Exploratory Analysis Problem 1.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Project Website: https://mohamedirfansh.github.io/Airbnb-Data-Science-Project/"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Problem Definition: What are the factors and features of a listing that make an AirBnb listing more expensive?"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Practical Motivation\n",
    "\n",
    "AirBnb has provided many travellers a great, easy and convenient place to stay during their travels. Similarly, it has also However, with so many listings available with varying prices, how can an aspiring host know what type of property to invest in if his main aim is to list it in AirBnb and earn rental revenue? Additionally, if a traveller wants to find the cheapest listing available but with certain features he prefers like 'free parking' etc, how does he know what aspects to look into to find a suitable listing? There are many factors which influence the price of a listing. Which is why we aim to find the most important factors that affect the price and more importantly the features that is common among the most expensive listings. This will allow an aspiring AirBnb host to ensure that his listing is equipped with those important features such that he will be able to charge a higher price without losing customers. Moreover, a traveller will also know the factors to look into to get the lowest price possible while having certain features he prefers."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**The above problem definition can be broken down into 3 sub-problems each one targeting a different aspect of the dataset**. By analysing the dataset with respect to each sub-problem, we can gain useful statistical insights into the data. Afterwards, machine learning techniques and algorithmic optimisation will be performed on the dataset to determine the most important variables that influence the price of an AirBnb listing."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Sub-Problem 1: What are the features/facilities/ammenities of a property that affects its price?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Importing required libraries\n",
    "import pandas as pd\n",
    "import numpy as np\n",
    "import seaborn as sb\n",
    "import matplotlib.pyplot as plt\n",
    "sb.set()\n",
    "\n",
    "from collections import Counter"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>id</th>\n",
       "      <th>listing_url</th>\n",
       "      <th>scrape_id</th>\n",
       "      <th>last_scraped</th>\n",
       "      <th>name</th>\n",
       "      <th>summary</th>\n",
       "      <th>space</th>\n",
       "      <th>description</th>\n",
       "      <th>experiences_offered</th>\n",
       "      <th>neighborhood_overview</th>\n",
       "      <th>...</th>\n",
       "      <th>review_scores_value</th>\n",
       "      <th>requires_license</th>\n",
       "      <th>license</th>\n",
       "      <th>jurisdiction_names</th>\n",
       "      <th>instant_bookable</th>\n",
       "      <th>cancellation_policy</th>\n",
       "      <th>require_guest_profile_picture</th>\n",
       "      <th>require_guest_phone_verification</th>\n",
       "      <th>calculated_host_listings_count</th>\n",
       "      <th>reviews_per_month</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td>0</td>\n",
       "      <td>241032</td>\n",
       "      <td>https://www.airbnb.com/rooms/241032</td>\n",
       "      <td>20160104002432</td>\n",
       "      <td>2016-01-04</td>\n",
       "      <td>Stylish Queen Anne Apartment</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Make your self at home in this charming one-be...</td>\n",
       "      <td>Make your self at home in this charming one-be...</td>\n",
       "      <td>none</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>10.0</td>\n",
       "      <td>f</td>\n",
       "      <td>NaN</td>\n",
       "      <td>WASHINGTON</td>\n",
       "      <td>f</td>\n",
       "      <td>moderate</td>\n",
       "      <td>f</td>\n",
       "      <td>f</td>\n",
       "      <td>2</td>\n",
       "      <td>4.07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>1</td>\n",
       "      <td>953595</td>\n",
       "      <td>https://www.airbnb.com/rooms/953595</td>\n",
       "      <td>20160104002432</td>\n",
       "      <td>2016-01-04</td>\n",
       "      <td>Bright &amp; Airy Queen Anne Apartment</td>\n",
       "      <td>Chemically sensitive? We've removed the irrita...</td>\n",
       "      <td>Beautiful, hypoallergenic apartment in an extr...</td>\n",
       "      <td>Chemically sensitive? We've removed the irrita...</td>\n",
       "      <td>none</td>\n",
       "      <td>Queen Anne is a wonderful, truly functional vi...</td>\n",
       "      <td>...</td>\n",
       "      <td>10.0</td>\n",
       "      <td>f</td>\n",
       "      <td>NaN</td>\n",
       "      <td>WASHINGTON</td>\n",
       "      <td>f</td>\n",
       "      <td>strict</td>\n",
       "      <td>t</td>\n",
       "      <td>t</td>\n",
       "      <td>6</td>\n",
       "      <td>1.48</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>2</td>\n",
       "      <td>3308979</td>\n",
       "      <td>https://www.airbnb.com/rooms/3308979</td>\n",
       "      <td>20160104002432</td>\n",
       "      <td>2016-01-04</td>\n",
       "      <td>New Modern House-Amazing water view</td>\n",
       "      <td>New modern house built in 2013.  Spectacular s...</td>\n",
       "      <td>Our house is modern, light and fresh with a wa...</td>\n",
       "      <td>New modern house built in 2013.  Spectacular s...</td>\n",
       "      <td>none</td>\n",
       "      <td>Upper Queen Anne is a charming neighborhood fu...</td>\n",
       "      <td>...</td>\n",
       "      <td>10.0</td>\n",
       "      <td>f</td>\n",
       "      <td>NaN</td>\n",
       "      <td>WASHINGTON</td>\n",
       "      <td>f</td>\n",
       "      <td>strict</td>\n",
       "      <td>f</td>\n",
       "      <td>f</td>\n",
       "      <td>2</td>\n",
       "      <td>1.15</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>3</td>\n",
       "      <td>7421966</td>\n",
       "      <td>https://www.airbnb.com/rooms/7421966</td>\n",
       "      <td>20160104002432</td>\n",
       "      <td>2016-01-04</td>\n",
       "      <td>Queen Anne Chateau</td>\n",
       "      <td>A charming apartment that sits atop Queen Anne...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>A charming apartment that sits atop Queen Anne...</td>\n",
       "      <td>none</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>f</td>\n",
       "      <td>NaN</td>\n",
       "      <td>WASHINGTON</td>\n",
       "      <td>f</td>\n",
       "      <td>flexible</td>\n",
       "      <td>f</td>\n",
       "      <td>f</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>4</td>\n",
       "      <td>278830</td>\n",
       "      <td>https://www.airbnb.com/rooms/278830</td>\n",
       "      <td>20160104002432</td>\n",
       "      <td>2016-01-04</td>\n",
       "      <td>Charming craftsman 3 bdm house</td>\n",
       "      <td>Cozy family craftman house in beautiful neighb...</td>\n",
       "      <td>Cozy family craftman house in beautiful neighb...</td>\n",
       "      <td>Cozy family craftman house in beautiful neighb...</td>\n",
       "      <td>none</td>\n",
       "      <td>We are in the beautiful neighborhood of Queen ...</td>\n",
       "      <td>...</td>\n",
       "      <td>9.0</td>\n",
       "      <td>f</td>\n",
       "      <td>NaN</td>\n",
       "      <td>WASHINGTON</td>\n",
       "      <td>f</td>\n",
       "      <td>strict</td>\n",
       "      <td>f</td>\n",
       "      <td>f</td>\n",
       "      <td>1</td>\n",
       "      <td>0.89</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 92 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "        id                           listing_url       scrape_id last_scraped  \\\n",
       "0   241032   https://www.airbnb.com/rooms/241032  20160104002432   2016-01-04   \n",
       "1   953595   https://www.airbnb.com/rooms/953595  20160104002432   2016-01-04   \n",
       "2  3308979  https://www.airbnb.com/rooms/3308979  20160104002432   2016-01-04   \n",
       "3  7421966  https://www.airbnb.com/rooms/7421966  20160104002432   2016-01-04   \n",
       "4   278830   https://www.airbnb.com/rooms/278830  20160104002432   2016-01-04   \n",
       "\n",
       "                                  name  \\\n",
       "0         Stylish Queen Anne Apartment   \n",
       "1   Bright & Airy Queen Anne Apartment   \n",
       "2  New Modern House-Amazing water view   \n",
       "3                   Queen Anne Chateau   \n",
       "4       Charming craftsman 3 bdm house   \n",
       "\n",
       "                                             summary  \\\n",
       "0                                                NaN   \n",
       "1  Chemically sensitive? We've removed the irrita...   \n",
       "2  New modern house built in 2013.  Spectacular s...   \n",
       "3  A charming apartment that sits atop Queen Anne...   \n",
       "4  Cozy family craftman house in beautiful neighb...   \n",
       "\n",
       "                                               space  \\\n",
       "0  Make your self at home in this charming one-be...   \n",
       "1  Beautiful, hypoallergenic apartment in an extr...   \n",
       "2  Our house is modern, light and fresh with a wa...   \n",
       "3                                                NaN   \n",
       "4  Cozy family craftman house in beautiful neighb...   \n",
       "\n",
       "                                         description experiences_offered  \\\n",
       "0  Make your self at home in this charming one-be...                none   \n",
       "1  Chemically sensitive? We've removed the irrita...                none   \n",
       "2  New modern house built in 2013.  Spectacular s...                none   \n",
       "3  A charming apartment that sits atop Queen Anne...                none   \n",
       "4  Cozy family craftman house in beautiful neighb...                none   \n",
       "\n",
       "                               neighborhood_overview  ... review_scores_value  \\\n",
       "0                                                NaN  ...                10.0   \n",
       "1  Queen Anne is a wonderful, truly functional vi...  ...                10.0   \n",
       "2  Upper Queen Anne is a charming neighborhood fu...  ...                10.0   \n",
       "3                                                NaN  ...                 NaN   \n",
       "4  We are in the beautiful neighborhood of Queen ...  ...                 9.0   \n",
       "\n",
       "  requires_license license jurisdiction_names instant_bookable  \\\n",
       "0                f     NaN         WASHINGTON                f   \n",
       "1                f     NaN         WASHINGTON                f   \n",
       "2                f     NaN         WASHINGTON                f   \n",
       "3                f     NaN         WASHINGTON                f   \n",
       "4                f     NaN         WASHINGTON                f   \n",
       "\n",
       "  cancellation_policy  require_guest_profile_picture  \\\n",
       "0            moderate                              f   \n",
       "1              strict                              t   \n",
       "2              strict                              f   \n",
       "3            flexible                              f   \n",
       "4              strict                              f   \n",
       "\n",
       "  require_guest_phone_verification calculated_host_listings_count  \\\n",
       "0                                f                              2   \n",
       "1                                t                              6   \n",
       "2                                f                              2   \n",
       "3                                f                              1   \n",
       "4                                f                              1   \n",
       "\n",
       "  reviews_per_month  \n",
       "0              4.07  \n",
       "1              1.48  \n",
       "2              1.15  \n",
       "3               NaN  \n",
       "4              0.89  \n",
       "\n",
       "[5 rows x 92 columns]"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Importing the listing dataset\n",
    "listingsDF = pd.read_csv('datasets/listings.csv')\n",
    "listingsDF.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Data type :  <class 'pandas.core.frame.DataFrame'>\n",
      "Data dims :  (3818, 92)\n"
     ]
    }
   ],
   "source": [
    "print(\"Data type : \", type(listingsDF))\n",
    "print(\"Data dims : \", listingsDF.shape)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Data Cleaning"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>id</th>\n",
       "      <th>name</th>\n",
       "      <th>summary</th>\n",
       "      <th>longitude</th>\n",
       "      <th>latitude</th>\n",
       "      <th>space</th>\n",
       "      <th>description</th>\n",
       "      <th>instant_bookable</th>\n",
       "      <th>neighborhood_overview</th>\n",
       "      <th>neighbourhood_cleansed</th>\n",
       "      <th>...</th>\n",
       "      <th>room_type</th>\n",
       "      <th>accommodates</th>\n",
       "      <th>bathrooms</th>\n",
       "      <th>bedrooms</th>\n",
       "      <th>beds</th>\n",
       "      <th>reviews_per_month</th>\n",
       "      <th>amenities</th>\n",
       "      <th>cancellation_policy</th>\n",
       "      <th>number_of_reviews</th>\n",
       "      <th>price</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td>0</td>\n",
       "      <td>241032</td>\n",
       "      <td>Stylish Queen Anne Apartment</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-122.371025</td>\n",
       "      <td>47.636289</td>\n",
       "      <td>Make your self at home in this charming one-be...</td>\n",
       "      <td>Make your self at home in this charming one-be...</td>\n",
       "      <td>f</td>\n",
       "      <td>NaN</td>\n",
       "      <td>West Queen Anne</td>\n",
       "      <td>...</td>\n",
       "      <td>Entire home/apt</td>\n",
       "      <td>4</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>4.07</td>\n",
       "      <td>{TV,\"Cable TV\",Internet,\"Wireless Internet\",\"A...</td>\n",
       "      <td>moderate</td>\n",
       "      <td>207</td>\n",
       "      <td>$85.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>1</td>\n",
       "      <td>953595</td>\n",
       "      <td>Bright &amp; Airy Queen Anne Apartment</td>\n",
       "      <td>Chemically sensitive? We've removed the irrita...</td>\n",
       "      <td>-122.365666</td>\n",
       "      <td>47.639123</td>\n",
       "      <td>Beautiful, hypoallergenic apartment in an extr...</td>\n",
       "      <td>Chemically sensitive? We've removed the irrita...</td>\n",
       "      <td>f</td>\n",
       "      <td>Queen Anne is a wonderful, truly functional vi...</td>\n",
       "      <td>West Queen Anne</td>\n",
       "      <td>...</td>\n",
       "      <td>Entire home/apt</td>\n",
       "      <td>4</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.48</td>\n",
       "      <td>{TV,Internet,\"Wireless Internet\",Kitchen,\"Free...</td>\n",
       "      <td>strict</td>\n",
       "      <td>43</td>\n",
       "      <td>$150.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>2</td>\n",
       "      <td>3308979</td>\n",
       "      <td>New Modern House-Amazing water view</td>\n",
       "      <td>New modern house built in 2013.  Spectacular s...</td>\n",
       "      <td>-122.369483</td>\n",
       "      <td>47.629724</td>\n",
       "      <td>Our house is modern, light and fresh with a wa...</td>\n",
       "      <td>New modern house built in 2013.  Spectacular s...</td>\n",
       "      <td>f</td>\n",
       "      <td>Upper Queen Anne is a charming neighborhood fu...</td>\n",
       "      <td>West Queen Anne</td>\n",
       "      <td>...</td>\n",
       "      <td>Entire home/apt</td>\n",
       "      <td>11</td>\n",
       "      <td>4.5</td>\n",
       "      <td>5.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>1.15</td>\n",
       "      <td>{TV,\"Cable TV\",Internet,\"Wireless Internet\",\"A...</td>\n",
       "      <td>strict</td>\n",
       "      <td>20</td>\n",
       "      <td>$975.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>3</td>\n",
       "      <td>7421966</td>\n",
       "      <td>Queen Anne Chateau</td>\n",
       "      <td>A charming apartment that sits atop Queen Anne...</td>\n",
       "      <td>-122.369279</td>\n",
       "      <td>47.638473</td>\n",
       "      <td>NaN</td>\n",
       "      <td>A charming apartment that sits atop Queen Anne...</td>\n",
       "      <td>f</td>\n",
       "      <td>NaN</td>\n",
       "      <td>West Queen Anne</td>\n",
       "      <td>...</td>\n",
       "      <td>Entire home/apt</td>\n",
       "      <td>3</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>{Internet,\"Wireless Internet\",Kitchen,\"Indoor ...</td>\n",
       "      <td>flexible</td>\n",
       "      <td>0</td>\n",
       "      <td>$100.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>4</td>\n",
       "      <td>278830</td>\n",
       "      <td>Charming craftsman 3 bdm house</td>\n",
       "      <td>Cozy family craftman house in beautiful neighb...</td>\n",
       "      <td>-122.372471</td>\n",
       "      <td>47.632918</td>\n",
       "      <td>Cozy family craftman house in beautiful neighb...</td>\n",
       "      <td>Cozy family craftman house in beautiful neighb...</td>\n",
       "      <td>f</td>\n",
       "      <td>We are in the beautiful neighborhood of Queen ...</td>\n",
       "      <td>West Queen Anne</td>\n",
       "      <td>...</td>\n",
       "      <td>Entire home/apt</td>\n",
       "      <td>6</td>\n",
       "      <td>2.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>0.89</td>\n",
       "      <td>{TV,\"Cable TV\",Internet,\"Wireless Internet\",Ki...</td>\n",
       "      <td>strict</td>\n",
       "      <td>38</td>\n",
       "      <td>$450.00</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 28 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "        id                                 name  \\\n",
       "0   241032         Stylish Queen Anne Apartment   \n",
       "1   953595   Bright & Airy Queen Anne Apartment   \n",
       "2  3308979  New Modern House-Amazing water view   \n",
       "3  7421966                   Queen Anne Chateau   \n",
       "4   278830       Charming craftsman 3 bdm house   \n",
       "\n",
       "                                             summary   longitude   latitude  \\\n",
       "0                                                NaN -122.371025  47.636289   \n",
       "1  Chemically sensitive? We've removed the irrita... -122.365666  47.639123   \n",
       "2  New modern house built in 2013.  Spectacular s... -122.369483  47.629724   \n",
       "3  A charming apartment that sits atop Queen Anne... -122.369279  47.638473   \n",
       "4  Cozy family craftman house in beautiful neighb... -122.372471  47.632918   \n",
       "\n",
       "                                               space  \\\n",
       "0  Make your self at home in this charming one-be...   \n",
       "1  Beautiful, hypoallergenic apartment in an extr...   \n",
       "2  Our house is modern, light and fresh with a wa...   \n",
       "3                                                NaN   \n",
       "4  Cozy family craftman house in beautiful neighb...   \n",
       "\n",
       "                                         description instant_bookable  \\\n",
       "0  Make your self at home in this charming one-be...                f   \n",
       "1  Chemically sensitive? We've removed the irrita...                f   \n",
       "2  New modern house built in 2013.  Spectacular s...                f   \n",
       "3  A charming apartment that sits atop Queen Anne...                f   \n",
       "4  Cozy family craftman house in beautiful neighb...                f   \n",
       "\n",
       "                               neighborhood_overview neighbourhood_cleansed  \\\n",
       "0                                                NaN        West Queen Anne   \n",
       "1  Queen Anne is a wonderful, truly functional vi...        West Queen Anne   \n",
       "2  Upper Queen Anne is a charming neighborhood fu...        West Queen Anne   \n",
       "3                                                NaN        West Queen Anne   \n",
       "4  We are in the beautiful neighborhood of Queen ...        West Queen Anne   \n",
       "\n",
       "   ...        room_type accommodates bathrooms bedrooms beds  \\\n",
       "0  ...  Entire home/apt            4       1.0      1.0  1.0   \n",
       "1  ...  Entire home/apt            4       1.0      1.0  1.0   \n",
       "2  ...  Entire home/apt           11       4.5      5.0  7.0   \n",
       "3  ...  Entire home/apt            3       1.0      0.0  2.0   \n",
       "4  ...  Entire home/apt            6       2.0      3.0  3.0   \n",
       "\n",
       "  reviews_per_month                                          amenities  \\\n",
       "0              4.07  {TV,\"Cable TV\",Internet,\"Wireless Internet\",\"A...   \n",
       "1              1.48  {TV,Internet,\"Wireless Internet\",Kitchen,\"Free...   \n",
       "2              1.15  {TV,\"Cable TV\",Internet,\"Wireless Internet\",\"A...   \n",
       "3               NaN  {Internet,\"Wireless Internet\",Kitchen,\"Indoor ...   \n",
       "4              0.89  {TV,\"Cable TV\",Internet,\"Wireless Internet\",Ki...   \n",
       "\n",
       "  cancellation_policy number_of_reviews    price  \n",
       "0            moderate               207   $85.00  \n",
       "1              strict                43  $150.00  \n",
       "2              strict                20  $975.00  \n",
       "3            flexible                 0  $100.00  \n",
       "4              strict                38  $450.00  \n",
       "\n",
       "[5 rows x 28 columns]"
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# After viewing the multiple columns in the listings.csv from the data_description.txt, \n",
    "# the following variables were picked for further analysis and dropped variables like date_scraped etc.\n",
    "listingDF = listingsDF[['id','name','summary','longitude','latitude','space','description','instant_bookable','neighborhood_overview','neighbourhood_cleansed','host_id','host_name','host_since',\n",
    "                 'host_response_time','street', 'zipcode','review_scores_rating','property_type','room_type','accommodates','bathrooms','bedrooms','beds','reviews_per_month','amenities','cancellation_policy','number_of_reviews','price']]\n",
    "listingDF.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {
    "collapsed": true
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "D:\\ProgramFiles\\Anaconda3\\lib\\site-packages\\ipykernel_launcher.py:15: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  from ipykernel import kernelapp as app\n"
     ]
    }
   ],
   "source": [
    "# Replace NaN values with 0\n",
    "listingDF.fillna(0, inplace=True)\n",
    "\n",
    "# Extract prices from listingDF into priceDF\n",
    "priceDF = listingDF['price']\n",
    "# Create an empty prices list\n",
    "prices=[]\n",
    "\n",
    "# Convert prices from listingDF into float values and append it in prices list\n",
    "for p in priceDF:\n",
    "    p = float(p[1:].replace(',',''))\n",
    "    prices.append(p)\n",
    "    \n",
    "# Replace the price column in the original listingDF with the new prices\n",
    "listingDF['price'] = prices"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>id</th>\n",
       "      <th>name</th>\n",
       "      <th>summary</th>\n",
       "      <th>longitude</th>\n",
       "      <th>latitude</th>\n",
       "      <th>space</th>\n",
       "      <th>description</th>\n",
       "      <th>instant_bookable</th>\n",
       "      <th>neighborhood_overview</th>\n",
       "      <th>neighbourhood_cleansed</th>\n",
       "      <th>...</th>\n",
       "      <th>room_type</th>\n",
       "      <th>accommodates</th>\n",
       "      <th>bathrooms</th>\n",
       "      <th>bedrooms</th>\n",
       "      <th>beds</th>\n",
       "      <th>reviews_per_month</th>\n",
       "      <th>amenities</th>\n",
       "      <th>cancellation_policy</th>\n",
       "      <th>number_of_reviews</th>\n",
       "      <th>price</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td>0</td>\n",
       "      <td>241032</td>\n",
       "      <td>Stylish Queen Anne Apartment</td>\n",
       "      <td>0</td>\n",
       "      <td>-122.371025</td>\n",
       "      <td>47.636289</td>\n",
       "      <td>Make your self at home in this charming one-be...</td>\n",
       "      <td>Make your self at home in this charming one-be...</td>\n",
       "      <td>f</td>\n",
       "      <td>0</td>\n",
       "      <td>West Queen Anne</td>\n",
       "      <td>...</td>\n",
       "      <td>Entire home/apt</td>\n",
       "      <td>4</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>4.07</td>\n",
       "      <td>{TV,\"Cable TV\",Internet,\"Wireless Internet\",\"A...</td>\n",
       "      <td>moderate</td>\n",
       "      <td>207</td>\n",
       "      <td>85.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>1</td>\n",
       "      <td>953595</td>\n",
       "      <td>Bright &amp; Airy Queen Anne Apartment</td>\n",
       "      <td>Chemically sensitive? We've removed the irrita...</td>\n",
       "      <td>-122.365666</td>\n",
       "      <td>47.639123</td>\n",
       "      <td>Beautiful, hypoallergenic apartment in an extr...</td>\n",
       "      <td>Chemically sensitive? We've removed the irrita...</td>\n",
       "      <td>f</td>\n",
       "      <td>Queen Anne is a wonderful, truly functional vi...</td>\n",
       "      <td>West Queen Anne</td>\n",
       "      <td>...</td>\n",
       "      <td>Entire home/apt</td>\n",
       "      <td>4</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.48</td>\n",
       "      <td>{TV,Internet,\"Wireless Internet\",Kitchen,\"Free...</td>\n",
       "      <td>strict</td>\n",
       "      <td>43</td>\n",
       "      <td>150.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>2</td>\n",
       "      <td>3308979</td>\n",
       "      <td>New Modern House-Amazing water view</td>\n",
       "      <td>New modern house built in 2013.  Spectacular s...</td>\n",
       "      <td>-122.369483</td>\n",
       "      <td>47.629724</td>\n",
       "      <td>Our house is modern, light and fresh with a wa...</td>\n",
       "      <td>New modern house built in 2013.  Spectacular s...</td>\n",
       "      <td>f</td>\n",
       "      <td>Upper Queen Anne is a charming neighborhood fu...</td>\n",
       "      <td>West Queen Anne</td>\n",
       "      <td>...</td>\n",
       "      <td>Entire home/apt</td>\n",
       "      <td>11</td>\n",
       "      <td>4.5</td>\n",
       "      <td>5.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>1.15</td>\n",
       "      <td>{TV,\"Cable TV\",Internet,\"Wireless Internet\",\"A...</td>\n",
       "      <td>strict</td>\n",
       "      <td>20</td>\n",
       "      <td>975.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>4</td>\n",
       "      <td>278830</td>\n",
       "      <td>Charming craftsman 3 bdm house</td>\n",
       "      <td>Cozy family craftman house in beautiful neighb...</td>\n",
       "      <td>-122.372471</td>\n",
       "      <td>47.632918</td>\n",
       "      <td>Cozy family craftman house in beautiful neighb...</td>\n",
       "      <td>Cozy family craftman house in beautiful neighb...</td>\n",
       "      <td>f</td>\n",
       "      <td>We are in the beautiful neighborhood of Queen ...</td>\n",
       "      <td>West Queen Anne</td>\n",
       "      <td>...</td>\n",
       "      <td>Entire home/apt</td>\n",
       "      <td>6</td>\n",
       "      <td>2.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>0.89</td>\n",
       "      <td>{TV,\"Cable TV\",Internet,\"Wireless Internet\",Ki...</td>\n",
       "      <td>strict</td>\n",
       "      <td>38</td>\n",
       "      <td>450.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>5</td>\n",
       "      <td>5956968</td>\n",
       "      <td>Private unit in a 1920s mansion</td>\n",
       "      <td>We're renting out a small private unit of one ...</td>\n",
       "      <td>-122.366174</td>\n",
       "      <td>47.630525</td>\n",
       "      <td>If you include a bit of your background in you...</td>\n",
       "      <td>We're renting out a small private unit of one ...</td>\n",
       "      <td>f</td>\n",
       "      <td>This part of Queen Anne has wonderful views an...</td>\n",
       "      <td>West Queen Anne</td>\n",
       "      <td>...</td>\n",
       "      <td>Private room</td>\n",
       "      <td>2</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2.45</td>\n",
       "      <td>{\"Wireless Internet\",\"Free Parking on Premises...</td>\n",
       "      <td>strict</td>\n",
       "      <td>17</td>\n",
       "      <td>120.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 28 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "        id                                 name  \\\n",
       "0   241032         Stylish Queen Anne Apartment   \n",
       "1   953595   Bright & Airy Queen Anne Apartment   \n",
       "2  3308979  New Modern House-Amazing water view   \n",
       "4   278830       Charming craftsman 3 bdm house   \n",
       "5  5956968      Private unit in a 1920s mansion   \n",
       "\n",
       "                                             summary   longitude   latitude  \\\n",
       "0                                                  0 -122.371025  47.636289   \n",
       "1  Chemically sensitive? We've removed the irrita... -122.365666  47.639123   \n",
       "2  New modern house built in 2013.  Spectacular s... -122.369483  47.629724   \n",
       "4  Cozy family craftman house in beautiful neighb... -122.372471  47.632918   \n",
       "5  We're renting out a small private unit of one ... -122.366174  47.630525   \n",
       "\n",
       "                                               space  \\\n",
       "0  Make your self at home in this charming one-be...   \n",
       "1  Beautiful, hypoallergenic apartment in an extr...   \n",
       "2  Our house is modern, light and fresh with a wa...   \n",
       "4  Cozy family craftman house in beautiful neighb...   \n",
       "5  If you include a bit of your background in you...   \n",
       "\n",
       "                                         description instant_bookable  \\\n",
       "0  Make your self at home in this charming one-be...                f   \n",
       "1  Chemically sensitive? We've removed the irrita...                f   \n",
       "2  New modern house built in 2013.  Spectacular s...                f   \n",
       "4  Cozy family craftman house in beautiful neighb...                f   \n",
       "5  We're renting out a small private unit of one ...                f   \n",
       "\n",
       "                               neighborhood_overview neighbourhood_cleansed  \\\n",
       "0                                                  0        West Queen Anne   \n",
       "1  Queen Anne is a wonderful, truly functional vi...        West Queen Anne   \n",
       "2  Upper Queen Anne is a charming neighborhood fu...        West Queen Anne   \n",
       "4  We are in the beautiful neighborhood of Queen ...        West Queen Anne   \n",
       "5  This part of Queen Anne has wonderful views an...        West Queen Anne   \n",
       "\n",
       "   ...        room_type accommodates bathrooms bedrooms beds  \\\n",
       "0  ...  Entire home/apt            4       1.0      1.0  1.0   \n",
       "1  ...  Entire home/apt            4       1.0      1.0  1.0   \n",
       "2  ...  Entire home/apt           11       4.5      5.0  7.0   \n",
       "4  ...  Entire home/apt            6       2.0      3.0  3.0   \n",
       "5  ...     Private room            2       1.0      1.0  1.0   \n",
       "\n",
       "  reviews_per_month                                          amenities  \\\n",
       "0              4.07  {TV,\"Cable TV\",Internet,\"Wireless Internet\",\"A...   \n",
       "1              1.48  {TV,Internet,\"Wireless Internet\",Kitchen,\"Free...   \n",
       "2              1.15  {TV,\"Cable TV\",Internet,\"Wireless Internet\",\"A...   \n",
       "4              0.89  {TV,\"Cable TV\",Internet,\"Wireless Internet\",Ki...   \n",
       "5              2.45  {\"Wireless Internet\",\"Free Parking on Premises...   \n",
       "\n",
       "  cancellation_policy number_of_reviews  price  \n",
       "0            moderate               207   85.0  \n",
       "1              strict                43  150.0  \n",
       "2              strict                20  975.0  \n",
       "4              strict                38  450.0  \n",
       "5              strict                17  120.0  \n",
       "\n",
       "[5 rows x 28 columns]"
      ]
     },
     "execution_count": 31,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Remove listings with 0 for  bedrooms, bathrooms, accomodates, price, beds, review_scores_rating, reviews_per_month\n",
    "listingDF = listingDF[listingDF.bedrooms > 0]\n",
    "listingDF = listingDF[listingDF.bathrooms > 0]\n",
    "listingDF = listingDF[listingDF.accommodates > 0]\n",
    "listingDF = listingDF[listingDF.price > 0]\n",
    "listingDF = listingDF[listingDF.beds > 0]\n",
    "listingDF = listingDF[listingDF.review_scores_rating > 0]\n",
    "listingDF = listingDF[listingDF.reviews_per_month > 0]\n",
    "\n",
    "listingDF.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Analyzing the listings based on room types. It is stated in AirBnB's website that they have 3 room types.\n",
    "Ref: https://www.airbnb.com.sg/help/article/5/what-does-the-room-type-of-a-listing-mean"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of room types : 3\n",
      "\n",
      "Entire home/apt    1805\n",
      "Private room        947\n",
      "Shared room          91\n",
      "Name: room_type, dtype: int64\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.FacetGrid at 0x1f6d3d77248>"
      ]
     },
     "execution_count": 32,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 360x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Number of room types\n",
    "print(\"Number of room types :\", len(listingDF[\"room_type\"].unique()))\n",
    "print()\n",
    "\n",
    "# Number of listings of each room type\n",
    "print(listingDF[\"room_type\"].value_counts())\n",
    "sb.catplot(x = \"room_type\", data = listingDF, kind = \"count\", palette=\"Set2\")\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "As it can be seen from the countplot, most of the listings are entire home/apt with private rooms being second and shared rooms being the least."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Analyzing the listings based on the property type."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of property types : 15\n",
      "\n",
      "House              1403\n",
      "Apartment          1194\n",
      "Townhouse            78\n",
      "Condominium          68\n",
      "Bed & Breakfast      26\n",
      "Loft                 22\n",
      "Cabin                17\n",
      "Other                13\n",
      "Camper/RV             8\n",
      "Boat                  5\n",
      "Tent                  4\n",
      "Bungalow              2\n",
      "Chalet                1\n",
      "Treehouse             1\n",
      "Dorm                  1\n",
      "Name: property_type, dtype: int64\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.FacetGrid at 0x1f6d3ab06c8>"
      ]
     },
     "execution_count": 34,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1152x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Number of property types\n",
    "print(\"Number of property types :\", len(listingDF[\"property_type\"].unique()))\n",
    "print()\n",
    "\n",
    "# Number of listings of each room type\n",
    "print(listingDF[\"property_type\"].value_counts())\n",
    "sb.catplot(x = \"property_type\", data = listingDF, kind = \"count\", palette=\"Set2\", height = 8, aspect = 2)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "From the above graph, we can see that there are a lot more listings of apartment and full houses than any other property type in seattle. Together with the earlier discovery that hosts prefer to list their full property than just a room or shared room, it can be inferred that most listings in Seattle are entire apartments or entire houses. Now lets analyze if these listing types have anything to do with the prices of the listings."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Analyzing the prices for the different room and property types."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>property_type</th>\n",
       "      <th>room_type</th>\n",
       "      <th>price</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td>6</td>\n",
       "      <td>Boat</td>\n",
       "      <td>Entire home/apt</td>\n",
       "      <td>513.333333</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>19</td>\n",
       "      <td>House</td>\n",
       "      <td>Entire home/apt</td>\n",
       "      <td>194.824859</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>29</td>\n",
       "      <td>Townhouse</td>\n",
       "      <td>Entire home/apt</td>\n",
       "      <td>189.818182</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>22</td>\n",
       "      <td>Loft</td>\n",
       "      <td>Entire home/apt</td>\n",
       "      <td>178.933333</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>15</td>\n",
       "      <td>Condominium</td>\n",
       "      <td>Entire home/apt</td>\n",
       "      <td>170.490566</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   property_type        room_type       price\n",
       "6           Boat  Entire home/apt  513.333333\n",
       "19         House  Entire home/apt  194.824859\n",
       "29     Townhouse  Entire home/apt  189.818182\n",
       "22          Loft  Entire home/apt  178.933333\n",
       "15   Condominium  Entire home/apt  170.490566"
      ]
     },
     "execution_count": 35,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Checking out the mean prices for the different room and property types\n",
    "roomProperty_DF = listingDF.groupby(['property_type','room_type']).price.mean()\n",
    "roomProperty_DF = roomProperty_DF.reset_index()\n",
    "roomProperty_DF=roomProperty_DF.sort_values('price',ascending=[0])\n",
    "roomProperty_DF.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x1f6d3c56ec8>"
      ]
     },
     "execution_count": 36,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 720x1296 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Plotting a heatmap of the mean price for room type and a property type\n",
    "\n",
    "plt.figure(figsize = (10,18))\n",
    "sb.heatmap(listingDF.groupby(['property_type', 'room_type']).price.mean().unstack(), annot=True, fmt=\".0f\", cmap = sb.cm.rocket_r, cbar_kws={'label': 'mean_price'})\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "From the above heatmap, with lighter colour representing lower price and darker representing higher price, we can see that shared rooms have the lighest colour hence cheapest. Private rooms have a slightly darker colour so they are in the middle, and entire houses are the darkest thus the most expensive. \n",
    "\n",
    "It is also important to note that the highest number of listings which was house and apartments actually have very similar prices for each of the room_type category.\n",
    "\n",
    "All of this tells us that the room_type and property_type both play a very important role in the final price of the listing."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Anaylzing the listings based on the number of bedrooms."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x1f6d3cbb5c8>"
      ]
     },
     "execution_count": 37,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAtwAAAK8CAYAAADcXWgzAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4yLjEsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy+j8jraAAAgAElEQVR4nOzdf5BddZ0n/Pft3BCBaG6IyaBg4uCoPIWjrMs60nYnYcshkUjdqsT1B1FkR8sFLdR5VnYgUCTsM5OoxQw7/qCoqbW01sGdyRi0lWHDaEGgY8uMsM6wODDR0XRMgyHE3AyBBHK77/MHmx7SCRDoe/rc7n69qiz83ns5/e6TTvPuT3/vOZVWq9UKAABQiK6yAwAAwFSmcAMAQIEUbgAAKJDCDQAABVK4AQCgQAo3AAAUSOEGAIACVcsOULS9e5/IyIhLjQMAUIyurkrmzj35OZ+f8oV7ZKSlcAMAUBpbSgAAoEAKNwAAFEjhBgCAAincAABQIIUbAAAKpHADAECBFG4AACiQwg0AAAVSuAEAoEAKNwAAFEjhBgCAAincAABQIIUbAAAKpHADAECBFG4AACiQwg0AAAVSuAEAoEAKNwAAFEjhBgCAAincAABQIIUbAAAKpHADAECBFG4AAChQoYV7//79efe7352dO3cmSQYGBnLhhRfm/PPPzw033DD6ugcffDArV67MsmXLcvXVV6fZbCZJHn744axevTrLly/PZZddlieeeKLIuB2l0dib9evXpdFolB1lWnL+AYB2Kaxw/8M//EM+8IEPZPv27UmSgwcPZs2aNbnxxhtz22235YEHHshdd92VJLniiity7bXX5vbbb0+r1crGjRuTJNddd10uuuiibN68OW9605ty4403FhW34/T1bcq2bQ+lr29T2VGmJecfAGiXwgr3xo0bs3bt2ixYsCBJcv/992fRokV5zWtek2q1mgsvvDCbN2/O0NBQDh48mLPPPjtJsnLlymzevDmHDh3Kj370oyxbtuyIx6eDRmNv+vu3pNVqpb9/iynrBHP+AYB2Kqxw/9Ef/VHOOeec0fWjjz6a+fPnj64XLFiQXbt2HfX4/Pnzs2vXruzduzezZ89OtVo94vHpoK9vU1qtVpKk1RoxZZ1gzj8A0E7VifpAIyMjqVQqo+tWq5VKpfKcjx/+57ONXR+PefNmv/TQJbnnnh+M7mNvNpu5556t+cxnPl1yqunD+QcA2mnCCvepp56a3bt3j653796dBQsWHPX4Y489lgULFuSUU07J448/nuHh4cyYMWP09S/Wnj37MzLSasvnMFHe/vZ35O6770yz2Uy1Ws3b396T3bsfLzvWtOH8AwAvRldX5XmHvBN2WcC3vOUt+cUvfpHBwcEMDw/n1ltvzeLFi3Paaadl1qxZue+++5IkfX19Wbx4cWbOnJlzzjknt912W5Lk29/+dhYvXjxRcUtVr68aneZXKl2p11eVnGh6cf4BgHaasMI9a9asfPazn83ll1+eCy64IGeccUaWL1+eJLn++uuzYcOGLF++PE8++WQuvvjiJMnatWuzcePGXHDBBbn33nvz6U9Pj1/r12pz09u7NJVKJb29S1Or1cqONK04/wBAO1Vah98dNkVNxi0lyTNXyrjxxj/Nxz/+aYWvBM4/AHC8XmhLicINAADj0DF7uAEAYDpSuAEAoEAKNwAAFEjhBgCAAincAABQIIUbADpEo7E369evS6PRKDsK0EYKNwB0iL6+Tdm27aH09W0qOwrQRgo3AHSARmNv+vu3pNVqpb9/iyk3TCEKNwB0gL6+TTl8L7pWa8SUG6YQhRsAOsDAwNY0m80kSbPZzMBAf8mJgHZRuAGgA3R396RarSZJqtVqurt7S04EtIvCDQAdoF5flUqlkiSpVLpSr68qORHQLgo3AHSAWm1uenuXplKppLd3aWq1WtmRgDaplh0AAHhGvb4qQ0M7Tbdhiqm0Dr8leoras2d/Rkam9KcIAECJuroqmTdv9nM/P4FZAABg2lG4AQCgQAo3AAAUSOEGAIACKdwAAFAghRvoKI3G3qxfvy6NRqPsKADQFgo30FH6+jZl27aH0te3qewoANAWCjfQMRqNvenv35JWq5X+/i2m3ABMCQo30DH6+jbl8L24Wq0RU24ApgSFG+gYAwNb02w2kyTNZjMDA/0lJwKA8VO4gY7R3d2TarWaJKlWq+nu7i05EQCMn8INdIx6fVUqlUqSpFLpSr2+quREADB+CjfQMWq1uentXZpKpZLe3qWp1WplRwKAcauWHQDg2er1VRka2mm6DcCUUWkdviTAFLVnz/6MjEzpTxEAgBJ1dVUyb97s535+ArMAAMC0o3ADAECBFG4AACiQwg0AAAVSuAEAoEAKNwAAFEjhBgCAAincAABQIIUbAAAKpHADAECBFG4AACiQwg0AAAVSuAEAoEAKNwAAFEjhBgCAAincAABQIIUbAAAKpHADAECBFG4AACiQwg0AAAVSuAEAoEAKN9BRGo29Wb9+XRqNRtlRAKAtFG6go/T1bcq2bQ+lr29T2VEAoC0UbqBjNBp709+/Ja1WK/39W0y5AZgSFG6gY/T1bUqr1UqStFojptwATAkKN9AxBga2ptlsJkmazWYGBvpLTgQA46dwAx2ju7sn1Wo1SVKtVtPd3VtyIgAYP4Ub6Bj1+qpUKpUkSaXSlXp9VcmJAGD8FG6gY9Rqc9PbuzSVSiW9vUtTq9XKjgQA41YtOwDAs9XrqzI0tNN0G4Apo9I6fEmAKWrPnv0ZGZnSnyIAACXq6qpk3rzZz/38BGYBAIBpR+EGAIACKdwAAFAghRsAAAqkcAMAQIEUbgAAKJDCDQAABVK4AQCgQAo3AAAUSOEGAIACKdwAAFAghRsAAAqkcAMAQIEUbgAAKJDCDQAABVK4AQCgQAo3AAAUSOEGAIACKdwAAFAghRsAAAqkcAMAQIEUbgAAKJDCDQAABVK4AQCgQAo3AAAUSOEGAIACKdwAAFAghRsAAAqkcAMAQIEUbgAAKJDCDQAABVK4AQCgQAo3AAAUSOEGAIACKdwAAFAghRsAAAqkcAMAQIEUbgAAKJDCDQAABVK4AQCgQAo3AAAUSOEGAIACKdwAAFAghRsAAAqkcAMAQIEUbgAAKJDCDQAABVK4AQCgQAo3AAAUSOEGAIAClVK4+/r6smLFiqxYsSKf+9znkiQPPvhgVq5cmWXLluXqq69Os9lMkjz88MNZvXp1li9fnssuuyxPPPFEGZEBAOAlmfDCfeDAgfzRH/1Rvv71r6evry/33ntvBgYGcsUVV+Taa6/N7bffnlarlY0bNyZJrrvuulx00UXZvHlz3vSmN+XGG2+c6MgAAPCSTXjhHh4ezsjISA4cOJBms5lms5lqtZqDBw/m7LPPTpKsXLkymzdvzqFDh/KjH/0oy5YtO+JxAACYLKoT/QFnz56dT33qU3nXu96VE088Mf/u3/27zJw5M/Pnzx99zfz587Nr167s3bs3s2fPTrVaPeJxAACYLCa8cD/00EPZtGlT7rzzzrz85S/PZz7zmfzgBz9IpVIZfU2r1UqlUhn957ONXb+QefNmtyU3AAC8FBNeuLdu3Zpzzz038+bNS/LMNpGvfOUr2b179+hrHnvssSxYsCCnnHJKHn/88QwPD2fGjBnZvXt3FixY8KI+3p49+zMy0mrr5wAAAId1dVWed8g74Xu4zzzzzAwMDOTJJ59Mq9XKHXfckbe97W2ZNWtW7rvvviTPXMVk8eLFmTlzZs4555zcdtttSZJvf/vbWbx48URHBgCAl6zSarUmfPz7Z3/2Z7nlllsyc+bM/PZv/3bWrl2bX/ziF7nmmmuyf//+nHXWWdmwYUNOOOGEDA0N5corr8yePXvyqle9Kn/yJ3+SOXPmHPfHMuEGAKBILzThLqVwTySFGwCAInXclhIAAJhOFG4AACiQwg0AAAVSuAEAoEAKNwAAFEjhBgCAAincAIxqNPZm/fp1aTQaZUcBmDIUbgBG9fVtyrZtD6Wvb1PZUQCmDIUbgCTPTLf7+7ek1Wqlv3+LKTdAmyjcACR5Zrp9+ObDrdaIKTdAmyjcACRJBga2ptlsJkmazWYGBvpLTgQwNSjcACRJurt7Uq1WkyTVajXd3b0lJwKYGhRuAJIk9fqqVCqVJEml0pV6fVXJiQCmBoUbgCRJrTY3vb1LU6lU0tu7NLVarexIAFNCtewAAHSOen1VhoZ2mm4DtFGldfgt6VPUnj37MzIypT9FAABK1NVVybx5s5/7+QnMAgAA047CDQAABVK4AQCgQAo3AAAUSOEGAIACKdwAjGo09mb9+nVpNBplRwGYMhRuoKMofOXq69uUbdseSl/fprKjAEwZCjfQURS+8jQae9PfvyWtViv9/Vv80APQJu40CXSMsYWvXl/l9uITqK9vUw7fC63VGklf36Z8+MMfKTkVPLetW+9Kf/+Wthxr375nfsCcM6c933N6e5emp2dJW47F5GfCDXSMYxU+Js7AwNY0m80kSbPZzMBAf8mJYOI0Gg2/1aEwJtxAxzhW4TNhnTjd3T25++4702w2U61W093dW3YkeF49PUvaNkXesOG6JMlVV61ty/Hg2Uy4gY7R3d2TavWZOYDCN/Hq9VWpVCpJkkqlK/X6qpITAUwNCjfQMRS+ctVqc9PbuzSVSiW9vUvtnwdoE4Ub6BgKX/nq9VV5wxvO9MMOQBvZww10lHp9VYaGdip8JanV5mbNmnVlxwCYUhRuoKMofABMNbaUAABAgRRuAAAokMINAAAFUrgBAKBACjcAABRI4QYAgAIp3AAAUCCFGwAACqRwAwBAgRRuAAAokMINAAAFUrgBAKBACjcAABRI4QYAgAIp3AAAUCCFGwAACqRwAwBAgRRuAAAokMINAAAFUrgBAKBACjccQ6OxN+vXr0uj0Sg7CgAwySnccAx9fZuybdtD6evbVHYUAGCSU7hhjEZjb/r7t6TVaqW/f4spNwAwLtWyA0Cn6evblFarlSRptUbS17cpH/7wR0pOBXSqrVvvSn//lrYca9++Z37AnzOn1pbj9fYuTU/PkrYcC3jpTLhhjIGBrWk2m0mSZrOZgYH+khMB00Wj0fBbNZiCTLhhjO7untx9951pNpupVqvp7u4tOxLQwXp6lrRtirxhw3VJkquuWtuW4wGdwYQbxqjXV6VSqSRJKpWu1OurSk4EAExmCjeMUavNTW/v0lQqlfT2Lk2t1p69lADA9GRLCRxDvb4qQ0M7TbcBgHFTuOEYarW5WbNmXdkxAIApwJYSAAAokMINAAAFUriBjtJo7M369etcixiAKUPhBjpKX9+mbNv2UPr6NpUdBQDaQuEGOkajsTf9/VvSarXS37/FlBuAKUHhBjpGX9+mtFqtJEmrNWLKDcCUoHADHWNgYGuazWaSpNlsZmCgv+READB+CjfQMbq7e1KtPnN7gGq1mu7u3pITAcD4KdxAx6jXV6VSqSRJKpUud/oEYEpQuIGOUavNTW/v0lQqlfT2Lk2tVis7EgCMm1u7Ax2lXl+VoaGdptsATBkKN9BRarW5WbNmXdkxAKBtbCkBAIACKdwAAFAghRsAAAqkcAMAQIEUbgAAKJDCDQAABVK4AQCgQAo3AAAUSOEGAIACKdwAAFAghRsAAAqkcAMAQIEUbgAAKJDCDQAABVK4AQCgQAo3AAAUqFp2AABg+rj55q9lx47BsmMcZXBwe5Jkw4bryg3yHBYuXJTVqy8pOwYvkcINAEyYHTsG87NtD2b2iSeUHeUIleHhJMmvfvnPJSc52v4DT5cdgXFSuAGACTX7xBNyzm8tKDvGpHHvzx4tOwLjZA83AAAUSOEGAIACKdwAAFAghRsAAAqkcAMAQIEUbgAAKJDCDQAABVK4AQCgQAo3AAAUSOEGAIACKdwAAFAghRsAAAqkcAMAQIEUbgAAKJDCDQAABVK4AQCgQAo3AAAUSOEGAIACKdwAAFCgUgr3HXfckZUrV+Zd73pX/vAP/zBJMjAwkAsvvDDnn39+brjhhtHXPvjgg1m5cmWWLVuWq6++Os1ms4zITDONxt6sX78ujUaj7CjTzgMP3J9LLnl/fvKTB8qOAgBtMeGF+5e//GXWrl2bG2+8Md/5znfyj//4j7nrrruyZs2a3HjjjbntttvywAMP5K677kqSXHHFFbn22mtz++23p9VqZePGjRMdmWmor29Ttm17KH19m8qOMu18+cv/La1WK1/+8p+UHQUA2mLCC/f3vve9XHDBBTn11FMzc+bM3HDDDTnxxBOzaNGivOY1r0m1Ws2FF16YzZs3Z2hoKAcPHszZZ5+dJFm5cmU2b9480ZGZZhqNvenv35JWq5X+/i2m3BPogQfuz5NPPpEkeeKJJ0y5AZgSJrxwDw4OZnh4OJdeemnq9Xq+8Y1v5NFHH838+fNHX7NgwYLs2rXrqMfnz5+fXbt2TXRkppm+vk1ptVpJklZrxJR7An35y/9tzNqUG4DJrzrRH3B4eDj33ntvvv71r+ekk07KZZddlpe97GWpVCqjr2m1WqlUKhkZGTnm4y/GvHmz25ad6eGee34w+l6BZrOZe+7Zms985tMlp5oeDk+3D3viiScyf/7LS0oDE2/mzBlJMqW/7g9/jrw4M2fOmNJfF1PdhBfuV77ylTn33HNzyimnJEne+c53ZvPmzZkx41//Au7evTsLFizIqaeemt27d48+/thjj2XBggUv6uPt2bM/IyOt9oRnWnj729+Ru+++M81mM9VqNW9/e09273687FjTwkknnXxE6T755JOde6aVQ4eGk2RKf90f/hx5cQ4dGp7SXxeTXVdX5XmHvBO+peS8887L1q1b8y//8i8ZHh5Of39/li9fnl/84hej201uvfXWLF68OKeddlpmzZqV++67L0nS19eXxYsXT3Rkppl6fdXob1Iqla7U66tKTjR9fOITnx6z/n9LSgIA7TPhE+63vOUt+ehHP5qLLroohw4dyjve8Y584AMfyBlnnJHLL788Tz31VJYsWZLly5cnSa6//vpcc8012b9/f84666xcfPHFEx2ZaaZWm5ve3qW5887vp7d3aWq1WtmRpo03venNo1Puk08+OWed9aayIwHAuE144U6S97znPXnPe95zxGPnnntuvvOd7xz12jPPPDPf/OY3JyoaJHlmyj00tNN0uwSf+MSnc/316023AZgySinc0OlqtblZs2Zd2TGmpTe96c352tf+ouwYANA2bu0OAAAFUrgBAKBACjcAABRI4QYAgAIp3AAAUCCFG4BRjcberF+/Lo1Go+woAFOGwg3AqL6+Tdm27aH09W0qOwrAlKFwA5Dkmel2f/+WtFqt9PdvMeUGaBOFG4Akz0y3W61WkqTVGjHlBmgThRuAJMnAwNY0m80kSbPZzMBAf8mJAKYGhRuAJEl3d0+q1WqSpFqtpru7t+REAFODwg1AkqReX5VKpZIkqVS6Uq+vKjkRwNSgcAOQJKnV5qa3d2kqlUp6e5emVquVHQlgSqiWHQCAzlGvr8rQ0E7TbYA2UrgBGFWrzc2aNevKjgEwpdhSAgAABVK44Rjc3hoAaBeFG47B7a0BgHZRuGEMt7cGANpJ4YYx3N4aAGgnhbtD2UNcHre3BgDaSeHuUPYQl6e7u+dZd9uruL01ADAuCncHsoe4XEuXvvNZW0paOe+8d5acCACYzBTuDmQPcbm2bPn+ERPuO+/8fsmJAIDJTOHuQPYQl2tgYOsRE27nHwAYD7d270Dd3T25++4702w2U61W7SGeYM4/QHH27Wvk8QNP596fPVp2lEnj8QNP58R9tpdOZibcHaheX/WsLQ1dqddXlZxoenH+AYB2MuHuQLXa3PT2Ls2dd34/vb1LU6vVyo40rTj/AMWZM6eWA/+yJ+f81oKyo0wa9/7s0cyZ479Fk5nC3aHq9VUZGtppuloS5x8AaBeFu0PVanOzZs26smNMW84/ANAu9nADAECBFG4AACiQwg0AAAVSuAEAoEAKNwAAFEjhBgCAAincAABQoOMu3Pfff3/+4i/+Ik8//XR+/OMfF5kJAACmjOMq3Lfcckuuuuqq/Pf//t/z+OOP5+Mf/3g2btxYdDYAAJj0jutOk1//+tfzl3/5l/ngBz+YefPm5ZZbbslHP/rRvPe97y06HwAvYOvWu9Lfv6Utx9q3r5EkmTOn1pbj9fYuTU/PkrYcC2CyOq7C3dXVldmzZ4+uX/WqV2XGjBmFhQKgHI1Gews3AMdZuGu1Wh588MFUKpUkyXe+853MmTOn0GAAHJ+eniVtmyJv2HBdkuSqq9a25XgAHGfhXrNmTT71qU9lx44d6enpyaxZs3LjjTcWnQ0AACa94yrcr3vd6/Ktb30rO3bsyPDwcM4444xUq8f1rwIAwLR2XFcpueeee7Jq1aq87nWvS6VSyZIlS1waEAAAjsNxFe7Pf/7z2bBhQ5Lk9a9/ff7sz/5sdA0AADy34yrchw4dyllnnTW6Puuss/L0008XFgoAAKaK4yrcJ554Yu6+++7R9Q9/+MOcdNJJhYUCAICp4rje+Xj11VfnE5/4xOgbJbu6uvLFL36x0GAAADAVHFfhfstb3pItW7Zk27ZtmTFjRn7zN38zJ5xwQtHZAABg0nvewt3X15d6vZ6vfvWrRzw+MDCQJPmP//E/FpcMAACmgOfdwz04OJgk2bZt2zH/B1NVo7E369evG73NNRNncHB7Lr30kuzYMVh2FABoi+edcH/yk59Mkrzyla/Mf/7P/3lCAkEn2LjxG/mnf3owGzd+Ix/72MfLjjOt3HTTF3PgwIHcdNMXsn79H5cdByjA/gNP596fPVp2jCM8fWg4SXLCzBklJzna/gOuDDfZHdce7i1btijcTBuNxt4MDPQnSQYG+vPe916UWq1WcqrpYXBwex5+eGeSZGhoZ3bsGMzChYtKTgW0U6f+nR4c3J4kOfU1ry01x3Pp1PPG8Tmuwn366afn937v9/LWt741J5988ujj9nAzFW3c+I20Wq0kSas1Yso9gW666Ytj1qbcMNWsXn1J2RGOacOG65IkV121tuQkTEXHVbgPT/d+8pOfZMaMGXn5y19eaCgo0z33/GDMeqvCPUEOT7cPGxra+RyvBIDJ47hufPPRj34027Zty1133ZU77rgjv/zlL3P55ZcXnQ2YZl796tOPWJ922unP8UoAmDyOa8K9Zs2avPe9783KlSvTarXyl3/5l7n66quPulwgTAXz5y/Ir371yLPWv1Fimunl0ksvz7XX/sGz1p8sMQ1T1c03f61jr4JzeB/x4e0NnWThwkUdux0EOt1xFe4DBw7kfe973+j6Qx/6UDZu3FhYKCjT3r17x6x/XVKS6WfRotfm1a8+PQ8/vDOnnXa6NwlRiB07BvPTn/4sJ594StlRjtIamZkkeXhnZ33feeJAZ+WByea4CvcZZ5yR//2//3fe+ta3Jnnmutynn+5XvUxN73hHb+6443vPWi8uMc30c+mll2fDhnWm2xTq5BNPyZtff0HZMSaN+396W9kRYFI7rsL98MMP50Mf+lDe+MY3plqt5h//8R8zf/78XHjhhUmS7373u4WGhIlUr6/K3XffmWazmWp1Zur1VWVHmlYWLXptbrrpa2XHAIC2Oa7C/ZnPfKboHNAxarW5Wbz4vNx55/ezePF5rsENAIzLcRXut73tbUXngI5Sr6/K0NBO020AYNyOq3DDdFOrzc2aNevKjgEATAHHdR1uAADgpVG4AQCgQAo3AAAUSOEGAIACKdwAAFAgVykBxm3r1rvS37+lLcfat6+RJJkzpz3XP+/tXZqeniVtORYAvBQKN9BRGo32Fm4AKJvCDYxbT8+Stk2RN2y4Lkly1VVr23I8ACibPdwAAFAghRsAAAqkcAMAQIEUbgAAKJDCDQAABXKVEgBgUmrnPQAGB7cn+dcrJY2XewDwbAo3ADDt1Wqu/U9xFG4AYFJq5z0AoEj2cAMAQIEUbgAAKJDCDQAABVK4AQCgQAo3AAAUSOEGAIACKdwAAFAghRsAAAqkcMMxNBp7s379ujQajbKjAACTnMINx9DXtynbtj2Uvr5NZUcBACY5hRvGaDT2pr9/S1qtVvr7t5hyAwDjonDDGH19m9JqtZIkrdaIKTcAMC4KN4wxMLA1zWYzSdJsNjMw0F9yIgBgMlO4YYzu7p5Uq9UkSbVaTXd3b8mJAIDJTOGGMer1ValUKkmSSqUr9fqqkhMBAJOZwg1j1Gpz09u7NJVKJb29S1Or1cqOBABMYgo3HMPSpe/My172spx33jvLjgIATHIKNxzDli3fz8GDB3Pnnd8vOwoAMMkp3DCG63ADAO2kcMMYrsMNALSTwg1juA43ANBOCjeM4TrcAEA7KdwwhutwAwDtpHDDGK7DDQC0U7XsANCJ6vVVGRraaboNAIybwg3HUKvNzZo168qOAQBMAbaUAABAgRRuAAAokMINAAAFUrgBAKBACjcAABRI4YZjaDT2Zv36dWk0GmVHAQAmudIK9+c+97lceeWVSZIHH3wwK1euzLJly3L11Ven2WwmSR5++OGsXr06y5cvz2WXXZYnnniirLhMMxs3fiP/9E8PZuPGb5QdBQCY5Eop3D/84Q/zrW99a3R9xRVX5Nprr83tt9+eVquVjRs3Jkmuu+66XHTRRdm8eXPe9KY35cYbbywjLtNMo7E3AwP9SZKBgX5TbgBgXCb8xjeNRiM33HBDLr300jz00EMZGhrKwYMHc/bZZydJVq5cmS984Qv5D//hP+RHP/pRvvzlL48+/sEPfjBXXHHFREdmmtm48RtptVpJklZrJBs3fiMf+9jHS04FtMu+fY088eSe3P/T28qOMmk88eSe7NtnFyq8VBNeuK+99tr8/u//fh555JEkyaOPPpr58+ePPj9//vzs2rUre/fuzezZs1OtVo94/MWaN292e4Izbdxzzw/GrLfm6qv/oKQ008/MmTOSJPPnv7zkJNPTdDj/M2Yoji/FjBldU/rrAoo0oYX7r/7qr/KqV70q5557bm655ZYkycjISCqVyuhrWq1WKpXK6D+fbez6eOzZsz8jI63xBWfa27378bIjTBuHDg0ncc7LMuPCK2gAAB9iSURBVB3O/+zZr8jJJzXz5tdfUHaUSeP+n96W2bNfMaW/LmA8uroqzzvkndDCfdttt2X37t2p1+vZt29fnnzyyVQqlezevXv0NY899lgWLFiQU045JY8//niGh4czY8aM7N69OwsWLJjIuExTb3/7O/KDH9z9rHVPiWkAgMluQn+v9tWvfjW33npr+vr68slPfjL//t//+2zYsCGzZs3KfffdlyTp6+vL4sWLM3PmzJxzzjm57bZn9th9+9vfzuLFiycyLtPUe997Ubq6nvmr0dXVlfe+96KSEwEAk1lHbGS7/vrrs2HDhixfvjxPPvlkLr744iTJ2rVrs3HjxlxwwQW599578+lPf7rkpEwHtdrcnHvuM1Ptc8/tTa1WKzkRADCZTfibJg9buXJlVq5cmSQ588wz881vfvOo15x22mn5+te/PtHRIO9970V57LHdptsAwLiVVrihk9Vqc7NmzbqyYwAAU0BHbCkBAICpSuEGAIACKdwAAFAghRsAAAqkcAMAQIEUbjiGRmNv1q9fl0ajUXYUAGCSU7jhGPr6NmXbtofS17ep7CgAwCSncMMYjcbe9PdvSavVSn//FlNuAGBc3PgGxujr25RWq5UkabVG0te3KR/+8EdKTgUA47d161358z//WluO9fTTT2V4eLgtx2q3GTNm5IQTZrXlWB/84CXp6VkyrmOYcMMYAwNb02w2kyTNZjMDA/0lJwIAJjMTbhiju7snd999Z5rNZqrVarq7e8uOBABt0dOzZNzTWl48E+4O5SoZ5anXV6VSqSRJKpWu1OurSk4EAExmCneHcpWM8tRqc9PbuzSVSiW9vUtTq9XKjgQATGIKdwdylYzy1eur8oY3nGm6DQCMm8LdgY51lQwmVq02N2vWrDPdBgDGTeHuQK6SAQAwdSjcHai7uyfV6jMXkHGVDACAyU3h7kCukgEAMHUo3B3IVTIAAKYON77pUPX6qgwN7TTdBgCY5Ey44Ri++91v58Mffl/++q+/W3YUAGCSU7g7lBvflOub3/yfSZKNG/+85CQAwGSncHcgN74p13e/++0j1qbcAMB42MPdgY5145sPf/gjJaeaPg5Ptw/buPHPs2LFhSWlYaq6+eavZceOwbJjHGVwcHuSZMOG68oNcgwLFy7K6tWXtOVYTxz4de7/6W1tOVY7PX3oQJLkhJknlpzkSE8c+HWSU8qOAZOWwt2BjnXjG4UbppYdOwbz8396MK+c0VnfhmeNjCRJ/uVnPy05yZEeG2627VgLFy5q27Ha7fAPPK8+/bRygxzllI4+b9DpOus7PUmeufHN3XffmWaz6cY3MIW9ckY1K2umhsfjlsav23asdk3Ji3D4NwtXXbW25CRAO9nD3YHc+KZcv/mbv3XE+owzXl9SEgBgKlC4O5Ab35Tr05/+zBHrT33qM8/xSgCAF6Zwd6h6fVXe8IYzTbdLUKvNHZ1yn3HG6/3AAwCMi8LdoWq1uVmzZp2yV5JPf/ozeeMb/x/TbQBg3LxpEo7h8A88AADjZcINAAAFUrgBAKBACjcAABRI4QYAgAIp3HAMg4Pbc+mll2THjsGyowAAk5zCDcdw001fzIEDB3LTTV8oOwoAMMkp3DDG4OD2PPzwziTJ0NBOU24AYFwUbhjjppu+OGZtyg0AvHQKN4xxeLp92NDQzud4JQDAC1O4YYz58xeMWf9GSUkAgKlA4QYAgAIp3DDG7t2PjlnvKikJADAVKNwwxqtfffoR69NOO/05XgkA8MIUbhjj0ksvH7P+ZElJAICpQOGGMebMmXPE+hWvmPMcrwQAeGEKN4zR17cpXV3P/NXo6upKX9+mkhMBAJOZwg1jDAxszcjISJJkZGQkAwP9JScCACYzhRvG6O7uSbVaTZJUq9V0d/eWnAgAmMwUbhijXl+VSqWSJKlUulKvryo5EQAwmSncHWpwcHsuvfSS7NgxWHaUaadWm5ve3qWpVCrp7V2aWq1WdiQAYBJTuDvUTTd9MQcOHMhNN32h7CjTUr2+Km94w5mm2wDAuCncHWhwcHsefnhnkmRoaKcpdwlqtblZs2ad6TYAMG7VsgNwtJtu+uKY9Reyfv0fl5Rm8ti69a70929py7H27WskSebMaU/h7u1dmp6eJW05FgAwuSjcHejwdPuwoaGdz/FKitJotLdwAwDTl8LdgV796tOPKN2nnXZ6iWkmj56eJW2bIm/YcF2S5Kqr1rbleADA9KVwd6BLL7081177B89af7LENExVN9/8tY58f8Dg4PYk//pDT6dZuHBRVq++pOwYAEwiCncHWrTotaNT7tNOOz0LFy4qOxJT0I4dg/mnf34o1dqssqMcYaTaTJL8855flJzkaM3GU2VHAGASUrg71KWXXp4NG9aZblOoam1W5i61Zel47d3i/RQAvHgKd4datOi1uemmr5UdAwCAcXIdbgAAKJDCDQAABVK4O1SjsTfr168bvR40AACTk8Ldofr6NmXbtofS17ep7CgAAIyDN012oEZjb/r7t6TVaqW/f0vq9VWp1dzxEKaSffsa2dNs5pbGr8uOMik81mymtc9v/IDJyYS7A/X1bcrIyEiSZGRk2JQbAGASM+HuQAMDWzM8PJwkGR4ezsBAfz784Y+UnApopzlzaqns3p2VtVPKjjIp3NL4dV4xx2/6gMnJhLsD/fZvv+WI9ZvffHZJSQAAGC+FuwPt2DE4Zr29nCAAAIybwt2Bdu165Ij1r371yHO8EgCATqdwd6BTT33VmPWrS0oCAMB4Kdwd6DWvWThmvaikJAAAjJfC3YH+z/+5f8z670tKAgDAeCncHai7uyddXc/80XR1daW7u7fkRAAAvFQKdweq11dlxowZSZIZM6qp11eVnAgAgJdK4e5Atdrc9PYuTaVSSW/vUrd1BwCYxNxpskPV66syNLTTdBsAYJJTuDtUrTY3a9asKzsGAADjZEsJAAAUSOEGAIACKdwd6oEH7s8ll7w/P/nJA2VHAQBgHBTuDvXFL/5xWq1WvvCF68uOAgDAOCjcHeiBB+7PwYMHkyQHDx4w5QYAmMQU7g70xS/+8RFrU24AgMlL4e5Ah6fb/7o+UFISAADGS+EGAIACKdwdaNaslz3vGgCAyUPh7kitF1gDADBZKNwd6B3vWDxmvaSkJAAAjFe17AAcbenSd+aOO743uj7vvHeWmIapat++RpqNp7J3y86yo0wazcZT2VdtlB0DgEnGhLsD3X77Xx+x3rz5r5/jlQAAdDoT7g50zz0/GLPemo997OMlpWGqmjOnlseaezN36ellR5k09m7ZmTlzamXHAGCSMeEGAIACKdwd6K1vPWfM+m0lJQEAYLwU7g50wgmzxqxPKCkJAADjpXB3oPvu+7sx678tKQkAAOOlcHegWm3umPUpJSUBAGC8FO4O9Oiju8asf1VSEgAAxkvhBgCAArkOdweqVCrPuwamhseGm7ml8euyYxzhyZGRJMlJXZ01j3lsuJlXlB3iOWzdelf6+7e05ViDg9uTJBs2XNeW4/X2Lk1Pz5K2HAt46RTuDjQ8PPy8a2DyW7hwUdkRjmnv/y18py56bak5xnpFOvectVOt5sZKMBUp3B1oxowZR5TsGTP8McFUs3r1JWVHOKbDk9WrrlpbcpLJo6dniSky8Lw663eGJDnWhLtZUhIAAMZL4QYAgAIp3AAAUCCFuwOdeuqrxqxfXVISAADGS+HuQLt3Pzpmves5XgkAQKdTuDtQq9V63jUAAJOHwt2BRv7vjSeeaw0AwOShcAMAQIEUbgAAKFAphftLX/pSVqxYkRUrVuTzn/98kmRgYCAXXnhhzj///Nxwww2jr33wwQezcuXKLFu2LFdffXWazal/E5g5c2rPuwYAYPKY8MI9MDCQrVu35lvf+la+/e1v5yc/+UluvfXWrFmzJjfeeGNuu+22PPDAA7nrrruSJFdccUWuvfba3H777Wm1Wtm4ceNER55w+/Y1nncNAMDkMeGFe/78+bnyyitzwgknZObMmXnd616X7du3Z9GiRXnNa16TarWaCy+8MJs3b87Q0FAOHjyYs88+O0mycuXKbN68eaIjT7hXv/r0I9annXb6c7wSAIBOV53oD/j6179+9P9v3749/+t//a988IMfzPz580cfX7BgQXbt2pVHH330iMfnz5+fXbs695rUW7felf7+LeM+zgknzDxiPXPmCdmw4bpxHbO3d2l6epaM6xjtdvPNX8uOHYNlxzimwcHtSTLu816EhQsXZfXqS8qOAQAcpwkv3If99Kc/zX/6T/8p/+W//JfMmDEj27dvH32u1WqlUqlkZGQklUrlqMdfjHnzZrcr8gt6xStOzMyZM8Z9nJkzZ6dSqaTVamXWrFl5+ctPbku2+fNfPu7jtNMjj+zM9p8+mFNnz3zhF0+wkzOcJDn4yM9KTnKkX+0/lJkzZ7Tlz7IdX6vTUbvOf6c6/HUxlT9HgIlWSuG+77778slPfjJr1qzJihUr8nd/93fZvXv36PO7d+/OggULcuqppx7x+GOPPZYFCxa8qI+1Z8/+jIxMzI1j3vzmt+XNb35bW461du2VGRwczDXX/H9ZuHBRW465e/fjbTlOuxw6NJxTZ8/MR/7NK8uOMml85ceP5dCh4bb8WR46NNyGRNNPu85/pzr8dTGVP0eAduvqqjzvkHfC93A/8sgj+cQnPpHrr78+K1asSJK85S1vyS9+8YsMDg5meHg4t956axYvXpzTTjsts2bNyn333Zck6evry+LFiyc6cile9rIT88Y3ntm2sg0AQDkmfML9la98JU899VQ++9nPjj72/ve/P5/97Gdz+eWX56mnnsqSJUuyfPnyJMn111+fa665Jvv3789ZZ52Viy++eKIjAwDASzbhhfuaa67JNddcc8znvvOd7xz12JlnnplvfvObRccCAIBCuNMkAAAUSOEGAIACKdwAAFAghRsAAAqkcAMAQIEUbgAAKJDCDQAABVK4AQCgQAo3AAAUaMLvNAl0jmbjqezdsrPsGEcYOdhMknS9rPO+PTUbTyXzyk4BwGTTef9FAybEwoWLyo5wTIOD25Mki+a9ttQcxzSvc88bAJ1L4YZpavXqS8qOcEwbNlyXJLnqqrUlJwGA9rCHGwAACqRwAwBAgRRuAAAokMINAAAFUrgBAKBACjcAABRI4QYAgAIp3AAAUCCFGwAACqRwAwBAgRRuAAAokMINAAAFqpYdgOlr375Gfr3/UL7y48fKjjJpPLL/UE7Z1yg7Bh1m69a70t+/pS3HGhzcniTZsOG6thyvt3dpenqWtOVYAJOVwg3AqFqtVnYEgClH4aY0c+bUMuvJx/KRf/PKsqNMGl/58WN52RyFiCP19CwxRQboYPZwAwBAgRRuAAAokMINAAAFUrgBAKBACjcAABRI4QYAgAIp3AAAUCCFGwAACqRwAwBAgRRuAAAokMINAAAFUrgBAKBA1bIDML39av+hfOXHj5Ud4yj7nx5Oksw+YUbJSY70q/2H8tqyQwAAL4rCTWkWLlxUdoTntGtwe5Lkla96bak5xnptOvu8AQBHU7gpzerVl5Qd4Tlt2HBdkuSqq9aWnAQAmOzs4QYAgAJN+wn3zTd/LTt2DJYd4yiD/3dLw+FJaydZuHBRR0+nAQA6ybQv3Dt2DOahbT/NjJfNLTvKEUaGn3mz3k93dNYbCocP7i07AgDApDLtC3eSzHjZ3Lz8jN8tO8ak8PjPv1d2BACAScUebgAAKJDCDQAABVK4AQCgQAo3AAAUSOEGAIACKdwAAFAghRsAAAqkcAMAQIEUbgAAKJDCDQAABVK4AQCgQAo3AAAUSOEGAIACKdwAAFAghRsAAAqkcAMAQIGqZQco2759jQwf3JvHf/69sqNMCsMH92bfvmn/ZQMAcNxMuAEAoEDTflQ5Z04tj+5r5uVn/G7ZUSaFx3/+vcyZUys7BgDApGHCDQAABVK4AQCgQAo3AAAUSOEGAIACKdwAAFAghRsAAAqkcAMAQIEUbgAAKJDCDQAABVK4AQCgQAo3AAAUqFp2gE4wfHBvHv/598qOcYSR5oEkSVf1xJKTHGn44N4kryw7Bh1m69a70t+/pS3HGhzcniTZsOG6thyvt3dpenqWtOVYAPBSTPvCvXDhorIjHNPh0rFoYaeV21d27DljaqjVamVHAIC2mvaFe/XqS8qOcEyHp3tXXbW25CTwwnp6lpgiA8BzsIcbAAAKpHADAECBFG4AACiQwg0AAAVSuAEAoEAKNwAAFGjaXxaQqcPNVwCATqRwwzG4+QoA0C4KN1OGm68AAJ3IHm4AACiQwg0AAAVSuAEAoEAKNwAAFEjhBgCAAincAABQIIUbAAAKpHADAECBFG4AACiQwg0AAAVSuAEAoEAKNwAAFEjhBgCAAincAABQoEqr1WqVHaJIe/bsz8jIxHyKW7felf7+LW051uDg9iTJokWvbcvxenuXpqdnSVuOBQDAv+rqqmTevNnP+Xx1ArPwItRqtbIjAADQBibcAAAwDi804baHGwAACqRwAwBAgRRuAAAokMINAAAFUrgBAKBACjcAABRI4QYAgAJNisL93e9+NxdccEHOP//83HzzzWXHAQCA49bxd5rctWtXbrjhhtxyyy054YQT8v73vz+/8zu/k9/6rd8qOxoAALygjp9wDwwM5O1vf3tqtVpOOumkLFu2LJs3by47FgAAHJeOL9yPPvpo5s+fP7pesGBBdu3aVWIiAAA4fh2/pWRkZCSVSmV03Wq1jli/kOe7rz0AABSt4wv3qaeemnvvvXd0vXv37ixYsOC4//09e/ZnZKRVRDQAAEhXV+V5h7wdv6Wku7s7P/zhD/PrX/86Bw4cyN/8zd9k8eLFZccCAIDj0vET7t/4jd/I7//+7+fiiy/OoUOH8p73vCdvfvOby44FAADHpdJqtab0fgtbSgAAKNKk31ICAACTmcINAAAFUrgBAKBACjcAABRI4QYAgAIp3AAAUCCFGwAACqRwAwBAgRRuAAAokMINAAAFqpYdoGhdXZWyIwAAMIW9UN+stFqt1gRlAQCAaceWEgAAKJDCDQAABVK4AQCgQAo3AAAUSOEGAIACKdwAAFAghRsAAAqkcAMAQIEUbgAAKJDC3SH279+fd7/73dm5c+dRzz344INZuXJlli1blquvvjrNZrOEhFPTl770paxYsSIrVqzI5z//+aOed+6L9ad/+qe54IILsmLFinz1q1896nnnv3if+9zncuWVVx71+MMPP5zVq1dn+fLlueyyy/LEE0+UkG7q+tCHPpQVK1akXq+nXq/nH/7hH454fmBgIBdeeGHOP//83HDDDSWlnLruuOOOrFy5Mu9617vyh3/4h0c973tPcf7qr/5q9Ou+Xq/n3/7bf5v/+l//6xGvmZLnv0Xp/v7v/7717ne/u3XWWWe1fvnLXx71/IoVK1o//vGPW61Wq3XVVVe1br755omOOCX94Ac/aL3vfe9rPfXUU62nn366dfHFF7f+5m/+5ojXOPfF+du//dvW+9///tahQ4daBw4caJ133nmtf/7nfz7iNc5/sQYGBlq/8zu/0/qDP/iDo5772Mc+1rr11ltbrVar9aUvfan1+c9/fqLjTVkjIyOtnp6e1qFDh475/IEDB1pLlixp7dixo3Xo0KHW7/3e77W2bNkywSmnrh07drR6enpajzzySOvpp59ufeADHzjq/PreMzG2bdvW+t3f/d3Wnj17jnh8Kp5/E+4OsHHjxqxduzYLFiw46rmhoaEcPHgwZ599dpJk5cqV2bx580RHnJLmz5+fK6+8MieccEJmzpyZ173udXn44YdHn3fui/W2t70t/+N//I9Uq9Xs2bMnw8PDOemkk0afd/6L1Wg0csMNN+TSSy896rlDhw7lRz/6UZYtW5bEuW+3n//850ny/7d37yFR5X0cx99jM1vZBRtNLbsaXdwlxC0IM7Oii05Tau4fyxJlscsGlbttIFFj98zCCqSgogu7GZZlXgpbKIOuEuk/ulAWUZI0WFGUJTk1c54/ls6zPvXwxJPjjc/rr3N+38Px54fDzy+/OSpLly5l/vz55Ofnt6rX1NQwfPhwhg4ditVqZd68ecq/DV24cAGHw0F4eDg2m409e/YQHR1t1rX2tJ+NGzeyatUq7Ha7OdZd87d29AQEtm3b9l9rT548YeDAgeb5wIEDaWxsbI9pdXujR482jx8+fMj58+cpKCgwx5S9/9lsNvLy8jhy5AiJiYmEhYWZNeXvX+vXr2fVqlW43e6Pai9evKBv375YrX//iFD2bevVq1fExsaSlZXFu3fvWLRoESNHjiQuLg74+NkPDQ1V/m2ovr4em83GsmXLcLvdTJs2jV9//dWsa+1pHzdu3ODt27ckJSW1Gu+u+WuHu5Pz+XxYLBbz3DCMVufy5e7du8fSpUvJzMxkxIgR5riybx8ZGRlUVlbidrspLCw0x5W//5w6dYpBgwYRGxv7yfqnslb2bScmJoadO3fSr18/7HY73333HZcvXzbrevb9y+v1UllZSXZ2NidPnqSmpobi4mKzrvzbx4kTJ1iyZMlH4901fzXcnVx4eDhPnz41z589e/bJV0/k/1NdXU16ejqrV68mNTW1VU3Z+9f9+/e5ffs2AL1792b27NnU1dWZdeXvP+Xl5Vy/fp3k5GTy8vK4dOkS2dnZZt1ut9PU1ITX6wXg6dOnyr4NVVVVUVlZaZ4bhmF+mgAfP/vKv22FhIQQGxuL3W6nV69ezJw5k5qaGrOutcf/PB4Pt27dYsaMGR/Vumv+arg7uYiICHr27El1dTUApaWlTJ06tYNn1T243W6WL19Obm4uc+fO/aiu7P2roaEBl8uFx+PB4/FQUVHBhAkTzLry95+jR49y7tw5SktLycjIYMaMGaxdu9as22w2Jk6cSHl5OQAlJSXKvg01NTWxc+dOWlpaeP36NcXFxcyaNcusR0dH8+DBA+rr6/F6vZw7d075t6Hp06dz7do1Xr16hdfr5erVq3zzzTdmXWuP/9XV1TFixIhWv7fzQXfNXw13J/XTTz9RW1sLQG5uLtu3bycxMZHm5mYWLVrUwbPrHg4fPkxLSws5OTnmnycqKChQ9u0kISGBadOmkZKSQlpaGjExMcydO1f5d6B169ZRUVEBwIYNGygsLMThcFBVVdXqHVf5MtOnTychIcF89j88/8nJyTQ2NtKzZ09ycnJYuXIlDoeDyMhIEhMTO3ra3UZ0dDQ//vgjP/zwAw6Hg8GDB5OWlqa1px09evSI8PDwVmPdPX+LYRhGR09CRERERKS70g63iIiIiIgfqeEWEREREfEjNdwiIiIiIn6khltERERExI/UcIuIiIiI+JEabhGRLuLmzZs4nc4vukdMTAwNDQ1tNCMREfkcarhFRERERPzI+r8vERGRzqK5uZmMjAzq6+vp378/mzdvJiIigtzcXG7duoXX6+Xrr7/G5XLRt29fqqqq2LJlCxaLhfHjx+Pz+YC/d8u3bdtGYGAgb968oaioiOLiYo4dO0ZAQAAhISFkZWUxcuRImpqa2LRpE3fu3MFisRAfH89vv/2G1Wpl/PjxLFmyhBs3btDc3MyKFSv4888/uXv3LqGhoezfv5/AwEDy8vK4cOECNpuNAQMGsH379m7x75pFRD6HdrhFRLoQt9tNeno6paWlOJ1OMjMzOXjwID169ODMmTOUlZURGhpKbm4uHo+HX375hTVr1lBSUsKkSZN4+/atea979+6xa9cuzp49S3V1NYcOHeKPP/6grKwMp9PJ8uXLMQyDrVu3EhQUxNmzZykqKqKuro4jR44A4PF4CAkJ4fTp06SkpOByuVi3bh3l5eW8fv2aiooK3G43v//+O0VFRZw5c4a4uDhqamo6KkIRkXanhltEpAsZO3Ys3377LQCpqan89ddfXLx4kUuXLpGSkkJycjIXL17k/v373L17F6vVSmxsLABOp5M+ffqY9xo0aBAREREAXL16FYfDgd1uB2DBggU0NjbS0NDAlStXWLhwIRaLha+++orvv/+eK1eumPeZM2cOAMOGDWPMmDGEhYUREBDAkCFDePnyJWFhYYwbN47U1FR27NhBVFQUM2fObJe8REQ6A71SIiLShQQEtN4nsVgsAKxdu5aEhAQA3rx5Q0tLC48fP8YwjFbXW63/XvYDAwPN4w+vmvyTYRi8f/8en89nfp0P175//948t9lsnzz+55zz8/Opra2lsrKS7Oxs4uPjyczM/KzvWUSkq9MOt4hIF1JXV8ft27cBOHnyJBMmTGDq1KkcP34cj8eDz+cjKyuL3bt3M3bsWAzD4PLlywBUVFTw8uXLT943Pj6e8vJynj9/DkBRURFBQUEMHz6cKVOmkJ+fj2EYeDweCgsLmTx58mfP+c6dOzidTkaNGsXPP/9Meno6tbW1X5iEiEjXoR1uEZEuJDIykr179/Lo0SOCg4PJyckhODiYHTt2kJqaitfrJSoqijVr1mCz2di3bx8bN25k9+7dREVFERwc/Mn7xsXFkZ6ezuLFi/H5fNjtdg4cOEBAQAAul4utW7cyb9483r17R3x8PMuWLfvsOY8bN46kpCTS0tIIDAykV69euFyutopERKTTsxj/+XmjiIiIiIi0Gb1SIiIiIiLiR2q4RURERET8SA23iIiIiIgfqeEWEREREfEjNdwiIiIiIn6khltERERExI/UcIuIiIiI+JEabhERERERP/oXCf1xiA22sEsAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 864x864 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Plotting a boxplot to quickly see if there is any trend between price and no. bedrooms\n",
    "plt.figure(figsize=(12,12))\n",
    "sb.boxplot(x='bedrooms', y='price', data=listingDF[['bedrooms', 'price']])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The boxplots above show that indeed there is a trend between bedrooms and price. So, we should anaylse the no. bedrooms further with the property type."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>property_type</th>\n",
       "      <th>bedrooms</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td>0</td>\n",
       "      <td>Apartment</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>1</td>\n",
       "      <td>Apartment</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>2</td>\n",
       "      <td>House</td>\n",
       "      <td>5.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>4</td>\n",
       "      <td>House</td>\n",
       "      <td>3.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>5</td>\n",
       "      <td>House</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>6</td>\n",
       "      <td>House</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>7</td>\n",
       "      <td>Cabin</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>8</td>\n",
       "      <td>Apartment</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>9</td>\n",
       "      <td>Apartment</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>10</td>\n",
       "      <td>House</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>11</td>\n",
       "      <td>House</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>12</td>\n",
       "      <td>Apartment</td>\n",
       "      <td>2.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>13</td>\n",
       "      <td>House</td>\n",
       "      <td>2.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>14</td>\n",
       "      <td>House</td>\n",
       "      <td>6.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>15</td>\n",
       "      <td>House</td>\n",
       "      <td>2.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   property_type  bedrooms\n",
       "0      Apartment       1.0\n",
       "1      Apartment       1.0\n",
       "2          House       5.0\n",
       "4          House       3.0\n",
       "5          House       1.0\n",
       "6          House       1.0\n",
       "7          Cabin       1.0\n",
       "8      Apartment       1.0\n",
       "9      Apartment       1.0\n",
       "10         House       1.0\n",
       "11         House       1.0\n",
       "12     Apartment       2.0\n",
       "13         House       2.0\n",
       "14         House       6.0\n",
       "15         House       2.0"
      ]
     },
     "execution_count": 38,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Creating a number of rooms vs property type dataframe\n",
    "noRoomDF = listingDF[['property_type', 'bedrooms']]\n",
    "noRoomDF.head(n=15)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x243e5a4ea48>"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 864x864 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Plotting a swarmplot to visually see the number of listings for each room_type and the no. bedrooms\n",
    "plt.figure(figsize=(12,12))\n",
    "sb.swarmplot(x='bedrooms', y='property_type', data=noRoomDF)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "From the above swarmplot, we can see that generally, the number of listings decreases with higher no. of bedrooms. Additionally, only apartments and houses have more than 3 bedrooms with the exception of the boat house. We will now see the prices of these 2 variables plotted in a single heatmap."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x1f6d41c4f88>"
      ]
     },
     "execution_count": 40,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 864x864 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Plotting a heatmap of prices with number of bedrooms for listings\n",
    "\n",
    "plt.figure(figsize=(12,12))\n",
    "sb.heatmap(listingDF.groupby(['property_type', 'bedrooms']).price.mean().unstack(),annot=True, fmt=\".0f\", cmap = sb.cm.rocket_r, cbar_kws={'label': 'mean_price'})\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "From the above heatmap and boxplots, we can see that unsurprisingly, price of listings increases with number of bedrooms. Only the listing of full house with 7 bedrooms does not follow this trend. To find out why, the number of listings with each number of bedrooms was printed."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of bedrooms : 7\n",
      "\n",
      "BedRms|Listings\n",
      "1.0    1999\n",
      "2.0     532\n",
      "3.0     236\n",
      "4.0      52\n",
      "5.0      17\n",
      "6.0       6\n",
      "7.0       1\n",
      "Name: bedrooms, dtype: int64\n"
     ]
    }
   ],
   "source": [
    "# Number of bedrooms\n",
    "print(\"Number of bedrooms :\", len(listingDF[\"bedrooms\"].unique()))\n",
    "print()\n",
    "print(\"BedRms|Listings\")\n",
    "# Number of listings of each room type\n",
    "print(listingDF[\"bedrooms\"].value_counts())"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "From the table above, we can see that there was only 1 listing with 7 bedrooms. So, it can be seen as an exception (anomaly). So, the general trend is true, price of listing increases with no. bedrooms. "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "So far, we can see that room type, property type and number of bedrooms have some effect on the price of a listing. We will now analyse if any specific ammenity in the property results in higher prices."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Analyzing if any particular ammenity results in higher prices."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##### We are going to analyze the textual data of ammenities by finding the words that appear most frequently in ammenities in the most expensive listings."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {},
   "outputs": [],
   "source": [
    "import nltk\n",
    "from nltk.corpus import stopwords\n",
    "import re\n",
    "\n",
    "# Create a dataframe of the words that appear in the ammenities section of the most expensive listings\n",
    "\n",
    "amenitiesDF = listingDF[['amenities','price','id',]]\n",
    "amenitiesDFTopper = amenitiesDF.sort_values('price',ascending=[0])\n",
    "amenitiesDFtop=amenitiesDFTopper.head(30)\n",
    "allemenities = ''\n",
    "for index,row in amenitiesDFtop.iterrows():\n",
    "    p = re.sub('[^a-zA-Z]+',' ', row['amenities'])\n",
    "    allemenities+=p\n",
    "\n",
    "allemenities_data=nltk.word_tokenize(allemenities)\n",
    "filtered_data=[word for word in allemenities_data if word not in stopwords.words('english')] \n",
    "wnl = nltk.WordNetLemmatizer() \n",
    "allemenities_data=[wnl.lemmatize(data) for data in filtered_data]\n",
    "allemenities_words=' '.join(allemenities_data)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1080x1080 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from wordcloud import WordCloud, STOPWORDS\n",
    "\n",
    "wordcloud = WordCloud(width = 1000, height = 700, background_color=\"white\").generate(allemenities_words)\n",
    "plt.figure(figsize=(15,15))\n",
    "plt.imshow(wordcloud)\n",
    "plt.axis(\"off\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "From the above wordcloud, we can see that the listings with the highest prices have ammenities such as 'Washer', Dryer', 'Heating', 'Wireless Internet', 'Smoke Detector', 'Free Parking', 'Kid Friendly'. These ammenities will be further explored in depth in the machine learning parts of the project."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "From all the analysis above, we can say a few things:\n",
    "\n",
    "1. Type of room for the listing has a great influence in the price. Most hosts list their entire property. Moreover, entire property lisitings cost the most.\n",
    "\n",
    "\n",
    "2. The type of property also influences price. Although the highest price is fetched by boat houses, there are very few of them. The most common properties are houses and apartments since these are the 2 types of properties that most hosts list and they do fetch a high price provided the entire property is listed as mentioned in (1).\n",
    "\n",
    "\n",
    "3. The number of bedrooms in the listing also has a general trend with the price of the listing. The more rooms available, the higher the price of the listing.\n",
    "\n",
    " \n",
    "4. Finally, there are certain ammenities such as: 'Dryer', 'Washer', 'Kid Friendly', 'Heating', 'Free Parking' etc. that most expensive listings also provide. **The ammenities will be further explored in the machine learning parts of the project.**"
   ]
  },
  {
   "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": "3.7.4"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}