc/DUU5+joqIe9/zsXQCAVqvBqpVP4cwzB+Caq8/AyFGPQquVMGJEPu6448fh9r/+dS5utU2A2WzAsGF94HL7MHTYw7jowuFIT0/atXcAoOXZiwkiGZrYGBGZHsKExKxrKt5cbVado5p7729Deq116zSnXTX3qlQ3X7cqUNLSMctThi49mmYdC9b8DGgGd6WML3dIqDvtA0JrNKrxaIZvyHaDkjWCBWdZd1qoJe7mqhSP36MPFIKhe1eOJw7nep2/LPjMvtPZYOW9HMbQo+39SRvmg918dtubxa+EL+4AYHc4a4COL05BSDzSqZ6aGypeNzM036L1neLcpVVG3bjm3rt7vm+9yY/hLR37cNqYhScsQya39D4AGLB6sR5rRzI0v+Z7SxjX1KX5Bq2RA737M0i92t6jdRycuwz+rZUW9/F6k6+HyjAIMdzIpr1OrbxndlWZZZfSnpX3yGlmgt18vegQkZQs/yOUgYo7SRKFng2bGdBs8QYAc0AJVLXQmn3BII3/wk1Ki8fOq1k+2adNWVhrym+xwHsxaqIf/fbJ+HI/g39we3NzpliqDVsmV+u3KCmBvstSfQNTJehaHEloCwNjslc/WPYGh+/9GqWs0uLZWSN7DP5gS9yoNxYJhzZX3jO7j8uyy2MyuTV6vT+zsyvvJbijogNEWrIU92MACtvcipAEUOje0OoErRSforb03tZczeipW5SdOhUDW9qmoGLu5B3dL1vs1ndv9p4+AKjIyK/DLQETvl+oxf6JTSfqtYpBU6/bP7Zetx+GQNaGDF+JS8NNVtbF5591iqZnj2q5Z49qGSrjnlqzd1VlitvlNgT6gyGvK8eODQ1W3qtsuvKe/5jZ7DoSWnkPBoM3RatVcsO98l4cOSQ6QKQlS3GnSXUkKWi435Wi1ra63JfFH2i1SDr6acrH71JaLO4AMLD8y/Hbel633KdNbeX+uqR149zJWhzcYMKcTAbe4aF2r/bEsDLtQmhVeX+Gd8h+vZoxmoF1+Ypb4syY7jSObtASd2elxX0kEi1xY4Hfr+tRU5PWo5mV9+pDK+9VNll5rzdjjRcMSjBhL+6MsXw0WRyGMfYEgm1ufwDwMgBD6OtDzvkTDbZ7CcEFznpzzlv88N0RyVLc6XE4khT6e7ZsZMCZrW2T6gu0+kN7Zb5kHbtLOSoFl6xsFgOkQWUfj9iSc+NaRWNq9ZG2AHoPq8PNNTL+t1SD6hZvF7R6DMnZ97hpRV+J66rSvMUOs5JbzMDCNrHM7NMNNFfoBoZa4lZUpbi3Vad4JZ9WKUGEhrTLysrw6KOPoqKiAowxXH311bjpppsabbN37148/vjj2LZtG+69917YQku5AsATTzyBRYsWITMzEx9//PGp119++WUsWbIEhYWF+P3vfw8AmDVrFqqrqzFt2rRGx1dVTYrTKRc7nU2nR/CA0eDdZ5Zd5bLZ7TaZ3Qmx8l4D0b5yfxfAdZzz9YwxDfDjksiMMQnAlQAOApgMYH44TpgsxZ2u3ElSKHKvC7S1TapPafXKV5WYblMvacewQ2qrvcclqIbispkDtuTctFWVdMWtn9WQ5sQ14/TYsMQAxxCGzhUIlfkzqowbplTxjT6Lv98PFn//HhI0rY4ydJRWlbpl18rjs2uDLXHrTL51lRZ3jcvo78sZ8sN1Ho1Gg/vvvx/FxcVwOp246aabcOaZZ6J//1Mdf5GWloZf//rXmD//9J/3l156Ka6//no8+uijp16rq6vD1q1bMXPmTDz55JPYuXMnevfujS+//BKvvfZaB9I1XHmv8TtNVt7jRoPXrNUGchDjK+81cSDK5+uO0H1+zrkCYEuD96YA2AzgQwA3gop7h1BxJwmPccWfplSc1rimKYsv0Owa7A0tKtSMHHpIrWmrCGu431JUNjNra84N+zjT5Ld1XB+Gjfcj/1AKvtjH4G1xVn6bGNfX6XdPqNPvhinQc3W6rxgabmz20b+uYGC6VLehNNV9qiXuvkqLe3+t2ZsWaonb/MzEdsjOzkZ2drDdgCzLKCgowPHjxxsV98zMTGRmZmLx4sWn7T9q1CgcOXKk0WuSJCEQCIBzDo/HA61WC7vdjhtuuAE6XaejNtLSynuMqa7QEH+FbHY1XHmvN2PNtykWxA/gcJTP+SKA7YyxBQC+BfAu59wTeu9GAB8A+ALAHxhjOs65v6snTJbivld0AEIira935wYGtFng5Gb6yzfl0zLL3iy2oN8JPqWtbXWqO3tQ2SfebT2vOQYmtTlUzpHaqw435xqxYKEOu8ezLv4ccmvLRrm1ZdApqTszfEOP6VSLlYFF5H6x0a/Nz6205OdWWqAwtaY6xbOlKsWjenVKERi6dfa4R44cwfbt2zFkSJufzVolyzImTJiAG264AVarFSkpKdi0aRPuuOOOLh23PTiXzC6XeZDLZW5r5T1Jr/elR3vlvQYOgd3c8iMhndfSc+Wcc/4UY+x9AOcBuAnBgj6FMaYHcBGA+znndYyxFQDOB/BVV8MkS3HfLjoAIZFW7F7TruWNTYqaAc4VBO/9tWjuYG3x7Yv8Xoa2O74ZlNpeA8u/3Lmz++VGsPY0omGSB2dN9qNoixnfmBnU/PZkb41fUzuw3LRkoKQayjN8JVuMSvfhDCxiPeg1XErrVmce2y3YEldt0BI3l0stP23QlMvlwoMPPogHH3wQKSltDqq0afr06Zg+fToA4Mknn8Tdd9+NTz/9FMuXL8fAgQNx++23d/kcHdPKynuaQIXJ3GDlPYPXrNMFeiKyK+/tj9BxK4DT1jzIROjiknO+G8DfGGNvATjOGOuG4COr6QA2hnpDmRFsukbFvT1sVvmw3eF0ooNNNQiJG5yrWYFjRW1veKq/fGXT/vJN1RtZj/JU9kOPWj6hPcc1+08MLKiYvWFvt/MHgrF2rY6mIGdwHW5xypi1WIMTLT5a1xGq5O1eYVzTnXHJleorXJQS6NuXQYro8rEMTGrYEtcXbIm7p8bsNQc06tCWWuL6/X48+OCDuPDCC3HOOeeENdO2bdvAOUd+fj5effVVvP7663j88cexf/9+9O0bhdV02yGgtLjynsdk9Bw0y64TcmjlPZ3O302SeG/W9f4EO7u4f7M45/WMsaOMsbM55/NYcLGlCwC8zBi7GMDXPNg1biAABUA1glfwMzjnHwAAC67fsJcxZuact+vDekuSoriH7ADQ7oUqCIkneb69mxj4sPZu31x/+ebMLtHk3bIswFtdFKaBVM+hYb2rFjkOZkwa2XDludbpZCeumKjD1uVGLClkCM9QLWequcawbVKNfpsqB3qvSPMVmiTo2/131BX6gKZXz6qUXj2rUqAy7qyRPesrUzzeUEvcHgDAOceTTz6JgoIC3HLLLWHP8Prrr+N3v/sdAoEAFCU4Cs0Yg8fjaWNP8TiXjC63eaDLbR54ovmV98pk2eU0m9wwGHxpGo2SxxhaXVK4gUiO5NoA/JUx9kLoz09yznczxp4B8CJjzAUgAGAagiNiFwC46+TOnHMnY+wHAJciOMGu06i4E5IABrtXV3Vke53Cna0/7R50wiIV1BrhSPPA2t5jZ7p2Wv0a+Yey1FHjW+pD3xw/iscE0OeYjM9XS3CHb3Icg+TUHTzTqTsIvZK5JcNbUq3l8pkMrd+WCBeJMzmj3mTNqDeFWuIGtlVa3Me+W7+o76xZs/IHDhyI668PdkK99957UVYWnP977bXX4sSJE5g2bRqcTicYY3j//ffxySefICUlBb/5zW+wevVqVFdX4/zzz8ddd92FK6+8EgAwf/58DB48GN27B1vrDxo0CNdeey0GDhyIQYNaXKE3DrS68l612eQ+JMuuarPZrRiDbXl7NLPy3o5IpeOcbwFwVjOv39DCLqd9kOWcXxWOLEnRWx4A7A7nUwAebXNDQuLQzcdfOiRBbXeTmNb6yzfVp0LdeM3qQKuNcZpzMGPCwkq5qNU+9M3j3Iili3TYOqY99/s7Q6OaDmV4h+w2qN1GMjBL23tEhl+jlFeleHZUp3h0oZa4dOswzBhTfUaj96DZ7Douyy6vThuYYUm9cpfoXJGWTFfu20QHICQSsv2Ht0lQ23W//SRzQPG31F++qQPdpKEeLTYYA+jQkHbvqh8m+zXygjpj7ykd2Q9gzIPxk30YuEPGLMbQere8zlAkd68TppW9GNfWpPmKFsqBvIEMUm64z9MWnaLp3r1G7t69RoYK7q0ze1dVWtwulyHQDwxdXjyHAJxLerfb1N/tNvWvqOjmBbC3tFR0qshLqBaLbdgkOgAhkVDiWtXhDoyyX+nQkN2iQk2nbtT2OzF7itF34ofO7Kuie2EdbukdQM+FvOXHjLqEs0BatWHT5MPmOd2rdduWqAhsjcR52kMCM6S5jKMLjmVMKjmQ3avf0fRd6fWGhZLCNoIjEo9uJaNtpaWlSfF3mUzFfRuCExkISSh5vn0dvsJL9QU6dL95U550RkDCno6eBwAKy78YqwvUOzqzL6A1unDJZDemrOZg5Z07Rjswrq3X7x1/RP6u+IRh9foAczs4xN6zNPl0A/IqUicXH8oaOuhQt5ruVfJSvV+zDBw1InPFuc2iA0RL0hR3m1X2IYITKQgRIT1wfI8GSv+2t2ws1RfoWLsyxtjKfOlI2xs2syu4pujYR0M1qmd9Z/YHgAAGjK7HTZIKuZMfEtrPoy0fXmZeYD1m+mGfV6pexMHdkT5nW7SqlJldax438Ejm2MEHsuTe5anrZbduIePUoKuDqLgnKBqaJwmlxLXqYGf2S/Up7XoOvaEV/TRWtZOLMElcMRUdnZnP1ECnP2BzmLLqcaPVi2GLOdClZ4DbIyDVFxw3LZt01DzP5dIcXcDBj7e9V+QxMG2q2zA8vzx98uAD2QUDDmfsz6w1LtIobC04uty2NMFRcU9QG0UHICSc+vh2tfmsenNS/IEOzxBXJabfkit1+p60lvvSio7NTANXO/WB5CQvrBOduOoYhzYq98dV5utWaVw35bB5jqVWt2sxh7I7GudtL0NA2zenyjKp6FDWiKKD3dw9K1OWGXyaJeA40fbeSSdpLvCSrbgnzX9YkvhkpeaIjvsHd2bfFF/b/eWbs3CQZgQH6jqzLwDoFVePQcc+VcG7dhWsIrOgDrYBfvRewIGwrH/dJqYaa/U7Jx42z+lXqV+/UoF3bUd2P3j8CM793bUYdu9ZGP7zs/Hq//5x2jbbDu3CxF9fhpRr+uGFz99o174Pv/sMRv5yKn7y0i+h4VJqtzrT2BUfzB8/97XPu/U9lrbJ4tIvZCrdkgRQA3Ru3kg8SqZH4QBgtegAhIRLiWv1LgCdenyrvf3lm/LqWNr+bmxhfgXvxPPrQcZAdd8Bx/+3bVf2pQYw1oW10iWdG+dP0WL/OhPmdmfg0XmUjYG5dEfOcOmOQK+kb8/wDjmh5SlWBtbqPAatRoPnfvIYRvQfijp3Pc584EKcUzoJg3sXntomMyUdL854Cl+smN2uffMye2Ldnk1Y8/Jc3Pnag9i4bysG5OTD/v1MfPX4v5nOoxuScrIlrkY5Umlx766RvcZQS9xYWqktGlaWlpYmR2MXJNmVu80qHwTQpSFBQmJFgXdbp9ZEB4L95QFUtrlhM74brC3k6Nq9XdlXXpRfMXc3OPd25TgAEEDf0jrcLCtIXdbVY3WUT1M96Jj5h/FlpgUn3JryBRy8xZnsOZk9MKJ/sBeQxZSCol4DcaSi8WrU3dOzMHpgKXQabbv2lSQJ/oAfnHO4vG7otDq88PmbuOfin0CnbfxZQ69ocntWp0wcdLjbGcUHs9TcE5aVJq92MXhwnfEksEJ0gGhKquIe0qlnbgmJJUbVeVzPPR3uGteQhrdciFpTZ2I5J1JYl2etp3n2j8irXroWnIdhWN2Q5sR1Yz0Y/UNXbht0liJ5ciqMq6ccMX+nqdPuW8jR+ryCfccOYv2eTbAWdrwjdsN9LaYUXDDqbJzxf+cjJ6MH0swWrNy5FpePuaDVY0icmTOcxjP6lWVMLDmQnVNQlr49zWlYKKlsM3hkegrEgKQq7sk2LA8Ei/uNokMQ0hVF7rXbGNClVdT0Kq9zd/Lj/ewhmh7Tlrd/QZmWZDm3jvFrzIvLU0eEZUU4H0onBJB/QMaX+xh8Xfrw0xmcKSk1hq2Ta/RbFTnQZ1mar9AiQddokfZ6txPX/+kOPP/TJ5Bq7ti8xub2ffCqe/DgVfcAAO587UE8fuOD+Od3/8F3axdhaH4xfnvdL9s8rtmrG2T26gYBgF+jHK9K8Wyvlj06v1YtAUPX16GNDUlV3OnKnZA4NMCzucOPsjVlCKidXh6sPFUaUG/Aqq5mAICc2tUT0527FobjWACgIr1PHW4e7EfBQg5Bnd0YNE7dgbFH5LlDjhtWbgww13IOrvoDflz/pztw4+QrceXYizp0yLb2XbtnEzjnKMzrj0+WzMIHD72BPWX7sfNIx+aQ6RRNdvcaeULhkW5nFh/I0vc6bllj9ugWgcf1Lc19paWlkWuCFIOSsbhvQnAdXULikk711ppUZ5eXLjUHlC7dN/++WKvvaoaT+lYtmCx7joStwAOSxo1zJrtw4VYO6UD4jttxXu2JoWXmhWOOGhceuuZP048NzC3w33f5HR06Buccd7z2IIp6DUBL+z75nz/jiWm/gj/gh6IGP9NIjMHl7fwSrxKYPs1lHFlwLH1SyYHs3v2OZOxOrzcu1ChsQ5y1xF0e7gMyxhTG2DrG2HrG2BrG2LjQ6/mMMXfovS2MMTtjP062ZIxpGWPHGWPPhjtTQ0lX3G1WWQUQ9Yk3hITLQM/GTQzocmFN8Stdute9p7s03KsJX1OQ/ie+nmTwVy0J1/EAQEHekDrcnKEgM6zH7YwVWzf0+Wblwh7fbf5OKr5nbH3pL84JfLPqe/z92/fw92/fAwCUVZWj4Kej8fKXb+GPM19BwU9Ho9ZVh6VbV+L9BZ9g/sYlGH3feRh933n4ZtX3p479xfJvMbL/MORm9kR6ShqGF5RgxC/OgcfvxfCCTj0t2SyTX9s/r8IyuehQ1rBBh7rV9Qi2xF0KHvMXTJEYsXVzzks558MBPAzgjw3e2805LwUwFEAvANc1eO9cBLulXss6sCRyRyXNkq8N2R3ORwD8XnQOQjrjyoq3l1vUmjFdPc6i3PRFq3qkTerKMYYfUJafs03pcpaTOJh/S84N6wMaeXS4jnmSDpuXGbGsmAHp4T52p3Dms/j7OSz+/t0laArb3iF2cXCl3uTbXGlxVzmN/l6cocMtkSNseGlp6YZwHpAxVs85Twn9/loA0zjnVzDG8gF8xTkfEnrvWQCVnPPnQn+2A/gKwN0AHuGcLw1nrpOScUIdQPfdSZzScL87Ra0Jy0SxVJ/S5av/9b0l65Ttyj4NR34YIoGB64rLPhq8OeemTaqkH9L2Hu3nR8nYAPoclfHFXgmejk9TDzfG9XX63RPq9LthCvRck+4rVjXcGPYPNdHAwDQWt2GYxW0AAHi1gf2VFvf+Gtmbokh8CFjXR5q6oBqRaWBmYoytA2AEkAPg7KYbMMaMAM4E8MsGf54K4E4EP2TeCCAixT3phuVDHAB8okMQ0lH9PFs3MkAOx7FSfYEuT8oDY9LqvuG9py3xgLm47MM8xgNhb/PKYcmpx7ThPhQu5DH0M8CtLRt51Dx/9DHjkl0+qWYxR9ef/xepQUvckUUHu3lzKlKWG32aH8Ahoj//ktLS0kh0MTw5LF8E4AIA9gbD7P1Dhf8YgKOc85OjBpcAmM85dwP4BMAVrIONpNorKYu7zSq7AawRnYOQjipyrwvbwiAp/kBYHnFa1l9j5QjvD22t6s0oKvvYDK52aiW61jHJg0mTXbh0D4cUU+1I/ZraAeWmpROPmubXujVlCzh4pxoNxRINlyyZ9aYx/Y9mThh8ICur77G0zaGWuNujFGFxpE/AOV8GIAvAybUeTt5z7w9gFGPsstDrNwKYyhjbh2DH1G5o5oo/HJKyuIfQ0DyJK4wr/nTlREm4jpfi71x/+aYUDTNu6yltCcexGtIr9TmF5Z97wCNT4BT0KKqDLSeA7osicfyuUCVvdoVx7ZQj5jmmOt2eRRxqQiztysBYikdf0ud42uTBB7MHDTyUeTSrxrRYG5BWgiNSS+tGvLgzxooAaABUNHydc34CwG8APMyCrZYnAujDOc/nnOcD+Bki1HeFijshcaKPd9eGcE4GMwVC/eXDYH6xZjgHnOE4VkMmf2W//ie+PgrOw37sIK3JhcsmuTHJwRF7q6hxpppq9NsnHTbPzq/Ub3Qo8K0XnSmc9Iomp8ePLXGR92NL3HCN2FQjcs1rTKHH3dYB+BDArbz5f0+fAzAD+D8A83jjlstfALiUMWYId7iknC0PAHaHMwPBocSI3O8gJNwurPpgcXbgaFg6uZ30Qmmf42CsU8vGNnXtSv+i3lW8S7PvW1Jl6rf6QOZZQ8FYxCZmMbiOy/h8vwRXTE9q0ysZWzK8Q6q1XLYysISdFO3S+3dUprqP1pl8WSrjxWCduhj9qLS09Lq2N0s8SXvlbrPKVaCrdxIvOFezAmWDwn3YzvaXb87sEm1/DgTCdbyGMtx7RuXWrFgVnj70zeMwZ9fjptFeDFnIgc53fokwn6Zq8DHz4nFlpoXHPNKJhRy8VnSmSDD7dIW9TqROLj6YVVJ4qFtFdrV5ic4vLQfv0NoB30QsYIxL2uIe8oXoAIS0R65//2YG3j3cx9WrvD5cx6o1s7xKGV1eUKYl2fWbxmXVb4r4/VMvxkx24opDHNpoTfjqFEVy550wrZx8xDwX9doDCznUw6IzRYpOlbK718jjC490GzP4QJax1/HUtaGWuPtb2Y0D+DZaGWMNFXdC4sBg16qITCozBNSwTmKaXaLtFs7jNZVXs2JymmtvGNvUNk9F1oA63JIfQO5Cjvatkub1+XHFvc/gojufxPkzHsOL757+48WxYQcuvftpDDz/Tny9aHWj9z6ZsxRn3foIzrr1EXwyZ+mpY05/+CVccPvjeO/L+ae2/e2LdmzaGaxrnAVSqw2bJx82z+lRrd+6VEUg7JMbYwkD06W5DCNCLXH79j+SsTejzrhQo7D14I1GjtaXlpYmy3K2p0nq4m6zynuA8LXPJCRSevoP9YvEcbvaX76psnRpkFOP1W1v2Xn5ld9PNnuPRWGGu8bgwkWT3Th7LQcra2trvU6L9//8AL5+83F89cZjWLRqM9Zuafyofm73TDz3q5/gsrOtjV6vrnXilff+h89e/S0+f+23eOW9/6GmzonFqzZj9JAB+PrNx/H53GB79K27D0JRVQwZ2LdxAMa19bp9447I3w0+YVi1PsDcDo7En1Rl9GsLcistk4sOZQ0vOtTN2aNSXmbwaZZKKvtcdDaRkrq4h9DVO4lp2f4j2yWovSNx7K72l2/O98XaiP9cGXD8fxP0gZqorBERQL+R9bhJr8LS6uIjjDHIJmNwn4CCQEBB09bhvXpmobhfL0hNXl+0ahMmjBqM9FQZaRYZE0YNxsKVm6DVauD2+OAPKDg5+fmFf32B+2+9otXMHu3x4WXmBdZjph/2eaWqRRw8Uo+ZxRSNKqVl1ZnHDjiaOa74YNZ3ovOIRMWdijuJcYNdqyI2tGjxBcL+M2BXD2mET4Ot4T5uQwyQBpV9MkqruKPSjIrDlFmP68d4MWJxa4/8KYqKi+98Emdc+wDGjyxGaXH7BlyOVVQjJzvj1J97ZmXgWEU1JowajEPHKnD1L/6IW688B3OXrkPJwD7okZXeruMGpPqC46blk46a57lcmiMLObiIDnEilCMCK8HFEyruwEoASXtfhsS+PN/eXpE6dqpP0bW9Vcct7a+pjsRxG5Kg6ovKZg6UVH9EP0g05MWoiU5cfZxD1+x9bY1Gwqw3H8fSD57Dhu37sH1v1+a4aTUavPzb2/HVG4/hokmj8M5nczHjmvPw+zc+xD1P/Q1zl65r13FU5utWaVw/+bB5TmqtbudiDmVXl4LFvv/pLs+L2JMV8SDpi7vNKnMA/xOdg5DmpAdO7NVCGRCp44elv3wz1vaVrArDwUgcuyEN91uKyj7MZlzZF+lznaQiI78OtxT60XchB5otIKkpZowZPgiLVrVvvZIe3dJx9HjVqT+XnahCj27pjbb595cLcOXUsVi7dQ8ssgmvPnIn/vFxB0eemWqo1e+aeNg8p3+FYd0qBd5EbcOd9COySV/cQ5L+fwQSmwa7VoV1UZamLP6AJRLH5Yxp1vWWotIyVad6sgaVfaIFV9uc9BY+ktaNcye7cf4mDnYIACqq61Bb7wIAeLw+/LBmC/r17tmuo00aPQSLV29GTZ0zOJFu9WZMGv3jong1dU7MW7EBV507Fh6vDxKTwBjg8XVy7RsG5tYeHX1Unjey3Lh0u5/V/cDBwzq5UiAngKS+3w4kcYe6huwOpwHBnsBhWW2LkHC54cRrW/TcNzhSx3dppYo3hvaOyONrWoW7fv69382Ci2NEnEuXtXNn98uzwVh6NM73I1+tjC837dizadyvnvsnFFUF5xwXTRqNX9xyKV781xcYWtgXU8eVYv32vbj7iddRU++CQadDdmYqZv/jKQDAzG9/wN8++BoAcM+NF+PaC8afOsPTf/sQ544rxZjhg+D1+XH7o6/hWEUVbrpkMm694pywfBca1ViW7ivZZlSySxmi/XcYVp/pLs+7SnQI0ai4h9gdzk8AJP3/ECR2yErNkasq385hAGt7687hgPpiaR+AsYiM4l2yPrCw8Jg6ORLHbk6dIW/jnqwLBoCxiNxuaI0eG5Ya4ChhQFq0zx1OjGucqb7CVSmBPgUMUh/ReTrhZt3lee+LDiEaDcv/iIbmSUwZ7F6zK5KFHQjOOgcQsWVFvy/WDOGI2Gpfp7F4Dw/tXbVoEziPSBvc1vgwbFw9rqvjMMT14i6cKXKNYevkw+bZvar0m5er8G8UnakD6gF8JjpELKDi/qMvEcP9pEnyKfBsTY3GeTScV0fq2G4963Ykna2M1PGbk+naeUbP2lUrIGBYkiO1Vx1uHurDgIUciO972AySU3dgzBF57tDjRsemAHMu4wjPKoIR9Lnu8jyX6BCxgIp7iM0qV4M+8ZEYYVBdFQbuGRqNc+nC2F++OXNKtPkciGpR6FG3fnw35zZB67QzyYMpk124eCdHdCYVRppXUzGkzLxo7DHToiNeqWIhR2T/n+mCf4sOECuouDf2tugAhABAkXvdVhal5YiNYe4v31SVzPpUmyO3oExLelUvmWxxH4x4H/qWKMgZXIdbuivIivhiN9ESkFy9j5sck4+Y5ypO7aEFHDyWeoQcAzBXdIhYQcW9sXkA9okOQcgAzyZDtM4V7v7yzZlTok2P9Dma069i9mST74TA4qqTnbhiohsTVvAIzm2INs4CaVWGjVMOm2dn1ei2L1ERiIUV9P6ruzwv1m8bRA0V9wZCDW3eEZ2DJDed6q01q/XDonW+SPSXb+pwhlTs0mFtpM/TnIHlX4zTBepWiDj3SX4UnVmPG/0qTBFdVCfqGNfV6feMPyJ/N+iEYc1ahXlWClysxi7ovDGJivvp/oUWuk4REg0DPRs3MSBqV+6R6C/fnAVFGiH/rhi4pqjs4+Ea1SN0FjuH3KMeN430oXghB7wis0SCR3tsxFHz/DPKjUv2+KSaxRw8mt/jOt3leYnaba9TqLg3YbPKB0D3bYhAhe4NUf13mepT9NE4z7YczSi/hB3ROFdTEhRj8dGZ+UwNCDn/jxjzYPxkJy7bz6HZKTZLZPg1df3LTUsnHjXNq3VpyhZw8IoonJZGXJug4t68f4oOQJKThgc8FrU6KrPkT0r1BYzROtfy/poT0TpXUxruSysum5kOrkS0pW97qOheWIdbegfQcyEHErKTmCr5siuNa6ccMc8x1+p2L+JQIvXkgBcRmCXPGKsP/ZrPGHMzxtYxxrYwxuyMMV3ovSmMsa/Cfe5woOLevM+RQJNfSPwo8GzdwKLcBjlS/eWbs6qvZFUZurZUWhfoVFf3Qcc+5eCxsPSp1ujCJZPdmLKag5WLThMpnKmmWv2OSYfNc/Ir9RtWKvCtC/MpvtRdnhfpn9e7OeelAIYC6AXgugifr8uouDfDZpW9AJK+fSGJviL32qg3PpH9StTapXKJaTf0koQuN2oM1PQdcPx/leC8VmSOkwIYMLoeN0kq5Kg/LhhVDMylO3zGUfn70nLj8q1+Vr+EIyydBKM20so5VwA4AORF65ydRcW9ZfTMO4kqxtVAhnIiYovEtMQcUDPBedQmuy0eqBnFgepona85sq98UH7Fd3vAT5/05fV5MO1eK667cziumlGC1999/LT9P/rfG7jm9qG47s5STL9vAnbvDy7v7vf78NiffxJ6bzhWrl8AAPD5vLjn4Qtw9e1D8OGXr586zlMv3oGtO9eAw5RVjxutXgxbzIGE77Dm01QVHzMvHl9mWlju0RxfyNHpD1r7AcwJZ7bWMMaMAM4E8G20ztlZVNxbYLPK6wHQ7EsSNX18uzYyICPa5410f/mm/FqWsjubCe+/nuY5UJpXvWQteOOWqnqdAW/9eR5mvrkeH76xDktXfYsNW5Y32vfCs2/Cx29txMw312H6dQ/hL2/cDwD45Ou3AAAfv7URbzz7HV548wGoqoqlq2ZjxJAJ+OjNDZg19z0AwPbd66GqCooHjjx1XC+sE5246hiHdmtEv/kYoUju3BPGVZOPmL9j9dr9CznUQx08xGu6y/Oi8cG0P2NsHYKNco5yzjdE4ZxdQsW9df8QHYAkj2LX6jpR59Zw1ETzfN8P1g7mMbCWQ5Zz25judeuWNnyNMQazKQUAEAj4EQj4wVjj9XtS5B/b/rs9zlPv79m/BdbSswEAmRndYZHTsXnHKmi1Org9LgQC/lMt71//16O459anT8ukIrOgDrYBfvRewJPksVzOFEu1Ycvkw+bZOdX6rUtVBLa0Yzcnovcz+uQ99/4ARjHGLovSeTuNinvr3gUgbHYvSSKc86xA2SBRp9epalR7hTsNLLssNboLyrQkp3b1xAznzkZtahVFwXV3luLsa7tjzMhzMbT4zNP2++8Xf8Ultv546R8P4aF7XgEAFPYfjgXLvkRACeDw0b3YsnM1jh0/iDGjzsWRY/twyy/G4MYrf4EFS79E0cCR6J6V20IqSefG+VPcOHcDBzsS9m86VjFo6nX7xh2Rvxt8wrBqfYC5HBwt3jJ6V3d5XnU043HOTwD4DYCHo3nezqD13NtgdzgfB/CE6BwkseX49m88t+aTqD4C19A/i3OXVRt1Y6N5zsx6vu/Wpf4+LEYuMnZnXbSw3pjbaO352vpq3P/ElfjNz17FgIIhze739bz/YOmq2fj9Q+8ioATw4t9/hZXr5iO3R1/4A35cffEdOHv8Fae29wf8uOfh8/HSk1/gb/bHUVZ+AJdMtWHKuJYuBr01Mr7YokFtVP/7xAqtmrIvwzvkgF5NH83AzKGXOYAi3eV5EetbwBir55ynMMbyAXzFOR8Sep0BWAfgXgTXf/gGQMNn+a/lnC+LVK72iol/VDHuNSTBBBci1mDXKqGPXkajv3xTlSksv8YU/QVlWtLvxNeTDP6qJQ1fS01JxxnDz8KSVS3Pn7pgyg1YsORzAIBWo8Wv7n4RM99ch5ee+gJ1zmr07VXYaPuZX76OS6basGHrcqTIafjTIx/ivY//0koyQ5oT1431YPQPHBB260aUgFSff9y0fNJR8/cep+bwAg5eDuCbSBZ2AOCcp4R+3XeysIf+zDnnwznniznnCzjnJs55rwZfwgs7QMW9TTarXAG6904irKf/YL7I86f4FSFDeN8N1kbtGfu2MIANOvaptbJ817ra+moAgMfrxvI136Ggd1Gjbfcf+rG53OIVs9AnbyAAwO1xwe12AgCWrf4OWo0W/fv++ABEbV0VFq34Cpeea4PH64LEJDDG4PG1vTCfD6UTnLimikO/savfazxSmT+zyrhhymHznLQq/ebnROeJdVrRAeLEXwDcA/r7IhGQ5T+6QwO1sO0tI8fiC7C2twq/g92kErcOG0x+RG2hnNYwcF3a7v8MuvYfH3g0Gp1R5SrOm3QdJo25BK//6zEMLhyNKeMuw3+/eA0r1s6FVqNDqiUDTz30LgCgsroc9zx8PiQmoXtWHn7/6/caHf/Nfz+FGTc9AkmSMG70+fjwi7/imjuG4tpL7mpXPhXpfepws2LC/IVa7J0QrWWBYwpTt3S/8DxhS/nGC7rn3k52h9MO4BbROUjimVzzv4V9fTsnt71l5KzNsiyb3ztTyD3dwYeVlRdsVs4Qce6WBCRD1ZacGys50/YXnaUlGhzeZMbsVAa1j+gsUTatYOqM/4gOEetoWL79nkOC9oAmYuX59rY0ZTpqLP6ASdS5t+RKowMShHata0qrejOKyj4yg6vCWuW2RUHekDrcnKEgc0nbWyeM/QBmig4RD6i4t5PNKm8C8LXoHCSxpAUq9mkRGCg6h8WniLv3zRhzFGjKhJ2/BXrFmVN47DMfeFRWNeskvcWJq8a7MXaZ6K5/UfJCwdQZ4WhZm/CouHfMn0QHIIllsHvVPtEZACDFH4haf/nmOAokqwocFZmhOaZAVUH/47OOgfOo9gHoKD9KxtbjercK41rRWSLoKIC/iw4RL6i4d4DNKi8GsLTNDQlpp77endmiMwDR7y/flCox/eY8SfBa681L8ZUN7ls5bwc494nO0hoOS049pg33oXAhB2I6ayf9sWDqDOFdDeMFFfeOo6t3EhZmpfaojvuivlBMc0KNZKpEZlhYqBnBEd02uO2V7t47Mrdm+WqRH4Dah0keTJrswqV7OKQ9otOE0UHQVXuHUHHvuP8BaE/fY0JaNdi9ZicDhDyC1hwNF3vP1qdjqfuy2DqRGVqTXb95bFb9ph9E52gPBT2K6mDLCaD7ItFZwuQPBVNnnLaCH2kZFfcOslllDuB3onOQ+NfPszW17a2iR6eqwruffTdYWxTLQ8p5NSsmpbn2xskz1lqTC5dNcmOSg8f3Ghn7QUtwdxgV906wWeXPAMTFJ3gSmwyqq9LA3cJ6yTfHqKjC72fWG1mP4xYWMy1pm5Nf+f1ks/dY3FwR+1ForcdNXIV5legsnfR0wdQZUW+PHO+ouHfer0QHIPGryL1uS6x1FzP7lZi4Yp5dosnhMd5TYsDx/03Q+2tiood4e3CYs+tx02gvhiyMhaV2O2A3gqtzkg6i4t5JNqu8HMBHonOQ+DTAs0kvOkNTsl+Jiclix1Ol/nVGxMRysC1hgDTo2CejtIp7jegsHeHFmMlOXHGIQ7tddJZ2epqea+8cKu5d8xvE8P1BEpu0qq/erNYPF52jKYtfiZmfB3MHa4V1zGsvCaq+qOzDQkn1xdUEWxVZA+pwS34AeQtjfIRkM4B/iw4Rr2LmH3M8slnlPQBeF52DxJeBnk0bGWAQnaOpVF9AJzrDSfuypKEeLVpd/UxRVYx4/Clc8tIrp723/0QFznnuLxj26BOY8uyfcagyuKLuugMHMPb3f0TJI49h2KNP4MMVPw4QTHvzLQx79An89uNPT732+y+/wudrWu4Lo+GBlOKymT0YV/Z2+JsUSmNw4cLJbpy9loPFXHfAkAcLps5QRIeIV1Tcu+5pJEfbRxImgzzrREdoVqpPXH/55iwu1Lhae//l7+aiOCen2fce/PAj2MaNxYann8Bjl12Chz/+DABg1uthn3EbNj/zFL69/z7c98GHqHa5sOHgIZh0emx4+gms3LsPNS4XjlZXY8Wevbhi5IhWc2pVT7dBZR/rwNWY67DXlgD6jazHNIMKy3LRWZqYXTB1xreiQ8QzKu5dZLPKlQCeEZ2DxAeJB7wWpTqmZsmfZPEpKaIzNLQxTzojwNDsFfGhykrMWr8RMyZNaHbfLUeO4Ozi4BrsZxUX4Yu16wAAhT17YmDPHgCA3Ix0dE+14HhtHXQaDdx+H1RVhV9RoJEkPPbZl3jyisvaldWg1PUaWP6FE5xXd/DbFI7DmFGP68d4MeIHDjhF5wGgAHhQdIh4R8U9PF4FsE90CBL7CrzbNjAgporoSSn+QLroDI0wJq3Olw4199Z9H3yI5667BpLU/I+w4b1749PVwblun61eizqPBxX1jdvDO/bshS8QQP/u2SjOzUG2xYKRTzyNS0uHY1d5OVSuYmR+33bHNfsrBvQ78e1BcN7qiEOs8mLUBCeuPsGh2yw4yj8Kps7YJDhD3KPiHgY2q+wF8IjoHCT2FbvWxmyXLdH95ZuzvL/GqgLlDV/7at16dLekYlQrhff566/Fwu07MOLxp7Bw+w7kZaRD0+CDwNHqatzy1tt456fTT31AeOmmG7DuqcfxwAXn4dFPv8DTV16BZ/43C9e9/gbeWti+x9ot3sNDe1ct3AzO43KGt4qMvnW4ZZAffRfw4BV0tFWDmoSFBRX38PkAQLw2iSBRwLiqZCjHY6KXfHNiob98U4rEDFtzpK0NX1uycze+XLcO+Q/+Bjf87e+Yt3U7bn7zH432y81Ix6c/vwdrn3wMz1x9BQAg3WwGANS63bj4xVfxzFVXYkz//qed84s16zAqvy/qvR7sLj+OmffchY9XrobL277PZZmuXWf0rF21ApzH8kz0VkhaN86d4sb5mzlYsyMnEfR4wdQZ8dxNL2ZQcQ+TUFvaB0TnILGrl2/3RgZkis7RGtH95ZuzoEhTyoFTY+p/vPYqHHrhz9j3/LP479134OziQfj3nTMa7XOirg6qGhyE+OOsb3DbxOC9eV8ggCtffR228WNxzRmjTjuXPxDAS9/NxUMXng+3zw8W6vyvcA6f0v4L2R5168d3c26Nmy52zQmg97A63JKqID1aK2FuBj19FDZU3MPIZpUXgXogkxYMdq2uFZ2hLTpVjbl1y706lnYgk61ua7vHPvsCX4Ymzi3YtgODHn4Uhb95BMdqavHIJRcBAGY6VmHRjp341w9LUPrYkyh97EmsO3Dg1DH+Om8Bbh0/FmaDAcN694LL58PQ3z2BUX37nLryb69e1UsnW9wH4qQPfUv0qU5cM84D69IorNj3S2pYEz4sbkeOYpTd4UxHcNW45p/RIcmJc37ziZfKJPCY/v/i7cG5y2oMurGiczSV6uZHfrrYn82AmHkWv712dL9isVufNVF0jq5iqD2Ugi8qGLyRaMD0bsHUGdMjcNykRVfuYWazytUA7hWdg8SWnv4DW2K9sAOA2a/G5AIdtSaWeyIltheUacnA8i/G6QJ1K0Tn6CqO1F51uHmoDwMWciCc/5+UA7g/jMc7hTGmMMbWMcY2M8bWM8YeYIxJofemMMZqQu+f/JrKGMtnjG1qcpwnGGNx9XgeFfcIsFnlTwF82uaGJGmUuFbHxSShFH8gZofyZpdouovO0BkMXFNU9vFwjRKj3Ys6hEkeTJnswsU7OaRwdeW7r2DqjMowHaspN+e8lHNeAuBcABcCeLzB+4tD75/8mhuhHFFHxT1y7gV1riMhPf0H8kVnaA+LX2GiM7SkPE0aWG+IzydSJCjG4rIP+zHVHy8LtrRKQc7gOtzSXUHW4i4e6uuCqTM+CEuoNnDOywHcAeBexljM/n8eLlTcI8RmlY+CuiwRAN38ZTs1UNvfDUWgWOov35zvi7Va0Rk6S8P9qcVlMzMZV/aLzhIeOtmJKya6MWEFBzpz5V0P4O5wp2oN53wPgkstnxwFmthkWP70ZyPjFBX3CLJZ5bcBfC86BxGrxL3qiOgM7RVr/eWb2t1dKvVpEFersDWkU93Zhcc+ZeBqedtbxwc/is6sx41+FaY2n2ho4ncFU2ccaHuziGo6LL8bLa+UF7O3rJpDxT3y7gAQl+0oSXj08u6J+Yl0J8Vaf/nm/DBQE/OPFLbGGKjpM+D4V1XgPNKPlkUNh9yjHjeN9KF4IQfa0+1nBYJtu6OKMdYPwc57rX24qgCQ0eS1TABxMW/mpLgd4ooXNqu8x+5wPgbgedFZSPSlBir3axEoFJ2jvVL8gbTW3v/9mQ/AkGKEJEmQtBL+75snG72/a+lWvHPby8jsnQ0AGHrRKJz3f1ecel9VVLx44eNI65mBGfbgBOl/3/sGyrYdxOBzSnHRw9cCAL576Qv0LOqFoRec3mhmXW/JOnm7sl/DERe3Opoj+8oH5Vd8t25ft3OLwJhRdJ7wYMyD8ZN9GLhDxizGoAxsYUMvgNsLps6Iaqtjxlg2gDcAvMY55y3dduec1zPGjjLGzuacz2OMZQK4AMDLUYzbZVTco+MlADcAGC04B4myEveqfUD8FCFTsL88RysTju7+6DdIybS0eIwCa+Gpwt3U4n/MQY+BufDUuQEAR7YcgM6ow4Nzn8EbNzwHd60LfrcPB9buwbn3Xd78CRiT1vSVDpyxLz7mMbQkzXOgtFf1DysOpU8YDcY0ovOEi4ruhXW4xWPGtws1KJvEgKb/Lz1aMHXGxijFMTHG1iHYHyEA4D0ALzR4f2Lo/ZN+zzn/GIANwF8ZYye3fTI0ZB83aFg+CmxWWQHwU4T32VASB/p6d3QTnaEjpOBko4j0l68+Uokt36/HmTdOPvWaRqeF3+OHqqpQAwokjYRvn/8U5z94ZavHWtpfcwaPs2HS5nRzbj+zR93aaLV3jSKt0YVLJrsxZTUHazgEvhDAX6KVgnOuOfkoHOd8OOf8eR5aHIlzvoBzntbknvvHofe2cM7PavD6+9HKHC505R4lNqu8we5w/hbAn0VnIdFhVurKdNxX0to21fVuzHjlC2w6UA4G4J+/vAJji/ucev/9+evxp09+AOccFpMBf7vnUgzv1xMAkH/bC7CY9NBIErQaCateugsA8Ot35uCb1TtRWtAT9geuBgD8e/56nKh14r7Lx7WZW8NRpbDme+AzBvz9xj+DMWDMzWdh7M1nnbbN/tW78PzU3yGtZzouffQG9BzUCwDwxePv45LfXQdvvefUtj0G5iIl04IXz38co64ehxN7j4GrHL2G5reaUdEw4/ae0oqiMnVyqxvGgZ61ayb6NCkLquTCKaKzhFsAA0bXI++EjM8dEpxFAG6N9nB8sqLiHl1/ATAZwCWig5DIK3av2cGAnq1t88u/f4MLRg3Ex7+9AT5/AC5v48Gdgp4ZWPjsbchIMeGbVTtwx2tfYMULd556f/4ffoKsNPnUn2ucHqzZfQQbXvsZZrzyOTbuO4YBOZl457s1+PYpW7ty61S1XpGaHyW+97NHkJaTiboTtXjzhufQfUAO+o8pOvV+r6H5+J3jBRhkI7Z+vx7v3PYKHl7yHLZ8tw4pWanoPawAu5Y2WuQNVzw17dTv3771RVzzp+mY+/KXOLLlAAonDcGYaVOazTKvSDNsUJnqZIDc7AZxpE/Voil+jbyw3pgX9x9WmuIwZdXjxiw9Nl5bPHVogjwGGPtoWD6KQivH3QrgoOgsJPL6eba0fGMawUK8aPM+/PS8kQAAvU6L9JTGT6KNK+6DjNBrY4p649CJ1ieKS4zBH1DBOYfL64dOI+H5T5fg55eOgU7bvtu6BkV1t/ReWk7wgt6SlYqhF47CgXV7Gr1vtJhgkIPzw4rPGQ4loKC+sg57V+3A5jlr8fszH8C/7/kbdi3Zivd//kajfTfNXoNew/Lhc3pxYn85bG/ei/WzVsLnbn7ytUfPMg5ntL2gTLzod+KbSUZ/5RLROSLk/eKpQz8WHSKZUHGPMptVrkRwch2tfpTADKq7ysjdQ1vbZu+xKmSnyvjJS59hxC9ex4xXPofT42tx+7fnrMaFo3+cgMwYcN5jdoz65d/w92+DjdssZgMuGj0QI37xN+RkWJAmG7FixyFcMba43dnNfrXZEF6XF55696nfb1+4CTmhIfeTasurTy1jfmDtbnBVhZyRgosfvg6PrX4Jv1vxF9z8+t0YML4Y016969R+ij+ARW/Nxln3XAS/x3dqPh9XVCi+lv+pzC7R9uMJ8m+JAazw2Gdn6hTnStFZwmwPotyshtCwvBA2q7zU7nA+AuBPorOQyBjkXr+FAeNb2yagqFiz+yhevesinDmoN3755td49qPFePqWc07bdv6GPXh7zhr88NyP65b/8KcZyMtKRXl1Pc793bso6pWFSUPy8dA1E/HQNcFFyGa88jmemnY2/jF7Neas3YVh+T3wuxumtJo9JRBQAcNpr9cfr8E7P30FAKAqCkZeMRZFZw3DUvs8AMA429nYMGslltrnQdJooDPqcfPr97Q28f6UJf/6HqOvnQC9yYCcwb3hc3vx53MeQfHZw2BKa3nUvcbMelXKWNrNibYnE8QBBq4tKvuoZHPOjRtVydDqh8M4EQBw0/CpqBMdJNnQkq+C2B1OBuArABeJzkLC76qKtxwpap21tW3Kquow5oG3sO+fwcfGFm/ah2c/XoxZT9zSaLsNe8tw5TMf4Jsnb0FhXlazx3ri/XlIMenx4FUTTr22dvdRvPbVCrxy50W46pkPMPvpW/GTlz7Db6+dhIF5LU/iX5CXsXBN99S4ufebU61uu9ERKGp7y/gRYIbqLbk3nuBMO0B0li56ePhUPCs6RDKiYXlBGtx/PyQ6Cwkvreqrl9W6YW1t1zPDgt5Zqdh+KPhE1/fr92Bwn8YLnx0or8ZVf/gv3nvg6kaF3enxoc7lPfX7OWt3Y0jfHo32ffTf3+Ppm8+GP6BAUYMf4iXGTpu011SqL6Bvx7cZM46mS0VOPdaIzhFOWu5NLyr7SAZX4/nnw+eg0UlhaFheIJtVPmF3OG8EMB/03yJhDPBs2siAse3Z9tW7Lsa05z+GL6CgX88MvHPflXjj6+At17suOgNP/XcBKmpduOf1rwDg1CNvx6rrceXvg4tpBVQVN00ehgtG/Xg//vNlWzF6QC5yu6UCAEr79cTQn72GYfk9Tz1K15JUXyDuOqbNL9Lgkg2K6BhhpVecOYXHPtu7o8dVJ8BY80M2sWsbANvwqfHVjz2R0LB8DLA7nA8D+IPoHCQ8Lq98Z2maUhW394CPmfQ73y/Kaal1aMy693vfNr2ChBqeB4B6fc8tu7Mv7gPGYr7vf0gdAOvwqdgmOkgyo2H52PAsgG9FhyBdJ/GAN1WpiuuJULJfabpoRlxY1l/TmWVHY16Kr2xw38p5O8B5y49SxA6O4BU7FXbBqLjHgND9dxuAw6KzkK7J927fwIBWn2+PdeaAkoE4HNJb01c6U2GJOYcl3b13ZG71stUItU6NYX8cPhWfiw5BqLjHDJtVPg7gMtDysHGt2L22PctdxrRI9pePJM6YZn1vaU/bW8anbOeWsdn1G34QnaMV3wJ4VHQIEkTFPYbYrPIaADcDNAklHjGuKpmB8vZ3i4lhGo5q0Rk644eBmtEcSMjheQDIrVk5Kc21Z6HoHM3Yg+Dz7LE+spA0qLjHGJtV/gzAI6JzkI7r5duzkQFxtQpcS3SqGpdNRwIaZt7VnUVrOVEh8ivnTTZ7yxaJztGAC8CVw6fG32hPIqPiHoNsVvmPAN4VnYN0zGD36tYbv8eR1vrLx7rvi7UlHIjb/O0x4PhXEwz+6lhYKlYFcOPwqdggOghpjIp77LoDwGLRIUg7cc6z/Ufi7vGxlpgDzfeXjwcuA8s6msYSrT97IwyQCo99OlqruEQvnHPf8Kn4UnAG0gwq7jHKZpV9AK4EsF10FtK2Hv5DWyXwHNE5wkX2B+J63sfsIdq+HIl9/1eCqi8qmzlIUn1bBEV4efhUvCro3KQNVNxjmM0qVwC4EMAx0VlI60rcq46LzhBOqb747vZWJbO+1SY4ROeINA0PpBSXzezBuLI3yqf+HMD9UT4n6QAq7jHOZpX3ArgEgFN0FtKyHN/+vqIzhJPFF9CJztBVc0q0qaIzRINW9XQbVPaxHlw9GqVTLgHNjI95VNzjgM0qrwJwHYD4vpxKUJn+Y7s0UPNF5winVF/ALDpDVx3OlAa7dFgnOkc0GJS6vMLyL1zgPNIz1rcAuHT41MSesJgIqLjHCZtV/hrA3aJzkNOVuFclXGfBVJ/S8iLqcWTBIE1AdIZoMfkr+vc78e0hcB6pRliHAFxAj7zFByruccRmld8C8CvROUhjvb27E2Yi3UmyX0kXnSEctuVqRvsl7BSdI1os3sND+1Qu2ALOW1/Xt+MqESzsB8N8XBIhVNzjjM0qPw/gN6JzkCBLoOqgFoFC0TnCLV77yzdnRT9NuegM0ZTh3j06p2alI4z//aoBnDt8KjaH6XgkCqi4xyGbVf4TqItdTChxr0rIXuYSoAXiswVtU6vyJavKcER0jmjqXr9hfDfnlnB0sasBcN7wqVgThmORKKLiHqdsVvkPoEUahOvr3ZEpOkOkaHhi3FtVJabbmCclzdD8Sb2ql01Ode/vSh/6OgSH4hO6IVCiouIex2xW+fcAnhCdI1mZlbpyPfcOEZ0jUuK1v3xzFhVqRvHgVWhSKaj4brLJd7wznS7rAVw4fCqWhzsTiQ4q7nHOZpWfBPC06BzJqMi9djsDmOgckRLP/eWb8mtZyp5stlZ0DhEGln85Th+o60iRdgK4aPhULIlUJsZYPWNsKGNsXeirkjG2N/T7uaFtShljnDF2QaRyJDIq7gnAZpUfA/AH0TmSTX/PloR4XKwl8dxfvjlzi7WDOeAVnSPaGLhmUNlHIzSKZ107Nncj+Bx7xNe14Jxv5JyXcs5LAXwJ4FehP08NbXIjgB9Cv5IOouKeIGxW+REAz4rOkSz0qrvayF3DROeIJNmvJFQHMqeRdT+WyhK+JW1zJKiG4rIP+zHV39paFR4Alw2fivnRytUSxhgDcC2A6QDOZYwZxSaKP1TcE4jNKj8M4M+icySDQe4Nm1hwRnnCsvgCCffzYXaJpleiLyjTEg33pxaXzcxkXNnfzNv1AC4ePhVzo52rBeMA7OWc7wawAMDFYuPEn4T7x5vsbFb5IQDPic6R6AZ6NupFZ4i0VF8g4T68VFikglpj8s7+1qnu7MJjnzJwteGz/xUAzh4+FfNE5WrGjQD+G/r9f0FD8x1GxT0B2azyrwH8Ekl6hRJpWu5zymrtUNE5Ii3VFzCJzhAJ35Vo475vflcYAzV9Bhz/XxU4rwFwGMCkWHrcjTGmAXA1gMcYY/sAvArgAsaYRWiwOEPFPUHZrPIrCN6z8ojOkmj6e7ZsZEBCFr6GLH4lRXSGSDjQTRrq0WKj6Bwiyb7jg/Ir5i4BMGH4VIhaD74l5wDYwDnvzTnP55z3BfAJgCsF54orVNwTmM0qf4rgP5QK0VkSySD3uqQYEUlJkP7yzVlUqEmYx/w6yZHm2T99+FTsEx2kGTcC+KzJa5+AhuY7hCVI+2jSCrvDWQjgGwD9RGeJdxJXfNNOvOxhQMKvFa4CgZdK+2gQnLmcWDjnv/jev0eror/oKALMAnAdps+I1OpxJAbQlXsSsFnlHQDGAlglOku8y/du35AMhR1IrP7yp2GMrcyXjoqOIcA/AFxOhT3xUXFPEjarXA5gCoKf2kknFbnXJtVwroYnaHEHsKKfxqoCZaJzRNGTmD7jdkyfoYgOQiKPinsSsVllJ4DLAbwpOktc4lztFjhWLDpGNOlUtVZ0hkhRJabfkiu11tQlUfgB3I7pM54QHYREDxX3JGOzyorNKt8FWjK2w3r59mxkQJboHNGUSP3lm7NwkKaUAwn7AQbAEQCTMX3GP0QHIdFFxT1JhZaMnQaA7r2102D36qRbVcyUYP3lm/LqWNr+bgm7oMxCACMxfcYy0UFI9FFxT2I2q/wfAGcC2CE6Szzo7j88QHSGaEvxKwn/OM13g7WFHEi0DzF/ATAV02ccEx2EiEHFPcnZrPImAKMBzBSdJZb18B3cIoHnis4RbRZfQHSEiKszsZzjloRZUKYewLWYPuNBTJ+R+P/xSIuouBPYrHKdzSpfj2DLWr/oPLGoxL3quOgMIqT6AjrRGaJhdokmhwPxPkqxDYAV02d8LDoIEY+KOzkl1LJ2EoCDorPEmhzfgT6iM4iQ6lMSvs0uABxPlfrXG+K6D8THCBb2raKDkNhAxZ00YrPKywGMAPCt6CyxIiNQvlsDpUB0DhEs/kBC9pdvztzBWoPoDJ2gAPgVps+4FtNn1IkOQ2IHFXdyGptVrgBwEYDHQCvLocS16pDoDKKk+JU00RmiZW+2NMyrxSbROTqgHMFJc8+LDkJiDxV30iybVeY2q/w0gPMBJOX95pN6e3f3EJ1BFLNfyUQSLUCxeKDGKTpDOy1D8DG3BaKDkNhExZ20ymaV5wIoBbBAbBIxLErVIR38RaJziJLQ/eWbsaGXdIbCYnKltJMCAJ4AMAnTZxwWnIXEMCrupE02q3wEwNkA7gUQL1c2YTHYtXq36AyiJXJ/+dMwJq3uK8XqhNItAMZg+own6TE30hYq7qRdQsP0fwUwFMA80XmiJd+7PVN0BtG0qppUE7WW9decocbWrSgVwaY0ozB9xmrRYUh8oOJOOsRmlfcCmArgbgAJ/UPfpNQf13NviegcoiV6f/mmFA0zbsuRtojOEbIHwJRQUxqP6DAkflBxJx0Wuop/A8Gr+O9E54mUIvfabYz+jcAcUL2iM0TbgiLNcB7s9iaKCuA1AMMxfcZigTlInEr6H1yk82xWeb/NKp8H4HYk4Mpa/b2bzaIzxIIUv5J0j0N6dCz9YAYTNQS+FcBETJ/xc0yfIfIDBoljVNxJl9ms8j8ADEECNb7Rq54ak+oaJjpHLLD4Akn5c2JOiXYAD85OjxY/gKcBjMD0GUujeF6SgJLyHy0JP5tVPmizyhcCuA0J8OhUoWfDJgYkRV/1tqT6AlrRGUSoNbO8CjlqC8qsRHDC3GOYPiPpboOQ8KPiTsLKZpXfAVAE4C3EcXe7ge4NSVnQmmPxKUbRGUSZM0STFeFTVAD4BYCxmD5jY4TPRZIIFXcSdjarfMxmle9AsEd93D02p+F+V4paS0PyIRZ/wCI6gyhlaVJhvR6RuPfuBfA8gAGYPuNVTJ+hROAcJIlRcScRY7PKG2xW+RwAlwPYKTpPe/X3bNnAgKRYDa09LEnUX74584q1mjAfciaAYkyf8StMn1Ed5mMTAoCKO4kCm1X+EkAJgPsRB/fji9zr4vZ2QiQkW3/5pnb1kEp9GoRjKdVlCA6/X4/pM/aG4XiEtIiKO4kKm1X226zyiwAGIPj8bky2z2Rc8acpFUnfuKahUH/5GtE5RFoyQFPdhd33ALgO02eMw/QZy8MUiZBWUXEnUWWzyhU2q/xzAMMAfC06T1P53h0bGJDUw9DN0XBUic4g0ro+klVhONDB3aoBPIjgEPxH4U9FSMuouBMhbFZ5q80qX4zgkrLrBMc5pdi9xiU6QyxKtv7yTXHGNGv7SPvaubkfwMsA+mP6jL9g+gxf5JIR0jwq7kQom1WeY7PKIwBcDEBs4w7O1W6BY0m7vGtrDIqa9B96lg7QnMGDj661hAP4BEAJps+4D9NnVEYpGiGnoeJOYoLNKn9ts8rjAZwFYK6IDHm+vZsYkC3i3LHOHFD9ojOIFtAw044eUnPPogcAvAdgCKbPuAbTZwh7MoQxpjDG1jX4ymeMTWGM1YT+vI0x9nyTfbIYY37G2F2icpPwo+JOYorNKi+wWeVzAZwJ4EsEr4aiYrB7dVLfV25Nil+h57ABzCvWDOXAyVEMD4C/ARiI6TNsmD4jFlaSc3POSxt87Qu9vphzXopg74lLGGPjG+xzLYDlAG6MblQSSdSFi8Qkm1V2ALjc7nAOBfAwgOsAhPt540Z6+A/1j+Tx41mKL8BEZ4gFbj3rtr8bm5NfwdcDeAHTZ5SJztQRnHM3Y2wdgLwGL98I4AEA/2GM9eKcHxISjoQVXbmTmGazyhttVvkmBFvavo3gZKWw6+4/tE0C7xWJYyeCVH+A+uwDBwD86tNRuuswfcZDMVrYTQ2G5D9r+iZjLAPAQACLQn/uDSCHc+5AsLnO9VFNSyKGrtxJXLBZ5V0AZtgdzicB/BLAdADdwnX8EtfqYwh+gCDNSPUpydyxbwWAFwB8en+uLSb7MzTgDg2/NzWRMbYewcL+Euf85AeT6xEs6gDwXwD/BPCXiKckEUfFncQVm1U+COBBu8P5CICrANwBYEpXj5vr29e7q8dIZBZfQBadIcoUAJ8BeOH+XNsy0WHCYDHn/BLGWAGA5YyxmZzzdQgOyfdkjE0LbZfLGBvIOY+bdtGkeVTcSVyyWWUvgA8AfGB3OAcCuB3Bq/kOz3bPCJTv0UDpF96EiSUlefrL7wfwHwB/vz/Xtk9wlrDjnO9ljD0L4NeMsccBpHDOT91/Z4w9iWDBf0pURhIedM+dxD2bVd5ps8oPAeiF4DDj9+jALPsS1+qDkcqWKBK8v3wVgksUTwZQcH+u7beJWNgbeAPAJASLeNP78p+AZs0nBJa4/15JMrM7nP3x49V8j9a2vfHEq1t13F8cjVzx7IXSPtVgLF10jjDxApgF4N8AZt2fa6MuciShUHEnCc3ucOoAXAbgJgAXoslSrilKzeGrKt/Oa25f0thLw/vsVSVWIDpHF3AEZ4n/G8DH9+faqsXGISRy6J47SWg2q+xHcKjxE7vDmYJgm9trAVwEwDTYtWo3Gj/zS1qgU9V6rxTRVgORsgnBgv6f+3NtdAuGJAUq7iRp2KxyPYAPAXxodzhlABfn+vdPRLBrl0VouDhgUFSnVxs3xf0wghPj3r8/17ZedBhCoo2G5QmZ9bQBwNkALkdwCD9HbKDY9J/CnovLZMNE0TlaoAJYDWA2gG8BLLs/16aKjUSIOFTcCWlo1tMMwHAAU0NfEwGYhWaKEV8UZC/YnW6eIjpHA2UIFvPZAL67P9d2QnAeQmIGFXdCWhO8qh+HH4v9aCTpI6TzemUsWpedOklghFoAPwBYAGAOgA3359roBxghzaDiTkhHzHo6HcEh/EkIrlw3AoBBZKRoWdXdsnRRXua4KJ6yGsBiAAtDX2vvz7XR6nSEtAMVd0K6YtbTegSH8c9s8DUAQMKtorYj3bzmq4LskRE6vBvAFgRntq9DsJivp/vmhHQOFXdCwm3W0xkArADOADAEwGAAhYjzK/yjZv2ODwblFHbxMH4AOxAs4g2/9lAhJyR8qLgTEg2zntYA6I9goS8O/ToYwZXo4mLCXp1Oc+ytIb1a7fbXgApgL04v4tvvz7VFZNleQsiPqLgTIlJwdn4ugL5Nvnoh2FwnD8HFcIQP8yuA/+URfU+u6+4CcLSZr8MAtgLYcn+uzSUkKCGEijshMS94X78ngEwAGQDSQ18ZzfwqI9icquGXppk/+xC8z+0J/drc7+sBVDT8eml4nzJVYmX359pqI/ktE0K6hoo7IYQQkmCS8nldQgghJJFRcSeEEEISDBV3QgghJMFQcSeEEEISDBV3QgghJMFQcSeEEEISDBV3QgghJMFQcSeEJAzGmMIYW9fg6zeh1y9hjK1ljK1njG1hjN0Zev0Jxtjh0LabGGOXif0OCAkPamJDCEkYjLF6znlKk9d0APYDsHLODzHGDADyOefbGWNPAKjnnD/PGCtGcInZ7pxzWsSGxDW6cieEJDoLgm13KwCAc+7lnG9vuhHnfCuAAICs6MYjJPyouBNCEompybD89ZzzSgBfAtjPGPuAMTaNMXbazz7G2JkIrmZ3PNqhCQk3GpYnhCSM5oblG7w3FMBUADYA6znn00PD8rcjWNDrAPyWc744WnkJiRQq7oSQhNFacW+wTRaAvZxzS8N77lEJSEiU0LA8IZ3EGOvBGPsPY2wPY2w1Y2wZY+xKxtgUxlhNaFh4A2NsLmOse2if6Yyx46H3tjHG/k/095HoGGMpjLEpDV4qRXCCHSEJi4o7IZ3AGGMAPgewiHPej3M+CsANAHqFNlnMOS/lnA8DsBLAzxrs/iHnvBTAeACPMMZ6Ry95wmt6z/1ZAAzAQ4yx7YyxdQCeBDBdZEhCIk0rOgAhcepsAD7O+RsnX+Cc7wfwasOrxNCHAAuAXU0PwDmvYIztApAD4GCkAycDzrmmhbcuamH7JyKXhhBxqLgT0jklANa08v7E0FViNwBOAL9tugFjrA8AI4ANkQhICEleNCxPSBgwxv4a6n62MvTSyWH53gDeAfBcg82vZ4xtQPBq/nXOuSfaeQkhiY2KOyGdsxnAyJN/4Jz/DMA5ALKb2fZLAJMa/PnD0L34cQCeZYz1jGRQQkjyoeJOSOfMA2BkjN3d4DVzC9tOALC76Yuc81UA3gPwy/DHI4QkM7rnTkgncM45Y+wKAC8yxh5CsAmKE8CvQ5ucvOfOANQAmNHCof4EYA1j7A+c87rIpiaEJAtqYkMIIYQkGBqWJ4QQQhIMFXdCCCEkwVBxJ4QQQhIMFXdCCCEkwVBxJ4QQQhIMFXdCCCEkwVBxJ4QQQhIMFXdCCCEkwVBxJ4QQQhIMFXdCCCEkwVBxJ4QQQhIMFXdCCCEkwVBxJ4QQQhIMFXdCCCEkwVBxJ4QQQhIMFXdCCCEkwVBxJ4QQQhIMFXdCCCEkwVBxJ4QQQhIMFXdCCCEkwVBxJ4QQQhIMFXdCCCEkwVBxJ4QQQhIMFXdCCCEkwVBxJ4QQQhIMFXdCCCEkwVBxJ4QQQhIMFXdCCCEkwVBxJ4QQQhIMFXdCCCEkwVBxJ4QQQhIMFXdCCCEkwVBxJ4QQQhLM/wP0+kUhc8067gAAAABJRU5ErkJggg==",
      "text/plain": [
       "<Figure size 648x648 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#top 10 countries with reservation cancelled as pie chart\n",
    "dat = hotel_data.loc[hotel_data.is_canceled == 1]\n",
    "top10 = dat['country'].value_counts()[:10]\n",
    "colors = sns.color_palette('pastel')[0 : 10]\n",
    "plt.figure(figsize = (9 , 9))\n",
    "plt.pie(top10, labels = top10.index, colors = colors, autopct = '%.2f%%')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:>"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#heatmap of hotel_data\n",
    "corr = hotel_data.corr()    #adr with arrival_date_year\n",
    "sns.heatmap(corr)             "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:xlabel='arrival_date_month', ylabel='adr'>"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 864x216 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, axes = plt.subplots(figsize = (12, 3))\n",
    "dat = hotel_data.loc[hotel_data.arrival_date_year == 2015]\n",
    "sns.lineplot(x = 'arrival_date_month', y = 'adr', data = hotel_data, ax = axes, hue = 'arrival_date_year')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:xlabel='is_canceled', ylabel='lead_time'>"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 864x216 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, axes = plt.subplots(figsize = (12, 3))\n",
    "sns.lineplot(x = 'is_canceled', y = 'lead_time', data = hotel_data, ax = axes)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:xlabel='lead_time', ylabel='is_canceled'>"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 864x216 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, axes = plt.subplots(figsize = (12, 3))\n",
    "sns.lineplot(x = 'lead_time', y = 'is_canceled', data = hotel_data, ax = axes)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 63,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "def make_eqn(x):\n",
    "    return slope * x + intercepts\n",
    "\n",
    "dat = hotel_data.groupby(hotel_data.arrival_date_week_number, as_index = False).count()[['arrival_date_week_number', 'hotel']]\n",
    "x = np.array(dat['arrival_date_week_number'])\n",
    "y = np.array(dat['hotel'])\n",
    "slope, intercepts, r, p, std_error = stats.linregress(x, y)\n",
    "mymodel = list(map(make_eqn, x)) \n",
    "plt.scatter(x, y)\n",
    "plt.plot(x, mymodel)\n",
    "plt.show()"
   ]
  }
 ],
 "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": "3.10.4"
  },
  "orig_nbformat": 4
 },
 "nbformat": 4,
 "nbformat_minor": 2
}