Hotel Revenue Analysis.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "\n",
    "# Data Visualisation\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "\n",
    "import os"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "#import os\n",
    "#data=os.listdir('C:/Users/DELL/Desktop/Projects')\n",
    "#data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "#for i in data:\n",
    "#    print(i)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
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       "\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>Date</th>\n",
       "      <th>Total Occ</th>\n",
       "      <th>Arr.Rooms</th>\n",
       "      <th>Comp.Rooms</th>\n",
       "      <th>House Use</th>\n",
       "      <th>Deduct Indiv</th>\n",
       "      <th>Non-Ded. Indiv</th>\n",
       "      <th>Deduct Group</th>\n",
       "      <th>Non-Ded. Group</th>\n",
       "      <th>Occ.%</th>\n",
       "      <th>Room Revenue</th>\n",
       "      <th>Average Rate</th>\n",
       "      <th>Dep Rooms</th>\n",
       "      <th>Day Use Rooms</th>\n",
       "      <th>No Show Rooms</th>\n",
       "      <th>OOO Rooms</th>\n",
       "      <th>Adl. &amp; Chl</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>01/01/17 Sun</td>\n",
       "      <td>53</td>\n",
       "      <td>26</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>53</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.3193</td>\n",
       "      <td>2,84,405.93</td>\n",
       "      <td>5366.15</td>\n",
       "      <td>102</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>101</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>02/01/17 Mon</td>\n",
       "      <td>51</td>\n",
       "      <td>34</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>50</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0.3072</td>\n",
       "      <td>2,48,816.27</td>\n",
       "      <td>4878.75</td>\n",
       "      <td>36</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>69</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>03/01/17 Tue</td>\n",
       "      <td>54</td>\n",
       "      <td>28</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>53</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0.3253</td>\n",
       "      <td>2,63,653.89</td>\n",
       "      <td>4882.48</td>\n",
       "      <td>25</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>63</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>04/01/17 Wed</td>\n",
       "      <td>80</td>\n",
       "      <td>49</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>54</td>\n",
       "      <td>0</td>\n",
       "      <td>26</td>\n",
       "      <td>0</td>\n",
       "      <td>0.4819</td>\n",
       "      <td>3,96,612.64</td>\n",
       "      <td>4957.66</td>\n",
       "      <td>23</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>102</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>05/01/17 Thu</td>\n",
       "      <td>88</td>\n",
       "      <td>25</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>60</td>\n",
       "      <td>0</td>\n",
       "      <td>28</td>\n",
       "      <td>0</td>\n",
       "      <td>0.5301</td>\n",
       "      <td>4,81,843.95</td>\n",
       "      <td>5475.50</td>\n",
       "      <td>17</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>112</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "           Date  Total Occ  Arr.Rooms  Comp.Rooms  House Use  Deduct Indiv  \\\n",
       "0  01/01/17 Sun         53         26           3          0            53   \n",
       "1  02/01/17 Mon         51         34           2          0            50   \n",
       "2  03/01/17 Tue         54         28           1          0            53   \n",
       "3  04/01/17 Wed         80         49           2          0            54   \n",
       "4  05/01/17 Thu         88         25           2          0            60   \n",
       "\n",
       "   Non-Ded. Indiv  Deduct Group  Non-Ded. Group   Occ.% Room Revenue  \\\n",
       "0               0             0               0  0.3193  2,84,405.93   \n",
       "1               0             1               0  0.3072  2,48,816.27   \n",
       "2               0             1               0  0.3253  2,63,653.89   \n",
       "3               0            26               0  0.4819  3,96,612.64   \n",
       "4               0            28               0  0.5301  4,81,843.95   \n",
       "\n",
       "   Average Rate  Dep Rooms  Day Use Rooms  No Show Rooms  OOO Rooms  \\\n",
       "0       5366.15        102              1              0          0   \n",
       "1       4878.75         36              0              0          0   \n",
       "2       4882.48         25              0              0          0   \n",
       "3       4957.66         23              0              0          0   \n",
       "4       5475.50         17              0              0          0   \n",
       "\n",
       "   Adl. & Chl  \n",
       "0         101  \n",
       "1          69  \n",
       "2          63  \n",
       "3         102  \n",
       "4         112  "
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data = pd.read_excel (r\"C:/Users/DELL/Desktop/Projects/Hyatt/Report.xlsx\")\n",
    "\n",
    "data.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(577, 17)"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['Date', 'Total Occ', 'Arr.Rooms', 'Comp.Rooms', 'House Use',\n",
       "       'Deduct Indiv', 'Non-Ded. Indiv', 'Deduct Group', 'Non-Ded. Group',\n",
       "       'Occ.%', 'Room Revenue', 'Average Rate', 'Dep Rooms', 'Day Use Rooms',\n",
       "       'No Show Rooms', 'OOO Rooms', 'Adl. & Chl'],\n",
       "      dtype='object')"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.columns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Date              0\n",
       "Total Occ         0\n",
       "Arr.Rooms         0\n",
       "Comp.Rooms        0\n",
       "House Use         0\n",
       "Deduct Indiv      0\n",
       "Non-Ded. Indiv    0\n",
       "Deduct Group      0\n",
       "Non-Ded. Group    0\n",
       "Occ.%             0\n",
       "Room Revenue      0\n",
       "Average Rate      0\n",
       "Dep Rooms         0\n",
       "Day Use Rooms     0\n",
       "No Show Rooms     0\n",
       "OOO Rooms         0\n",
       "Adl. & Chl        0\n",
       "dtype: int64"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#data.info()\n",
    "data.isnull().sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Date               object\n",
       "Total Occ           int64\n",
       "Arr.Rooms           int64\n",
       "Comp.Rooms          int64\n",
       "House Use           int64\n",
       "Deduct Indiv        int64\n",
       "Non-Ded. Indiv      int64\n",
       "Deduct Group        int64\n",
       "Non-Ded. Group      int64\n",
       "Occ.%             float64\n",
       "Room Revenue       object\n",
       "Average Rate      float64\n",
       "Dep Rooms           int64\n",
       "Day Use Rooms       int64\n",
       "No Show Rooms       int64\n",
       "OOO Rooms           int64\n",
       "Adl. & Chl          int64\n",
       "dtype: object"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.dtypes"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "#Removing other ( week days) then date letters using str[] fun\n",
    "date=data['Date'].str[8:]\n",
    "date.head()\n",
    "\n",
    "\n",
    "#Removing Date Column Values \n",
    "data=data.drop('Date', axis=1)\n",
    "\n",
    "#Concating Date Column with data set\n",
    "df=pd.concat( [date, data], axis=1)\n",
    "#df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Date</th>\n",
       "      <th>Total Occ</th>\n",
       "      <th>Arr.Rooms</th>\n",
       "      <th>Comp.Rooms</th>\n",
       "      <th>House Use</th>\n",
       "      <th>Deduct Indiv</th>\n",
       "      <th>Non-Ded. Indiv</th>\n",
       "      <th>Deduct Group</th>\n",
       "      <th>Non-Ded. Group</th>\n",
       "      <th>Occ.%</th>\n",
       "      <th>Room Revenue</th>\n",
       "      <th>Average Rate</th>\n",
       "      <th>Dep Rooms</th>\n",
       "      <th>Day Use Rooms</th>\n",
       "      <th>No Show Rooms</th>\n",
       "      <th>OOO Rooms</th>\n",
       "      <th>Adl. &amp; Chl</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Sun</td>\n",
       "      <td>53</td>\n",
       "      <td>26</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>53</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.3193</td>\n",
       "      <td>284405</td>\n",
       "      <td>5366.15</td>\n",
       "      <td>102</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>101</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Mon</td>\n",
       "      <td>51</td>\n",
       "      <td>34</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>50</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0.3072</td>\n",
       "      <td>248816</td>\n",
       "      <td>4878.75</td>\n",
       "      <td>36</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>69</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Tue</td>\n",
       "      <td>54</td>\n",
       "      <td>28</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>53</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0.3253</td>\n",
       "      <td>263653</td>\n",
       "      <td>4882.48</td>\n",
       "      <td>25</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>63</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Wed</td>\n",
       "      <td>80</td>\n",
       "      <td>49</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>54</td>\n",
       "      <td>0</td>\n",
       "      <td>26</td>\n",
       "      <td>0</td>\n",
       "      <td>0.4819</td>\n",
       "      <td>396612</td>\n",
       "      <td>4957.66</td>\n",
       "      <td>23</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>102</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Thu</td>\n",
       "      <td>88</td>\n",
       "      <td>25</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>60</td>\n",
       "      <td>0</td>\n",
       "      <td>28</td>\n",
       "      <td>0</td>\n",
       "      <td>0.5301</td>\n",
       "      <td>481843</td>\n",
       "      <td>5475.50</td>\n",
       "      <td>17</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>112</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   Date  Total Occ  Arr.Rooms  Comp.Rooms  House Use  Deduct Indiv  \\\n",
       "0   Sun         53         26           3          0            53   \n",
       "1   Mon         51         34           2          0            50   \n",
       "2   Tue         54         28           1          0            53   \n",
       "3   Wed         80         49           2          0            54   \n",
       "4   Thu         88         25           2          0            60   \n",
       "\n",
       "   Non-Ded. Indiv  Deduct Group  Non-Ded. Group   Occ.%  Room Revenue  \\\n",
       "0               0             0               0  0.3193        284405   \n",
       "1               0             1               0  0.3072        248816   \n",
       "2               0             1               0  0.3253        263653   \n",
       "3               0            26               0  0.4819        396612   \n",
       "4               0            28               0  0.5301        481843   \n",
       "\n",
       "   Average Rate  Dep Rooms  Day Use Rooms  No Show Rooms  OOO Rooms  \\\n",
       "0       5366.15        102              1              0          0   \n",
       "1       4878.75         36              0              0          0   \n",
       "2       4882.48         25              0              0          0   \n",
       "3       4957.66         23              0              0          0   \n",
       "4       5475.50         17              0              0          0   \n",
       "\n",
       "   Adl. & Chl  \n",
       "0         101  \n",
       "1          69  \n",
       "2          63  \n",
       "3         102  \n",
       "4         112  "
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "\n",
    "df['Room Revenue']=((df['Room Revenue'].str.replace(',', '').astype(float)).astype(int))\n",
    "\n",
    "#df['Room Revenue'].str.replace(',', '').astype(float) for changing type and removing symbles ,\n",
    "#df['Room Revenue'].astype(int) for changing in to int\n",
    "\n",
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "#df['Date'].min() , df['Date'].max()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "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>Total Occ</th>\n",
       "      <th>Arr.Rooms</th>\n",
       "      <th>Comp.Rooms</th>\n",
       "      <th>House Use</th>\n",
       "      <th>Deduct Indiv</th>\n",
       "      <th>Non-Ded. Indiv</th>\n",
       "      <th>Deduct Group</th>\n",
       "      <th>Non-Ded. Group</th>\n",
       "      <th>Occ.%</th>\n",
       "      <th>Room Revenue</th>\n",
       "      <th>Average Rate</th>\n",
       "      <th>Dep Rooms</th>\n",
       "      <th>Day Use Rooms</th>\n",
       "      <th>No Show Rooms</th>\n",
       "      <th>OOO Rooms</th>\n",
       "      <th>Adl. &amp; Chl</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>577.000000</td>\n",
       "      <td>577.000000</td>\n",
       "      <td>577.000000</td>\n",
       "      <td>577.000000</td>\n",
       "      <td>577.000000</td>\n",
       "      <td>577.0</td>\n",
       "      <td>577.000000</td>\n",
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       "      <td>577.000000</td>\n",
       "      <td>577.000000</td>\n",
       "      <td>577.000000</td>\n",
       "      <td>577.000000</td>\n",
       "      <td>577.000000</td>\n",
       "      <td>577.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>122.644714</td>\n",
       "      <td>42.674177</td>\n",
       "      <td>2.190641</td>\n",
       "      <td>0.636049</td>\n",
       "      <td>110.665511</td>\n",
       "      <td>0.0</td>\n",
       "      <td>11.979203</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.739072</td>\n",
       "      <td>6.753099e+05</td>\n",
       "      <td>5466.357886</td>\n",
       "      <td>42.584055</td>\n",
       "      <td>0.431542</td>\n",
       "      <td>0.495667</td>\n",
       "      <td>0.053726</td>\n",
       "      <td>148.708839</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>34.640820</td>\n",
       "      <td>17.638674</td>\n",
       "      <td>2.054395</td>\n",
       "      <td>0.787897</td>\n",
       "      <td>32.214786</td>\n",
       "      <td>0.0</td>\n",
       "      <td>18.262256</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.208654</td>\n",
       "      <td>2.149849e+05</td>\n",
       "      <td>471.549316</td>\n",
       "      <td>23.162476</td>\n",
       "      <td>1.308059</td>\n",
       "      <td>1.324344</td>\n",
       "      <td>1.167659</td>\n",
       "      <td>37.333080</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>34.000000</td>\n",
       "      <td>8.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>32.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.204800</td>\n",
       "      <td>1.536170e+05</td>\n",
       "      <td>3944.300000</td>\n",
       "      <td>7.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>46.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>94.000000</td>\n",
       "      <td>30.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>85.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.566300</td>\n",
       "      <td>5.018610e+05</td>\n",
       "      <td>5197.660000</td>\n",
       "      <td>25.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>120.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>125.000000</td>\n",
       "      <td>41.000000</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>110.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.759000</td>\n",
       "      <td>6.824280e+05</td>\n",
       "      <td>5475.500000</td>\n",
       "      <td>37.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>152.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>157.000000</td>\n",
       "      <td>53.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>139.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>17.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.945800</td>\n",
       "      <td>8.603450e+05</td>\n",
       "      <td>5725.660000</td>\n",
       "      <td>52.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>176.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>166.000000</td>\n",
       "      <td>132.000000</td>\n",
       "      <td>16.000000</td>\n",
       "      <td>4.000000</td>\n",
       "      <td>166.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>122.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.384112e+06</td>\n",
       "      <td>8338.020000</td>\n",
       "      <td>148.000000</td>\n",
       "      <td>27.000000</td>\n",
       "      <td>10.000000</td>\n",
       "      <td>28.000000</td>\n",
       "      <td>313.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "        Total Occ   Arr.Rooms  Comp.Rooms   House Use  Deduct Indiv  \\\n",
       "count  577.000000  577.000000  577.000000  577.000000    577.000000   \n",
       "mean   122.644714   42.674177    2.190641    0.636049    110.665511   \n",
       "std     34.640820   17.638674    2.054395    0.787897     32.214786   \n",
       "min     34.000000    8.000000    0.000000    0.000000     32.000000   \n",
       "25%     94.000000   30.000000    1.000000    0.000000     85.000000   \n",
       "50%    125.000000   41.000000    2.000000    0.000000    110.000000   \n",
       "75%    157.000000   53.000000    3.000000    1.000000    139.000000   \n",
       "max    166.000000  132.000000   16.000000    4.000000    166.000000   \n",
       "\n",
       "       Non-Ded. Indiv  Deduct Group  Non-Ded. Group       Occ.%  Room Revenue  \\\n",
       "count           577.0    577.000000           577.0  577.000000  5.770000e+02   \n",
       "mean              0.0     11.979203             0.0    0.739072  6.753099e+05   \n",
       "std               0.0     18.262256             0.0    0.208654  2.149849e+05   \n",
       "min               0.0      0.000000             0.0    0.204800  1.536170e+05   \n",
       "25%               0.0      0.000000             0.0    0.566300  5.018610e+05   \n",
       "50%               0.0      4.000000             0.0    0.759000  6.824280e+05   \n",
       "75%               0.0     17.000000             0.0    0.945800  8.603450e+05   \n",
       "max               0.0    122.000000             0.0    1.000000  1.384112e+06   \n",
       "\n",
       "       Average Rate   Dep Rooms  Day Use Rooms  No Show Rooms   OOO Rooms  \\\n",
       "count    577.000000  577.000000     577.000000     577.000000  577.000000   \n",
       "mean    5466.357886   42.584055       0.431542       0.495667    0.053726   \n",
       "std      471.549316   23.162476       1.308059       1.324344    1.167659   \n",
       "min     3944.300000    7.000000       0.000000       0.000000    0.000000   \n",
       "25%     5197.660000   25.000000       0.000000       0.000000    0.000000   \n",
       "50%     5475.500000   37.000000       0.000000       0.000000    0.000000   \n",
       "75%     5725.660000   52.000000       1.000000       0.000000    0.000000   \n",
       "max     8338.020000  148.000000      27.000000      10.000000   28.000000   \n",
       "\n",
       "       Adl. & Chl  \n",
       "count  577.000000  \n",
       "mean   148.708839  \n",
       "std     37.333080  \n",
       "min     46.000000  \n",
       "25%    120.000000  \n",
       "50%    152.000000  \n",
       "75%    176.000000  \n",
       "max    313.000000  "
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.describe()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Total Occ and  Occ.% "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "count    577.000000\n",
      "mean     122.644714\n",
      "std       34.640820\n",
      "min       34.000000\n",
      "25%       94.000000\n",
      "50%      125.000000\n",
      "75%      157.000000\n",
      "max      166.000000\n",
      "Name: Total Occ, dtype: float64\n",
      "\n",
      "\n",
      "count    577.000000\n",
      "mean       0.739072\n",
      "std        0.208654\n",
      "min        0.204800\n",
      "25%        0.566300\n",
      "50%        0.759000\n",
      "75%        0.945800\n",
      "max        1.000000\n",
      "Name: Occ.%, dtype: float64\n"
     ]
    }
   ],
   "source": [
    "print(df['Total Occ'].describe())\n",
    "print('\\n')\n",
    "print(df['Occ.%'].describe())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "df['Total Occ'].plot.hist()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "- Minimum  Occ of Hotel is 34 (20%)\n",
    "- Maximum Occ of Hotel is 166 (100%)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Arr Rooms and Dep Rooms "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "count    577.000000\n",
      "mean      42.674177\n",
      "std       17.638674\n",
      "min        8.000000\n",
      "25%       30.000000\n",
      "50%       41.000000\n",
      "75%       53.000000\n",
      "max      132.000000\n",
      "Name: Arr.Rooms, dtype: float64\n",
      "\n",
      "\n",
      "count    577.000000\n",
      "mean      42.584055\n",
      "std       23.162476\n",
      "min        7.000000\n",
      "25%       25.000000\n",
      "50%       37.000000\n",
      "75%       52.000000\n",
      "max      148.000000\n",
      "Name: Dep Rooms, dtype: float64\n"
     ]
    }
   ],
   "source": [
    "print(df['Arr.Rooms'].describe())\n",
    "print('\\n')\n",
    "print(df['Dep Rooms'].describe())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x360 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize = (12,5))\n",
    "\n",
    "plt.subplot(1,2,1)\n",
    "plt.bar('Date', 'Arr.Rooms',  data=df)\n",
    "#plt.grid(True)\n",
    "plt.title('Numbers of Arr Rooms in weekdays')\n",
    "\n",
    "plt.subplot(1,2,2)\n",
    "plt.bar('Date', 'Dep Rooms',  data=df)\n",
    "#plt.grid(True)\n",
    "plt.title('Numbers of Dep Rooms in weekdays')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Min and Max Arr Rooms"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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XV9VhC7a5W5JPbzh/5fyyRb2dnuT0JDnqqKNWaAeArbzqdx8+ueYZj3vnGjphpx371v9zcs3bT/i9NXQC7AaPPGfLT227kQtOeeQaOlndo875k8k155/ykDV0AgCwmrHv4L39xvNV9agk919LR/NdLGpj0YattTOTnJkk+/btW7gNAAAAAMDN0dg/svZVWmvnJ1n1v62vqaojkmT+77ULtrkyyd03nD8yyVUr7g8AAAAA4GZp7Ec0nLTh7K3ylT9+tooLkjwxya/M/33rgm3emeSXq+pO8/MPS/L8FfcHAAAAAHCzNCrgTfJDG07fkOSKzP5Y2qCqelNmf1Dt0Kq6MskLMgt2/6CqnpLkfyV59HzbfUme1lp7amvtc1X1S0n+ar7ULx74g2sAAAAAAMyM/QzeJ62yeGvttCVXPXTBtvuTPHXD+bOSnLXKfgEAAAAAbglGfQZvVR1ZVedV1bVVdU1VnVtVR667OQAAAAAAlhv7R9Zen9ln5941yd2S/NH8MgAAAAAAdsjYgHdva+31rbUb5l9nJ9m7xr4AAAAAANjC2ID3+qp6XFUdMv96XJK/X2djAAAAAAAMGxvwPjnJY5J8NsnVSU5JstIfXgMAAAAA4ODYM3K7X0ryxNba55Okqr4xyUsyC34BAAAAANgBY9/B+50Hwt0kaa19Lsl3raclAAAAAADGGBvw3qqq7nTgzPwdvGPf/QsAAAAAwBqMDWl/PcmfV9U5SVpmn8f7orV1BQAAAADAlkYFvK21N1TV/iQPSVJJTmqt/c1aOwMAAAAAYNDoj1mYB7pCXQAAAACAXWLsZ/ACAAAAALDLCHgBAAAAADol4AUAAAAA6JSAFwAAAACgUwJeAAAAAIBO7dnpBoDd7Y9f+4jJNQ996oVr6GR1b3n9MZNrTnrSO758+s0r1P/whnrYLU5+6/RZTpJzTzDPu80j3vLSyTUXnvSTa+gEOPHc965Ud97JDzzInQAAt1TewQsAAAAA0CkBLwAAAABApwS8AAAAAACdEvACAAAAAHRKwAsAAAAA0CkBLwAAAABApwS8AAAAAACdEvACAAAAAHRKwAsAAAAA0CkBLwAAAABApwS8AAAAAACdEvACAAAAAHRKwAsAAAAA0CkBLwAAAABApwS8AAAAAACdEvACAAAAAHRKwAsAAAAA0CkBLwAAAABApwS8AAAAAACdEvACAAAAAHRqz043AOvy0d86YXLNvZ751i+f/vCrHzm5/juefsHkmiHvO/P4yTUPOP1tB7WHm+odrztucs0xT7loDZ0AsJs84tzXTK658OQfXUMn/Tr+nD9cqe5tpzz6IHeys0445+LJNW895WFr6AQAYGd4By8AAAAAQKcEvAAAAAAAnRLwAgAAAAB0SsALAAAAANApAS8AAAAAQKcEvAAAAAAAnRLwAgAAAAB0atsD3qq6V1VduuHri1X1nE3bPLiqvrBhm1/Y7j4BAAAAAHa7Pdu9w9baR5PcN0mq6pAkn0ly3oJN39taO347ewMAAAAA6MlOf0TDQ5N8orX2qR3uAwAAAACgOzsd8J6a5E1LrntAVX2wqt5eVf9h2QJVdXpV7a+q/dddd916ugQAAAAA2IV2LOCtqtskeWSSP1xw9QeS3KO1dp8kr0hy/rJ1Wmtnttb2tdb27d27dz3NAgAAAADsQjv5Dt5jk3ygtXbN5itaa19srf3T/PRFSW5dVYdud4MAAAAAALvZTga8p2XJxzNU1eFVVfPT98+sz7/fxt4AAAAAAHa9PTux06q6bZL/lOTHNlz2tCRprZ2R5JQkT6+qG5L8c5JTW2ttJ3oFAAAAANitdiTgba19KcmdN112xobTr0zyyu3uCwAAAACgJzv5EQ0AAAAAANwEAl4AAAAAgE4JeAEAAAAAOiXgBQAAAADolIAXAAAAAKBTe3a6AQAAYGf80DnnTa75o1NOXEMnt2wnnfu+yTVvOfkBa+gE2A0++JprJ9fc50cPW0MnQC+8gxcAAAAAoFMCXgAAAACATgl4AQAAAAA6JeAFAAAAAOiUgBcAAAAAoFMCXgAAAACATgl4AQAAAAA6JeAFAAAAAOiUgBcAAAAAoFMCXgAAAACATgl4AQAAAAA6JeAFAAAAAOiUgBcAAAAAoFMCXgAAAACATgl4AQAAAAA6JeAFAAAAAOiUgBcAAAAAoFMCXgAAAACATgl4AQAAAAA6JeAFAAAAAOiUgBcAAAAAoFN7droBAAAAbtme8JZPTa55w0n3WEMnq3vZeZ+dXPPsEw9fQycA3NJ4By8AAAAAQKcEvAAAAAAAnRLwAgAAAAB0SsALAAAAANApAS8AAAAAQKcEvAAAAAAAnRLwAgAAAAB0SsALAAAAANApAS8AAAAAQKcEvAAAAAAAnRLwAgAAAAB0SsALAAAAANApAS8AAAAAQKcEvAAAAAAAnRLwAgAAAAB0SsALAAAAANApAS8AAAAAQKcEvAAAAAAAndqxgLeqrqiqD1fVpVW1f8H1VVUvr6qPV9WHqup+O9EnAAAAAMButWeH9/+DrbXrl1x3bJJvnX99T5JXz/8FAAAAACC7+yMaTkjyhjbzF0nuWFVH7HRTAAAAAAC7xU6+g7clubiqWpL/p7V25qbr75bk0xvOXzm/7OqNG1XV6UlOT5Kjjjpqfd0yyWde+bTJNXd71hlr6AQAgN3qhHMuWqnuraccd5A7oXfPPe/KlepecuKRB7kTdtq733jd5JoHP3bvl0//+Rum1yfJ9z1h79YbAazJTr6D9/tba/fL7KMYnllVD9p0fS2oaTe6oLUzW2v7Wmv79u71gAoAAAAA3HLsWMDbWrtq/u+1Sc5Lcv9Nm1yZ5O4bzh+Z5Krt6Q4AAAAAYPfbkYC3qm5XVbc/cDrJw5JctmmzC5I8oWa+N8kXWmtXBwAAAACAJDv3Gbx3SXJeVR3o4fdaa++oqqclSWvtjCQXJTkuyceTfCnJk3aoVwAAAACAXWlHAt7W2ieT3GfB5WdsON2SPHM7+wIAAAAA6MlO/pE1AAAAAABuAgEvAAAAAECnBLwAAAAAAJ0S8AIAAAAAdErACwAAAADQKQEvAAAAAECnBLwAAAAAAJ0S8AIAAAAAdErACwAAAADQKQEvAAAAAECnBLwAAAAAAJ0S8AIAAAAAdErACwAAAADQKQEvAAAAAECnBLwAAAAAAJ0S8AIAAAAAdGrPTjcAy3zq5Y+aXHOPnzh/DZ0AAAAAwO7kHbwAAAAAAJ0S8AIAAAAAdErACwAAAADQKQEvAAAAAECnBLwAAAAAAJ0S8AIAAAAAdErACwAAAADQKQEvAAAAAECnBLwAAAAAAJ0S8AIAAAAAdErACwAAAADQKQEvAAAAAECnBLwAAAAAAJ0S8AIAAAAAdErACwAAAADQKQEvAAAAAECnBLwAAAAAAJ0S8AIAAAAAdErACwAAAADQKQEvAAAAAECn9ux0A+xOV7/q+ZNrjnjGf1tDJwAAwDo9+twPr1T3hyd/x0HuhJ127jnXT645+ZRD19BJ3/afde3kmn1PPuyg7f/yV18zuebbnn6Xg7b/g+HqX/v05JojfvbuB7WHz/7G5ZNrDv+pbzuoPcBY3sELAAAAANApAS8AAAAAQKcEvAAAAAAAnRLwAgAAAAB0SsALAAAAANApAS8AAAAAQKcEvAAAAAAAndr2gLeq7l5V/6OqLq+qj1TVsxds8+Cq+kJVXTr/+oXt7hMAAAAAYLfbswP7vCHJT7fWPlBVt09ySVW9q7X2N5u2e29r7fgd6A8AAAAAoAvb/g7e1trVrbUPzE//Y5LLk9xtu/sAAAAAAOjdjn4Gb1UdneS7krx/wdUPqKoPVtXbq+o/DKxxelXtr6r911133Zo6BQAAAADYfXYs4K2qr09ybpLntNa+uOnqDyS5R2vtPklekeT8Zeu01s5sre1rre3bu3fv+hoGAAAAANhldiTgrapbZxbuvrG19pbN17fWvtha+6f56YuS3LqqDt3mNgEAAAAAdrVtD3irqpK8LsnlrbXfWLLN4fPtUlX3z6zPv9++LgEAAAAAdr89O7DP70/y+CQfrqpL55f9X0mOSpLW2hlJTkny9Kq6Ick/Jzm1tdZ2oFcAAAAAgF1r2wPe1tqfJakttnllklduT0cAAAAAAH3asT+yBgAAAADATSPgBQAAAADolIAXAAAAAKBTAl4AAAAAgE4JeAEAAAAAOrVnpxvgxq4946WTaw572k9+1fnPvvpFk9c4/Ok/P7mGYZec8UOTa777aX+0hk4AALi5OuXcSybXnHPyd6+hk7791/Ounlzzn0884qDt/zVvuXaluh896bCD1sNucPGbrp9c87DTDl1DJ7dsn3z5ZyfX/LufOPzLp698yfT6I597+NYbMck1L3vf5Jq7PPsBa+iEdfMOXgAAAACATgl4AQAAAAA6JeAFAAAAAOiUgBcAAAAAoFMCXgAAAACATgl4AQAAAAA6JeAFAAAAAOiUgBcAAAAAoFMCXgAAAACATgl4AQAAAAA6JeAFAAAAAOiUgBcAAAAAoFMCXgAAAACATgl4AQAAAAA6JeAFAAAAAOiUgBcAAAAAoFMCXgAAAACATgl4AQAAAAA6JeAFAAAAAOiUgBcAAAAAoFMCXgAAAACATu3Z6QYOtute/buTa/Y+/XFfvcYZZ01f42lP3lB/xgr1T5tcAwAAAAe88S3XTa557El7D9r+3/YH169Ud/xjDj1oPcABn33JJybXHP7cbz5o+7/mpR+cXHOXn7zPV6/xm/unr/GcfZNrlrnm5e+dvv+feOBXnb/2FX8yeY3DfvwhX6l/5Tun1z/r4RvqL1yh/hFfdf7a3zp/+hrPfNRX6l/1h9Prn/HoSdt7By8AAAAAQKcEvAAAAAAAnRLwAgAAAAB0SsALAAAAANApAS8AAAAAQKcEvAAAAAAAnRLwAgAAAAB0SsALAAAAANApAS8AAAAAQKcEvAAAAAAAnRLwAgAAAAB0SsALAAAAANApAS8AAAAAQKcEvAAAAAAAnRLwAgAAAAB0SsALAAAAANApAS8AAAAAQKcEvAAAAAAAndqRgLeqjqmqj1bVx6vqeQuu/5qqevP8+vdX1dHb3yUAAAAAwO627QFvVR2S5LeSHJvk3klOq6p7b9rsKUk+31r7liQvTfKr29slAAAAAMDutxPv4L1/ko+31j7ZWvuXJL+f5IRN25yQ5Lfnp89J8tCqqm3sEQAAAABg16vW2vbusOqUJMe01p46P//4JN/TWnvWhm0um29z5fz8J+bbXL9gvdOTnD4/e68kHx3Y/aFJbrTGBDtdvxt6cBt2Rw9uw+7owW3YHT24DbujB7dhd/TgNuyOHtyG3dGD27A7enAbdkcPbsPu6MFt2B09uA27owe3Ydwa92it7d1yldbatn4leXSS1244//gkr9i0zUeSHLnh/CeS3Pkg7Ht/z/W7oQe3YXf04Dbsjh7cht3Rg9uwO3pwG3ZHD27D7ujBbdgdPbgNu6MHt2F39OA27I4e3Ibd0YPbsDt6cBsO3hqttR35iIYrk9x9w/kjk1y1bJuq2pPkG5J8blu6AwAAAADoxE4EvH+V5Fur6puq6jZJTk1ywaZtLkjyxPnpU5L8SZvH2gAAAAAAzOzZ7h221m6oqmcleWeSQ5Kc1Vr7SFX9YmZvS74gyeuS/E5VfTyzd+6eepB2f2bn9buhB7dhd/TgNuyOHtyG3dGD27A7enAbdkcPbsPu6MFt2B09uA27owe3YXf04Dbsjh7cht3Rg9uwO3pwGw7eGtv/R9YAAAAAADg4duIjGgAAAAAAOAgEvAAAAAAAvWqt3ey/kvxkko8kuSzJm5J87QprPHte/5Ekzxmx/VlJrk1y2YbLHj2v/7ck+1aof3GSv03yoSTnJbnjCmv80rz+0iQXJ7nrlPoN1z03SUty6MT9vzDJZ+b7vzTJcVNvw/zyH0/y0fn9+WsTe3jzhv1fkeTSFe7H+yb5i/ka+5Pcf2L9fZK8L8mHk/xRkjsM1N89yf9Icvn89j57fvk3JnlXkr+b/3unifWj5nGgfvQ8Dqwxah6X1Y+dx4H9j57HoR7GzONAD6PmcaB+yiwuW2PUPCb52iR/meSD8/r/e375NyV5/3wW35zkNhPrn5XfGQaVAAAWqElEQVTk40PfwxFrvHH+Pbgss5+5W0+sf938sg8lOSfJ10/tYcP1r0jyTyvchrOT/M8N83DfifWV5EVJPjb/Hv/ExPr3btj3VUnOX+E2PDTJB+Zr/FmSb5lY/5B5/WVJfjvJni3m4ZAkf53kbVNmcaB+9CwOrDFqFgfqR8/isjXGzuJAD6NmcaB+1CwO1I+exYE1Rs3iQP3UWbwis8fQSzP7mxLJyOfpgfopx42L6qceNy5aY8px443qN1w35rhx0f5fmGnHjQt7yPjjxkU9jD5uXFI/+nl6YI0px413zOyx428z+/l7wMRZXFQ/ehYH1phy3Liofsos3qh+yiwO9DB6Hpf1MGEWF+1/6muYRWtMOW5cVD/2mPFeG3q9NMkXkzxn4iwuW2Psa5hl9aNmcaB+yiwuXGPsPA7Vj5mlgdsw5XFt2RqjZmmgfsrj2o3ynEw/5lu0xpTj/6WZUkYcby3Z/9mZdry1aI3Rx1xL6qcc/y+qn3q8daNcLdMeF5bmchl3rLFo/4OznAnZXJKjk/zzhvv0jCX1Cx9Hkjx2fvmHkvx5kvsM3Z83un1TNu7xK8nd5j80Xzc//wdJfmTiGt8+H4LbZvaH6f57km/douZBSe636Zv4bZk9wL07Wx+oL6p/WOYvMJL8apJfXWGNO2w4/RNJzphSP7/87pn9kbxPbfHDs2j/L0zy3An3/aI1fnD+Pfia+fnDpt6GDdf/epJfWKGHi5McOz99XJJ3T6z/qyQ/MD/95CS/NFB/RJL7zU/fPrMH73sn+bUkz5tf/rxl8zBQP2oeB+pHz+PAGqPmcVn92Hkc2P/oeRxYY9Q8Dt2GMfM4sP8ps7hsjVHzmNkBxNfPT986s4Oq783scfXU+eVnJHn6xPrvyuzJ8Ipl38MRaxw3v64yO+CY2sPGWfyNzH+2pqwxP78vye9kOOBd1sPZSU4ZMYvL6p+U5A1JbrXFLC7tf8M25yZ5wgo9fCzJt80vf0aSsyfUf1+STye55/zyX0zylC3ui59K8nv5Sig3ahYH6kfP4sAao2ZxoH70LC5bY+wsDvQwahYH6kfN4lD/Y2dxoIdRs7ioPrPfcJs6izeamYx8nh6on3LcuKh+6nHjojWmHDcu/LnJ+OPGRft/YaYdNy5aY8px48LbsOH6wePGJfsf/Tw9sMaU48bfTvLU+enbZBbSTZnFRfWjZ3FgjSnHjYvqp8zijeqnzOJAD6PncUn9lFlceBvGzuJAD1OOGxfVj57FDesckuSzSe4xZRYH1pg0jwvqJz02LqgfPYvL1pg6jwt6GD1Ly/Y/ZZaW9DDpsW1B/djXHwvznEw45htYY9Qx17L6+ekxx/7L9n92Rh5vDawx9vh/y1wsA8dcA/sffbyVJblaxucaS3O5jMsElu1/cJYzIZvL7HXE5vxsdC6X2euhO81PH5vk/WPm48DXLeUjGvYk+bqq2pPZN/OqifXfluQvWmtfaq3dkORPk5w4VNBae0+Sz2267PLW2kfH7HBJ/cXz/Sez/2E4coU1vrjh7O0y+x+O0fVzL03ys0O1W9SPtmSNpyf5ldba/55vc+0qPVRVJXlMZi/Ap/bQktxhfvobMjBTS+rvleQ989PvSnLyQP3VrbUPzE//Y2b/M3e3JCdkduCV+b+PmlI/dh4H6kfP48Aao+Zx4D5IRszjFvWjDKwxah636mGreRyonzKLy9YYNY9t5p/mZ289/2qZvdPtnPnlQ7O4sL619tettSuW9T1yjYvm17XM3hm6cB4H6r+YfPn78HUZnqeFa1TVIZn9b+7PrnIbhmpG1j89yS+21v5tvt2yWRzcf1XdPrPv6fkr9DBqHpfU/2uS/91a+9j88sHHxqo6Mskjkrx2fr4ychYX1c/7Gj2LA2uMmsWB+tGzuGyNsbO4rH6KJfWjZnGr/Y+ZxYE1Rj82Lqi/cybM4oBRz9PLjH2eHqifdNy4ZI3Rx40DRh03rtHo48YhY48bFxg9iwNGPU9X1R0yeyH5uiRprf1La+0fMnIWl9VPmcWBNUbN40D9qFkcuA+SkbO4xRpbGqgfNYtb7X/MLA6sMWoeB+pHv4bZ4KFJPtFa+1RWf1z88horPjZurF/lsXFj/aqPixvvh2T6Y+PG+lUe1zbvf5XHtY1rrPLYtrF+yixtznOuzoRjviVrXDXxmOtG9VOOtxbVj6gZs8boY66hHkYecy2qnzIHy3K1sY8LQ7ncmJ+nZfWDt6HdxGxuSf3Cx5HW2p+31j4/Zt1FbvYBb2vtM0lekuR/ZfZA8IXW2sUTl7ksyYOq6s5VddvMUv27H9xOJ3tykrevUlhVL6qqT2f29u9fmFj7yCSfaa19cJV9zz2rqj5UVWdV1Z1WqL9nkgdW1fur6k+r6v9YsY8HJrmmtfZ3K9Q+J8mL5/fjS5I8f2L9ZUkeOT/96Iycp6o6OrN3mL0/yV1aa1cns+AuyWET6ycbqB89j5vXmDqPG+tXmccFt2HyPG5aY/I8LrkfR8/jpvqVZnHTGqPnsaoOqapLM/s1k3cl+USSf9jwBHdlBsLzzfWttcmzOLRGVd06yeOTvGNqfVW9PrN3Ffz7zH7VamoPz0pywYGfyxVvw4vm8/jSqvqaifXfnOSHq2p/Vb29qr51hf0nswOdP9504DF2jacmuaiqrszs+/ArY+szC0NvXVX75puckuHHxt/M7EDu3+bn75wJs7igfhVL1xgzi8vqp8zikjVGz+KyHjJyFpfUj57Fgf0nI2dxyRqjZ3FB/fWZNovJ7MD84qq6pKpOn1825Xl6Uf0UW9WPeZ5euMaE5+kb1U98nl52G6Y8Ty9aY8rz9ND9OOZ5elH91OfpRWuMfZ7+d0muS/L6qvrrqnptVd0u42dxWf0UY9YYmsel9SNncWH9xFkcug1j5nFZ/dhZ3Oo+HDOLy9YYO4/L6ld5DXNqvhIgTn79smCNVSyrH/sa5qvqJzwuLlxjldcwm3pY5fXwovtg6uvhjWus8hpkY/2oWVqU5yS5JBOO+YYyoTHHXAP1o463tsikRh1vDawx6phrRC42eMw1UD/leGtZrjb2cWFh/YSfp2X7v6nZzubHkW+aP27+aVU9cFnRiMeRp2Rq5tcmvN23x68kd0ryJ0n2ZvYOofOTPG6FdZ6S2WeLvCezXwF46Yiao7P482vfnXG/3rSs/ucz+5yPWnWN+XXPz6bPjhyqz+x/ad6f5Bvm56/I1r/e9FX7T3KXzH4141aZfVbMWVNvQ2Y/mC/P7Ndf75/ZrwosvS8G7sdXJ/npkd//zT28PMnJ89OPSfLfJ9b/+8x+FeCSJC9I8vcjevj6+fYnzc//w6brPz+lfoV5XFY/ZR4XrjFhHr9cv+I8br4PV5nHzWtMncdl9+OoeVyw/0mzuGSNVebxjpl9nu8Dk3x8w+V3T/LhCfXfvuGyLb+HI9Z4TZLfvAn1hyR5VZInTVzjQZl97tSBX9XZ8tfiN/eQ2UdoVJKvyex/r7f8dblN9f90YIbmPyPvXfE+ePuBmVrhNrwlyffML/+ZJK+dWP+AzD4L7C+T/Nckf72k5vgkr5qffnBmv1a/d+wsLqrfdP2WszhijcFZHFG/5SwuuR/uOnYWl/UwdhYH6kfN4oj7YMtZHOhh1CwO1I+axQ3rHPjstMMy+zy/B2XC8/Si+g3XvTtbf0TDUP2o5+mhNeaXDz5PL7kPRj9PL6mf9Dy9ZI3Rz9Nb3I9bPk8v2f/UY8ZFa4x6ns7sV4Vv2DD7L8vsc/5GzeKy+omzuNUag/O4Vf1Ws7ik/sUTZ3HZ/ThqHgfqR83iiPtwzCwu62HUPA7UTzpmzOyjHa7PLMDJ2FkcWmPKPG5RP/axcWH9VrO4bI2s9hpm8/049fXHsvtgyuvhzT1MfWzbXD/2cW1RnvP4THj9sWSNx224fvCYa0n9EzL+eGvh/jPh2H9gjbHHXFvdB4PHXAP7n3TsnwW5WqYdLy2qn/L4vqh+y1nOyGxu/r288/z0d2f2kV93WFY/3+5GjyOZfQzL5QfWGvs1esNevzL736DXbTj/hMwP5G/Cmr+c5Bkjtls2BO/OigFvkidm9mHktx3Z69Ag3WPZdYvqk3xHZu+0umL+dUNm/4Nz+Ir7X3rd0HaZvRvqwRvOfyLJ3on3454k1yQ5cpX7MbP/OTzwQ1xJvngTvg/3TPKXW9TfOrPPlPmpDZd9NMkR89NHJPnolPop87isfso8DvUwZh4310+dxxH733Iel3wfRs/jwP04ah6X7H/qLG51P2w5jxu2fUFmT+TX5ysHNw9I8s4J9c/dcP6KTAh4N68xP31+5p9BtUoP88t+IAs+C3SLNV6Q2f/+H5jHf8uGA88Venjw2B4O1Gf2Qf9Hb5iFL6xwH945yd9n4h8j3TALn9hw2VFJ/uYm3AcPS/IHS7b/b5m9W+OK+f3+pcz+uNmoWVxS/7tTZnFojTGzuFUPY2ZxyRqfHzuLI3tYOovL6sfO4hb34ahZXLLGhWNnceR9sHQWl6z5wsx+Jkc/Ty+q33D+3Rn5OZOb6zPxuHFZD/PLtjxu3FT/XzLxuHGL/R89dv+bvg+TjhuX3I+Tjhs37X/S8/SI+2Hp83SSw5NcseH8A+c/D6NmcVn9lFkcWmPMPG7Vw1azuKT+j6fM4sgels7jwPdh1CxucR+OPWZc1sOoeRx5H4x5DXNCkos3nJ/8uLh5jSnzuKx+zCxutf+tZnHZGlntNfXm+3Hq6+FF98HU18Obe5j6GmTofhx6XFuU57w6E15/LFnjVZu2WXrMtaT+f2b88daY/T942f6H1sj4Y66lPWTEMdfA92GlY//59r+c2ef2rnq89MuZ/dG0VY81Dux/y1nOitlc5o9Ti+o3bPNVjyNJvjOzn+l7jr0vD3zd7D+iIbNv7vdW1W2rqjL73JfLpy5SVYfN/z0qs/8ZuSm/IrKSqjomyc8leWRr7UsrrrHxLfuPzOwBYZTW2odba4e11o5urR2d2Qui+7XWPjth/0dsOHtiZv/7ONX5mX0+TKrqnvnK/wZO8R+T/G1r7coV9p/MPpflB+anH5LZX3wcbcM83SrJf87sf4+WbVuZff7V5a2139hw1QWZPahk/u9bJ9aP7XVh/ZR5HFhj1Dwuqp8yjwP7Hz2PA/fjqHnc4vuw5TwO1I+exYH7YdQ8VtXeqrrj/PTXzfu+PLN3X54y32xoFhfVj34MGlqjqp6a5OFJTmvzz6CaUP/RqvqW+WWV5IeG+lqyxiWttcM3zOOXWmvfMvE2HLGhh0dlyTwO3I9fnsXMZuJjE+uT2cHb21pr/9+y2z+wxuVJvmH+c5Ak/ylLnm8H7oMDs/g1mT2+LJzF1trzW2tHzu/rU5P8SWvtsRk5i0vqHzd0m8euMXYWF9UnefyUWVzSw53GzuLAbRg1iwP346hZ3OL7MGoWl9yPJ2TkLA7cB6Nmcb7N7Wr22XWZ/wrzwzK7z8Y+Ty+rH2VZ/cTn6WVrjH2eXlT/VxOep5ftf8rz9LL7cezz9ND3Yczz9LL6Kc/Ty+6HUc/T8/v201V1r/lFD03yNxk5iwP1oy1bY+w8DtSPmsUl9R+Y8hpmoIdR8zhwP46axS2+D6NewwysMWoeB+6D0a9h5v7/9u4uVLMpDOD4/zFCEuJK0kxSpIQhkaHJXJArohhFyQ03uBk3XCC5UcqNlI98hZKPuOEC+crXZOY4x2eYmXBDcSE1E1ku1jrjeGfv9a51GhfvO/9fnc5599nPs9d+z3P2Xnvtvd+9mf8eNzfV4pQcvf4T37NtHIlfzfH03hyrPKaefA96j4eH3sPe4+HJHL3Hw5PvY2stDY3nfEFjn6+S48uOPtdQ/P2t/a3K8pv6W7UcNPa5KvHQ1uca+zs09beWxfC4WvN2YSD+yZ7/p5Hld4/tjG1HyjHOmvLzieSHuH0/ED+4HSntehG4Nv37LIh2vSPCs/gF3FXesCXyEw4PXUWOd8kFvABsapj/WfJnk/xJLrIbyB2BH4E95LNltbNMQ/Hfki/x3l6+qk/sHMnxQnkfPgNeJT/oqjl+4vc7qV/+PrT8p4DFsvxXKGdqOnMcQr5CaIl8ef1FvetAfmLljY1/+6E2bCDfTrJAviXgrM74W8gb32/In1NTu6VmA/nz2D5b8be/lHym7Q3yBugN4JjO+KZ6rMQ312MlR1M9jsW31mNl+c31WMnRVI+1dWipx8rye2pxLEdTPZLPJm4r8UuU24jIn9P2camJ5xnZxlbiby61+Bd5Bzt6a08lx1/kM53L6zV2S/k+8eRbLd8vtbBEvhL0yN42TMxTu01rbB3eXNGGp4EjOuOPJl+ds0g+m3x6b/vJZ5kvadgujrXh8rL8hZLrxM74+8gdw6+BW6e1o8Rs5N/b6ptqsRLfXIuVHE21OBTfW4tjbWitxco6NNViJb6pFmvtb63FShuaarES31yLpe4WytfnwO1leut+eiy+dT89Ft+znx7L0bqfHoyfmGcn4/vpseX37KfHcrTup0fXgbb99Njye/bTYzl6+o1nAFvLe/Yy+bbaplqsxDcfw1Ry9NTjUHzPMcw+8a21OKUNPfU4FN9zDDO4Di21OKUNPfU4FN9Ti4eTrwo8asW05lqs5Og5ph6K76nFofjmWhzL0VOPI23oqaXB5XfW0lAbemppKL6nlvYZz6GzzzeSo6f/Xx1TYkp/a2T5Xf2tkRzNfa6xdaC9/z+0/K7+FgPjavTto6rjckz/fxpafrWW6RibIz8s8POS61PyiYPmcTnyA39/W5F3a8v/6PLX8mXIkiRJkiRJkqQZcyB8RIMkSZIkSZIkzSUHeCVJkiRJkiRpRjnAK0mSJEmSJEkzygFeSZIkSZIkSZpRDvBKkiRJkiRJ0oxygFeSJElzJSIuj4gUEaesMv7xiNgREdsjYiEiNu3vNkqSJEn7iwO8kiRJmjebgfeAqyd/ERFrJl5HRAz1ibeklM4AbgUe+l9aKUmSJO0HDvBKkiRpbkTEEcD5wA2UAd6I2BgRb0XEM8BiRKyLiC8j4kHgU+CESsoPgONX5N8UEdsiYjEiHouIQ6dM3xkR90bEBxGxNSLWR8TrEfFdRNxY5jkuIt4pVwwvRcQF/8d7I0mSpPnkAK8kSZLmyWXAaymlb4BfI2J9mX4OcHtK6dTy+mTgyZTSmSmlXZV8lwAvA0TEYcDjwFUppdOAg4GbxqavyPFDSuk84N0y35XAucDd5ffXAK+XK4ZPB7avct0lSZJ0AHKAV5IkSfNkM/Bc+fm58hrg45TSjhXz7UopfVjJc19EfA88Ddxbpp0M7CiDxwBPABdWpi97pXxfBD5KKf2eUvoF2B0RRwOfANdHxJ3AaSml39tXV5IkSQc6B3glSZI0FyLiWOAi4JGI2AlsAa4CAvhjYvbJ15O2ACcBd5AHbCl5Bhc9Jdee8v3vFT8vvz44pfQOeUD4J+CpiLhuSj5JkiRpLwd4JUmSNC+uJH/swtqU0rqU0gnADmDDapKllP4GHgAOioiLga+AdRFxUpnlWuDtyvQmEbEW+Dml9DDwKLB+SogkSZK0lwO8kiRJmhebgZcmpr1A/ozbqoh4JCLOnpyeUkrAPcBtKaXdwPXA8xGxSL4C96Gx6R3t3ghsj4htwBXkQWVJkiSpSeQ+qyRJkiRJkiRp1ngFryRJkiRJkiTNKAd4JUmSJEmSJGlGOcArSZIkSZIkSTPKAV5JkiRJkiRJmlEO8EqSJEmSJEnSjHKAV5IkSZIkSZJmlAO8kiRJkiRJkjSj/gFmgOKhS6wBZAAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 1728x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(24,8))\n",
    "sns.countplot(x=\"Arr.Rooms\", data=df)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "- Minimum  Arr Rooms per day is 8 \n",
    "- Maximum  Arr Rooms per day is 132 \n",
    "- Mostly (25% to 75% ) Arr Rooms  20 to 51 only \n",
    "\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Min and Max Dep Rooms"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1728x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(24,8))\n",
    "sns.countplot(x=\"Dep Rooms\", data=df)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "- Minimum  Dep Rooms per day is 7 \n",
    "- Maximum  Dep Rooms per day is 148"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "df.groupby('Date')['Arr.Rooms', 'Dep Rooms'].agg(['sum']).plot.bar()\n",
    "plt.title('Arr and Dep Rooms in Weekdays')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "- Mostly Arr on Monday and Sunday\n",
    "- Mostly Dep on Friday "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Average Rate for Room"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "count     577.000000\n",
       "mean     5466.357886\n",
       "std       471.549316\n",
       "min      3944.300000\n",
       "25%      5197.660000\n",
       "50%      5475.500000\n",
       "75%      5725.660000\n",
       "max      8338.020000\n",
       "Name: Average Rate, dtype: float64"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df['Average Rate'].describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1296x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize = (18,8))\n",
    "\n",
    "plt.plot( 'Average Rate',  data=df)\n",
    "plt.title('Average Rate of Room')\n",
    "#plt.grid(True)\n",
    "plt.show()\n",
    "\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "- Minimum  Average Rate of Room per day is Rs.3944.30\n",
    "- Maximum  Average Rate of Room per day is Rs.8338.02\n",
    "- Rate flow in Between Rs.4500 to Rs.6500 "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
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\n",
      "text/plain": [
       "<Figure size 3312x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "\n",
    "plt.figure(figsize=(46,4))\n",
    "\n",
    "sns.countplot(x='Adl. & Chl', data=df)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x720 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(12,10))\n",
    "df['Total Occ'].head(60).value_counts().head(10).plot.pie(autopct=\"%1.1f%%\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "315\n",
      "183\n",
      "66\n",
      "21\n"
     ]
    }
   ],
   "source": [
    "#Total Occ more then 120 rooms \n",
    "group_A=df[df['Total Occ']>=120]\n",
    "High= group_A['Total Occ']\n",
    "\n",
    "#Total Occ Between 80 to 120 rooms\n",
    "group_B=df[df['Total Occ'].between(80,120)]\n",
    "Medium= group_B['Total Occ']\n",
    "\n",
    "#Total Occ Between 60 to 80 rooms\n",
    "group_C=df[df['Total Occ'].between(60,80)]\n",
    "Low= group_C['Total Occ']\n",
    "\n",
    "#Total Occ lessthan 60 Rooms\n",
    "group_D=df[df['Total Occ']<=60]\n",
    "Very_low= group_D['Total Occ']\n",
    "\n",
    "print(High.size)\n",
    "print(Medium.size)\n",
    "print(Low.size)\n",
    "print(Very_low.size)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#Creating Data\n",
    "labels= 'High', 'Medium', 'Low', 'Very_low'\n",
    "sizes= [315, 183, 66, 21]\n",
    "\n",
    "#colors= ['yellowgreen', 'glod', 'lightskyblue', 'lightcoral']\n",
    "explode=(0, 0, 0, 0)\n",
    "\n",
    "plt.pie(sizes, explode=explode, labels= labels,  autopct='%1.1f%%', shadow=True)\n",
    "\n",
    "centre_circle= plt.Circle((0,0), 0.75, color='black', fc='white', linewidth=1.25)\n",
    "\n",
    "fig= plt.gcf()\n",
    "fig.gca().add_artist(centre_circle)\n",
    "\n",
    "plt.axis('equal')\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "- 54% days  Total Occ is High (more then 120 Rooms)\n",
    "- 3.6% days Total Occ is Very_Low (less than 50 Rooms)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Total Rooms Revenue Chart"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1296x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize = (18,8))\n",
    "\n",
    "plt.plot( 'Room Revenue',  data=df)\n",
    "plt.title('Total Revenue of  Rooms per day')\n",
    "plt.grid(True)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "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": "3.7.3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}