{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Back in 2013, housing.com was exactly what I wanted - an easy to navigate, color-coded rental map of places. I could consume more information without having to trawl through tiring listing after listing (which was exactly what almost all other websites offered).\n",
    "\n",
    "(I loved them for putting out exactly what I had in mind and I also remember congratulating myself for having their vision! :=P)\n",
    "\n",
    "Fast forwarding to 2017, the same guy who was looking for renting places is now looking for a home to purchase. Alas, housing.com has gone back to being a decorative listing place (no surprise there). \n",
    "\n",
    "There was no way he was going to filter-search-trawl-and-repeat to get to a place. The road forked; it was going to be either - approach a real estate agent or scrape this data. He chose the latter."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "![old is gold](http://www.geekycube.com/wp-content/uploads/housing-maps.png)\n",
    "<small> source: http://www.geekycube.com/wp-content/uploads/housing-maps.png </small>"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Scraping it!"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Open \"housing.com\" in Google chrome while you are in the Network tab in the console.\n",
    "If you nose around long enough, you will notice this jewel of an API - https://search.housing.com/api/v1/buy/similar-properties?source=web&limit=4&flat_id=\n",
    "\n",
    "![view of the console](chrome_console.png)\n",
    "\n",
    "And, this is all you need. The readable naming convention seems to hint that it's their recommendation API. I tried a few combinations and settled down with a _limit=50_. What happened next was pretty simple as you must have guessed - you query this API for a *flat_id* and it would return a JSON response containing a few other flat IDs. You save this data somewhere and repeat the process with each of the new *flat_ids*. And, alas, you have a scraper. \n",
    "\n",
    "The scraper in all its uglyness is [here](www.github.com/fx86).\n",
    "\n",
    "This lazy script got me around 25 thousand listings in a span of a week."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Can you smell all that data ?!"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "New Year 2017 resolution: When you have data lying around, visualize it!"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "And, so we went. I was happy with Pandas and its plotting extensions with a smattering of Seaborn colors schemes and aesthetics for the most part of it."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 110,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# The following are my default imports\n",
    "\n",
    "import pandas as pd\n",
    "import seaborn as sns\n",
    "from matplotlib import pyplot as plt\n",
    "import numpy as np"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 106,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "pd.options.display.mpl_style = False"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 111,
   "metadata": {
    "collapsed": true,
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "%matplotlib inline\n",
    "sns.set(style=\"whitegrid\", color_codes=True)\n",
    "sns.set(font_scale=1)\n",
    "\n",
    "# I wanted to be able to read the long addresses so I increased the column width\n",
    "pd.set_option('display.max_colwidth', 1000)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Now, that I had imported all the packages that I needed to begin with, I did what all of you would do, with the data."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 113,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(58551, 227)\n"
     ]
    }
   ],
   "source": [
    "df = pd.read_csv(\"housing.csv\", encoding=\"utf-8\")\n",
    "print df.shape"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The data set initially was 58 thousand rows long and 227 columns wide. This was because there was a lot of overlap; thanks in-part to the nested JSON structure and save duplicates listings."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "While the script was humming along, I had pretty-printed it and found some columns of interest."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "columns = {\"completion_date\":\"completed_on\",\"ctr\":\"CTR\",\n",
    "        \"date_added\":\"date_added\",\"date_added_in_seconds\":\"listing_date_seconds\",\n",
    "        \"developer_name\":\"developer_name\",\"featured_type\":\"featured_type\",\n",
    "        \"impressions\":\"impressions\",\"inventory_amenities_has_gas_pipeline\":\"has_gas\",\n",
    "        \"inventory_amenities_has_gym\":\"has_gym\",\"inventory_amenities_has_lift\":\"has_lift\",\n",
    "        \"inventory_amenities_has_parking\":\"has_parking\",\n",
    "        \"inventory_amenities_has_servant_room\":\"has_servant_room\",\n",
    "        \"inventory_amenities_has_swimming_pool\":\"has_pool\",\n",
    "        \"inventory_amenities_is_gated_community\":\"has_gated_community\",\n",
    "        \"inventory_canonical_url\":\"URL\",\n",
    "        \"inventory_configs_0_apartment_type_id\":\"appt_type_id\",\n",
    "        \"inventory_configs_0_area\":\"area\",\n",
    "        \"inventory_configs_0_facing\":\"facing\",\n",
    "        \"inventory_configs_0_is_available\":\"is_available\",\n",
    "        \"inventory_configs_0_number_of_bedrooms\":\"bedrooms\",\n",
    "        \"inventory_configs_0_number_of_toilets\":\"toilets\",\n",
    "        \"inventory_configs_0_parking_count\":\"parking_count\",\n",
    "        \"inventory_configs_0_per_sqft_rate\":\"sqft_rate\",\n",
    "        \"inventory_configs_0_price\":\"price\",\n",
    "        \"inventory_configs_0_property_type_id\":\"property_type\",\n",
    "        \"is_blocked\":\"is_blocked\",\n",
    "        \"is_featured\":\"is_featured\",\n",
    "        \"is_uc_property\":\"is_uc_property\",\n",
    "        \"polygons_hash_city_name\":\"city\",\n",
    "        \"polygons_hash_housing_region_name\":\"housing_region\",\n",
    "        \"polygons_hash_state_name\":\"state\",\n",
    "        \"polygons_hash_sublocality_name\":\"sub_locality\",\n",
    "        \"price_on_request\":\"price_on_request\",\n",
    "        \"show_loan_option\":\"has_loan\",\n",
    "        \"status\":\"status\",\n",
    "        \"street_info\":\"street\",\n",
    "        \"title\":\"title\",\"type\":\"sale_type\",\n",
    "        \"updated_at\":\"updated_on\",\n",
    "        \"_id\": \"id\",\n",
    "        \"display_neighbourhood_0\": \"locality\"}"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Next, I kept the necessary columns and renamed them. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 128,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(24482, 41)\n"
     ]
    }
   ],
   "source": [
    "temp = df[columns.keys()]\n",
    "temp = temp.rename(columns=columns).drop_duplicates('id')\n",
    "print temp.shape"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We have reduced to 41 columns and 24 thousand properties now. "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Missing values in data"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Parental advisory: if your kid comes home with a data set with a long list of columns, do not let them try the following visualization. It may cause dizziness on empty stomach."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "But, the same viz helps to see the amount of null values that exist in each column."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 129,
   "metadata": {
    "collapsed": true,
    "scrolled": false
   },
   "outputs": [],
   "source": [
    "df_temp = pd.DataFrame({col: {'Empty': temp[temp[col].isnull()].shape[0], 'Total': temp.shape[0]} for col in temp})"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "So we made a new data frame, which kept a count of empty cells against non-empty cells. It looked like this:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 130,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Empty</th>\n",
       "      <th>Total</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>CTR</th>\n",
       "      <td>0</td>\n",
       "      <td>24482</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>URL</th>\n",
       "      <td>0</td>\n",
       "      <td>24482</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>appt_type_id</th>\n",
       "      <td>0</td>\n",
       "      <td>24482</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>area</th>\n",
       "      <td>0</td>\n",
       "      <td>24482</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>bedrooms</th>\n",
       "      <td>0</td>\n",
       "      <td>24482</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "              Empty  Total\n",
       "CTR               0  24482\n",
       "URL               0  24482\n",
       "appt_type_id      0  24482\n",
       "area              0  24482\n",
       "bedrooms          0  24482"
      ]
     },
     "execution_count": 130,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_temp.T.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 131,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x2938ff60>"
      ]
     },
     "execution_count": 131,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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Z+ZLbjx07Vmp7p06dMJlMTJo0iYkTJ3L8+HGmTZtGx44dy93wNqzrct35i4iIiIjIjc1W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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x2938f9e8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "df_temp.apply(lambda v: (v.Total - v.Empty)/float(v.Total) * 100).plot(kind='barh', figsize=(10, 8))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "From the above visual we gather that, *developer_name* column is almost empty. Giving it company are, the *sub_locality*, *housing_region* and *locality* columns.\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# temp = temp[filter(lambda v: v not in ['sub_locality', 'housing_region', 'locality'], temp.columns)]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 132,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[u'ACTIVE']\n",
      "dropping status column from temp\n"
     ]
    }
   ],
   "source": [
    "# let's drop \"status\" from the data because it has only one value\n",
    "print temp.status.unique()\n",
    "print \"dropping status column from temp\"\n",
    "temp = temp.drop('status', 1)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### What does the distribution of listings across states look like ?"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Maharashtra leads followed by Karnataka and Tamil Nadu."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 133,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x29111550>"
      ]
     },
     "execution_count": 133,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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ijRw5Uk2aNJGTk5OGDh2q4sWLa/ny5UpPT9dnn32mkSNHavXq1QoPD5e/v796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\nYgQCAAAAwMUIBAAAAICLEQgAAAAAF/sff+Fye8LngwsAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x33fbec88>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.countplot(y=\"state\", data=temp, palette=\"Blues_d\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### And how about the price distribution ?"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Well, in our dataset, Maharashtra seems to be a really pricey state to buy properties in. \n",
    "\n",
    "A sizeable chunk of the listings in the state lies between 5-10 crores per piece. No other state seems to come close to Maharashtra's behaviour."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 134,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.text.Text at 0x2ea3c128>"
      ]
     },
     "execution_count": 134,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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7du3CYrHw0UcfcfToUd5++23uvvvua1HjVYuIiGDz5s1u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\n97TgnuaiZC0AAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x296abe80>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.stripplot(temp[\"price\"], temp['state'], order=temp.state.dropna().unique())\n",
    "plt.title(\"Listing prices across states\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### What about the metro cities, then ?"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "A metropolitan area according to the Wikipedia definition is - \"The Constitution (seventy-fourth Amendment) Act, 1992 defines a metropolitan area in India as, an area having a population of ten lakhs or more, comprised in one or more districts and consisting of two or more Municipalities or Panchayats or other contiguous areas, specified by the Governor by public notification to be a Metropolitan area.\" [Source](https://en.wikipedia.org/wiki/List_of_metropolitan_areas_in_India)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 140,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.text.Text at 0x2e2cfe80>"
      ]
     },
     "execution_count": 140,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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gAII4AAAAYACCOAAAAGAAgjgAAABgAII4AAAAYACCOAAAAGAAgjgAAABgAII4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\nSUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x3390b160>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "metros = ['New Delhi',\n",
    "'Mumbai', \n",
    "'Kolkata',\n",
    "'Bangalore', \n",
    "'Pune',\n",
    "'Hyderabad',\n",
    "'Chennai',\n",
    "'Surat',\n",
    "'Visakhapatnam',\n",
    "'Kanpur']\n",
    "\n",
    "metro_data = temp[temp.city.isin(metros)]\n",
    "sns.stripplot(metro_data[\"price\"], metro_data['city'], order=metro_data.city.dropna().unique())\n",
    "plt.title(\"Listing prices across metro cities\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Apparently, Mumbai lags behind New Delhi in prices. Though it would be interesting to track down for Maharashtra's price lead as a state, but we will take a raincheck on it. Remember, we are house hunting in Delhi because yours-truly resides there."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "housing.com also provides a column called *appt_type_id*. This may provide insight to the *appt_type_id* we should be looking at."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.text.Text at 0x177e3278>"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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CLAAAAByJIAsAAABHIsgCAADAkQiyAAAAcCSCLAAAAByJIAsAAABHIsgCAADA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\nKYxMxS3zynu0RmlU1fn3DXq0hrFA56U6L2RtbW3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Y54Ca0NPTQ0FBAVauXKkaxJKRkYGd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\nSUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1a8ce048>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.stripplot(temp['appt_type_id'], temp[\"price\"],  order=temp['appt_type_id'].dropna().unique())\n",
    "plt.title(\"price variation across appartment type\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Appartment types - 4, 5, 6, 7, 45 - seems to show a broad range of prices than the rest."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Correlations"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Some obvious learnings : \n",
    "- More bedrooms usually means more toilets.\n",
    "- Price has an inclination to rise linearly with area.\n",
    "- Area in sq ft though does not rise linearly beyond a certain limit."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 142,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.PairGrid at 0x32e352e8>"
      ]
     },
     "execution_count": 142,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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y7YdKLkfDvBI0zCvJei5zhSTf0ujo6MDll18+oXzTpk04duxYki2IiIiIiIiI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VH/d955B5/+9KexePFifP7zn8fp06dFr//iF7/AlVdeiaVLl+Lb3/420un0hM292tBreWKmRoOW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\nIiIiB8FJOhEREREREZGD+B8jKdk43NUrDQAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x15c8f7f0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "features = ['bedrooms', 'area', 'price', 'toilets']\n",
    "df_temp = temp[features].stack().unstack()\n",
    "sns.pairplot(df_temp)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "To bring out the correlations more sharply, let's create a heatmap"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 148,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x2fc52d68>"
      ]
     },
     "execution_count": 148,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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gAQ1r1OBWYqKeo9W9NxtWw8remshtx9TGj244gImJCY0+/A9NA94m91kuUXvO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\nJVuGYRg1+B9NUAlTmeAlWQAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x2fc3f748>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(figsize=(4, 4))\n",
    "features = ['bedrooms', 'area', 'price', 'toilets']\n",
    "sns.heatmap((temp[features].corr() * 100).applymap(int), annot=True, fmt=\"d\", ax=ax, linewidth=.4)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Alright, so which of the ammenities affect the housing prices much ?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 180,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x3047fc50>"
      ]
     },
     "execution_count": 180,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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5cOAATZs2pX///vIdiWnTphEdHc3OnTvx9/dny5a8RyJ5iYiIwNvbmw4dOnDw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\nTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0xb66e630>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "df_temp = temp[['has_pool', 'has_gated_community', 'has_gas', u'has_gym', u'has_lift', 'has_parking', 'has_loan']].astype(int)\n",
    "df_temp['price'] = temp['price']\n",
    "fig, ax = plt.subplots(figsize=(4, 4))\n",
    "sns.heatmap((df_temp.corr() * 100).applymap(int), annot=True, fmt=\"d\", ax=ax, linewidth=.4)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Wow, it seems price has the most correlation with the availability of gas.\n",
    "I always assumed, having a pool makes things pricier. Let's see if this holds true for a land-locked city like New Delhi."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 184,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x2fca82b0>"
      ]
     },
     "execution_count": 184,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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m9fsO+xzH6fjF60gkUMnSDAuT0liZmwCQmJzCsX+u4u13gjYN66Cjpfm+zeYt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\nAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x30474080>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "df_temp = temp[temp.city.isin(['New Delhi'])].fillna(0)\n",
    "ammenities = ['has_pool', 'has_gated_community', 'has_gas', u'has_gym', u'has_lift', 'has_parking', 'has_loan', 'price']\n",
    "df_temp = df_temp[ammenities].astype(int)\n",
    "\n",
    "fig, ax = plt.subplots(figsize=(4, 4))\n",
    "sns.heatmap((df_temp.corr() * 100).applymap(int), annot=True,  fmt=\"d\", ax=ax, linewidth=.4)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "As we see above, the factors affecting price are the availability of gas, a lift, a parking space and to some extent a gated community. \n",
    "\n",
    "After speaking to a half a dozen real estate agents on the ground, I've learnt that parking can add few lakhs more to the final price. So it may be that in a larger and more representative data set, availability of a parking space will most likely have a higher correlation than that of a lift."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### The cheapest 2/3 BHK in New Delhi ?"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Let's look at only the 2,3 and 4 bedroom houses in Delhi which are priced at less than 10 million INR and which are greater than 700 sq ft of space. The last filter removes takes us to the less busy and less pricey parts of the city."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 185,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "city_wise = temp[(temp.city == 'New Delhi') & (temp.bedrooms.isin([2, 3, 4])) & (temp.price < 10**7) & (temp.area >= 700)]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "A single metric was needed which would help find houses with a more complete set of ammenities, like a parking space, a lift, a networked gas connection etc. Hence, we took out these columns and converted them to integer format so that they could be summed up."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 186,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "boolean_columns = ['has_pool', 'has_gated_community', 'has_gas', u'has_gym', u'has_lift', 'has_parking', 'has_loan']\n",
    "city_wise.loc[:, boolean_columns] = city_wise[boolean_columns].astype(int)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Below we sum them up to create a *living_index*."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 187,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# create a living index. \n",
    "city_wise.loc[:, ('living_index')] = city_wise[boolean_columns].sum(axis=1)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Then, we borrow a red-yellow-green color pallette and scale it to the living index; such that higher living-index would appear green-er and a lower one would appear red-der."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 188,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "living_indices = city_wise.living_index.sort_values().unique()\n",
    "# creating a color pallette\n",
    "colors = sns.color_palette(\"RdYlGn\", len(living_indices)).as_hex()\n",
    "colors = dict(zip(living_indices, colors))\n",
    "\n",
    "# creating a living index\n",
    "city_wise.loc[:, ('color')] = city_wise['living_index'].apply(lambda v: colors[v])\n",
    "\n",
    "# filling in the empty values\n",
    "city_wise = city_wise.fillna('')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Bokeh charts provide many interesting options for interactive charts within the Jupyter notebook. \n",
    "\n",
    "Using the above data, we will use the code below to embed an interactive scatterplot. \n",
    "The color used is the *living index* that we had calculated above.\n",
    "Mousing over the circles will give us further detail of the property. \n",
    "\n",
    "Go ahead and [explore it](https://nbviewer.jupyter.org/github/fx86/housing.com/blob/master/housing.ipynb#The-cheapest-2/3-BHK-in-New-Delhi-?)!"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 200,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "    <div class=\"bk-root\">\n",
       "        <a href=\"http://bokeh.pydata.org\" target=\"_blank\" class=\"bk-logo bk-logo-small bk-logo-notebook\"></a>\n",
       "        <span id=\"f44955cf-c879-490c-9a26-698be1336d3b\">Loading BokehJS ...</span>\n",
       "    </div>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/javascript": [
       "\n",
       "(function(global) {\n",
       "  function now() {\n",
       "    return new Date();\n",
       "  }\n",
       "\n",
       "  var force = \"1\";\n",
       "\n",
       "  if (typeof (window._bokeh_onload_callbacks) === \"undefined\" || force !== \"\") {\n",
       "    window._bokeh_onload_callbacks = [];\n",
       "    window._bokeh_is_loading = undefined;\n",
       "  }\n",
       "\n",
       "\n",
       "  \n",
       "  if (typeof (window._bokeh_timeout) === \"undefined\" || force !== \"\") {\n",
       "    window._bokeh_timeout = Date.now() + 5000;\n",
       "    window._bokeh_failed_load = false;\n",
       "  }\n",
       "\n",
       "  var NB_LOAD_WARNING = {'data': {'text/html':\n",
       "     \"<div style='background-color: #fdd'>\\n\"+\n",
       "     \"<p>\\n\"+\n",
       "     \"BokehJS does not appear to have successfully loaded. If loading BokehJS from CDN, this \\n\"+\n",
       "     \"may be due to a slow or bad network connection. Possible fixes:\\n\"+\n",
       "     \"</p>\\n\"+\n",
       "     \"<ul>\\n\"+\n",
       "     \"<li>re-rerun `output_notebook()` to attempt to load from CDN again, or</li>\\n\"+\n",
       "     \"<li>use INLINE resources instead, as so:</li>\\n\"+\n",
       "     \"</ul>\\n\"+\n",
       "     \"<code>\\n\"+\n",
       "     \"from bokeh.resources import INLINE\\n\"+\n",
       "     \"output_notebook(resources=INLINE)\\n\"+\n",
       "     \"</code>\\n\"+\n",
       "     \"</div>\"}};\n",
       "\n",
       "  function display_loaded() {\n",
       "    if (window.Bokeh !== undefined) {\n",
       "      Bokeh.$(\"#f44955cf-c879-490c-9a26-698be1336d3b\").text(\"BokehJS successfully loaded.\");\n",
       "    } else if (Date.now() < window._bokeh_timeout) {\n",
       "      setTimeout(display_loaded, 100)\n",
       "    }\n",
       "  }\n",
       "\n",
       "  function run_callbacks() {\n",
       "    window._bokeh_onload_callbacks.forEach(function(callback) { callback() });\n",
       "    delete window._bokeh_onload_callbacks\n",
       "    console.info(\"Bokeh: all callbacks have finished\");\n",
       "  }\n",
       "\n",
       "  function load_libs(js_urls, callback) {\n",
       "    window._bokeh_onload_callbacks.push(callback);\n",
       "    if (window._bokeh_is_loading > 0) {\n",
       "      console.log(\"Bokeh: BokehJS is being loaded, scheduling callback at\", now());\n",
       "      return null;\n",
       "    }\n",
       "    if (js_urls == null || js_urls.length === 0) {\n",
       "      run_callbacks();\n",
       "      return null;\n",
       "    }\n",
       "    console.log(\"Bokeh: BokehJS not loaded, scheduling load and callback at\", now());\n",
       "    window._bokeh_is_loading = js_urls.length;\n",
       "    for (var i = 0; i < js_urls.length; i++) {\n",
       "      var url = js_urls[i];\n",
       "      var s = document.createElement('script');\n",
       "      s.src = url;\n",
       "      s.async = false;\n",
       "      s.onreadystatechange = s.onload = function() {\n",
       "        window._bokeh_is_loading--;\n",
       "        if (window._bokeh_is_loading === 0) {\n",
       "          console.log(\"Bokeh: all BokehJS libraries loaded\");\n",
       "          run_callbacks()\n",
       "        }\n",
       "      };\n",
       "      s.onerror = function() {\n",
       "        console.warn(\"failed to load library \" + url);\n",
       "      };\n",
       "      console.log(\"Bokeh: injecting script tag for BokehJS library: \", url);\n",
       "      document.getElementsByTagName(\"head\")[0].appendChild(s);\n",
       "    }\n",
       "  };var element = document.getElementById(\"f44955cf-c879-490c-9a26-698be1336d3b\");\n",
       "  if (element == null) {\n",
       "    console.log(\"Bokeh: ERROR: autoload.js configured with elementid 'f44955cf-c879-490c-9a26-698be1336d3b' but no matching script tag was found. \")\n",
       "    return false;\n",
       "  }\n",
       "\n",
       "  var js_urls = ['https://cdn.pydata.org/bokeh/release/bokeh-0.12.3.min.js', 'https://cdn.pydata.org/bokeh/release/bokeh-widgets-0.12.3.min.js'];\n",
       "\n",
       "  var inline_js = [\n",
       "    function(Bokeh) {\n",
       "      Bokeh.set_log_level(\"info\");\n",
       "    },\n",
       "    \n",
       "    function(Bokeh) {\n",
       "      \n",
       "      Bokeh.$(\"#f44955cf-c879-490c-9a26-698be1336d3b\").text(\"BokehJS is loading...\");\n",
       "    },\n",
       "    function(Bokeh) {\n",
       "      console.log(\"Bokeh: injecting CSS: https://cdn.pydata.org/bokeh/release/bokeh-0.12.3.min.css\");\n",
       "      Bokeh.embed.inject_css(\"https://cdn.pydata.org/bokeh/release/bokeh-0.12.3.min.css\");\n",
       "      console.log(\"Bokeh: injecting CSS: https://cdn.pydata.org/bokeh/release/bokeh-widgets-0.12.3.min.css\");\n",
       "      Bokeh.embed.inject_css(\"https://cdn.pydata.org/bokeh/release/bokeh-widgets-0.12.3.min.css\");\n",
       "    }\n",
       "  ];\n",
       "\n",
       "  function run_inline_js() {\n",
       "    \n",
       "    if ((window.Bokeh !== undefined) || (force === \"1\")) {\n",
       "      for (var i = 0; i < inline_js.length; i++) {\n",
       "        inline_js[i](window.Bokeh);\n",
       "      }if (force === \"1\") {\n",
       "        display_loaded();\n",
       "      }} else if (Date.now() < window._bokeh_timeout) {\n",
       "      setTimeout(run_inline_js, 100);\n",
       "    } else if (!window._bokeh_failed_load) {\n",
       "      console.log(\"Bokeh: BokehJS failed to load within specified timeout.\");\n",
       "      window._bokeh_failed_load = true;\n",
       "    } else if (!force) {\n",
       "      var cell = $(\"#f44955cf-c879-490c-9a26-698be1336d3b\").parents('.cell').data().cell;\n",
       "      cell.output_area.append_execute_result(NB_LOAD_WARNING)\n",
       "    }\n",
       "\n",
       "  }\n",
       "\n",
       "  if (window._bokeh_is_loading === 0) {\n",
       "    console.log(\"Bokeh: BokehJS loaded, going straight to plotting\");\n",
       "    run_inline_js();\n",
       "  } else {\n",
       "    load_libs(js_urls, function() {\n",
       "      console.log(\"Bokeh: BokehJS plotting callback run at\", now());\n",
       "      run_inline_js();\n",
       "    });\n",
       "  }\n",
       "}(this));"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "\n",
       "\n",
       "    <div class=\"bk-root\">\n",
       "        <div class=\"plotdiv\" id=\"4c0674b2-e5ba-4311-8085-8796fae57ddf\"></div>\n",
       "    </div>\n",
       "<script type=\"text/javascript\">\n",
       "  \n",
       "  (function(global) {\n",
       "    function now() {\n",
       "      return new Date();\n",
       "    }\n",
       "  \n",
       "    var force = \"\";\n",
       "  \n",
       "    if (typeof (window._bokeh_onload_callbacks) === \"undefined\" || force !== \"\") {\n",
       "      window._bokeh_onload_callbacks = [];\n",
       "      window._bokeh_is_loading = undefined;\n",
       "    }\n",
       "  \n",
       "  \n",
       "    \n",
       "    if (typeof (window._bokeh_timeout) === \"undefined\" || force !== \"\") {\n",
       "      window._bokeh_timeout = Date.now() + 0;\n",
       "      window._bokeh_failed_load = false;\n",
       "    }\n",
       "  \n",
       "    var NB_LOAD_WARNING = {'data': {'text/html':\n",
       "       \"<div style='background-color: #fdd'>\\n\"+\n",
       "       \"<p>\\n\"+\n",
       "       \"BokehJS does not appear to have successfully loaded. If loading BokehJS from CDN, this \\n\"+\n",
       "       \"may be due to a slow or bad network connection. Possible fixes:\\n\"+\n",
       "       \"</p>\\n\"+\n",
       "       \"<ul>\\n\"+\n",
       "       \"<li>re-rerun `output_notebook()` to attempt to load from CDN again, or</li>\\n\"+\n",
       "       \"<li>use INLINE resources instead, as so:</li>\\n\"+\n",
       "       \"</ul>\\n\"+\n",
       "       \"<code>\\n\"+\n",
       "       \"from bokeh.resources import INLINE\\n\"+\n",
       "       \"output_notebook(resources=INLINE)\\n\"+\n",
       "       \"</code>\\n\"+\n",
       "       \"</div>\"}};\n",
       "  \n",
       "    function display_loaded() {\n",
       "      if (window.Bokeh !== undefined) {\n",
       "        Bokeh.$(\"#4c0674b2-e5ba-4311-8085-8796fae57ddf\").text(\"BokehJS successfully loaded.\");\n",
       "      } else if (Date.now() < window._bokeh_timeout) {\n",
       "        setTimeout(display_loaded, 100)\n",
       "      }\n",
       "    }if ((window.Jupyter !== undefined) && Jupyter.notebook.kernel) {\n",
       "      comm_manager = Jupyter.notebook.kernel.comm_manager\n",
       "      comm_manager.register_target(\"39648c86-66ea-40cd-8906-828bae7e0a61\", function () {});\n",
       "    }\n",
       "  \n",
       "    function run_callbacks() {\n",
       "      window._bokeh_onload_callbacks.forEach(function(callback) { callback() });\n",
       "      delete window._bokeh_onload_callbacks\n",
       "      console.info(\"Bokeh: all callbacks have finished\");\n",
       "    }\n",
       "  \n",
       "    function load_libs(js_urls, callback) {\n",
       "      window._bokeh_onload_callbacks.push(callback);\n",
       "      if (window._bokeh_is_loading > 0) {\n",
       "        console.log(\"Bokeh: BokehJS is being loaded, scheduling callback at\", now());\n",
       "        return null;\n",
       "      }\n",
       "      if (js_urls == null || js_urls.length === 0) {\n",
       "        run_callbacks();\n",
       "        return null;\n",
       "      }\n",
       "      console.log(\"Bokeh: BokehJS not loaded, scheduling load and callback at\", now());\n",
       "      window._bokeh_is_loading = js_urls.length;\n",
       "      for (var i = 0; i < js_urls.length; i++) {\n",
       "        var url = js_urls[i];\n",
       "        var s = document.createElement('script');\n",
       "        s.src = url;\n",
       "        s.async = false;\n",
       "        s.onreadystatechange = s.onload = function() {\n",
       "          window._bokeh_is_loading--;\n",
       "          if (window._bokeh_is_loading === 0) {\n",
       "            console.log(\"Bokeh: all BokehJS libraries loaded\");\n",
       "            run_callbacks()\n",
       "          }\n",
       "        };\n",
       "        s.onerror = function() {\n",
       "          console.warn(\"failed to load library \" + url);\n",
       "        };\n",
       "        console.log(\"Bokeh: injecting script tag for BokehJS library: \", url);\n",
       "        document.getElementsByTagName(\"head\")[0].appendChild(s);\n",
       "      }\n",
       "    };var element = document.getElementById(\"4c0674b2-e5ba-4311-8085-8796fae57ddf\");\n",
       "    if (element == null) {\n",
       "      console.log(\"Bokeh: ERROR: autoload.js configured with elementid '4c0674b2-e5ba-4311-8085-8796fae57ddf' but no matching script tag was found. \")\n",
       "      return false;\n",
       "    }\n",
       "  \n",
       "    var js_urls = [];\n",
       "  \n",
       "    var inline_js = [\n",
       "      function(Bokeh) {\n",
       "        Bokeh.$(function() {\n",
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Bagh Road, Near Arya Samaj Mandir, Rishi Nagar\",\"Budh Bazaar Road, Near Mother Mary's Convent School, Gulab Bagh\",\"Budh Bazar Road, Near Mother Mary's Convent School, Block D\",\"Tilak Nagar Road, Near Shiv Mandir, Chand Nagar\",\"Mall Road, Near Sector 10 Main Market, Dwarka Sector 10\",\"Som Bazaar Road, Near Bagrodia Public School, Sector 4\",\"Sunday Bazar Road, Near Shiva Temple, Sec 20\",\"Allama Shibli Nomani Road, Near Shaheen Public School, Block A\",\"Allama Shibli Nomani Road, Near Royal Biryani, Block A\",\"Sultanpur Mandi Road, Near General Post Office, Gadpur Farm/dlf Farm/gadaipur/chhatarpur\",\"Swami Narayan Marg, Near D.s.associates, Shashtri Nagar\",\"Kashi Ram Shah Marg, Near Gurusharan Convent School, Gh-9 Block\",\"Chaudhary Balbir Singh Marg, Near Shiv Mandir, A 6 Block\",\"Lal Quarter Main Road, Near Lal Quarter Market, C Block Lal Quarter Kirshna Nagar\",\"Ring Road, Near Hdfc Bank, Ag Block\",\"Mahatma Budh Marg, Near Prerna School, Phase-2\",\"Mahatma Budh Marg, Near Prerna School, Phase-2\",\"Mahatma Budh Marg, Near Prerna School, Phase-2\",\"Mahatma Budh Marg, Near Prerna School, Phase -2\",\"Ignou Road, Near Vidhya Sagar Hospital, Paryavaran Complex\",\"Mahatma Budh Marg, Near Prerna School, Phase-2\",\"Mahatma Budh Marg, Near Prerna School, Phase-2\",\"Mahatma Budh Marg, Near Prerna School, Phase-2\",\"Ignou Road, Near Mata Chameli Devi Memorial Charitable Hospital, Freedom Fighter Enclave\",\"Ignou Road, Near Ignou University, Freedom Fighter Enclave\",\"Budh Bazar Road, Near Primary School, Gur Mandi\",\"Gali No-7, Near-majlish Park Community Center, C Block Majlish Park Adarsh Nagar\",\"Gali No - 6, Near Bangali School, J Block\",\"Som Bazar, Near Vikas Hospital,\",\"Ghazipur Road, Near Queen Mary's School, Village Challa, Mayur Vihar Phase 1\",\"Arya Samaj Road, Near Adresh Nagar Metro Station, Majilis Park\",\"Ss Rana Road, Near Government Senior Secondary School, Azadpur\",\"Raja Puri Main Road, Near Shiv Mandir, B Block\",\"Rama Park Road, Near Holy Child Hospital, Uttam Nagar\",\"Rama Park Road, Near O K Model School, M S Block\",\"Bhagwan Mahavir Marg, Near Sai Baba Mandir, Sector 7 Pocket D - 12\",\"Road Number 44, Near The Presidency School, Shiva Enclave\",\"High Tension Lane, Near High Tension, Abul Fazal Enclave\",\"N Block Main Road, Near Jamia Coaching Institute, Okhla\",\"Kalindi Kunj Road, Near Firdosh Masjid, Shaheen Bagh\",\"Kalindi Kunj Road, Near Firdosh Masjid, Shaheen Bagh\",\"Ch Jhundu Singh Marg, Near Health Aid Chemist, Krishna Nagar\",\"Tilak Nagar Road, Near Slaiti Building School, Chand Nagar\",\"Khyala Road, Near Sri Guru Singh Sabha Gurudwara, Chand Nagar\",\"Vishnu Garden, Near Sunil Dairy, Khayala\",\"Hanuman Mandir Road, Near Kailash Bakery, Molarband Extension\",\"Gali No 4, Near Mother Dairy, East Rohtash Nagar\",\"Mb Road, Near Tigri Bus Stand, Tigri /khanpur\",\"Nangloi Road, Near Dichaon Chowk, Shiv Enclave\",\"Sitaram Bazar Road, Near Chawri Bazar, Kucha Pati Ram\",\"Tilak Nagar Road, Near Aman Book Depot, Block 15\",\"G D Birla Marg, Near Tayyab Masjid, Block F\",\"Kalindi Kunj Road, Near Shaheen Public School, Shaheen Bagh\",\"Lane Number - 7 Road, Near Paras Dairy, Jamia Nagar\",\"Allama Shibli Nomani Road, Near Shaheen Public School, Shaheen Bagh\",\"Swami Narayan Marg, Near Laxmi Bai College, Phase 3\",\"Mahatma Gandhi Marg, Near Kotak Mahindra Bank, Ag Block\",\"Gali Number-11, Near Gufa Wala Mandir, Jagdamba Vihar\",\"Mohan Garden, Near Gold Field Public School, Uttam Nagar\",\"B Block, Near Holy Child, Vishal Enclave\",\"Ignou Road, Near Ignou University, Khasra No. 409/1\",\"Ignou Road, Near Ignou University, Khasra No. 409/1\",\"Ignou Road, Near Corporation Bank, Block A 1\",\"Ignou Road, Near Corporation Bank, Block A 1\",\"Mg Road, Near Ram Mandir, New Manglapuri\",\"Mehrauli - Gurgaon Road, Near Chhattarpur Metro Station, New Manglapuri\",\"Ignou Road, Near Ignou University, Khasra No. 409/1\",\"Ignou Road, Near Ignou University, Khasra No. 409/1\",\"Main Road Pocket 3, Near Mother Dairy, Uttam Nagar\",\"Outer Ring Road, Near Pitampura Metro Station, Sector 8c\",\"Kewal Krishan Kapoor Marg, Near Balaji Hospital, Block A 3\",\"Palam Dabri Marg, Near Dwarka Sector-1 Metro Station, Rz Block\",\"Devli Road, Near Cambridge Public School, Block D\",\"Devli Road, Near Dena Bank, Block B\",\"City Park Road, Near Gopal Mandir, Block Hp\",\"Bhagwan Mahavir Marg, Near Dhanwant Enterprises, A D Block\",\"Raja Puri Road, Near Pawan Mall, Raja Puri\",\"Raja Puri Road, Near Jeewan Public School, Raja Puri\",\"Subhash Nagar Road, Near Subhash Nagar Metro Station, Block J\",\"Subhash Nagar Road, Near Baba Balaknath Mandir, Block J\",\"Gd Birla Marg, Near Firdosh Masjid, Shaheen Bagh\",\"Gali No-14, Near Hind Mart, Zakir Nagar\",\"Main Market Road, Near Usmania Masjid, Block C\",\"Krishna Nagar Main Road, Near Ratan Devi School, Block D\",\"Mathura Road, Near Mata Mandir, Shaheen Bagh\",\"60 Foota Road, Near Apollo Hospital, A Block\",\"Nasir Pur Road, Near Nasirpur Sabji Mandi, Sector 1a Dwarka, Pocket 10\",\"Gurudwara Road, Near Government School, Tilak Nagar\",\"Gali No 1, Near Punjab National Bank, F Block\",\"Safdarjung Enclave Main Road, Near Sanjay Music World, Arjun Nagar\",\"Swarg Ashram Road, Near Maharshi Dayanand Park,\",\"Main Chander Vihar, Near Bharti Vidhiya Niketan School, Ranjit Vihar\",\"Taj Avenue Adarsh Enclave Link Road Main Street Aya Nagar Phase-vi, Near St Mary Medical Centre, Block-h\",\"Taj Avenue Adarsh Enclave Link Road Main Street Aya Nagar Phase-vi, Near St Mary Medical Centre, Block-h\",\"Guru Ravidas Marg, Near Govind Puri Metro Station, Giri Nagar\",\"Street Number 4, Near Sulabh, Rz D Block\",\"Palam Dabri Marg, Near Dwarka Sector 1 Metro Station, Rz Block\",\"Street Number 4, Near Sulabh, Rz D Block\",\"Street Number 4, Near Sulabh, Rz D Block\",\"Street Number 4, Near Sulabh International Social Service Organisation, D Block\",\"Street Number 4, Near Sulabh, Rz D Block\",\"Mahatma Budh Marg, Near Kanwar Singh Tanwar Office, Phase - 2\",\"Mahatma Budh Marg, Near Kanwar Singh Tanwar Office, Phase - 2\",\"Mahatma Budh Marg, Near Kanwar Singh Tanwar Office, Phase - 2\",\"Mahatma Budh Marg, Near Kanwar Singh Tanwar Office, Phase - 2\",\"Gali Number 26, Near Vinod Sweet Corner, Uttam Nagar\",\"Outer Ring Road, Near Shalimar Metro Station, C And D Block\",\"Road No 205, Near Aashirwad Chowk, Pocket 1\",\"Road No 205, Near Aashirwad Chowk, Pocket 1\",\"Najafgarh Nangloi Road, Near Shanti Ideal Public School, Jai Vihar\",\"Moti Ram Road, Near Durga Mandir, Ram Nagar Extension\",\"Moti Ram Road, Near Durga Mandir, Ram Nagar Extension\",\"Chand Nagar Road, Near Sunil Dairy, Chand Nagar Tilak Nagar\",\"Gurdwara Road, Near Gurudwara Sahib Ji, Teacher Vihar\",\"Gurdwara Road, Near Gurudwara Sahib Ji, Teacher Vihar\",\"Gurdwara Road, Near Gurudwara Sahib Ji, Teacher Vihar\",\"Nanda Block Lane, Near Nanda Mandir, Mahavir Enclave Part-1\",\"Band Road, Near Durga Public School,\",\"S S N Marg, Near Zara Farm, Hargovind Enclave\",\"Maidan Garhi Road, Near Post Office, Phase - 2\",\"Nalah Road, Near Solanki Market, Block C\",\"Masjid Road, Near Gurudwara Singh Shaba, Bhogal\",\"Brahmakumari Marg, Near Manish Medicos, Sant Nagar\",\"Street Number 15, Near Lovely Public School, New Layal Pur Colony\",\"Main Chhatarpur Road, Near Arya Samaj Mandir, Phase 2\",\"Chhatterpur Main Road, Near Kanwar Singh Tanwar Office, B Block\",\"Main Chattarpur Road, Near Young Star Academy, B Block\",\"Main Chhattarpur Road, Near Kanwar Singh Tanwar Office, B Block\",\"Chhatarpur Main Road, Near Kanwar Singh Tanwar Office, B Block\",\"Gali No 1, Near Ramanujam Hostel, Phase 1\",\"Guru Ravidas Marg, Near Aarya Samaj Mandir,\",\"Chittaranjan Park, Near To Market 1, K1\",\"Swami Dayanand Marg, Near Chetan General Store, Ram Nagar\",\"Kanjhawla Road, Near Parag Jyoti Public School, Rohini Sector 22\",\"30 Feet Road, Near Arun Dev Farm, Rohini Sector 22\",\"30 Feet Road, Near Government Girls School, Rohini Sector 22\",\"Kanjhawala Road, Near G.d. Goenka Public School, Rohini Sector 22\",\"30 Feet Road, Near Arun Dev Farm, Rohini Sector 22\",\"Kanjhawla Road, Near Parag Jyoti Public School, Rohini Sector 22\",\"30 Feet Road, Near Government Girls School, Rohini Sector 22\",\"30 Feet Road, Near Government Girls School, Rohini Sector 22\",\"Kalindi Kunj Road, Near Tayyab Masjid, Shaheen Bagh\",\"Kalindi Kunj Road, Near Tayyab Masjid, Shaheen Bagh\",\"Maulana Azad Road, Near Tayyab Masjid, Shaheen Bagh\",\"Maulana Azad Road, Near Taiyyab Masjid, Shaheen Bagh\",\"Kalindi Kunj Road, Near Firdosh Masjid, Block B / Shaheen Bagh / Okhla\",\"Kalindi Kunj Road, Near D A V Public School,\",\"Kalindi Kunj Road, Near City Store, Block D\",\"Kalindi Kunj Road, Near Firdosh Masjid, Block A\",\"Allama Shibli Nomani Road, Near - Al Habib Masjid, Block D\",\"Maulana Azad Road, Near Hamdard Public School, Block A\",\"Maulana Azad Road, Near Hamdard Public School, Block D\",\"Maulana Azad Road, Near Tayyab Masjid, Shaheen Bagh\",\"Maulana Azad Road, Near Hamdard Public School, Block D\",\"Maulana Azad Road, Near Tayyab Masjid, Shaheen Bagh\",\"Kalindi Kunj Road, Near Tayyab Masjid, Shaheen Bagh\",\"Allama Shibli Nomani Road, Near Police Station, Shaheen Bagh\",\"Dr K N Katju Marg, Near Canara Bank, Pocket A 2\",\"Shiva Road, Near Indian Oil Petrol Pump, Sector 7 D\",\"Shiva Road, Near Bikaner Sweets, Sector 7 B\",\"G Block Road, Near Mother Dairy, Pocket 22\",\"Road Number 201, Near Dwarka Sector 13 Metro Station, Pocket A\",\"Nai Basti Road, Near Punjab National Bank, Khasra No. 149/2\",\"Lane Number 7, Near Paras Dairy, Block B\",\"Lane Number 7 Road, Near Paras Dairy, Block B\",\"Kalindi Kunj Road, Near Firdosh Masjid, Block F\",\"Kalindi Kunj Road, Near Firdosh Masjid, Block B / Shaheen Bagh\",\"Golf Course Road, Near Sector 14 Metro Station Dwarka, Pocket A\",\"Road No 201, Near Delhi Jal Board, Sector-3\",\"Azad Hind Fauz Marg, Near Sector - 14 Metro Station, Sector - 13\",\"Lane Number 7, Near Paras Dairy, Abdul Fazal Part 2\",\"Lane Number - 7 Road, Near Paras Dairy, Abul Fazal Enclave\",\"Mehrauli Badarpur Road, Near Vishwakarma Mandir, Vishwakarma Colony\",\"B 3 Road, Near Rohini Sector 16 Bus Stop, Sector 15\",\"B 5 Road, Near R V Telpha Health Care, Sector 15 G\",\"B 3 Road, Near R V Telpha Health Care, Sector 15 G\",\"100 Feet Road, Near Kanwan Singh Tanwar Office, Phase 2\",\"Paryavaran Complex Main Road, Near Paryavaran Complex Post Office, Block D\",\"I G N O U Road, Near Gupta Food Center, Block A\",\"40 Fita Road, Near Dav Public School,\",\"S S N Marg, Near Sanatan Dharm Mandir, C-block\",\"S S N Marg, Near Sanatan Dharm Mandir, C-block\",\"G T Road, Near Shahdara Metro Station, Mansarovar Park\",\"G T Road, Near Mansarovar Metro Station, Mansarovar Park\",\"Gurudwar Road, Near Mtnl Office, Dilshad Colony\",\"Street No 13, Near National Public School, Mandoli Extension\",\"Street No 13, Near National Public School, Mandoli Extension\",\"Chaudhary Harsukh Marg, Near Chota Gurudwara, Block C\",\"Punjabi Bagh Metro Station Road, Near Punjabi Bagh Metro Station, Jaidev Park\",\"Shiva Road, Near Indian Oil Petrol Pump, Sector 7 D\",\"Dk Road, Near Post Office, Mohan Garden\",\"Dk Road, Near Post Office, Mohan Garden\",\"Dk Road, Near Post Office, Mohan Garden\",\"Dk Road, Near Post Office, Mohan Garden\",\"Near Abdul Gaffer Khan Marg, Near Gaushala, Teacher Colony\",\"Om Vihar Road, Near Raza Jama Masjid, Phase 1\",\"Om Vihar Road, Near Raza Jama Masjid, Phase 1\",\"Chatrapati Shivaji Road, Near Uttam Nagar West Metro Station, Prem Nagar\",\"Om Vihar Road, Near Raza Jama Masjid, Phase 1\",\"Om Vihar Road, Near Raza Jama Masjid, Phase 1\",\"Om Vihar Road, Near Raza Jama Masjid, Phase 1\",\"Mehrauli - Badarpur Road, Near Viskarma Mandir, Viskarma Collony\",\"Gurudwara Road, Near Scrap Shop,\",\"I G N O U Road, Near St Marys Public School, Freedom Fighters Enclave\",\"Najafgarh Road, Near Shiv Mandir, Block B\",\"Palam Dabri Marg, Near Sulabh Public Schcool, Palam Colony\",\"Old Palam Dabri Road, Near Kotak Mahendra Bank, A Block\",\"Rajapuri Road, Near Shiv Temple, Vishwas Park\",\"Kanjhawla Road, Near Parag Jyoti Public School, Rohini Sector 22\",\"Central Road, Near Sector 11 Market, Pocket 1\",\"Golf Course Road, Near Shri Hari Govind Mandir, Bamnoli\",\"Golf Course Road, Near Shri Hari Gobind Mandir, Bamnoli\",\"Golf Course Road, Near Shri Hari Gobind Mandir, Bamnoli\",\"Golf Course Road, Near H D F C Bank, Bamnoli\",\"Golf Course Road, Near Shri Hari Gobind Mandir, Bamnoli\",\"Golf Course Road, Near Shri Hari Govind Mandir, Bamnoli\",\"Najafgarh Kapashera Road, Near Shri Hari Govind Mandir, Bamnoli\",\"Golf Course Road, Near H D F C Bank, Bamnoli\",\"Golf Course Road, Near Big Basket, Bamnoli\",\"Golf Course Road, Near Shri Hari Gobind Mandir, Bamnoli\",\"Golf Course Road, Near H D F C Bank, Bamnoli\",\"Golf Course Road, Near H D F C Bank, Bamnoli\",\"Golf Course Road, Near H D F C Bank, Bamnoli\",\"Golf Course Road, Near Shri Hari Gobind Mandir, Bamnoli\",\"Golf Course Road, Near H D F C Bank, Bamnoli\",\"Golf Course Road, Near Shri Hari Gobind Mandir, Bamnoli\",\"Golf Course Road, Near Shri Hari Gobind Mandir, Bamnoli\",\"Golf Course Road, Near Shiva Motors, Bamnoli\",\"Golf Course Road, Near Shri Hari Govind Mandir, Bamnoli\",\"Street No 13, Near National Public School, Mandoli Extension\",\"Street No 13, Near National Public School, Mandoli Extension\",\"Chaudhary Meher Chand Yadav Marg, Near Syndicate Bank, B Block\",\"Outer Ring Road, Near Ram Mandir, Haider Pur\",\"Outer Ring Road, Near Ram Mandir, A Block\",\"Golf Course Road, Near Shri Hari Gobind Mandir, Bamnoli\",\"Golf Course Road, Near Shri Hari Govind Mandir, Bamnoli\",\"Golf Course Road, Near Shri Hari Govind Mandir, Bamnoli\",\"Golf Course Road, Near Shri Hari Govind Mandir, Bamnoli\",\"Main Jagadamba Road, Near Tughlkabad Street Park, Tughlakabad Extension\",\"Ignou Road, Near Bikaner Sweet, Paryavaran Complex\",\"I G N O U Road, Near Gupta Food Center, Block A\",\"Mehrauli Badarpur Road, Near Pal Car Rental Services, B Block\",\"Mehrauli Badarpur Road, Near Pal Car Rental Services, B Block\",\"Devli Road, Near Cambridge Public School, Khanpur\",\"Devli Road, Near Dr Sunder Lal Memorial Hospital, Block D\",\"Deoli Road, Near South Delhi Hospital, Krishna Park Colony\",\"Hans Raj Sethi Marg, Near Agarwal Sweets, B Block\",\"Gali No - 5, Near Sulabh International, Part - 1\",\"Gali No - 5, Near Sulabh International, Part - 1\",\"Press Enclave Marg, Near D L F Place, Khirki Extension\",\"Gali Number 5, Near Solanki Chowk,\",\"Ram Krishna Marg, Near Daisy International School, Sector 16 A\",\"Ram Krishna Marg, Near Daisy International School, Sector 16\",\"Ram Krishna Marg, Near Daisy International School, Sector 16\",\"Desu Road, Near Prince Public School, Ward 2\",\"Panch Koi Road, Near Iete Delhi Centre, Rz Block\",\"Guru Ravidas Marg, Near Hanuman Mandir, Govind Puri\",\"Mandi Road, Near Janki Max Hospital, Block 1 A\",\"Mandi Road, Near Janki Max Hospital,\",\"Mandi Road, Near Janki Max Hospital,\",\"Temple Road, Near Prachin Sri Seetla Mata Mandir, Bhogal\",\"Mandi Road, Near Janki Max Hospital,\",\"Temple Road, Near Sheetala Mata Mandir, Bhogal\",\"Mandi Road, Near Janki Max Hospital, Block 1\",\"Mandi Road, Near Janki Max Hospital,\",\"Mandi Road, Near Janki Max Hospital,\",\"Mandi Road, Near Janki Max Hospital,\",\"Mehrauli Road, Near Bhagwati Hospital, Ward No 2\",\"S S N Marg, Near Zara Farm, Hargovind Enclave\",\"Gali Number 2, Near S B I Bank, Block H\",\"Outer Ring Road, Near Shiv Mandir, Ag Block\",\"Alipur Road, Near C N G Station, D S I D C Industrial Area\",\"Alipur Road, Near C N G Station, D S I D C Industrial Area\",\"Harish Chand Hospital, Near C N G Station, D S I D C Industrial Area\",\"Harish Chand Hospital Road, Near C N G Station, D S I D C Industrial Area\",\"Dr Bhimrao Ambedkar Marg, Near Bunty Bakers And Gift Shop, Budh Nagar\",\"Baba Ram Dev Marg, Near Community Hall, Poket 1\",\"Main Jagdamba Road, Near Durga Fast Food, Block 1\",\"Main Jagdamba Road, Near Durga Fast Food, Block 1\",\"Main Jagdamba Road, Near Durga Fast Food, Block 1\",\"Devli Road, Near Bank Of India,\",\"Devli Road, Near Bank Of India, Duggal Colony\",\"Devli Road, Near Bank Of India, Duggal Colony\",\"Main Devli Road, Near United Bank Of India, Duggal Colony\",\"Ignou Road, Near Bikaner Sweet, Khasra No. 141\",\"Mehrauli Badarpur Road, Near Pal Car Rental Services, B Block\",\"Ignou Road, Near Bikaner Sweet, Khasra No. 141\",\"Paryavaran Complex Main Road, Near Paryavaran Complex Post Office, Block B\",\"Mehrauli Badarpur Road, Near Pal Car Rental Services, B Block\",\"Ignou Road, Near Bikaner Sweet, Khasra No. 141\",\"Mehrauli Badarpur Road, Near Pal Car Rental Services, B Block\",\"Shiva Road, Near Sai Baba Mandir, Sector 7\",\"Shiva Road, Near Indian Oil Petrol Pump, Sector 7\",\"Budh Bazaar Road, Near Mother Mary Convent School, Block D\",\"Pankha Road, Near Tilak Pul, Jeewan Park\",\"Gali No 6, Near Power Tech, New Krishna Park\",\"Khirki Extension Road, Near Apeejay School, A Block\",\"Matiala Road, Near Nawada Metro Station, Jain Park\",\"Ramesh Nagar Rd, Near Sarover Hospital, Block\",\"Mayapuri Road, Near Shadley Public School, Block-9\",\"Totaram Ahuja Marg, Near Tilak Nagar Metro Station, Block 43\",\"Kishangarh Mehrauli Road, Near Vikas Hospital, Kalka Dass\",\"Toot Sarai Road, Near Madan Mohan Malviya Hospital, Nil Block\",\"Sector - 8 Dwarka Road, Near Mother Dairy, Block B\",\"B 5 Road, Near Vidya Bharti School, Pocket C 1\",\"Gali No 1, Near Punjab National Bank, F Block\",\"Gali No 1, Near Punjab National Bank, F Block\",\"Mahatma Budh Marg, Near Prerna School Of Inspiration, Dr Ambedkar Colony\",\"Pankha Road, Near Shri Ram Hospital, Block H\",\"Kashi Ram Shaha Marg, Near Saint Marks Public School, Block Gh5\",\"S S N Marg, Near Laxmi Narayan Mandir, Extention\",\"B 3 Road, Near B 3 Park, Sector 16 B\",\"B 3 Road, Near Metro Car Decor, Sector 16 B\",\"B 3 Road, Near Metro Car Decor, Sector 16 B\",\"B 5 Road, Near Gurudwara B Block, Sector 15\",\"Street No 13, Near National Public School, Mandoli Extension\",\"Street No 13, Near National Public School, Mandoli Extension\",\"Main Chhatarpur Road, Near Pappu Dhaba, Block A1\",\"New Patparganj Road, Near Central Public School, Nanakpura\",\"Swami Narayan Marg, Near Shastri Nagar Metro Station,\",\"Kanjhawala Road, Near Maa Kali Mandir, Mohammadpur Majri\",\"Kanjhawala Road, Near Maa Kali Mandir, Mohammadpur Majri\",\"Kanjhawala Road, Near Maa Kali Mandir, Mohammadpur Majri\",\"Kanjhawala Road, Near Maa Kali Mandir, Mohammadpur Majri\",\"Kanjhawala Road, Near Maa Kali Mandir, Mohammadpur Majri\",\"Kanjhawala Road, Near Maa Kali Mandir, Mohammadpur Majri\",\"Kanjhawala Road, Near Village Majhri, Mohammadpur Majri\",\"Shaheen Bagh Abulfazl Enclave Part 2, Near German Clinic, Shaheen Bagh\",\"Dr K N Katju Marg, Near Delhi International Junior School, Pocket C 5\",\"Dr K N Katju Marg, Near Delhi International Junior School, Sector 11 C\",\"Dr K N Katju Marg, Near Delhi International Junior School, Sector 11\",\"Dr K N Katju Marg, Near Sanker Chowk, Sector 11\",\"Dr K N Katju Marg, Near Oxbridge International School, Sector 11\",\"Dr K N Katju Marg, Near Delhi International Junior School, Pocket C 5\",\"Church Vali Gali, Near Vishwakarma Mandir, Vishwakarma Colony\",\"Church Vali Gali, Near Vishwakarma Mandir, Vishwakarma Colony\",\"Church Vali Gali, Near Vishwakarma Mandir, Vishwakarma Colony\",\"Gali No 12, Near Aryan International School, Om Vihar\",\"Suraj Kund Badkhal Road, Near Madarsa, Block C\",\"Raja Puri Road, Near Pawan Mall, Raja Puri\",\"60 Feet Road, Near New Creation Public School, B- Block\",\"Main Bazaar Road, Near State Bank Of India, Brijwasi Colony\",\"50 Foot Road, Near Rajendra Public School, Nihal Vihar\",\"Jheel Raod, Near Hanuman Mandir, Block 9\",\"Avantika Road, Near H P Petrol Pump, Secter 3 B\",\"Paryavaran Complex Main Road, Near Batra Bakers, Saiyad Ul Ajaib\",\"Gali No 6 41 Foota Road, Near Burari School, C Block Kamal Pur Kamal Vihar\",\"Gali No - 7, Near Dada Dev Mandir, H Block\",\"Street No 3, Near Mother Dairy, Adchini\",\"Kashi Ram Shaha Marg, Near Saint Marks Public School, Block Gh5\",\"Kalka Das Marg, Near Jahaj Mahal, Sarai\",\"Palam Dabri Road, Near Bank Of Baroda, E Block\",\"Road Number 201, Near Shivani Public School, Sector 1 Dwarka\",\"Kalindi Kunj Road, Near Kayanat General Store, Shaheen Bagh\",\"Kalindi Kunj Road, Near Kayanat General Store, Shaheen Bagh\",\"Kalindi Kunj Road, Near Kayanat General Store, Shaheen Bagh\",\"Kalindi Kunj Road, Near Kayanat General Store, Shaheen Bagh\",\"Kalindi Kunj Road, Near Kayanat General Store, Shaheen Bagh\",\"Kalindi Kunj Road, Near Kayanat General Store, Shaheen Bagh\",\"Kalindi Kunj Road, Near Tayiab Masjid, Block C / Shaheen Bagh / Okhla\",\"Kalindi Kunj Road, Near Tayiab Masjid, Block C / Shaheen Bagh / Okhla\",\"Kalindi Kunj Road, Near Tayiab Masjid, Block C / Shaheen Bagh / Okhla\",\"Kalindi Kunj Road, Near Tayiab Masjid, Block C / Shaheen Bagh / Okhla\",\"Kalindi Kunj Road, Near Tayiab Masjid, Block C / Shaheen Bagh / Okhla\",\"Kalindi Kunj Road, Near Tayiab Masjid, Block C / Shaheen Bagh / Okhla\",\"Kalindi Kunj Road, Near Tayiab Masjid, Block C / Shaheen Bagh / Okhla\",\"Kalindi Kunj Road, Near Tayiab Masjid, Block C / Shaheen Bagh / Okhla\",\"Kalindi Kunj Road, Near Tayyab Masjid, Shaheen Bagh\",\"Kalindi Kunj Road, Near Tayyab Masjid, Shaheen Bagh\",\"Kalindi Kunj Road, Near Tayiab Masjid, Block C / Shaheen Bagh / Okhla\",\"Raja Puri Road, Near Sony Center, Raja Puri\",\"Raja Puri Road, Near Sony Center, Raja Puri\",\"Chokhandi Road, Near Agarawal Sweets, Mukherjee Park Extension\",\"Main Najafghar Road, Near Gagan Bharti Public School, Om Vihar\",\"Main Najafgarh Road, Near Gagan Bharti Public School, Om Vihar\",\"Main Najafghar Road, Near Gagan Bharti Public School, Om Vihar\",\"Lal Bahadur Shastri Marg, Near College Of Vocational Studies, Pocket L\",\"Main Najafgarh Road, Near Nawada Metro Station, B Block Sainik Nagar\",\"Chaudhary Harshuk Marg, Near Delhi Police Public School, Block B 7\",\"Devil Road, Near Cambridge Public School, Block - D\",\"Street No 73, Near Jeewan Public School, Raja Puri\",\"Najafgarh Road, Near Nawada Metro Station, Kiran Garden\",\"Main Najafgarh Road, Near Gagan Bharti Public School, Om Vihar\",\"Janki Puri Road, Near Chankya Market, Jeevan Park\",\"Street No 5, Near Central Park, Nirman Vihar\",\"Najafgarh Road, Near Shiv Mandir, Block B\",\"Street No 1, Near Punjab National Bank, Rzf Block\",\"Dak Khana Road, Near Laxmi Nagar Metro Station, A Block\",\"Hari Kothi Road, Near M C Primary School, Jamia Nagar\",\"M G Road, Near Chattarpur Metro Station, New Manglapuri\",\"Chirag Delhi Main Road, Near Shri Radha Krishna Mandir,\",\"Chirag Delhi Main Road, Near Hanumaan Park,\",\"S S N Marg, Near Ramchander Markit, Rajpur Khurd\",\"S S N Marg, Near Ramchander Market, Rajpur Khurd\",\"S S N Marg, Near Mata Mandir, Rajpur Khurd\",\"Okhla Vihar Road, Near Jasola Mother Dairy, Block C / Jasola\",\"C3 Road, Near Ram Mandir, Janak Puri\",\"Bhool Bhulaiyan Road, Near Kebab House Restaurant, Ward Number 1\",\"S S N Marg, Near Ramchander Market, Rajpur Khurd\",\"S S N Marg, Near Ramchander Market, Rajpur Khurd\",\"Solanki Road, Near Gian Varsha Public School, Jain Colony\",\"Raja Puri Road, Near Pawan Mall, Raja Puri\",\"Paryavaran Complex Main Road, Near Paryavaran Complex Post Office, Block B\",\"School Road, Near Mapple Hotels, Palaces And Resorts, Duggal Housing\",\"Road Number 5, Near Dr Shalini Jain Gynae Clinic, Block C\",\"Kalindi Kunj Road, Near Firdosh Masjid, Block F\",\"Paschim Vihar Main Road, Near Bala Ji Action Hospital, A 4 Block\",\"Ignou Road, Near Ignou University, Khasra No. 409/1\",\"Ignou Road, Near Ignou University, Khasra No. 409/1\",\"Main Ring Road, Near Arjun Park Bus Stand, Arjun Park\",\"Vishnu Garden Road, Near Khyala School, Block A\",\"Raja Puri Road, Near Pawan Mall, Raja Puri\",\"Lane Number 7, Near Paras Dairy, Abul Fazal Part Ii\",\"Kalindi Kunj Road, Near Paras Dairy, Block E\",\"Lane Number -7, Near Paras Dairy, Block B\",\"Shri Balaji Babosa Marg, Near Max Fort School, Sector 23 Pocket 9\",\"Vikaspuri Mode Road, Near Reliance Mall, A Block\",\"Inderpuri Road, Near Shiv Mandir, Wz Block\",\"Kalka Das Marg, Near Jahaj Mahal, Sarai\",\"Kalka Das Marg, Near Jahaj Mahal, Sarai\",\"Maidan Garhi Road, Near Lavanya Hospital, B-blcok Enclave Phase - 2\",\"Chaudhry Balbir Singh Marg, Near Shiv Mandir, A6 Block\",\"M G Road, Near Gurudwara, Sultanpur Extension\",\"Kalka Das Marg, Near Houz-i-shamsi, Ward No-8\",\"Dada Dev Mandir Road, Near Mother Dairy, Sector-8\",\"Street No 13, Near National Public School, Mandoli Extension\",\"Street No 13, Near National Public School, Mandoli Extension\",\"Hanuman Gali, Near Gurudawara, A - Block\",\"Street No -2a, Near Shree Laxmi Narayan Sanatan Dharam Mandir, Virender Nagar\",\"Subhash Nagar Road, Near Baba Balaknath Mandir, Block J\",\"Subhash Nagar Road, Near Baba Balaknath Mandir, Block J\",\"Press Enclave Road, Near Badi Masjid, Hauzrani\",\"Gali Number - 2, Near Shastri Nagar Metro Station, E-block\",\"Gali Number - 2, Near Shastri Nagar Metro Station, E-block\",\"Gali Number - 2, Near Shastri Nagar Metro Station, E-block\",\"Hanuman Gali, Near Gurudawara, A - Block\",\"Hanuman Gali, Near Gurudawara, A - Block\",\"Hanuman Gali, Near Gurudawara, A - Block\",\"Maidan Garhi Road, Near Lavanya Hospital, Maidan Garhi Extention\",\"Baba Krishna Lal Marg, Near Shahdara Nursing Home, Block Y\",\"Welcome Street, Near Montoo Shah Cable, Sant Nagar\",\"Jain Road, Near Atul Chowk, Laxmi Vihar\",\"Kishan Garh Mehrauli Road, Near Sanimandir, Ward Number -3\",\"Desu Road, Near Bhagwati Hospital, Ward Number 1\",\"Gali No 22 West Sant Nagar, Near Radha Krishan Mandir, A2\",\"Najafgarh Road, Near Sangam Market, Block E\",\"Bhool Bhulaiyan Road, Near Kebab House Restaurant, Ward Number 1\",\"Bhool Bhulaiyan Road, Near Kebab House Restaurant, Ward Number 1\",\"S S N Marg, Near Mcd School, Rajpur Extention\",\"Gali No. 3, Near Satyam Public School, Laxmi Vihar\",\"Urban Extension Road 2, Near Anand Lok Hotel, Block B\",\"Urban Extension Road 2, Near Anand Lok Hotel, Block B\",\"Urban Extension Road 2, Near Anand Lok Hotel, Block B\",\"Urban Extension Road 2, Near Anand Lok Hotel, Block B\",\"Urban Extension Road 2, Near Anand Lok Hotel, Block B\",\"Urban Extension Road 2, Near Anand Lok Hotel, Block B\",\"Urban Extension Road 2, Near Anand Lok Hotel, Block B\",\"Urban Extension Road 2, Near Anand Lok Hotel, Block B\",\"Urban Extension Road 2, Near Anand Lok Hotel, Block B\",\"Urban Extension Road 2, Near Anand Lok Hotel, Block B\",\"Main Dwarka Road, Near Anand Lok Hotel, B Block\",\"Urban Extension Road 2, Near Anand Lok Hotel, Block B\",\"Urban Extension Road 2, Near Anand Lok Hotel, Block B\",\"Dada Dave Mainder Road, Near Sector -8 Metro Station,\",\"Lamba Public School Road, Near Gopal Temple, B Block\",\"Bengali Colony Road, Near Mahavir Enclave Kali Bari, Mahavir Enclave Part 1\",\"Anuvrat Marg, Near Qila Lal Kot, Ward Number - 7\",\"Khirki Main Road, Near Adarsh Hospital, B Block\",\"Ignou Road, Near Bikaner Sweet, Khasra No. 141\",\"Ignou Road, Near Bikaner Sweet, Khasra No. 141\",\"Gurudwara Road, Near Kamal Public School, Mohan Garden\",\"Guru Ravidas Marg, Near Hanuman Mandir, Govind Puri\",\"40 Futa Road, Near Supreme Model School, H Block\",\"Gurdwara Road, Near Gurudwara Sahib Ji, Teacher Vihar\",\"Gurdwara Road, Near Gurudwara Sahib Ji, Teacher Vihar\",\"Gurdwara Road, Near Gurudwara Sahib Ji, Teacher Vihar\",\"Rohtak Road., Near Sonia Hospital, Veena Enclave Extention.\",\"Dr. Bhemrao Ambedkar Marg, Near Maharaja Agarshen Public School, Jj Colony Wazirpur\",\"Vir Banda Bairagi Marg, Near Shastri Nagar Metro Station, Block F\",\"Hanuman Road, Near Naag Mandir, 12 - Block\",\"Metro Lane, Near Sector 13 Metro Station, Pocket D\",\"Main Najafgarh Road, Near Gagan Bharti Public School, Om Vihar\",\"Dada Dave Mainder Road, Near Dda Park, Sector-8\",\"Gyani Gurmukkhi Musafir Marg, Near Ojas Public School, Sector - 17\",\"S S N Marg, Near Mcd School, Satbari Village\",\"Radha Kishan Marg, Near Shastri Nagar Metro Station, Block E2\",\"Kondli Main Road, Near Kathuria Sweets, Block A\",\"Street Number 5, Near Ramgadiya Gurudwara Sahib Ji, Virender Nagar\",\"Gali No-6, Near Shyam Enclev, Najfgrh .\",\"Guru Virjanand Marg, Near Arya Samaj Mandir, Pocket Dg 2\",\"Gtb Road, Near Greenway Public School, A Pocket\",\"Ram Nagar Road, Near Punjab National Bank, Khushi Ram Park\",\"Shahbaad Mohammad Pur Road, Near Mother Dairy, Sector 8\",\"60 Foota Road, Near Apollo Hospital, A Block\",\"60 Foota Road, Near Apollo Hospital, A Block\",\"Allama Shibli Nomani Road, Near Modern Bakery, Block G, Shaheen Bagh, Zakir Nagar\",\"Guru Ravi Das Marg, Near Hanuman Mandir, Phase Iii\",\"60 Foota Road, Near Apollo Hospital, A Block\",\"Gali No 2, Near New Punjab Sweet Shop, Chandu Park\",\"Street No 1, Near-rao Mansa Ram Public School, Kapashera Village\",\"Street No1, Near-rao Mansa Ram Public School, Kapashera Village\",\"Street No1, Near-rao Mansa Ram Public School, Kapashera Village\",\"Street No1, Near-rao Mansa Ram Public School, Kapashera Village\",\"Ignou Road, Near Saint Robin Public School, Khasra No. 322\",\"Mg Road, Near Gurudwara, Sultapur Colony\",\"Chaitan Jain Marg, Near Perfect Store, School Block\",\"Shiri Bala Ji Babosa Marg., Near Heritage Public School, Pocket - 11/a\",\"New Patparganj Road, Near Pandav Nagar Gurudwara, A Block\",\"New Patparganj Road, Near Pandav Nagar Gurudwara, A Block\",\"Kanjhawala Road, Near Varun Dhaka Institute Of Technology, A Block Krishna Vihar\",\"Bengali Colony Road, Near Kali Mata Mandir, Bengali Colony\",\"Bengali Colony Road, Near Kali Mata Mandir, Bengali Colony\",\"Gurudwara Road, Near Namdari Gurudwara, Ramesh Nagar\",\"Param Puri Road, Near Jindal Public School, S Block\",\"Abdul Gaffar Khan Marg, Near Mata Chowk, Block K2\",\"Baba Krishna Lal Marg, Near Shahdara Nursing Home, Block Y\",\"Street Number 5, Near Sulabh, Rz F Block\",\"Gurudwara Road, Near Bal Bhavan Public School, Vikas Marg\",\"Maidan Garhi Road, Near Lavanya Hospital, Maidan Garhi\",\"Ignou Road, Near Saket Metro Station, Saidulajab\",\"Shiv Mandir Marg, Near Som Bazar, Vishwas Park\",\"Seemapuri Road, Near Hdfc Bank, J&k Packet\",\"Gurudaware Wali Gali, Near Government Boys School, Baba Farid Puri\",\"Gurudaware Wali Gali, Near Government Boys School, Baba Farid Puri\",\"Gurudaware Wali Gali, Near Government Boys School, Baba Farid Puri\",\"Gurudaware Wali Gali, Near Government Boys School, Baba Farid Puri\",\"Dr K N Katju Marg, Near Sanker Chowk, Sector 11 C\",\"Dr K N Katju Marg, Near Sanker Chowk, Sector 11\",\"Golf Course Road, Near Sector 14 Metro Station Dwarka, Pocket A\",\"Street No. 8, Near Pratap Nagar Metro Station, Padam Nagar\",\"Ring Road, Near Metro Station, Lajpat Nagar\",\"Africa Ave Road, Near Dear Park, Arjun Nagar\",\"Pankha Road, Near Himachal Pardesh Tour Packages, Punarvas Colony\",\"Dal Mill Road, Near West Metro Station, Rz-42\",\"Gali Number - 2, Near Shastri Nagar Metro Station, E-block\",\"Gali Number - 2, Near Shastri Nagar Metro Station, E-block\",\"Gali Number - 2, Near Shastri Nagar Metro Station, E-block\",\"Gali Number - 2, Near Shastri Nagar Metro Station, E-block\",\"Street Number 2, Near Bhagat Chandra Hospital, F Block\",\"Street Number 2, Near Bhagat Chandra Hospital, F Block\",\"Street Number 2, Near Bhagat Chandra Hospital, F Block\",\"Street Number 2, Near Bhagat Chandra Hospital, F Block\",\"Street Number 2, Near Bhagat Chandra Hospital, F Block\",\"Street Number 2, Near Bhagat Chandra Hospital, F Block\",\"Street Number 2, Near Bhagat Chandra Hospital, F Block\",\"Street Number 2, Near Bhagat Chandra Hospital, F Block\",\"Street Number 2, Near Bhagat Chandra Hospital, F Block\",\"Main 41 Foota Road, Near Sbi Bank, Uttranchal Enclave\",\"Maulana Azad Road, Near Tayyab Masjid, Jamia Nagar\",\"Allama Shibli Nomani Road, Near Tayyab Masjid, Shaheen Bagh\",\"Street No. 43, Near Hanuman Mandir, Kaushik Enclave Part - 2\",\"Tilak Nagar Road, Near Shiv Mandir, Chand Nagar\",\"Khirki Extension Road, Near Krishna Temple, Khirki Extension\",\"Ram Kirshana Marg, Near Jain Bharti Morden School, Sector 16\",\"Ram Kirshana Marg, Near Jain Bharti Morden School, Sector 16 E\",\"Road Number 236, Near Veda Vyasa Dav Public School, Pocket Dg 2\",\"Hanuman Gali, Near B - Block Gurudawara, A - Block\",\"Som Bazar Road, Near Brijwasi Sweet Store, Vijay Vihar Phase 2\",\"Ashoka Road, Near Adresh Nagar Metro Station, D - Block\",\"Saiyyad Nangloi Marg, Near Bachu Ram Bakery, Block Gh 14\",\"Grand Trunk Road, Near Adarsh Nagar Metro Station, Banjara Gali, Adarsh Nagar\",\"Cr Road, Near Laxmi Nagar Metro Station, J Block\",\"Cr Road, Near Laxmi Nagar Metro Station, J Block\",\"C.r Road, Near Laxmi Nagar Metro Station, Block J\",\"Cr Road, Near Laxmi Nagar Metro Station, J Block\",\"Cr Road, Near Laxmi Nagar Metro Station, J Block\",\"C.r Road, Near Laxmi Nagar Metro Station, Block J\",\"C.r Road, Near Laxmi Nagar Metro Station, Block J\",\"Cr Road, Near Laxmi Nagar Metro Station, J Block\",\"Cr Road, Near Laxmi Nagar Metro Station, J Block\",\"Cr Road, Near Laxmi Nagar Metro Station, J Block\",\"Street Number 2, Near Bhagat Chandra Hospital, F Block\",\"Street Number 2, Near Bhagat Chandra Hospital, F Block\",\"Street Number 2, Near Bhagat Chandra Hospital, F Block\",\"Street Number 2, Near Bhagat Chandra Hospital, F Block\",\"Street Number 2, Near Bhagat Chandra Hospital, F Block\",\"Street Number 1, Near Red Building School, Block C\",\"Ignou Road, Near Shah Online College, Paryavaran Complex\",\"Bhao Rao Devras Marg, Near Gd Goenika Public School, Bg7 Block\",\"Gali Number 3, Near Hanuman Mandir, Shivaji Park\",\"Gt Karnal Road, Near Adresh Nagar Metro Station, Punjabi Colony\",\"Khirki Main Road, Near Tirveni Complex, B Block\",\"Patel Road, Near Shadi Pur Metro Station, Khampur\",\"Pankha Road, Near Sai Baba Mandir, F Block\",\"Laxmi Vihar Road, Near Atul Chowk, Mohan Garden\",\"Urban Extension Road Ii, Near Pius X Church, Pochanpur Colony\",\"Jain Mandir Road, Near Happy Medical Store, Ward Number -8\",\"Street No. 4, Near Nigam Pratibha Vidyalaya, Saidulajab\",\"Street No. 2, Near Saket Metro Station, Saidulajab\",\"Street No. 4, Near Nigam Pratibha Vidyalaya, Saidulajab\",\"Street No. 4, Near Nigam Pratibha Vidyalaya, Saidulajab\",\"Street Number 4, Near Nigam Pratibha Vidyalaya, Saidulajab\"]}},\"id\":\"069accde-4f05-4010-979d-145251957059\",\"type\":\"ColumnDataSource\"},{\"attributes\":{\"label\":{\"field\":\"living_index\"},\"renderers\":[{\"id\":\"1950f30c-d07b-4eb2-adc3-4a7acce626e7\",\"type\":\"GlyphRenderer\"}]},\"id\":\"8cb754fc-6ee8-4356-8c5f-4ff167958435\",\"type\":\"LegendItem\"},{\"attributes\":{},\"id\":\"234f1b7c-92c2-40fb-8a59-4168fd4d2b5b\",\"type\":\"BasicTicker\"},{\"attributes\":{\"callback\":null,\"plot\":{\"id\":\"b55fb9cb-2794-447c-b6d5-d9da62938d55\",\"subtype\":\"Figure\",\"type\":\"Plot\"},\"tooltips\":\"\\n        <div>\\n            <div>\\n                <span style=\\\"font-size: 12px;\\\">Bedrooms: @bedrooms</span><br>\\n                <span style=\\\"font-size: 12px;\\\">Street: @street</span><br>\\n                <span style=\\\"font-size: 12px;\\\">Locality: @locality</span><br>\\n                <span style=\\\"font-size: 12px;\\\">Parking: @parking</span><br>\\n                <span style=\\\"font-size: 12px;\\\">Loan: @loan</span><br>\\n                <span style=\\\"font-size: 12px;\\\">Gated: @gated</span><br>\\n                <span style=\\\"font-size: 12px;\\\">Gas: @gas</span><br>\\n                <span style=\\\"font-size: 12px;\\\">Lift: @lift</span><br>\\n            </div>\\n        </div>\\n        \"},\"id\":\"d3635cbc-da8d-4306-a9a3-faacd12062c2\",\"type\":\"HoverTool\"},{\"attributes\":{\"bottom_units\":\"screen\",\"fill_alpha\":{\"value\":0.5},\"fill_color\":{\"value\":\"lightgrey\"},\"left_units\":\"screen\",\"level\":\"overlay\",\"line_alpha\":{\"value\":1.0},\"line_color\":{\"value\":\"black\"},\"line_dash\":[4,4],\"line_width\":{\"value\":2},\"plot\":null,\"render_mode\":\"css\",\"right_units\":\"screen\",\"top_units\":\"screen\"},\"id\":\"661826b3-4170-4840-ac0a-a4a98d5963f8\",\"type\":\"BoxAnnotation\"},{\"attributes\":{\"plot\":null,\"text\":\"Number of bedrooms vs price  Legend: living 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Application\",\"version\":\"0.12.3\"}};\n",
       "            var render_items = [{\"docid\":\"bc02dd62-a986-4db1-87b5-130cd7f3a5ba\",\"elementid\":\"4c0674b2-e5ba-4311-8085-8796fae57ddf\",\"modelid\":\"b55fb9cb-2794-447c-b6d5-d9da62938d55\",\"notebook_comms_target\":\"39648c86-66ea-40cd-8906-828bae7e0a61\"}];\n",
       "            \n",
       "            Bokeh.embed.embed_items(docs_json, render_items);\n",
       "        });\n",
       "      },\n",
       "      function(Bokeh) {\n",
       "      }\n",
       "    ];\n",
       "  \n",
       "    function run_inline_js() {\n",
       "      \n",
       "      if ((window.Bokeh !== undefined) || (force === \"1\")) {\n",
       "        for (var i = 0; i < inline_js.length; i++) {\n",
       "          inline_js[i](window.Bokeh);\n",
       "        }if (force === \"1\") {\n",
       "          display_loaded();\n",
       "        }} else if (Date.now() < window._bokeh_timeout) {\n",
       "        setTimeout(run_inline_js, 100);\n",
       "      } else if (!window._bokeh_failed_load) {\n",
       "        console.log(\"Bokeh: BokehJS failed to load within specified timeout.\");\n",
       "        window._bokeh_failed_load = true;\n",
       "      } else if (!force) {\n",
       "        var cell = $(\"#4c0674b2-e5ba-4311-8085-8796fae57ddf\").parents('.cell').data().cell;\n",
       "        cell.output_area.append_execute_result(NB_LOAD_WARNING)\n",
       "      }\n",
       "  \n",
       "    }\n",
       "  \n",
       "    if (window._bokeh_is_loading === 0) {\n",
       "      console.log(\"Bokeh: BokehJS loaded, going straight to plotting\");\n",
       "      run_inline_js();\n",
       "    } else {\n",
       "      load_libs(js_urls, function() {\n",
       "        console.log(\"Bokeh: BokehJS plotting callback run at\", now());\n",
       "        run_inline_js();\n",
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       "  }(this));\n",
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      ]
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     "metadata": {},
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    },
    {
     "data": {
      "text/html": [
       "<p><code>&lt;Bokeh Notebook handle for <strong>In[200]</strong>&gt;</code></p>"
      ],
      "text/plain": [
       "<bokeh.io._CommsHandle at 0x290d4588>"
      ]
     },
     "execution_count": 200,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from bokeh.plotting import figure, ColumnDataSource\n",
    "from bokeh.io import output_notebook, show\n",
    "from bokeh.models import HoverTool, BoxZoomTool, ResetTool, ResizeTool, PanTool\n",
    "\n",
    "source = ColumnDataSource(\n",
    "        data=dict(\n",
    "            price=city_wise['price'] / 10**5,\n",
    "            area=city_wise['area'],\n",
    "            bedrooms=city_wise['bedrooms'],\n",
    "            street=city_wise['street'],\n",
    "            locality=city_wise['locality'] + ', ' + city_wise['housing_region'],\n",
    "            parking=city_wise['has_parking'],\n",
    "            gated=city_wise['has_gated_community'],\n",
    "            gas=city_wise['has_gas'], \n",
    "            lift=city_wise['has_lift'],\n",
    "            loan=city_wise['has_loan'],\n",
    "            color=city_wise['color'],\n",
    "            living_index=city_wise['living_index'],\n",
    "            radius=city_wise['bedrooms']*4\n",
    "        )\n",
    "    )\n",
    "\n",
    "hover = HoverTool(\n",
    "        tooltips=\"\"\"\n",
    "        <div>\n",
    "            <div>\n",
    "                <span style=\"font-size: 12px;\">Bedrooms: @bedrooms</span><br>\n",
    "                <span style=\"font-size: 12px;\">Street: @street</span><br>\n",
    "                <span style=\"font-size: 12px;\">Locality: @locality</span><br>\n",
    "                <span style=\"font-size: 12px;\">Parking: @parking</span><br>\n",
    "                <span style=\"font-size: 12px;\">Loan: @loan</span><br>\n",
    "                <span style=\"font-size: 12px;\">Gated: @gated</span><br>\n",
    "                <span style=\"font-size: 12px;\">Gas: @gas</span><br>\n",
    "                <span style=\"font-size: 12px;\">Lift: @lift</span><br>\n",
    "            </div>\n",
    "        </div>\n",
    "        \"\"\"\n",
    "    )\n",
    "\n",
    "p = figure(plot_width=800, plot_height=600, tools=[hover, BoxZoomTool(), ResetTool(), ResizeTool(), PanTool()],\n",
    "           title=\"{:s} vs {:s}  Legend: {:s}\".format('Number of bedrooms', 'price', 'living index'),\n",
    "           x_axis_label='Area in sq ft', \n",
    "           y_axis_label='Price in Lakhs (or .1 Mn)')\n",
    "\n",
    "p.circle('area', 'price', source=source, color='color', size='radius', legend='living_index')\n",
    "p.legend.location = \"bottom_right\"\n",
    "# p.legend.click_policy=\"hide\"\n",
    "output_notebook()\n",
    "show(p, notebook_handle=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Further :\n",
    "- it would be nice idea to let the user (me) click on a circle to directly open the listing without having to open the browser. Bokeh 0.15 has a bug with JSON parsing, which I need to get to fixing or wait for the 0.16 version.\n",
    "- The street addresses in the data set could give information about banks, ATMs, hospitals and malls, which could be used to further understand the price.\n",
    "- For places with widespread metro services like Delhi, Gurgaon and Noida, distance to the nearest metro station could be a prime deciding factor in price hike. \n",
    "\n",
    "We will explore these in the next blog post where we will apply some machine learning to learn more about the data.\n",
    "Till then, happy house hunting to me."
   ]
  }
 ],
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