listing_details_analysis.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Analyzing the difference in prices of listings"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 103,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/anaconda3/lib/python3.6/site-packages/IPython/core/interactiveshell.py:2785: DtypeWarning: Columns (43,88) have mixed types. Specify dtype option on import or set low_memory=False.\n",
      "  interactivity=interactivity, compiler=compiler, result=result)\n"
     ]
    }
   ],
   "source": [
    "#importing the listing_details dataset\n",
    "import pandas as pd\n",
    "import numpy as np\n",
    "from collections import Counter\n",
    "df = pd.read_csv('./datasets/listings_detail.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 104,
   "metadata": {},
   "outputs": [],
   "source": [
    "#filling the null values with zeros\n",
    "df.fillna(0, inplace=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 105,
   "metadata": {},
   "outputs": [],
   "source": [
    "price = df['price']\n",
    "prices=[]\n",
    "#making price float value\n",
    "for p in price:\n",
    "    p=float(p[1:].replace(',',''))\n",
    "    prices.append(p)\n",
    "df['price']=prices"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 106,
   "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>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>requires_license</th>\n",
       "      <th>license</th>\n",
       "      <th>jurisdiction_names</th>\n",
       "      <th>instant_bookable</th>\n",
       "      <th>is_business_travel_ready</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",
       "      <th>1</th>\n",
       "      <td>20702398</td>\n",
       "      <td>https://www.airbnb.com/rooms/20702398</td>\n",
       "      <td>20171002002103</td>\n",
       "      <td>2017-10-03</td>\n",
       "      <td>Quiet house on City Island</td>\n",
       "      <td>1 private bedroom and bathroom available for o...</td>\n",
       "      <td>0</td>\n",
       "      <td>1 private bedroom and bathroom available for o...</td>\n",
       "      <td>none</td>\n",
       "      <td>This neighborhood is dope! Lot's of seafood re...</td>\n",
       "      <td>...</td>\n",
       "      <td>f</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>f</td>\n",
       "      <td>f</td>\n",
       "      <td>moderate</td>\n",
       "      <td>f</td>\n",
       "      <td>f</td>\n",
       "      <td>1</td>\n",
       "      <td>2.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>6627449</td>\n",
       "      <td>https://www.airbnb.com/rooms/6627449</td>\n",
       "      <td>20171002002103</td>\n",
       "      <td>2017-10-03</td>\n",
       "      <td>Large 1 BDRM in Great location</td>\n",
       "      <td>This ground floor apartment is light and airy ...</td>\n",
       "      <td>We are close to fishing, boating, biking, hors...</td>\n",
       "      <td>This ground floor apartment is light and airy ...</td>\n",
       "      <td>none</td>\n",
       "      <td>City Island is a unique and a hidden gem of Ne...</td>\n",
       "      <td>...</td>\n",
       "      <td>f</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>f</td>\n",
       "      <td>f</td>\n",
       "      <td>strict</td>\n",
       "      <td>f</td>\n",
       "      <td>f</td>\n",
       "      <td>1</td>\n",
       "      <td>0.77</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>5557381</td>\n",
       "      <td>https://www.airbnb.com/rooms/5557381</td>\n",
       "      <td>20171002002103</td>\n",
       "      <td>2017-10-03</td>\n",
       "      <td>Quaint City Island Home</td>\n",
       "      <td>Located in an old sea-shanty town, our home ha...</td>\n",
       "      <td>You won't find a place so close to the city (N...</td>\n",
       "      <td>Located in an old sea-shanty town, our home ha...</td>\n",
       "      <td>none</td>\n",
       "      <td>City Island is unique in two ways. First, you ...</td>\n",
       "      <td>...</td>\n",
       "      <td>f</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>t</td>\n",
       "      <td>f</td>\n",
       "      <td>moderate</td>\n",
       "      <td>f</td>\n",
       "      <td>f</td>\n",
       "      <td>1</td>\n",
       "      <td>3.27</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>19609887</td>\n",
       "      <td>https://www.airbnb.com/rooms/19609887</td>\n",
       "      <td>20171002002103</td>\n",
       "      <td>2017-10-02</td>\n",
       "      <td>Sweet Getaway</td>\n",
       "      <td>Getaway for two (2) or up to seven (7), nice s...</td>\n",
       "      <td>$150 first  two guests per night, $25 each add...</td>\n",
       "      <td>Getaway for two (2) or up to seven (7), nice s...</td>\n",
       "      <td>none</td>\n",
       "      <td>If you enjoy seafood, City Island is the place...</td>\n",
       "      <td>...</td>\n",
       "      <td>f</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>f</td>\n",
       "      <td>f</td>\n",
       "      <td>flexible</td>\n",
       "      <td>f</td>\n",
       "      <td>f</td>\n",
       "      <td>1</td>\n",
       "      <td>1.58</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>7949480</td>\n",
       "      <td>https://www.airbnb.com/rooms/7949480</td>\n",
       "      <td>20171002002103</td>\n",
       "      <td>2017-10-03</td>\n",
       "      <td>City Island Sanctuary BR &amp; Private Bath w Parking</td>\n",
       "      <td>Relax on City Island in our quiet guest room w...</td>\n",
       "      <td>On parle français et anglais, (lire le françai...</td>\n",
       "      <td>Relax on City Island in our quiet guest room w...</td>\n",
       "      <td>none</td>\n",
       "      <td>City Island is a unique sanctuary in New York ...</td>\n",
       "      <td>...</td>\n",
       "      <td>f</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>f</td>\n",
       "      <td>f</td>\n",
       "      <td>moderate</td>\n",
       "      <td>t</td>\n",
       "      <td>t</td>\n",
       "      <td>1</td>\n",
       "      <td>1.49</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 96 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "         id                            listing_url       scrape_id  \\\n",
       "1  20702398  https://www.airbnb.com/rooms/20702398  20171002002103   \n",
       "2   6627449   https://www.airbnb.com/rooms/6627449  20171002002103   \n",
       "5   5557381   https://www.airbnb.com/rooms/5557381  20171002002103   \n",
       "6  19609887  https://www.airbnb.com/rooms/19609887  20171002002103   \n",
       "7   7949480   https://www.airbnb.com/rooms/7949480  20171002002103   \n",
       "\n",
       "  last_scraped                                               name  \\\n",
       "1   2017-10-03                         Quiet house on City Island   \n",
       "2   2017-10-03                     Large 1 BDRM in Great location   \n",
       "5   2017-10-03                            Quaint City Island Home   \n",
       "6   2017-10-02                                      Sweet Getaway   \n",
       "7   2017-10-03  City Island Sanctuary BR & Private Bath w Parking   \n",
       "\n",
       "                                             summary  \\\n",
       "1  1 private bedroom and bathroom available for o...   \n",
       "2  This ground floor apartment is light and airy ...   \n",
       "5  Located in an old sea-shanty town, our home ha...   \n",
       "6  Getaway for two (2) or up to seven (7), nice s...   \n",
       "7  Relax on City Island in our quiet guest room w...   \n",
       "\n",
       "                                               space  \\\n",
       "1                                                  0   \n",
       "2  We are close to fishing, boating, biking, hors...   \n",
       "5  You won't find a place so close to the city (N...   \n",
       "6  $150 first  two guests per night, $25 each add...   \n",
       "7  On parle français et anglais, (lire le françai...   \n",
       "\n",
       "                                         description experiences_offered  \\\n",
       "1  1 private bedroom and bathroom available for o...                none   \n",
       "2  This ground floor apartment is light and airy ...                none   \n",
       "5  Located in an old sea-shanty town, our home ha...                none   \n",
       "6  Getaway for two (2) or up to seven (7), nice s...                none   \n",
       "7  Relax on City Island in our quiet guest room w...                none   \n",
       "\n",
       "                               neighborhood_overview        ...          \\\n",
       "1  This neighborhood is dope! Lot's of seafood re...        ...           \n",
       "2  City Island is a unique and a hidden gem of Ne...        ...           \n",
       "5  City Island is unique in two ways. First, you ...        ...           \n",
       "6  If you enjoy seafood, City Island is the place...        ...           \n",
       "7  City Island is a unique sanctuary in New York ...        ...           \n",
       "\n",
       "  requires_license license jurisdiction_names instant_bookable  \\\n",
       "1                f     0.0                  0                f   \n",
       "2                f     0.0                  0                f   \n",
       "5                f     0.0                  0                t   \n",
       "6                f     0.0                  0                f   \n",
       "7                f     0.0                  0                f   \n",
       "\n",
       "  is_business_travel_ready cancellation_policy require_guest_profile_picture  \\\n",
       "1                        f            moderate                             f   \n",
       "2                        f              strict                             f   \n",
       "5                        f            moderate                             f   \n",
       "6                        f            flexible                             f   \n",
       "7                        f            moderate                             t   \n",
       "\n",
       "  require_guest_phone_verification calculated_host_listings_count  \\\n",
       "1                                f                              1   \n",
       "2                                f                              1   \n",
       "5                                f                              1   \n",
       "6                                f                              1   \n",
       "7                                t                              1   \n",
       "\n",
       "   reviews_per_month  \n",
       "1               2.00  \n",
       "2               0.77  \n",
       "5               3.27  \n",
       "6               1.58  \n",
       "7               1.49  \n",
       "\n",
       "[5 rows x 96 columns]"
      ]
     },
     "execution_count": 106,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df = df[df.bathrooms >0]\n",
    "df = df[df.bedrooms > 0]\n",
    "df = df[df.beds > 0]\n",
    "df = df[df.price  > 0]\n",
    "df = df[df.review_scores_rating  > 0]\n",
    "df = df[df.reviews_per_month > 0]\n",
    "df = df[df.accommodates  > 0]\n",
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 107,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>room_type</th>\n",
       "      <th>count</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Entire home/apt</td>\n",
       "      <td>14665</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Private room</td>\n",
       "      <td>15313</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Shared room</td>\n",
       "      <td>810</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "         room_type  count\n",
       "0  Entire home/apt  14665\n",
       "1     Private room  15313\n",
       "2      Shared room    810"
      ]
     },
     "execution_count": 107,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# grouping listings based on room_type\n",
    "temp_df=df.groupby('room_type').id.count()\n",
    "temp_df=temp_df.reset_index()\n",
    "temp_df=temp_df.rename(columns={'id':'count'})\n",
    "temp_df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 108,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Counter({'Private room': 15313, 'Entire home/apt': 14665, 'Shared room': 810})\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x1a44d3c080>"
      ]
     },
     "execution_count": 108,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
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\n",
      "text/plain": [
       "<Figure size 720x720 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "%matplotlib inline\n",
    "\n",
    "import matplotlib\n",
    "import matplotlib.pyplot as plt\n",
    "matplotlib.style.use('ggplot')\n",
    "\n",
    "room = df.room_type\n",
    "r = Counter(room)\n",
    "print(r)\n",
    "temp_df = pd.DataFrame.from_dict(r, orient='index')\n",
    "temp_df.columns = ['room_type']\n",
    "temp_df.plot.pie(y = 'room_type', \n",
    "                 figsize=(10,10), \n",
    "                 colormap = 'mako_r',\n",
    "                 fontsize = 20, autopct = '%.2f',\n",
    "                 legend = False,\n",
    "                 title = 'Room Type Distribution')\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 109,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0,0.5,'Number of listings')"
      ]
     },
     "execution_count": 109,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Plotting the number of listings based on their property type\n",
    "\n",
    "%matplotlib inline\n",
    "import matplotlib\n",
    "import matplotlib.pyplot as plt\n",
    "matplotlib.style.use('ggplot')\n",
    "\n",
    "temp_property_df = df.groupby('property_type').id.count()\n",
    "temp_property_df= temp_property_df.reset_index()\n",
    "temp_property_df=temp_property_df.rename(columns={'id':'Number_Of_Listings'})\n",
    "\n",
    "objects = propertytype_DF['property_type']\n",
    "y_pos = propertytype_DF['Number_Of_Listings']\n",
    "\n",
    "propertytype_DF.plot(kind='bar', \n",
    "           x='property_type',\n",
    "           y='Number_Of_Listings',\n",
    "           color = '#cc99ff', \n",
    "           figsize =(15,8), \n",
    "           title = 'NYC Property Type Frequency', \n",
    "           legend = False)\n",
    "plt.ylabel('property type')\n",
    "plt.ylabel('Number of listings')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 110,
   "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",
       "      <th>48</th>\n",
       "      <td>Timeshare</td>\n",
       "      <td>Entire home/apt</td>\n",
       "      <td>450.363636</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40</th>\n",
       "      <td>Loft</td>\n",
       "      <td>Entire home/apt</td>\n",
       "      <td>312.454545</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>Condominium</td>\n",
       "      <td>Entire home/apt</td>\n",
       "      <td>308.927966</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50</th>\n",
       "      <td>Townhouse</td>\n",
       "      <td>Entire home/apt</td>\n",
       "      <td>308.305921</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>Hostel</td>\n",
       "      <td>Entire home/apt</td>\n",
       "      <td>280.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   property_type        room_type       price\n",
       "48     Timeshare  Entire home/apt  450.363636\n",
       "40          Loft  Entire home/apt  312.454545\n",
       "19   Condominium  Entire home/apt  308.927966\n",
       "50     Townhouse  Entire home/apt  308.305921\n",
       "32        Hostel  Entire home/apt  280.000000"
      ]
     },
     "execution_count": 110,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#Prices for different room type and property type\n",
    "\n",
    "roomProperty_DF = inputDF.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": 111,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x121ca2898>"
      ]
     },
     "execution_count": 111,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x1080 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#Plotting the same on a heatMap\n",
    "import seaborn as sns\n",
    "plt.figure(figsize=(15,15))\n",
    "sns.heatmap(df.groupby([\n",
    "        'property_type', 'room_type']).price.mean().unstack(),annot=True, fmt=\".0f\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "From the above heatmap, it can be observed that for any property type, prices are maximum for Entire home/apartment. Hence property type and room type are one of the most important factors in deciding price of a listing."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Where to invest in property in NYC?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 112,
   "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>room_type</th>\n",
       "      <th>average_Price</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Entire home/apt</td>\n",
       "      <td>207.340880</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Private room</td>\n",
       "      <td>82.099784</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Shared room</td>\n",
       "      <td>59.969136</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "         room_type  average_Price\n",
       "0  Entire home/apt     207.340880\n",
       "1     Private room      82.099784\n",
       "2      Shared room      59.969136"
      ]
     },
     "execution_count": 112,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Average prices for each type of listing\n",
    "\n",
    "avg_Price=df.groupby('room_type').price.mean()\n",
    "avg_Price=avg_Price.reset_index()\n",
    "avg_Price=avg_Price.rename(columns={'price':'average_Price'})\n",
    "avg_Price"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 113,
   "metadata": {},
   "outputs": [],
   "source": [
    "type_home = df[(df.room_type == 'Entire home/apt')]\n",
    "type_private = df[(df.room_type == 'Private room')]\n",
    "type_shared = df[(df.room_type == 'Shared room')]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 114,
   "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>neighbourhood_cleansed</th>\n",
       "      <th>Number_Of_Listings</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>189</th>\n",
       "      <td>Williamsburg</td>\n",
       "      <td>1271</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>Bedford-Stuyvesant</td>\n",
       "      <td>1010</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>57</th>\n",
       "      <td>East Village</td>\n",
       "      <td>807</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>85</th>\n",
       "      <td>Harlem</td>\n",
       "      <td>714</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>180</th>\n",
       "      <td>Upper West Side</td>\n",
       "      <td>697</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "    neighbourhood_cleansed  Number_Of_Listings\n",
       "189           Williamsburg                1271\n",
       "11      Bedford-Stuyvesant                1010\n",
       "57            East Village                 807\n",
       "85                  Harlem                 714\n",
       "180        Upper West Side                 697"
      ]
     },
     "execution_count": 114,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# number of listings grouped with neighbourhood\n",
    "\n",
    "neighbourhood = type_home.groupby('neighbourhood_cleansed').id.count()\n",
    "neighbourhood=neighbourhood.reset_index()\n",
    "neighbourhood=neighbourhood.rename(columns={'id':'Number_Of_Listings'})\n",
    "neighbourhood=neighbourhood.sort_values('Number_Of_Listings',ascending=[0])\n",
    "neighbourhood.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 115,
   "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>neighbourhood_cleansed</th>\n",
       "      <th>Number_Of_Listings</th>\n",
       "      <th>Average_Price</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Williamsburg</td>\n",
       "      <td>1271</td>\n",
       "      <td>200.220299</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Bedford-Stuyvesant</td>\n",
       "      <td>1010</td>\n",
       "      <td>154.599010</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>East Village</td>\n",
       "      <td>807</td>\n",
       "      <td>232.619579</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Harlem</td>\n",
       "      <td>714</td>\n",
       "      <td>173.060224</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Upper West Side</td>\n",
       "      <td>697</td>\n",
       "      <td>255.769010</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "  neighbourhood_cleansed  Number_Of_Listings  Average_Price\n",
       "0           Williamsburg                1271     200.220299\n",
       "1     Bedford-Stuyvesant                1010     154.599010\n",
       "2           East Village                 807     232.619579\n",
       "3                 Harlem                 714     173.060224\n",
       "4        Upper West Side                 697     255.769010"
      ]
     },
     "execution_count": 115,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# average price of listings grouped with neighbourhood\n",
    "\n",
    "neighbourhood_avg_price = type_home.groupby('neighbourhood_cleansed').price.mean()\n",
    "neighbourhood_avg_price = neighbourhood_avg_price.reset_index()\n",
    "neighbourhood_avg_price = neighbourhood_avg_price.rename(columns={'price':'Average_Price'})\n",
    "neighbourhood_avg_price = neighbourhood_avg_price.sort_values('Average_Price',ascending=[0])\n",
    "neighbourhood_avg_price.head()\n",
    "\n",
    "\n",
    "mergeDF=pd.merge(neighbourhood,neighbourhood_avg_price,on='neighbourhood_cleansed')\n",
    "mergeDF.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 116,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0,0.5,'Number Of Listings')"
      ]
     },
     "execution_count": 116,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
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      "text/plain": [
       "<Figure size 2880x1080 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Frequency of listings on the basis of neighbourhood where room type is entire apartment\n",
    "\n",
    "%matplotlib inline\n",
    "\n",
    "import matplotlib\n",
    "import matplotlib.pyplot as plt\n",
    "matplotlib.style.use('ggplot')\n",
    "\n",
    "objects = neighbourhood['neighbourhood_cleansed']\n",
    "y_pos = neighbourhood['Number_Of_Listings']\n",
    "\n",
    "neighbourhood.plot(kind='bar', \n",
    "           x='neighbourhood_cleansed',\n",
    "           y='Number_Of_Listings',\n",
    "           color = '#cc99ff', \n",
    "           figsize =(40,15), \n",
    "           title = 'NYC Neighborhood Frequency', \n",
    "           legend = False)\n",
    "\n",
    "plt.ylabel('Number Of Listings')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 117,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0,0.5,'Average Price')"
      ]
     },
     "execution_count": 117,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
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      "text/plain": [
       "<Figure size 2880x1080 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Avg price of listings on the basis of neighbourhood where room type is entire apartment\n",
    "\n",
    "%matplotlib inline\n",
    "\n",
    "import matplotlib\n",
    "import matplotlib.pyplot as plt\n",
    "matplotlib.style.use('ggplot')\n",
    "\n",
    "objects = neighbourhood_avg_price['neighbourhood_cleansed']\n",
    "y_pos = neighbourhood_avg_price['Average_Price']\n",
    "\n",
    "neighbourhood_avg_price.plot(kind='bar', \n",
    "           x='neighbourhood_cleansed',\n",
    "           y='Average_Price',\n",
    "           color = '#cc99ff', \n",
    "           figsize =(40,15), \n",
    "           title = 'NYC Neighborhood Average price', \n",
    "           legend = False)\n",
    "\n",
    "plt.ylabel('Average Price')"
   ]
  },
  {
   "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": "3.6.5"
  }
 },
 "nbformat": 4,
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