examples.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# `rightmove_webscraper.py`\n",
    "# Examples"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "from rightmove_webscraper import rightmove_data"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Example 1\n",
    "### Scrape properties for sale:\n",
    "\n",
    "Using a URL returned from searching rightmove.co.uk with the following criteria:\n",
    "\n",
    "* Property for SALE\n",
    "* Area = \"Battersea Power Station\"\n",
    "* Radius = within 3 miles\n",
    "* Price range, bedrooms = no min or max\n",
    "* Property type = Any\n",
    "* Added to site within =  last 7 days"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "1050"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "sale_url = \"https://www.rightmove.co.uk/property-for-sale/find.html?\\\n",
    "searchType=SALE&locationIdentifier=REGION%5E94346&insId=1&radius=3.0\\\n",
    "&minPrice=&maxPrice=&minBedrooms=&maxBedrooms=&displayPropertyType=\\\n",
    "&maxDaysSinceAdded=7&_includeSSTC=on&sortByPriceDescending=\\\n",
    "&primaryDisplayPropertyType=&secondaryDisplayPropertyType=\\\n",
    "&oldDisplayPropertyType=&oldPrimaryDisplayPropertyType=&newHome=&auction=false\"\n",
    "\n",
    "# Create the instance of the class on the search URL:\n",
    "sale_object = rightmove_data(sale_url)\n",
    "sale_object.results_count"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "1128377"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# `average_price` give the mean price of all results returned:\n",
    "sale_object.average_price"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "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>number_bedrooms</th>\n",
       "      <th>count</th>\n",
       "      <th>mean</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0</td>\n",
       "      <td>17</td>\n",
       "      <td>1108000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1</td>\n",
       "      <td>238</td>\n",
       "      <td>647736</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2</td>\n",
       "      <td>460</td>\n",
       "      <td>909482</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>3</td>\n",
       "      <td>193</td>\n",
       "      <td>1467689</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>4</td>\n",
       "      <td>100</td>\n",
       "      <td>1969577</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>5</td>\n",
       "      <td>33</td>\n",
       "      <td>2681666</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>6</td>\n",
       "      <td>4</td>\n",
       "      <td>4512487</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   number_bedrooms  count     mean\n",
       "0                0     17  1108000\n",
       "1                1    238   647736\n",
       "2                2    460   909482\n",
       "3                3    193  1467689\n",
       "4                4    100  1969577\n",
       "5                5     33  2681666\n",
       "6                6      4  4512487"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# `summary` gives a summary by count and mean price:\n",
    "sale_object.summary()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "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>postcode</th>\n",
       "      <th>count</th>\n",
       "      <th>mean</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>SW11</td>\n",
       "      <td>69</td>\n",
       "      <td>889485</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>SW6</td>\n",
       "      <td>51</td>\n",
       "      <td>1077016</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>SE1</td>\n",
       "      <td>45</td>\n",
       "      <td>990664</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>SW8</td>\n",
       "      <td>35</td>\n",
       "      <td>969724</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>W2</td>\n",
       "      <td>35</td>\n",
       "      <td>1260968</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "  postcode  count     mean\n",
       "0     SW11     69   889485\n",
       "1      SW6     51  1077016\n",
       "2      SE1     45   990664\n",
       "3      SW8     35   969724\n",
       "4       W2     35  1260968"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# By default `summary` is group by number of bedrooms, but can also be grouped  \n",
    "# by different features:\n",
    "sale_object.summary(by=\"postcode\").head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "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>price</th>\n",
       "      <th>type</th>\n",
       "      <th>address</th>\n",
       "      <th>url</th>\n",
       "      <th>agent_url</th>\n",
       "      <th>postcode</th>\n",
       "      <th>number_bedrooms</th>\n",
       "      <th>search_date</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1045</th>\n",
       "      <td>415000</td>\n",
       "      <td>2 bedroom flat for sale</td>\n",
       "      <td>South City Court, London, London, SE15</td>\n",
       "      <td>http://www.rightmove.co.uk/property-for-sale/p...</td>\n",
       "      <td>http://www.rightmove.co.uk/estate-agents/agent...</td>\n",
       "      <td>SE15</td>\n",
       "      <td>2</td>\n",
       "      <td>2018-07-25 13:02:00.234429</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1046</th>\n",
       "      <td>415000</td>\n",
       "      <td>1 bedroom flat for sale</td>\n",
       "      <td>Wyneham Road, Herne Hill</td>\n",
       "      <td>http://www.rightmove.co.uk/property-for-sale/p...</td>\n",
       "      <td>http://www.rightmove.co.uk/estate-agents/agent...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>2018-07-25 13:02:00.234429</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1047</th>\n",
       "      <td>415000</td>\n",
       "      <td>1 bedroom flat for sale</td>\n",
       "      <td>Poynders Road, Clapham South, London, SW4</td>\n",
       "      <td>http://www.rightmove.co.uk/property-for-sale/p...</td>\n",
       "      <td>http://www.rightmove.co.uk/estate-agents/agent...</td>\n",
       "      <td>SW4</td>\n",
       "      <td>1</td>\n",
       "      <td>2018-07-25 13:02:00.234429</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1048</th>\n",
       "      <td>415000</td>\n",
       "      <td>1 bedroom flat for sale</td>\n",
       "      <td>Laitwood Road, Balham</td>\n",
       "      <td>http://www.rightmove.co.uk/property-for-sale/p...</td>\n",
       "      <td>http://www.rightmove.co.uk/estate-agents/agent...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>2018-07-25 13:02:00.234429</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1049</th>\n",
       "      <td>415000</td>\n",
       "      <td>2 bedroom flat for sale</td>\n",
       "      <td>Albion Avenue, London SW8</td>\n",
       "      <td>http://www.rightmove.co.uk/property-for-sale/p...</td>\n",
       "      <td>http://www.rightmove.co.uk/estate-agents/agent...</td>\n",
       "      <td>SW8</td>\n",
       "      <td>2</td>\n",
       "      <td>2018-07-25 13:02:00.234429</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "       price                     type  \\\n",
       "1045  415000  2 bedroom flat for sale   \n",
       "1046  415000  1 bedroom flat for sale   \n",
       "1047  415000  1 bedroom flat for sale   \n",
       "1048  415000  1 bedroom flat for sale   \n",
       "1049  415000  2 bedroom flat for sale   \n",
       "\n",
       "                                         address  \\\n",
       "1045      South City Court, London, London, SE15   \n",
       "1046                    Wyneham Road, Herne Hill   \n",
       "1047  Poynders Road, Clapham South, London, SW4    \n",
       "1048                       Laitwood Road, Balham   \n",
       "1049                   Albion Avenue, London SW8   \n",
       "\n",
       "                                                    url  \\\n",
       "1045  http://www.rightmove.co.uk/property-for-sale/p...   \n",
       "1046  http://www.rightmove.co.uk/property-for-sale/p...   \n",
       "1047  http://www.rightmove.co.uk/property-for-sale/p...   \n",
       "1048  http://www.rightmove.co.uk/property-for-sale/p...   \n",
       "1049  http://www.rightmove.co.uk/property-for-sale/p...   \n",
       "\n",
       "                                              agent_url postcode  \\\n",
       "1045  http://www.rightmove.co.uk/estate-agents/agent...     SE15   \n",
       "1046  http://www.rightmove.co.uk/estate-agents/agent...      NaN   \n",
       "1047  http://www.rightmove.co.uk/estate-agents/agent...      SW4   \n",
       "1048  http://www.rightmove.co.uk/estate-agents/agent...      NaN   \n",
       "1049  http://www.rightmove.co.uk/estate-agents/agent...      SW8   \n",
       "\n",
       "     number_bedrooms                search_date  \n",
       "1045               2 2018-07-25 13:02:00.234429  \n",
       "1046               1 2018-07-25 13:02:00.234429  \n",
       "1047               1 2018-07-25 13:02:00.234429  \n",
       "1048               1 2018-07-25 13:02:00.234429  \n",
       "1049               2 2018-07-25 13:02:00.234429  "
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# `get_results` method returns all listings in a Pandas dataframe:\n",
    "sale_object.get_results.tail()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Example 2\n",
    "### Scrape properties for rent:\n",
    "\n",
    "Using a URL returned from a same criteria as above, except searching for rental properties."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "1050"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "rent_url = \"https://www.rightmove.co.uk/property-to-rent/find.html?\\\n",
    "searchType=RENT&locationIdentifier=REGION%5E94346&insId=1&radius=3.0&minPrice=\\\n",
    "&maxPrice=&minBedrooms=&maxBedrooms=&displayPropertyType=&maxDaysSinceAdded=7\\\n",
    "&sortByPriceDescending=&_includeLetAgreed=on&primaryDisplayPropertyType=\\\n",
    "&secondaryDisplayPropertyType=&oldDisplayPropertyType=\\\n",
    "&oldPrimaryDisplayPropertyType=&letType=&letFurnishType=&houseFlatShare=\"\n",
    "\n",
    "# Create the instance of the class on the search URL:\n",
    "rent_object = rightmove_data(rent_url)\n",
    "rent_object.results_count"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "3241"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "rent_object.average_price"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "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>number_bedrooms</th>\n",
       "      <th>count</th>\n",
       "      <th>mean</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0</td>\n",
       "      <td>97</td>\n",
       "      <td>1360</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1</td>\n",
       "      <td>305</td>\n",
       "      <td>2088</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2</td>\n",
       "      <td>412</td>\n",
       "      <td>3100</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>3</td>\n",
       "      <td>154</td>\n",
       "      <td>5427</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>4</td>\n",
       "      <td>60</td>\n",
       "      <td>6004</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>5</td>\n",
       "      <td>12</td>\n",
       "      <td>9652</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>6</td>\n",
       "      <td>4</td>\n",
       "      <td>4854</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>7</td>\n",
       "      <td>1</td>\n",
       "      <td>21667</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   number_bedrooms  count   mean\n",
       "0                0     97   1360\n",
       "1                1    305   2088\n",
       "2                2    412   3100\n",
       "3                3    154   5427\n",
       "4                4     60   6004\n",
       "5                5     12   9652\n",
       "6                6      4   4854\n",
       "7                7      1  21667"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "rent_object.summary()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "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>postcode</th>\n",
       "      <th>count</th>\n",
       "      <th>mean</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>SW11</td>\n",
       "      <td>66</td>\n",
       "      <td>2275</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>SW8</td>\n",
       "      <td>57</td>\n",
       "      <td>2509</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>SW6</td>\n",
       "      <td>53</td>\n",
       "      <td>2803</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>W2</td>\n",
       "      <td>51</td>\n",
       "      <td>3301</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>SW3</td>\n",
       "      <td>46</td>\n",
       "      <td>3980</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "  postcode  count  mean\n",
       "0     SW11     66  2275\n",
       "1      SW8     57  2509\n",
       "2      SW6     53  2803\n",
       "3       W2     51  3301\n",
       "4      SW3     46  3980"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "rent_object.summary(by=\"postcode\").head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "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>price</th>\n",
       "      <th>type</th>\n",
       "      <th>address</th>\n",
       "      <th>url</th>\n",
       "      <th>agent_url</th>\n",
       "      <th>postcode</th>\n",
       "      <th>number_bedrooms</th>\n",
       "      <th>search_date</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1045</th>\n",
       "      <td>2167</td>\n",
       "      <td>1 bedroom apartment</td>\n",
       "      <td>The Corniche, Albert Embankment, London, SE1</td>\n",
       "      <td>http://www.rightmove.co.uk/property-to-rent/pr...</td>\n",
       "      <td>http://www.rightmove.co.uk/estate-agents/agent...</td>\n",
       "      <td>SE1</td>\n",
       "      <td>1</td>\n",
       "      <td>2018-07-25 13:03:09.965945</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1046</th>\n",
       "      <td>1950</td>\n",
       "      <td>1 bedroom flat</td>\n",
       "      <td>Ormonde Gate, LONDON, SW3</td>\n",
       "      <td>http://www.rightmove.co.uk/property-to-rent/pr...</td>\n",
       "      <td>http://www.rightmove.co.uk/estate-agents/agent...</td>\n",
       "      <td>SW3</td>\n",
       "      <td>1</td>\n",
       "      <td>2018-07-25 13:03:09.965945</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1047</th>\n",
       "      <td>1842</td>\n",
       "      <td>2 bedroom apartment</td>\n",
       "      <td>Fogerhill House, Ram Quarter, Wandsworth</td>\n",
       "      <td>http://www.rightmove.co.uk/property-to-rent/pr...</td>\n",
       "      <td>http://www.rightmove.co.uk/estate-agents/agent...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2</td>\n",
       "      <td>2018-07-25 13:03:09.965945</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1048</th>\n",
       "      <td>19500</td>\n",
       "      <td>2 bedroom apartment</td>\n",
       "      <td>Hertford Street, Mayfair, W1</td>\n",
       "      <td>http://www.rightmove.co.uk/property-to-rent/pr...</td>\n",
       "      <td>http://www.rightmove.co.uk/estate-agents/agent...</td>\n",
       "      <td>W1</td>\n",
       "      <td>2</td>\n",
       "      <td>2018-07-25 13:03:09.965945</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1049</th>\n",
       "      <td>1842</td>\n",
       "      <td>Studio apartment</td>\n",
       "      <td>Doulton House Park Street SW6</td>\n",
       "      <td>http://www.rightmove.co.uk/property-to-rent/pr...</td>\n",
       "      <td>http://www.rightmove.co.uk/estate-agents/agent...</td>\n",
       "      <td>SW6</td>\n",
       "      <td>0</td>\n",
       "      <td>2018-07-25 13:03:09.965945</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "      price                 type  \\\n",
       "1045   2167  1 bedroom apartment   \n",
       "1046   1950       1 bedroom flat   \n",
       "1047   1842  2 bedroom apartment   \n",
       "1048  19500  2 bedroom apartment   \n",
       "1049   1842     Studio apartment   \n",
       "\n",
       "                                           address  \\\n",
       "1045  The Corniche, Albert Embankment, London, SE1   \n",
       "1046                     Ormonde Gate, LONDON, SW3   \n",
       "1047      Fogerhill House, Ram Quarter, Wandsworth   \n",
       "1048                  Hertford Street, Mayfair, W1   \n",
       "1049                 Doulton House Park Street SW6   \n",
       "\n",
       "                                                    url  \\\n",
       "1045  http://www.rightmove.co.uk/property-to-rent/pr...   \n",
       "1046  http://www.rightmove.co.uk/property-to-rent/pr...   \n",
       "1047  http://www.rightmove.co.uk/property-to-rent/pr...   \n",
       "1048  http://www.rightmove.co.uk/property-to-rent/pr...   \n",
       "1049  http://www.rightmove.co.uk/property-to-rent/pr...   \n",
       "\n",
       "                                              agent_url postcode  \\\n",
       "1045  http://www.rightmove.co.uk/estate-agents/agent...      SE1   \n",
       "1046  http://www.rightmove.co.uk/estate-agents/agent...      SW3   \n",
       "1047  http://www.rightmove.co.uk/estate-agents/agent...      NaN   \n",
       "1048  http://www.rightmove.co.uk/estate-agents/agent...       W1   \n",
       "1049  http://www.rightmove.co.uk/estate-agents/agent...      SW6   \n",
       "\n",
       "     number_bedrooms                search_date  \n",
       "1045               1 2018-07-25 13:03:09.965945  \n",
       "1046               1 2018-07-25 13:03:09.965945  \n",
       "1047               2 2018-07-25 13:03:09.965945  \n",
       "1048               2 2018-07-25 13:03:09.965945  \n",
       "1049               0 2018-07-25 13:03:09.965945  "
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "rent_object.get_results.tail()"
   ]
  }
 ],
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