10.1.2.탐색적 데이터 분석(EDA).ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 필요한 패키지 설치\n",
    "\n",
    "import seaborn as sns\n",
    "import matplotlib.pyplot as plt\n",
    "import pandas as pd\n",
    "sns.set(color_codes=True)\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "\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>0.0</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>0.0</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>75.0</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>75.0</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>98.0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>Check-Out</td>\n",
       "      <td>2015-07-03</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 32 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "          hotel  is_canceled  lead_time  arrival_date_year arrival_date_month  \\\n",
       "0  Resort Hotel            0        342               2015               July   \n",
       "1  Resort Hotel            0        737               2015               July   \n",
       "2  Resort Hotel            0          7               2015               July   \n",
       "3  Resort Hotel            0         13               2015               July   \n",
       "4  Resort Hotel            0         14               2015               July   \n",
       "\n",
       "   arrival_date_week_number  arrival_date_day_of_month  \\\n",
       "0                        27                          1   \n",
       "1                        27                          1   \n",
       "2                        27                          1   \n",
       "3                        27                          1   \n",
       "4                        27                          1   \n",
       "\n",
       "   stays_in_weekend_nights  stays_in_week_nights  adults  ...  deposit_type  \\\n",
       "0                        0                     0       2  ...    No Deposit   \n",
       "1                        0                     0       2  ...    No Deposit   \n",
       "2                        0                     1       1  ...    No Deposit   \n",
       "3                        0                     1       1  ...    No Deposit   \n",
       "4                        0                     2       2  ...    No Deposit   \n",
       "\n",
       "   agent company days_in_waiting_list customer_type   adr  \\\n",
       "0    NaN     NaN                    0     Transient   0.0   \n",
       "1    NaN     NaN                    0     Transient   0.0   \n",
       "2    NaN     NaN                    0     Transient  75.0   \n",
       "3  304.0     NaN                    0     Transient  75.0   \n",
       "4  240.0     NaN                    0     Transient  98.0   \n",
       "\n",
       "   required_car_parking_spaces  total_of_special_requests  reservation_status  \\\n",
       "0                            0                          0           Check-Out   \n",
       "1                            0                          0           Check-Out   \n",
       "2                            0                          0           Check-Out   \n",
       "3                            0                          0           Check-Out   \n",
       "4                            0                          1           Check-Out   \n",
       "\n",
       "  reservation_status_date  \n",
       "0              2015-07-01  \n",
       "1              2015-07-01  \n",
       "2              2015-07-02  \n",
       "3              2015-07-02  \n",
       "4              2015-07-03  \n",
       "\n",
       "[5 rows x 32 columns]"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 데이터 불러오기\n",
    "# https://www.kaggle.com/datasets/jessemostipak/hotel-booking-demand\n",
    "df = pd.read_csv(\"datasets/hotel_bookings.csv\")\n",
    "\n",
    "# 데이터 샘플 확인\n",
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "  <thead>\n",
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       "      <th></th>\n",
       "      <th>hotel</th>\n",
       "      <th>lead_time</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Resort Hotel</td>\n",
       "      <td>342</td>\n",
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       "      <th>1</th>\n",
       "      <td>Resort Hotel</td>\n",
       "      <td>737</td>\n",
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       "      <th>2</th>\n",
       "      <td>Resort Hotel</td>\n",
       "      <td>7</td>\n",
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       "      <th>3</th>\n",
       "      <td>Resort Hotel</td>\n",
       "      <td>13</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Resort Hotel</td>\n",
       "      <td>14</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
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      ],
      "text/plain": [
       "          hotel  lead_time\n",
       "0  Resort Hotel        342\n",
       "1  Resort Hotel        737\n",
       "2  Resort Hotel          7\n",
       "3  Resort Hotel         13\n",
       "4  Resort Hotel         14"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df2 = df[['hotel', 'lead_time']]\n",
    "df2.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "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": [
    "# 각 컬럼의 속성 및 결측치 확인\n",
    "df.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "<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>agent</th>\n",
       "      <th>company</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>119390.000000</td>\n",
       "      <td>119390.000000</td>\n",
       "      <td>119390.000000</td>\n",
       "      <td>119390.000000</td>\n",
       "      <td>119390.000000</td>\n",
       "      <td>119390.000000</td>\n",
       "      <td>119390.000000</td>\n",
       "      <td>119390.000000</td>\n",
       "      <td>119386.000000</td>\n",
       "      <td>119390.000000</td>\n",
       "      <td>119390.000000</td>\n",
       "      <td>119390.000000</td>\n",
       "      <td>119390.000000</td>\n",
       "      <td>119390.000000</td>\n",
       "      <td>103050.000000</td>\n",
       "      <td>6797.000000</td>\n",
       "      <td>119390.000000</td>\n",
       "      <td>119390.000000</td>\n",
       "      <td>119390.000000</td>\n",
       "      <td>119390.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>0.370416</td>\n",
       "      <td>104.011416</td>\n",
       "      <td>2016.156554</td>\n",
       "      <td>27.165173</td>\n",
       "      <td>15.798241</td>\n",
       "      <td>0.927599</td>\n",
       "      <td>2.500302</td>\n",
       "      <td>1.856403</td>\n",
       "      <td>0.103890</td>\n",
       "      <td>0.007949</td>\n",
       "      <td>0.031912</td>\n",
       "      <td>0.087118</td>\n",
       "      <td>0.137097</td>\n",
       "      <td>0.221124</td>\n",
       "      <td>86.693382</td>\n",
       "      <td>189.266735</td>\n",
       "      <td>2.321149</td>\n",
       "      <td>101.831122</td>\n",
       "      <td>0.062518</td>\n",
       "      <td>0.571363</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>0.482918</td>\n",
       "      <td>106.863097</td>\n",
       "      <td>0.707476</td>\n",
       "      <td>13.605138</td>\n",
       "      <td>8.780829</td>\n",
       "      <td>0.998613</td>\n",
       "      <td>1.908286</td>\n",
       "      <td>0.579261</td>\n",
       "      <td>0.398561</td>\n",
       "      <td>0.097436</td>\n",
       "      <td>0.175767</td>\n",
       "      <td>0.844336</td>\n",
       "      <td>1.497437</td>\n",
       "      <td>0.652306</td>\n",
       "      <td>110.774548</td>\n",
       "      <td>131.655015</td>\n",
       "      <td>17.594721</td>\n",
       "      <td>50.535790</td>\n",
       "      <td>0.245291</td>\n",
       "      <td>0.792798</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>1.000000</td>\n",
       "      <td>6.000000</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>9.000000</td>\n",
       "      <td>62.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>69.290000</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>14.000000</td>\n",
       "      <td>179.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>94.575000</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>160.000000</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>229.000000</td>\n",
       "      <td>270.000000</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>19.000000</td>\n",
       "      <td>50.000000</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>535.000000</td>\n",
       "      <td>543.000000</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  119390.000000  119390.000000      119390.000000   \n",
       "mean        0.370416     104.011416        2016.156554   \n",
       "std         0.482918     106.863097           0.707476   \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     160.000000        2017.000000   \n",
       "max         1.000000     737.000000        2017.000000   \n",
       "\n",
       "       arrival_date_week_number  arrival_date_day_of_month  \\\n",
       "count             119390.000000              119390.000000   \n",
       "mean                  27.165173                  15.798241   \n",
       "std                   13.605138                   8.780829   \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            119390.000000         119390.000000  119390.000000   \n",
       "mean                  0.927599              2.500302       1.856403   \n",
       "std                   0.998613              1.908286       0.579261   \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                  19.000000             50.000000      55.000000   \n",
       "\n",
       "            children         babies  is_repeated_guest  \\\n",
       "count  119386.000000  119390.000000      119390.000000   \n",
       "mean        0.103890       0.007949           0.031912   \n",
       "std         0.398561       0.097436           0.175767   \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           119390.000000                   119390.000000   \n",
       "mean                 0.087118                        0.137097   \n",
       "std                  0.844336                        1.497437   \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          agent      company  days_in_waiting_list  \\\n",
       "count    119390.000000  103050.000000  6797.000000         119390.000000   \n",
       "mean          0.221124      86.693382   189.266735              2.321149   \n",
       "std           0.652306     110.774548   131.655015             17.594721   \n",
       "min           0.000000       1.000000     6.000000              0.000000   \n",
       "25%           0.000000       9.000000    62.000000              0.000000   \n",
       "50%           0.000000      14.000000   179.000000              0.000000   \n",
       "75%           0.000000     229.000000   270.000000              0.000000   \n",
       "max          21.000000     535.000000   543.000000            391.000000   \n",
       "\n",
       "                 adr  required_car_parking_spaces  total_of_special_requests  \n",
       "count  119390.000000                119390.000000              119390.000000  \n",
       "mean      101.831122                     0.062518                   0.571363  \n",
       "std        50.535790                     0.245291                   0.792798  \n",
       "min        -6.380000                     0.000000                   0.000000  \n",
       "25%        69.290000                     0.000000                   0.000000  \n",
       "50%        94.575000                     0.000000                   0.000000  \n",
       "75%       126.000000                     0.000000                   1.000000  \n",
       "max      5400.000000                     8.000000                   5.000000  "
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 각 컬럼의 통계치 확인\n",
    "df.describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "is_canceled                        0.536678\n",
       "lead_time                          1.346550\n",
       "arrival_date_year                 -0.232583\n",
       "arrival_date_week_number          -0.010014\n",
       "arrival_date_day_of_month         -0.002000\n",
       "stays_in_weekend_nights            1.380046\n",
       "stays_in_week_nights               2.862249\n",
       "adults                            18.317805\n",
       "children                           4.112590\n",
       "babies                            24.646545\n",
       "is_repeated_guest                  5.326315\n",
       "previous_cancellations            24.458049\n",
       "previous_bookings_not_canceled    23.539800\n",
       "booking_changes                    6.000270\n",
       "agent                              1.089386\n",
       "company                            0.601600\n",
       "days_in_waiting_list              11.944353\n",
       "adr                               10.530214\n",
       "required_car_parking_spaces        4.163233\n",
       "total_of_special_requests          1.349189\n",
       "dtype: float64"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 각 컬럼의 왜도 확인\n",
    "df.skew()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "is_canceled                         -1.712005\n",
       "lead_time                            1.696449\n",
       "arrival_date_year                   -0.994564\n",
       "arrival_date_week_number            -0.986077\n",
       "arrival_date_day_of_month           -1.187168\n",
       "stays_in_weekend_nights              7.174066\n",
       "stays_in_week_nights                24.284555\n",
       "adults                            1352.115116\n",
       "children                            18.673692\n",
       "babies                            1633.948235\n",
       "is_repeated_guest                   26.370077\n",
       "previous_cancellations             674.073693\n",
       "previous_bookings_not_canceled     767.245210\n",
       "booking_changes                     79.393605\n",
       "agent                               -0.007180\n",
       "company                             -0.490795\n",
       "days_in_waiting_list               186.793070\n",
       "adr                               1013.189851\n",
       "required_car_parking_spaces         29.998056\n",
       "total_of_special_requests            1.492565\n",
       "dtype: float64"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 각 컬럼의 첨도 확인\n",
    "df.kurtosis()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\seaborn\\distributions.py:2551: FutureWarning: `distplot` is a deprecated function and will be removed in a future version. Please adapt your code to use either `displot` (a figure-level function with similar flexibility) or `histplot` (an axes-level function for histograms).\n",
      "  warnings.warn(msg, FutureWarning)\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:xlabel='lead_time', ylabel='Density'>"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
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27zLG/EGWOcol3afzk10vS/qex/GVkv5F5yfsRiTdbq3dN0VswAX6htyWO6M1H4CFaXlzld54XfuUP+P2d/TrwaePeVaNAgAAAACAxStQ6gAgWWsHjDF/Iulf04bfLWmlMebj1tqnJgeNMRslfVbSmzMu8xlr7ZE8h/ZRSc9JKp/Y3ijpBWPMxyT9wFobm4ipWdLHJH1S5yc3H7LWfjvbBNbabcaYeyW9N234i8aYLZL+X2vt4Yk5HEmvkfR/J+KYFJf0YWtt3GOKuyQ1Z4x9R1KTMSbnNaky7LTWnpzhuZjnugZGXccba8qKHAkAFEddVVi3X7tST7x4Qie7RzyPO9MX0T/fv0vveM06mRW5dtoFAAAAAAALHYmoOcJae48x5gqlkj+Trpf0pDHmpKQOSUskrXQ5/T6l1kDKd0y7jTHvlfQNnXtW2pRK5PQbYw4q1U5vjc5fr0mS9kn6nRynukvSOkk3pI19UNIHjDGHJPVKalfq/jP9sbX2l24XNcb4JP2Ry6736vzE13S9X9I9szgf81Q0Flf/kPu7/RtrSUQBWLjCIb9ec+VyPWfPaPcR7yUZB4bH9a8/3q1oNKHXb20vYoQAAAAAAGCuojXfHGKt/ZhS1U6Ziywsk3SV3JNQd0t6p7W2IKuEW2u/I+kdkgYydtVK2izJ6MIk1DNKrb/UneMcQ5Juk/RAxi5HqSTXlbowCTUm6UPW2i9kufRmSS25xADkomfAvS2fJDWRiAKwwPl8jq7e0KzrL10qn+N4HhdPJHXvA3v0f7/9okZGY0WMEAAAAAAAzEUkouYYa+2nlEo6/VRSNMuh2yTdYa394GSLvALG9H1JF0n6J0n9WQ49KOkjkq631p6a5hxD1trbJb1d0vNZDo0qVZG12Vr75Skuu3o6MQBT6ep3b8snSQ205gOwSKxbXqs3bF2h8rDnUpaSpGd2d+ov7nlGh09lvpcFAAAAAAAsJrTmm4OstTsk3WGMqZV0o6RWSY2SRiQdl/SUtfb4NK95j2bRTs5a2ynp940xdynVQm+1UmsvJSR1KrWW1K7ZVmZZa78r6bvGmHZJ10haKqlGqQTYfqXuvW8a1/J+yzYwTd0e60PVVAQVDmZ/QRYAFpIl9eW6/bqVeuz5DnVnqRY90zeqz/77c3rnret165Y2OVkqqQAAAAAAwMJEImoOs9b2S/pRqeNIZ62NSnps4qOQ8xyVdLSQcwDT1dUfcR1nfSgAi1FlWVBvuKZdT+3s1MET3lVPsXhSX394r3Yf6dXvvO4i1VeHixglAAAAAAAoNVrzAUCOuj1a8zXWlhc5EgCYGwJ+n27YtFTXXdIivy97tdPze8/oU//8lB5+9pjiiczlMAEAAAAAwEJFIgoAcuS1RlQT60MBWMQcx9H6FXW64/qVU1aIjo7H9c1f7NNf3rNdBzqyLTsJAAAAAAAWChJRAJAjrzWiaM0HAFJDTZn+05su0aVrGqY89ujpIX3235/TvQ/u0VAkWoToAAAAAABAqZCIAoAcxOIJ9Q6Oue5rIhEFAJKkcMivt968Vh+8c6OC/uy/ZiYlPf7CCf3pl7fp6w/uUf+Q+89YAAAAAAAwvwVKHQAAzAe9g2NKJt33UREFAOc4jqPXXLVC65bX6ovfe0nHzwxnPX54NKb/eNjqvkf36TVb2/WbN61TsEixAgAAAACAwiMRBQA58FofSpIaWSMKAC6wcmmN/sf7rtYvnjuuH/zykMai8azHj8cSemDbYT305GFtMc26bWu7Vi+rluM4Z48pKyteimp0lJaBAAAAAADkA4koAMhBt0ciqrIsoPIwP0oBwE3A79Mbtrbr6oub9c1f7NNz9syU5ySS0vY9p7V9z2m1NVXq2ktadM3GFjXVlhchYgAAAAAAkG+8egoAOejqj7iO88IoAJyTVrx0noaaMn34NzfppQPd+vrDVmf6vKtM03V0Det7jx/U9x4/qPXLa/Xqy9t0zSUtOtGdvd3fbJgV9QW7NgAAAAAAixGJKADIQfeA+4umrA8FACk+n6PGieR8MOh3PWbrJUt1xUVLdP+vDumBp44oMhbL+fr7jvdr3/F+3fvgbq1rq9Pl65q0bkWtggFfXuIHAAAAAACFQSIKAHLg1ZqviUQUAExLKOjX225Zp9uvW6lfPHdcDz51RL2DYzmfH48nZY/2yh7tVTDgU3tLlda21mppU4V8XiVZU/D7HC1vqZ7RuQAAAAAAIDsSUQCQgy6PRFRjDYkoAMi0+3CPJCmeSGQ97qL2Oq1tq9Weo716YkeHTve6t0H1Eo0ldKBjQAc6BlQe9mv1shptWFmvyvLgjGMHAAAAAAD5RSIKAKaQSCQ9361PRRQAzE7A79OVF7dos2nW3iO9+vVLJ7T/eP+0rxMZi2vX4V7tPtKr1ctqtHFVvRp4swAAAAAAACVHIgoAptA3NKZ4Ium6jzWiAMDb8c5Bz5+fkxw5qqoMS5JqKsN643Wr1dk9pIMn+nXwxIB6BnJv2ydJyaR08MSADp4Y0LLGCl2yukHLGivkzLBtHwAAAAAAmB0SUQAwBa+2fBIVUQCQTTyRVGLKRJSUSJ5/THkooI2rGrRxVYP6hsZ06MSADp0c1FAkOq35T3aP6GT3iOqrw9q8vknLm6umewsAAAAAAGCWSEQBwBS6PRJR5WG/KspYhwQACqmuKqzNFy3RVRuaVVddpmd3n9Zze04rMhbL+Rq9g2N65PkOrWiu0tUXN6uqgp/dAAAAAAAUC4koAJhCV3/EdbyxprzIkQDA4uU4jta01WpNW61uvXK59h/v17aXT+hY59CU7f8mHTs9pBNdw9q0tlGXrK6X3+crcNQAAAAAAIBEFABMoXvAvSKKtnwAUBoBv08Xr6xXKOBobDyugyf6tetwrwZHpm7dF08k9cK+Lh3s6NfWjS1qbaosQsQAAAAAACxeJKIAYApea0Q1kogCgJILBnwy7fVav6JOxzqHtPNQT9a1/SYNjET18+3HtXJpta67tKUIkQIAAAAAsDiRiAKAKXitEdVYQyIKAOYKn+No5dJqtbdU6XRvRDsP9ej4meEpzztyalBneiN6WzCg1a01RYgUAAAAAIDFhUQUAGSRSCZpzQcA84jjOGppqFBLQ4W6+iN6eudpz5/jk0bGYvq3B/boVZcv09rWWgX8rB0FAAAAAEC+8K9sAMhiYHhcsXjSdR+t+QBgbmuqLdcbr2vXNRtbFApO/Wvvr148qc/c/Yw6e0aKEB0AAAAAAIsDiSgAyCLbOiNURAHA3OdzHJn2Or3l1au1tm3q1nv7O/r1Z1/epqd2nipCdAAAAAAALHwkogAgC6/1oUJBn6rKg0WOBgAwU2WhgG7YtEy3XdOuuqpQ1mMj43H904926V9+vEuRsViRIgQAAAAAYGEiEQUAWXT1R1zHm2rL5ThOkaMBAMxWc3257rhupUx73ZTH/vqVU/qLe57VoZMDhQ8MAAAAAIAFikQUAGTRPTDmOt5YQ1s+AJiv/H6frtnYolu2tCkc9Gc99nRvRJ/99+f0wNNHlEi6rxkIAAAAAAC8kYgCgCy8K6JIRAHAfLeiuUq/ccNKLW2syHpcPJHUdx49oL/71gvqH3J/gwIAAAAAAHBHIgoAsvBaI6qRRBQALAgVZUG9fusK3XrVck3VcXXn4V79j7uf0Qv7u4oTHAAAAAAACwCJKADwkEwmPRNRVEQBwMLhcxy9+vJWfeDOjVpSV5712MGRqL7w3Zf05R++QnUUAAAAAAA5CJQ6AACYqwYjUY3HEq77qIgCgIVneXOV/vq/XKe7f7Jb214+mfXYZ3af1isHe/S2W9bqxstb5ZuqnGqeKisLFnW+0dFoUecDAAAAABQeFVEA4MGrGkqSmmpIRAHAQlRRFtSH37pJH7xjg8JBf9ZjR8Zi+rcHrT7/9efV0TVcpAgBAAAAAJhfqIgCAA9eiahgwKeaylCRowEAFIvjOLph0zKta6vVl+/fqSOnBrMev+94vz599zO67Zp2vWFru6rKi1tFVAz2WG9Br29W1Bf0+gAAAACA0qEiCgA8dHkkohpqyuQs0BZMAIBzWhoq9Knfu1K3bW2f8th4IqmfPHlE//WLv9bXfmZ1ui9ShAgBAAAAAJj7qIgCAA9eFVFNrA8FAItGwO/TO25dpy0XLdG9D+6ZsgXfeCyhR57v0KM7OnSladZtW9u1prWmSNEW3vHOQcXiCY1F4xoYHlf/8LgGR6KKxhKKx5OKJxKKJ5ITf05KkqrKA6quCKmmMqTqiqCqK0IKBnzy+xwtb6ku8R0BAAAAAAqNRBQAeOjqd383eyPrQwHAorNuea3+5/uv1oNPH9WPth1WNJbIenwyKW3fc1rb95zWurZabb6oSZtWN6ptSeW8qqrtHxrT4VOD2r6nU2f6IjrRNayB4XGNR7Pf/1TKw3411JTpsnVNMu11+QkWAAAAADAnkYgCAA/dA1REAQDOCfh9uvP6Vbp6Q7P+/SGrXYdzWzdpf0e/9nf06zuPHlBDdViXrWvS5euadMmaxoKsJzU6Gp32OdFYXKd6Uomm42eGdKRzUMc6h9Q/PJ73+CQpMhZXx5lhdZwZ1gNPHtGqpQe1xTRr0+oGtbdUzatkHQAAAAAgOxJRAOAimUx6rhHVSCIKABa1lvoKffydV+ipnZ365i/2aSiSe+KnZ3BMj+3o0GM7OiSl1h1c1lih1qZKLWus1LKmSi1rrFBtZVjhkD+nawaDUx+XTCYVGYupd3BMvYNj6u4f1YmuoVQyqGtYp3tHlEzmfBt5d/jUoA6fGtR9jx9QQ01Y12xs0c1XtGlJXXnpggIAAAAA5AWJKABwMTIW0+h43HUfFVEAAMdxdN2lS3X5ukY9uqNDP99+fEbVQz0Do+oZGNXOQz0X7Av4faooC6giHFD5xOdgwCefz5Hf78jvOPL7faquCCqRlIIBn8ajCY2NxTQeS2g8GtfIWEx9E8mnsaj7f9fmmp6BMT3w1FE9+NRRXbqmUTdvbtXla5vk81ElBQAAAADzEYkoAHDR1edeDSWxRhQA4JyKsqDuuG6VXn91u57aeUoPPnNUJ7tH8nLtWDyhgeFxDRSoPd5cl5T08sFuvXywWw01Yd10eatefXmr6qrCpQ4NAAAAADANJKIAwIXX+lB+n8MLYACACwQDPr368lbdcNkyvXSgWw89fVT2WF+pwyq4oN+nmsqgysuCCvgc+SertXw++X2OovGEhkaiGhgZ11AkOuP2fz0DY/r+Lw/p/l8f1ub1Tbplc5suXlnPWlIAAAAAMA+QiAIAF17rQzXUhGkNBADw5HMcXbGuSVesa9Lx00N6YX+Xdh3u1d5jfUqUchGmWaquCGppY6VCAZ9qKoKqqQyppjKkspA/52RQIpHU8GhUgyNRne6N6NjpIfUOjk0rjngiqe32jLbbM2ppqNAtV7Tq+k3LVFUenMltAQAAAACKgEQUALjo9khENdWyaDoALESFKKxZ3lyl5c1Vetut6zUyGtXPnj2q/cf7ZY/0ang0lv8J88DnSNWVITVUh9VUV66tG1vU1lylWCyVRDvY0adEYmYJNZ/PUXVFSNUVIbU2VWqLWaLaqrDs0V4dPz2s3Yd7FJ/GtTt7RvQfj+zX9544qK0XN+v6S5fKtNfzhhEAAAAAmGNIRAGAi67+iOs460MBwMLj8zlqnHijQTDoz/v1g0G/aoN+XbqmSZeuadKB471n137qz/gcGYvnfX434aBfleUB1VWFVVsZUm1VSLWVYVVXBM8mcgIBny5e1SBJ6h2YXuVSruqqw7rmkqV6z231Go5E9csXOvTojg4dOz2U8zWisYR+/cop/fqVU6qtDOmqi5t1zYYWrWmrkY/WfQAAAABQciSiAMCF1xpRTbUkogAAs+M45yqD2pacv288FldkNKbRaFxj43GNpX+OJpRIJFMfydTnpKSKsmCqoiuZWqtqdDwmn+Mo4PfJ73dUHgqooiyg8nBAFeGAysv88vt8pbj1rCrLg7p5c5tuuqJVB04M6NHnO/TsntOKxRM5X6N/eFy/eO64fvHccTXWhHX1hhZdvrZRa1prFQzMvXsGAAAAgMWARBQAuPBqzddIIgoAFrTdh3skSfFE7smPbBxHZ6utchEK+BWq8qs2x+MDAZ82m2ZJ56qWZtM+by5wHEfr2mq1rq1W737tev3qpZN67IUOne51r1b20j0wpgefPqoHnz6qUMCntW21unhlvTa012t1a02BogcAAAAAZCIRBQAZRkajnmt3UBEFAEDxVJUHdds17Xr91hXafbhXj+7o0Av7upRITi/RNh5LaPeRXu0+0qvvK9Wa0Kys15q2Wq1urdXatlqV+UUrPwAAAAAoABJRAJDh0MlBz31N03hXOwBg/jreOah4HqqKggHftCqi4M7nOLpkdYMuWd2g3sExPfHiCT3x4gn1Ds5s7aqxaFwv7e/SS/u7zo4F/D4tX1KpFc1ValtSpbYllVreVKmaypAcElQAAAAAMGMkogAgw4GOftfx6oqgGmrCRY4GAFAK8Ym1mPJxHXibSX6nvjqsN79qte68fqVe3N+tp3Z16sX9XYrGZtdOMRZP6PCpQR0+df4bUqrKg1reXKUVzVVaubRaq5bVaEVz9XlrTo2ORmc1NwAAAAAsZCSiACDDfo9E1NrWWt4RDQBAnvh8ztlqsWDQP6NrXH9Zq66/rFWRsZiet6f15Cun9OL+rrwmAIciUe050qs9R3rPjvl9jlY0V2nVshqtXlaj5Usq1d5SJb/Pl+VKAAAAALA4kYgCgDSJZFIHTgy47lvbxsLmAADMReXhgG64rFU3XNaqoUhU23d3ars9rd2HexUZc1/3cTbiieTZ6qnHdnRIksIhv9a31cq018msqNeqZdUK+ElMAQAAAACJKABIc7J7xPMFq3VttUWOBgCAxWH34R5JUjwxu/Z6k1qbK/X+9RsVTyS162CPDp3o18ETAzraOTjrFn5exsbjeuVQj145lLqXUMCn9SvqdNm6Jm25aIlamypnXFlN6z8AAAAA8xmJKABI47U+lN/naNUyKqIAAJhP/D5Hy5urtLy5Su0tVYrGEurqj6irb0yDkajO9I6oZ2BUhVjKazyW0M5DPdp5qEfffHivltSVa/NFS7R5fZM2rGpQaIbtCAEAAABgviERBQBpvBJRy5urFOYFIwAACup452Be1ncKBnxn15+aNHndptpyLamtUFVVODUeT6hnYFTHOwfVMziqvqFx9Q2OaXQ8Pus40p3pi+hnzxzVz545qmDApzWtNbp4Vb1Me73Kw+7/LDMr6vMaAwAAAACUAokoAEjjtT7Uulba8gEAUGjxRFKJPCSippPM8vt9WlJfofKgX0mdO290PHY2KdU3NKaegTH1Do7lJVEWjSVkj/bJHu2T4xzSqqWppNTFK+tVUxma9fUBAAAAYC4hEQUAE0ZGozrRNey6b20bbfkAAFhMykIBLW0IaGlDxdmxRCKp4dGoKitCOn56SAc7BnSya1jR+MzXnUompUMnB3To5IAeePKImmrLdNn6Jm1YWU9FFAAAAIAFgUQUAEzwqoaSpHVtVEQBALDY+XyO6mvKtNk065pLpN6BMcXiCT2765ROdY+os3dEp3sjisVnXjXV1T+qR7Yf1yPbj+v7jx/UVRc36/K1jVq1tFqO4+TxbgAAAACgOEhEAcAEr/WhaitDaqwtK3I0AABgPgj4fWppqNCSunJtUqMSiaR6BkZ1sntEx88Mq6svopmmpU50Dev+Xx3S/b86pIaasC5b26TL1jRqw8p6hUOsXQkAAABgfiARBQATvBJRa9tqeQcyAADIic/nqKmuXE115dq0tlGj43Gd6BrW8TNDOtE1rPHozNr49QyM6bEdHXpsR4cCfkcXrajTpjWN2rSmUcsaK/hdBQAAAMCcRSIKACQlkkkdPOnemo/1oQAAwEyVhfxa01qjNa01SiSSOtMX0dHOIR07PaShSHRG14zFk9p1uFe7DvfqW4/sV2NNWJesbtDGVamPqvJgnu8CAAAAAGaORBQAKNX6JjIWd923tpX1oQAAwOz5fI5aGirU0lChqy5eot7BMR3tHNLRzkH1DY3P+LrdA2N64sWTeuLFk3IkrVpWo01rG7VpbaMuWlGvYMDnee7o6MySYQAAAACQKxJRACDvtnx+n6NVS6uLHA0AAFjoHMdRQ02ZGmrKdMX6Jg0Mj+vo6SEdPz2k072RGV83KenQyQEdOjmg+391SOGgXxevrE8lptY0anlzFW38AAAAABQViSgAkLTfIxHV3lKtUJDFwAEAQGHVVIZ06eoGXbG+SWvaavXS/m49t+e0Dp0YUCKZnPF1x6Jxvbi/Sy/u75IkVVUEtaa1Rjde3qYr1jfJu1YKAAAAAPKDRBQASDrQwfpQAABgbqitCuvVV7Tq0jWNiozFZI/2av/xPu0/3q+R0disrj00EtVL+7v10v5u+X2ONqyq15b1S3TF+ibVVYXzdAcAAAAAcA6JKACL3lAkqlM9I6771rWxPhQAACid8nBA9VUhbbloiTavb1J3/6g6zgzr+JlhdfVFNPNaKSmeSOqVgz165WCP/u0hq7WtNdpy0RJt3dCixtqyvN0DAAAAgMWNRBSARe/gCfe2fJK0tpVEFAAAKK14IqlEIpVymlxXatPaRo2Ox3WqZ0Qnu4Z1omtYw7OsljpwYkAHTgzoO48d0EXLa3XtJUt11cXNqioP5uM2AAAAACxSJKIALHr7Pdry1VeH1VBDixoAADA3lYX8WrW0WquWViuZTGpwJKoT3cM62TWiUz0jisYSM7723uP92nu8X19/eK82rWnUtZe06Ip1TaydCQAAAGDaSEQBWPQOdLhXRK1trZHjOEWOBgAAYPocx1FNZUg1lSFd3F6vRCKprv5Rnewe1omuEXX1R5ScQR+/eCKpF/Z36YX9XSoPB3TNxha9atMyrV5Wze9JAAAAAHJCIgrAopZIJHXwpHtF1FrWhwIAAPOUz+eoub5czfXlunydNB6N63RfRAPDUdmjvRociU77mpGxmB7b0aHHdnSotalSN2xaqusvWaraKirIAQAAAHgjEQVgUTt+Zkhj43HXfSSiAADAQhEK+rVqWY02m2YlkkkNj8T07O5OPbPzlDq6hqd9vRNdw/rOowf0vccO6vJ1Tbppc6u2XNSsQMB33nGjo9NPeAEAAABYWEhEAVjUDpxwr4YK+B2tbKkucjQAAACF53McrV9Rp/Ur6vT2W9bpRNewtu/p1JMvn9KRzsFpXSuRTGrHvjPase+MqsqDumHTMt20uU2rltUUKHoAAAAA8w2JKACLmtf6UCuXViuY8Y5eAACAhWL34R5JUjyRkCSZlfUyK+t1umdELx3o1isHutU/PD6taw5FonromaN66JmjWtlSrRuvaNWW9U207gMAAAAWORJRABY1r0TU2lba8gEAgMWnuaFCr22o0GuuWq6jnUN6+UCXdh7s0ahHK2MvRzoH9e8PWX3tZ1YXt9dr64ZmXWmaVVUeLFDkAAAAAOYqElEAFq3BkXF19kZc961jfSgAALAIHO8cVDyR9Ny/aU2jNqys17HOIe073q8T01xPKpmUdh/p1e4jvfraz/bqktUNumZDiy5f16SKMv45CgAAACwG/OYPYNHae6zPc99aElEAAGARiCeSSmRJREmpNaVWLq3WyqXVGh6N6mDHgPZ39GtwJDrtuV460K2XDnTL73O0fnmtLlvbpMvXNWppQ4Ucx5nNrQAAAACYo0hEAVi0Ht5+3HW8oSas+mrWMgAAAMhUWRbUprWNunRNg870jWp/R7+OnBxUNJ6Y1nXiiaT2HO3TnqN9+vaj+9VcV67LJq67tq1WlWW08AMAAAAWChJRABalvcf6PCuiLm6vL24wAAAA84zjOGquL1dzfbmuvrhZx04P6kDHgE52j8zoeqf7Ivr5c8f18+dSbxRqW1Kpi1bUy7TXaf2KOteKqdHR6VVkZVNG4gsAAAAoGBJRABalnz51xHPfLZvbihgJAADA/BYM+LSmtVYXtderfWmNntl1Si/s7Zr2elLpOs4Mq+PMsB59PpWYqiwLaFlTpZY1VmpZY4WWNlaqoSqk5vpyhYN+2voBAAAAcxiJKACLzpFTg3rpQLfrvg0r61kfCgAAYIYaa8v0xutW6ZqNS9XZM6IX93dp58Fu9Q2Nz+q6w6Mx7T/er/3H+y/YF/A7qggHVFEWVEVZQBXhgMrDAaXnppJJKTnxh3giqVg8qVg8oWg8oVgsoXgiNT4WjU8cnzx7npRKtoWCfoWDk5/9CgX9Kgv7VV0RUk1FUNUVIVVXhlRZFvBMjJkVVN4DAABg8SERBWDR+UmWaqg7rltZxEgAAAAWJsdxtLSxUkvqy/Waq5ar48ywXjnYrd2HezUwPLukVKZYPKmBkagGRvLXqm82fI6jqoqgaipDqq0MqaZq4nNlSEG/TytbHdVWhajiAgAAwKJBIgrAonKye1jP7Tntum/1shptWMm7VAEAAPLleOeg4olUWdGGlfW6uL1OvYNjOn56SMfPDOt0b6TEEeZfIpnUwPC4BobHdTxj37d/sV+SFAr41FhXriV15aouD6q+OqyG6rCqyoOqLA+qsiyQ+nNZUKGgj6QVAAAA5jUSUXOUMeZKSe+RdIOkVZJqJY1KOiLpKUnfstY+XOSYlkv6gKSbJW2UVC8pLumUpB2SfjgR19gs5vBLukPS2yRtlbRMUoWkQUn7JD0m6V5r7a6ZzjExT8HvBXPTT586oqTHvjuvX8k/8gEAAPIonkgqkTj/t6+6qrDqqsK6dE2jRsdjOtE1rOOnh9XZG1FkLFaiSItrPJbQya5hncxhHa2A31FZKKBw0K+ykF/hkP+8P1eUBVUW8qeOCaXGy0OBVFXWRLvAmoqQwiF/XmIfHZ0blWcAAACYP0hEzTHGmGWSvizpTS67qyRdMvHxQWPM45Lea6317jOWn5jCkv5C0sfl/sysnvh4q6TPGGPea619fAbzbJV0t1L3l6leqcTUVkmfMMZ8SdJ/tdaOTHOOotwL5qau/oie2tnpuq9tSaUuX9dU5IgAAAAWt7JQQGtaa7WmtVbJZFLDozGd7o3oTF9Ep3sj6hsc83wT0WIRiyc1FIlqKDK7BFA46Fd1RVANNWVqmqjGaq4rn/hzmZpqyxUI+PIUNQAAAHAOiag5xBhzsaSHJS3P8ZSbJL1kjHmjtXZbgWKqknS/pFtyPGWlpEeMMX9krf3CNOZ5q6RvSgrleMqHJN1sjLnJWnsmxzmKci+Yux56+tjZ1jCZ7rh2pXxUQwEAAJSM4ziqKg+qqjyoNa01kqTxWFw9A2MajkRVFg7odG9EPQNjOtUzrHh8saeopmcsGtdYf1xd/aPae6zvgv2OI9VWhtRQU6bG2rLzPtdVh7RxZWPxg56FsrJgUeejUgwAAMAbiag5whjTKOlBnZ+Eiku6b2K8U1KLpNslvVnnvnc1kn5ojLnGWnswzzE5kr6uCxM32yR9S9IhSdWSrpP0u5LqJvb7JP2dMeaotfYHOcxznS5MQvVJ+pqkJ5Vqy7da0jslXZ92zAZJPzDGvMZaOzoX7gVzV//wuJ546YTrviV1Zbp6Q3ORIwIAAMBUQgG/ljZUKBDwabNJ/b62tKFS8XiqtV3/0JiGR2MaHo1qZDSm4Ujq88hYTFJSkiPHkRxJchw5kvw+R4GATwG/T0F/6s9loYD8fkedPSNy5Kirf0TJhCZOlGLxhKKx1Ef6n0fH4xoZiykyFlNynufFkkmpb2hcfUPjOnhi4Lx9PsdRc325ljZWqKm2TEsbKtRSX6GmujLVVoZUFirNSwuJRDKVYJv8GI9rPJr6HgVDfimZegpS35vU8xAK+hQOptoalgX9Ck38OeCnGgwAAKBQSETNHV9UqgJn0ilJb7HWPp1x3N0TLey+I6l9YqxJqZZ2N+c5pt/X+S0C45L+s7X27ozjvmGM+SulkkmTMfgk/asx5nFrba/XBMaYMknf0PlJqG2S3matPZlx+BeMMe+V9BVJ4Ymx6yX9qaRPl/peMLf97NmjisYSrvtuv3al/D7+4QkAADAf7D7cI0mKJxKSI1WUB1RRPvN/2jqO1FhbLknqHUgtEXuwo++Cta2ySSaT55JSo7FUUmw0quGJpFgsllDf0Jhi87SKK5FM6lTPiE71uHdGD4f8qqsMqbYypNqqsGoqQgqFfAoF/AoFz30OBnxSMnW9RGLiczKpZCKp8VjibEJpfDxxQYLp7L5oXGPR1H6v3+9nIhT0na3IqyoPqrIiqKryUKqdYXVYDTVlqqoIXrCmrFlRn7cYAAAAFioSUXOAMeZapap9Jo1Lut1au8PteGvtM8aY1ymVsJnsj3CTMeYOa+1P8hRTlaS/zBj+iEviZjKmU8aYOyQ9qtQ6TlKqqujPJP1Jlqk+JmlV2vY+SXdYa/s85rnXGDMs6ds6+/5EfdwY8yVrreviP0W8F8xRw6NRPfp8h+u+uqqQrr90WZEjAgAAwELiOI7KwwGVhwOpnhVpJqu5EsmkykNBDUaiOtMXUVdfRGd6IzrZNaTu/lENDI9rKBJVZCxWmpuYhbHxuDrHI+rsjZQ6lBkbjybUEx1Tz0Qy0k3A71NDTSopVV8TVlNtmRw5amuqlJ8u3wAAAJ5IRM0Nf5Sx/fdeSahJ1tq9xphPSPqXtOH/JikviShJv6dUpdWk7dbaf5wiphFjzO9K2i3JPzH8YWPMZ6y1g5nHG2MCku7KGP5jryRU2jzfNcZ8bSJGSaqS9IeS/rxU94K5a2B4XP9w38saHY+77r9ta3vqnZkAAACYV453Dnqu/zkdwYDvbEVUIfkcR6e6hxUM+lOVQ5UhrW2r1dhYTEmdu494IqHRsbgiEy3/RsdTVUDjsUTqczSh8VjqczQWl+RoLBrXcCSq8Vgi9Xmiimh+1l/NXbF4Qqd7IzqdlnD70a8OS0q9wa2tqVLLmirV2lSp1sZKtS2pVGWR16oCAACYi0hElZgxplrSWzKGv5jj6f8u6fM6l2S53hizwlp7LA+hvWcmMVlr9xljfqJzbfDKlVrT6msuh79GUlva9iHlnkj7O51LREmpijKvRFQx7gVz0LHTQ/rCd19Ut8e7GqvKg7rpijbXfQAAAJjb4onktNrnZbvOXOL3+VRZ7lNl+dQJjGxtBZPJZKqF3XgqmTUWTSW3hiKptbSGJj683rCF6ZlcX2vn4fO7uddWhlKJqbMJqgq1NlWquiLkcSUAAICFh0RU6d2q89dHesFaeyiXE621UWPMAzqXkHEkvV3S384mIGNMg861pJOkhKT7p3GJH+r89ZjeIffkzW2Z51lrc/pXoLV2hzHmqM6tk7XOGLPFWvt8+nFFvBfMMTv2ntE//WiXxqLe/7B+3VXLFQ75PfcDAAAAhXCqe+RsEm1oeOy8iqjpyFbN5TiOykJ+lYX8qs1yjVg8oaFIVIMjUQ0Mj2twZFwDw1ENjIxrZHT+tQmca/qHx9U/PK7dR85PUNVUBNU6WUHVWKmWhnI11pSpsaZMoSD/RgEAAAsLiajSuyFj+1fTPP/XOr8y6CbNMhEl6VpJ6b3Kdllre6YZU7pXG2MclyTTbO99m84loqTUvT+fcUyx7gVzRDKZ1E+fOqL7Hj+Y9Z/zjTVles2Vy4sWFwAAADApkUgqkUye/fNME1H5qOYK+H2qqwqrrip84U5HaltSpdN9EUVG4zrZPayTZ4Z1qmdYfUPjs567GJyz/ycl59C/4gZGoho42qc9R/su2FdTEVRjbSop1VBTpuqKoKrKg6quCJ3357KQXwE/bcYBAMDcRyKq9DZlbL88zfN3ZWxfMfNQzpptTPsljetcpVedpFVKtd6TJBljHEkbZzlPLvde8HvB3BGLJ/SvP92jJ3eeynpcbWVIf/hbm1RBv3YAAADAU8DvU+uSKrUuqVLvwJguXlmveCIhSRqPxlPt/UaiGoxENTQyfnZ7dDyuaCyuaCyhaDyR+hxLKBZLyHEcOY7k8zkK+H3yOY6SyaQCfp8SyaQC/tT4uQ9HgYBPwYztyT+fHQ/4zp5bFvLr8ouaJZ3fsjAeTyiRSCoWTyoWT0x8JBWNJzQ6nmpdODoWU2Qsrsh4bKKVYVTj0URRv+4DI1ENjER16OTUyxP7fY5CwVTlWyjoVzjoO/t1dRyd++zzqSwcOPu19zmOotG4fI7Ofk8mOY5zNoF3bjh1THpiz5k4wDl7XmrU53Pkdxw5vtT8fp9zds7U54kYzh7nuByntONT+xzfxDHO+dc4e84Fx6Vdw+U4n+/c18JJ/wIg71KtVFN/34YjUcUSCcXjyfOS8klJSk6k5ZOp7WRa9jg5MSbp7HOb/j2e3HbSnhEn7Zmb/LMj8f0GgBIgEVV66zK2D0zz/MyEyHJjTMhaO5u3p80qJmtt3BhzTNLatOE1Oj/WVkmVadtJTT+5k3n8GpdjinEvmCPue/zglEmolS3V+sPf2qSGmrIiRQUAAAAsPKGgXw1B/4x/r862vtVseV3CcRz5/Y78fims3NvfjY3HNRgZ1+BwVIMj4xoajSkWT+hU90jJ19iKJ5KKjKWSZpi5yeTEZALsgj+7JTjOJtHOP2dy33l/Pi8pci5JmEqguPw5LWHrdrwjR0klz6vym/xzUucyNsmz/5caP387dVIimarMjE8khSbX3zs7lkicHYsn08czPieTisdTf059TCSbksk5VY0o6byvZ8DvUyjgUyjoUyjgVzDgUyjoVyjgUzDgUzg4MRbwKxhMHRsO+RUOnvuYTAan/pw6Z/IYqhYBIIVEVOkty9g+Mc3zO5X6/WHy7Rw+SS2SjpUwJkk6qfOTN61TzHHGWhudwRzpMudwm6cQ94I5IDIW00PPHM16zFVmiT54x0bWhQIAAABm6HjnYF5aAmZb32quCYf8CofK1TQRbyDg02bTrGQyqSMnB3WmL6JTPSM60xtRV19Ep/siGitxggrTM1l9k4hPbmEhSyal+ETSLRpLKDJWuLn8PudsYmqyajE9ieX3O/L7fBOfz1UGBibGfJM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aZhGxMvCyovroAbsfT/VU0JidIuJJU3FdWjhExN5U56IcS7U/9pjHmNyHhwOL8kmZeftEnbI6f6CMz9c0tTW2F0nlB/RTMnNei/7fKMpNW/MZe2pSnj1xcmb+dcC+lxXlZ/RoZ+xpYBGxNNVh1it3qu4C3jzEUMad+hlZIgpjT73V38seAd7Vou8JVNtT3Ut183SlhjbGniYlIlanOheq7tjMPKNPN+NO/WxclC8dsN+FRXlFYM2GdsbfEExESdL0eyHdB2/+PDNvHKRjZ1/kH9Sq5gCvnMJr0wyKiFWB04BnFi/dArxkkCcX+/i7onxqi77fK8ovj4ilGtoZ24uezYty4/7XfdxQlNdtaGPsqcmHgZ2BNwGfoTqHYlBLTlAeY+ypjY9SPZU65k1Uh1i3Zdypn3oi6jHgl1M4trGncSJia7pvyJ6W7Q6tPw5YOjNXy8ynZeZ7GtoYe5qsI4G1a+U/Ak2xVmfcqZ8Vi3Kv7wulcefU0h0DY4y/IZiIkqTpt3NRLp+4mMhPivLzJ3EtWrg9SvXEy2aZedawg0TEisCziuoyjnrqfFm9rVa1OrBFQ1Nje9EzF/gI8GXg+0C27F9+wO/aisDYUy+ZeW9mXpSZX8nM9/Q646mHbYry9WUDY09tdM5BeW+t6suZ2eaGwtg4xp16iojlgU1qVZmZ90/R2Maeeim3+T65TefMfDQzH+31urGnyYqI5wEHF9WHZea9ffoYd5pI+TDRcwbst31Rvo/uWDH+JqEp2yZJGq3yD0zbJyGvLcpbDX8pWkgtAL4DfCAz2yYGmmxO9QTMmD9m5p29GvdwLd2rXbYCyr2Jje1FTGZ+hyrWhlV+oC/3cDf2NKUiYhPGP813SkNTY08DiYg1qbYvGYuXpN22VXXGnfrZgu4nsn9ef7GzNdWGVNtD3gXc2u9GbMHYUy87FuWLG1sNz9jT0Dpn73ymqL4wM0+coKtxp4mcD7yuVt4/Ij6ameXv5G8iYgngA0X19xuS8cbfkFwRJUnT72lF+TeNrXorl+JuEBFNS4W16HkE+DTwjMx81RQloWDyMQfj4+4pI5jH2F70HFKULyrKxp6mTETsBJwNLF+r/mFmlgepg7GnwR0LrNf5+WHgdZNYpWLcqZ9x50NFxHoR8YGIuJbqLIefAT8CrgbujojLIuKfOk9f92PsqZf6NswP1rd1ioi1IuJtEXF2RPwmIh6IiDsj4qqI+HRE7DDA+MaeJuNAule6LwDeOUA/404T+Sbdq46WBs6IiC2bGkfEclSfCV9Yq54PfKihufE3JFdESdL0W68otz1/4E9UH9DGnsBYAlgH+P0kr0szLDP/Chw2gqEnG3NQ7dNd98QRzGNsL0Ii4jWM3yKt3O7F2NNQImJJqi+M61OtvHst8OKi2Q10P+lYZ+xpQhHxduCltap/zcwrJjGkcad+ykTUblQ3uFbo0X4OsF3n33si4tA+W0Yaexqn87d0o1rVrZ36ZYF/p7rhX96UXA5YA9gSeHdEnAy8PTPL+Bhj7GkoEbE01RbhdSdl5s8G6G7cqa/M/GtEHAT8P6rvFFCtOr6i8752NlUMrED19/kgYIPaEA9SPZx0XcPwxt+QXBElSdMoIlZg/Jkq97QZo3PoYPmk7mqTuS4t9tYuyq1irmNeUe6KOWN7domIDYCjiurrqc6ZqjP2NKyLgAeokk3HMz4JdTLwnMy8rezYYeypr4jYAvhkreo84FOTHNa4Uz9lImoPeiehSusAJ0fE4T1eN/bUZE0evwELcG9ErAZcQHUu3iBPxu8HXNprFQHGnoZ3MFViYMyjNK8+aWLcaUKZeTbVOXm/q1UvBbwaOAY4g2qb+n+hOwl1PrBjZjZt/w3G39BMREnS9Gr6svnXIcYp+6w0xBiaPcq4G0XMGduzRESsTPVk2ZrFS+9q2D/b2NOwntzntYuAoyfYi93YU08RsTzVli3LdaruBg7MzMcmObRxp0adlSlNB5E/CMylWh21AbAs1RPQ+wAnAvWYnAMcERFvaBjH2FOTNYryo8DpQH3LvXOoVkbtQ3UG4weptoas2wA4OyLWb5jD2FNrnffE9xfVJ7TYmt6400Ay80fAJsARdP9N7eVK4COZeVWfNsbfkNyaT5Km17INdQ8PMc4jRXnpxlZSpYy7UcScsT0LdJJQPwCeVbz0+cw8o6GLsafWOnuXr9OnyU7ADyPicuCQzCxvmIGxp/4+A2xWK785M2+ZgnGNO/WyCd3n20F16PgBmXlNUX8bVbLg9Ij4HHAK3e+JX4iIH2Vm/awIY09NyhuO9QTUH6ji74KyU0QcAfxfqvfKJTvV61Al8J9bNDf2NIyXARsXdUe26G/caSARsS3wUWBPHt+irp+tgfMi4mzgjT0+Hxp/Q3JFlCRNryUb6soVBIMo+/h+rn7KuBtFzBnbi7nOVi5nATsXL50HvKtHN2NPw3gC1daPhwB7UW2f8e/Ar4p22wE/jYjyphgYe+ohIl4OvKVWdUxmlufbDcu4Uy9PoFrN+Ueq8xpuAHZtSEJ1ycyLqG6e1bfWWQb4t6KpsacmTTcyAe4AdmpKQgFk5mOZOfZ3uG6XiHhpUWfsaRhvL8rnTLACpWTcaUIR8S7gEuDveDwJdTawP9WZTMsCa1Ft33cM3UmbPYDLI6L+4NIY429IroiSpOnV9ATDUox/SmEi5VMM84e7HM0SZdwN8/d/opgzthdjEfFk4Exg0+Kly4B9O/tPNzH21Fpny713FtUnRcSHgbdSPaE9dq7FCsCpEbFpZt5Ra2/saZzO+XZfqVVdz/hYmwzjTo0y82I6D3JExHLA0pn5lwH7XhURnwA+Uqt+VUQcmpl/7pSNPbXx1sy8eaJGmXl8RLyCavXKmHdRbdE8xthTKxERwPOL6vLs2YkYd+orIt5M9Z1hzHzgTZl5fNH0TuBc4NzOKuTv8vjZZesAZ0TElrW/t2D8Dc0srCRNrwca6no9qdZP2ccPM+qnjLtRxJyxvZiKiO2AixmfhLoY2H2CG2nGnqZM5wntzwOvoVpRMGYN4ANFc2NPXSJiCeDrwOqdqoeB12XmfVM4jXGnCWXmg4MmoWqOpvtsi6WozpUaY+ypSdONzF8Dp7YY4zNFeZfOOXtjjD219fdF+Taqrb/bMO7UU+chyvK96/80JKG6ZObPgRdRnR06ZkP8njFlTERJ0vSax/ilsU8YYpyVi/K9Q12NZou7i/IoYs7YXgxFxAHAj6m2Lqg7iyoJNW+CIYw9TbnMPBX4WlF9UETUn0Y09lQ6nO4nsD+UmZdN8RzGnUYiM+8CflFUP7P2s7GnJk0JzzMzc0FDfS8XAfWE/bLAVrWysaeBRcQc4HVF9XGZ2XaVh3Gnft5OtWvCmHMy8+uDdMzMG4B/LarfVCTgjb8hmYiSpGnU+dB/Z1G9ZpsxImJVxi+vvW0Sl6XF3+1FuVXMdaxdlLtizthevETEnM5B1ScAyxUvHwfsPeAqAmNPo/K5ovwEYMta2djT30TENsCHalW/B66IiBf1+8f4M/GWa2i3Xu11406jVG6lVo8VY09N7miou77NAJ0EwU1FtbGnYW0DbFTUfWOIcYw79bNvUf5Sy/7H0n024yrAs2tl429IJqIkafr9tiiv37J/2f6eKd5WRoufycZcU5/fj2AeY3shEBErUu2NfXjDyx/JzIP6nAlVMvY0Kj8DHizqNqz9bOypbku69+9/EtXKznMm+Fc+PbtOQ5s9a68bdxql8ndUv7lk7KnJHYzf3un+poYTuLcor1r72dhTGy8tyr/NzHK15yCMOzXqrFx6elF9SZsxMvNB4PKierPaz8bfkExESdL0u64oR8v+5R/VayZxLZodyph7xhBjDBJ3xvYiLiLWBs4H9ilemk91lsqHWw5p7GlCEbFM2z6dpwTvKarrq/eMPc0E406jtHpRvqv2s7GncTp/K8sVUOs1tZ1AubVT/Uamsac2XlKU25xXVmfcqZfVGurKrfQG8aeivGrtZ+NvSCaiJGn6lecRbNOy/3ZF+cpJXItmgcz8Hd3Lx1eOiPJDSU+dp4rqTwAtAK5qaGpsL8IiYgOq86DK38MdwAsz84S2Yxp7ahIRy0XE3Ii4ICJ+D9wfEWsMMVT5RfNvXxiNPc0E405NOu95/xURJ0TEuRHxi4jYapihivLfnpQ29tTHpUV5mBum5VP1vxv7wdjToCJiJWDbovqcYcYy7tRH04qfdYYYZ6Wi/LezkY2/4ZmIkqTpd15RfmHn0M5B7V6Uh/rwplmnjLsXtej7Arq3f7kyM8v9ipvmMLYXERGxDvBDxt+cuA54dmZeNInhjT116Wx38RLgucAGwJLAHm3GiIgtGX9+2W+KsrEnADJzbmbOafsP2LgY6uaGdnOLNsadunTe814HHADsBmwBPL/NGBHxVMbH44+KsrGnJj8syi+NiPLMkJ4iYhOg/rDIQ8DVRTNjT4PYieoz35jHaLllWsG40ziZOY/xW5C2TeAAbF6UbynKxt8QTERJ0jTLzOuAX9eq1mXAG3AREcD2taq/MP7LhdTke0X5wBZ9/36CsQBje1EVEUtRbYtRPsV1EbBzZt44ySmMPTUpk5tvbNn/DUX56sy8uagz9jQTjDs1KVelvL5l/3cW5V9kZpl8N/bU5Ay6z1RcHdi/Rf9DivL5mVne5DX2NIjnFOWrO0mDYRl36uWCotwmNoiInanOEx3zSMOYxt8QTERJ0sz4SlH+2IBnZHwSqD8B8fWZPmxQi4xT6d4beceI2G+iThGxPfCqWtUjjI/fOmN70fNxxn8x/BGwe2YOs592ydhTk+OK8m4RUT611ygitgUOLaq/2tDU2NNMMO7U5OtFebuIeMUgHSNiJ8a/5326oamxp3E6N/rL+Pt0RKw6Ud/OSry3FdVfbmhq7GkQWxXln0xyPONOvXy7KO8TEXsO0rGzYvRTRfU5mVmeTWv8DcFElCTNjC8B9aW32wBzI2LJHu2JiI8D+9SqHgQ+MZrL0+Kmsy3MkUX13IjYoVefiHgK1dM59bj8cmb+oc9UxvYipPP7f09R/Stg34anXYdi7KmH04BfFHVf7zy911NEbA2cDtS/gN0AHF22NfY0E4w79XAy1XtV3TER0Xe7oIjYjupm11K16ksZn1gw9tTPvwEP1MrrAmdExJq9OkTEusB36T4n5WqqeOxi7GlAWxblKyYzmHGnPo6neyXRHOC4iCgfvuwSEctSPSy3Y636MeBfyrbG33DmLFiwYKavQZJmpYg4GDi2qL4IOCwzL6m12wz4GLBv0fbwzPyPkV6kFjoR0fWHu3OGxaB9lwd+BmxSq34Q+BDwpbGtESJiOeC1VE8CrVZr+wdgy8y8a4J5DsbYXiRExA+AvyuqD2N8gqCNCzsfzOvzGHsap/NF7cd0J5X+AnwQ+Gpm/rnWdgPgrVSJ0+Vr7e8Dnp+ZjTczjD1NRkRsBNS3J705MzcaoJ9xp3EiYjfgbLofCH4QOAL4Qv333XnPO5TqPa9+Ht48qrMbs8ccxp4aRcQbGf9k/c1Uv5/jxj67dW7E7kf1NP36tbaPUP29bTw31NhTP52twB+k+wb87pl57iTHNe7UKCKeR3UmUv17xiPAf1PFxq9rbZcFXkyVtN+iGOqjmfmBHnMYfy2ZiJKkGRQRn2X8nu8AfwRuBdYCNmx4/RRg/8z0TXyWmUwiqtN/E6pDL9ctXpoP/AZ4GHgq3U8/QnXg54sy8+IB5/ksxvZCrfNB9ZoRDL1xZt7UMJ+xp3EiYn/gm3TfmIDqi+Kvgb9S/c42buj+V6rf2VkTzGHsaSjDJqI6fY07jRMRb6BKBpSf3x4DrqdKNPV6z7sX2CMzL5tgDmNPjSLi3VRP8Jfx9xDwW6oYaYqNBcCbM7Pf9lHGnnqKiA2Bm8rqejJgEmMbd2oUEQdQrXBaquHl24HfA8tSxcfyDW3mAm/o97sz/toxESVJMywijgDex+DbpX4VeEtmPjK6q9LCarKJqM4YQbW11dMH7HIbsF+vJyD7zGNsL8Qi4jDG7389FRoTUZ05jT2NExG7Um0z9cQW3a4BXpmZvxpwDmNPrU0mEdXpb9xpnIjYGziG6qbRoK6guhk20IplY0+9dG7MHgWsMWCXeVRJqJMGHN/Y0zhRne95eVG9QmY+0NR+iPGNOzWKiF2AE4ENWnR7GHhfZjadx9g0h/E3IM+IkqQZlpn/AmwHnEH1B6+Xi4C9MvONC9MfEi16Otu5bAG8H/hdn6b3Uh2GvVnbD0mdeYzthVvT09YjZeypSWaeB2wGHA7c0qfpAqrtLw4CnjVoEqozh7GnaWfcqUlmnk71nvcRqieZe1lAdR7UW4AdBk1CdeYw9tQoM0+kuln6Kaqn6HuZB3yOKjYGSkJ1xjf21GTFonzHVCWhwLhTb5l5IRBUq4kat7WtuRv4PPD0QZNQnTmMvwG5IkqSFiIRsQrwPKqnwtegWq57C3BJZva7OScNLSK2Bp4JrAMsTfUB7GrgisycP0VzGNsax9hTk84WF9tSrRZYgSou/ghcnJm3T9Ecxp6mnXGnJhGxKdXh42PveXdRPS19eWb2SxS0mcPY0zgRMYcq9oJqW6nlqOLvGuDSzHxoCuYw9jTtjDv1EhHrAzsCa1Od13Q/cCdwLfDzzHxsCuYw/nowESVJkiRJkiRJkqSRcGs+SZIkSZIkSZIkjYSJKEmSJEmSJEmSJI2EiShJkiRJkiRJkiSNhIkoSZIkSZIkSZIkjYSJKEmSJEmSJEmSJI2EiShJkiRJkiRJkiSNhIkoSZIkSZIkSZIkjYSJKEmSJEmSJEmSJI2EiShJkiRJkiRJkiSNhIkoSZIkSZIkSZIkjYSJKEmSJEmSJEmSJI2EiShJkiRJkiRJkiSNhIkoSZIkSZIkSZIkjYSJKEmSJEmSJEmSJI2EiShJkiRJkiRJkiSNhIkoSZIkSZIkSZIkjYSJKEmSJEmSJEmSJI2EiShJkiRJkiRJkiSNhIkoSZIkSZIkSZIkjYSJKEmSJEmSJEmSJI2EiShJkiRJkiRJkiSNhIkoSZIkSZIkSZIkjYSJKEmSJEmSJEmSJI3EUjN9AZIkSZK0sIiI84Hn16q+lpkHz8zVLLoi4mDg2HpdZs6ZmauZWEQsn5kPTNDmBcB5RfXGmXnTqK5LkiRJWhy4IkqSJEmSNGtFxF7AtTN9HZIkSdLiyhVRkiRJkqRZJyKeBPwX8PKZvhZJkiRpcWYiSpIkSZI0q0TEc4EfACvO9LVIkiRJizu35pMkSZIkzTZPxSSUJEmSNC1cESVJkiRJ0gQy83xgzkxfhyRJkrSocUWUJEmSJEmSJEmSRsJElCRJkiRJkiRJkkbCRJQkSZIkSZIkSZJGwjOiJEmSJGkKRcTSwI7Ak4F1qL53/Qm4FbgoM++f4vk2BjYH1gBWB1YAHgTuBG4CrszMeVM019pU/20bASsCt3XmuDAzH56KOWaLiFgF2AV4OrAScB9wI3BxZv5pgr5zgO2ArYC1gPnA7cClmZlTdH3TGseSJElafJmIkiRJkqQpEBHbAu8D9gRW7tHswYg4D/hkZp4/ibmeC7wR2JUqUdDPPzmQcQAADKRJREFUoxHxY+Bo4OTMXDDEfLsD/9yZr2lnjdsj4ljg3zPzvrbjT4eImAsc1Of18v/LIZk5t/b6C4DzijYbZ+ZNDWOVbb+Vma/pvPY04KPAK4ClGy7lsYj4PvDeMqnUSQ69HXgPsH6P/47rgA9n5reaXp/IdMaxJEmSZge35pMkSZKkSYiIVSLiG8BlwP70vnkPsBzwYuC8iDgtItZsOdcGEXEmcAFVUmWiJBTAksALgG8D50fEOi3me0JEnAScDexG7++Qa1Mlqq6KiG0GHX+2iYiDgCuBV9OchILq//HewBURsWet74bApcCR9EhCdWwCfDMiPt/y2qYtjiVJkjS7mIiSJEmSpCFFxJOAC4HXAnNadt8buDginj7gXAFcTrVSZVjPA86IiAl3x4iI1an+217ZYvynUiWtNhnu8hZfEXEoMJdqG75BrAicHBFPiYiNqH4XW7WY8tCIeOeA1zZtcSxJkqTZx635JEmSJGkInTN+zgeeUrz0EHAScBbVmT8PAesBLwQOoFo9NOZpwLkRsVVm3tNnruWB71Kd1VN3J3AicBFwM3A/VaLjycDOnflWL/psAxwKHNVnviWAU4EtipceA04GTgF+S7UyZlOqBMbzOm3WAP6p19gz6DIeTwJtSHXGUt3JRfmmKZx7e6pVRmPuBb4MXAz8DliVKj7eQXeiakXgk1TnSG3QqZsPHA+c2em7ErAt8A9U/111H46Ir/TbLnE641iSJEmzk4koSZIkSRrOMYy/eX8h8PrMvLmh/WkR8UHgU8CbavVPplops2+fud7B+FVGPwAOyMx5De1/ApwYEYcD/0O1FVzdIfRJRFGdQ/S8ou5WYL/M/GlRfwHwpYh4NfBVYAXar6oZucw8muqcLCLiYODY4vX9G7pNlXqcfI8qRv5atPnfiPgmVVKxnozar/bzlcArGs6lOi8i/gc4ne7f26pUCbCv9bm26YxjSZIkzUJuzSdJkiRJLUXES+lOEEC1cuSFPW7eA5CZf87MN1OtcqnbJyL26DHXElSJobobgVf2SEJ1zQe8Hri2eGnrXuf6RMQKwOFF9d3ACxqSUPW5vgXsBTzc75pmuTOoknllEgqAzPwl8OkefW+iiq+bevT9M9W5YQ8VL+3c62KmM44lSZI0e5mIkiRJkqT2DivKfwJenZmDJmHeT3XeU90/9mi7E7B+UXdEv+3W6jLzEaqt3ErlmGNeSfe2awCHZeYNA8x1PuOTE6o8DLwrMx+doN23etS/NzPv7dexk6S6uKjetE+X6YxjSZIkzVImoiRJkiSphYjYBHhBUf2JiVYn1WXmY8CRRfXuEfGkhuYPUm2j933gV1TnC5006Fwd5Yoo6N7+re6AonwrcFyLuf4DaFzxM8udkZnXD9DuOqpzoOrupjqzaxBZlFdrajQDcSxJkqRZyjOiJEmSJKmdXRvqeq1i6ecHwKPAkrW65wIn1Btl5uWMX3XS1l8a6pYpKyJi6c411J3USTgMJDPvi4hTgAPbXeJi74JBGmXmYxFxD7BurfrSAVZSjbm7KK/Yo920xrEkSZJmL1dESZIkSVI7uxTlP2bmH9oO0ll5cmNR3fM8n2FFxGbAvg0vNX0f3BxYoajreS5UHz8eos/i7roWbcsVUb9p0bc8I2pOj3aLVBxLkiRp0eWKKEmSJElq55lFefmI+M6QY61alDceZpCImAM8EXgK8FRgM2ALYHtgjR7dmhIUT2+ou3qIS7pqiD6Lu9sm0Xfg7fKABQO2W+jiWJIkSYsnE1GSJEmS1M7qRXlVYL8Rjd0oIrYA9ga2ATahSj4tNwXzP7Gh7s4hxrllsheyGJrMuVkPT9lVPG7G41iSJEmzg4koSZIkSWpnlDfZV+v3YkTsARwBbNdy3PnAsgO0azpPqOl8qYkM02dxV26ZN9NmLI4lSZI0u5iIkiRJkqR2lhnh2I3JoohYEjgKOHTAcR6m2lLvAuAs4BHg7AH6Dbqt20QenKJxNDrTHseSJEmanUxESZIkSVI79wJr1cpfzsw3j3jOzwO95rgR+BlwDZDAr4BrM3P+WIOI2HXAee5rqFsFuH/wSwVg5ZbtNf3uZfrjWJIkSbOQiShJkiRJauduum/gbzjKySLiJYxPQj1CtULqqMy8cYBhlh9wuj821K3do76fVVu21/Sb1jiWJEnS7LXETF+AJEmSJC1ibirKW0XEnBHOd1hD3YGZ+Z4Bk1BQJZMGcV1D3dYD9q3bfIg+ml43FeVRx7EkSZJmKVdESZIkSVI7FwJ71sprA1sBV7YdKCLeQrVF2k3ATZn5p+L1VYByW72LMvPEllNt0VDX9GDiNcA8qu34xjwPmNtyvh1attf0m7Y4liRJ0uzmiihJkiRJaueChrq3tR0kIrYDvgh8E7gEuC0iji6abQSUq1QubjnPEsA+DS+NezAxMx8Fzi2q94+IFVvMNwd4bZtrnAELZvoCFgLTGceSJEmaxUxESZIkSVI7FwLXF3UHRsSWLcf5WEPdyUV52YY2g573NObNwNMa6pfp0f7Yorwy8P4W8x0APKVF+5nw6ExfwEJgOuNYkiRJs5iJKEmSJElqITMfA44sqpcBvhMR6wwyRkS8E9i9qP45cF5Rd2tD970joilB1TTPbsBnerzcK6H1A+CXRd0/R8SLBpjvqcB/D3JtM2x+WRERK8zEhcyUaY5jSZIkzWImoiRJkiSpvWOBK4q6pwOXRMTOvTpFxJIR8T6ak0Pvy8yuLeMy81bg10W7JwFfiYheK5qIiOUj4gNUSaXlejR7QlNlJ0Hxbrq3r1sKOD0i/r7PnDtRbfe2Rq82C5F7GuqeOe1XMfOmJY4lSZI0u43bE1ySJEmS1F9mPhQRrwR+Bqxae2kj4MKIOBs4FfgVMI8qObMDcBAQDUN+NjPP6jHdUZ1/da8HdoiIY4DLgbuptvHbGHgu8EpgrVr7x4CH6E5Krdvnv+9/I+I/gX+qVS8HHBcRbwWOA64BHgaeCuwHvJzHz7O6B1it1/gLgd811M2NiMOBm6iSdLdk5o3TelXTbJrjWJIkSbOUiShJkiRJGkJm3tjZru404InFy3t0/g3ieOC9fV7/IvAqqgRT3TOATwww/l3A64DD6N5GbfsJ+r2PKpl1SFG/U+dfL/OBA4HTB7i2mXIDcBvdybjNgO/Wyh+n3dlYi6RpjGNJkiTNUm7NJ0mSJElDyswrqFaInD1E9weokj0HZeYjfeZ4BNgXOH+IOU4GNu+sUrmseO35EbFin3kXZOYbqJIL485U6mEe8GrgkiGuddp0th88bIJmW07HtSwMpiOOJUmSNHuZiJIkSZKkScjMWzNzT+D5wPeAv0zQ5XbgSGDTzPzEIOfpZOY9wG7AW6m2SevnLuAE4DmZuX9m3tapP7FotxLwhgHm/hSwKfBV4L4ezeYDJwFbZeb3JhpzYZCZJ1CtFLu7R5NnTePlzLjpiGNJkiTNTnMWLPCzoiRJkiRNlYhYmmp1yYZUW9utRHVT/w7gSiAne9M+Ijam2lpvXWDl2vjXAVd1VvxMuYhYAXg21TZ2q1CdBXULcGEnWbbIiYjlqbY93ITqbKj5VP8vr8/Mn8zktc2k6YhjSZIkzQ4moiRJkiRJkiRJkjQSbs0nSZIkSZIkSZKkkTARJUmSJEmSJEmSpJEwESVJkiRJkiRJkqSRMBElSZIkSZIkSZKkkVhqpi9AkiRJkjR7RMRawBeme97M3H+655QkSZJkIkqSJEmSNL1WBPab6YuQJEmSND3cmk+SJEmSJEmSJEkjYSJKkiRJkiRJkiRJIzFnwYIFM30NkiRJkiRJkiRJWgy5IkqSJEmSJEmSJEkjYSJKkiRJkiRJkiRJI2EiSpIkSZIkSZIkSSNhIkqSJEmSJEmSJEkjYSJKkiRJkiRJkiRJI2EiSpIkSZIkSZIkSSNhIkqSJEmSJEmSJEkjYSJKkiRJkiRJkiRJI2EiSpIkSZIkSZIkSSNhIkqSJEmSJEmSJEkjYSJKkiRJkiRJkiRJI2EiSpIkSZIkSZIkSSNhIkqSJEmSJEmSJEkjYSJKkiRJkiRJkiRJI2EiSpIkSZIkSZIkSSNhIkqSJEmSJEmSJEkjYSJKkiRJkiRJkiRJI2EiSpIkSZIkSZIkSSNhIkqSJEmSJEmSJEkjYSJKkiRJkiRJkiRJI2EiSpIkSZIkSZIkSSNhIkqSJEmSJEmSJEkjYSJKkiRJkiRJkiRJI2EiSpIkSZIkSZIkSSNhIkqSJEmSJEmSJEkjYSJKkiRJkiRJkiRJI2EiSpIkSZIkSZIkSSNhIkqSJEmSJEmSJEkjYSJKkiRJkiRJkiRJI/H/AUYs4IR8QsR6AAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 1800x1200 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 특정 변수 분포 시각화\n",
    "plt.rcParams['figure.dpi'] = 300\n",
    "sns.distplot(df['lead_time'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:xlabel='hotel', ylabel='lead_time'>"
      ]
     },
     "execution_count": 31,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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iYkNK8uW1HU7fDVxDSeQ82Di3GnBWRLy/R/zNgf8C1m2c+h3wP5TEyY+BRxrnVwA+HhHNNxub8dcAvgO8pcPpBygPrz+kLPmvWwAcDHwnIiZ6YGtaFTgTWLHL+ceBbw8Qb645ATie8b+Hj1IScVcDv+wwbhdKYqyZRByKiHg15XtZ1Di1FPg5cCVwI+X7q9uB8kC8XRvzkiRJU7Yb5b6u7tIZmEcbTmocHzjg+Dc1jr84hbksi7zvlKRpYBJGkiQgIpaPiGMoK0jqrga+PsG4hcBXKHWTR41QHmi2yswnZeYOmbkN5c2yPwG+1wjzz9WDRjefpSQuRl0FvABYPTOflZnPreKvAfw5pdZ23XHVHjWd5r8CcB6wXePUN6trrJOZ22bmdpQk0O7Atxp9dwS+HBHLTfAz1B3KHx+ofkdJyHwI+DIl0fN14DrgJdU/zTcW766dewlwQJ/XXeZFxLGUmux1NwL7Ub6LLTJzx8x8CuWNwM9THkZHrQ+cV73RWncXU/g8qwfZMxj7gH4X8FfVvDbPzJ0z8xnVHA6j1A8ftQFwzoDJOkmSND22ahwvpbyAs6yp369MdK5+/nTK3oyjnh4Ru/RzsYhYHnh9rekxyv3QnOB9pyRNnwUjI5ZKlCTNThFxEI232zKz+RZfp3ELKKsw1gGeBjwXeHv173UPADtn5v9OEOto4J9qTY8Cr87MC3tc/6PA4bXmB4GnNfeIiYhNgXrd6huBbTPz4Qnibwxcy9iVMwdk5pkd+h4OfKzRfGRmHtMtfjWu+XNDtddLh76L6FwX+nvAvpn5q1rfVYB1M/PWCca3sgdMhzrkbeg694jYnrJqqv47/DXgdT2+75dTEoGr1JovysyXdem/iAE+z+oPED8Fnl5rvhJ4RWbeM8G4pwDfYOwfds7IzI5lQDrVcu8WW5IkDU9EnMLYPWFuz8xWS011mcdiJtgTptG37/uGiPh/wJ/Vmj6TmX/Zx3xeydgV8V/OzL5KCfcRezHed3bq732npDnJlTCSpDklIkZ6/UN5g+sR4HZKGa7jGJ+AuRV4cY8EzOrAuxvNb54oAQOQmSOZ+dfA+bXm1YF3duj+rMbxORM9GFXxb2N8YuVPmv0iYjXgfY3mz/dKwFTXOBI4sdH83oh4Yq+xlfuBvesJmCruw/UEzDzzr4x9EP4x8Jo+vu8LKEnEupf2+5ZnHw5g7IPwncBeEz0IV/O6HXg5ZbXTqP0iYrMhzUuSJA3HGo3ju2dkFu1plhB7XfXH/l6aJX2b976zmfedkjSNTMJIkjTWQ5TSWNv1senmwZTkyajvZ+ZZA1zriMbxIR36NEt8bdFn7DMpZb/2BKJL7H2A9WrHDwLv7TM+lJU8v6kdr0P/pcFOyMwHBrjWnBYRGwEvbTT/VWY+1s/4zDyd8WXi3jWMuXWIc2RzxVY31Qa8X6g1LQe8bUjzkiRJw9F8iWbCP8TPQhcxdl+TdYC9JhpQlbLau9Z0K3DJ8Kc2/bzvlKTpt3CmJyBJ0gx7jPLm1/WUB7QLM/OhPsc2H15OH+TCmfmjiLiJP67C2SAitszMn9a6NVfi7B0R/wQcm5lL6KJ6CPlsjyk062mfkZm/7Wfu1TV+GxGnUeozj3ox8Lk+hjcf3JZFpwGnTjHGG+lvA9jmd/GzzPzOgNf6N+CFteMXDTh+nIhYn7H7Bf2esnfPIM5hbOm9F3brKEmSZsQfGsf9rBKZNTLz8Yg4lbErwA8EvjrBsNcDK9SOT8rMpd06D4H3nd53SprDTMJIkuaaTht1LkepW7w5ZXPIrWvnFgCXAUcPsjIjIp4A7Npo7rVyppPrGFsKbVdKHWQAMvMnEXE1sEOtz9HAIRFxHqX28bcys74ipV8vaBxPJjHyTcYmYXbvc9wPJnGt6XZTZl48lQAR8bw+uw7ju2iOWT8inpmZN0wi1qjnN45/kZkPDhjj+sbx9hGxUmY+OvlpSZKkIfpd43iVjr1mty8yNgmzd0SsOcH9/5tq/z5CYx/KFnjf6X2npDnMJIwkaU7p9fASER8G3gF8nPKW3wqUfV1eFRGvzMwf9XmpDRhfP/uKiBhswuNt1KHtMEqyY6Va24aUesxvBx6PiKuAiymreS7PzMf7uNaTG8fXDzzb8WM2iIiFmdl8o7JuSWbeN4lrzWVT/i4y876IuBV4aq15I2AqD8ObN46f2dzIdBIWUv7/c8sU40iSpOG4o3G84YzMokWZeWNEfJc//qF/ReC1wOebfSPimcCOtaZLqlXmc4X3nZI0zdwTRpI0r2Tm0sz8N+DPgHqiYhFwcfSfRVl72HPrFjczLwf2Be7qMmY5YBfKHjPfBe6NiFMjYq9qxc44EbEaY0ssAPRVb7mPMb0+GxMw463bOJ7Md9Fp3DqTjDNq2n7PJUnSjGmWv10vIladkZm064uN426lu97UOD6xhbnMJO87JWmamYSRJM1LmXk+8NeN5vWA/46I5tthnaw59EkVq3dqzMxvAFsAx9D7Ta41KQ+VFwDXRsRufV6n371w6jpt3LpyjzF9bfo5zzS/j8l8FzD+++j1XfSy5hTHd9Px91ySJM2I6zu0bT+s4BGxICKWG1a8KfgPoL7/4W4RsWm9Q/UC0xtqTfdT9hmZS7zvlKRpZjkySdK8lZmfjIjdKatiRm0MnBYRL+mx+eYjHY73GcK0muUg/k9Vs/pI4MiIeA7wcuBPgZ3ovoHqtsAlEbFPZv5Xrb1Z+xtgVQZPkKzWoa1TYkYTa34fk337tPl9TPW7aP6efxX49BRjAvRb9k+SJLXvSso9Q30vmOdT9k0chl2BCyLiMuBS4NvAtX2Wzx2azHwoIr4CvKVqWkBJuHyg1u3FwFNqx2dk5lx7gcj7TkmaZiZhJEnz3dsoD4b12tcvAv4WOHaCcc2SWisDV2Xmb4Y7vc4y8xrgGuCYqlzEbpSHxpcB2zS6rwicGhGbZuYj1fjfRMQfGHsvsA6Dlwpbr3E8AkzLZzDHND/3yZZzaH4f908yzqjmvEamummsJElatmTmkoi4BHhFrfnVwL8O6RJ7UvZSfHn1zwhlL5HbhxR/EF/kj0kYKKvH60mYN3boP9d43ylJ08xyZJKkea3aIP5tHU4dExFbTzD0LqC5+fx2w5rXIDLzocz8r8z8u8zcllK27D8b3TagbD5ad2vjeDJlJ5pjbs/MJZOIM98tbhwP/F1ExAaM30j3pslOqHJb43i7KcaTJEnLplMbxztExJRLkkXEQsbvsfK9zJyJBAyZ+X3Gbh7/jIh4NkBErAS8qnbuusy8bhqnN10WN46975SklrkSRpI072Xm1yLiLOD1teblgS9ExG6dypJl5qMRcTWwS615L0p5hb5FxKHVtRZT9nq5MTN/Vzu/HLApEMDTM/MTffw8N0TEnwPfB3aundqq0fUy4Gm14xcBXxlk/tWYuusHHK/iMuDNtePm59qP5pgHGP+QPahmGZJFEbFFZv6s3wARsS7wrmouiym/5zf1KPcnSZKm13mUsrj1vRGPAl45xbhvYGx5L4CTpxhzqk4Cjqsd7wdcS1ml88Ra+1xcBQPed0rStHMljCRJxWHArxttuwCHTjDmm43jv4iIJ3bs2UG1EegngeOBc4HrgJfUzj+BsuLm58DXgOMjYot+YlcPGpc2mpulBprz3z8iOu3x0lFErA7s32huo2TASAsxlzXfYuzPGRGxx4AxDmnG7PLA2ffnmZkJ/LLRfPiA83oHcARwAuX34wpgWdicV5IkVaqVzP/caN4nIg6cbMxqtcRHGs03MX7VzXQ7hbEr2l9T/W99n8jHgDOmbUbTy/tOSZpmJmEkSQIy817gvR1O/UtENN/eG/V5xj7ArQ18eIDLfoyxDwW/Br5em9NS4PLGmHcMEH+zxvEtjeOvAL+qHa8GfHyA+Mcz9m3BR4EzBxjfr+amrXPu/iUzF1P77iufqspi9BQRbwR2bzR3e3tz0M/zM43jgyPieX3Oa2PgbxrNZ2Xm7/sZL0mSptUXGL+q+QsRseeggSJiDcpLRM2XgN43pPuAMfcz1ctLfcnMu4ELa02bRsRWwJ/W2s7JzKnucbJM8r5TkqbfnPsjhiRJk5WZJzN+dchqjH8YGO1/C3Bao/mQiDiy17WqPq9qNP9LZj7WaDupcXxoROzVR/zdgX0bzRfUDzLzEUoiqO4tEXFUH/GPBA5uNH+qSmYN20ON4zVbuMay4J8Z+7bg1sDZEbHKRIOq34fPNpp/wPiH61GDfp6fYexGqwuree3YY15rU1Z41VdXPcLY8h+SJGkZUf2xen/g4VrzisD5EXHMAH+k35ZSWmqHxqkTMnPQ0rfdTPX+sJk0OJKxCaMTB53QLON9pyRNI5MwkiSNdQhlRUfdK6o9Vjo5nFIurO6oiPhmROxR7enyfyLi2RFxLqXGdt2VwKc7xP8qpUzZqOWAr0bEhyNiUbNzRKwdEe+hPAjVr/2NzLymQ/wPU0oS1B1ZzX/3+luFEfGEiHheRFzSYf4/pDy8tuEBYEnteLWIOKila82YzLwc+GCjeS/gRxGxX/OhOIp/B84H6ud+Axw8Qe3rBxjg88zMB4ADGfugvj7wnYg4LiI2acxrxYjYn1Jb/dmNcO+fqY14JUlSb9X+G6+ilOMatRzwj8AvIuKIiIjmuIhYobp3PA24ivJH/bpLKOV/h+XuxvGgsb/WiFG/119Mme+c5X2nJE2vBSMj86HMuiRpLqpu4MesFMnMBUOIewTwgUbzXcAW1YNBs/+WwEWM33QUyoPJLZQH2U0oDxFNvwD26PaQUMX/PrBGh9N3VP8sBdYFNgWan8HtwE6ZeWeX+OsB/w1s2+H0/cCtlAehTYC1OvT5CfCnmXlHl/iLgJtrTbdk5qJOfbuJiGsY/2D1M+C3lJJoW2fmlG5qImIx5WccdXRmHjXFmEcxNjk14c9eJb1OoWxi2/Qo5XN8CNgQ2KhDn98Ar8zMb/eY18CfZ0S8i7JyqtNLPLdS/pCxIhDV/zZ9PjPfPsGcxlxvGP9fliRJk1PtEfIlYIMuXe4HbqOsNlgLeCrQbaXMV4A3dljx3bzmYsbei21alc7q1Pds4NWN5psopXbXBXbOzOZ+j80YHwHe0+HUUZl59ERjp8r7Tu87Jc0vroSRJGm84yiJhbon0WW/l8z8KaXcwqUdTq8BbAPsSOcEzMXArhO9pVXFfxHlgaPpydW1dwKexvgEzBXAbt0SMFX8XwG7AWd1OL0WJTmzHZ0TMKdU8++YgBmiD3Vo24Lyc29J+dlnvcxcmpkHAn/H2LcGofxhYwvK993pQfhyyh8cJnwQrgz8eWbmJ4B9gE4l555K+R3fhvEPwo9R6r93fRCWJEnLlsy8lHL/dzrlZZ+mtSj/3d8Z2JzOCZh7gAMy83W9EjCT8NEO83paNZ/NKHPvpVPJsaXAyVOZ2GzhfackTR+TMJIkNVT1sN/G2GXwUPZLeUGXMXdn5guBPSnlCybaAHIE+Dbwmsx8SWbe08ecrqU8rPwD48ufNf2+msMBlARMp+RNM/5Dmbk/sAtwHuNLstU9DHyZsrrmoMx8sFf8qcrMLwPvoLwx18l2bc9hOmXmh4CnU2puT7TPzlKq3yXKd519xp/U55mZF1BWW72P3r+HvwVOAJ6Vmcf2My9JkrTsyMy7qj/Sb015GenGPoY9TnkJ6K2UlSxntjS371Puf37Vpct2fcT4GWU/k7pLqn0f5w3vOyWpfZYjkySpBRGxKvBcYGNKSYSFlCX7NwFX9SqP0Ef8RZQVKk+hbEC5lPK24Z3A5VNNjFQbr+5KKZOwHqUW+H2U0gFXZeYjU4k/hXmtDPxJNa81KSUSbgMuy8y7ZmJObatKRWxPScKtC6wKPEj5Q8hVmTnRw3Kv2FP6PCNi9E3E9SlvxC4Bfg38D/DDzGy+VSlJkmaxqoztsyh/HF+dcl/yMKU82c2Ue5PmZuxtzmd5YA9KEmFtSnm0O4ErMvPmCYaOjv8bxq7U2K9KGsxL3ndKUjtMwkiSJEmSJGneiYjzgFdUh78GNmqhdJokaZ6zHJkkSZIkSZLmlYhYn1JKeNQpJmAkSW0wCSNJkiRJkqT55mBKyWAoezb++wzORZI0h5mEkSRJkiRJ0rwREWsCh9WaLsjMXpu/S5I0KSZhJEmSJEmSNCdFxEqN46cDXweeXGv+4LROSpI0ryzs3UWSJEmSJEmalU6MiF2Be4C1gGc0zp+UmT+Y/mlJkuYLkzCSJEmSJEmaq34B7A8s6nDuWuCd0zobSdK8YzkySZIkSZIkzVWd9nr5A3AK8KLMfGia5yNJmmdcCSNJkiRJkqS56j+AXwJbAysDtwHfyczbZ3RWkqR5Y8HIyMhMz0GSJEmSJEmSJGnOsRyZJEmSJEmSJElSC0zCSJIkSZIkSZIktcAkjCRJkiRJkiRJUgtMwkiSJEmSJEmSJLXAJIwkSZIkSZIkSVILTMJIkiRJkiRJkiS1wCSMJEmSJEmSJElSC0zCSJIkSZIkSZIktcAkjCRJkiRJkiRJUgtMwkiSJEmSJEmSJLXAJIwkSZIkSZIkSVILTMJIkiRJkiRJkiS1wCSMJEmSJEmSJElSC0zCSJIkSZIkSZIktcAkjCRJkiRJkiRJUgtMwkiSJEmSJEmSJLVg4UxPQJIkSZLmgoi4FHhBremUzDxoZmbTrohYOTMfmel51EXEUcCRtaZbMnPRzMxGkiRJKlwJI0mSJEnqW0S8HPjpTM9DkiRJmg1cCSNJkiRJ6ikiNgY+Aew703ORJEmSZguTMJIkSZKkCUXE84ELgVVnei6SJEnSbGI5MkmSJElSL5thAkaSJEkamEkYSZIkSZIkSZKkFpiEkSRJkiRJkiRJaoFJGEmSJEmSJEmSpBaYhJEkSZIkSZIkSWrBwpmegCRJkiTNFxGxHrArsCGwDvAQcDNwZWbeOaRrbAY8B1gPWAN4ALgH+HFm5jCuMQwRsS2wObABsBpwL3A3cEVm3jOTc5MkSZKGxSSMJEmSJLUsIl4KvB94Hp0rEoxExHeBYzPzwknEXx94J/AmYOMJ+t0M/Afw4cy8t0fMk6t43c6PNJoOzsyTe8R8MvD3wKuBjbp0G4mIq4DPAadk5uMTxZQkSZKWZZYjkyRJkqSWRMRqEfGfwDeA3en+DLagOv/1iDg1IlYc4BrvBBYDRzBBAqayKfC3wC8i4vB+rzFVEbEgIv4B+DklWdQtAQPls9gJOBG4PiKePQ1TlCRJklphEkaSJEmS2rEe8C1g3wHHHQic3KtTRCysEjyfBFYe8BqrAx+LiJMjYoUBxw6kSih9CfggsMqAw7cGvhMRew99YpIkSdI0sByZJEmSJLVjr8bxDcCpwJXAfZT9WnYC3gZs1ui7X0ScnpkXTBD/BDoneH4EnAVcS9lnZV1ge2B/YJtG3zdRXs57Y4c4VwFPrP59E2CHxvmzG8eLu8zzTEr5saZLgHOAnwAPUpJWOwKvB7as9VsV+M+I2D0zr+hyDUmSJGmZtGBkpFnGV5IkSZI0qIi4FHhBh1OPU0qAHZ+ZSzuMWwE4iZIkqftGZu7Z5VrvBj7eaH6UUurrxMwc96AXEQuAv6CsnFmpcfrQzPxsp2tVYw+q5vh/MnNBt/61ce+srlf3S+CAzPx2lzFPAA4FPgYsXzt1C7B9Zt7fZdxRwJH1/pm5qNccJUmSpDZZjkySJEmS2vWazPxYpwQMQGYuAQ6mrJSp2yMilm/2j4jVKPu/1D0G7JmZJ3RKwFTXGcnMLwB7Vv3rjo2INXv/KP2LiPWA4xrNtwE7dUvAVPNcmpmfpqyeebx2ahPgb4Y5R0mSJKltJmEkSZIkqT1nZOa5vTpViZjPNJpXAjbv0P1dwDqNtiMy89J+JlT1+4dG8+rAX/YzfgCHMnavmhHgdZl5Rz+DM/NrjF9Fc0hErDqk+UmSJEmtMwkjSZIkSe05doC+nVaHbNyh7bWN418yvjRZL8dTVqXUvXXAGL28vXF8fmZePmCMjwL1FURr0XkfHEmSJGmZZBJGkiRJktpxT2b+zwD9b+nQtnr9oCrxtXWjz8mZ+TgDqPqf2GjeJCI2GSRONxGxBbBho/lLg8bJzF8C1zWad5/svCRJkqTpZhJGkiRJktrR3OOllwc7tK3UON4dWNBo+9aA1xl1aYe2508yVtPzOrRdM8lYzSTMbpOMI0mSJE27hTM9AUmSJEmao+4epHNmjkREs7n54lyn8mTXDnKdmk5JkaGshAG26tD2oYj4wyRibdk43nQSMSRJkqQZYRJGkiRJktrxSAsx12kcL8nM+ycTKDN/FxEPA6vUmtee9MzG6hTnlUOKvXJErJSZjw4pniRJktQay5FJkiRJUjtGWojZTML8ZorxmuPbTMIM01otx5ckSZKGwiSMJEmSJM0ezWe45v4wg2pWR5hMubBOVhhSnG5WbDm+JEmSNBSWI5MkSZKk2eO+xvHqU4y3RuP44SnGG/VA4/jnmbn5kGJLkiRJs4YrYSRJkiRp9mju/7JCREyqNFdErM34FSt3T2pW4zWTRU+NiKmu2pEkSZJmHZMwkiRJkjR7/KJD23MmGavTuJsmGatpceN4RWCLIcWWJEmSZg3LkUmSJEnS7PG9Dm0vBC6eRKwXdmi7fhJxOrmsQ9tLgZ8OGigi9gbWoSR2FgO3Z+bjU5mcJEmSNF1cCSNJkiRJs0Rm3g38b6P5oIhYbpA4EbEQOKjRfFdm3tBlyMgg8YGrgEcabW+PiIGeQSNiJeAk4GTgUkoS5kcDzkWSJEmaMSZhJEmSJGl2+WLj+MnA4QPGeA+wYaPtzAn6D7TyJDMf6xAvgLcOEocyz3UbbWcPGEOSJEmaMSZhJEmSJGl2+Rzwu0bbByNij34GV/2ObjQvAf5tgmGPdYizSo9LfYTxK2iOj4hde82xir8T8I+N5keAf+9nvCRJkrQsMAkjSZIkSbNIZj4A/FOjeUXgwoh4S0Qs6DQuIhZExFuAC6v+df+amTdNcNn7O7Rt1WOeNwCfbjSvBFwcEW/uNs9qrnsBF3WY5/GZecdE15UkSZKWJQtnegKSJEmSpMFk5scjYnfgVbXmlYATgMMi4kzgGuA+YG1ge+AAYNsO4S4CPtDjkrd2aDs5It5P2adldeD2zLy50ee9wC7AjrW2lYETgcMj4kvAlcC9wCrAs4DXAi/scL0rgaN6zFOSJElappiEkSRJkqTZ6QDgdGDfRvs21T/9+BqwX2b22vPlRuAu4Em1ti2Bc2vHxwLvqw/KzCXVqpZzgOc1Ym4NfLDPeV4P7JOZS/rsL0mSJC0TLEcmSZIkSbNQZj4M/BlwJGWvlEE8TFml8srMfKiPay0F3tOjW8fET2beC7wY+BTw+wHnCXAK8ILMvHsSYyVJkqQZZRJGkiRJkmapzBzJzGOAzYBPALf1GHIzZfXJosz8aJVc6fdaZ1JW39zXpUunUmejY5dk5mHAM4HPAXf2uNyjwJnArpl5UGY+2O88JUmSpGXJgpGRkZmegyRJkiRpSCJiS2ArYH1gTcqqlzuA6zMzhxB/ZeD5lITK6sBjwK+An2fm9waIszWwBbAesBZlNc99wE+ruVp6TJIkSbOeSRhJkiRJkiRJkqQWWI5MkiRJkiRJkiSpBSZhJEmSJEmSJEmSWmASRpIkSZIkSZIkqQUmYSRJkiRJkiRJklpgEkaSJEmSJEmSJKkFJmEkSZIkSZIkSZJaYBJGkiRJkiRJkiSpBSZhJEmSJEmSJEmSWmASRpIkSZIkSZIkqQUmYSRJkiRJkiRJklpgEkaSJEmSJEmSJKkFJmEkSZIkSZIkSZJaYBJGkiRJkiRJkiSpBSZhJEmSJEmSJEmSWmASRpIkSZIkSZIkqQUmYSRJkiRJkiRJklpgEkaSJEmSJEmSJKkFJmEkSZIkSZIkSZJaYBJGkiRJkiRJkiSpBSZhJEmSJEmSJEmSWmASRpIkSZIkSZIkqQUmYSRJkiRJkiRJklpgEkaSJEmSJEmSJKkFJmEkSZIkSZIkSZJaYBJGkiRJkiRJkiSpBSZhJEmSJEmSJEmSWmASRpIkSZIkSZIkqQUmYSRJkiRJkiRJklpgEkaSJEmSJEmSJKkFJmEkSZIkSZIkSZJaYBJGkiRJkiRJkiSpBSZhJEmSJEmSJEmSWmASRpIkSZIkSZIkqQUmYSRJkiRJkiRJklpgEkaSJEmSJEmSJKkFJmEkSZIkSZIkSZJaYBJGkiRJkiRJkiSpBf8fu69WL9cpeJ0AAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 1800x1200 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 호텔 구분에 따른 lead_time 분포 차이 시각화\n",
    "sns.violinplot(x=\"hotel\", y=\"lead_time\", data=df, inner=None, color=\".8\")\n",
    "sns.stripplot(x=\"hotel\", y=\"lead_time\", data=df, size=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.9.12"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}