Capstone Project - The Battle of the Neighborhoods - London Neighborhood Clustering.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Capstone Project - The Battle of the Neighborhoods \n",
    "### Applied Data Science Capstone by IBM/Coursera"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Table of contents\n",
    "* [Introduction: Business Problem](#introduction)\n",
    "* [Data](#data)\n",
    "* [Methodology](#methodology)\n",
    "* [Analysis](#analysis)\n",
    "* [Results and Discussion](#results)\n",
    "* [Conclusion](#conclusion)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Introduction: Business Problem <a name=\"introduction\"></a>"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "This project aims to select the safest borough in London based on the **total crimes**, explore the **neighborhoods** of that borough to find the **10 most common venues** in each neighborhood and finally cluster the neighborhoods using **k-mean clustering**.\n",
    "\n",
    "This report will be targeted to people who are looking to **relocate to London**. Inorder to finalise a neighborhood to hunt for an apartment, **safety** is considered as a top concern when moving to a new place. If you don’t feel safe in your own home, you’re not going to be able to enjoy living there. The **crime statistics** will provide an insight into this issue.\n",
    "\n",
    "We will focus on the safest borough and explore its neighborhoods and the 10 most common venues in each neighborhood so that the best neighborhood suited to an individual's needs can be selected."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Data <a name=\"data\"></a>\n",
    "\n",
    "Based on definition of our problem, factors that will influence our decision are:\n",
    "* The total number of crimes commited in each of the borough during the last year.\n",
    "* The most common venues in each of the neighborhood in the safest borough selected.\n",
    "\n",
    "Following data sources will be needed to extract/generate the required information:\n",
    "\n",
    "- [**Part 1**: Preprocessing a real world data set from Kaggle showing the London Crimes from 2008 to 2016](#part1):  A dataset consisting of the crime statistics of each borough in London obtained from Kaggle\n",
    "- [**Part 2**: Scraping additional information of the different Boroughs in London from a Wikipedia page.](#part2): More information regarding the boroughs of London is scraped using the Beautifulsoup library\n",
    "- [**Part 3**: Creating a new dataset of the Neighborhoods of the safest borough in London and generating their co-ordinates.](#part3): Co-ordinate of neighborhood will be obtained using **Google Maps API geocoding**\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Part 1: Preprocessing a real world data set from Kaggle showing the London Crimes from 2008 to 2016<a name=\"part1\"></a>\n",
    "\n",
    "\n",
    "####  London Crime Data \n",
    "\n",
    "About this file\n",
    "\n",
    "- lsoa_code: code for Lower Super Output Area in Greater London.\n",
    "- borough: Common name for London borough.\n",
    "- major_category: High level categorization of crime\n",
    "- minor_category: Low level categorization of crime within major category.\n",
    "- value: monthly reported count of categorical crime in given borough\n",
    "- year: Year of reported counts, 2008-2016\n",
    "- month: Month of reported counts, 1-12\n",
    "\n",
    "Data set URL: https://www.kaggle.com/jboysen/london-crime\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Import necessary libraries"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Folium installed\n",
      "Libraries imported.\n"
     ]
    }
   ],
   "source": [
    "import requests # library to handle requests\n",
    "import pandas as pd # library for data analsysis\n",
    "import numpy as np # library to handle data in a vectorized manner\n",
    "import random # library for random number generation\n",
    "from bs4 import BeautifulSoup # library for web scrapping  \n",
    "\n",
    "#!conda install -c conda-forge geocoder --yes\n",
    "import geocoder\n",
    "\n",
    "#!conda install -c conda-forge geopy --yes \n",
    "from geopy.geocoders import Nominatim # module to convert an address into latitude and longitude values\n",
    "\n",
    "# libraries for displaying images\n",
    "from IPython.display import Image \n",
    "from IPython.core.display import HTML \n",
    "    \n",
    "# tranforming json file into a pandas dataframe library\n",
    "from pandas.io.json import json_normalize\n",
    "\n",
    "#!conda install -c conda-forge folium=0.5.0 --yes\n",
    "import folium # plotting library\n",
    "\n",
    "print('Folium installed')\n",
    "print('Libraries imported.')\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Define Foursquare Credentials and Version\n",
    "Make sure that you have created a Foursquare developer account and have your credentials handy"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Your credentails:\n",
      "CLIENT_ID: R01LINGO2WC45KLRLKT3ZHU2QENAO2IPRK2N2ELOHRNK4P3K\n",
      "CLIENT_SECRET:4JT1TWRMXMPLX5IOKNBAFU3L3ARXK4D5JJDPFK1CLRZM2ZVW\n"
     ]
    }
   ],
   "source": [
    "CLIENT_ID = 'R01LINGO2WC45KLRLKT3ZHU2QENAO2IPRK2N2ELOHRNK4P3K' # your Foursquare ID\n",
    "CLIENT_SECRET = '4JT1TWRMXMPLX5IOKNBAFU3L3ARXK4D5JJDPFK1CLRZM2ZVW' # your Foursquare Secret\n",
    "\n",
    "VERSION = '20180604'\n",
    "LIMIT = 30\n",
    "\n",
    "print('Your credentails:')\n",
    "print('CLIENT_ID: ' + CLIENT_ID)\n",
    "print('CLIENT_SECRET:' + CLIENT_SECRET)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Read in the dataset"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# Read in the data \n",
    "df = pd.read_csv(\"london_crime_by_lsoa.csv\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style>\n",
       "    .dataframe thead tr:only-child th {\n",
       "        text-align: right;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: left;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>lsoa_code</th>\n",
       "      <th>borough</th>\n",
       "      <th>major_category</th>\n",
       "      <th>minor_category</th>\n",
       "      <th>value</th>\n",
       "      <th>year</th>\n",
       "      <th>month</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>E01001116</td>\n",
       "      <td>Croydon</td>\n",
       "      <td>Burglary</td>\n",
       "      <td>Burglary in Other Buildings</td>\n",
       "      <td>0</td>\n",
       "      <td>2016</td>\n",
       "      <td>11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>E01001646</td>\n",
       "      <td>Greenwich</td>\n",
       "      <td>Violence Against the Person</td>\n",
       "      <td>Other violence</td>\n",
       "      <td>0</td>\n",
       "      <td>2016</td>\n",
       "      <td>11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>E01000677</td>\n",
       "      <td>Bromley</td>\n",
       "      <td>Violence Against the Person</td>\n",
       "      <td>Other violence</td>\n",
       "      <td>0</td>\n",
       "      <td>2015</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>E01003774</td>\n",
       "      <td>Redbridge</td>\n",
       "      <td>Burglary</td>\n",
       "      <td>Burglary in Other Buildings</td>\n",
       "      <td>0</td>\n",
       "      <td>2016</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>E01004563</td>\n",
       "      <td>Wandsworth</td>\n",
       "      <td>Robbery</td>\n",
       "      <td>Personal Property</td>\n",
       "      <td>0</td>\n",
       "      <td>2008</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   lsoa_code     borough               major_category  \\\n",
       "0  E01001116     Croydon                     Burglary   \n",
       "1  E01001646   Greenwich  Violence Against the Person   \n",
       "2  E01000677     Bromley  Violence Against the Person   \n",
       "3  E01003774   Redbridge                     Burglary   \n",
       "4  E01004563  Wandsworth                      Robbery   \n",
       "\n",
       "                minor_category  value  year  month  \n",
       "0  Burglary in Other Buildings      0  2016     11  \n",
       "1               Other violence      0  2016     11  \n",
       "2               Other violence      0  2015      5  \n",
       "3  Burglary in Other Buildings      0  2016      3  \n",
       "4            Personal Property      0  2008      6  "
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# View the top rows of the dataset\n",
    "df.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Accessing the most recent crime rates (2016)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# Taking only the most recent year (2016) and dropping the rest\n",
    "df.drop(df.index[df['year'] != 2016], inplace = True)\n",
    "\n",
    "# Removing all the entires where crime values are null  \n",
    "df = df[df.value != 0]\n",
    "\n",
    "# Reset the index and dropping the previous index\n",
    "df = df.reset_index(drop=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(392042, 7)"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Shape of the data frame\n",
    "df.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style>\n",
       "    .dataframe thead tr:only-child th {\n",
       "        text-align: right;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: left;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>lsoa_code</th>\n",
       "      <th>borough</th>\n",
       "      <th>major_category</th>\n",
       "      <th>minor_category</th>\n",
       "      <th>value</th>\n",
       "      <th>year</th>\n",
       "      <th>month</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>E01004177</td>\n",
       "      <td>Sutton</td>\n",
       "      <td>Theft and Handling</td>\n",
       "      <td>Theft/Taking of Pedal Cycle</td>\n",
       "      <td>1</td>\n",
       "      <td>2016</td>\n",
       "      <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>E01000733</td>\n",
       "      <td>Bromley</td>\n",
       "      <td>Criminal Damage</td>\n",
       "      <td>Criminal Damage To Motor Vehicle</td>\n",
       "      <td>1</td>\n",
       "      <td>2016</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>E01003989</td>\n",
       "      <td>Southwark</td>\n",
       "      <td>Theft and Handling</td>\n",
       "      <td>Theft From Shops</td>\n",
       "      <td>4</td>\n",
       "      <td>2016</td>\n",
       "      <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>E01002276</td>\n",
       "      <td>Havering</td>\n",
       "      <td>Burglary</td>\n",
       "      <td>Burglary in a Dwelling</td>\n",
       "      <td>1</td>\n",
       "      <td>2016</td>\n",
       "      <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>E01003674</td>\n",
       "      <td>Redbridge</td>\n",
       "      <td>Drugs</td>\n",
       "      <td>Possession Of Drugs</td>\n",
       "      <td>2</td>\n",
       "      <td>2016</td>\n",
       "      <td>11</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   lsoa_code    borough      major_category                    minor_category  \\\n",
       "0  E01004177     Sutton  Theft and Handling       Theft/Taking of Pedal Cycle   \n",
       "1  E01000733    Bromley     Criminal Damage  Criminal Damage To Motor Vehicle   \n",
       "2  E01003989  Southwark  Theft and Handling                  Theft From Shops   \n",
       "3  E01002276   Havering            Burglary            Burglary in a Dwelling   \n",
       "4  E01003674  Redbridge               Drugs               Possession Of Drugs   \n",
       "\n",
       "   value  year  month  \n",
       "0      1  2016      8  \n",
       "1      1  2016      4  \n",
       "2      4  2016      8  \n",
       "3      1  2016      8  \n",
       "4      2  2016     11  "
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# View the top of the dataset \n",
    "df.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Change the column names "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style>\n",
       "    .dataframe thead tr:only-child th {\n",
       "        text-align: right;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: left;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>LSOA_Code</th>\n",
       "      <th>Borough</th>\n",
       "      <th>Major_Category</th>\n",
       "      <th>Minor_Category</th>\n",
       "      <th>No_of_Crimes</th>\n",
       "      <th>Year</th>\n",
       "      <th>Month</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>E01004177</td>\n",
       "      <td>Sutton</td>\n",
       "      <td>Theft and Handling</td>\n",
       "      <td>Theft/Taking of Pedal Cycle</td>\n",
       "      <td>1</td>\n",
       "      <td>2016</td>\n",
       "      <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>E01000733</td>\n",
       "      <td>Bromley</td>\n",
       "      <td>Criminal Damage</td>\n",
       "      <td>Criminal Damage To Motor Vehicle</td>\n",
       "      <td>1</td>\n",
       "      <td>2016</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>E01003989</td>\n",
       "      <td>Southwark</td>\n",
       "      <td>Theft and Handling</td>\n",
       "      <td>Theft From Shops</td>\n",
       "      <td>4</td>\n",
       "      <td>2016</td>\n",
       "      <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>E01002276</td>\n",
       "      <td>Havering</td>\n",
       "      <td>Burglary</td>\n",
       "      <td>Burglary in a Dwelling</td>\n",
       "      <td>1</td>\n",
       "      <td>2016</td>\n",
       "      <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>E01003674</td>\n",
       "      <td>Redbridge</td>\n",
       "      <td>Drugs</td>\n",
       "      <td>Possession Of Drugs</td>\n",
       "      <td>2</td>\n",
       "      <td>2016</td>\n",
       "      <td>11</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   LSOA_Code    Borough      Major_Category                    Minor_Category  \\\n",
       "0  E01004177     Sutton  Theft and Handling       Theft/Taking of Pedal Cycle   \n",
       "1  E01000733    Bromley     Criminal Damage  Criminal Damage To Motor Vehicle   \n",
       "2  E01003989  Southwark  Theft and Handling                  Theft From Shops   \n",
       "3  E01002276   Havering            Burglary            Burglary in a Dwelling   \n",
       "4  E01003674  Redbridge               Drugs               Possession Of Drugs   \n",
       "\n",
       "   No_of_Crimes  Year  Month  \n",
       "0             1  2016      8  \n",
       "1             1  2016      4  \n",
       "2             4  2016      8  \n",
       "3             1  2016      8  \n",
       "4             2  2016     11  "
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.columns = ['LSOA_Code', 'Borough','Major_Category','Minor_Category','No_of_Crimes','Year','Month']\n",
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 392042 entries, 0 to 392041\n",
      "Data columns (total 7 columns):\n",
      "LSOA_Code         392042 non-null object\n",
      "Borough           392042 non-null object\n",
      "Major_Category    392042 non-null object\n",
      "Minor_Category    392042 non-null object\n",
      "No_of_Crimes      392042 non-null int64\n",
      "Year              392042 non-null int64\n",
      "Month             392042 non-null int64\n",
      "dtypes: int64(3), object(4)\n",
      "memory usage: 20.9+ MB\n"
     ]
    }
   ],
   "source": [
    "# View the information of the dataset \n",
    "df.info()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Total number of crimes in each Borough"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Lambeth                   17605\n",
       "Southwark                 16560\n",
       "Croydon                   16254\n",
       "Newham                    15622\n",
       "Ealing                    15284\n",
       "Tower Hamlets             15219\n",
       "Brent                     14980\n",
       "Barnet                    14668\n",
       "Hackney                   14392\n",
       "Lewisham                  14235\n",
       "Haringey                  14202\n",
       "Enfield                   13658\n",
       "Wandsworth                13498\n",
       "Westminster               13383\n",
       "Islington                 13116\n",
       "Greenwich                 12750\n",
       "Camden                    12632\n",
       "Hillingdon                12417\n",
       "Hounslow                  12316\n",
       "Waltham Forest            12121\n",
       "Bromley                   11980\n",
       "Redbridge                 11490\n",
       "Hammersmith and Fulham    10281\n",
       "Barking and Dagenham       9784\n",
       "Havering                   9699\n",
       "Kensington and Chelsea     9653\n",
       "Harrow                     8257\n",
       "Bexley                     8245\n",
       "Merton                     8223\n",
       "Richmond upon Thames       7199\n",
       "Sutton                     6823\n",
       "Kingston upon Thames       5374\n",
       "City of London              122\n",
       "Name: Borough, dtype: int64"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df['Borough'].value_counts()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### The total crimes per major category"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Theft and Handling             129159\n",
       "Violence Against the Person    123050\n",
       "Criminal Damage                 48584\n",
       "Burglary                        43020\n",
       "Drugs                           21782\n",
       "Robbery                         14889\n",
       "Other Notifiable Offences       11558\n",
       "Name: Major_Category, dtype: int64"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df['Major_Category'].value_counts()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Pivoting the table to view the no. of crimes for each major category in each Borough "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style>\n",
       "    .dataframe thead tr:only-child th {\n",
       "        text-align: right;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: left;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr>\n",
       "      <th></th>\n",
       "      <th colspan=\"7\" halign=\"left\">No_of_Crimes</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Major_Category</th>\n",
       "      <th>Burglary</th>\n",
       "      <th>Criminal Damage</th>\n",
       "      <th>Drugs</th>\n",
       "      <th>Other Notifiable Offences</th>\n",
       "      <th>Robbery</th>\n",
       "      <th>Theft and Handling</th>\n",
       "      <th>Violence Against the Person</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Borough</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Barking and Dagenham</th>\n",
       "      <td>1287</td>\n",
       "      <td>1949</td>\n",
       "      <td>919</td>\n",
       "      <td>378</td>\n",
       "      <td>534</td>\n",
       "      <td>5607</td>\n",
       "      <td>6067</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Barnet</th>\n",
       "      <td>3402</td>\n",
       "      <td>2183</td>\n",
       "      <td>906</td>\n",
       "      <td>499</td>\n",
       "      <td>464</td>\n",
       "      <td>9731</td>\n",
       "      <td>7499</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Bexley</th>\n",
       "      <td>1123</td>\n",
       "      <td>1673</td>\n",
       "      <td>646</td>\n",
       "      <td>294</td>\n",
       "      <td>209</td>\n",
       "      <td>4392</td>\n",
       "      <td>4503</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Brent</th>\n",
       "      <td>2631</td>\n",
       "      <td>2280</td>\n",
       "      <td>2096</td>\n",
       "      <td>536</td>\n",
       "      <td>919</td>\n",
       "      <td>9026</td>\n",
       "      <td>9205</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Bromley</th>\n",
       "      <td>2214</td>\n",
       "      <td>2202</td>\n",
       "      <td>728</td>\n",
       "      <td>417</td>\n",
       "      <td>369</td>\n",
       "      <td>7584</td>\n",
       "      <td>6650</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                     No_of_Crimes                        \\\n",
       "Major_Category           Burglary Criminal Damage Drugs   \n",
       "Borough                                                   \n",
       "Barking and Dagenham         1287            1949   919   \n",
       "Barnet                       3402            2183   906   \n",
       "Bexley                       1123            1673   646   \n",
       "Brent                        2631            2280  2096   \n",
       "Bromley                      2214            2202   728   \n",
       "\n",
       "                                                                           \\\n",
       "Major_Category       Other Notifiable Offences Robbery Theft and Handling   \n",
       "Borough                                                                     \n",
       "Barking and Dagenham                       378     534               5607   \n",
       "Barnet                                     499     464               9731   \n",
       "Bexley                                     294     209               4392   \n",
       "Brent                                      536     919               9026   \n",
       "Bromley                                    417     369               7584   \n",
       "\n",
       "                                                  \n",
       "Major_Category       Violence Against the Person  \n",
       "Borough                                           \n",
       "Barking and Dagenham                        6067  \n",
       "Barnet                                      7499  \n",
       "Bexley                                      4503  \n",
       "Brent                                       9205  \n",
       "Bromley                                     6650  "
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "London_crime = pd.pivot_table(df,values=['No_of_Crimes'],\n",
    "                               index=['Borough'],\n",
    "                               columns=['Major_Category'],\n",
    "                               aggfunc=np.sum,fill_value=0)\n",
    "London_crime.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# Reset the index\n",
    "London_crime.reset_index(inplace = True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style>\n",
       "    .dataframe thead tr:only-child th {\n",
       "        text-align: right;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: left;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr>\n",
       "      <th></th>\n",
       "      <th>Borough</th>\n",
       "      <th colspan=\"7\" halign=\"left\">No_of_Crimes</th>\n",
       "      <th>Total</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Major_Category</th>\n",
       "      <th></th>\n",
       "      <th>Burglary</th>\n",
       "      <th>Criminal Damage</th>\n",
       "      <th>Drugs</th>\n",
       "      <th>Other Notifiable Offences</th>\n",
       "      <th>Robbery</th>\n",
       "      <th>Theft and Handling</th>\n",
       "      <th>Violence Against the Person</th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Barking and Dagenham</td>\n",
       "      <td>1287</td>\n",
       "      <td>1949</td>\n",
       "      <td>919</td>\n",
       "      <td>378</td>\n",
       "      <td>534</td>\n",
       "      <td>5607</td>\n",
       "      <td>6067</td>\n",
       "      <td>16741</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Barnet</td>\n",
       "      <td>3402</td>\n",
       "      <td>2183</td>\n",
       "      <td>906</td>\n",
       "      <td>499</td>\n",
       "      <td>464</td>\n",
       "      <td>9731</td>\n",
       "      <td>7499</td>\n",
       "      <td>24684</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Bexley</td>\n",
       "      <td>1123</td>\n",
       "      <td>1673</td>\n",
       "      <td>646</td>\n",
       "      <td>294</td>\n",
       "      <td>209</td>\n",
       "      <td>4392</td>\n",
       "      <td>4503</td>\n",
       "      <td>12840</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Brent</td>\n",
       "      <td>2631</td>\n",
       "      <td>2280</td>\n",
       "      <td>2096</td>\n",
       "      <td>536</td>\n",
       "      <td>919</td>\n",
       "      <td>9026</td>\n",
       "      <td>9205</td>\n",
       "      <td>26693</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Bromley</td>\n",
       "      <td>2214</td>\n",
       "      <td>2202</td>\n",
       "      <td>728</td>\n",
       "      <td>417</td>\n",
       "      <td>369</td>\n",
       "      <td>7584</td>\n",
       "      <td>6650</td>\n",
       "      <td>20164</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>Camden</td>\n",
       "      <td>2652</td>\n",
       "      <td>1935</td>\n",
       "      <td>1493</td>\n",
       "      <td>490</td>\n",
       "      <td>899</td>\n",
       "      <td>14088</td>\n",
       "      <td>7626</td>\n",
       "      <td>29183</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>City of London</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>10</td>\n",
       "      <td>6</td>\n",
       "      <td>4</td>\n",
       "      <td>129</td>\n",
       "      <td>25</td>\n",
       "      <td>178</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>Croydon</td>\n",
       "      <td>2738</td>\n",
       "      <td>3219</td>\n",
       "      <td>1367</td>\n",
       "      <td>718</td>\n",
       "      <td>1139</td>\n",
       "      <td>9229</td>\n",
       "      <td>10302</td>\n",
       "      <td>28712</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>Ealing</td>\n",
       "      <td>2492</td>\n",
       "      <td>2562</td>\n",
       "      <td>1355</td>\n",
       "      <td>613</td>\n",
       "      <td>669</td>\n",
       "      <td>10040</td>\n",
       "      <td>9396</td>\n",
       "      <td>27127</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>Enfield</td>\n",
       "      <td>2541</td>\n",
       "      <td>2136</td>\n",
       "      <td>1063</td>\n",
       "      <td>492</td>\n",
       "      <td>807</td>\n",
       "      <td>8037</td>\n",
       "      <td>7409</td>\n",
       "      <td>22485</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>Greenwich</td>\n",
       "      <td>1780</td>\n",
       "      <td>2476</td>\n",
       "      <td>867</td>\n",
       "      <td>521</td>\n",
       "      <td>486</td>\n",
       "      <td>8010</td>\n",
       "      <td>8590</td>\n",
       "      <td>22730</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>Hackney</td>\n",
       "      <td>2719</td>\n",
       "      <td>1981</td>\n",
       "      <td>1353</td>\n",
       "      <td>499</td>\n",
       "      <td>1030</td>\n",
       "      <td>11851</td>\n",
       "      <td>8832</td>\n",
       "      <td>28265</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>Hammersmith and Fulham</td>\n",
       "      <td>1531</td>\n",
       "      <td>1408</td>\n",
       "      <td>1321</td>\n",
       "      <td>474</td>\n",
       "      <td>397</td>\n",
       "      <td>8925</td>\n",
       "      <td>6118</td>\n",
       "      <td>20174</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>Haringey</td>\n",
       "      <td>2474</td>\n",
       "      <td>2233</td>\n",
       "      <td>1540</td>\n",
       "      <td>551</td>\n",
       "      <td>1248</td>\n",
       "      <td>10554</td>\n",
       "      <td>8574</td>\n",
       "      <td>27174</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>Harrow</td>\n",
       "      <td>1994</td>\n",
       "      <td>1212</td>\n",
       "      <td>473</td>\n",
       "      <td>267</td>\n",
       "      <td>377</td>\n",
       "      <td>4537</td>\n",
       "      <td>4293</td>\n",
       "      <td>13153</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>Havering</td>\n",
       "      <td>1826</td>\n",
       "      <td>1804</td>\n",
       "      <td>718</td>\n",
       "      <td>389</td>\n",
       "      <td>311</td>\n",
       "      <td>5919</td>\n",
       "      <td>5936</td>\n",
       "      <td>16903</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>Hillingdon</td>\n",
       "      <td>2229</td>\n",
       "      <td>2470</td>\n",
       "      <td>1042</td>\n",
       "      <td>1305</td>\n",
       "      <td>420</td>\n",
       "      <td>9045</td>\n",
       "      <td>7830</td>\n",
       "      <td>24341</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>Hounslow</td>\n",
       "      <td>1808</td>\n",
       "      <td>2213</td>\n",
       "      <td>1086</td>\n",
       "      <td>665</td>\n",
       "      <td>392</td>\n",
       "      <td>8682</td>\n",
       "      <td>7405</td>\n",
       "      <td>22251</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>Islington</td>\n",
       "      <td>2051</td>\n",
       "      <td>1903</td>\n",
       "      <td>1777</td>\n",
       "      <td>508</td>\n",
       "      <td>936</td>\n",
       "      <td>12077</td>\n",
       "      <td>7840</td>\n",
       "      <td>27092</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>Kensington and Chelsea</td>\n",
       "      <td>1449</td>\n",
       "      <td>1051</td>\n",
       "      <td>1680</td>\n",
       "      <td>326</td>\n",
       "      <td>523</td>\n",
       "      <td>9855</td>\n",
       "      <td>4696</td>\n",
       "      <td>19580</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>Kingston upon Thames</td>\n",
       "      <td>879</td>\n",
       "      <td>1054</td>\n",
       "      <td>743</td>\n",
       "      <td>189</td>\n",
       "      <td>121</td>\n",
       "      <td>3803</td>\n",
       "      <td>3194</td>\n",
       "      <td>9983</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>Lambeth</td>\n",
       "      <td>3087</td>\n",
       "      <td>2764</td>\n",
       "      <td>2738</td>\n",
       "      <td>635</td>\n",
       "      <td>1196</td>\n",
       "      <td>13155</td>\n",
       "      <td>10496</td>\n",
       "      <td>34071</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>Lewisham</td>\n",
       "      <td>2071</td>\n",
       "      <td>2351</td>\n",
       "      <td>1617</td>\n",
       "      <td>485</td>\n",
       "      <td>869</td>\n",
       "      <td>7702</td>\n",
       "      <td>8809</td>\n",
       "      <td>23904</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>Merton</td>\n",
       "      <td>1419</td>\n",
       "      <td>1418</td>\n",
       "      <td>466</td>\n",
       "      <td>249</td>\n",
       "      <td>283</td>\n",
       "      <td>4894</td>\n",
       "      <td>4026</td>\n",
       "      <td>12755</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>Newham</td>\n",
       "      <td>2115</td>\n",
       "      <td>2496</td>\n",
       "      <td>1684</td>\n",
       "      <td>713</td>\n",
       "      <td>1472</td>\n",
       "      <td>11964</td>\n",
       "      <td>9646</td>\n",
       "      <td>30090</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>Redbridge</td>\n",
       "      <td>1997</td>\n",
       "      <td>1650</td>\n",
       "      <td>1017</td>\n",
       "      <td>381</td>\n",
       "      <td>599</td>\n",
       "      <td>7447</td>\n",
       "      <td>6411</td>\n",
       "      <td>19502</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>Richmond upon Thames</td>\n",
       "      <td>1359</td>\n",
       "      <td>1148</td>\n",
       "      <td>320</td>\n",
       "      <td>217</td>\n",
       "      <td>106</td>\n",
       "      <td>4769</td>\n",
       "      <td>3155</td>\n",
       "      <td>11074</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>Southwark</td>\n",
       "      <td>2946</td>\n",
       "      <td>2621</td>\n",
       "      <td>1838</td>\n",
       "      <td>494</td>\n",
       "      <td>1317</td>\n",
       "      <td>12946</td>\n",
       "      <td>9474</td>\n",
       "      <td>31636</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>Sutton</td>\n",
       "      <td>1233</td>\n",
       "      <td>1316</td>\n",
       "      <td>461</td>\n",
       "      <td>253</td>\n",
       "      <td>165</td>\n",
       "      <td>3516</td>\n",
       "      <td>3714</td>\n",
       "      <td>10658</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>Tower Hamlets</td>\n",
       "      <td>2794</td>\n",
       "      <td>2357</td>\n",
       "      <td>1629</td>\n",
       "      <td>678</td>\n",
       "      <td>1234</td>\n",
       "      <td>10953</td>\n",
       "      <td>9608</td>\n",
       "      <td>29253</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>Waltham Forest</td>\n",
       "      <td>1873</td>\n",
       "      <td>1989</td>\n",
       "      <td>1042</td>\n",
       "      <td>444</td>\n",
       "      <td>602</td>\n",
       "      <td>7357</td>\n",
       "      <td>7409</td>\n",
       "      <td>20716</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>Wandsworth</td>\n",
       "      <td>2351</td>\n",
       "      <td>1836</td>\n",
       "      <td>870</td>\n",
       "      <td>415</td>\n",
       "      <td>609</td>\n",
       "      <td>10789</td>\n",
       "      <td>6809</td>\n",
       "      <td>23679</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>Westminster</td>\n",
       "      <td>3218</td>\n",
       "      <td>2179</td>\n",
       "      <td>2049</td>\n",
       "      <td>708</td>\n",
       "      <td>1822</td>\n",
       "      <td>27520</td>\n",
       "      <td>10834</td>\n",
       "      <td>48330</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                               Borough No_of_Crimes                        \\\n",
       "Major_Category                             Burglary Criminal Damage Drugs   \n",
       "0                 Barking and Dagenham         1287            1949   919   \n",
       "1                               Barnet         3402            2183   906   \n",
       "2                               Bexley         1123            1673   646   \n",
       "3                                Brent         2631            2280  2096   \n",
       "4                              Bromley         2214            2202   728   \n",
       "5                               Camden         2652            1935  1493   \n",
       "6                       City of London            2               2    10   \n",
       "7                              Croydon         2738            3219  1367   \n",
       "8                               Ealing         2492            2562  1355   \n",
       "9                              Enfield         2541            2136  1063   \n",
       "10                           Greenwich         1780            2476   867   \n",
       "11                             Hackney         2719            1981  1353   \n",
       "12              Hammersmith and Fulham         1531            1408  1321   \n",
       "13                            Haringey         2474            2233  1540   \n",
       "14                              Harrow         1994            1212   473   \n",
       "15                            Havering         1826            1804   718   \n",
       "16                          Hillingdon         2229            2470  1042   \n",
       "17                            Hounslow         1808            2213  1086   \n",
       "18                           Islington         2051            1903  1777   \n",
       "19              Kensington and Chelsea         1449            1051  1680   \n",
       "20                Kingston upon Thames          879            1054   743   \n",
       "21                             Lambeth         3087            2764  2738   \n",
       "22                            Lewisham         2071            2351  1617   \n",
       "23                              Merton         1419            1418   466   \n",
       "24                              Newham         2115            2496  1684   \n",
       "25                           Redbridge         1997            1650  1017   \n",
       "26                Richmond upon Thames         1359            1148   320   \n",
       "27                           Southwark         2946            2621  1838   \n",
       "28                              Sutton         1233            1316   461   \n",
       "29                       Tower Hamlets         2794            2357  1629   \n",
       "30                      Waltham Forest         1873            1989  1042   \n",
       "31                          Wandsworth         2351            1836   870   \n",
       "32                         Westminster         3218            2179  2049   \n",
       "\n",
       "                                                                     \\\n",
       "Major_Category Other Notifiable Offences Robbery Theft and Handling   \n",
       "0                                    378     534               5607   \n",
       "1                                    499     464               9731   \n",
       "2                                    294     209               4392   \n",
       "3                                    536     919               9026   \n",
       "4                                    417     369               7584   \n",
       "5                                    490     899              14088   \n",
       "6                                      6       4                129   \n",
       "7                                    718    1139               9229   \n",
       "8                                    613     669              10040   \n",
       "9                                    492     807               8037   \n",
       "10                                   521     486               8010   \n",
       "11                                   499    1030              11851   \n",
       "12                                   474     397               8925   \n",
       "13                                   551    1248              10554   \n",
       "14                                   267     377               4537   \n",
       "15                                   389     311               5919   \n",
       "16                                  1305     420               9045   \n",
       "17                                   665     392               8682   \n",
       "18                                   508     936              12077   \n",
       "19                                   326     523               9855   \n",
       "20                                   189     121               3803   \n",
       "21                                   635    1196              13155   \n",
       "22                                   485     869               7702   \n",
       "23                                   249     283               4894   \n",
       "24                                   713    1472              11964   \n",
       "25                                   381     599               7447   \n",
       "26                                   217     106               4769   \n",
       "27                                   494    1317              12946   \n",
       "28                                   253     165               3516   \n",
       "29                                   678    1234              10953   \n",
       "30                                   444     602               7357   \n",
       "31                                   415     609              10789   \n",
       "32                                   708    1822              27520   \n",
       "\n",
       "                                            Total  \n",
       "Major_Category Violence Against the Person         \n",
       "0                                     6067  16741  \n",
       "1                                     7499  24684  \n",
       "2                                     4503  12840  \n",
       "3                                     9205  26693  \n",
       "4                                     6650  20164  \n",
       "5                                     7626  29183  \n",
       "6                                       25    178  \n",
       "7                                    10302  28712  \n",
       "8                                     9396  27127  \n",
       "9                                     7409  22485  \n",
       "10                                    8590  22730  \n",
       "11                                    8832  28265  \n",
       "12                                    6118  20174  \n",
       "13                                    8574  27174  \n",
       "14                                    4293  13153  \n",
       "15                                    5936  16903  \n",
       "16                                    7830  24341  \n",
       "17                                    7405  22251  \n",
       "18                                    7840  27092  \n",
       "19                                    4696  19580  \n",
       "20                                    3194   9983  \n",
       "21                                   10496  34071  \n",
       "22                                    8809  23904  \n",
       "23                                    4026  12755  \n",
       "24                                    9646  30090  \n",
       "25                                    6411  19502  \n",
       "26                                    3155  11074  \n",
       "27                                    9474  31636  \n",
       "28                                    3714  10658  \n",
       "29                                    9608  29253  \n",
       "30                                    7409  20716  \n",
       "31                                    6809  23679  \n",
       "32                                   10834  48330  "
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Total crimes per Borough\n",
    "London_crime['Total'] = London_crime.sum(axis=1)\n",
    "London_crime.head(33)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Removing the multi index so that it will be easier to merge"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style>\n",
       "    .dataframe thead tr:only-child th {\n",
       "        text-align: right;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: left;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Borough</th>\n",
       "      <th>No_of_CrimesBurglary</th>\n",
       "      <th>No_of_CrimesCriminal Damage</th>\n",
       "      <th>No_of_CrimesDrugs</th>\n",
       "      <th>No_of_CrimesOther Notifiable Offences</th>\n",
       "      <th>No_of_CrimesRobbery</th>\n",
       "      <th>No_of_CrimesTheft and Handling</th>\n",
       "      <th>No_of_CrimesViolence Against the Person</th>\n",
       "      <th>Total</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Barking and Dagenham</td>\n",
       "      <td>1287</td>\n",
       "      <td>1949</td>\n",
       "      <td>919</td>\n",
       "      <td>378</td>\n",
       "      <td>534</td>\n",
       "      <td>5607</td>\n",
       "      <td>6067</td>\n",
       "      <td>16741</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Barnet</td>\n",
       "      <td>3402</td>\n",
       "      <td>2183</td>\n",
       "      <td>906</td>\n",
       "      <td>499</td>\n",
       "      <td>464</td>\n",
       "      <td>9731</td>\n",
       "      <td>7499</td>\n",
       "      <td>24684</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Bexley</td>\n",
       "      <td>1123</td>\n",
       "      <td>1673</td>\n",
       "      <td>646</td>\n",
       "      <td>294</td>\n",
       "      <td>209</td>\n",
       "      <td>4392</td>\n",
       "      <td>4503</td>\n",
       "      <td>12840</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Brent</td>\n",
       "      <td>2631</td>\n",
       "      <td>2280</td>\n",
       "      <td>2096</td>\n",
       "      <td>536</td>\n",
       "      <td>919</td>\n",
       "      <td>9026</td>\n",
       "      <td>9205</td>\n",
       "      <td>26693</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Bromley</td>\n",
       "      <td>2214</td>\n",
       "      <td>2202</td>\n",
       "      <td>728</td>\n",
       "      <td>417</td>\n",
       "      <td>369</td>\n",
       "      <td>7584</td>\n",
       "      <td>6650</td>\n",
       "      <td>20164</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                Borough  No_of_CrimesBurglary  No_of_CrimesCriminal Damage  \\\n",
       "0  Barking and Dagenham                  1287                         1949   \n",
       "1                Barnet                  3402                         2183   \n",
       "2                Bexley                  1123                         1673   \n",
       "3                 Brent                  2631                         2280   \n",
       "4               Bromley                  2214                         2202   \n",
       "\n",
       "   No_of_CrimesDrugs  No_of_CrimesOther Notifiable Offences  \\\n",
       "0                919                                    378   \n",
       "1                906                                    499   \n",
       "2                646                                    294   \n",
       "3               2096                                    536   \n",
       "4                728                                    417   \n",
       "\n",
       "   No_of_CrimesRobbery  No_of_CrimesTheft and Handling  \\\n",
       "0                  534                            5607   \n",
       "1                  464                            9731   \n",
       "2                  209                            4392   \n",
       "3                  919                            9026   \n",
       "4                  369                            7584   \n",
       "\n",
       "   No_of_CrimesViolence Against the Person  Total  \n",
       "0                                     6067  16741  \n",
       "1                                     7499  24684  \n",
       "2                                     4503  12840  \n",
       "3                                     9205  26693  \n",
       "4                                     6650  20164  "
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "London_crime.columns = London_crime.columns.map(''.join)\n",
    "London_crime.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Renaming the columns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style>\n",
       "    .dataframe thead tr:only-child th {\n",
       "        text-align: right;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: left;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Borough</th>\n",
       "      <th>Burglary</th>\n",
       "      <th>Criminal Damage</th>\n",
       "      <th>Drugs</th>\n",
       "      <th>Other Notifiable Offences</th>\n",
       "      <th>Robbery</th>\n",
       "      <th>Theft and Handling</th>\n",
       "      <th>Violence Against the Person</th>\n",
       "      <th>Total</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Barking and Dagenham</td>\n",
       "      <td>1287</td>\n",
       "      <td>1949</td>\n",
       "      <td>919</td>\n",
       "      <td>378</td>\n",
       "      <td>534</td>\n",
       "      <td>5607</td>\n",
       "      <td>6067</td>\n",
       "      <td>16741</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Barnet</td>\n",
       "      <td>3402</td>\n",
       "      <td>2183</td>\n",
       "      <td>906</td>\n",
       "      <td>499</td>\n",
       "      <td>464</td>\n",
       "      <td>9731</td>\n",
       "      <td>7499</td>\n",
       "      <td>24684</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Bexley</td>\n",
       "      <td>1123</td>\n",
       "      <td>1673</td>\n",
       "      <td>646</td>\n",
       "      <td>294</td>\n",
       "      <td>209</td>\n",
       "      <td>4392</td>\n",
       "      <td>4503</td>\n",
       "      <td>12840</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Brent</td>\n",
       "      <td>2631</td>\n",
       "      <td>2280</td>\n",
       "      <td>2096</td>\n",
       "      <td>536</td>\n",
       "      <td>919</td>\n",
       "      <td>9026</td>\n",
       "      <td>9205</td>\n",
       "      <td>26693</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Bromley</td>\n",
       "      <td>2214</td>\n",
       "      <td>2202</td>\n",
       "      <td>728</td>\n",
       "      <td>417</td>\n",
       "      <td>369</td>\n",
       "      <td>7584</td>\n",
       "      <td>6650</td>\n",
       "      <td>20164</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                Borough  Burglary  Criminal Damage  Drugs  \\\n",
       "0  Barking and Dagenham      1287             1949    919   \n",
       "1                Barnet      3402             2183    906   \n",
       "2                Bexley      1123             1673    646   \n",
       "3                 Brent      2631             2280   2096   \n",
       "4               Bromley      2214             2202    728   \n",
       "\n",
       "   Other Notifiable Offences  Robbery  Theft and Handling  \\\n",
       "0                        378      534                5607   \n",
       "1                        499      464                9731   \n",
       "2                        294      209                4392   \n",
       "3                        536      919                9026   \n",
       "4                        417      369                7584   \n",
       "\n",
       "   Violence Against the Person  Total  \n",
       "0                         6067  16741  \n",
       "1                         7499  24684  \n",
       "2                         4503  12840  \n",
       "3                         9205  26693  \n",
       "4                         6650  20164  "
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "London_crime.columns = ['Borough','Burglary', 'Criminal Damage','Drugs','Other Notifiable Offences',\n",
    "                        'Robbery','Theft and Handling','Violence Against the Person','Total']\n",
    "London_crime.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(33, 9)"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Shape of the data set \n",
    "London_crime.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# View the Columns in the data frame\n",
    "# London_crime.columns.tolist()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Part 2: Scraping additional information of the different Boroughs in London from a Wikipedia page <a name=\"part2\"></a>\n",
    " \n",
    "**Using Beautiful soup to scrap the latitude and longitiude of the boroughs in London**\n",
    "\n",
    "URL: https://en.wikipedia.org/wiki/List_of_London_boroughs"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
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      "<!DOCTYPE html>\n",
      "<html class=\"client-nojs\" dir=\"ltr\" lang=\"en\">\n",
      " <head>\n",
      "  <meta charset=\"UTF-8\"/>\n",
      "  <title>\n",
      "   List of London boroughs - Wikipedia\n",
      "  </title>\n",
      "  <script>\n",
      "   document.documentElement.className = document.documentElement.className.replace( /(^|\\s)client-nojs(\\s|$)/, \"$1client-js$2\" );\n",
      "  </script>\n",
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      "   </div>\n",
      "   <h1 class=\"firstHeading\" id=\"firstHeading\" lang=\"en\">\n",
      "    List of London boroughs\n",
      "   </h1>\n",
      "   <div class=\"mw-body-content\" id=\"bodyContent\">\n",
      "    <div class=\"noprint\" id=\"siteSub\">\n",
      "     From Wikipedia, the free encyclopedia\n",
      "    </div>\n",
      "    <div id=\"contentSub\"/>\n",
      "    <div id=\"jump-to-nav\"/>\n",
      "    <a class=\"mw-jump-link\" href=\"#mw-head\">\n",
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      "    </a>\n",
      "    <div class=\"mw-content-ltr\" dir=\"ltr\" id=\"mw-content-text\" lang=\"en\">\n",
      "     <div class=\"mw-parser-output\">\n",
      "      <p class=\"mw-empty-elt\">\n",
      "      </p>\n",
      "      <p class=\"mw-empty-elt\">\n",
      "      </p>\n",
      "      <div class=\"thumb tright\">\n",
      "       <div class=\"thumbinner\" style=\"width:302px;\">\n",
      "        <a class=\"image\" href=\"/wiki/File:London-boroughs.svg\">\n",
      "         <img alt=\"\" class=\"thumbimage\" data-file-height=\"386\" data-file-width=\"489\" decoding=\"async\" height=\"237\" src=\"//upload.wikimedia.org/wikipedia/commons/thumb/2/29/London-boroughs.svg/300px-London-boroughs.svg.png\" srcset=\"//upload.wikimedia.org/wikipedia/commons/thumb/2/29/London-boroughs.svg/450px-London-boroughs.svg.png 1.5x, //upload.wikimedia.org/wikipedia/commons/thumb/2/29/London-boroughs.svg/600px-London-boroughs.svg.png 2x\" width=\"300\"/>\n",
      "        </a>\n",
      "        <div class=\"thumbcaption\">\n",
      "         <div class=\"magnify\">\n",
      "          <a class=\"internal\" href=\"/wiki/File:London-boroughs.svg\" title=\"Enlarge\"/>\n",
      "         </div>\n",
      "         Map of the 32 London boroughs and the City of London.\n",
      "        </div>\n",
      "       </div>\n",
      "      </div>\n",
      "      <p>\n",
      "       This is a list of\n",
      "       <a href=\"/wiki/Districts_of_England\" title=\"Districts of England\">\n",
      "        local authority districts\n",
      "       </a>\n",
      "       within\n",
      "       <a href=\"/wiki/Greater_London\" title=\"Greater London\">\n",
      "        Greater London\n",
      "       </a>\n",
      "       , including 32\n",
      "       <a href=\"/wiki/London_boroughs\" title=\"London boroughs\">\n",
      "        London boroughs\n",
      "       </a>\n",
      "       and the\n",
      "       <a href=\"/wiki/City_of_London\" title=\"City of London\">\n",
      "        City of London\n",
      "       </a>\n",
      "       . The London boroughs were all created on 1 April 1965. Upon creation, twelve were designated\n",
      "       <a href=\"/wiki/Inner_London\" title=\"Inner London\">\n",
      "        Inner London\n",
      "       </a>\n",
      "       boroughs and the remaining twenty were designated\n",
      "       <a href=\"/wiki/Outer_London\" title=\"Outer London\">\n",
      "        Outer London\n",
      "       </a>\n",
      "       boroughs. The\n",
      "       <a href=\"/wiki/Office_for_National_Statistics\" title=\"Office for National Statistics\">\n",
      "        Office for National Statistics\n",
      "       </a>\n",
      "       has amended the designations of three boroughs for statistics purposes only. Three boroughs have been granted the designation\n",
      "       <a class=\"mw-redirect\" href=\"/wiki/Royal_borough\" title=\"Royal borough\">\n",
      "        royal borough\n",
      "       </a>\n",
      "       and one has\n",
      "       <a href=\"/wiki/City_status_in_the_United_Kingdom\" title=\"City status in the United Kingdom\">\n",
      "        city status\n",
      "       </a>\n",
      "       . For planning purposes, in addition to the boroughs and City there are also two active development corporations, the\n",
      "       <a href=\"/wiki/London_Legacy_Development_Corporation\" title=\"London Legacy Development Corporation\">\n",
      "        London Legacy Development Corporation\n",
      "       </a>\n",
      "       and\n",
      "       <a href=\"/wiki/Old_Oak_and_Park_Royal_Development_Corporation\" title=\"Old Oak and Park Royal Development Corporation\">\n",
      "        Old Oak and Park Royal Development Corporation\n",
      "       </a>\n",
      "       .\n",
      "      </p>\n",
      "      <div class=\"toc\" id=\"toc\">\n",
      "       <input class=\"toctogglecheckbox\" id=\"toctogglecheckbox\" role=\"button\" style=\"display:none\" type=\"checkbox\"/>\n",
      "       <div class=\"toctitle\" dir=\"ltr\" lang=\"en\">\n",
      "        <h2>\n",
      "         Contents\n",
      "        </h2>\n",
      "        <span class=\"toctogglespan\">\n",
      "         <label class=\"toctogglelabel\" for=\"toctogglecheckbox\"/>\n",
      "        </span>\n",
      "       </div>\n",
      "       <ul>\n",
      "        <li class=\"toclevel-1 tocsection-1\">\n",
      "         <a href=\"#List_of_boroughs_and_local_authorities\">\n",
      "          <span class=\"tocnumber\">\n",
      "           1\n",
      "          </span>\n",
      "          <span class=\"toctext\">\n",
      "           List of boroughs and local authorities\n",
      "          </span>\n",
      "         </a>\n",
      "        </li>\n",
      "        <li class=\"toclevel-1 tocsection-2\">\n",
      "         <a href=\"#City_of_London\">\n",
      "          <span class=\"tocnumber\">\n",
      "           2\n",
      "          </span>\n",
      "          <span class=\"toctext\">\n",
      "           City of London\n",
      "          </span>\n",
      "         </a>\n",
      "        </li>\n",
      "        <li class=\"toclevel-1 tocsection-3\">\n",
      "         <a href=\"#See_also\">\n",
      "          <span class=\"tocnumber\">\n",
      "           3\n",
      "          </span>\n",
      "          <span class=\"toctext\">\n",
      "           See also\n",
      "          </span>\n",
      "         </a>\n",
      "        </li>\n",
      "        <li class=\"toclevel-1 tocsection-4\">\n",
      "         <a href=\"#Notes\">\n",
      "          <span class=\"tocnumber\">\n",
      "           4\n",
      "          </span>\n",
      "          <span class=\"toctext\">\n",
      "           Notes\n",
      "          </span>\n",
      "         </a>\n",
      "        </li>\n",
      "        <li class=\"toclevel-1 tocsection-5\">\n",
      "         <a href=\"#References\">\n",
      "          <span class=\"tocnumber\">\n",
      "           5\n",
      "          </span>\n",
      "          <span class=\"toctext\">\n",
      "           References\n",
      "          </span>\n",
      "         </a>\n",
      "        </li>\n",
      "        <li class=\"toclevel-1 tocsection-6\">\n",
      "         <a href=\"#External_links\">\n",
      "          <span class=\"tocnumber\">\n",
      "           6\n",
      "          </span>\n",
      "          <span class=\"toctext\">\n",
      "           External links\n",
      "          </span>\n",
      "         </a>\n",
      "        </li>\n",
      "       </ul>\n",
      "      </div>\n",
      "      <h2>\n",
      "       <span class=\"mw-headline\" id=\"List_of_boroughs_and_local_authorities\">\n",
      "        List of boroughs and local authorities\n",
      "       </span>\n",
      "       <span class=\"mw-editsection\">\n",
      "        <span class=\"mw-editsection-bracket\">\n",
      "         [\n",
      "        </span>\n",
      "        <a href=\"/w/index.php?title=List_of_London_boroughs&amp;action=edit&amp;section=1\" title=\"Edit section: List of boroughs and local authorities\">\n",
      "         edit\n",
      "        </a>\n",
      "        <span class=\"mw-editsection-bracket\">\n",
      "         ]\n",
      "        </span>\n",
      "       </span>\n",
      "      </h2>\n",
      "      <table class=\"wikitable sortable\" style=\"font-size:100%\" width=\"100%\">\n",
      "       <tbody>\n",
      "        <tr>\n",
      "         <th>\n",
      "          Borough\n",
      "         </th>\n",
      "         <th>\n",
      "          Inner\n",
      "         </th>\n",
      "         <th>\n",
      "          Status\n",
      "         </th>\n",
      "         <th>\n",
      "          Local authority\n",
      "         </th>\n",
      "         <th>\n",
      "          Political control\n",
      "         </th>\n",
      "         <th>\n",
      "          Headquarters\n",
      "         </th>\n",
      "         <th>\n",
      "          Area (sq mi)\n",
      "         </th>\n",
      "         <th>\n",
      "          Population (2013 est)\n",
      "          <sup class=\"reference\" id=\"cite_ref-1\">\n",
      "           <a href=\"#cite_note-1\">\n",
      "            [1]\n",
      "           </a>\n",
      "          </sup>\n",
      "         </th>\n",
      "         <th>\n",
      "          Co-ordinates\n",
      "         </th>\n",
      "         <th>\n",
      "          <span style=\"background:#67BCD3\">\n",
      "           Nr. in map\n",
      "          </span>\n",
      "         </th>\n",
      "        </tr>\n",
      "        <tr>\n",
      "         <td>\n",
      "          <a href=\"/wiki/London_Borough_of_Barking_and_Dagenham\" title=\"London Borough of Barking and Dagenham\">\n",
      "           Barking and Dagenham\n",
      "          </a>\n",
      "          <sup class=\"reference\" id=\"cite_ref-2\">\n",
      "           <a href=\"#cite_note-2\">\n",
      "            [note 1]\n",
      "           </a>\n",
      "          </sup>\n",
      "         </td>\n",
      "         <td>\n",
      "         </td>\n",
      "         <td>\n",
      "         </td>\n",
      "         <td>\n",
      "          <a href=\"/wiki/Barking_and_Dagenham_London_Borough_Council\" title=\"Barking and Dagenham London Borough Council\">\n",
      "           Barking and Dagenham London Borough Council\n",
      "          </a>\n",
      "         </td>\n",
      "         <td>\n",
      "          <a href=\"/wiki/Labour_Party_(UK)\" title=\"Labour Party (UK)\">\n",
      "           Labour\n",
      "          </a>\n",
      "         </td>\n",
      "         <td>\n",
      "          <a class=\"new\" href=\"/w/index.php?title=Barking_Town_Hall&amp;action=edit&amp;redlink=1\" title=\"Barking Town Hall (page does not exist)\">\n",
      "           Town Hall\n",
      "          </a>\n",
      "          , 1 Town Square\n",
      "         </td>\n",
      "         <td>\n",
      "          13.93\n",
      "         </td>\n",
      "         <td>\n",
      "          194,352\n",
      "         </td>\n",
      "         <td>\n",
      "          <span class=\"plainlinks nourlexpansion\">\n",
      "           <a class=\"external text\" href=\"//tools.wmflabs.org/geohack/geohack.php?pagename=List_of_London_boroughs&amp;params=51.5607_N_0.1557_E_region:GB_type:city&amp;title=Barking+and+Dagenham\">\n",
      "            <span class=\"geo-nondefault\">\n",
      "             <span class=\"geo-dms\" title=\"Maps, aerial photos, and other data for this location\">\n",
      "              <span class=\"latitude\">\n",
      "               51°33′39″N\n",
      "              </span>\n",
      "              <span class=\"longitude\">\n",
      "               0°09′21″E\n",
      "              </span>\n",
      "             </span>\n",
      "            </span>\n",
      "            <span class=\"geo-multi-punct\">\n",
      "             ﻿ / ﻿\n",
      "            </span>\n",
      "            <span class=\"geo-default\">\n",
      "             <span class=\"vcard\">\n",
      "              <span class=\"geo-dec\" title=\"Maps, aerial photos, and other data for this location\">\n",
      "               51.5607°N 0.1557°E\n",
      "              </span>\n",
      "              <span style=\"display:none\">\n",
      "               ﻿ /\n",
      "               <span class=\"geo\">\n",
      "                51.5607; 0.1557\n",
      "               </span>\n",
      "              </span>\n",
      "              <span style=\"display:none\">\n",
      "               ﻿ (\n",
      "               <span class=\"fn org\">\n",
      "                Barking and Dagenham\n",
      "               </span>\n",
      "               )\n",
      "              </span>\n",
      "             </span>\n",
      "            </span>\n",
      "           </a>\n",
      "          </span>\n",
      "         </td>\n",
      "         <td>\n",
      "          25\n",
      "         </td>\n",
      "        </tr>\n",
      "        <tr>\n",
      "         <td>\n",
      "          <a href=\"/wiki/London_Borough_of_Barnet\" title=\"London Borough of Barnet\">\n",
      "           Barnet\n",
      "          </a>\n",
      "         </td>\n",
      "         <td>\n",
      "         </td>\n",
      "         <td>\n",
      "         </td>\n",
      "         <td>\n",
      "          <a href=\"/wiki/Barnet_London_Borough_Council\" title=\"Barnet London Borough Council\">\n",
      "           Barnet London Borough Council\n",
      "          </a>\n",
      "         </td>\n",
      "         <td>\n",
      "          <a href=\"/wiki/Conservative_Party_(UK)\" title=\"Conservative Party (UK)\">\n",
      "           Conservative\n",
      "          </a>\n",
      "         </td>\n",
      "         <td>\n",
      "          <a class=\"new\" href=\"/w/index.php?title=North_London_Business_Park&amp;action=edit&amp;redlink=1\" title=\"North London Business Park (page does not exist)\">\n",
      "           North London Business Park\n",
      "          </a>\n",
      "          , Oakleigh Road South\n",
      "         </td>\n",
      "         <td>\n",
      "          33.49\n",
      "         </td>\n",
      "         <td>\n",
      "          369,088\n",
      "         </td>\n",
      "         <td>\n",
      "          <span class=\"plainlinks nourlexpansion\">\n",
      "           <a class=\"external text\" href=\"//tools.wmflabs.org/geohack/geohack.php?pagename=List_of_London_boroughs&amp;params=51.6252_N_0.1517_W_region:GB_type:city&amp;title=Barnet\">\n",
      "            <span class=\"geo-nondefault\">\n",
      "             <span class=\"geo-dms\" title=\"Maps, aerial photos, and other data for this location\">\n",
      "              <span class=\"latitude\">\n",
      "               51°37′31″N\n",
      "              </span>\n",
      "              <span class=\"longitude\">\n",
      "               0°09′06″W\n",
      "              </span>\n",
      "             </span>\n",
      "            </span>\n",
      "            <span class=\"geo-multi-punct\">\n",
      "             ﻿ / ﻿\n",
      "            </span>\n",
      "            <span class=\"geo-default\">\n",
      "             <span class=\"vcard\">\n",
      "              <span class=\"geo-dec\" title=\"Maps, aerial photos, and other data for this location\">\n",
      "               51.6252°N 0.1517°W\n",
      "              </span>\n",
      "              <span style=\"display:none\">\n",
      "               ﻿ /\n",
      "               <span class=\"geo\">\n",
      "                51.6252; -0.1517\n",
      "               </span>\n",
      "              </span>\n",
      "              <span style=\"display:none\">\n",
      "               ﻿ (\n",
      "               <span class=\"fn org\">\n",
      "                Barnet\n",
      "               </span>\n",
      "               )\n",
      "              </span>\n",
      "             </span>\n",
      "            </span>\n",
      "           </a>\n",
      "          </span>\n",
      "         </td>\n",
      "         <td>\n",
      "          31\n",
      "         </td>\n",
      "        </tr>\n",
      "        <tr>\n",
      "         <td>\n",
      "          <a href=\"/wiki/London_Borough_of_Bexley\" title=\"London Borough of Bexley\">\n",
      "           Bexley\n",
      "          </a>\n",
      "         </td>\n",
      "         <td>\n",
      "         </td>\n",
      "         <td>\n",
      "         </td>\n",
      "         <td>\n",
      "          <a href=\"/wiki/Bexley_London_Borough_Council\" title=\"Bexley London Borough Council\">\n",
      "           Bexley London Borough Council\n",
      "          </a>\n",
      "         </td>\n",
      "         <td>\n",
      "          <a href=\"/wiki/Conservative_Party_(UK)\" title=\"Conservative Party (UK)\">\n",
      "           Conservative\n",
      "          </a>\n",
      "         </td>\n",
      "         <td>\n",
      "          <a class=\"new\" href=\"/w/index.php?title=Civic_Offices&amp;action=edit&amp;redlink=1\" title=\"Civic Offices (page does not exist)\">\n",
      "           Civic Offices\n",
      "          </a>\n",
      "          , 2 Watling Street\n",
      "         </td>\n",
      "         <td>\n",
      "          23.38\n",
      "         </td>\n",
      "         <td>\n",
      "          236,687\n",
      "         </td>\n",
      "         <td>\n",
      "          <span class=\"plainlinks nourlexpansion\">\n",
      "           <a class=\"external text\" href=\"//tools.wmflabs.org/geohack/geohack.php?pagename=List_of_London_boroughs&amp;params=51.4549_N_0.1505_E_region:GB_type:city&amp;title=Bexley\">\n",
      "            <span class=\"geo-nondefault\">\n",
      "             <span class=\"geo-dms\" title=\"Maps, aerial photos, and other data for this location\">\n",
      "              <span class=\"latitude\">\n",
      "               51°27′18″N\n",
      "              </span>\n",
      "              <span class=\"longitude\">\n",
      "               0°09′02″E\n",
      "              </span>\n",
      "             </span>\n",
      "            </span>\n",
      "            <span class=\"geo-multi-punct\">\n",
      "             ﻿ / ﻿\n",
      "            </span>\n",
      "            <span class=\"geo-default\">\n",
      "             <span class=\"vcard\">\n",
      "              <span class=\"geo-dec\" title=\"Maps, aerial photos, and other data for this location\">\n",
      "               51.4549°N 0.1505°E\n",
      "              </span>\n",
      "              <span style=\"display:none\">\n",
      "               ﻿ /\n",
      "               <span class=\"geo\">\n",
      "                51.4549; 0.1505\n",
      "               </span>\n",
      "              </span>\n",
      "              <span style=\"display:none\">\n",
      "               ﻿ (\n",
      "               <span class=\"fn org\">\n",
      "                Bexley\n",
      "               </span>\n",
      "               )\n",
      "              </span>\n",
      "             </span>\n",
      "            </span>\n",
      "           </a>\n",
      "          </span>\n",
      "         </td>\n",
      "         <td>\n",
      "          23\n",
      "         </td>\n",
      "        </tr>\n",
      "        <tr>\n",
      "         <td>\n",
      "          <a href=\"/wiki/London_Borough_of_Brent\" title=\"London Borough of Brent\">\n",
      "           Brent\n",
      "          </a>\n",
      "         </td>\n",
      "         <td>\n",
      "         </td>\n",
      "         <td>\n",
      "         </td>\n",
      "         <td>\n",
      "          <a href=\"/wiki/Brent_London_Borough_Council\" title=\"Brent London Borough Council\">\n",
      "           Brent London Borough Council\n",
      "          </a>\n",
      "         </td>\n",
      "         <td>\n",
      "          <a href=\"/wiki/Labour_Party_(UK)\" title=\"Labour Party (UK)\">\n",
      "           Labour\n",
      "          </a>\n",
      "         </td>\n",
      "         <td>\n",
      "          <a href=\"/wiki/Brent_Civic_Centre\" title=\"Brent Civic Centre\">\n",
      "           Brent Civic Centre\n",
      "          </a>\n",
      "          , Engineers Way\n",
      "         </td>\n",
      "         <td>\n",
      "          16.70\n",
      "         </td>\n",
      "         <td>\n",
      "          317,264\n",
      "         </td>\n",
      "         <td>\n",
      "          <span class=\"plainlinks nourlexpansion\">\n",
      "           <a class=\"external text\" href=\"//tools.wmflabs.org/geohack/geohack.php?pagename=List_of_London_boroughs&amp;params=51.5588_N_0.2817_W_region:GB_type:city&amp;title=Brent\">\n",
      "            <span class=\"geo-nondefault\">\n",
      "             <span class=\"geo-dms\" title=\"Maps, aerial photos, and other data for this location\">\n",
      "              <span class=\"latitude\">\n",
      "               51°33′32″N\n",
      "              </span>\n",
      "              <span class=\"longitude\">\n",
      "               0°16′54″W\n",
      "              </span>\n",
      "             </span>\n",
      "            </span>\n",
      "            <span class=\"geo-multi-punct\">\n",
      "             ﻿ / ﻿\n",
      "            </span>\n",
      "            <span class=\"geo-default\">\n",
      "             <span class=\"vcard\">\n",
      "              <span class=\"geo-dec\" title=\"Maps, aerial photos, and other data for this location\">\n",
      "               51.5588°N 0.2817°W\n",
      "              </span>\n",
      "              <span style=\"display:none\">\n",
      "               ﻿ /\n",
      "               <span class=\"geo\">\n",
      "                51.5588; -0.2817\n",
      "               </span>\n",
      "              </span>\n",
      "              <span style=\"display:none\">\n",
      "               ﻿ (\n",
      "               <span class=\"fn org\">\n",
      "                Brent\n",
      "               </span>\n",
      "               )\n",
      "              </span>\n",
      "             </span>\n",
      "            </span>\n",
      "           </a>\n",
      "          </span>\n",
      "         </td>\n",
      "         <td>\n",
      "          12\n",
      "         </td>\n",
      "        </tr>\n",
      "        <tr>\n",
      "         <td>\n",
      "          <a href=\"/wiki/London_Borough_of_Bromley\" title=\"London Borough of Bromley\">\n",
      "           Bromley\n",
      "          </a>\n",
      "         </td>\n",
      "         <td>\n",
      "         </td>\n",
      "         <td>\n",
      "         </td>\n",
      "         <td>\n",
      "          <a href=\"/wiki/Bromley_London_Borough_Council\" title=\"Bromley London Borough Council\">\n",
      "           Bromley London Borough Council\n",
      "          </a>\n",
      "         </td>\n",
      "         <td>\n",
      "          <a href=\"/wiki/Conservative_Party_(UK)\" title=\"Conservative Party (UK)\">\n",
      "           Conservative\n",
      "          </a>\n",
      "         </td>\n",
      "         <td>\n",
      "          <a class=\"new\" href=\"/w/index.php?title=Bromley_Civic_Centre&amp;action=edit&amp;redlink=1\" title=\"Bromley Civic Centre (page does not exist)\">\n",
      "           Civic Centre\n",
      "          </a>\n",
      "          , Stockwell Close\n",
      "         </td>\n",
      "         <td>\n",
      "          57.97\n",
      "         </td>\n",
      "         <td>\n",
      "          317,899\n",
      "         </td>\n",
      "         <td>\n",
      "          <span class=\"plainlinks nourlexpansion\">\n",
      "           <a class=\"external text\" href=\"//tools.wmflabs.org/geohack/geohack.php?pagename=List_of_London_boroughs&amp;params=51.4039_N_0.0198_E_region:GB_type:city&amp;title=Bromley\">\n",
      "            <span class=\"geo-nondefault\">\n",
      "             <span class=\"geo-dms\" title=\"Maps, aerial photos, and other data for this location\">\n",
      "              <span class=\"latitude\">\n",
      "               51°24′14″N\n",
      "              </span>\n",
      "              <span class=\"longitude\">\n",
      "               0°01′11″E\n",
      "              </span>\n",
      "             </span>\n",
      "            </span>\n",
      "            <span class=\"geo-multi-punct\">\n",
      "             ﻿ / ﻿\n",
      "            </span>\n",
      "            <span class=\"geo-default\">\n",
      "             <span class=\"vcard\">\n",
      "              <span class=\"geo-dec\" title=\"Maps, aerial photos, and other data for this location\">\n",
      "               51.4039°N 0.0198°E\n",
      "              </span>\n",
      "              <span style=\"display:none\">\n",
      "               ﻿ /\n",
      "               <span class=\"geo\">\n",
      "                51.4039; 0.0198\n",
      "               </span>\n",
      "              </span>\n",
      "              <span style=\"display:none\">\n",
      "               ﻿ (\n",
      "               <span class=\"fn org\">\n",
      "                Bromley\n",
      "               </span>\n",
      "               )\n",
      "              </span>\n",
      "             </span>\n",
      "            </span>\n",
      "           </a>\n",
      "          </span>\n",
      "         </td>\n",
      "         <td>\n",
      "          20\n",
      "         </td>\n",
      "        </tr>\n",
      "        <tr>\n",
      "         <td>\n",
      "          <a href=\"/wiki/London_Borough_of_Camden\" title=\"London Borough of Camden\">\n",
      "           Camden\n",
      "          </a>\n",
      "         </td>\n",
      "         <td>\n",
      "          <img alt=\"☑\" data-file-height=\"600\" data-file-width=\"600\" decoding=\"async\" height=\"20\" src=\"//upload.wikimedia.org/wikipedia/en/thumb/f/fb/Yes_check.svg/20px-Yes_check.svg.png\" srcset=\"//upload.wikimedia.org/wikipedia/en/thumb/f/fb/Yes_check.svg/30px-Yes_check.svg.png 1.5x, //upload.wikimedia.org/wikipedia/en/thumb/f/fb/Yes_check.svg/40px-Yes_check.svg.png 2x\" width=\"20\"/>\n",
      "          <span style=\"display:none\">\n",
      "           Y\n",
      "          </span>\n",
      "         </td>\n",
      "         <td>\n",
      "         </td>\n",
      "         <td>\n",
      "          <a href=\"/wiki/Camden_London_Borough_Council\" title=\"Camden London Borough Council\">\n",
      "           Camden London Borough Council\n",
      "          </a>\n",
      "         </td>\n",
      "         <td>\n",
      "          <a href=\"/wiki/Labour_Party_(UK)\" title=\"Labour Party (UK)\">\n",
      "           Labour\n",
      "          </a>\n",
      "         </td>\n",
      "         <td>\n",
      "          <a href=\"/wiki/Camden_Town_Hall\" title=\"Camden Town Hall\">\n",
      "           Camden Town Hall\n",
      "          </a>\n",
      "          , Judd Street\n",
      "         </td>\n",
      "         <td>\n",
      "          8.40\n",
      "         </td>\n",
      "         <td>\n",
      "          229,719\n",
      "         </td>\n",
      "         <td>\n",
      "          <span class=\"plainlinks nourlexpansion\">\n",
      "           <a class=\"external text\" href=\"//tools.wmflabs.org/geohack/geohack.php?pagename=List_of_London_boroughs&amp;params=51.529_N_0.1255_W_region:GB_type:city&amp;title=Camden\">\n",
      "            <span class=\"geo-nondefault\">\n",
      "             <span class=\"geo-dms\" title=\"Maps, aerial photos, and other data for this location\">\n",
      "              <span class=\"latitude\">\n",
      "               51°31′44″N\n",
      "              </span>\n",
      "              <span class=\"longitude\">\n",
      "               0°07′32″W\n",
      "              </span>\n",
      "             </span>\n",
      "            </span>\n",
      "            <span class=\"geo-multi-punct\">\n",
      "             ﻿ / ﻿\n",
      "            </span>\n",
      "            <span class=\"geo-default\">\n",
      "             <span class=\"vcard\">\n",
      "              <span class=\"geo-dec\" title=\"Maps, aerial photos, and other data for this location\">\n",
      "               51.5290°N 0.1255°W\n",
      "              </span>\n",
      "              <span style=\"display:none\">\n",
      "               ﻿ /\n",
      "               <span class=\"geo\">\n",
      "                51.5290; -0.1255\n",
      "               </span>\n",
      "              </span>\n",
      "              <span style=\"display:none\">\n",
      "               ﻿ (\n",
      "               <span class=\"fn org\">\n",
      "                Camden\n",
      "               </span>\n",
      "               )\n",
      "              </span>\n",
      "             </span>\n",
      "            </span>\n",
      "           </a>\n",
      "          </span>\n",
      "         </td>\n",
      "         <td>\n",
      "          11\n",
      "         </td>\n",
      "        </tr>\n",
      "        <tr>\n",
      "         <td>\n",
      "          <a href=\"/wiki/London_Borough_of_Croydon\" title=\"London Borough of Croydon\">\n",
      "           Croydon\n",
      "          </a>\n",
      "         </td>\n",
      "         <td>\n",
      "         </td>\n",
      "         <td>\n",
      "         </td>\n",
      "         <td>\n",
      "          <a href=\"/wiki/Croydon_London_Borough_Council\" title=\"Croydon London Borough Council\">\n",
      "           Croydon London Borough Council\n",
      "          </a>\n",
      "         </td>\n",
      "         <td>\n",
      "          <a href=\"/wiki/Labour_Party_(UK)\" title=\"Labour Party (UK)\">\n",
      "           Labour\n",
      "          </a>\n",
      "         </td>\n",
      "         <td>\n",
      "          <a class=\"new\" href=\"/w/index.php?title=Bernard_Weatherill_House&amp;action=edit&amp;redlink=1\" title=\"Bernard Weatherill House (page does not exist)\">\n",
      "           Bernard Weatherill House\n",
      "          </a>\n",
      "          , Mint Walk\n",
      "         </td>\n",
      "         <td>\n",
      "          33.41\n",
      "         </td>\n",
      "         <td>\n",
      "          372,752\n",
      "         </td>\n",
      "         <td>\n",
      "          <span class=\"plainlinks nourlexpansion\">\n",
      "           <a class=\"external text\" href=\"//tools.wmflabs.org/geohack/geohack.php?pagename=List_of_London_boroughs&amp;params=51.3714_N_0.0977_W_region:GB_type:city&amp;title=Croydon\">\n",
      "            <span class=\"geo-nondefault\">\n",
      "             <span class=\"geo-dms\" title=\"Maps, aerial photos, and other data for this location\">\n",
      "              <span class=\"latitude\">\n",
      "               51°22′17″N\n",
      "              </span>\n",
      "              <span class=\"longitude\">\n",
      "               0°05′52″W\n",
      "              </span>\n",
      "             </span>\n",
      "            </span>\n",
      "            <span class=\"geo-multi-punct\">\n",
      "             ﻿ / ﻿\n",
      "            </span>\n",
      "            <span class=\"geo-default\">\n",
      "             <span class=\"vcard\">\n",
      "              <span class=\"geo-dec\" title=\"Maps, aerial photos, and other data for this location\">\n",
      "               51.3714°N 0.0977°W\n",
      "              </span>\n",
      "              <span style=\"display:none\">\n",
      "               ﻿ /\n",
      "               <span class=\"geo\">\n",
      "                51.3714; -0.0977\n",
      "               </span>\n",
      "              </span>\n",
      "              <span style=\"display:none\">\n",
      "               ﻿ (\n",
      "               <span class=\"fn org\">\n",
      "                Croydon\n",
      "               </span>\n",
      "               )\n",
      "              </span>\n",
      "             </span>\n",
      "            </span>\n",
      "           </a>\n",
      "          </span>\n",
      "         </td>\n",
      "         <td>\n",
      "          19\n",
      "         </td>\n",
      "        </tr>\n",
      "        <tr>\n",
      "         <td>\n",
      "          <a href=\"/wiki/London_Borough_of_Ealing\" title=\"London Borough of Ealing\">\n",
      "           Ealing\n",
      "          </a>\n",
      "         </td>\n",
      "         <td>\n",
      "         </td>\n",
      "         <td>\n",
      "         </td>\n",
      "         <td>\n",
      "          <a href=\"/wiki/Ealing_London_Borough_Council\" title=\"Ealing London Borough Council\">\n",
      "           Ealing London Borough Council\n",
      "          </a>\n",
      "         </td>\n",
      "         <td>\n",
      "          <a href=\"/wiki/Labour_Party_(UK)\" title=\"Labour Party (UK)\">\n",
      "           Labour\n",
      "          </a>\n",
      "         </td>\n",
      "         <td>\n",
      "          <a class=\"new\" href=\"/w/index.php?title=Perceval_House,_Ealing&amp;action=edit&amp;redlink=1\" title=\"Perceval House, Ealing (page does not exist)\">\n",
      "           Perceval House\n",
      "          </a>\n",
      "          , 14-16 Uxbridge Road\n",
      "         </td>\n",
      "         <td>\n",
      "          21.44\n",
      "         </td>\n",
      "         <td>\n",
      "          342,494\n",
      "         </td>\n",
      "         <td>\n",
      "          <span class=\"plainlinks nourlexpansion\">\n",
      "           <a class=\"external text\" href=\"//tools.wmflabs.org/geohack/geohack.php?pagename=List_of_London_boroughs&amp;params=51.513_N_0.3089_W_region:GB_type:city&amp;title=Ealing\">\n",
      "            <span class=\"geo-nondefault\">\n",
      "             <span class=\"geo-dms\" title=\"Maps, aerial photos, and other data for this location\">\n",
      "              <span class=\"latitude\">\n",
      "               51°30′47″N\n",
      "              </span>\n",
      "              <span class=\"longitude\">\n",
      "               0°18′32″W\n",
      "              </span>\n",
      "             </span>\n",
      "            </span>\n",
      "            <span class=\"geo-multi-punct\">\n",
      "             ﻿ / ﻿\n",
      "            </span>\n",
      "            <span class=\"geo-default\">\n",
      "             <span class=\"vcard\">\n",
      "              <span class=\"geo-dec\" title=\"Maps, aerial photos, and other data for this location\">\n",
      "               51.5130°N 0.3089°W\n",
      "              </span>\n",
      "              <span style=\"display:none\">\n",
      "               ﻿ /\n",
      "               <span class=\"geo\">\n",
      "                51.5130; -0.3089\n",
      "               </span>\n",
      "              </span>\n",
      "              <span style=\"display:none\">\n",
      "               ﻿ (\n",
      "               <span class=\"fn org\">\n",
      "                Ealing\n",
      "               </span>\n",
      "               )\n",
      "              </span>\n",
      "             </span>\n",
      "            </span>\n",
      "           </a>\n",
      "          </span>\n",
      "         </td>\n",
      "         <td>\n",
      "          13\n",
      "         </td>\n",
      "        </tr>\n",
      "        <tr>\n",
      "         <td>\n",
      "          <a href=\"/wiki/London_Borough_of_Enfield\" title=\"London Borough of Enfield\">\n",
      "           Enfield\n",
      "          </a>\n",
      "         </td>\n",
      "         <td>\n",
      "         </td>\n",
      "         <td>\n",
      "         </td>\n",
      "         <td>\n",
      "          <a href=\"/wiki/Enfield_London_Borough_Council\" title=\"Enfield London Borough Council\">\n",
      "           Enfield London Borough Council\n",
      "          </a>\n",
      "         </td>\n",
      "         <td>\n",
      "          <a href=\"/wiki/Labour_Party_(UK)\" title=\"Labour Party (UK)\">\n",
      "           Labour\n",
      "          </a>\n",
      "         </td>\n",
      "         <td>\n",
      "          <a class=\"new\" href=\"/w/index.php?title=Enfield_Civic_Centre&amp;action=edit&amp;redlink=1\" title=\"Enfield Civic Centre (page does not exist)\">\n",
      "           Civic Centre\n",
      "          </a>\n",
      "          , Silver Street\n",
      "         </td>\n",
      "         <td>\n",
      "          31.74\n",
      "         </td>\n",
      "         <td>\n",
      "          320,524\n",
      "         </td>\n",
      "         <td>\n",
      "          <span class=\"plainlinks nourlexpansion\">\n",
      "           <a class=\"external text\" href=\"//tools.wmflabs.org/geohack/geohack.php?pagename=List_of_London_boroughs&amp;params=51.6538_N_0.0799_W_region:GB_type:city&amp;title=Enfield\">\n",
      "            <span class=\"geo-nondefault\">\n",
      "             <span class=\"geo-dms\" title=\"Maps, aerial photos, and other data for this location\">\n",
      "              <span class=\"latitude\">\n",
      "               51°39′14″N\n",
      "              </span>\n",
      "              <span class=\"longitude\">\n",
      "               0°04′48″W\n",
      "              </span>\n",
      "             </span>\n",
      "            </span>\n",
      "            <span class=\"geo-multi-punct\">\n",
      "             ﻿ / ﻿\n",
      "            </span>\n",
      "            <span class=\"geo-default\">\n",
      "             <span class=\"vcard\">\n",
      "              <span class=\"geo-dec\" title=\"Maps, aerial photos, and other data for this location\">\n",
      "               51.6538°N 0.0799°W\n",
      "              </span>\n",
      "              <span style=\"display:none\">\n",
      "               ﻿ /\n",
      "               <span class=\"geo\">\n",
      "                51.6538; -0.0799\n",
      "               </span>\n",
      "              </span>\n",
      "              <span style=\"display:none\">\n",
      "               ﻿ (\n",
      "               <span class=\"fn org\">\n",
      "                Enfield\n",
      "               </span>\n",
      "               )\n",
      "              </span>\n",
      "             </span>\n",
      "            </span>\n",
      "           </a>\n",
      "          </span>\n",
      "         </td>\n",
      "         <td>\n",
      "          30\n",
      "         </td>\n",
      "        </tr>\n",
      "        <tr>\n",
      "         <td>\n",
      "          <a href=\"/wiki/Royal_Borough_of_Greenwich\" title=\"Royal Borough of Greenwich\">\n",
      "           Greenwich\n",
      "          </a>\n",
      "          <sup class=\"reference\" id=\"cite_ref-3\">\n",
      "           <a href=\"#cite_note-3\">\n",
      "            [note 2]\n",
      "           </a>\n",
      "          </sup>\n",
      "         </td>\n",
      "         <td>\n",
      "          <img alt=\"☑\" data-file-height=\"600\" data-file-width=\"600\" decoding=\"async\" height=\"20\" src=\"//upload.wikimedia.org/wikipedia/en/thumb/f/fb/Yes_check.svg/20px-Yes_check.svg.png\" srcset=\"//upload.wikimedia.org/wikipedia/en/thumb/f/fb/Yes_check.svg/30px-Yes_check.svg.png 1.5x, //upload.wikimedia.org/wikipedia/en/thumb/f/fb/Yes_check.svg/40px-Yes_check.svg.png 2x\" width=\"20\"/>\n",
      "          <span style=\"display:none\">\n",
      "           Y\n",
      "          </span>\n",
      "          <sup class=\"reference\" id=\"cite_ref-note2_4-0\">\n",
      "           <a href=\"#cite_note-note2-4\">\n",
      "            [note 3]\n",
      "           </a>\n",
      "          </sup>\n",
      "         </td>\n",
      "         <td>\n",
      "          <a class=\"mw-redirect\" href=\"/wiki/Royal_borough\" title=\"Royal borough\">\n",
      "           Royal\n",
      "          </a>\n",
      "         </td>\n",
      "         <td>\n",
      "          <a href=\"/wiki/Greenwich_London_Borough_Council\" title=\"Greenwich London Borough Council\">\n",
      "           Greenwich London Borough Council\n",
      "          </a>\n",
      "         </td>\n",
      "         <td>\n",
      "          <a href=\"/wiki/Labour_Party_(UK)\" title=\"Labour Party (UK)\">\n",
      "           Labour\n",
      "          </a>\n",
      "         </td>\n",
      "         <td>\n",
      "          <a href=\"/wiki/Woolwich_Town_Hall\" title=\"Woolwich Town Hall\">\n",
      "           Woolwich Town Hall\n",
      "          </a>\n",
      "          , Wellington Street\n",
      "         </td>\n",
      "         <td>\n",
      "          18.28\n",
      "         </td>\n",
      "         <td>\n",
      "          264,008\n",
      "         </td>\n",
      "         <td>\n",
      "          <span class=\"plainlinks nourlexpansion\">\n",
      "           <a class=\"external text\" href=\"//tools.wmflabs.org/geohack/geohack.php?pagename=List_of_London_boroughs&amp;params=51.4892_N_0.0648_E_region:GB_type:city&amp;title=Greenwich\">\n",
      "            <span class=\"geo-nondefault\">\n",
      "             <span class=\"geo-dms\" title=\"Maps, aerial photos, and other data for this location\">\n",
      "              <span class=\"latitude\">\n",
      "               51°29′21″N\n",
      "              </span>\n",
      "              <span class=\"longitude\">\n",
      "               0°03′53″E\n",
      "              </span>\n",
      "             </span>\n",
      "            </span>\n",
      "            <span class=\"geo-multi-punct\">\n",
      "             ﻿ / ﻿\n",
      "            </span>\n",
      "            <span class=\"geo-default\">\n",
      "             <span class=\"vcard\">\n",
      "              <span class=\"geo-dec\" title=\"Maps, aerial photos, and other data for this location\">\n",
      "               51.4892°N 0.0648°E\n",
      "              </span>\n",
      "              <span style=\"display:none\">\n",
      "               ﻿ /\n",
      "               <span class=\"geo\">\n",
      "                51.4892; 0.0648\n",
      "               </span>\n",
      "              </span>\n",
      "              <span style=\"display:none\">\n",
      "               ﻿ (\n",
      "               <span class=\"fn org\">\n",
      "                Greenwich\n",
      "               </span>\n",
      "               )\n",
      "              </span>\n",
      "             </span>\n",
      "            </span>\n",
      "           </a>\n",
      "          </span>\n",
      "         </td>\n",
      "         <td>\n",
      "          22\n",
      "         </td>\n",
      "        </tr>\n",
      "        <tr>\n",
      "         <td>\n",
      "          <a href=\"/wiki/London_Borough_of_Hackney\" title=\"London Borough of Hackney\">\n",
      "           Hackney\n",
      "          </a>\n",
      "         </td>\n",
      "         <td>\n",
      "          <img alt=\"☑\" data-file-height=\"600\" data-file-width=\"600\" decoding=\"async\" height=\"20\" src=\"//upload.wikimedia.org/wikipedia/en/thumb/f/fb/Yes_check.svg/20px-Yes_check.svg.png\" srcset=\"//upload.wikimedia.org/wikipedia/en/thumb/f/fb/Yes_check.svg/30px-Yes_check.svg.png 1.5x, //upload.wikimedia.org/wikipedia/en/thumb/f/fb/Yes_check.svg/40px-Yes_check.svg.png 2x\" width=\"20\"/>\n",
      "          <span style=\"display:none\">\n",
      "           Y\n",
      "          </span>\n",
      "         </td>\n",
      "         <td>\n",
      "         </td>\n",
      "         <td>\n",
      "          <a href=\"/wiki/Hackney_London_Borough_Council\" title=\"Hackney London Borough Council\">\n",
      "           Hackney London Borough Council\n",
      "          </a>\n",
      "         </td>\n",
      "         <td>\n",
      "          <a href=\"/wiki/Labour_Party_(UK)\" title=\"Labour Party (UK)\">\n",
      "           Labour\n",
      "          </a>\n",
      "         </td>\n",
      "         <td>\n",
      "          <a class=\"new\" href=\"/w/index.php?title=Hackney_Town_Hall&amp;action=edit&amp;redlink=1\" title=\"Hackney Town Hall (page does not exist)\">\n",
      "           Hackney Town Hall\n",
      "          </a>\n",
      "          , Mare Street\n",
      "         </td>\n",
      "         <td>\n",
      "          7.36\n",
      "         </td>\n",
      "         <td>\n",
      "          257,379\n",
      "         </td>\n",
      "         <td>\n",
      "          <span class=\"plainlinks nourlexpansion\">\n",
      "           <a class=\"external text\" href=\"//tools.wmflabs.org/geohack/geohack.php?pagename=List_of_London_boroughs&amp;params=51.545_N_0.0553_W_region:GB_type:city&amp;title=Hackney\">\n",
      "            <span class=\"geo-nondefault\">\n",
      "             <span class=\"geo-dms\" title=\"Maps, aerial photos, and other data for this location\">\n",
      "              <span class=\"latitude\">\n",
      "               51°32′42″N\n",
      "              </span>\n",
      "              <span class=\"longitude\">\n",
      "               0°03′19″W\n",
      "              </span>\n",
      "             </span>\n",
      "            </span>\n",
      "            <span class=\"geo-multi-punct\">\n",
      "             ﻿ / ﻿\n",
      "            </span>\n",
      "            <span class=\"geo-default\">\n",
      "             <span class=\"vcard\">\n",
      "              <span class=\"geo-dec\" title=\"Maps, aerial photos, and other data for this location\">\n",
      "               51.5450°N 0.0553°W\n",
      "              </span>\n",
      "              <span style=\"display:none\">\n",
      "               ﻿ /\n",
      "               <span class=\"geo\">\n",
      "                51.5450; -0.0553\n",
      "               </span>\n",
      "              </span>\n",
      "              <span style=\"display:none\">\n",
      "               ﻿ (\n",
      "               <span class=\"fn org\">\n",
      "                Hackney\n",
      "               </span>\n",
      "               )\n",
      "              </span>\n",
      "             </span>\n",
      "            </span>\n",
      "           </a>\n",
      "          </span>\n",
      "         </td>\n",
      "         <td>\n",
      "          9\n",
      "         </td>\n",
      "        </tr>\n",
      "        <tr>\n",
      "         <td>\n",
      "          <a href=\"/wiki/London_Borough_of_Hammersmith_and_Fulham\" title=\"London Borough of Hammersmith and Fulham\">\n",
      "           Hammersmith and Fulham\n",
      "          </a>\n",
      "          <sup class=\"reference\" id=\"cite_ref-5\">\n",
      "           <a href=\"#cite_note-5\">\n",
      "            [note 4]\n",
      "           </a>\n",
      "          </sup>\n",
      "         </td>\n",
      "         <td>\n",
      "          <img alt=\"☑\" data-file-height=\"600\" data-file-width=\"600\" decoding=\"async\" height=\"20\" src=\"//upload.wikimedia.org/wikipedia/en/thumb/f/fb/Yes_check.svg/20px-Yes_check.svg.png\" srcset=\"//upload.wikimedia.org/wikipedia/en/thumb/f/fb/Yes_check.svg/30px-Yes_check.svg.png 1.5x, //upload.wikimedia.org/wikipedia/en/thumb/f/fb/Yes_check.svg/40px-Yes_check.svg.png 2x\" width=\"20\"/>\n",
      "          <span style=\"display:none\">\n",
      "           Y\n",
      "          </span>\n",
      "         </td>\n",
      "         <td>\n",
      "         </td>\n",
      "         <td>\n",
      "          <a href=\"/wiki/Hammersmith_and_Fulham_London_Borough_Council\" title=\"Hammersmith and Fulham London Borough Council\">\n",
      "           Hammersmith and Fulham London Borough Council\n",
      "          </a>\n",
      "         </td>\n",
      "         <td>\n",
      "          <a href=\"/wiki/Labour_Party_(UK)\" title=\"Labour Party (UK)\">\n",
      "           Labour\n",
      "          </a>\n",
      "         </td>\n",
      "         <td>\n",
      "          <a class=\"new\" href=\"/w/index.php?title=Hammersmith_and_Fulham_Town_Hall&amp;action=edit&amp;redlink=1\" title=\"Hammersmith and Fulham Town Hall (page does not exist)\">\n",
      "           Town Hall\n",
      "          </a>\n",
      "          , King Street\n",
      "         </td>\n",
      "         <td>\n",
      "          6.33\n",
      "         </td>\n",
      "         <td>\n",
      "          178,685\n",
      "         </td>\n",
      "         <td>\n",
      "          <span class=\"plainlinks nourlexpansion\">\n",
      "           <a class=\"external text\" href=\"//tools.wmflabs.org/geohack/geohack.php?pagename=List_of_London_boroughs&amp;params=51.4927_N_0.2339_W_region:GB_type:city&amp;title=Hammersmith+and+Fulham\">\n",
      "            <span class=\"geo-nondefault\">\n",
      "             <span class=\"geo-dms\" title=\"Maps, aerial photos, and other data for this location\">\n",
      "              <span class=\"latitude\">\n",
      "               51°29′34″N\n",
      "              </span>\n",
      "              <span class=\"longitude\">\n",
      "               0°14′02″W\n",
      "              </span>\n",
      "             </span>\n",
      "            </span>\n",
      "            <span class=\"geo-multi-punct\">\n",
      "             ﻿ / ﻿\n",
      "            </span>\n",
      "            <span class=\"geo-default\">\n",
      "             <span class=\"vcard\">\n",
      "              <span class=\"geo-dec\" title=\"Maps, aerial photos, and other data for this location\">\n",
      "               51.4927°N 0.2339°W\n",
      "              </span>\n",
      "              <span style=\"display:none\">\n",
      "               ﻿ /\n",
      "               <span class=\"geo\">\n",
      "                51.4927; -0.2339\n",
      "               </span>\n",
      "              </span>\n",
      "              <span style=\"display:none\">\n",
      "               ﻿ (\n",
      "               <span class=\"fn org\">\n",
      "                Hammersmith and Fulham\n",
      "               </span>\n",
      "               )\n",
      "              </span>\n",
      "             </span>\n",
      "            </span>\n",
      "           </a>\n",
      "          </span>\n",
      "         </td>\n",
      "         <td>\n",
      "          4\n",
      "         </td>\n",
      "        </tr>\n",
      "        <tr>\n",
      "         <td>\n",
      "          <a href=\"/wiki/London_Borough_of_Haringey\" title=\"London Borough of Haringey\">\n",
      "           Haringey\n",
      "          </a>\n",
      "         </td>\n",
      "         <td>\n",
      "          <sup class=\"reference\" id=\"cite_ref-note2_4-1\">\n",
      "           <a href=\"#cite_note-note2-4\">\n",
      "            [note 3]\n",
      "           </a>\n",
      "          </sup>\n",
      "         </td>\n",
      "         <td>\n",
      "         </td>\n",
      "         <td>\n",
      "          <a href=\"/wiki/Haringey_London_Borough_Council\" title=\"Haringey London Borough Council\">\n",
      "           Haringey London Borough Council\n",
      "          </a>\n",
      "         </td>\n",
      "         <td>\n",
      "          <a href=\"/wiki/Labour_Party_(UK)\" title=\"Labour Party (UK)\">\n",
      "           Labour\n",
      "          </a>\n",
      "         </td>\n",
      "         <td>\n",
      "          <a class=\"new\" href=\"/w/index.php?title=Haringey_Civic_Centre&amp;action=edit&amp;redlink=1\" title=\"Haringey Civic Centre (page does not exist)\">\n",
      "           Civic Centre\n",
      "          </a>\n",
      "          , High Road\n",
      "         </td>\n",
      "         <td>\n",
      "          11.42\n",
      "         </td>\n",
      "         <td>\n",
      "          263,386\n",
      "         </td>\n",
      "         <td>\n",
      "          <span class=\"plainlinks nourlexpansion\">\n",
      "           <a class=\"external text\" href=\"//tools.wmflabs.org/geohack/geohack.php?pagename=List_of_London_boroughs&amp;params=51.6_N_0.1119_W_region:GB_type:city&amp;title=Haringey\">\n",
      "            <span class=\"geo-nondefault\">\n",
      "             <span class=\"geo-dms\" title=\"Maps, aerial photos, and other data for this location\">\n",
      "              <span class=\"latitude\">\n",
      "               51°36′00″N\n",
      "              </span>\n",
      "              <span class=\"longitude\">\n",
      "               0°06′43″W\n",
      "              </span>\n",
      "             </span>\n",
      "            </span>\n",
      "            <span class=\"geo-multi-punct\">\n",
      "             ﻿ / ﻿\n",
      "            </span>\n",
      "            <span class=\"geo-default\">\n",
      "             <span class=\"vcard\">\n",
      "              <span class=\"geo-dec\" title=\"Maps, aerial photos, and other data for this location\">\n",
      "               51.6000°N 0.1119°W\n",
      "              </span>\n",
      "              <span style=\"display:none\">\n",
      "               ﻿ /\n",
      "               <span class=\"geo\">\n",
      "                51.6000; -0.1119\n",
      "               </span>\n",
      "              </span>\n",
      "              <span style=\"display:none\">\n",
      "               ﻿ (\n",
      "               <span class=\"fn org\">\n",
      "                Haringey\n",
      "               </span>\n",
      "               )\n",
      "              </span>\n",
      "             </span>\n",
      "            </span>\n",
      "           </a>\n",
      "          </span>\n",
      "         </td>\n",
      "         <td>\n",
      "          29\n",
      "         </td>\n",
      "        </tr>\n",
      "        <tr>\n",
      "         <td>\n",
      "          <a href=\"/wiki/London_Borough_of_Harrow\" title=\"London Borough of Harrow\">\n",
      "           Harrow\n",
      "          </a>\n",
      "         </td>\n",
      "         <td>\n",
      "         </td>\n",
      "         <td>\n",
      "         </td>\n",
      "         <td>\n",
      "          <a href=\"/wiki/Harrow_London_Borough_Council\" title=\"Harrow London Borough Council\">\n",
      "           Harrow London Borough Council\n",
      "          </a>\n",
      "         </td>\n",
      "         <td>\n",
      "          <a href=\"/wiki/Labour_Party_(UK)\" title=\"Labour Party (UK)\">\n",
      "           Labour\n",
      "          </a>\n",
      "         </td>\n",
      "         <td>\n",
      "          <a class=\"new\" href=\"/w/index.php?title=Harrow_Civic_Centre&amp;action=edit&amp;redlink=1\" title=\"Harrow Civic Centre (page does not exist)\">\n",
      "           Civic Centre\n",
      "          </a>\n",
      "          , Station Road\n",
      "         </td>\n",
      "         <td>\n",
      "          19.49\n",
      "         </td>\n",
      "         <td>\n",
      "          243,372\n",
      "         </td>\n",
      "         <td>\n",
      "          <span class=\"plainlinks nourlexpansion\">\n",
      "           <a class=\"external text\" href=\"//tools.wmflabs.org/geohack/geohack.php?pagename=List_of_London_boroughs&amp;params=51.5898_N_0.3346_W_region:GB_type:city&amp;title=Harrow\">\n",
      "            <span class=\"geo-nondefault\">\n",
      "             <span class=\"geo-dms\" title=\"Maps, aerial photos, and other data for this location\">\n",
      "              <span class=\"latitude\">\n",
      "               51°35′23″N\n",
      "              </span>\n",
      "              <span class=\"longitude\">\n",
      "               0°20′05″W\n",
      "              </span>\n",
      "             </span>\n",
      "            </span>\n",
      "            <span class=\"geo-multi-punct\">\n",
      "             ﻿ / ﻿\n",
      "            </span>\n",
      "            <span class=\"geo-default\">\n",
      "             <span class=\"vcard\">\n",
      "              <span class=\"geo-dec\" title=\"Maps, aerial photos, and other data for this location\">\n",
      "               51.5898°N 0.3346°W\n",
      "              </span>\n",
      "              <span style=\"display:none\">\n",
      "               ﻿ /\n",
      "               <span class=\"geo\">\n",
      "                51.5898; -0.3346\n",
      "               </span>\n",
      "              </span>\n",
      "              <span style=\"display:none\">\n",
      "               ﻿ (\n",
      "               <span class=\"fn org\">\n",
      "                Harrow\n",
      "               </span>\n",
      "               )\n",
      "              </span>\n",
      "             </span>\n",
      "            </span>\n",
      "           </a>\n",
      "          </span>\n",
      "         </td>\n",
      "         <td>\n",
      "          32\n",
      "         </td>\n",
      "        </tr>\n",
      "        <tr>\n",
      "         <td>\n",
      "          <a href=\"/wiki/London_Borough_of_Havering\" title=\"London Borough of Havering\">\n",
      "           Havering\n",
      "          </a>\n",
      "         </td>\n",
      "         <td>\n",
      "         </td>\n",
      "         <td>\n",
      "         </td>\n",
      "         <td>\n",
      "          <a href=\"/wiki/Havering_London_Borough_Council\" title=\"Havering London Borough Council\">\n",
      "           Havering London Borough Council\n",
      "          </a>\n",
      "         </td>\n",
      "         <td>\n",
      "          <a href=\"/wiki/Conservative_Party_(UK)\" title=\"Conservative Party (UK)\">\n",
      "           Conservative\n",
      "          </a>\n",
      "          (council\n",
      "          <a href=\"/wiki/No_overall_control\" title=\"No overall control\">\n",
      "           NOC\n",
      "          </a>\n",
      "          )\n",
      "         </td>\n",
      "         <td>\n",
      "          <a class=\"new\" href=\"/w/index.php?title=Havering_Town_Hall&amp;action=edit&amp;redlink=1\" title=\"Havering Town Hall (page does not exist)\">\n",
      "           Town Hall\n",
      "          </a>\n",
      "          , Main Road\n",
      "         </td>\n",
      "         <td>\n",
      "          43.35\n",
      "         </td>\n",
      "         <td>\n",
      "          242,080\n",
      "         </td>\n",
      "         <td>\n",
      "          <span class=\"plainlinks nourlexpansion\">\n",
      "           <a class=\"external text\" href=\"//tools.wmflabs.org/geohack/geohack.php?pagename=List_of_London_boroughs&amp;params=51.5812_N_0.1837_E_region:GB_type:city&amp;title=Havering\">\n",
      "            <span class=\"geo-nondefault\">\n",
      "             <span class=\"geo-dms\" title=\"Maps, aerial photos, and other data for this location\">\n",
      "              <span class=\"latitude\">\n",
      "               51°34′52″N\n",
      "              </span>\n",
      "              <span class=\"longitude\">\n",
      "               0°11′01″E\n",
      "              </span>\n",
      "             </span>\n",
      "            </span>\n",
      "            <span class=\"geo-multi-punct\">\n",
      "             ﻿ / ﻿\n",
      "            </span>\n",
      "            <span class=\"geo-default\">\n",
      "             <span class=\"vcard\">\n",
      "              <span class=\"geo-dec\" title=\"Maps, aerial photos, and other data for this location\">\n",
      "               51.5812°N 0.1837°E\n",
      "              </span>\n",
      "              <span style=\"display:none\">\n",
      "               ﻿ /\n",
      "               <span class=\"geo\">\n",
      "                51.5812; 0.1837\n",
      "               </span>\n",
      "              </span>\n",
      "              <span style=\"display:none\">\n",
      "               ﻿ (\n",
      "               <span class=\"fn org\">\n",
      "                Havering\n",
      "               </span>\n",
      "               )\n",
      "              </span>\n",
      "             </span>\n",
      "            </span>\n",
      "           </a>\n",
      "          </span>\n",
      "         </td>\n",
      "         <td>\n",
      "          24\n",
      "         </td>\n",
      "        </tr>\n",
      "        <tr>\n",
      "         <td>\n",
      "          <a href=\"/wiki/London_Borough_of_Hillingdon\" title=\"London Borough of Hillingdon\">\n",
      "           Hillingdon\n",
      "          </a>\n",
      "         </td>\n",
      "         <td>\n",
      "         </td>\n",
      "         <td>\n",
      "         </td>\n",
      "         <td>\n",
      "          <a href=\"/wiki/Hillingdon_London_Borough_Council\" title=\"Hillingdon London Borough Council\">\n",
      "           Hillingdon London Borough Council\n",
      "          </a>\n",
      "         </td>\n",
      "         <td>\n",
      "          <a href=\"/wiki/Conservative_Party_(UK)\" title=\"Conservative Party (UK)\">\n",
      "           Conservative\n",
      "          </a>\n",
      "         </td>\n",
      "         <td>\n",
      "          <a href=\"/wiki/Hillingdon_Civic_Centre\" title=\"Hillingdon Civic Centre\">\n",
      "           Civic Centre\n",
      "          </a>\n",
      "          , High Street\n",
      "         </td>\n",
      "         <td>\n",
      "          44.67\n",
      "         </td>\n",
      "         <td>\n",
      "          286,806\n",
      "         </td>\n",
      "         <td>\n",
      "          <span class=\"plainlinks nourlexpansion\">\n",
      "           <a class=\"external text\" href=\"//tools.wmflabs.org/geohack/geohack.php?pagename=List_of_London_boroughs&amp;params=51.5441_N_0.476_W_region:GB_type:city&amp;title=Hillingdon\">\n",
      "            <span class=\"geo-nondefault\">\n",
      "             <span class=\"geo-dms\" title=\"Maps, aerial photos, and other data for this location\">\n",
      "              <span class=\"latitude\">\n",
      "               51°32′39″N\n",
      "              </span>\n",
      "              <span class=\"longitude\">\n",
      "               0°28′34″W\n",
      "              </span>\n",
      "             </span>\n",
      "            </span>\n",
      "            <span class=\"geo-multi-punct\">\n",
      "             ﻿ / ﻿\n",
      "            </span>\n",
      "            <span class=\"geo-default\">\n",
      "             <span class=\"vcard\">\n",
      "              <span class=\"geo-dec\" title=\"Maps, aerial photos, and other data for this location\">\n",
      "               51.5441°N 0.4760°W\n",
      "              </span>\n",
      "              <span style=\"display:none\">\n",
      "               ﻿ /\n",
      "               <span class=\"geo\">\n",
      "                51.5441; -0.4760\n",
      "               </span>\n",
      "              </span>\n",
      "              <span style=\"display:none\">\n",
      "               ﻿ (\n",
      "               <span class=\"fn org\">\n",
      "                Hillingdon\n",
      "               </span>\n",
      "               )\n",
      "              </span>\n",
      "             </span>\n",
      "            </span>\n",
      "           </a>\n",
      "          </span>\n",
      "         </td>\n",
      "         <td>\n",
      "          33\n",
      "         </td>\n",
      "        </tr>\n",
      "        <tr>\n",
      "         <td>\n",
      "          <a href=\"/wiki/London_Borough_of_Hounslow\" title=\"London Borough of Hounslow\">\n",
      "           Hounslow\n",
      "          </a>\n",
      "         </td>\n",
      "         <td>\n",
      "         </td>\n",
      "         <td>\n",
      "         </td>\n",
      "         <td>\n",
      "          <a href=\"/wiki/Hounslow_London_Borough_Council\" title=\"Hounslow London Borough Council\">\n",
      "           Hounslow London Borough Council\n",
      "          </a>\n",
      "         </td>\n",
      "         <td>\n",
      "          <a href=\"/wiki/Labour_Party_(UK)\" title=\"Labour Party (UK)\">\n",
      "           Labour\n",
      "          </a>\n",
      "         </td>\n",
      "         <td>\n",
      "          <a class=\"new\" href=\"/w/index.php?title=Hounslow_Civic_Centre&amp;action=edit&amp;redlink=1\" title=\"Hounslow Civic Centre (page does not exist)\">\n",
      "           Civic Centre\n",
      "          </a>\n",
      "          , Lampton Road\n",
      "         </td>\n",
      "         <td>\n",
      "          21.61\n",
      "         </td>\n",
      "         <td>\n",
      "          262,407\n",
      "         </td>\n",
      "         <td>\n",
      "          <span class=\"plainlinks nourlexpansion\">\n",
      "           <a class=\"external text\" href=\"//tools.wmflabs.org/geohack/geohack.php?pagename=List_of_London_boroughs&amp;params=51.4746_N_0.368_W_region:GB_type:city&amp;title=Hounslow\">\n",
      "            <span class=\"geo-nondefault\">\n",
      "             <span class=\"geo-dms\" title=\"Maps, aerial photos, and other data for this location\">\n",
      "              <span class=\"latitude\">\n",
      "               51°28′29″N\n",
      "              </span>\n",
      "              <span class=\"longitude\">\n",
      "               0°22′05″W\n",
      "              </span>\n",
      "             </span>\n",
      "            </span>\n",
      "            <span class=\"geo-multi-punct\">\n",
      "             ﻿ / ﻿\n",
      "            </span>\n",
      "            <span class=\"geo-default\">\n",
      "             <span class=\"vcard\">\n",
      "              <span class=\"geo-dec\" title=\"Maps, aerial photos, and other data for this location\">\n",
      "               51.4746°N 0.3680°W\n",
      "              </span>\n",
      "              <span style=\"display:none\">\n",
      "               ﻿ /\n",
      "               <span class=\"geo\">\n",
      "                51.4746; -0.3680\n",
      "               </span>\n",
      "              </span>\n",
      "              <span style=\"display:none\">\n",
      "               ﻿ (\n",
      "               <span class=\"fn org\">\n",
      "                Hounslow\n",
      "               </span>\n",
      "               )\n",
      "              </span>\n",
      "             </span>\n",
      "            </span>\n",
      "           </a>\n",
      "          </span>\n",
      "         </td>\n",
      "         <td>\n",
      "          14\n",
      "         </td>\n",
      "        </tr>\n",
      "        <tr>\n",
      "         <td>\n",
      "          <a href=\"/wiki/London_Borough_of_Islington\" title=\"London Borough of Islington\">\n",
      "           Islington\n",
      "          </a>\n",
      "         </td>\n",
      "         <td>\n",
      "          <img alt=\"☑\" data-file-height=\"600\" data-file-width=\"600\" decoding=\"async\" height=\"20\" src=\"//upload.wikimedia.org/wikipedia/en/thumb/f/fb/Yes_check.svg/20px-Yes_check.svg.png\" srcset=\"//upload.wikimedia.org/wikipedia/en/thumb/f/fb/Yes_check.svg/30px-Yes_check.svg.png 1.5x, //upload.wikimedia.org/wikipedia/en/thumb/f/fb/Yes_check.svg/40px-Yes_check.svg.png 2x\" width=\"20\"/>\n",
      "          <span style=\"display:none\">\n",
      "           Y\n",
      "          </span>\n",
      "         </td>\n",
      "         <td>\n",
      "         </td>\n",
      "         <td>\n",
      "          <a href=\"/wiki/Islington_London_Borough_Council\" title=\"Islington London Borough Council\">\n",
      "           Islington London Borough Council\n",
      "          </a>\n",
      "         </td>\n",
      "         <td>\n",
      "          <a href=\"/wiki/Labour_Party_(UK)\" title=\"Labour Party (UK)\">\n",
      "           Labour\n",
      "          </a>\n",
      "         </td>\n",
      "         <td>\n",
      "          <a class=\"new\" href=\"/w/index.php?title=Islington_Municipal_Offices&amp;action=edit&amp;redlink=1\" title=\"Islington Municipal Offices (page does not exist)\">\n",
      "           Municipal Offices\n",
      "          </a>\n",
      "          , 222 Upper Street\n",
      "         </td>\n",
      "         <td>\n",
      "          5.74\n",
      "         </td>\n",
      "         <td>\n",
      "          215,667\n",
      "         </td>\n",
      "         <td>\n",
      "          <span class=\"plainlinks nourlexpansion\">\n",
      "           <a class=\"external text\" href=\"//tools.wmflabs.org/geohack/geohack.php?pagename=List_of_London_boroughs&amp;params=51.5416_N_0.1022_W_region:GB_type:city&amp;title=Islington\">\n",
      "            <span class=\"geo-nondefault\">\n",
      "             <span class=\"geo-dms\" title=\"Maps, aerial photos, and other data for this location\">\n",
      "              <span class=\"latitude\">\n",
      "               51°32′30″N\n",
      "              </span>\n",
      "              <span class=\"longitude\">\n",
      "               0°06′08″W\n",
      "              </span>\n",
      "             </span>\n",
      "            </span>\n",
      "            <span class=\"geo-multi-punct\">\n",
      "             ﻿ / ﻿\n",
      "            </span>\n",
      "            <span class=\"geo-default\">\n",
      "             <span class=\"vcard\">\n",
      "              <span class=\"geo-dec\" title=\"Maps, aerial photos, and other data for this location\">\n",
      "               51.5416°N 0.1022°W\n",
      "              </span>\n",
      "              <span style=\"display:none\">\n",
      "               ﻿ /\n",
      "               <span class=\"geo\">\n",
      "                51.5416; -0.1022\n",
      "               </span>\n",
      "              </span>\n",
      "              <span style=\"display:none\">\n",
      "               ﻿ (\n",
      "               <span class=\"fn org\">\n",
      "                Islington\n",
      "               </span>\n",
      "               )\n",
      "              </span>\n",
      "             </span>\n",
      "            </span>\n",
      "           </a>\n",
      "          </span>\n",
      "         </td>\n",
      "         <td>\n",
      "          10\n",
      "         </td>\n",
      "        </tr>\n",
      "        <tr>\n",
      "         <td>\n",
      "          <a href=\"/wiki/Royal_Borough_of_Kensington_and_Chelsea\" title=\"Royal Borough of Kensington and Chelsea\">\n",
      "           Kensington and Chelsea\n",
      "          </a>\n",
      "         </td>\n",
      "         <td>\n",
      "          <img alt=\"☑\" data-file-height=\"600\" data-file-width=\"600\" decoding=\"async\" height=\"20\" src=\"//upload.wikimedia.org/wikipedia/en/thumb/f/fb/Yes_check.svg/20px-Yes_check.svg.png\" srcset=\"//upload.wikimedia.org/wikipedia/en/thumb/f/fb/Yes_check.svg/30px-Yes_check.svg.png 1.5x, //upload.wikimedia.org/wikipedia/en/thumb/f/fb/Yes_check.svg/40px-Yes_check.svg.png 2x\" width=\"20\"/>\n",
      "          <span style=\"display:none\">\n",
      "           Y\n",
      "          </span>\n",
      "         </td>\n",
      "         <td>\n",
      "          <a class=\"mw-redirect\" href=\"/wiki/Royal_borough\" title=\"Royal borough\">\n",
      "           Royal\n",
      "          </a>\n",
      "         </td>\n",
      "         <td>\n",
      "          <a href=\"/wiki/Kensington_and_Chelsea_London_Borough_Council\" title=\"Kensington and Chelsea London Borough Council\">\n",
      "           Kensington and Chelsea London Borough Council\n",
      "          </a>\n",
      "         </td>\n",
      "         <td>\n",
      "          <a href=\"/wiki/Conservative_Party_(UK)\" title=\"Conservative Party (UK)\">\n",
      "           Conservative\n",
      "          </a>\n",
      "         </td>\n",
      "         <td>\n",
      "          <a href=\"/wiki/Kensington_Town_Hall,_London\" title=\"Kensington Town Hall, London\">\n",
      "           The Town Hall\n",
      "          </a>\n",
      "          ,\n",
      "          <a href=\"/wiki/Hornton_Street\" title=\"Hornton Street\">\n",
      "           Hornton Street\n",
      "          </a>\n",
      "         </td>\n",
      "         <td>\n",
      "          4.68\n",
      "         </td>\n",
      "         <td>\n",
      "          155,594\n",
      "         </td>\n",
      "         <td>\n",
      "          <span class=\"plainlinks nourlexpansion\">\n",
      "           <a class=\"external text\" href=\"//tools.wmflabs.org/geohack/geohack.php?pagename=List_of_London_boroughs&amp;params=51.502_N_0.1947_W_region:GB_type:city&amp;title=Kensington+and+Chelsea\">\n",
      "            <span class=\"geo-nondefault\">\n",
      "             <span class=\"geo-dms\" title=\"Maps, aerial photos, and other data for this location\">\n",
      "              <span class=\"latitude\">\n",
      "               51°30′07″N\n",
      "              </span>\n",
      "              <span class=\"longitude\">\n",
      "               0°11′41″W\n",
      "              </span>\n",
      "             </span>\n",
      "            </span>\n",
      "            <span class=\"geo-multi-punct\">\n",
      "             ﻿ / ﻿\n",
      "            </span>\n",
      "            <span class=\"geo-default\">\n",
      "             <span class=\"vcard\">\n",
      "              <span class=\"geo-dec\" title=\"Maps, aerial photos, and other data for this location\">\n",
      "               51.5020°N 0.1947°W\n",
      "              </span>\n",
      "              <span style=\"display:none\">\n",
      "               ﻿ /\n",
      "               <span class=\"geo\">\n",
      "                51.5020; -0.1947\n",
      "               </span>\n",
      "              </span>\n",
      "              <span style=\"display:none\">\n",
      "               ﻿ (\n",
      "               <span class=\"fn org\">\n",
      "                Kensington and Chelsea\n",
      "               </span>\n",
      "               )\n",
      "              </span>\n",
      "             </span>\n",
      "            </span>\n",
      "           </a>\n",
      "          </span>\n",
      "         </td>\n",
      "         <td>\n",
      "          3\n",
      "         </td>\n",
      "        </tr>\n",
      "        <tr>\n",
      "         <td>\n",
      "          <a href=\"/wiki/Royal_Borough_of_Kingston_upon_Thames\" title=\"Royal Borough of Kingston upon Thames\">\n",
      "           Kingston upon Thames\n",
      "          </a>\n",
      "         </td>\n",
      "         <td>\n",
      "         </td>\n",
      "         <td>\n",
      "          <a class=\"mw-redirect\" href=\"/wiki/Royal_borough\" title=\"Royal borough\">\n",
      "           Royal\n",
      "          </a>\n",
      "         </td>\n",
      "         <td>\n",
      "          <a href=\"/wiki/Kingston_upon_Thames_London_Borough_Council\" title=\"Kingston upon Thames London Borough Council\">\n",
      "           Kingston upon Thames London Borough Council\n",
      "          </a>\n",
      "         </td>\n",
      "         <td>\n",
      "          <a href=\"/wiki/Liberal_Democrats_(UK)\" title=\"Liberal Democrats (UK)\">\n",
      "           Liberal Democrat\n",
      "          </a>\n",
      "         </td>\n",
      "         <td>\n",
      "          <a href=\"/wiki/Kingston_upon_Thames_Guildhall\" title=\"Kingston upon Thames Guildhall\">\n",
      "           Guildhall\n",
      "          </a>\n",
      "          , High Street\n",
      "         </td>\n",
      "         <td>\n",
      "          14.38\n",
      "         </td>\n",
      "         <td>\n",
      "          166,793\n",
      "         </td>\n",
      "         <td>\n",
      "          <span class=\"plainlinks nourlexpansion\">\n",
      "           <a class=\"external text\" href=\"//tools.wmflabs.org/geohack/geohack.php?pagename=List_of_London_boroughs&amp;params=51.4085_N_0.3064_W_region:GB_type:city&amp;title=Kingston+upon+Thames\">\n",
      "            <span class=\"geo-nondefault\">\n",
      "             <span class=\"geo-dms\" title=\"Maps, aerial photos, and other data for this location\">\n",
      "              <span class=\"latitude\">\n",
      "               51°24′31″N\n",
      "              </span>\n",
      "              <span class=\"longitude\">\n",
      "               0°18′23″W\n",
      "              </span>\n",
      "             </span>\n",
      "            </span>\n",
      "            <span class=\"geo-multi-punct\">\n",
      "             ﻿ / ﻿\n",
      "            </span>\n",
      "            <span class=\"geo-default\">\n",
      "             <span class=\"vcard\">\n",
      "              <span class=\"geo-dec\" title=\"Maps, aerial photos, and other data for this location\">\n",
      "               51.4085°N 0.3064°W\n",
      "              </span>\n",
      "              <span style=\"display:none\">\n",
      "               ﻿ /\n",
      "               <span class=\"geo\">\n",
      "                51.4085; -0.3064\n",
      "               </span>\n",
      "              </span>\n",
      "              <span style=\"display:none\">\n",
      "               ﻿ (\n",
      "               <span class=\"fn org\">\n",
      "                Kingston upon Thames\n",
      "               </span>\n",
      "               )\n",
      "              </span>\n",
      "             </span>\n",
      "            </span>\n",
      "           </a>\n",
      "          </span>\n",
      "         </td>\n",
      "         <td>\n",
      "          16\n",
      "         </td>\n",
      "        </tr>\n",
      "        <tr>\n",
      "         <td>\n",
      "          <a href=\"/wiki/London_Borough_of_Lambeth\" title=\"London Borough of Lambeth\">\n",
      "           Lambeth\n",
      "          </a>\n",
      "         </td>\n",
      "         <td>\n",
      "          <img alt=\"☑\" data-file-height=\"600\" data-file-width=\"600\" decoding=\"async\" height=\"20\" src=\"//upload.wikimedia.org/wikipedia/en/thumb/f/fb/Yes_check.svg/20px-Yes_check.svg.png\" srcset=\"//upload.wikimedia.org/wikipedia/en/thumb/f/fb/Yes_check.svg/30px-Yes_check.svg.png 1.5x, //upload.wikimedia.org/wikipedia/en/thumb/f/fb/Yes_check.svg/40px-Yes_check.svg.png 2x\" width=\"20\"/>\n",
      "          <span style=\"display:none\">\n",
      "           Y\n",
      "          </span>\n",
      "         </td>\n",
      "         <td>\n",
      "         </td>\n",
      "         <td>\n",
      "          <a href=\"/wiki/Lambeth_London_Borough_Council\" title=\"Lambeth London Borough Council\">\n",
      "           Lambeth London Borough Council\n",
      "          </a>\n",
      "         </td>\n",
      "         <td>\n",
      "          <a href=\"/wiki/Labour_Party_(UK)\" title=\"Labour Party (UK)\">\n",
      "           Labour\n",
      "          </a>\n",
      "         </td>\n",
      "         <td>\n",
      "          <a href=\"/wiki/Lambeth_Town_Hall\" title=\"Lambeth Town Hall\">\n",
      "           Lambeth Town Hall\n",
      "          </a>\n",
      "          , Brixton Hill\n",
      "         </td>\n",
      "         <td>\n",
      "          10.36\n",
      "         </td>\n",
      "         <td>\n",
      "          314,242\n",
      "         </td>\n",
      "         <td>\n",
      "          <span class=\"plainlinks nourlexpansion\">\n",
      "           <a class=\"external text\" href=\"//tools.wmflabs.org/geohack/geohack.php?pagename=List_of_London_boroughs&amp;params=51.4607_N_0.1163_W_region:GB_type:city&amp;title=Lambeth\">\n",
      "            <span class=\"geo-nondefault\">\n",
      "             <span class=\"geo-dms\" title=\"Maps, aerial photos, and other data for this location\">\n",
      "              <span class=\"latitude\">\n",
      "               51°27′39″N\n",
      "              </span>\n",
      "              <span class=\"longitude\">\n",
      "               0°06′59″W\n",
      "              </span>\n",
      "             </span>\n",
      "            </span>\n",
      "            <span class=\"geo-multi-punct\">\n",
      "             ﻿ / ﻿\n",
      "            </span>\n",
      "            <span class=\"geo-default\">\n",
      "             <span class=\"vcard\">\n",
      "              <span class=\"geo-dec\" title=\"Maps, aerial photos, and other data for this location\">\n",
      "               51.4607°N 0.1163°W\n",
      "              </span>\n",
      "              <span style=\"display:none\">\n",
      "               ﻿ /\n",
      "               <span class=\"geo\">\n",
      "                51.4607; -0.1163\n",
      "               </span>\n",
      "              </span>\n",
      "              <span style=\"display:none\">\n",
      "               ﻿ (\n",
      "               <span class=\"fn org\">\n",
      "                Lambeth\n",
      "               </span>\n",
      "               )\n",
      "              </span>\n",
      "             </span>\n",
      "            </span>\n",
      "           </a>\n",
      "          </span>\n",
      "         </td>\n",
      "         <td>\n",
      "          6\n",
      "         </td>\n",
      "        </tr>\n",
      "        <tr>\n",
      "         <td>\n",
      "          <a href=\"/wiki/London_Borough_of_Lewisham\" title=\"London Borough of Lewisham\">\n",
      "           Lewisham\n",
      "          </a>\n",
      "         </td>\n",
      "         <td>\n",
      "          <img alt=\"☑\" data-file-height=\"600\" data-file-width=\"600\" decoding=\"async\" height=\"20\" src=\"//upload.wikimedia.org/wikipedia/en/thumb/f/fb/Yes_check.svg/20px-Yes_check.svg.png\" srcset=\"//upload.wikimedia.org/wikipedia/en/thumb/f/fb/Yes_check.svg/30px-Yes_check.svg.png 1.5x, //upload.wikimedia.org/wikipedia/en/thumb/f/fb/Yes_check.svg/40px-Yes_check.svg.png 2x\" width=\"20\"/>\n",
      "          <span style=\"display:none\">\n",
      "           Y\n",
      "          </span>\n",
      "         </td>\n",
      "         <td>\n",
      "         </td>\n",
      "         <td>\n",
      "          <a href=\"/wiki/Lewisham_London_Borough_Council\" title=\"Lewisham London Borough Council\">\n",
      "           Lewisham London Borough Council\n",
      "          </a>\n",
      "         </td>\n",
      "         <td>\n",
      "          <a href=\"/wiki/Labour_Party_(UK)\" title=\"Labour Party (UK)\">\n",
      "           Labour\n",
      "          </a>\n",
      "         </td>\n",
      "         <td>\n",
      "          <a class=\"new\" href=\"/w/index.php?title=Lewisham_Town_Hall&amp;action=edit&amp;redlink=1\" title=\"Lewisham Town Hall (page does not exist)\">\n",
      "           Town Hall\n",
      "          </a>\n",
      "          , 1 Catford Road\n",
      "         </td>\n",
      "         <td>\n",
      "          13.57\n",
      "         </td>\n",
      "         <td>\n",
      "          286,180\n",
      "         </td>\n",
      "         <td>\n",
      "          <span class=\"plainlinks nourlexpansion\">\n",
      "           <a class=\"external text\" href=\"//tools.wmflabs.org/geohack/geohack.php?pagename=List_of_London_boroughs&amp;params=51.4452_N_0.0209_W_region:GB_type:city&amp;title=Lewisham\">\n",
      "            <span class=\"geo-nondefault\">\n",
      "             <span class=\"geo-dms\" title=\"Maps, aerial photos, and other data for this location\">\n",
      "              <span class=\"latitude\">\n",
      "               51°26′43″N\n",
      "              </span>\n",
      "              <span class=\"longitude\">\n",
      "               0°01′15″W\n",
      "              </span>\n",
      "             </span>\n",
      "            </span>\n",
      "            <span class=\"geo-multi-punct\">\n",
      "             ﻿ / ﻿\n",
      "            </span>\n",
      "            <span class=\"geo-default\">\n",
      "             <span class=\"vcard\">\n",
      "              <span class=\"geo-dec\" title=\"Maps, aerial photos, and other data for this location\">\n",
      "               51.4452°N 0.0209°W\n",
      "              </span>\n",
      "              <span style=\"display:none\">\n",
      "               ﻿ /\n",
      "               <span class=\"geo\">\n",
      "                51.4452; -0.0209\n",
      "               </span>\n",
      "              </span>\n",
      "              <span style=\"display:none\">\n",
      "               ﻿ (\n",
      "               <span class=\"fn org\">\n",
      "                Lewisham\n",
      "               </span>\n",
      "               )\n",
      "              </span>\n",
      "             </span>\n",
      "            </span>\n",
      "           </a>\n",
      "          </span>\n",
      "         </td>\n",
      "         <td>\n",
      "          21\n",
      "         </td>\n",
      "        </tr>\n",
      "        <tr>\n",
      "         <td>\n",
      "          <a href=\"/wiki/London_Borough_of_Merton\" title=\"London Borough of Merton\">\n",
      "           Merton\n",
      "          </a>\n",
      "         </td>\n",
      "         <td>\n",
      "         </td>\n",
      "         <td>\n",
      "         </td>\n",
      "         <td>\n",
      "          <a href=\"/wiki/Merton_London_Borough_Council\" title=\"Merton London Borough Council\">\n",
      "           Merton London Borough Council\n",
      "          </a>\n",
      "         </td>\n",
      "         <td>\n",
      "          <a href=\"/wiki/Labour_Party_(UK)\" title=\"Labour Party (UK)\">\n",
      "           Labour\n",
      "          </a>\n",
      "         </td>\n",
      "         <td>\n",
      "          <a class=\"new\" href=\"/w/index.php?title=Merton_Civic_Centre&amp;action=edit&amp;redlink=1\" title=\"Merton Civic Centre (page does not exist)\">\n",
      "           Civic Centre\n",
      "          </a>\n",
      "          , London Road\n",
      "         </td>\n",
      "         <td>\n",
      "          14.52\n",
      "         </td>\n",
      "         <td>\n",
      "          203,223\n",
      "         </td>\n",
      "         <td>\n",
      "          <span class=\"plainlinks nourlexpansion\">\n",
      "           <a class=\"external text\" href=\"//tools.wmflabs.org/geohack/geohack.php?pagename=List_of_London_boroughs&amp;params=51.4014_N_0.1958_W_region:GB_type:city&amp;title=Merton\">\n",
      "            <span class=\"geo-nondefault\">\n",
      "             <span class=\"geo-dms\" title=\"Maps, aerial photos, and other data for this location\">\n",
      "              <span class=\"latitude\">\n",
      "               51°24′05″N\n",
      "              </span>\n",
      "              <span class=\"longitude\">\n",
      "               0°11′45″W\n",
      "              </span>\n",
      "             </span>\n",
      "            </span>\n",
      "            <span class=\"geo-multi-punct\">\n",
      "             ﻿ / ﻿\n",
      "            </span>\n",
      "            <span class=\"geo-default\">\n",
      "             <span class=\"vcard\">\n",
      "              <span class=\"geo-dec\" title=\"Maps, aerial photos, and other data for this location\">\n",
      "               51.4014°N 0.1958°W\n",
      "              </span>\n",
      "              <span style=\"display:none\">\n",
      "               ﻿ /\n",
      "               <span class=\"geo\">\n",
      "                51.4014; -0.1958\n",
      "               </span>\n",
      "              </span>\n",
      "              <span style=\"display:none\">\n",
      "               ﻿ (\n",
      "               <span class=\"fn org\">\n",
      "                Merton\n",
      "               </span>\n",
      "               )\n",
      "              </span>\n",
      "             </span>\n",
      "            </span>\n",
      "           </a>\n",
      "          </span>\n",
      "         </td>\n",
      "         <td>\n",
      "          17\n",
      "         </td>\n",
      "        </tr>\n",
      "        <tr>\n",
      "         <td>\n",
      "          <a href=\"/wiki/London_Borough_of_Newham\" title=\"London Borough of Newham\">\n",
      "           Newham\n",
      "          </a>\n",
      "         </td>\n",
      "         <td>\n",
      "          <sup class=\"reference\" id=\"cite_ref-note2_4-2\">\n",
      "           <a href=\"#cite_note-note2-4\">\n",
      "            [note 3]\n",
      "           </a>\n",
      "          </sup>\n",
      "         </td>\n",
      "         <td>\n",
      "         </td>\n",
      "         <td>\n",
      "          <a href=\"/wiki/Newham_London_Borough_Council\" title=\"Newham London Borough Council\">\n",
      "           Newham London Borough Council\n",
      "          </a>\n",
      "         </td>\n",
      "         <td>\n",
      "          <a href=\"/wiki/Labour_Party_(UK)\" title=\"Labour Party (UK)\">\n",
      "           Labour\n",
      "          </a>\n",
      "         </td>\n",
      "         <td>\n",
      "          <a class=\"new\" href=\"/w/index.php?title=Newham_Dockside&amp;action=edit&amp;redlink=1\" title=\"Newham Dockside (page does not exist)\">\n",
      "           Newham Dockside\n",
      "          </a>\n",
      "          , 1000 Dockside Road\n",
      "         </td>\n",
      "         <td>\n",
      "          13.98\n",
      "         </td>\n",
      "         <td>\n",
      "          318,227\n",
      "         </td>\n",
      "         <td>\n",
      "          <span class=\"plainlinks nourlexpansion\">\n",
      "           <a class=\"external text\" href=\"//tools.wmflabs.org/geohack/geohack.php?pagename=List_of_London_boroughs&amp;params=51.5077_N_0.0469_E_region:GB_type:city&amp;title=Newham\">\n",
      "            <span class=\"geo-nondefault\">\n",
      "             <span class=\"geo-dms\" title=\"Maps, aerial photos, and other data for this location\">\n",
      "              <span class=\"latitude\">\n",
      "               51°30′28″N\n",
      "              </span>\n",
      "              <span class=\"longitude\">\n",
      "               0°02′49″E\n",
      "              </span>\n",
      "             </span>\n",
      "            </span>\n",
      "            <span class=\"geo-multi-punct\">\n",
      "             ﻿ / ﻿\n",
      "            </span>\n",
      "            <span class=\"geo-default\">\n",
      "             <span class=\"vcard\">\n",
      "              <span class=\"geo-dec\" title=\"Maps, aerial photos, and other data for this location\">\n",
      "               51.5077°N 0.0469°E\n",
      "              </span>\n",
      "              <span style=\"display:none\">\n",
      "               ﻿ /\n",
      "               <span class=\"geo\">\n",
      "                51.5077; 0.0469\n",
      "               </span>\n",
      "              </span>\n",
      "              <span style=\"display:none\">\n",
      "               ﻿ (\n",
      "               <span class=\"fn org\">\n",
      "                Newham\n",
      "               </span>\n",
      "               )\n",
      "              </span>\n",
      "             </span>\n",
      "            </span>\n",
      "           </a>\n",
      "          </span>\n",
      "         </td>\n",
      "         <td>\n",
      "          27\n",
      "         </td>\n",
      "        </tr>\n",
      "        <tr>\n",
      "         <td>\n",
      "          <a href=\"/wiki/London_Borough_of_Redbridge\" title=\"London Borough of Redbridge\">\n",
      "           Redbridge\n",
      "          </a>\n",
      "         </td>\n",
      "         <td>\n",
      "         </td>\n",
      "         <td>\n",
      "         </td>\n",
      "         <td>\n",
      "          <a href=\"/wiki/Redbridge_London_Borough_Council\" title=\"Redbridge London Borough Council\">\n",
      "           Redbridge London Borough Council\n",
      "          </a>\n",
      "         </td>\n",
      "         <td>\n",
      "          <a href=\"/wiki/Labour_Party_(UK)\" title=\"Labour Party (UK)\">\n",
      "           Labour\n",
      "          </a>\n",
      "         </td>\n",
      "         <td>\n",
      "          <a class=\"new\" href=\"/w/index.php?title=Redbridge_Town_Hall&amp;action=edit&amp;redlink=1\" title=\"Redbridge Town Hall (page does not exist)\">\n",
      "           Town Hall\n",
      "          </a>\n",
      "          , 128-142 High Road\n",
      "         </td>\n",
      "         <td>\n",
      "          21.78\n",
      "         </td>\n",
      "         <td>\n",
      "          288,272\n",
      "         </td>\n",
      "         <td>\n",
      "          <span class=\"plainlinks nourlexpansion\">\n",
      "           <a class=\"external text\" href=\"//tools.wmflabs.org/geohack/geohack.php?pagename=List_of_London_boroughs&amp;params=51.559_N_0.0741_E_region:GB_type:city&amp;title=Redbridge\">\n",
      "            <span class=\"geo-nondefault\">\n",
      "             <span class=\"geo-dms\" title=\"Maps, aerial photos, and other data for this location\">\n",
      "              <span class=\"latitude\">\n",
      "               51°33′32″N\n",
      "              </span>\n",
      "              <span class=\"longitude\">\n",
      "               0°04′27″E\n",
      "              </span>\n",
      "             </span>\n",
      "            </span>\n",
      "            <span class=\"geo-multi-punct\">\n",
      "             ﻿ / ﻿\n",
      "            </span>\n",
      "            <span class=\"geo-default\">\n",
      "             <span class=\"vcard\">\n",
      "              <span class=\"geo-dec\" title=\"Maps, aerial photos, and other data for this location\">\n",
      "               51.5590°N 0.0741°E\n",
      "              </span>\n",
      "              <span style=\"display:none\">\n",
      "               ﻿ /\n",
      "               <span class=\"geo\">\n",
      "                51.5590; 0.0741\n",
      "               </span>\n",
      "              </span>\n",
      "              <span style=\"display:none\">\n",
      "               ﻿ (\n",
      "               <span class=\"fn org\">\n",
      "                Redbridge\n",
      "               </span>\n",
      "               )\n",
      "              </span>\n",
      "             </span>\n",
      "            </span>\n",
      "           </a>\n",
      "          </span>\n",
      "         </td>\n",
      "         <td>\n",
      "          26\n",
      "         </td>\n",
      "        </tr>\n",
      "        <tr>\n",
      "         <td>\n",
      "          <a href=\"/wiki/London_Borough_of_Richmond_upon_Thames\" title=\"London Borough of Richmond upon Thames\">\n",
      "           Richmond upon Thames\n",
      "          </a>\n",
      "         </td>\n",
      "         <td>\n",
      "         </td>\n",
      "         <td>\n",
      "         </td>\n",
      "         <td>\n",
      "          <a href=\"/wiki/Richmond_upon_Thames_London_Borough_Council\" title=\"Richmond upon Thames London Borough Council\">\n",
      "           Richmond upon Thames London Borough Council\n",
      "          </a>\n",
      "         </td>\n",
      "         <td>\n",
      "          <a href=\"/wiki/Liberal_Democrats_(UK)\" title=\"Liberal Democrats (UK)\">\n",
      "           Liberal Democrat\n",
      "          </a>\n",
      "         </td>\n",
      "         <td>\n",
      "          <a class=\"new\" href=\"/w/index.php?title=Richmond_upon_Thames_Civic_Centre&amp;action=edit&amp;redlink=1\" title=\"Richmond upon Thames Civic Centre (page does not exist)\">\n",
      "           Civic Centre\n",
      "          </a>\n",
      "          , 44 York Street\n",
      "         </td>\n",
      "         <td>\n",
      "          22.17\n",
      "         </td>\n",
      "         <td>\n",
      "          191,365\n",
      "         </td>\n",
      "         <td>\n",
      "          <span class=\"plainlinks nourlexpansion\">\n",
      "           <a class=\"external text\" href=\"//tools.wmflabs.org/geohack/geohack.php?pagename=List_of_London_boroughs&amp;params=51.4479_N_0.326_W_region:GB_type:city&amp;title=Richmond+upon+Thames\">\n",
      "            <span class=\"geo-nondefault\">\n",
      "             <span class=\"geo-dms\" title=\"Maps, aerial photos, and other data for this location\">\n",
      "              <span class=\"latitude\">\n",
      "               51°26′52″N\n",
      "              </span>\n",
      "              <span class=\"longitude\">\n",
      "               0°19′34″W\n",
      "              </span>\n",
      "             </span>\n",
      "            </span>\n",
      "            <span class=\"geo-multi-punct\">\n",
      "             ﻿ / ﻿\n",
      "            </span>\n",
      "            <span class=\"geo-default\">\n",
      "             <span class=\"vcard\">\n",
      "              <span class=\"geo-dec\" title=\"Maps, aerial photos, and other data for this location\">\n",
      "               51.4479°N 0.3260°W\n",
      "              </span>\n",
      "              <span style=\"display:none\">\n",
      "               ﻿ /\n",
      "               <span class=\"geo\">\n",
      "                51.4479; -0.3260\n",
      "               </span>\n",
      "              </span>\n",
      "              <span style=\"display:none\">\n",
      "               ﻿ (\n",
      "               <span class=\"fn org\">\n",
      "                Richmond upon Thames\n",
      "               </span>\n",
      "               )\n",
      "              </span>\n",
      "             </span>\n",
      "            </span>\n",
      "           </a>\n",
      "          </span>\n",
      "         </td>\n",
      "         <td>\n",
      "          15\n",
      "         </td>\n",
      "        </tr>\n",
      "        <tr>\n",
      "         <td>\n",
      "          <a href=\"/wiki/London_Borough_of_Southwark\" title=\"London Borough of Southwark\">\n",
      "           Southwark\n",
      "          </a>\n",
      "         </td>\n",
      "         <td>\n",
      "          <img alt=\"☑\" data-file-height=\"600\" data-file-width=\"600\" decoding=\"async\" height=\"20\" src=\"//upload.wikimedia.org/wikipedia/en/thumb/f/fb/Yes_check.svg/20px-Yes_check.svg.png\" srcset=\"//upload.wikimedia.org/wikipedia/en/thumb/f/fb/Yes_check.svg/30px-Yes_check.svg.png 1.5x, //upload.wikimedia.org/wikipedia/en/thumb/f/fb/Yes_check.svg/40px-Yes_check.svg.png 2x\" width=\"20\"/>\n",
      "          <span style=\"display:none\">\n",
      "           Y\n",
      "          </span>\n",
      "         </td>\n",
      "         <td>\n",
      "         </td>\n",
      "         <td>\n",
      "          <a href=\"/wiki/Southwark_London_Borough_Council\" title=\"Southwark London Borough Council\">\n",
      "           Southwark London Borough Council\n",
      "          </a>\n",
      "         </td>\n",
      "         <td>\n",
      "          <a href=\"/wiki/Labour_Party_(UK)\" title=\"Labour Party (UK)\">\n",
      "           Labour\n",
      "          </a>\n",
      "         </td>\n",
      "         <td>\n",
      "          <a class=\"new\" href=\"/w/index.php?title=160_Tooley_Street&amp;action=edit&amp;redlink=1\" title=\"160 Tooley Street (page does not exist)\">\n",
      "           160 Tooley Street\n",
      "          </a>\n",
      "         </td>\n",
      "         <td>\n",
      "          11.14\n",
      "         </td>\n",
      "         <td>\n",
      "          298,464\n",
      "         </td>\n",
      "         <td>\n",
      "          <span class=\"plainlinks nourlexpansion\">\n",
      "           <a class=\"external text\" href=\"//tools.wmflabs.org/geohack/geohack.php?pagename=List_of_London_boroughs&amp;params=51.5035_N_0.0804_W_region:GB_type:city&amp;title=Southwark\">\n",
      "            <span class=\"geo-nondefault\">\n",
      "             <span class=\"geo-dms\" title=\"Maps, aerial photos, and other data for this location\">\n",
      "              <span class=\"latitude\">\n",
      "               51°30′13″N\n",
      "              </span>\n",
      "              <span class=\"longitude\">\n",
      "               0°04′49″W\n",
      "              </span>\n",
      "             </span>\n",
      "            </span>\n",
      "            <span class=\"geo-multi-punct\">\n",
      "             ﻿ / ﻿\n",
      "            </span>\n",
      "            <span class=\"geo-default\">\n",
      "             <span class=\"vcard\">\n",
      "              <span class=\"geo-dec\" title=\"Maps, aerial photos, and other data for this location\">\n",
      "               51.5035°N 0.0804°W\n",
      "              </span>\n",
      "              <span style=\"display:none\">\n",
      "               ﻿ /\n",
      "               <span class=\"geo\">\n",
      "                51.5035; -0.0804\n",
      "               </span>\n",
      "              </span>\n",
      "              <span style=\"display:none\">\n",
      "               ﻿ (\n",
      "               <span class=\"fn org\">\n",
      "                Southwark\n",
      "               </span>\n",
      "               )\n",
      "              </span>\n",
      "             </span>\n",
      "            </span>\n",
      "           </a>\n",
      "          </span>\n",
      "         </td>\n",
      "         <td>\n",
      "          7\n",
      "         </td>\n",
      "        </tr>\n",
      "        <tr>\n",
      "         <td>\n",
      "          <a href=\"/wiki/London_Borough_of_Sutton\" title=\"London Borough of Sutton\">\n",
      "           Sutton\n",
      "          </a>\n",
      "         </td>\n",
      "         <td>\n",
      "         </td>\n",
      "         <td>\n",
      "         </td>\n",
      "         <td>\n",
      "          <a href=\"/wiki/Sutton_London_Borough_Council\" title=\"Sutton London Borough Council\">\n",
      "           Sutton London Borough Council\n",
      "          </a>\n",
      "         </td>\n",
      "         <td>\n",
      "          <a href=\"/wiki/Liberal_Democrats_(UK)\" title=\"Liberal Democrats (UK)\">\n",
      "           Liberal Democrat\n",
      "          </a>\n",
      "         </td>\n",
      "         <td>\n",
      "          <a class=\"new\" href=\"/w/index.php?title=Sutton_Civic_Offices&amp;action=edit&amp;redlink=1\" title=\"Sutton Civic Offices (page does not exist)\">\n",
      "           Civic Offices\n",
      "          </a>\n",
      "          , St Nicholas Way\n",
      "         </td>\n",
      "         <td>\n",
      "          16.93\n",
      "         </td>\n",
      "         <td>\n",
      "          195,914\n",
      "         </td>\n",
      "         <td>\n",
      "          <span class=\"plainlinks nourlexpansion\">\n",
      "           <a class=\"external text\" href=\"//tools.wmflabs.org/geohack/geohack.php?pagename=List_of_London_boroughs&amp;params=51.3618_N_0.1945_W_region:GB_type:city&amp;title=Sutton\">\n",
      "            <span class=\"geo-nondefault\">\n",
      "             <span class=\"geo-dms\" title=\"Maps, aerial photos, and other data for this location\">\n",
      "              <span class=\"latitude\">\n",
      "               51°21′42″N\n",
      "              </span>\n",
      "              <span class=\"longitude\">\n",
      "               0°11′40″W\n",
      "              </span>\n",
      "             </span>\n",
      "            </span>\n",
      "            <span class=\"geo-multi-punct\">\n",
      "             ﻿ / ﻿\n",
      "            </span>\n",
      "            <span class=\"geo-default\">\n",
      "             <span class=\"vcard\">\n",
      "              <span class=\"geo-dec\" title=\"Maps, aerial photos, and other data for this location\">\n",
      "               51.3618°N 0.1945°W\n",
      "              </span>\n",
      "              <span style=\"display:none\">\n",
      "               ﻿ /\n",
      "               <span class=\"geo\">\n",
      "                51.3618; -0.1945\n",
      "               </span>\n",
      "              </span>\n",
      "              <span style=\"display:none\">\n",
      "               ﻿ (\n",
      "               <span class=\"fn org\">\n",
      "                Sutton\n",
      "               </span>\n",
      "               )\n",
      "              </span>\n",
      "             </span>\n",
      "            </span>\n",
      "           </a>\n",
      "          </span>\n",
      "         </td>\n",
      "         <td>\n",
      "          18\n",
      "         </td>\n",
      "        </tr>\n",
      "        <tr>\n",
      "         <td>\n",
      "          <a href=\"/wiki/London_Borough_of_Tower_Hamlets\" title=\"London Borough of Tower Hamlets\">\n",
      "           Tower Hamlets\n",
      "          </a>\n",
      "         </td>\n",
      "         <td>\n",
      "          <img alt=\"☑\" data-file-height=\"600\" data-file-width=\"600\" decoding=\"async\" height=\"20\" src=\"//upload.wikimedia.org/wikipedia/en/thumb/f/fb/Yes_check.svg/20px-Yes_check.svg.png\" srcset=\"//upload.wikimedia.org/wikipedia/en/thumb/f/fb/Yes_check.svg/30px-Yes_check.svg.png 1.5x, //upload.wikimedia.org/wikipedia/en/thumb/f/fb/Yes_check.svg/40px-Yes_check.svg.png 2x\" width=\"20\"/>\n",
      "          <span style=\"display:none\">\n",
      "           Y\n",
      "          </span>\n",
      "         </td>\n",
      "         <td>\n",
      "         </td>\n",
      "         <td>\n",
      "          <a href=\"/wiki/Tower_Hamlets_London_Borough_Council\" title=\"Tower Hamlets London Borough Council\">\n",
      "           Tower Hamlets London Borough Council\n",
      "          </a>\n",
      "         </td>\n",
      "         <td>\n",
      "          <a href=\"/wiki/Labour_Party_(UK)\" title=\"Labour Party (UK)\">\n",
      "           Labour\n",
      "          </a>\n",
      "         </td>\n",
      "         <td>\n",
      "          <a class=\"new\" href=\"/w/index.php?title=Tower_Hamlets_Town_Hall&amp;action=edit&amp;redlink=1\" title=\"Tower Hamlets Town Hall (page does not exist)\">\n",
      "           Town Hall\n",
      "          </a>\n",
      "          , Mulberry Place, 5 Clove Crescent\n",
      "         </td>\n",
      "         <td>\n",
      "          7.63\n",
      "         </td>\n",
      "         <td>\n",
      "          272,890\n",
      "         </td>\n",
      "         <td>\n",
      "          <span class=\"plainlinks nourlexpansion\">\n",
      "           <a class=\"external text\" href=\"//tools.wmflabs.org/geohack/geohack.php?pagename=List_of_London_boroughs&amp;params=51.5099_N_0.0059_W_region:GB_type:city&amp;title=Tower+Hamlets\">\n",
      "            <span class=\"geo-nondefault\">\n",
      "             <span class=\"geo-dms\" title=\"Maps, aerial photos, and other data for this location\">\n",
      "              <span class=\"latitude\">\n",
      "               51°30′36″N\n",
      "              </span>\n",
      "              <span class=\"longitude\">\n",
      "               0°00′21″W\n",
      "              </span>\n",
      "             </span>\n",
      "            </span>\n",
      "            <span class=\"geo-multi-punct\">\n",
      "             ﻿ / ﻿\n",
      "            </span>\n",
      "            <span class=\"geo-default\">\n",
      "             <span class=\"vcard\">\n",
      "              <span class=\"geo-dec\" title=\"Maps, aerial photos, and other data for this location\">\n",
      "               51.5099°N 0.0059°W\n",
      "              </span>\n",
      "              <span style=\"display:none\">\n",
      "               ﻿ /\n",
      "               <span class=\"geo\">\n",
      "                51.5099; -0.0059\n",
      "               </span>\n",
      "              </span>\n",
      "              <span style=\"display:none\">\n",
      "               ﻿ (\n",
      "               <span class=\"fn org\">\n",
      "                Tower Hamlets\n",
      "               </span>\n",
      "               )\n",
      "              </span>\n",
      "             </span>\n",
      "            </span>\n",
      "           </a>\n",
      "          </span>\n",
      "         </td>\n",
      "         <td>\n",
      "          8\n",
      "         </td>\n",
      "        </tr>\n",
      "        <tr>\n",
      "         <td>\n",
      "          <a href=\"/wiki/London_Borough_of_Waltham_Forest\" title=\"London Borough of Waltham Forest\">\n",
      "           Waltham Forest\n",
      "          </a>\n",
      "         </td>\n",
      "         <td>\n",
      "         </td>\n",
      "         <td>\n",
      "         </td>\n",
      "         <td>\n",
      "          <a href=\"/wiki/Waltham_Forest_London_Borough_Council\" title=\"Waltham Forest London Borough Council\">\n",
      "           Waltham Forest London Borough Council\n",
      "          </a>\n",
      "         </td>\n",
      "         <td>\n",
      "          <a href=\"/wiki/Labour_Party_(UK)\" title=\"Labour Party (UK)\">\n",
      "           Labour\n",
      "          </a>\n",
      "         </td>\n",
      "         <td>\n",
      "          <a href=\"/wiki/Waltham_Forest_Town_Hall\" title=\"Waltham Forest Town Hall\">\n",
      "           Waltham Forest Town Hall\n",
      "          </a>\n",
      "          , Forest Road\n",
      "         </td>\n",
      "         <td>\n",
      "          14.99\n",
      "         </td>\n",
      "         <td>\n",
      "          265,797\n",
      "         </td>\n",
      "         <td>\n",
      "          <span class=\"plainlinks nourlexpansion\">\n",
      "           <a class=\"external text\" href=\"//tools.wmflabs.org/geohack/geohack.php?pagename=List_of_London_boroughs&amp;params=51.5908_N_0.0134_W_region:GB_type:city&amp;title=Waltham+Forest\">\n",
      "            <span class=\"geo-nondefault\">\n",
      "             <span class=\"geo-dms\" title=\"Maps, aerial photos, and other data for this location\">\n",
      "              <span class=\"latitude\">\n",
      "               51°35′27″N\n",
      "              </span>\n",
      "              <span class=\"longitude\">\n",
      "               0°00′48″W\n",
      "              </span>\n",
      "             </span>\n",
      "            </span>\n",
      "            <span class=\"geo-multi-punct\">\n",
      "             ﻿ / ﻿\n",
      "            </span>\n",
      "            <span class=\"geo-default\">\n",
      "             <span class=\"vcard\">\n",
      "              <span class=\"geo-dec\" title=\"Maps, aerial photos, and other data for this location\">\n",
      "               51.5908°N 0.0134°W\n",
      "              </span>\n",
      "              <span style=\"display:none\">\n",
      "               ﻿ /\n",
      "               <span class=\"geo\">\n",
      "                51.5908; -0.0134\n",
      "               </span>\n",
      "              </span>\n",
      "              <span style=\"display:none\">\n",
      "               ﻿ (\n",
      "               <span class=\"fn org\">\n",
      "                Waltham Forest\n",
      "               </span>\n",
      "               )\n",
      "              </span>\n",
      "             </span>\n",
      "            </span>\n",
      "           </a>\n",
      "          </span>\n",
      "         </td>\n",
      "         <td>\n",
      "          28\n",
      "         </td>\n",
      "        </tr>\n",
      "        <tr>\n",
      "         <td>\n",
      "          <a href=\"/wiki/London_Borough_of_Wandsworth\" title=\"London Borough of Wandsworth\">\n",
      "           Wandsworth\n",
      "          </a>\n",
      "         </td>\n",
      "         <td>\n",
      "          <img alt=\"☑\" data-file-height=\"600\" data-file-width=\"600\" decoding=\"async\" height=\"20\" src=\"//upload.wikimedia.org/wikipedia/en/thumb/f/fb/Yes_check.svg/20px-Yes_check.svg.png\" srcset=\"//upload.wikimedia.org/wikipedia/en/thumb/f/fb/Yes_check.svg/30px-Yes_check.svg.png 1.5x, //upload.wikimedia.org/wikipedia/en/thumb/f/fb/Yes_check.svg/40px-Yes_check.svg.png 2x\" width=\"20\"/>\n",
      "          <span style=\"display:none\">\n",
      "           Y\n",
      "          </span>\n",
      "         </td>\n",
      "         <td>\n",
      "         </td>\n",
      "         <td>\n",
      "          <a href=\"/wiki/Wandsworth_London_Borough_Council\" title=\"Wandsworth London Borough Council\">\n",
      "           Wandsworth London Borough Council\n",
      "          </a>\n",
      "         </td>\n",
      "         <td>\n",
      "          <a href=\"/wiki/Conservative_Party_(UK)\" title=\"Conservative Party (UK)\">\n",
      "           Conservative\n",
      "          </a>\n",
      "         </td>\n",
      "         <td>\n",
      "          <a class=\"new\" href=\"/w/index.php?title=Wandsworth_Town_Hall&amp;action=edit&amp;redlink=1\" title=\"Wandsworth Town Hall (page does not exist)\">\n",
      "           The Town Hall\n",
      "          </a>\n",
      "          ,\n",
      "          <a href=\"/wiki/Wandsworth_High_Street\" title=\"Wandsworth High Street\">\n",
      "           Wandsworth High Street\n",
      "          </a>\n",
      "         </td>\n",
      "         <td>\n",
      "          13.23\n",
      "         </td>\n",
      "         <td>\n",
      "          310,516\n",
      "         </td>\n",
      "         <td>\n",
      "          <span class=\"plainlinks nourlexpansion\">\n",
      "           <a class=\"external text\" href=\"//tools.wmflabs.org/geohack/geohack.php?pagename=List_of_London_boroughs&amp;params=51.4567_N_0.191_W_region:GB_type:city&amp;title=Wandsworth\">\n",
      "            <span class=\"geo-nondefault\">\n",
      "             <span class=\"geo-dms\" title=\"Maps, aerial photos, and other data for this location\">\n",
      "              <span class=\"latitude\">\n",
      "               51°27′24″N\n",
      "              </span>\n",
      "              <span class=\"longitude\">\n",
      "               0°11′28″W\n",
      "              </span>\n",
      "             </span>\n",
      "            </span>\n",
      "            <span class=\"geo-multi-punct\">\n",
      "             ﻿ / ﻿\n",
      "            </span>\n",
      "            <span class=\"geo-default\">\n",
      "             <span class=\"vcard\">\n",
      "              <span class=\"geo-dec\" title=\"Maps, aerial photos, and other data for this location\">\n",
      "               51.4567°N 0.1910°W\n",
      "              </span>\n",
      "              <span style=\"display:none\">\n",
      "               ﻿ /\n",
      "               <span class=\"geo\">\n",
      "                51.4567; -0.1910\n",
      "               </span>\n",
      "              </span>\n",
      "              <span style=\"display:none\">\n",
      "               ﻿ (\n",
      "               <span class=\"fn org\">\n",
      "                Wandsworth\n",
      "               </span>\n",
      "               )\n",
      "              </span>\n",
      "             </span>\n",
      "            </span>\n",
      "           </a>\n",
      "          </span>\n",
      "         </td>\n",
      "         <td>\n",
      "          5\n",
      "         </td>\n",
      "        </tr>\n",
      "        <tr>\n",
      "         <td>\n",
      "          <a href=\"/wiki/City_of_Westminster\" title=\"City of Westminster\">\n",
      "           Westminster\n",
      "          </a>\n",
      "         </td>\n",
      "         <td>\n",
      "          <img alt=\"☑\" data-file-height=\"600\" data-file-width=\"600\" decoding=\"async\" height=\"20\" src=\"//upload.wikimedia.org/wikipedia/en/thumb/f/fb/Yes_check.svg/20px-Yes_check.svg.png\" srcset=\"//upload.wikimedia.org/wikipedia/en/thumb/f/fb/Yes_check.svg/30px-Yes_check.svg.png 1.5x, //upload.wikimedia.org/wikipedia/en/thumb/f/fb/Yes_check.svg/40px-Yes_check.svg.png 2x\" width=\"20\"/>\n",
      "          <span style=\"display:none\">\n",
      "           Y\n",
      "          </span>\n",
      "         </td>\n",
      "         <td>\n",
      "          <a href=\"/wiki/City_status_in_the_United_Kingdom\" title=\"City status in the United Kingdom\">\n",
      "           City\n",
      "          </a>\n",
      "         </td>\n",
      "         <td>\n",
      "          <a href=\"/wiki/Westminster_City_Council\" title=\"Westminster City Council\">\n",
      "           Westminster City Council\n",
      "          </a>\n",
      "         </td>\n",
      "         <td>\n",
      "          <a href=\"/wiki/Conservative_Party_(UK)\" title=\"Conservative Party (UK)\">\n",
      "           Conservative\n",
      "          </a>\n",
      "         </td>\n",
      "         <td>\n",
      "          <a class=\"new\" href=\"/w/index.php?title=Westminster_City_Hall&amp;action=edit&amp;redlink=1\" title=\"Westminster City Hall (page does not exist)\">\n",
      "           Westminster City Hall\n",
      "          </a>\n",
      "          , 64 Victoria Street\n",
      "         </td>\n",
      "         <td>\n",
      "          8.29\n",
      "         </td>\n",
      "         <td>\n",
      "          226,841\n",
      "         </td>\n",
      "         <td>\n",
      "          <span class=\"plainlinks nourlexpansion\">\n",
      "           <a class=\"external text\" href=\"//tools.wmflabs.org/geohack/geohack.php?pagename=List_of_London_boroughs&amp;params=51.4973_N_0.1372_W_region:GB_type:city&amp;title=Westminster\">\n",
      "            <span class=\"geo-nondefault\">\n",
      "             <span class=\"geo-dms\" title=\"Maps, aerial photos, and other data for this location\">\n",
      "              <span class=\"latitude\">\n",
      "               51°29′50″N\n",
      "              </span>\n",
      "              <span class=\"longitude\">\n",
      "               0°08′14″W\n",
      "              </span>\n",
      "             </span>\n",
      "            </span>\n",
      "            <span class=\"geo-multi-punct\">\n",
      "             ﻿ / ﻿\n",
      "            </span>\n",
      "            <span class=\"geo-default\">\n",
      "             <span class=\"vcard\">\n",
      "              <span class=\"geo-dec\" title=\"Maps, aerial photos, and other data for this location\">\n",
      "               51.4973°N 0.1372°W\n",
      "              </span>\n",
      "              <span style=\"display:none\">\n",
      "               ﻿ /\n",
      "               <span class=\"geo\">\n",
      "                51.4973; -0.1372\n",
      "               </span>\n",
      "              </span>\n",
      "              <span style=\"display:none\">\n",
      "               ﻿ (\n",
      "               <span class=\"fn org\">\n",
      "                Westminster\n",
      "               </span>\n",
      "               )\n",
      "              </span>\n",
      "             </span>\n",
      "            </span>\n",
      "           </a>\n",
      "          </span>\n",
      "         </td>\n",
      "         <td>\n",
      "          2\n",
      "         </td>\n",
      "        </tr>\n",
      "       </tbody>\n",
      "      </table>\n",
      "      <h2>\n",
      "       <span class=\"mw-headline\" id=\"City_of_London\">\n",
      "        City of London\n",
      "       </span>\n",
      "       <span class=\"mw-editsection\">\n",
      "        <span class=\"mw-editsection-bracket\">\n",
      "         [\n",
      "        </span>\n",
      "        <a href=\"/w/index.php?title=List_of_London_boroughs&amp;action=edit&amp;section=2\" title=\"Edit section: City of London\">\n",
      "         edit\n",
      "        </a>\n",
      "        <span class=\"mw-editsection-bracket\">\n",
      "         ]\n",
      "        </span>\n",
      "       </span>\n",
      "      </h2>\n",
      "      <p>\n",
      "       The\n",
      "       <a href=\"/wiki/City_of_London\" title=\"City of London\">\n",
      "        City of London\n",
      "       </a>\n",
      "       is the 33rd principal division of Greater London but it is not a London borough.\n",
      "      </p>\n",
      "      <table class=\"wikitable sortable\" style=\"font-size:95%\" width=\"100%\">\n",
      "       <tbody>\n",
      "        <tr>\n",
      "         <th width=\"100px\">\n",
      "          <i>\n",
      "           ‘Borough’\n",
      "          </i>\n",
      "         </th>\n",
      "         <th>\n",
      "          Inner\n",
      "         </th>\n",
      "         <th width=\"100px\">\n",
      "          Status\n",
      "         </th>\n",
      "         <th>\n",
      "          Local authority\n",
      "         </th>\n",
      "         <th>\n",
      "          Political control\n",
      "         </th>\n",
      "         <th width=\"120px\">\n",
      "          Headquarters\n",
      "         </th>\n",
      "         <th>\n",
      "          Area\n",
      "          <br/>\n",
      "          (sq mi)\n",
      "         </th>\n",
      "         <th>\n",
      "          Population\n",
      "          <br/>\n",
      "          (2011 est)\n",
      "         </th>\n",
      "         <th width=\"20px\">\n",
      "          Co-ordinates\n",
      "         </th>\n",
      "         <th>\n",
      "          <span style=\"background:#67BCD3\">\n",
      "           Nr. in\n",
      "           <br/>\n",
      "           map\n",
      "          </span>\n",
      "         </th>\n",
      "        </tr>\n",
      "        <tr>\n",
      "         <td>\n",
      "          <a href=\"/wiki/City_of_London\" title=\"City of London\">\n",
      "           City of London\n",
      "          </a>\n",
      "         </td>\n",
      "         <td>\n",
      "          (\n",
      "          <img alt=\"☑\" data-file-height=\"600\" data-file-width=\"600\" decoding=\"async\" height=\"20\" src=\"//upload.wikimedia.org/wikipedia/en/thumb/f/fb/Yes_check.svg/20px-Yes_check.svg.png\" srcset=\"//upload.wikimedia.org/wikipedia/en/thumb/f/fb/Yes_check.svg/30px-Yes_check.svg.png 1.5x, //upload.wikimedia.org/wikipedia/en/thumb/f/fb/Yes_check.svg/40px-Yes_check.svg.png 2x\" width=\"20\"/>\n",
      "          <span style=\"display:none\">\n",
      "           Y\n",
      "          </span>\n",
      "          )\n",
      "          <br/>\n",
      "          <sup class=\"reference\" id=\"cite_ref-6\">\n",
      "           <a href=\"#cite_note-6\">\n",
      "            [note 5]\n",
      "           </a>\n",
      "          </sup>\n",
      "         </td>\n",
      "         <td>\n",
      "          <i>\n",
      "           <a href=\"/wiki/Sui_generis\" title=\"Sui generis\">\n",
      "            Sui generis\n",
      "           </a>\n",
      "          </i>\n",
      "          ;\n",
      "          <br/>\n",
      "          <a href=\"/wiki/City_status_in_the_United_Kingdom\" title=\"City status in the United Kingdom\">\n",
      "           City\n",
      "          </a>\n",
      "          ;\n",
      "          <br/>\n",
      "          <a href=\"/wiki/Ceremonial_counties_of_England\" title=\"Ceremonial counties of England\">\n",
      "           Ceremonial county\n",
      "          </a>\n",
      "         </td>\n",
      "         <td>\n",
      "          <a class=\"mw-redirect\" href=\"/wiki/Corporation_of_London\" title=\"Corporation of London\">\n",
      "           Corporation of London\n",
      "          </a>\n",
      "          ;\n",
      "          <br/>\n",
      "          <a href=\"/wiki/Inner_Temple\" title=\"Inner Temple\">\n",
      "           Inner Temple\n",
      "          </a>\n",
      "          ;\n",
      "          <br/>\n",
      "          <a href=\"/wiki/Middle_Temple\" title=\"Middle Temple\">\n",
      "           Middle Temple\n",
      "          </a>\n",
      "         </td>\n",
      "         <td>\n",
      "          ?\n",
      "         </td>\n",
      "         <td>\n",
      "          <a href=\"/wiki/Guildhall,_London\" title=\"Guildhall, London\">\n",
      "           Guildhall\n",
      "          </a>\n",
      "         </td>\n",
      "         <td>\n",
      "          1.12\n",
      "         </td>\n",
      "         <td>\n",
      "          7,000\n",
      "         </td>\n",
      "         <td>\n",
      "          <span class=\"plainlinks nourlexpansion\">\n",
      "           <a class=\"external text\" href=\"//tools.wmflabs.org/geohack/geohack.php?pagename=List_of_London_boroughs&amp;params=51.5155_N_0.0922_W_region:GB_type:city&amp;title=City+of+London\">\n",
      "            <span class=\"geo-nondefault\">\n",
      "             <span class=\"geo-dms\" title=\"Maps, aerial photos, and other data for this location\">\n",
      "              <span class=\"latitude\">\n",
      "               51°30′56″N\n",
      "              </span>\n",
      "              <span class=\"longitude\">\n",
      "               0°05′32″W\n",
      "              </span>\n",
      "             </span>\n",
      "            </span>\n",
      "            <span class=\"geo-multi-punct\">\n",
      "             ﻿ / ﻿\n",
      "            </span>\n",
      "            <span class=\"geo-default\">\n",
      "             <span class=\"vcard\">\n",
      "              <span class=\"geo-dec\" title=\"Maps, aerial photos, and other data for this location\">\n",
      "               51.5155°N 0.0922°W\n",
      "              </span>\n",
      "              <span style=\"display:none\">\n",
      "               ﻿ /\n",
      "               <span class=\"geo\">\n",
      "                51.5155; -0.0922\n",
      "               </span>\n",
      "              </span>\n",
      "              <span style=\"display:none\">\n",
      "               ﻿ (\n",
      "               <span class=\"fn org\">\n",
      "                City of London\n",
      "               </span>\n",
      "               )\n",
      "              </span>\n",
      "             </span>\n",
      "            </span>\n",
      "           </a>\n",
      "          </span>\n",
      "         </td>\n",
      "         <td>\n",
      "          1\n",
      "         </td>\n",
      "        </tr>\n",
      "       </tbody>\n",
      "      </table>\n",
      "      <table class=\"noprint infobox\" id=\"GeoGroup\" style=\"width: 23em; font-size: 88%; line-height: 1.5em\">\n",
      "       <tbody>\n",
      "        <tr>\n",
      "         <td>\n",
      "          <b>\n",
      "           Map all coordinates using:\n",
      "          </b>\n",
      "          <a class=\"external text\" href=\"//tools.wmflabs.org/osm4wiki/cgi-bin/wiki/wiki-osm.pl?project=en&amp;article=List_of_London_boroughs\">\n",
      "           OpenStreetMap\n",
      "          </a>\n",
      "         </td>\n",
      "        </tr>\n",
      "        <tr>\n",
      "         <td>\n",
      "          <b>\n",
      "           Download coordinates as:\n",
      "          </b>\n",
      "          <a class=\"external text\" href=\"//tools.wmflabs.org/kmlexport?article=List_of_London_boroughs\">\n",
      "           KML\n",
      "          </a>\n",
      "          <b>\n",
      "           ·\n",
      "          </b>\n",
      "          <a class=\"external text\" href=\"http://tripgang.com/kml2gpx/http%3A%2F%2Ftools.wmflabs.org%2Fkmlexport%3Farticle%3DList_of_London_boroughs?gpx=1\" rel=\"nofollow\">\n",
      "           GPX\n",
      "          </a>\n",
      "         </td>\n",
      "        </tr>\n",
      "       </tbody>\n",
      "      </table>\n",
      "      <h2>\n",
      "       <span class=\"mw-headline\" id=\"See_also\">\n",
      "        See also\n",
      "       </span>\n",
      "       <span class=\"mw-editsection\">\n",
      "        <span class=\"mw-editsection-bracket\">\n",
      "         [\n",
      "        </span>\n",
      "        <a href=\"/w/index.php?title=List_of_London_boroughs&amp;action=edit&amp;section=3\" title=\"Edit section: See also\">\n",
      "         edit\n",
      "        </a>\n",
      "        <span class=\"mw-editsection-bracket\">\n",
      "         ]\n",
      "        </span>\n",
      "       </span>\n",
      "      </h2>\n",
      "      <table class=\"metadata mbox-small\" role=\"presentation\" style=\"background-color:#f9f9f9;border:1px solid #aaa;color:#000\">\n",
      "       <tbody>\n",
      "        <tr>\n",
      "         <td class=\"mbox-image\">\n",
      "          <img alt=\"icon\" data-file-height=\"48\" data-file-width=\"48\" decoding=\"async\" height=\"30\" src=\"//upload.wikimedia.org/wikipedia/commons/thumb/a/a8/Office-book.svg/30px-Office-book.svg.png\" srcset=\"//upload.wikimedia.org/wikipedia/commons/thumb/a/a8/Office-book.svg/45px-Office-book.svg.png 1.5x, //upload.wikimedia.org/wikipedia/commons/thumb/a/a8/Office-book.svg/60px-Office-book.svg.png 2x\" width=\"30\"/>\n",
      "         </td>\n",
      "         <td class=\"mbox-text plainlist\">\n",
      "          <ul style=\"font-weight: bold\">\n",
      "           <li>\n",
      "            <a href=\"/wiki/Book:London\" title=\"Book:London\">\n",
      "             Book: London\n",
      "            </a>\n",
      "           </li>\n",
      "          </ul>\n",
      "         </td>\n",
      "        </tr>\n",
      "       </tbody>\n",
      "      </table>\n",
      "      <ul>\n",
      "       <li>\n",
      "        <a class=\"mw-redirect\" href=\"/wiki/Political_make-up_of_London_borough_councils\" title=\"Political make-up of London borough councils\">\n",
      "         Political make-up of London borough councils\n",
      "        </a>\n",
      "       </li>\n",
      "       <li>\n",
      "        <a href=\"/wiki/List_of_areas_of_London\" title=\"List of areas of London\">\n",
      "         List of areas of London\n",
      "        </a>\n",
      "       </li>\n",
      "       <li>\n",
      "        <a href=\"/wiki/Subdivisions_of_England\" title=\"Subdivisions of England\">\n",
      "         Subdivisions of England\n",
      "        </a>\n",
      "       </li>\n",
      "      </ul>\n",
      "      <h2>\n",
      "       <span class=\"mw-headline\" id=\"Notes\">\n",
      "        Notes\n",
      "       </span>\n",
      "       <span class=\"mw-editsection\">\n",
      "        <span class=\"mw-editsection-bracket\">\n",
      "         [\n",
      "        </span>\n",
      "        <a href=\"/w/index.php?title=List_of_London_boroughs&amp;action=edit&amp;section=4\" title=\"Edit section: Notes\">\n",
      "         edit\n",
      "        </a>\n",
      "        <span class=\"mw-editsection-bracket\">\n",
      "         ]\n",
      "        </span>\n",
      "       </span>\n",
      "      </h2>\n",
      "      <div class=\"reflist\" style=\"list-style-type: decimal;\">\n",
      "       <div class=\"mw-references-wrap\">\n",
      "        <ol class=\"references\">\n",
      "         <li id=\"cite_note-2\">\n",
      "          <span class=\"mw-cite-backlink\">\n",
      "           <b>\n",
      "            <a href=\"#cite_ref-2\">\n",
      "             ^\n",
      "            </a>\n",
      "           </b>\n",
      "          </span>\n",
      "          <span class=\"reference-text\">\n",
      "           Renamed from London Borough of Barking 1 January 1980.\n",
      "           <cite class=\"citation magazine\" id=\"CITEREFGazette48021\">\n",
      "            <a class=\"external text\" href=\"https://www.thegazette.co.uk/London/issue/48021/page/15280\" rel=\"nofollow\">\n",
      "             \"No. 48021\"\n",
      "            </a>\n",
      "            .\n",
      "            <i>\n",
      "             <a href=\"/wiki/The_London_Gazette\" title=\"The London Gazette\">\n",
      "              The London Gazette\n",
      "             </a>\n",
      "            </i>\n",
      "            . 4 December 1979. p. 15280.\n",
      "           </cite>\n",
      "           <span class=\"Z3988\" title=\"ctx_ver=Z39.88-2004&amp;rft_val_fmt=info%3Aofi%2Ffmt%3Akev%3Amtx%3Ajournal&amp;rft.genre=article&amp;rft.jtitle=The+London+Gazette&amp;rft.atitle=No.+48021&amp;rft.pages=15280&amp;rft.date=1979-12-04&amp;rft_id=https%3A%2F%2Fwww.thegazette.co.uk%2FLondon%2Fissue%2F48021%2Fpage%2F15280&amp;rfr_id=info%3Asid%2Fen.wikipedia.org%3AList+of+London+boroughs\"/>\n",
      "           <style data-mw-deduplicate=\"TemplateStyles:r886058088\">\n",
      "            .mw-parser-output cite.citation{font-style:inherit}.mw-parser-output .citation q{quotes:\"\\\"\"\"\\\"\"\"'\"\"'\"}.mw-parser-output .citation .cs1-lock-free a{background:url(\"//upload.wikimedia.org/wikipedia/commons/thumb/6/65/Lock-green.svg/9px-Lock-green.svg.png\")no-repeat;background-position:right .1em center}.mw-parser-output .citation .cs1-lock-limited a,.mw-parser-output .citation .cs1-lock-registration a{background:url(\"//upload.wikimedia.org/wikipedia/commons/thumb/d/d6/Lock-gray-alt-2.svg/9px-Lock-gray-alt-2.svg.png\")no-repeat;background-position:right .1em center}.mw-parser-output .citation .cs1-lock-subscription a{background:url(\"//upload.wikimedia.org/wikipedia/commons/thumb/a/aa/Lock-red-alt-2.svg/9px-Lock-red-alt-2.svg.png\")no-repeat;background-position:right .1em center}.mw-parser-output .cs1-subscription,.mw-parser-output .cs1-registration{color:#555}.mw-parser-output .cs1-subscription span,.mw-parser-output .cs1-registration span{border-bottom:1px dotted;cursor:help}.mw-parser-output .cs1-ws-icon a{background:url(\"//upload.wikimedia.org/wikipedia/commons/thumb/4/4c/Wikisource-logo.svg/12px-Wikisource-logo.svg.png\")no-repeat;background-position:right .1em center}.mw-parser-output code.cs1-code{color:inherit;background:inherit;border:inherit;padding:inherit}.mw-parser-output .cs1-hidden-error{display:none;font-size:100%}.mw-parser-output .cs1-visible-error{font-size:100%}.mw-parser-output .cs1-maint{display:none;color:#33aa33;margin-left:0.3em}.mw-parser-output .cs1-subscription,.mw-parser-output .cs1-registration,.mw-parser-output .cs1-format{font-size:95%}.mw-parser-output .cs1-kern-left,.mw-parser-output .cs1-kern-wl-left{padding-left:0.2em}.mw-parser-output .cs1-kern-right,.mw-parser-output .cs1-kern-wl-right{padding-right:0.2em}\n",
      "           </style>\n",
      "          </span>\n",
      "         </li>\n",
      "         <li id=\"cite_note-3\">\n",
      "          <span class=\"mw-cite-backlink\">\n",
      "           <b>\n",
      "            <a href=\"#cite_ref-3\">\n",
      "             ^\n",
      "            </a>\n",
      "           </b>\n",
      "          </span>\n",
      "          <span class=\"reference-text\">\n",
      "           Royal borough from 2012\n",
      "          </span>\n",
      "         </li>\n",
      "         <li id=\"cite_note-note2-4\">\n",
      "          <span class=\"mw-cite-backlink\">\n",
      "           ^\n",
      "           <a href=\"#cite_ref-note2_4-0\">\n",
      "            <sup>\n",
      "             <i>\n",
      "              <b>\n",
      "               a\n",
      "              </b>\n",
      "             </i>\n",
      "            </sup>\n",
      "           </a>\n",
      "           <a href=\"#cite_ref-note2_4-1\">\n",
      "            <sup>\n",
      "             <i>\n",
      "              <b>\n",
      "               b\n",
      "              </b>\n",
      "             </i>\n",
      "            </sup>\n",
      "           </a>\n",
      "           <a href=\"#cite_ref-note2_4-2\">\n",
      "            <sup>\n",
      "             <i>\n",
      "              <b>\n",
      "               c\n",
      "              </b>\n",
      "             </i>\n",
      "            </sup>\n",
      "           </a>\n",
      "          </span>\n",
      "          <span class=\"reference-text\">\n",
      "           Haringey and Newham are Inner London for statistics; Greenwich is Outer London for statistics\n",
      "          </span>\n",
      "         </li>\n",
      "         <li id=\"cite_note-5\">\n",
      "          <span class=\"mw-cite-backlink\">\n",
      "           <b>\n",
      "            <a href=\"#cite_ref-5\">\n",
      "             ^\n",
      "            </a>\n",
      "           </b>\n",
      "          </span>\n",
      "          <span class=\"reference-text\">\n",
      "           Renamed from London Borough of Hammersmith 1 April 1979.\n",
      "           <cite class=\"citation magazine\" id=\"CITEREFGazette47771\">\n",
      "            <a class=\"external text\" href=\"https://www.thegazette.co.uk/London/issue/47771/page/2095\" rel=\"nofollow\">\n",
      "             \"No. 47771\"\n",
      "            </a>\n",
      "            .\n",
      "            <i>\n",
      "             <a href=\"/wiki/The_London_Gazette\" title=\"The London Gazette\">\n",
      "              The London Gazette\n",
      "             </a>\n",
      "            </i>\n",
      "            . 13 February 1979. p. 2095.\n",
      "           </cite>\n",
      "           <span class=\"Z3988\" title=\"ctx_ver=Z39.88-2004&amp;rft_val_fmt=info%3Aofi%2Ffmt%3Akev%3Amtx%3Ajournal&amp;rft.genre=article&amp;rft.jtitle=The+London+Gazette&amp;rft.atitle=No.+47771&amp;rft.pages=2095&amp;rft.date=1979-02-13&amp;rft_id=https%3A%2F%2Fwww.thegazette.co.uk%2FLondon%2Fissue%2F47771%2Fpage%2F2095&amp;rfr_id=info%3Asid%2Fen.wikipedia.org%3AList+of+London+boroughs\"/>\n",
      "           <link href=\"mw-data:TemplateStyles:r886058088\" rel=\"mw-deduplicated-inline-style\"/>\n",
      "          </span>\n",
      "         </li>\n",
      "         <li id=\"cite_note-6\">\n",
      "          <span class=\"mw-cite-backlink\">\n",
      "           <b>\n",
      "            <a href=\"#cite_ref-6\">\n",
      "             ^\n",
      "            </a>\n",
      "           </b>\n",
      "          </span>\n",
      "          <span class=\"reference-text\">\n",
      "           The City of London was not part of the\n",
      "           <a href=\"/wiki/County_of_London\" title=\"County of London\">\n",
      "            County of London\n",
      "           </a>\n",
      "           and is not a London Borough but can be counted to\n",
      "           <a href=\"/wiki/Inner_London\" title=\"Inner London\">\n",
      "            Inner London\n",
      "           </a>\n",
      "           .\n",
      "          </span>\n",
      "         </li>\n",
      "        </ol>\n",
      "       </div>\n",
      "      </div>\n",
      "      <h2>\n",
      "       <span class=\"mw-headline\" id=\"References\">\n",
      "        References\n",
      "       </span>\n",
      "       <span class=\"mw-editsection\">\n",
      "        <span class=\"mw-editsection-bracket\">\n",
      "         [\n",
      "        </span>\n",
      "        <a href=\"/w/index.php?title=List_of_London_boroughs&amp;action=edit&amp;section=5\" title=\"Edit section: References\">\n",
      "         edit\n",
      "        </a>\n",
      "        <span class=\"mw-editsection-bracket\">\n",
      "         ]\n",
      "        </span>\n",
      "       </span>\n",
      "      </h2>\n",
      "      <div class=\"reflist\" style=\"list-style-type: decimal;\">\n",
      "       <div class=\"mw-references-wrap\">\n",
      "        <ol class=\"references\">\n",
      "         <li id=\"cite_note-1\">\n",
      "          <span class=\"mw-cite-backlink\">\n",
      "           <b>\n",
      "            <a href=\"#cite_ref-1\">\n",
      "             ^\n",
      "            </a>\n",
      "           </b>\n",
      "          </span>\n",
      "          <span class=\"reference-text\">\n",
      "           <cite class=\"citation web\">\n",
      "            ONS (2 July 2010).\n",
      "            <a class=\"external text\" href=\"https://webarchive.nationalarchives.gov.uk/20160107070948/http://www.ons.gov.uk/ons/publications/re-reference-tables.html\" rel=\"nofollow\">\n",
      "             \"Release Edition Reference Tables\"\n",
      "            </a>\n",
      "            .\n",
      "            <i>\n",
      "             Webarchive.nationalarchives.gov.uk\n",
      "            </i>\n",
      "            <span class=\"reference-accessdate\">\n",
      "             . Retrieved\n",
      "             <span class=\"nowrap\">\n",
      "              5 February\n",
      "             </span>\n",
      "             2019\n",
      "            </span>\n",
      "            .\n",
      "           </cite>\n",
      "           <span class=\"Z3988\" title=\"ctx_ver=Z39.88-2004&amp;rft_val_fmt=info%3Aofi%2Ffmt%3Akev%3Amtx%3Ajournal&amp;rft.genre=unknown&amp;rft.jtitle=Webarchive.nationalarchives.gov.uk&amp;rft.atitle=Release+Edition+Reference+Tables&amp;rft.date=2010-07-02&amp;rft.au=ONS&amp;rft_id=https%3A%2F%2Fwebarchive.nationalarchives.gov.uk%2F20160107070948%2Fhttp%3A%2F%2Fwww.ons.gov.uk%2Fons%2Fpublications%2Fre-reference-tables.html&amp;rfr_id=info%3Asid%2Fen.wikipedia.org%3AList+of+London+boroughs\"/>\n",
      "           <link href=\"mw-data:TemplateStyles:r886058088\" rel=\"mw-deduplicated-inline-style\"/>\n",
      "          </span>\n",
      "         </li>\n",
      "        </ol>\n",
      "       </div>\n",
      "      </div>\n",
      "      <h2>\n",
      "       <span class=\"mw-headline\" id=\"External_links\">\n",
      "        External links\n",
      "       </span>\n",
      "       <span class=\"mw-editsection\">\n",
      "        <span class=\"mw-editsection-bracket\">\n",
      "         [\n",
      "        </span>\n",
      "        <a href=\"/w/index.php?title=List_of_London_boroughs&amp;action=edit&amp;section=6\" title=\"Edit section: External links\">\n",
      "         edit\n",
      "        </a>\n",
      "        <span class=\"mw-editsection-bracket\">\n",
      "         ]\n",
      "        </span>\n",
      "       </span>\n",
      "      </h2>\n",
      "      <ul>\n",
      "       <li>\n",
      "        <a class=\"external text\" href=\"https://web.archive.org/web/20101010011530/http://londoncouncils.gov.uk/londonlocalgovernment/londonboroughs.htm\" rel=\"nofollow\">\n",
      "         London Councils: List of inner/outer London boroughs\n",
      "        </a>\n",
      "       </li>\n",
      "       <li>\n",
      "        <a class=\"external text\" href=\"http://londonboroughsmap.co.uk/\" rel=\"nofollow\">\n",
      "         London Boroughs Map\n",
      "        </a>\n",
      "       </li>\n",
      "      </ul>\n",
      "      <div aria-labelledby=\"Governance_of_Greater_London\" class=\"navbox\" role=\"navigation\" style=\"padding:3px\">\n",
      "       <table class=\"nowraplinks hlist collapsible collapsed navbox-inner\" style=\"border-spacing:0;background:transparent;color:inherit\">\n",
      "        <tbody>\n",
      "         <tr>\n",
      "          <th class=\"navbox-title\" colspan=\"2\" scope=\"col\">\n",
      "           <div class=\"plainlinks hlist navbar mini\">\n",
      "            <ul>\n",
      "             <li class=\"nv-view\">\n",
      "              <a href=\"/wiki/Template:Governance_of_Greater_London\" title=\"Template:Governance of Greater London\">\n",
      "               <abbr style=\";;background:none transparent;border:none;-moz-box-shadow:none;-webkit-box-shadow:none;box-shadow:none; padding:0;\" title=\"View this template\">\n",
      "                v\n",
      "               </abbr>\n",
      "              </a>\n",
      "             </li>\n",
      "             <li class=\"nv-talk\">\n",
      "              <a href=\"/wiki/Template_talk:Governance_of_Greater_London\" title=\"Template talk:Governance of Greater London\">\n",
      "               <abbr style=\";;background:none transparent;border:none;-moz-box-shadow:none;-webkit-box-shadow:none;box-shadow:none; padding:0;\" title=\"Discuss this template\">\n",
      "                t\n",
      "               </abbr>\n",
      "              </a>\n",
      "             </li>\n",
      "             <li class=\"nv-edit\">\n",
      "              <a class=\"external text\" href=\"//en.wikipedia.org/w/index.php?title=Template:Governance_of_Greater_London&amp;action=edit\">\n",
      "               <abbr style=\";;background:none transparent;border:none;-moz-box-shadow:none;-webkit-box-shadow:none;box-shadow:none; padding:0;\" title=\"Edit this template\">\n",
      "                e\n",
      "               </abbr>\n",
      "              </a>\n",
      "             </li>\n",
      "            </ul>\n",
      "           </div>\n",
      "           <div id=\"Governance_of_Greater_London\" style=\"font-size:114%;margin:0 4em\">\n",
      "            Governance of\n",
      "            <a href=\"/wiki/Greater_London\" title=\"Greater London\">\n",
      "             Greater London\n",
      "            </a>\n",
      "           </div>\n",
      "          </th>\n",
      "         </tr>\n",
      "         <tr>\n",
      "          <td class=\"navbox-abovebelow\" colspan=\"2\">\n",
      "           <div id=\"*_City_of_London&amp;#10;*_London\">\n",
      "            <ul>\n",
      "             <li>\n",
      "              <a href=\"/wiki/City_of_London\" title=\"City of London\">\n",
      "               City of London\n",
      "              </a>\n",
      "             </li>\n",
      "             <li>\n",
      "              <a href=\"/wiki/London\" title=\"London\">\n",
      "               London\n",
      "              </a>\n",
      "             </li>\n",
      "            </ul>\n",
      "           </div>\n",
      "          </td>\n",
      "         </tr>\n",
      "         <tr>\n",
      "          <th class=\"navbox-group\" scope=\"row\" style=\"width:1%\">\n",
      "           Regional\n",
      "          </th>\n",
      "          <td class=\"navbox-list navbox-odd\" style=\"text-align:left;border-left-width:2px;border-left-style:solid;width:100%;padding:0px\">\n",
      "           <div style=\"padding:0em 0.25em\">\n",
      "            <ul>\n",
      "             <li>\n",
      "              <b>\n",
      "               <a href=\"/wiki/Greater_London_Authority\" title=\"Greater London Authority\">\n",
      "                Greater London Authority\n",
      "               </a>\n",
      "               :\n",
      "              </b>\n",
      "              <a href=\"/wiki/London_Assembly\" title=\"London Assembly\">\n",
      "               London Assembly\n",
      "              </a>\n",
      "             </li>\n",
      "             <li>\n",
      "              <a href=\"/wiki/Mayor_of_London\" title=\"Mayor of London\">\n",
      "               Mayor of London\n",
      "              </a>\n",
      "             </li>\n",
      "            </ul>\n",
      "           </div>\n",
      "          </td>\n",
      "         </tr>\n",
      "         <tr>\n",
      "          <th class=\"navbox-group\" scope=\"row\" style=\"width:1%\">\n",
      "           <a href=\"/wiki/London_boroughs\" title=\"London boroughs\">\n",
      "            Boroughs\n",
      "           </a>\n",
      "          </th>\n",
      "          <td class=\"navbox-list navbox-even\" style=\"text-align:left;border-left-width:2px;border-left-style:solid;width:100%;padding:0px\">\n",
      "           <div style=\"padding:0em 0.25em\">\n",
      "            <ul>\n",
      "             <li>\n",
      "              <b>\n",
      "               <a href=\"/wiki/London_Councils\" title=\"London Councils\">\n",
      "                London Councils\n",
      "               </a>\n",
      "               :\n",
      "              </b>\n",
      "              <a href=\"/wiki/London_Borough_of_Barking_and_Dagenham\" title=\"London Borough of Barking and Dagenham\">\n",
      "               Barking and Dagenham\n",
      "              </a>\n",
      "             </li>\n",
      "             <li>\n",
      "              <a href=\"/wiki/London_Borough_of_Barnet\" title=\"London Borough of Barnet\">\n",
      "               Barnet\n",
      "              </a>\n",
      "             </li>\n",
      "             <li>\n",
      "              <a href=\"/wiki/London_Borough_of_Bexley\" title=\"London Borough of Bexley\">\n",
      "               Bexley\n",
      "              </a>\n",
      "             </li>\n",
      "             <li>\n",
      "              <a href=\"/wiki/London_Borough_of_Brent\" title=\"London Borough of Brent\">\n",
      "               Brent\n",
      "              </a>\n",
      "             </li>\n",
      "             <li>\n",
      "              <a href=\"/wiki/London_Borough_of_Bromley\" title=\"London Borough of Bromley\">\n",
      "               Bromley\n",
      "              </a>\n",
      "             </li>\n",
      "             <li>\n",
      "              <a href=\"/wiki/London_Borough_of_Camden\" title=\"London Borough of Camden\">\n",
      "               Camden\n",
      "              </a>\n",
      "             </li>\n",
      "             <li>\n",
      "              <a href=\"/wiki/London_Borough_of_Croydon\" title=\"London Borough of Croydon\">\n",
      "               Croydon\n",
      "              </a>\n",
      "             </li>\n",
      "             <li>\n",
      "              <a href=\"/wiki/London_Borough_of_Ealing\" title=\"London Borough of Ealing\">\n",
      "               Ealing\n",
      "              </a>\n",
      "             </li>\n",
      "             <li>\n",
      "              <a href=\"/wiki/London_Borough_of_Enfield\" title=\"London Borough of Enfield\">\n",
      "               Enfield\n",
      "              </a>\n",
      "             </li>\n",
      "             <li>\n",
      "              <a href=\"/wiki/Royal_Borough_of_Greenwich\" title=\"Royal Borough of Greenwich\">\n",
      "               Greenwich\n",
      "              </a>\n",
      "             </li>\n",
      "             <li>\n",
      "              <a href=\"/wiki/London_Borough_of_Hackney\" title=\"London Borough of Hackney\">\n",
      "               Hackney\n",
      "              </a>\n",
      "             </li>\n",
      "             <li>\n",
      "              <a href=\"/wiki/London_Borough_of_Hammersmith_and_Fulham\" title=\"London Borough of Hammersmith and Fulham\">\n",
      "               Hammersmith and Fulham\n",
      "              </a>\n",
      "             </li>\n",
      "             <li>\n",
      "              <a href=\"/wiki/London_Borough_of_Haringey\" title=\"London Borough of Haringey\">\n",
      "               Haringey\n",
      "              </a>\n",
      "             </li>\n",
      "             <li>\n",
      "              <a href=\"/wiki/London_Borough_of_Harrow\" title=\"London Borough of Harrow\">\n",
      "               Harrow\n",
      "              </a>\n",
      "             </li>\n",
      "             <li>\n",
      "              <a href=\"/wiki/London_Borough_of_Havering\" title=\"London Borough of Havering\">\n",
      "               Havering\n",
      "              </a>\n",
      "             </li>\n",
      "             <li>\n",
      "              <a href=\"/wiki/London_Borough_of_Hillingdon\" title=\"London Borough of Hillingdon\">\n",
      "               Hillingdon\n",
      "              </a>\n",
      "             </li>\n",
      "             <li>\n",
      "              <a href=\"/wiki/London_Borough_of_Hounslow\" title=\"London Borough of Hounslow\">\n",
      "               Hounslow\n",
      "              </a>\n",
      "             </li>\n",
      "             <li>\n",
      "              <a href=\"/wiki/London_Borough_of_Islington\" title=\"London Borough of Islington\">\n",
      "               Islington\n",
      "              </a>\n",
      "             </li>\n",
      "             <li>\n",
      "              <a href=\"/wiki/Royal_Borough_of_Kensington_and_Chelsea\" title=\"Royal Borough of Kensington and Chelsea\">\n",
      "               Kensington and Chelsea\n",
      "              </a>\n",
      "             </li>\n",
      "             <li>\n",
      "              <a href=\"/wiki/Royal_Borough_of_Kingston_upon_Thames\" title=\"Royal Borough of Kingston upon Thames\">\n",
      "               Kingston upon Thames\n",
      "              </a>\n",
      "             </li>\n",
      "             <li>\n",
      "              <a href=\"/wiki/London_Borough_of_Lambeth\" title=\"London Borough of Lambeth\">\n",
      "               Lambeth\n",
      "              </a>\n",
      "             </li>\n",
      "             <li>\n",
      "              <a href=\"/wiki/London_Borough_of_Lewisham\" title=\"London Borough of Lewisham\">\n",
      "               Lewisham\n",
      "              </a>\n",
      "             </li>\n",
      "             <li>\n",
      "              <a href=\"/wiki/London_Borough_of_Merton\" title=\"London Borough of Merton\">\n",
      "               Merton\n",
      "              </a>\n",
      "             </li>\n",
      "             <li>\n",
      "              <a href=\"/wiki/London_Borough_of_Newham\" title=\"London Borough of Newham\">\n",
      "               Newham\n",
      "              </a>\n",
      "             </li>\n",
      "             <li>\n",
      "              <a href=\"/wiki/London_Borough_of_Redbridge\" title=\"London Borough of Redbridge\">\n",
      "               Redbridge\n",
      "              </a>\n",
      "             </li>\n",
      "             <li>\n",
      "              <a href=\"/wiki/London_Borough_of_Richmond_upon_Thames\" title=\"London Borough of Richmond upon Thames\">\n",
      "               Richmond upon Thames\n",
      "              </a>\n",
      "             </li>\n",
      "             <li>\n",
      "              <a href=\"/wiki/London_Borough_of_Southwark\" title=\"London Borough of Southwark\">\n",
      "               Southwark\n",
      "              </a>\n",
      "             </li>\n",
      "             <li>\n",
      "              <a href=\"/wiki/London_Borough_of_Sutton\" title=\"London Borough of Sutton\">\n",
      "               Sutton\n",
      "              </a>\n",
      "             </li>\n",
      "             <li>\n",
      "              <a href=\"/wiki/London_Borough_of_Tower_Hamlets\" title=\"London Borough of Tower Hamlets\">\n",
      "               Tower Hamlets\n",
      "              </a>\n",
      "             </li>\n",
      "             <li>\n",
      "              <a href=\"/wiki/London_Borough_of_Waltham_Forest\" title=\"London Borough of Waltham Forest\">\n",
      "               Waltham Forest\n",
      "              </a>\n",
      "             </li>\n",
      "             <li>\n",
      "              <a href=\"/wiki/London_Borough_of_Wandsworth\" title=\"London Borough of Wandsworth\">\n",
      "               Wandsworth\n",
      "              </a>\n",
      "             </li>\n",
      "             <li>\n",
      "              <a href=\"/wiki/City_of_Westminster\" title=\"City of Westminster\">\n",
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      "       <li class=\"interlanguage-link interwiki-ru\">\n",
      "        <a class=\"interlanguage-link-target\" href=\"https://ru.wikipedia.org/wiki/%D0%A1%D0%BF%D0%B8%D1%81%D0%BE%D0%BA_%D0%BB%D0%BE%D0%BD%D0%B4%D0%BE%D0%BD%D1%81%D0%BA%D0%B8%D1%85_%D0%B1%D0%BE%D1%80%D0%BE\" hreflang=\"ru\" lang=\"ru\" title=\"Список лондонских боро – Russian\">\n",
      "         Русский\n",
      "        </a>\n",
      "       </li>\n",
      "      </ul>\n",
      "      <div class=\"after-portlet after-portlet-lang\">\n",
      "       <span class=\"wb-langlinks-edit wb-langlinks-link\">\n",
      "        <a class=\"wbc-editpage\" href=\"https://www.wikidata.org/wiki/Special:EntityPage/Q6577004#sitelinks-wikipedia\" title=\"Edit interlanguage links\">\n",
      "         Edit links\n",
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      "      Mobile view\n",
      "     </a>\n",
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      "     </a>\n",
      "    </li>\n",
      "   </ul>\n",
      "   <div style=\"clear: both;\"/>\n",
      "  </div>\n",
      "  <script>\n",
      "   (window.RLQ=window.RLQ||[]).push(function(){mw.config.set({\"wgPageParseReport\":{\"limitreport\":{\"cputime\":\"0.324\",\"walltime\":\"0.395\",\"ppvisitednodes\":{\"value\":5142,\"limit\":1000000},\"ppgeneratednodes\":{\"value\":0,\"limit\":1500000},\"postexpandincludesize\":{\"value\":79976,\"limit\":2097152},\"templateargumentsize\":{\"value\":991,\"limit\":2097152},\"expansiondepth\":{\"value\":12,\"limit\":40},\"expensivefunctioncount\":{\"value\":2,\"limit\":500},\"unstrip-depth\":{\"value\":1,\"limit\":20},\"unstrip-size\":{\"value\":10101,\"limit\":5000000},\"entityaccesscount\":{\"value\":0,\"limit\":400},\"timingprofile\":[\"100.00%  279.718      1 -total\",\" 41.33%  115.594      2 Template:Reflist\",\" 32.47%   90.827      2 Template:London_Gazette\",\" 30.02%   83.982      2 Template:Cite_magazine\",\" 20.77%   58.105     33 Template:Coord\",\"  9.59%   26.818     33 Template:English_district_control\",\"  9.47%   26.499      1 Template:Use_dmy_dates\",\"  5.78%   16.180      1 Template:London\",\"  4.97%   13.913      2 Template:DMCA\",\"  4.23%   11.829      2 Template:Dated_maintenance_category\"]},\"scribunto\":{\"limitreport-timeusage\":{\"value\":\"0.111\",\"limit\":\"10.000\"},\"limitreport-memusage\":{\"value\":2885183,\"limit\":52428800}},\"cachereport\":{\"origin\":\"mw1269\",\"timestamp\":\"20190428014242\",\"ttl\":2592000,\"transientcontent\":false}}});});\n",
      "  </script>\n",
      "  <script type=\"application/ld+json\">\n",
      "   {\"@context\":\"https:\\/\\/schema.org\",\"@type\":\"Article\",\"name\":\"List of London boroughs\",\"url\":\"https:\\/\\/en.wikipedia.org\\/wiki\\/List_of_London_boroughs\",\"sameAs\":\"http:\\/\\/www.wikidata.org\\/entity\\/Q6577004\",\"mainEntity\":\"http:\\/\\/www.wikidata.org\\/entity\\/Q6577004\",\"author\":{\"@type\":\"Organization\",\"name\":\"Contributors to Wikimedia projects\"},\"publisher\":{\"@type\":\"Organization\",\"name\":\"Wikimedia Foundation, Inc.\",\"logo\":{\"@type\":\"ImageObject\",\"url\":\"https:\\/\\/www.wikimedia.org\\/static\\/images\\/wmf-hor-googpub.png\"}},\"datePublished\":\"2010-07-20T07:28:35Z\",\"dateModified\":\"2019-02-05T14:50:59Z\",\"headline\":\"Wikimedia list article\"}\n",
      "  </script>\n",
      "  <script>\n",
      "   (window.RLQ=window.RLQ||[]).push(function(){mw.config.set({\"wgBackendResponseTime\":109,\"wgHostname\":\"mw1274\"});});\n",
      "  </script>\n",
      " </body>\n",
      "</html>\n"
     ]
    }
   ],
   "source": [
    "# getting data from internet\n",
    "wikipedia_link='https://en.wikipedia.org/wiki/List_of_London_boroughs'\n",
    "raw_wikipedia_page= requests.get(wikipedia_link).text\n",
    "\n",
    "# using beautiful soup to parse the HTML/XML codes.\n",
    "soup = BeautifulSoup(raw_wikipedia_page,'xml')\n",
    "print(soup.prettify())\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[<table class=\"wikitable sortable\" style=\"font-size:100%\" width=\"100%\">\n",
      "<tbody><tr>\n",
      "<th>Borough\n",
      "</th>\n",
      "<th>Inner\n",
      "</th>\n",
      "<th>Status\n",
      "</th>\n",
      "<th>Local authority\n",
      "</th>\n",
      "<th>Political control\n",
      "</th>\n",
      "<th>Headquarters\n",
      "</th>\n",
      "<th>Area (sq mi)\n",
      "</th>\n",
      "<th>Population (2013 est)<sup class=\"reference\" id=\"cite_ref-1\"><a href=\"#cite_note-1\">[1]</a></sup>\n",
      "</th>\n",
      "<th>Co-ordinates\n",
      "</th>\n",
      "<th><span style=\"background:#67BCD3\"> Nr. in map </span>\n",
      "</th></tr>\n",
      "<tr>\n",
      "<td><a href=\"/wiki/London_Borough_of_Barking_and_Dagenham\" title=\"London Borough of Barking and Dagenham\">Barking and Dagenham</a> <sup class=\"reference\" id=\"cite_ref-2\"><a href=\"#cite_note-2\">[note 1]</a></sup>\n",
      "</td>\n",
      "<td>\n",
      "</td>\n",
      "<td>\n",
      "</td>\n",
      "<td><a href=\"/wiki/Barking_and_Dagenham_London_Borough_Council\" title=\"Barking and Dagenham London Borough Council\">Barking and Dagenham London Borough Council</a>\n",
      "</td>\n",
      "<td><a href=\"/wiki/Labour_Party_(UK)\" title=\"Labour Party (UK)\">Labour</a>\n",
      "</td>\n",
      "<td><a class=\"new\" href=\"/w/index.php?title=Barking_Town_Hall&amp;action=edit&amp;redlink=1\" title=\"Barking Town Hall (page does not exist)\">Town Hall</a>, 1 Town Square\n",
      "</td>\n",
      "<td>13.93\n",
      "</td>\n",
      "<td>194,352\n",
      "</td>\n",
      "<td><span class=\"plainlinks nourlexpansion\"><a class=\"external text\" href=\"//tools.wmflabs.org/geohack/geohack.php?pagename=List_of_London_boroughs&amp;params=51.5607_N_0.1557_E_region:GB_type:city&amp;title=Barking+and+Dagenham\"><span class=\"geo-nondefault\"><span class=\"geo-dms\" title=\"Maps, aerial photos, and other data for this location\"><span class=\"latitude\">51°33′39″N</span> <span class=\"longitude\">0°09′21″E</span></span></span><span class=\"geo-multi-punct\">﻿ / ﻿</span><span class=\"geo-default\"><span class=\"vcard\"><span class=\"geo-dec\" title=\"Maps, aerial photos, and other data for this location\">51.5607°N 0.1557°E</span><span style=\"display:none\">﻿ / <span class=\"geo\">51.5607; 0.1557</span></span><span style=\"display:none\">﻿ (<span class=\"fn org\">Barking and Dagenham</span>)</span></span></span></a></span>\n",
      "</td>\n",
      "<td>25\n",
      "</td></tr>\n",
      "<tr>\n",
      "<td><a href=\"/wiki/London_Borough_of_Barnet\" title=\"London Borough of Barnet\">Barnet</a>\n",
      "</td>\n",
      "<td>\n",
      "</td>\n",
      "<td>\n",
      "</td>\n",
      "<td><a href=\"/wiki/Barnet_London_Borough_Council\" title=\"Barnet London Borough Council\">Barnet London Borough Council</a>\n",
      "</td>\n",
      "<td><a href=\"/wiki/Conservative_Party_(UK)\" title=\"Conservative Party (UK)\">Conservative</a>\n",
      "</td>\n",
      "<td><a class=\"new\" href=\"/w/index.php?title=North_London_Business_Park&amp;action=edit&amp;redlink=1\" title=\"North London Business Park (page does not exist)\">North London Business Park</a>, Oakleigh Road South\n",
      "</td>\n",
      "<td>33.49\n",
      "</td>\n",
      "<td>369,088\n",
      "</td>\n",
      "<td><span class=\"plainlinks nourlexpansion\"><a class=\"external text\" href=\"//tools.wmflabs.org/geohack/geohack.php?pagename=List_of_London_boroughs&amp;params=51.6252_N_0.1517_W_region:GB_type:city&amp;title=Barnet\"><span class=\"geo-nondefault\"><span class=\"geo-dms\" title=\"Maps, aerial photos, and other data for this location\"><span class=\"latitude\">51°37′31″N</span> <span class=\"longitude\">0°09′06″W</span></span></span><span class=\"geo-multi-punct\">﻿ / ﻿</span><span class=\"geo-default\"><span class=\"vcard\"><span class=\"geo-dec\" title=\"Maps, aerial photos, and other data for this location\">51.6252°N 0.1517°W</span><span style=\"display:none\">﻿ / <span class=\"geo\">51.6252; -0.1517</span></span><span style=\"display:none\">﻿ (<span class=\"fn org\">Barnet</span>)</span></span></span></a></span>\n",
      "</td>\n",
      "<td>31\n",
      "</td></tr>\n",
      "<tr>\n",
      "<td><a href=\"/wiki/London_Borough_of_Bexley\" title=\"London Borough of Bexley\">Bexley</a>\n",
      "</td>\n",
      "<td>\n",
      "</td>\n",
      "<td>\n",
      "</td>\n",
      "<td><a href=\"/wiki/Bexley_London_Borough_Council\" title=\"Bexley London Borough Council\">Bexley London Borough Council</a>\n",
      "</td>\n",
      "<td><a href=\"/wiki/Conservative_Party_(UK)\" title=\"Conservative Party (UK)\">Conservative</a>\n",
      "</td>\n",
      "<td><a class=\"new\" href=\"/w/index.php?title=Civic_Offices&amp;action=edit&amp;redlink=1\" title=\"Civic Offices (page does not exist)\">Civic Offices</a>, 2 Watling Street\n",
      "</td>\n",
      "<td>23.38\n",
      "</td>\n",
      "<td>236,687\n",
      "</td>\n",
      "<td><span class=\"plainlinks nourlexpansion\"><a class=\"external text\" href=\"//tools.wmflabs.org/geohack/geohack.php?pagename=List_of_London_boroughs&amp;params=51.4549_N_0.1505_E_region:GB_type:city&amp;title=Bexley\"><span class=\"geo-nondefault\"><span class=\"geo-dms\" title=\"Maps, aerial photos, and other data for this location\"><span class=\"latitude\">51°27′18″N</span> <span class=\"longitude\">0°09′02″E</span></span></span><span class=\"geo-multi-punct\">﻿ / ﻿</span><span class=\"geo-default\"><span class=\"vcard\"><span class=\"geo-dec\" title=\"Maps, aerial photos, and other data for this location\">51.4549°N 0.1505°E</span><span style=\"display:none\">﻿ / <span class=\"geo\">51.4549; 0.1505</span></span><span style=\"display:none\">﻿ (<span class=\"fn org\">Bexley</span>)</span></span></span></a></span>\n",
      "</td>\n",
      "<td>23\n",
      "</td></tr>\n",
      "<tr>\n",
      "<td><a href=\"/wiki/London_Borough_of_Brent\" title=\"London Borough of Brent\">Brent</a>\n",
      "</td>\n",
      "<td>\n",
      "</td>\n",
      "<td>\n",
      "</td>\n",
      "<td><a href=\"/wiki/Brent_London_Borough_Council\" title=\"Brent London Borough Council\">Brent London Borough Council</a>\n",
      "</td>\n",
      "<td><a href=\"/wiki/Labour_Party_(UK)\" title=\"Labour Party (UK)\">Labour</a>\n",
      "</td>\n",
      "<td><a href=\"/wiki/Brent_Civic_Centre\" title=\"Brent Civic Centre\">Brent Civic Centre</a>, Engineers Way\n",
      "</td>\n",
      "<td>16.70\n",
      "</td>\n",
      "<td>317,264\n",
      "</td>\n",
      "<td><span class=\"plainlinks nourlexpansion\"><a class=\"external text\" href=\"//tools.wmflabs.org/geohack/geohack.php?pagename=List_of_London_boroughs&amp;params=51.5588_N_0.2817_W_region:GB_type:city&amp;title=Brent\"><span class=\"geo-nondefault\"><span class=\"geo-dms\" title=\"Maps, aerial photos, and other data for this location\"><span class=\"latitude\">51°33′32″N</span> <span class=\"longitude\">0°16′54″W</span></span></span><span class=\"geo-multi-punct\">﻿ / ﻿</span><span class=\"geo-default\"><span class=\"vcard\"><span class=\"geo-dec\" title=\"Maps, aerial photos, and other data for this location\">51.5588°N 0.2817°W</span><span style=\"display:none\">﻿ / <span class=\"geo\">51.5588; -0.2817</span></span><span style=\"display:none\">﻿ (<span class=\"fn org\">Brent</span>)</span></span></span></a></span>\n",
      "</td>\n",
      "<td>12\n",
      "</td></tr>\n",
      "<tr>\n",
      "<td><a href=\"/wiki/London_Borough_of_Bromley\" title=\"London Borough of Bromley\">Bromley</a>\n",
      "</td>\n",
      "<td>\n",
      "</td>\n",
      "<td>\n",
      "</td>\n",
      "<td><a href=\"/wiki/Bromley_London_Borough_Council\" title=\"Bromley London Borough Council\">Bromley London Borough Council</a>\n",
      "</td>\n",
      "<td><a href=\"/wiki/Conservative_Party_(UK)\" title=\"Conservative Party (UK)\">Conservative</a>\n",
      "</td>\n",
      "<td><a class=\"new\" href=\"/w/index.php?title=Bromley_Civic_Centre&amp;action=edit&amp;redlink=1\" title=\"Bromley Civic Centre (page does not exist)\">Civic Centre</a>, Stockwell Close\n",
      "</td>\n",
      "<td>57.97\n",
      "</td>\n",
      "<td>317,899\n",
      "</td>\n",
      "<td><span class=\"plainlinks nourlexpansion\"><a class=\"external text\" href=\"//tools.wmflabs.org/geohack/geohack.php?pagename=List_of_London_boroughs&amp;params=51.4039_N_0.0198_E_region:GB_type:city&amp;title=Bromley\"><span class=\"geo-nondefault\"><span class=\"geo-dms\" title=\"Maps, aerial photos, and other data for this location\"><span class=\"latitude\">51°24′14″N</span> <span class=\"longitude\">0°01′11″E</span></span></span><span class=\"geo-multi-punct\">﻿ / ﻿</span><span class=\"geo-default\"><span class=\"vcard\"><span class=\"geo-dec\" title=\"Maps, aerial photos, and other data for this location\">51.4039°N 0.0198°E</span><span style=\"display:none\">﻿ / <span class=\"geo\">51.4039; 0.0198</span></span><span style=\"display:none\">﻿ (<span class=\"fn org\">Bromley</span>)</span></span></span></a></span>\n",
      "</td>\n",
      "<td>20\n",
      "</td></tr>\n",
      "<tr>\n",
      "<td><a href=\"/wiki/London_Borough_of_Camden\" title=\"London Borough of Camden\">Camden</a>\n",
      "</td>\n",
      "<td><img alt=\"☑\" data-file-height=\"600\" data-file-width=\"600\" decoding=\"async\" height=\"20\" src=\"//upload.wikimedia.org/wikipedia/en/thumb/f/fb/Yes_check.svg/20px-Yes_check.svg.png\" srcset=\"//upload.wikimedia.org/wikipedia/en/thumb/f/fb/Yes_check.svg/30px-Yes_check.svg.png 1.5x, //upload.wikimedia.org/wikipedia/en/thumb/f/fb/Yes_check.svg/40px-Yes_check.svg.png 2x\" width=\"20\"/><span style=\"display:none\">Y</span>\n",
      "</td>\n",
      "<td>\n",
      "</td>\n",
      "<td><a href=\"/wiki/Camden_London_Borough_Council\" title=\"Camden London Borough Council\">Camden London Borough Council</a>\n",
      "</td>\n",
      "<td><a href=\"/wiki/Labour_Party_(UK)\" title=\"Labour Party (UK)\">Labour</a>\n",
      "</td>\n",
      "<td><a href=\"/wiki/Camden_Town_Hall\" title=\"Camden Town Hall\">Camden Town Hall</a>, Judd Street\n",
      "</td>\n",
      "<td>8.40\n",
      "</td>\n",
      "<td>229,719\n",
      "</td>\n",
      "<td><span class=\"plainlinks nourlexpansion\"><a class=\"external text\" href=\"//tools.wmflabs.org/geohack/geohack.php?pagename=List_of_London_boroughs&amp;params=51.529_N_0.1255_W_region:GB_type:city&amp;title=Camden\"><span class=\"geo-nondefault\"><span class=\"geo-dms\" title=\"Maps, aerial photos, and other data for this location\"><span class=\"latitude\">51°31′44″N</span> <span class=\"longitude\">0°07′32″W</span></span></span><span class=\"geo-multi-punct\">﻿ / ﻿</span><span class=\"geo-default\"><span class=\"vcard\"><span class=\"geo-dec\" title=\"Maps, aerial photos, and other data for this location\">51.5290°N 0.1255°W</span><span style=\"display:none\">﻿ / <span class=\"geo\">51.5290; -0.1255</span></span><span style=\"display:none\">﻿ (<span class=\"fn org\">Camden</span>)</span></span></span></a></span>\n",
      "</td>\n",
      "<td>11\n",
      "</td></tr>\n",
      "<tr>\n",
      "<td><a href=\"/wiki/London_Borough_of_Croydon\" title=\"London Borough of Croydon\">Croydon</a>\n",
      "</td>\n",
      "<td>\n",
      "</td>\n",
      "<td>\n",
      "</td>\n",
      "<td><a href=\"/wiki/Croydon_London_Borough_Council\" title=\"Croydon London Borough Council\">Croydon London Borough Council</a>\n",
      "</td>\n",
      "<td><a href=\"/wiki/Labour_Party_(UK)\" title=\"Labour Party (UK)\">Labour</a>\n",
      "</td>\n",
      "<td><a class=\"new\" href=\"/w/index.php?title=Bernard_Weatherill_House&amp;action=edit&amp;redlink=1\" title=\"Bernard Weatherill House (page does not exist)\">Bernard Weatherill House</a>, Mint Walk\n",
      "</td>\n",
      "<td>33.41\n",
      "</td>\n",
      "<td>372,752\n",
      "</td>\n",
      "<td><span class=\"plainlinks nourlexpansion\"><a class=\"external text\" href=\"//tools.wmflabs.org/geohack/geohack.php?pagename=List_of_London_boroughs&amp;params=51.3714_N_0.0977_W_region:GB_type:city&amp;title=Croydon\"><span class=\"geo-nondefault\"><span class=\"geo-dms\" title=\"Maps, aerial photos, and other data for this location\"><span class=\"latitude\">51°22′17″N</span> <span class=\"longitude\">0°05′52″W</span></span></span><span class=\"geo-multi-punct\">﻿ / ﻿</span><span class=\"geo-default\"><span class=\"vcard\"><span class=\"geo-dec\" title=\"Maps, aerial photos, and other data for this location\">51.3714°N 0.0977°W</span><span style=\"display:none\">﻿ / <span class=\"geo\">51.3714; -0.0977</span></span><span style=\"display:none\">﻿ (<span class=\"fn org\">Croydon</span>)</span></span></span></a></span>\n",
      "</td>\n",
      "<td>19\n",
      "</td></tr>\n",
      "<tr>\n",
      "<td><a href=\"/wiki/London_Borough_of_Ealing\" title=\"London Borough of Ealing\">Ealing</a>\n",
      "</td>\n",
      "<td>\n",
      "</td>\n",
      "<td>\n",
      "</td>\n",
      "<td><a href=\"/wiki/Ealing_London_Borough_Council\" title=\"Ealing London Borough Council\">Ealing London Borough Council</a>\n",
      "</td>\n",
      "<td><a href=\"/wiki/Labour_Party_(UK)\" title=\"Labour Party (UK)\">Labour</a>\n",
      "</td>\n",
      "<td><a class=\"new\" href=\"/w/index.php?title=Perceval_House,_Ealing&amp;action=edit&amp;redlink=1\" title=\"Perceval House, Ealing (page does not exist)\">Perceval House</a>, 14-16 Uxbridge Road\n",
      "</td>\n",
      "<td>21.44\n",
      "</td>\n",
      "<td>342,494\n",
      "</td>\n",
      "<td><span class=\"plainlinks nourlexpansion\"><a class=\"external text\" href=\"//tools.wmflabs.org/geohack/geohack.php?pagename=List_of_London_boroughs&amp;params=51.513_N_0.3089_W_region:GB_type:city&amp;title=Ealing\"><span class=\"geo-nondefault\"><span class=\"geo-dms\" title=\"Maps, aerial photos, and other data for this location\"><span class=\"latitude\">51°30′47″N</span> <span class=\"longitude\">0°18′32″W</span></span></span><span class=\"geo-multi-punct\">﻿ / ﻿</span><span class=\"geo-default\"><span class=\"vcard\"><span class=\"geo-dec\" title=\"Maps, aerial photos, and other data for this location\">51.5130°N 0.3089°W</span><span style=\"display:none\">﻿ / <span class=\"geo\">51.5130; -0.3089</span></span><span style=\"display:none\">﻿ (<span class=\"fn org\">Ealing</span>)</span></span></span></a></span>\n",
      "</td>\n",
      "<td>13\n",
      "</td></tr>\n",
      "<tr>\n",
      "<td><a href=\"/wiki/London_Borough_of_Enfield\" title=\"London Borough of Enfield\">Enfield</a>\n",
      "</td>\n",
      "<td>\n",
      "</td>\n",
      "<td>\n",
      "</td>\n",
      "<td><a href=\"/wiki/Enfield_London_Borough_Council\" title=\"Enfield London Borough Council\">Enfield London Borough Council</a>\n",
      "</td>\n",
      "<td><a href=\"/wiki/Labour_Party_(UK)\" title=\"Labour Party (UK)\">Labour</a>\n",
      "</td>\n",
      "<td><a class=\"new\" href=\"/w/index.php?title=Enfield_Civic_Centre&amp;action=edit&amp;redlink=1\" title=\"Enfield Civic Centre (page does not exist)\">Civic Centre</a>, Silver Street\n",
      "</td>\n",
      "<td>31.74\n",
      "</td>\n",
      "<td>320,524\n",
      "</td>\n",
      "<td><span class=\"plainlinks nourlexpansion\"><a class=\"external text\" href=\"//tools.wmflabs.org/geohack/geohack.php?pagename=List_of_London_boroughs&amp;params=51.6538_N_0.0799_W_region:GB_type:city&amp;title=Enfield\"><span class=\"geo-nondefault\"><span class=\"geo-dms\" title=\"Maps, aerial photos, and other data for this location\"><span class=\"latitude\">51°39′14″N</span> <span class=\"longitude\">0°04′48″W</span></span></span><span class=\"geo-multi-punct\">﻿ / ﻿</span><span class=\"geo-default\"><span class=\"vcard\"><span class=\"geo-dec\" title=\"Maps, aerial photos, and other data for this location\">51.6538°N 0.0799°W</span><span style=\"display:none\">﻿ / <span class=\"geo\">51.6538; -0.0799</span></span><span style=\"display:none\">﻿ (<span class=\"fn org\">Enfield</span>)</span></span></span></a></span>\n",
      "</td>\n",
      "<td>30\n",
      "</td></tr>\n",
      "<tr>\n",
      "<td><a href=\"/wiki/Royal_Borough_of_Greenwich\" title=\"Royal Borough of Greenwich\">Greenwich</a> <sup class=\"reference\" id=\"cite_ref-3\"><a href=\"#cite_note-3\">[note 2]</a></sup>\n",
      "</td>\n",
      "<td><img alt=\"☑\" data-file-height=\"600\" data-file-width=\"600\" decoding=\"async\" height=\"20\" src=\"//upload.wikimedia.org/wikipedia/en/thumb/f/fb/Yes_check.svg/20px-Yes_check.svg.png\" srcset=\"//upload.wikimedia.org/wikipedia/en/thumb/f/fb/Yes_check.svg/30px-Yes_check.svg.png 1.5x, //upload.wikimedia.org/wikipedia/en/thumb/f/fb/Yes_check.svg/40px-Yes_check.svg.png 2x\" width=\"20\"/><span style=\"display:none\">Y</span> <sup class=\"reference\" id=\"cite_ref-note2_4-0\"><a href=\"#cite_note-note2-4\">[note 3]</a></sup>\n",
      "</td>\n",
      "<td><a class=\"mw-redirect\" href=\"/wiki/Royal_borough\" title=\"Royal borough\">Royal</a>\n",
      "</td>\n",
      "<td><a href=\"/wiki/Greenwich_London_Borough_Council\" title=\"Greenwich London Borough Council\">Greenwich London Borough Council</a>\n",
      "</td>\n",
      "<td><a href=\"/wiki/Labour_Party_(UK)\" title=\"Labour Party (UK)\">Labour</a>\n",
      "</td>\n",
      "<td><a href=\"/wiki/Woolwich_Town_Hall\" title=\"Woolwich Town Hall\">Woolwich Town Hall</a>, Wellington Street\n",
      "</td>\n",
      "<td>18.28\n",
      "</td>\n",
      "<td>264,008\n",
      "</td>\n",
      "<td><span class=\"plainlinks nourlexpansion\"><a class=\"external text\" href=\"//tools.wmflabs.org/geohack/geohack.php?pagename=List_of_London_boroughs&amp;params=51.4892_N_0.0648_E_region:GB_type:city&amp;title=Greenwich\"><span class=\"geo-nondefault\"><span class=\"geo-dms\" title=\"Maps, aerial photos, and other data for this location\"><span class=\"latitude\">51°29′21″N</span> <span class=\"longitude\">0°03′53″E</span></span></span><span class=\"geo-multi-punct\">﻿ / ﻿</span><span class=\"geo-default\"><span class=\"vcard\"><span class=\"geo-dec\" title=\"Maps, aerial photos, and other data for this location\">51.4892°N 0.0648°E</span><span style=\"display:none\">﻿ / <span class=\"geo\">51.4892; 0.0648</span></span><span style=\"display:none\">﻿ (<span class=\"fn org\">Greenwich</span>)</span></span></span></a></span>\n",
      "</td>\n",
      "<td>22\n",
      "</td></tr>\n",
      "<tr>\n",
      "<td><a href=\"/wiki/London_Borough_of_Hackney\" title=\"London Borough of Hackney\">Hackney</a>\n",
      "</td>\n",
      "<td><img alt=\"☑\" data-file-height=\"600\" data-file-width=\"600\" decoding=\"async\" height=\"20\" src=\"//upload.wikimedia.org/wikipedia/en/thumb/f/fb/Yes_check.svg/20px-Yes_check.svg.png\" srcset=\"//upload.wikimedia.org/wikipedia/en/thumb/f/fb/Yes_check.svg/30px-Yes_check.svg.png 1.5x, //upload.wikimedia.org/wikipedia/en/thumb/f/fb/Yes_check.svg/40px-Yes_check.svg.png 2x\" width=\"20\"/><span style=\"display:none\">Y</span>\n",
      "</td>\n",
      "<td>\n",
      "</td>\n",
      "<td><a href=\"/wiki/Hackney_London_Borough_Council\" title=\"Hackney London Borough Council\">Hackney London Borough Council</a>\n",
      "</td>\n",
      "<td><a href=\"/wiki/Labour_Party_(UK)\" title=\"Labour Party (UK)\">Labour</a>\n",
      "</td>\n",
      "<td><a class=\"new\" href=\"/w/index.php?title=Hackney_Town_Hall&amp;action=edit&amp;redlink=1\" title=\"Hackney Town Hall (page does not exist)\">Hackney Town Hall</a>, Mare Street\n",
      "</td>\n",
      "<td>7.36\n",
      "</td>\n",
      "<td>257,379\n",
      "</td>\n",
      "<td><span class=\"plainlinks nourlexpansion\"><a class=\"external text\" href=\"//tools.wmflabs.org/geohack/geohack.php?pagename=List_of_London_boroughs&amp;params=51.545_N_0.0553_W_region:GB_type:city&amp;title=Hackney\"><span class=\"geo-nondefault\"><span class=\"geo-dms\" title=\"Maps, aerial photos, and other data for this location\"><span class=\"latitude\">51°32′42″N</span> <span class=\"longitude\">0°03′19″W</span></span></span><span class=\"geo-multi-punct\">﻿ / ﻿</span><span class=\"geo-default\"><span class=\"vcard\"><span class=\"geo-dec\" title=\"Maps, aerial photos, and other data for this location\">51.5450°N 0.0553°W</span><span style=\"display:none\">﻿ / <span class=\"geo\">51.5450; -0.0553</span></span><span style=\"display:none\">﻿ (<span class=\"fn org\">Hackney</span>)</span></span></span></a></span>\n",
      "</td>\n",
      "<td>9\n",
      "</td></tr>\n",
      "<tr>\n",
      "<td><a href=\"/wiki/London_Borough_of_Hammersmith_and_Fulham\" title=\"London Borough of Hammersmith and Fulham\">Hammersmith and Fulham</a> <sup class=\"reference\" id=\"cite_ref-5\"><a href=\"#cite_note-5\">[note 4]</a></sup>\n",
      "</td>\n",
      "<td><img alt=\"☑\" data-file-height=\"600\" data-file-width=\"600\" decoding=\"async\" height=\"20\" src=\"//upload.wikimedia.org/wikipedia/en/thumb/f/fb/Yes_check.svg/20px-Yes_check.svg.png\" srcset=\"//upload.wikimedia.org/wikipedia/en/thumb/f/fb/Yes_check.svg/30px-Yes_check.svg.png 1.5x, //upload.wikimedia.org/wikipedia/en/thumb/f/fb/Yes_check.svg/40px-Yes_check.svg.png 2x\" width=\"20\"/><span style=\"display:none\">Y</span>\n",
      "</td>\n",
      "<td>\n",
      "</td>\n",
      "<td><a href=\"/wiki/Hammersmith_and_Fulham_London_Borough_Council\" title=\"Hammersmith and Fulham London Borough Council\">Hammersmith and Fulham London Borough Council</a>\n",
      "</td>\n",
      "<td><a href=\"/wiki/Labour_Party_(UK)\" title=\"Labour Party (UK)\">Labour</a>\n",
      "</td>\n",
      "<td><a class=\"new\" href=\"/w/index.php?title=Hammersmith_and_Fulham_Town_Hall&amp;action=edit&amp;redlink=1\" title=\"Hammersmith and Fulham Town Hall (page does not exist)\">Town Hall</a>, King Street\n",
      "</td>\n",
      "<td>6.33\n",
      "</td>\n",
      "<td>178,685\n",
      "</td>\n",
      "<td><span class=\"plainlinks nourlexpansion\"><a class=\"external text\" href=\"//tools.wmflabs.org/geohack/geohack.php?pagename=List_of_London_boroughs&amp;params=51.4927_N_0.2339_W_region:GB_type:city&amp;title=Hammersmith+and+Fulham\"><span class=\"geo-nondefault\"><span class=\"geo-dms\" title=\"Maps, aerial photos, and other data for this location\"><span class=\"latitude\">51°29′34″N</span> <span class=\"longitude\">0°14′02″W</span></span></span><span class=\"geo-multi-punct\">﻿ / ﻿</span><span class=\"geo-default\"><span class=\"vcard\"><span class=\"geo-dec\" title=\"Maps, aerial photos, and other data for this location\">51.4927°N 0.2339°W</span><span style=\"display:none\">﻿ / <span class=\"geo\">51.4927; -0.2339</span></span><span style=\"display:none\">﻿ (<span class=\"fn org\">Hammersmith and Fulham</span>)</span></span></span></a></span>\n",
      "</td>\n",
      "<td>4\n",
      "</td></tr>\n",
      "<tr>\n",
      "<td><a href=\"/wiki/London_Borough_of_Haringey\" title=\"London Borough of Haringey\">Haringey</a>\n",
      "</td>\n",
      "<td><sup class=\"reference\" id=\"cite_ref-note2_4-1\"><a href=\"#cite_note-note2-4\">[note 3]</a></sup>\n",
      "</td>\n",
      "<td>\n",
      "</td>\n",
      "<td><a href=\"/wiki/Haringey_London_Borough_Council\" title=\"Haringey London Borough Council\">Haringey London Borough Council</a>\n",
      "</td>\n",
      "<td><a href=\"/wiki/Labour_Party_(UK)\" title=\"Labour Party (UK)\">Labour</a>\n",
      "</td>\n",
      "<td><a class=\"new\" href=\"/w/index.php?title=Haringey_Civic_Centre&amp;action=edit&amp;redlink=1\" title=\"Haringey Civic Centre (page does not exist)\">Civic Centre</a>, High Road\n",
      "</td>\n",
      "<td>11.42\n",
      "</td>\n",
      "<td>263,386\n",
      "</td>\n",
      "<td><span class=\"plainlinks nourlexpansion\"><a class=\"external text\" href=\"//tools.wmflabs.org/geohack/geohack.php?pagename=List_of_London_boroughs&amp;params=51.6_N_0.1119_W_region:GB_type:city&amp;title=Haringey\"><span class=\"geo-nondefault\"><span class=\"geo-dms\" title=\"Maps, aerial photos, and other data for this location\"><span class=\"latitude\">51°36′00″N</span> <span class=\"longitude\">0°06′43″W</span></span></span><span class=\"geo-multi-punct\">﻿ / ﻿</span><span class=\"geo-default\"><span class=\"vcard\"><span class=\"geo-dec\" title=\"Maps, aerial photos, and other data for this location\">51.6000°N 0.1119°W</span><span style=\"display:none\">﻿ / <span class=\"geo\">51.6000; -0.1119</span></span><span style=\"display:none\">﻿ (<span class=\"fn org\">Haringey</span>)</span></span></span></a></span>\n",
      "</td>\n",
      "<td>29\n",
      "</td></tr>\n",
      "<tr>\n",
      "<td><a href=\"/wiki/London_Borough_of_Harrow\" title=\"London Borough of Harrow\">Harrow</a>\n",
      "</td>\n",
      "<td>\n",
      "</td>\n",
      "<td>\n",
      "</td>\n",
      "<td><a href=\"/wiki/Harrow_London_Borough_Council\" title=\"Harrow London Borough Council\">Harrow London Borough Council</a>\n",
      "</td>\n",
      "<td><a href=\"/wiki/Labour_Party_(UK)\" title=\"Labour Party (UK)\">Labour</a>\n",
      "</td>\n",
      "<td><a class=\"new\" href=\"/w/index.php?title=Harrow_Civic_Centre&amp;action=edit&amp;redlink=1\" title=\"Harrow Civic Centre (page does not exist)\">Civic Centre</a>, Station Road\n",
      "</td>\n",
      "<td>19.49\n",
      "</td>\n",
      "<td>243,372\n",
      "</td>\n",
      "<td><span class=\"plainlinks nourlexpansion\"><a class=\"external text\" href=\"//tools.wmflabs.org/geohack/geohack.php?pagename=List_of_London_boroughs&amp;params=51.5898_N_0.3346_W_region:GB_type:city&amp;title=Harrow\"><span class=\"geo-nondefault\"><span class=\"geo-dms\" title=\"Maps, aerial photos, and other data for this location\"><span class=\"latitude\">51°35′23″N</span> <span class=\"longitude\">0°20′05″W</span></span></span><span class=\"geo-multi-punct\">﻿ / ﻿</span><span class=\"geo-default\"><span class=\"vcard\"><span class=\"geo-dec\" title=\"Maps, aerial photos, and other data for this location\">51.5898°N 0.3346°W</span><span style=\"display:none\">﻿ / <span class=\"geo\">51.5898; -0.3346</span></span><span style=\"display:none\">﻿ (<span class=\"fn org\">Harrow</span>)</span></span></span></a></span>\n",
      "</td>\n",
      "<td>32\n",
      "</td></tr>\n",
      "<tr>\n",
      "<td><a href=\"/wiki/London_Borough_of_Havering\" title=\"London Borough of Havering\">Havering</a>\n",
      "</td>\n",
      "<td>\n",
      "</td>\n",
      "<td>\n",
      "</td>\n",
      "<td><a href=\"/wiki/Havering_London_Borough_Council\" title=\"Havering London Borough Council\">Havering London Borough Council</a>\n",
      "</td>\n",
      "<td><a href=\"/wiki/Conservative_Party_(UK)\" title=\"Conservative Party (UK)\">Conservative</a> (council <a href=\"/wiki/No_overall_control\" title=\"No overall control\">NOC</a>)\n",
      "</td>\n",
      "<td><a class=\"new\" href=\"/w/index.php?title=Havering_Town_Hall&amp;action=edit&amp;redlink=1\" title=\"Havering Town Hall (page does not exist)\">Town Hall</a>, Main Road\n",
      "</td>\n",
      "<td>43.35\n",
      "</td>\n",
      "<td>242,080\n",
      "</td>\n",
      "<td><span class=\"plainlinks nourlexpansion\"><a class=\"external text\" href=\"//tools.wmflabs.org/geohack/geohack.php?pagename=List_of_London_boroughs&amp;params=51.5812_N_0.1837_E_region:GB_type:city&amp;title=Havering\"><span class=\"geo-nondefault\"><span class=\"geo-dms\" title=\"Maps, aerial photos, and other data for this location\"><span class=\"latitude\">51°34′52″N</span> <span class=\"longitude\">0°11′01″E</span></span></span><span class=\"geo-multi-punct\">﻿ / ﻿</span><span class=\"geo-default\"><span class=\"vcard\"><span class=\"geo-dec\" title=\"Maps, aerial photos, and other data for this location\">51.5812°N 0.1837°E</span><span style=\"display:none\">﻿ / <span class=\"geo\">51.5812; 0.1837</span></span><span style=\"display:none\">﻿ (<span class=\"fn org\">Havering</span>)</span></span></span></a></span>\n",
      "</td>\n",
      "<td>24\n",
      "</td></tr>\n",
      "<tr>\n",
      "<td><a href=\"/wiki/London_Borough_of_Hillingdon\" title=\"London Borough of Hillingdon\">Hillingdon</a>\n",
      "</td>\n",
      "<td>\n",
      "</td>\n",
      "<td>\n",
      "</td>\n",
      "<td><a href=\"/wiki/Hillingdon_London_Borough_Council\" title=\"Hillingdon London Borough Council\">Hillingdon London Borough Council</a>\n",
      "</td>\n",
      "<td><a href=\"/wiki/Conservative_Party_(UK)\" title=\"Conservative Party (UK)\">Conservative</a>\n",
      "</td>\n",
      "<td><a href=\"/wiki/Hillingdon_Civic_Centre\" title=\"Hillingdon Civic Centre\">Civic Centre</a>, High Street\n",
      "</td>\n",
      "<td>44.67\n",
      "</td>\n",
      "<td>286,806\n",
      "</td>\n",
      "<td><span class=\"plainlinks nourlexpansion\"><a class=\"external text\" href=\"//tools.wmflabs.org/geohack/geohack.php?pagename=List_of_London_boroughs&amp;params=51.5441_N_0.476_W_region:GB_type:city&amp;title=Hillingdon\"><span class=\"geo-nondefault\"><span class=\"geo-dms\" title=\"Maps, aerial photos, and other data for this location\"><span class=\"latitude\">51°32′39″N</span> <span class=\"longitude\">0°28′34″W</span></span></span><span class=\"geo-multi-punct\">﻿ / ﻿</span><span class=\"geo-default\"><span class=\"vcard\"><span class=\"geo-dec\" title=\"Maps, aerial photos, and other data for this location\">51.5441°N 0.4760°W</span><span style=\"display:none\">﻿ / <span class=\"geo\">51.5441; -0.4760</span></span><span style=\"display:none\">﻿ (<span class=\"fn org\">Hillingdon</span>)</span></span></span></a></span>\n",
      "</td>\n",
      "<td>33\n",
      "</td></tr>\n",
      "<tr>\n",
      "<td><a href=\"/wiki/London_Borough_of_Hounslow\" title=\"London Borough of Hounslow\">Hounslow</a>\n",
      "</td>\n",
      "<td>\n",
      "</td>\n",
      "<td>\n",
      "</td>\n",
      "<td><a href=\"/wiki/Hounslow_London_Borough_Council\" title=\"Hounslow London Borough Council\">Hounslow London Borough Council</a>\n",
      "</td>\n",
      "<td><a href=\"/wiki/Labour_Party_(UK)\" title=\"Labour Party (UK)\">Labour</a>\n",
      "</td>\n",
      "<td><a class=\"new\" href=\"/w/index.php?title=Hounslow_Civic_Centre&amp;action=edit&amp;redlink=1\" title=\"Hounslow Civic Centre (page does not exist)\">Civic Centre</a>, Lampton Road\n",
      "</td>\n",
      "<td>21.61\n",
      "</td>\n",
      "<td>262,407\n",
      "</td>\n",
      "<td><span class=\"plainlinks nourlexpansion\"><a class=\"external text\" href=\"//tools.wmflabs.org/geohack/geohack.php?pagename=List_of_London_boroughs&amp;params=51.4746_N_0.368_W_region:GB_type:city&amp;title=Hounslow\"><span class=\"geo-nondefault\"><span class=\"geo-dms\" title=\"Maps, aerial photos, and other data for this location\"><span class=\"latitude\">51°28′29″N</span> <span class=\"longitude\">0°22′05″W</span></span></span><span class=\"geo-multi-punct\">﻿ / ﻿</span><span class=\"geo-default\"><span class=\"vcard\"><span class=\"geo-dec\" title=\"Maps, aerial photos, and other data for this location\">51.4746°N 0.3680°W</span><span style=\"display:none\">﻿ / <span class=\"geo\">51.4746; -0.3680</span></span><span style=\"display:none\">﻿ (<span class=\"fn org\">Hounslow</span>)</span></span></span></a></span>\n",
      "</td>\n",
      "<td>14\n",
      "</td></tr>\n",
      "<tr>\n",
      "<td><a href=\"/wiki/London_Borough_of_Islington\" title=\"London Borough of Islington\">Islington</a>\n",
      "</td>\n",
      "<td><img alt=\"☑\" data-file-height=\"600\" data-file-width=\"600\" decoding=\"async\" height=\"20\" src=\"//upload.wikimedia.org/wikipedia/en/thumb/f/fb/Yes_check.svg/20px-Yes_check.svg.png\" srcset=\"//upload.wikimedia.org/wikipedia/en/thumb/f/fb/Yes_check.svg/30px-Yes_check.svg.png 1.5x, //upload.wikimedia.org/wikipedia/en/thumb/f/fb/Yes_check.svg/40px-Yes_check.svg.png 2x\" width=\"20\"/><span style=\"display:none\">Y</span>\n",
      "</td>\n",
      "<td>\n",
      "</td>\n",
      "<td><a href=\"/wiki/Islington_London_Borough_Council\" title=\"Islington London Borough Council\">Islington London Borough Council</a>\n",
      "</td>\n",
      "<td><a href=\"/wiki/Labour_Party_(UK)\" title=\"Labour Party (UK)\">Labour</a>\n",
      "</td>\n",
      "<td><a class=\"new\" href=\"/w/index.php?title=Islington_Municipal_Offices&amp;action=edit&amp;redlink=1\" title=\"Islington Municipal Offices (page does not exist)\">Municipal Offices</a>, 222 Upper Street\n",
      "</td>\n",
      "<td>5.74\n",
      "</td>\n",
      "<td>215,667\n",
      "</td>\n",
      "<td><span class=\"plainlinks nourlexpansion\"><a class=\"external text\" href=\"//tools.wmflabs.org/geohack/geohack.php?pagename=List_of_London_boroughs&amp;params=51.5416_N_0.1022_W_region:GB_type:city&amp;title=Islington\"><span class=\"geo-nondefault\"><span class=\"geo-dms\" title=\"Maps, aerial photos, and other data for this location\"><span class=\"latitude\">51°32′30″N</span> <span class=\"longitude\">0°06′08″W</span></span></span><span class=\"geo-multi-punct\">﻿ / ﻿</span><span class=\"geo-default\"><span class=\"vcard\"><span class=\"geo-dec\" title=\"Maps, aerial photos, and other data for this location\">51.5416°N 0.1022°W</span><span style=\"display:none\">﻿ / <span class=\"geo\">51.5416; -0.1022</span></span><span style=\"display:none\">﻿ (<span class=\"fn org\">Islington</span>)</span></span></span></a></span>\n",
      "</td>\n",
      "<td>10\n",
      "</td></tr>\n",
      "<tr>\n",
      "<td><a href=\"/wiki/Royal_Borough_of_Kensington_and_Chelsea\" title=\"Royal Borough of Kensington and Chelsea\">Kensington and Chelsea</a>\n",
      "</td>\n",
      "<td><img alt=\"☑\" data-file-height=\"600\" data-file-width=\"600\" decoding=\"async\" height=\"20\" src=\"//upload.wikimedia.org/wikipedia/en/thumb/f/fb/Yes_check.svg/20px-Yes_check.svg.png\" srcset=\"//upload.wikimedia.org/wikipedia/en/thumb/f/fb/Yes_check.svg/30px-Yes_check.svg.png 1.5x, //upload.wikimedia.org/wikipedia/en/thumb/f/fb/Yes_check.svg/40px-Yes_check.svg.png 2x\" width=\"20\"/><span style=\"display:none\">Y</span>\n",
      "</td>\n",
      "<td><a class=\"mw-redirect\" href=\"/wiki/Royal_borough\" title=\"Royal borough\">Royal</a>\n",
      "</td>\n",
      "<td><a href=\"/wiki/Kensington_and_Chelsea_London_Borough_Council\" title=\"Kensington and Chelsea London Borough Council\">Kensington and Chelsea London Borough Council</a>\n",
      "</td>\n",
      "<td><a href=\"/wiki/Conservative_Party_(UK)\" title=\"Conservative Party (UK)\">Conservative</a>\n",
      "</td>\n",
      "<td><a href=\"/wiki/Kensington_Town_Hall,_London\" title=\"Kensington Town Hall, London\">The Town Hall</a>, <a href=\"/wiki/Hornton_Street\" title=\"Hornton Street\">Hornton Street</a>\n",
      "</td>\n",
      "<td>4.68\n",
      "</td>\n",
      "<td>155,594\n",
      "</td>\n",
      "<td><span class=\"plainlinks nourlexpansion\"><a class=\"external text\" href=\"//tools.wmflabs.org/geohack/geohack.php?pagename=List_of_London_boroughs&amp;params=51.502_N_0.1947_W_region:GB_type:city&amp;title=Kensington+and+Chelsea\"><span class=\"geo-nondefault\"><span class=\"geo-dms\" title=\"Maps, aerial photos, and other data for this location\"><span class=\"latitude\">51°30′07″N</span> <span class=\"longitude\">0°11′41″W</span></span></span><span class=\"geo-multi-punct\">﻿ / ﻿</span><span class=\"geo-default\"><span class=\"vcard\"><span class=\"geo-dec\" title=\"Maps, aerial photos, and other data for this location\">51.5020°N 0.1947°W</span><span style=\"display:none\">﻿ / <span class=\"geo\">51.5020; -0.1947</span></span><span style=\"display:none\">﻿ (<span class=\"fn org\">Kensington and Chelsea</span>)</span></span></span></a></span>\n",
      "</td>\n",
      "<td>3\n",
      "</td></tr>\n",
      "<tr>\n",
      "<td><a href=\"/wiki/Royal_Borough_of_Kingston_upon_Thames\" title=\"Royal Borough of Kingston upon Thames\">Kingston upon Thames</a>\n",
      "</td>\n",
      "<td>\n",
      "</td>\n",
      "<td><a class=\"mw-redirect\" href=\"/wiki/Royal_borough\" title=\"Royal borough\">Royal</a>\n",
      "</td>\n",
      "<td><a href=\"/wiki/Kingston_upon_Thames_London_Borough_Council\" title=\"Kingston upon Thames London Borough Council\">Kingston upon Thames London Borough Council</a>\n",
      "</td>\n",
      "<td><a href=\"/wiki/Liberal_Democrats_(UK)\" title=\"Liberal Democrats (UK)\">Liberal Democrat</a>\n",
      "</td>\n",
      "<td><a href=\"/wiki/Kingston_upon_Thames_Guildhall\" title=\"Kingston upon Thames Guildhall\">Guildhall</a>, High Street\n",
      "</td>\n",
      "<td>14.38\n",
      "</td>\n",
      "<td>166,793\n",
      "</td>\n",
      "<td><span class=\"plainlinks nourlexpansion\"><a class=\"external text\" href=\"//tools.wmflabs.org/geohack/geohack.php?pagename=List_of_London_boroughs&amp;params=51.4085_N_0.3064_W_region:GB_type:city&amp;title=Kingston+upon+Thames\"><span class=\"geo-nondefault\"><span class=\"geo-dms\" title=\"Maps, aerial photos, and other data for this location\"><span class=\"latitude\">51°24′31″N</span> <span class=\"longitude\">0°18′23″W</span></span></span><span class=\"geo-multi-punct\">﻿ / ﻿</span><span class=\"geo-default\"><span class=\"vcard\"><span class=\"geo-dec\" title=\"Maps, aerial photos, and other data for this location\">51.4085°N 0.3064°W</span><span style=\"display:none\">﻿ / <span class=\"geo\">51.4085; -0.3064</span></span><span style=\"display:none\">﻿ (<span class=\"fn org\">Kingston upon Thames</span>)</span></span></span></a></span>\n",
      "</td>\n",
      "<td>16\n",
      "</td></tr>\n",
      "<tr>\n",
      "<td><a href=\"/wiki/London_Borough_of_Lambeth\" title=\"London Borough of Lambeth\">Lambeth</a>\n",
      "</td>\n",
      "<td><img alt=\"☑\" data-file-height=\"600\" data-file-width=\"600\" decoding=\"async\" height=\"20\" src=\"//upload.wikimedia.org/wikipedia/en/thumb/f/fb/Yes_check.svg/20px-Yes_check.svg.png\" srcset=\"//upload.wikimedia.org/wikipedia/en/thumb/f/fb/Yes_check.svg/30px-Yes_check.svg.png 1.5x, //upload.wikimedia.org/wikipedia/en/thumb/f/fb/Yes_check.svg/40px-Yes_check.svg.png 2x\" width=\"20\"/><span style=\"display:none\">Y</span>\n",
      "</td>\n",
      "<td>\n",
      "</td>\n",
      "<td><a href=\"/wiki/Lambeth_London_Borough_Council\" title=\"Lambeth London Borough Council\">Lambeth London Borough Council</a>\n",
      "</td>\n",
      "<td><a href=\"/wiki/Labour_Party_(UK)\" title=\"Labour Party (UK)\">Labour</a>\n",
      "</td>\n",
      "<td><a href=\"/wiki/Lambeth_Town_Hall\" title=\"Lambeth Town Hall\">Lambeth Town Hall</a>, Brixton Hill\n",
      "</td>\n",
      "<td>10.36\n",
      "</td>\n",
      "<td>314,242\n",
      "</td>\n",
      "<td><span class=\"plainlinks nourlexpansion\"><a class=\"external text\" href=\"//tools.wmflabs.org/geohack/geohack.php?pagename=List_of_London_boroughs&amp;params=51.4607_N_0.1163_W_region:GB_type:city&amp;title=Lambeth\"><span class=\"geo-nondefault\"><span class=\"geo-dms\" title=\"Maps, aerial photos, and other data for this location\"><span class=\"latitude\">51°27′39″N</span> <span class=\"longitude\">0°06′59″W</span></span></span><span class=\"geo-multi-punct\">﻿ / ﻿</span><span class=\"geo-default\"><span class=\"vcard\"><span class=\"geo-dec\" title=\"Maps, aerial photos, and other data for this location\">51.4607°N 0.1163°W</span><span style=\"display:none\">﻿ / <span class=\"geo\">51.4607; -0.1163</span></span><span style=\"display:none\">﻿ (<span class=\"fn org\">Lambeth</span>)</span></span></span></a></span>\n",
      "</td>\n",
      "<td>6\n",
      "</td></tr>\n",
      "<tr>\n",
      "<td><a href=\"/wiki/London_Borough_of_Lewisham\" title=\"London Borough of Lewisham\">Lewisham</a>\n",
      "</td>\n",
      "<td><img alt=\"☑\" data-file-height=\"600\" data-file-width=\"600\" decoding=\"async\" height=\"20\" src=\"//upload.wikimedia.org/wikipedia/en/thumb/f/fb/Yes_check.svg/20px-Yes_check.svg.png\" srcset=\"//upload.wikimedia.org/wikipedia/en/thumb/f/fb/Yes_check.svg/30px-Yes_check.svg.png 1.5x, //upload.wikimedia.org/wikipedia/en/thumb/f/fb/Yes_check.svg/40px-Yes_check.svg.png 2x\" width=\"20\"/><span style=\"display:none\">Y</span>\n",
      "</td>\n",
      "<td>\n",
      "</td>\n",
      "<td><a href=\"/wiki/Lewisham_London_Borough_Council\" title=\"Lewisham London Borough Council\">Lewisham London Borough Council</a>\n",
      "</td>\n",
      "<td><a href=\"/wiki/Labour_Party_(UK)\" title=\"Labour Party (UK)\">Labour</a>\n",
      "</td>\n",
      "<td><a class=\"new\" href=\"/w/index.php?title=Lewisham_Town_Hall&amp;action=edit&amp;redlink=1\" title=\"Lewisham Town Hall (page does not exist)\">Town Hall</a>, 1 Catford Road\n",
      "</td>\n",
      "<td>13.57\n",
      "</td>\n",
      "<td>286,180\n",
      "</td>\n",
      "<td><span class=\"plainlinks nourlexpansion\"><a class=\"external text\" href=\"//tools.wmflabs.org/geohack/geohack.php?pagename=List_of_London_boroughs&amp;params=51.4452_N_0.0209_W_region:GB_type:city&amp;title=Lewisham\"><span class=\"geo-nondefault\"><span class=\"geo-dms\" title=\"Maps, aerial photos, and other data for this location\"><span class=\"latitude\">51°26′43″N</span> <span class=\"longitude\">0°01′15″W</span></span></span><span class=\"geo-multi-punct\">﻿ / ﻿</span><span class=\"geo-default\"><span class=\"vcard\"><span class=\"geo-dec\" title=\"Maps, aerial photos, and other data for this location\">51.4452°N 0.0209°W</span><span style=\"display:none\">﻿ / <span class=\"geo\">51.4452; -0.0209</span></span><span style=\"display:none\">﻿ (<span class=\"fn org\">Lewisham</span>)</span></span></span></a></span>\n",
      "</td>\n",
      "<td>21\n",
      "</td></tr>\n",
      "<tr>\n",
      "<td><a href=\"/wiki/London_Borough_of_Merton\" title=\"London Borough of Merton\">Merton</a>\n",
      "</td>\n",
      "<td>\n",
      "</td>\n",
      "<td>\n",
      "</td>\n",
      "<td><a href=\"/wiki/Merton_London_Borough_Council\" title=\"Merton London Borough Council\">Merton London Borough Council</a>\n",
      "</td>\n",
      "<td><a href=\"/wiki/Labour_Party_(UK)\" title=\"Labour Party (UK)\">Labour</a>\n",
      "</td>\n",
      "<td><a class=\"new\" href=\"/w/index.php?title=Merton_Civic_Centre&amp;action=edit&amp;redlink=1\" title=\"Merton Civic Centre (page does not exist)\">Civic Centre</a>, London Road\n",
      "</td>\n",
      "<td>14.52\n",
      "</td>\n",
      "<td>203,223\n",
      "</td>\n",
      "<td><span class=\"plainlinks nourlexpansion\"><a class=\"external text\" href=\"//tools.wmflabs.org/geohack/geohack.php?pagename=List_of_London_boroughs&amp;params=51.4014_N_0.1958_W_region:GB_type:city&amp;title=Merton\"><span class=\"geo-nondefault\"><span class=\"geo-dms\" title=\"Maps, aerial photos, and other data for this location\"><span class=\"latitude\">51°24′05″N</span> <span class=\"longitude\">0°11′45″W</span></span></span><span class=\"geo-multi-punct\">﻿ / ﻿</span><span class=\"geo-default\"><span class=\"vcard\"><span class=\"geo-dec\" title=\"Maps, aerial photos, and other data for this location\">51.4014°N 0.1958°W</span><span style=\"display:none\">﻿ / <span class=\"geo\">51.4014; -0.1958</span></span><span style=\"display:none\">﻿ (<span class=\"fn org\">Merton</span>)</span></span></span></a></span>\n",
      "</td>\n",
      "<td>17\n",
      "</td></tr>\n",
      "<tr>\n",
      "<td><a href=\"/wiki/London_Borough_of_Newham\" title=\"London Borough of Newham\">Newham</a>\n",
      "</td>\n",
      "<td><sup class=\"reference\" id=\"cite_ref-note2_4-2\"><a href=\"#cite_note-note2-4\">[note 3]</a></sup>\n",
      "</td>\n",
      "<td>\n",
      "</td>\n",
      "<td><a href=\"/wiki/Newham_London_Borough_Council\" title=\"Newham London Borough Council\">Newham London Borough Council</a>\n",
      "</td>\n",
      "<td><a href=\"/wiki/Labour_Party_(UK)\" title=\"Labour Party (UK)\">Labour</a>\n",
      "</td>\n",
      "<td><a class=\"new\" href=\"/w/index.php?title=Newham_Dockside&amp;action=edit&amp;redlink=1\" title=\"Newham Dockside (page does not exist)\">Newham Dockside</a>, 1000 Dockside Road\n",
      "</td>\n",
      "<td>13.98\n",
      "</td>\n",
      "<td>318,227\n",
      "</td>\n",
      "<td><span class=\"plainlinks nourlexpansion\"><a class=\"external text\" href=\"//tools.wmflabs.org/geohack/geohack.php?pagename=List_of_London_boroughs&amp;params=51.5077_N_0.0469_E_region:GB_type:city&amp;title=Newham\"><span class=\"geo-nondefault\"><span class=\"geo-dms\" title=\"Maps, aerial photos, and other data for this location\"><span class=\"latitude\">51°30′28″N</span> <span class=\"longitude\">0°02′49″E</span></span></span><span class=\"geo-multi-punct\">﻿ / ﻿</span><span class=\"geo-default\"><span class=\"vcard\"><span class=\"geo-dec\" title=\"Maps, aerial photos, and other data for this location\">51.5077°N 0.0469°E</span><span style=\"display:none\">﻿ / <span class=\"geo\">51.5077; 0.0469</span></span><span style=\"display:none\">﻿ (<span class=\"fn org\">Newham</span>)</span></span></span></a></span>\n",
      "</td>\n",
      "<td>27\n",
      "</td></tr>\n",
      "<tr>\n",
      "<td><a href=\"/wiki/London_Borough_of_Redbridge\" title=\"London Borough of Redbridge\">Redbridge</a>\n",
      "</td>\n",
      "<td>\n",
      "</td>\n",
      "<td>\n",
      "</td>\n",
      "<td><a href=\"/wiki/Redbridge_London_Borough_Council\" title=\"Redbridge London Borough Council\">Redbridge London Borough Council</a>\n",
      "</td>\n",
      "<td><a href=\"/wiki/Labour_Party_(UK)\" title=\"Labour Party (UK)\">Labour</a>\n",
      "</td>\n",
      "<td><a class=\"new\" href=\"/w/index.php?title=Redbridge_Town_Hall&amp;action=edit&amp;redlink=1\" title=\"Redbridge Town Hall (page does not exist)\">Town Hall</a>, 128-142 High Road\n",
      "</td>\n",
      "<td>21.78\n",
      "</td>\n",
      "<td>288,272\n",
      "</td>\n",
      "<td><span class=\"plainlinks nourlexpansion\"><a class=\"external text\" href=\"//tools.wmflabs.org/geohack/geohack.php?pagename=List_of_London_boroughs&amp;params=51.559_N_0.0741_E_region:GB_type:city&amp;title=Redbridge\"><span class=\"geo-nondefault\"><span class=\"geo-dms\" title=\"Maps, aerial photos, and other data for this location\"><span class=\"latitude\">51°33′32″N</span> <span class=\"longitude\">0°04′27″E</span></span></span><span class=\"geo-multi-punct\">﻿ / ﻿</span><span class=\"geo-default\"><span class=\"vcard\"><span class=\"geo-dec\" title=\"Maps, aerial photos, and other data for this location\">51.5590°N 0.0741°E</span><span style=\"display:none\">﻿ / <span class=\"geo\">51.5590; 0.0741</span></span><span style=\"display:none\">﻿ (<span class=\"fn org\">Redbridge</span>)</span></span></span></a></span>\n",
      "</td>\n",
      "<td>26\n",
      "</td></tr>\n",
      "<tr>\n",
      "<td><a href=\"/wiki/London_Borough_of_Richmond_upon_Thames\" title=\"London Borough of Richmond upon Thames\">Richmond upon Thames</a>\n",
      "</td>\n",
      "<td>\n",
      "</td>\n",
      "<td>\n",
      "</td>\n",
      "<td><a href=\"/wiki/Richmond_upon_Thames_London_Borough_Council\" title=\"Richmond upon Thames London Borough Council\">Richmond upon Thames London Borough Council</a>\n",
      "</td>\n",
      "<td><a href=\"/wiki/Liberal_Democrats_(UK)\" title=\"Liberal Democrats (UK)\">Liberal Democrat</a>\n",
      "</td>\n",
      "<td><a class=\"new\" href=\"/w/index.php?title=Richmond_upon_Thames_Civic_Centre&amp;action=edit&amp;redlink=1\" title=\"Richmond upon Thames Civic Centre (page does not exist)\">Civic Centre</a>, 44 York Street\n",
      "</td>\n",
      "<td>22.17\n",
      "</td>\n",
      "<td>191,365\n",
      "</td>\n",
      "<td><span class=\"plainlinks nourlexpansion\"><a class=\"external text\" href=\"//tools.wmflabs.org/geohack/geohack.php?pagename=List_of_London_boroughs&amp;params=51.4479_N_0.326_W_region:GB_type:city&amp;title=Richmond+upon+Thames\"><span class=\"geo-nondefault\"><span class=\"geo-dms\" title=\"Maps, aerial photos, and other data for this location\"><span class=\"latitude\">51°26′52″N</span> <span class=\"longitude\">0°19′34″W</span></span></span><span class=\"geo-multi-punct\">﻿ / ﻿</span><span class=\"geo-default\"><span class=\"vcard\"><span class=\"geo-dec\" title=\"Maps, aerial photos, and other data for this location\">51.4479°N 0.3260°W</span><span style=\"display:none\">﻿ / <span class=\"geo\">51.4479; -0.3260</span></span><span style=\"display:none\">﻿ (<span class=\"fn org\">Richmond upon Thames</span>)</span></span></span></a></span>\n",
      "</td>\n",
      "<td>15\n",
      "</td></tr>\n",
      "<tr>\n",
      "<td><a href=\"/wiki/London_Borough_of_Southwark\" title=\"London Borough of Southwark\">Southwark</a>\n",
      "</td>\n",
      "<td><img alt=\"☑\" data-file-height=\"600\" data-file-width=\"600\" decoding=\"async\" height=\"20\" src=\"//upload.wikimedia.org/wikipedia/en/thumb/f/fb/Yes_check.svg/20px-Yes_check.svg.png\" srcset=\"//upload.wikimedia.org/wikipedia/en/thumb/f/fb/Yes_check.svg/30px-Yes_check.svg.png 1.5x, //upload.wikimedia.org/wikipedia/en/thumb/f/fb/Yes_check.svg/40px-Yes_check.svg.png 2x\" width=\"20\"/><span style=\"display:none\">Y</span>\n",
      "</td>\n",
      "<td>\n",
      "</td>\n",
      "<td><a href=\"/wiki/Southwark_London_Borough_Council\" title=\"Southwark London Borough Council\">Southwark London Borough Council</a>\n",
      "</td>\n",
      "<td><a href=\"/wiki/Labour_Party_(UK)\" title=\"Labour Party (UK)\">Labour</a>\n",
      "</td>\n",
      "<td><a class=\"new\" href=\"/w/index.php?title=160_Tooley_Street&amp;action=edit&amp;redlink=1\" title=\"160 Tooley Street (page does not exist)\">160 Tooley Street</a>\n",
      "</td>\n",
      "<td>11.14\n",
      "</td>\n",
      "<td>298,464\n",
      "</td>\n",
      "<td><span class=\"plainlinks nourlexpansion\"><a class=\"external text\" href=\"//tools.wmflabs.org/geohack/geohack.php?pagename=List_of_London_boroughs&amp;params=51.5035_N_0.0804_W_region:GB_type:city&amp;title=Southwark\"><span class=\"geo-nondefault\"><span class=\"geo-dms\" title=\"Maps, aerial photos, and other data for this location\"><span class=\"latitude\">51°30′13″N</span> <span class=\"longitude\">0°04′49″W</span></span></span><span class=\"geo-multi-punct\">﻿ / ﻿</span><span class=\"geo-default\"><span class=\"vcard\"><span class=\"geo-dec\" title=\"Maps, aerial photos, and other data for this location\">51.5035°N 0.0804°W</span><span style=\"display:none\">﻿ / <span class=\"geo\">51.5035; -0.0804</span></span><span style=\"display:none\">﻿ (<span class=\"fn org\">Southwark</span>)</span></span></span></a></span>\n",
      "</td>\n",
      "<td>7\n",
      "</td></tr>\n",
      "<tr>\n",
      "<td><a href=\"/wiki/London_Borough_of_Sutton\" title=\"London Borough of Sutton\">Sutton</a>\n",
      "</td>\n",
      "<td>\n",
      "</td>\n",
      "<td>\n",
      "</td>\n",
      "<td><a href=\"/wiki/Sutton_London_Borough_Council\" title=\"Sutton London Borough Council\">Sutton London Borough Council</a>\n",
      "</td>\n",
      "<td><a href=\"/wiki/Liberal_Democrats_(UK)\" title=\"Liberal Democrats (UK)\">Liberal Democrat</a>\n",
      "</td>\n",
      "<td><a class=\"new\" href=\"/w/index.php?title=Sutton_Civic_Offices&amp;action=edit&amp;redlink=1\" title=\"Sutton Civic Offices (page does not exist)\">Civic Offices</a>, St Nicholas Way\n",
      "</td>\n",
      "<td>16.93\n",
      "</td>\n",
      "<td>195,914\n",
      "</td>\n",
      "<td><span class=\"plainlinks nourlexpansion\"><a class=\"external text\" href=\"//tools.wmflabs.org/geohack/geohack.php?pagename=List_of_London_boroughs&amp;params=51.3618_N_0.1945_W_region:GB_type:city&amp;title=Sutton\"><span class=\"geo-nondefault\"><span class=\"geo-dms\" title=\"Maps, aerial photos, and other data for this location\"><span class=\"latitude\">51°21′42″N</span> <span class=\"longitude\">0°11′40″W</span></span></span><span class=\"geo-multi-punct\">﻿ / ﻿</span><span class=\"geo-default\"><span class=\"vcard\"><span class=\"geo-dec\" title=\"Maps, aerial photos, and other data for this location\">51.3618°N 0.1945°W</span><span style=\"display:none\">﻿ / <span class=\"geo\">51.3618; -0.1945</span></span><span style=\"display:none\">﻿ (<span class=\"fn org\">Sutton</span>)</span></span></span></a></span>\n",
      "</td>\n",
      "<td>18\n",
      "</td></tr>\n",
      "<tr>\n",
      "<td><a href=\"/wiki/London_Borough_of_Tower_Hamlets\" title=\"London Borough of Tower Hamlets\">Tower Hamlets</a>\n",
      "</td>\n",
      "<td><img alt=\"☑\" data-file-height=\"600\" data-file-width=\"600\" decoding=\"async\" height=\"20\" src=\"//upload.wikimedia.org/wikipedia/en/thumb/f/fb/Yes_check.svg/20px-Yes_check.svg.png\" srcset=\"//upload.wikimedia.org/wikipedia/en/thumb/f/fb/Yes_check.svg/30px-Yes_check.svg.png 1.5x, //upload.wikimedia.org/wikipedia/en/thumb/f/fb/Yes_check.svg/40px-Yes_check.svg.png 2x\" width=\"20\"/><span style=\"display:none\">Y</span>\n",
      "</td>\n",
      "<td>\n",
      "</td>\n",
      "<td><a href=\"/wiki/Tower_Hamlets_London_Borough_Council\" title=\"Tower Hamlets London Borough Council\">Tower Hamlets London Borough Council</a>\n",
      "</td>\n",
      "<td><a href=\"/wiki/Labour_Party_(UK)\" title=\"Labour Party (UK)\">Labour</a>\n",
      "</td>\n",
      "<td><a class=\"new\" href=\"/w/index.php?title=Tower_Hamlets_Town_Hall&amp;action=edit&amp;redlink=1\" title=\"Tower Hamlets Town Hall (page does not exist)\">Town Hall</a>, Mulberry Place, 5 Clove Crescent\n",
      "</td>\n",
      "<td>7.63\n",
      "</td>\n",
      "<td>272,890\n",
      "</td>\n",
      "<td><span class=\"plainlinks nourlexpansion\"><a class=\"external text\" href=\"//tools.wmflabs.org/geohack/geohack.php?pagename=List_of_London_boroughs&amp;params=51.5099_N_0.0059_W_region:GB_type:city&amp;title=Tower+Hamlets\"><span class=\"geo-nondefault\"><span class=\"geo-dms\" title=\"Maps, aerial photos, and other data for this location\"><span class=\"latitude\">51°30′36″N</span> <span class=\"longitude\">0°00′21″W</span></span></span><span class=\"geo-multi-punct\">﻿ / ﻿</span><span class=\"geo-default\"><span class=\"vcard\"><span class=\"geo-dec\" title=\"Maps, aerial photos, and other data for this location\">51.5099°N 0.0059°W</span><span style=\"display:none\">﻿ / <span class=\"geo\">51.5099; -0.0059</span></span><span style=\"display:none\">﻿ (<span class=\"fn org\">Tower Hamlets</span>)</span></span></span></a></span>\n",
      "</td>\n",
      "<td>8\n",
      "</td></tr>\n",
      "<tr>\n",
      "<td><a href=\"/wiki/London_Borough_of_Waltham_Forest\" title=\"London Borough of Waltham Forest\">Waltham Forest</a>\n",
      "</td>\n",
      "<td>\n",
      "</td>\n",
      "<td>\n",
      "</td>\n",
      "<td><a href=\"/wiki/Waltham_Forest_London_Borough_Council\" title=\"Waltham Forest London Borough Council\">Waltham Forest London Borough Council</a>\n",
      "</td>\n",
      "<td><a href=\"/wiki/Labour_Party_(UK)\" title=\"Labour Party (UK)\">Labour</a>\n",
      "</td>\n",
      "<td><a href=\"/wiki/Waltham_Forest_Town_Hall\" title=\"Waltham Forest Town Hall\">Waltham Forest Town Hall</a>, Forest Road\n",
      "</td>\n",
      "<td>14.99\n",
      "</td>\n",
      "<td>265,797\n",
      "</td>\n",
      "<td><span class=\"plainlinks nourlexpansion\"><a class=\"external text\" href=\"//tools.wmflabs.org/geohack/geohack.php?pagename=List_of_London_boroughs&amp;params=51.5908_N_0.0134_W_region:GB_type:city&amp;title=Waltham+Forest\"><span class=\"geo-nondefault\"><span class=\"geo-dms\" title=\"Maps, aerial photos, and other data for this location\"><span class=\"latitude\">51°35′27″N</span> <span class=\"longitude\">0°00′48″W</span></span></span><span class=\"geo-multi-punct\">﻿ / ﻿</span><span class=\"geo-default\"><span class=\"vcard\"><span class=\"geo-dec\" title=\"Maps, aerial photos, and other data for this location\">51.5908°N 0.0134°W</span><span style=\"display:none\">﻿ / <span class=\"geo\">51.5908; -0.0134</span></span><span style=\"display:none\">﻿ (<span class=\"fn org\">Waltham Forest</span>)</span></span></span></a></span>\n",
      "</td>\n",
      "<td>28\n",
      "</td></tr>\n",
      "<tr>\n",
      "<td><a href=\"/wiki/London_Borough_of_Wandsworth\" title=\"London Borough of Wandsworth\">Wandsworth</a>\n",
      "</td>\n",
      "<td><img alt=\"☑\" data-file-height=\"600\" data-file-width=\"600\" decoding=\"async\" height=\"20\" src=\"//upload.wikimedia.org/wikipedia/en/thumb/f/fb/Yes_check.svg/20px-Yes_check.svg.png\" srcset=\"//upload.wikimedia.org/wikipedia/en/thumb/f/fb/Yes_check.svg/30px-Yes_check.svg.png 1.5x, //upload.wikimedia.org/wikipedia/en/thumb/f/fb/Yes_check.svg/40px-Yes_check.svg.png 2x\" width=\"20\"/><span style=\"display:none\">Y</span>\n",
      "</td>\n",
      "<td>\n",
      "</td>\n",
      "<td><a href=\"/wiki/Wandsworth_London_Borough_Council\" title=\"Wandsworth London Borough Council\">Wandsworth London Borough Council</a>\n",
      "</td>\n",
      "<td><a href=\"/wiki/Conservative_Party_(UK)\" title=\"Conservative Party (UK)\">Conservative</a>\n",
      "</td>\n",
      "<td><a class=\"new\" href=\"/w/index.php?title=Wandsworth_Town_Hall&amp;action=edit&amp;redlink=1\" title=\"Wandsworth Town Hall (page does not exist)\">The Town Hall</a>, <a href=\"/wiki/Wandsworth_High_Street\" title=\"Wandsworth High Street\">Wandsworth High Street</a>\n",
      "</td>\n",
      "<td>13.23\n",
      "</td>\n",
      "<td>310,516\n",
      "</td>\n",
      "<td><span class=\"plainlinks nourlexpansion\"><a class=\"external text\" href=\"//tools.wmflabs.org/geohack/geohack.php?pagename=List_of_London_boroughs&amp;params=51.4567_N_0.191_W_region:GB_type:city&amp;title=Wandsworth\"><span class=\"geo-nondefault\"><span class=\"geo-dms\" title=\"Maps, aerial photos, and other data for this location\"><span class=\"latitude\">51°27′24″N</span> <span class=\"longitude\">0°11′28″W</span></span></span><span class=\"geo-multi-punct\">﻿ / ﻿</span><span class=\"geo-default\"><span class=\"vcard\"><span class=\"geo-dec\" title=\"Maps, aerial photos, and other data for this location\">51.4567°N 0.1910°W</span><span style=\"display:none\">﻿ / <span class=\"geo\">51.4567; -0.1910</span></span><span style=\"display:none\">﻿ (<span class=\"fn org\">Wandsworth</span>)</span></span></span></a></span>\n",
      "</td>\n",
      "<td>5\n",
      "</td></tr>\n",
      "<tr>\n",
      "<td><a href=\"/wiki/City_of_Westminster\" title=\"City of Westminster\">Westminster</a>\n",
      "</td>\n",
      "<td><img alt=\"☑\" data-file-height=\"600\" data-file-width=\"600\" decoding=\"async\" height=\"20\" src=\"//upload.wikimedia.org/wikipedia/en/thumb/f/fb/Yes_check.svg/20px-Yes_check.svg.png\" srcset=\"//upload.wikimedia.org/wikipedia/en/thumb/f/fb/Yes_check.svg/30px-Yes_check.svg.png 1.5x, //upload.wikimedia.org/wikipedia/en/thumb/f/fb/Yes_check.svg/40px-Yes_check.svg.png 2x\" width=\"20\"/><span style=\"display:none\">Y</span>\n",
      "</td>\n",
      "<td><a href=\"/wiki/City_status_in_the_United_Kingdom\" title=\"City status in the United Kingdom\">City</a>\n",
      "</td>\n",
      "<td><a href=\"/wiki/Westminster_City_Council\" title=\"Westminster City Council\">Westminster City Council</a>\n",
      "</td>\n",
      "<td><a href=\"/wiki/Conservative_Party_(UK)\" title=\"Conservative Party (UK)\">Conservative</a>\n",
      "</td>\n",
      "<td><a class=\"new\" href=\"/w/index.php?title=Westminster_City_Hall&amp;action=edit&amp;redlink=1\" title=\"Westminster City Hall (page does not exist)\">Westminster City Hall</a>, 64 Victoria Street\n",
      "</td>\n",
      "<td>8.29\n",
      "</td>\n",
      "<td>226,841\n",
      "</td>\n",
      "<td><span class=\"plainlinks nourlexpansion\"><a class=\"external text\" href=\"//tools.wmflabs.org/geohack/geohack.php?pagename=List_of_London_boroughs&amp;params=51.4973_N_0.1372_W_region:GB_type:city&amp;title=Westminster\"><span class=\"geo-nondefault\"><span class=\"geo-dms\" title=\"Maps, aerial photos, and other data for this location\"><span class=\"latitude\">51°29′50″N</span> <span class=\"longitude\">0°08′14″W</span></span></span><span class=\"geo-multi-punct\">﻿ / ﻿</span><span class=\"geo-default\"><span class=\"vcard\"><span class=\"geo-dec\" title=\"Maps, aerial photos, and other data for this location\">51.4973°N 0.1372°W</span><span style=\"display:none\">﻿ / <span class=\"geo\">51.4973; -0.1372</span></span><span style=\"display:none\">﻿ (<span class=\"fn org\">Westminster</span>)</span></span></span></a></span>\n",
      "</td>\n",
      "<td>2\n",
      "</td></tr></tbody></table>, <table class=\"wikitable sortable\" style=\"font-size:95%\" width=\"100%\">\n",
      "<tbody><tr>\n",
      "<th width=\"100px\"><i>‘Borough’</i>\n",
      "</th>\n",
      "<th>Inner\n",
      "</th>\n",
      "<th width=\"100px\">Status\n",
      "</th>\n",
      "<th>Local authority\n",
      "</th>\n",
      "<th>Political control\n",
      "</th>\n",
      "<th width=\"120px\">Headquarters\n",
      "</th>\n",
      "<th>Area<br/>(sq mi)\n",
      "</th>\n",
      "<th>Population<br/>(2011 est)\n",
      "</th>\n",
      "<th width=\"20px\">Co-ordinates\n",
      "</th>\n",
      "<th><span style=\"background:#67BCD3\"> Nr. in<br/>map </span>\n",
      "</th></tr>\n",
      "<tr>\n",
      "<td><a href=\"/wiki/City_of_London\" title=\"City of London\">City of London</a>\n",
      "</td>\n",
      "<td>(<img alt=\"☑\" data-file-height=\"600\" data-file-width=\"600\" decoding=\"async\" height=\"20\" src=\"//upload.wikimedia.org/wikipedia/en/thumb/f/fb/Yes_check.svg/20px-Yes_check.svg.png\" srcset=\"//upload.wikimedia.org/wikipedia/en/thumb/f/fb/Yes_check.svg/30px-Yes_check.svg.png 1.5x, //upload.wikimedia.org/wikipedia/en/thumb/f/fb/Yes_check.svg/40px-Yes_check.svg.png 2x\" width=\"20\"/><span style=\"display:none\">Y</span>)<br/><sup class=\"reference\" id=\"cite_ref-6\"><a href=\"#cite_note-6\">[note 5]</a></sup>\n",
      "</td>\n",
      "<td><i><a href=\"/wiki/Sui_generis\" title=\"Sui generis\">Sui generis</a></i>;<br/><a href=\"/wiki/City_status_in_the_United_Kingdom\" title=\"City status in the United Kingdom\">City</a>;<br/><a href=\"/wiki/Ceremonial_counties_of_England\" title=\"Ceremonial counties of England\">Ceremonial county</a>\n",
      "</td>\n",
      "<td><a class=\"mw-redirect\" href=\"/wiki/Corporation_of_London\" title=\"Corporation of London\">Corporation of London</a>;<br/><a href=\"/wiki/Inner_Temple\" title=\"Inner Temple\">Inner Temple</a>;<br/><a href=\"/wiki/Middle_Temple\" title=\"Middle Temple\">Middle Temple</a>\n",
      "</td>\n",
      "<td>? \n",
      "</td>\n",
      "<td><a href=\"/wiki/Guildhall,_London\" title=\"Guildhall, London\">Guildhall</a>\n",
      "</td>\n",
      "<td>1.12\n",
      "</td>\n",
      "<td>7,000\n",
      "</td>\n",
      "<td><span class=\"plainlinks nourlexpansion\"><a class=\"external text\" href=\"//tools.wmflabs.org/geohack/geohack.php?pagename=List_of_London_boroughs&amp;params=51.5155_N_0.0922_W_region:GB_type:city&amp;title=City+of+London\"><span class=\"geo-nondefault\"><span class=\"geo-dms\" title=\"Maps, aerial photos, and other data for this location\"><span class=\"latitude\">51°30′56″N</span> <span class=\"longitude\">0°05′32″W</span></span></span><span class=\"geo-multi-punct\">﻿ / ﻿</span><span class=\"geo-default\"><span class=\"vcard\"><span class=\"geo-dec\" title=\"Maps, aerial photos, and other data for this location\">51.5155°N 0.0922°W</span><span style=\"display:none\">﻿ / <span class=\"geo\">51.5155; -0.0922</span></span><span style=\"display:none\">﻿ (<span class=\"fn org\">City of London</span>)</span></span></span></a></span>\n",
      "</td>\n",
      "<td>1\n",
      "</td></tr></tbody></table>]\n"
     ]
    }
   ],
   "source": [
    "# extracting the raw table inside that webpage\n",
    "table = soup.find_all('table', {'class':'wikitable sortable'})\n",
    "print(table)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Converting the table into a data frame "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style>\n",
       "    .dataframe thead tr:only-child th {\n",
       "        text-align: right;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: left;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Borough</th>\n",
       "      <th>Inner</th>\n",
       "      <th>Status</th>\n",
       "      <th>Local authority</th>\n",
       "      <th>Political control</th>\n",
       "      <th>Headquarters</th>\n",
       "      <th>Area (sq mi)</th>\n",
       "      <th>Population (2013 est)[1]</th>\n",
       "      <th>Co-ordinates</th>\n",
       "      <th>Nr. in map</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Barking and Dagenham [note 1]</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Barking and Dagenham London Borough Council</td>\n",
       "      <td>Labour</td>\n",
       "      <td>Town Hall, 1 Town Square</td>\n",
       "      <td>13.93</td>\n",
       "      <td>194352</td>\n",
       "      <td>51°33′39″N 0°09′21″E﻿ / ﻿51.5607°N 0.1557°E﻿ /...</td>\n",
       "      <td>25</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Barnet</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Barnet London Borough Council</td>\n",
       "      <td>Conservative</td>\n",
       "      <td>North London Business Park, Oakleigh Road South</td>\n",
       "      <td>33.49</td>\n",
       "      <td>369088</td>\n",
       "      <td>51°37′31″N 0°09′06″W﻿ / ﻿51.6252°N 0.1517°W﻿ /...</td>\n",
       "      <td>31</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Bexley</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Bexley London Borough Council</td>\n",
       "      <td>Conservative</td>\n",
       "      <td>Civic Offices, 2 Watling Street</td>\n",
       "      <td>23.38</td>\n",
       "      <td>236687</td>\n",
       "      <td>51°27′18″N 0°09′02″E﻿ / ﻿51.4549°N 0.1505°E﻿ /...</td>\n",
       "      <td>23</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Brent</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Brent London Borough Council</td>\n",
       "      <td>Labour</td>\n",
       "      <td>Brent Civic Centre, Engineers Way</td>\n",
       "      <td>16.70</td>\n",
       "      <td>317264</td>\n",
       "      <td>51°33′32″N 0°16′54″W﻿ / ﻿51.5588°N 0.2817°W﻿ /...</td>\n",
       "      <td>12</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Bromley</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Bromley London Borough Council</td>\n",
       "      <td>Conservative</td>\n",
       "      <td>Civic Centre, Stockwell Close</td>\n",
       "      <td>57.97</td>\n",
       "      <td>317899</td>\n",
       "      <td>51°24′14″N 0°01′11″E﻿ / ﻿51.4039°N 0.0198°E﻿ /...</td>\n",
       "      <td>20</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                         Borough Inner Status  \\\n",
       "0  Barking and Dagenham [note 1]   NaN    NaN   \n",
       "1                         Barnet   NaN    NaN   \n",
       "2                         Bexley   NaN    NaN   \n",
       "3                          Brent   NaN    NaN   \n",
       "4                        Bromley   NaN    NaN   \n",
       "\n",
       "                               Local authority Political control  \\\n",
       "0  Barking and Dagenham London Borough Council            Labour   \n",
       "1                Barnet London Borough Council      Conservative   \n",
       "2                Bexley London Borough Council      Conservative   \n",
       "3                 Brent London Borough Council            Labour   \n",
       "4               Bromley London Borough Council      Conservative   \n",
       "\n",
       "                                      Headquarters  Area (sq mi)  \\\n",
       "0                         Town Hall, 1 Town Square         13.93   \n",
       "1  North London Business Park, Oakleigh Road South         33.49   \n",
       "2                  Civic Offices, 2 Watling Street         23.38   \n",
       "3                Brent Civic Centre, Engineers Way         16.70   \n",
       "4                    Civic Centre, Stockwell Close         57.97   \n",
       "\n",
       "   Population (2013 est)[1]  \\\n",
       "0                    194352   \n",
       "1                    369088   \n",
       "2                    236687   \n",
       "3                    317264   \n",
       "4                    317899   \n",
       "\n",
       "                                        Co-ordinates  Nr. in map  \n",
       "0  51°33′39″N 0°09′21″E﻿ / ﻿51.5607°N 0.1557°E﻿ /...          25  \n",
       "1  51°37′31″N 0°09′06″W﻿ / ﻿51.6252°N 0.1517°W﻿ /...          31  \n",
       "2  51°27′18″N 0°09′02″E﻿ / ﻿51.4549°N 0.1505°E﻿ /...          23  \n",
       "3  51°33′32″N 0°16′54″W﻿ / ﻿51.5588°N 0.2817°W﻿ /...          12  \n",
       "4  51°24′14″N 0°01′11″E﻿ / ﻿51.4039°N 0.0198°E﻿ /...          20  "
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "London_table = pd.read_html(str(table[0]), index_col=None, header=0)[0]\n",
    "London_table.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### The second table on the site contains the addition Borough i.e. City of London"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style>\n",
       "    .dataframe thead tr:only-child th {\n",
       "        text-align: right;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: left;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Borough</th>\n",
       "      <th>Inner</th>\n",
       "      <th>Status</th>\n",
       "      <th>Local authority</th>\n",
       "      <th>Political control</th>\n",
       "      <th>Headquarters</th>\n",
       "      <th>Area (sq mi)</th>\n",
       "      <th>Population (2013 est)[1]</th>\n",
       "      <th>Co-ordinates</th>\n",
       "      <th>Nr. in map</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>City of London</td>\n",
       "      <td>(Y)[note 5]</td>\n",
       "      <td>Sui generis;City;Ceremonial county</td>\n",
       "      <td>Corporation of London;Inner Temple;Middle Temple</td>\n",
       "      <td>?</td>\n",
       "      <td>Guildhall</td>\n",
       "      <td>1.12</td>\n",
       "      <td>7000</td>\n",
       "      <td>51°30′56″N 0°05′32″W﻿ / ﻿51.5155°N 0.0922°W﻿ /...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "          Borough        Inner                              Status  \\\n",
       "0  City of London  (Y)[note 5]  Sui generis;City;Ceremonial county   \n",
       "\n",
       "                                    Local authority Political control  \\\n",
       "0  Corporation of London;Inner Temple;Middle Temple                 ?   \n",
       "\n",
       "  Headquarters  Area (sq mi)  Population (2013 est)[1]  \\\n",
       "0    Guildhall          1.12                      7000   \n",
       "\n",
       "                                        Co-ordinates  Nr. in map  \n",
       "0  51°30′56″N 0°05′32″W﻿ / ﻿51.5155°N 0.0922°W﻿ /...           1  "
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Read in the second table \n",
    "London_table1 = pd.read_html(str(table[1]), index_col=None, header=0)[0]\n",
    "\n",
    "# Rename the columns to match the previous table to append the tables.\n",
    "\n",
    "London_table1.columns = ['Borough','Inner','Status','Local authority','Political control',\n",
    "                         'Headquarters','Area (sq mi)','Population (2013 est)[1]','Co-ordinates','Nr. in map']\n",
    "\n",
    "# View the table\n",
    "London_table1"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Append the data frame together"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style>\n",
       "    .dataframe thead tr:only-child th {\n",
       "        text-align: right;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: left;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Borough</th>\n",
       "      <th>Inner</th>\n",
       "      <th>Status</th>\n",
       "      <th>Local authority</th>\n",
       "      <th>Political control</th>\n",
       "      <th>Headquarters</th>\n",
       "      <th>Area (sq mi)</th>\n",
       "      <th>Population (2013 est)[1]</th>\n",
       "      <th>Co-ordinates</th>\n",
       "      <th>Nr. in map</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Barking and Dagenham [note 1]</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Barking and Dagenham London Borough Council</td>\n",
       "      <td>Labour</td>\n",
       "      <td>Town Hall, 1 Town Square</td>\n",
       "      <td>13.93</td>\n",
       "      <td>194352</td>\n",
       "      <td>51°33′39″N 0°09′21″E﻿ / ﻿51.5607°N 0.1557°E﻿ /...</td>\n",
       "      <td>25</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Barnet</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Barnet London Borough Council</td>\n",
       "      <td>Conservative</td>\n",
       "      <td>North London Business Park, Oakleigh Road South</td>\n",
       "      <td>33.49</td>\n",
       "      <td>369088</td>\n",
       "      <td>51°37′31″N 0°09′06″W﻿ / ﻿51.6252°N 0.1517°W﻿ /...</td>\n",
       "      <td>31</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Bexley</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Bexley London Borough Council</td>\n",
       "      <td>Conservative</td>\n",
       "      <td>Civic Offices, 2 Watling Street</td>\n",
       "      <td>23.38</td>\n",
       "      <td>236687</td>\n",
       "      <td>51°27′18″N 0°09′02″E﻿ / ﻿51.4549°N 0.1505°E﻿ /...</td>\n",
       "      <td>23</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Brent</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Brent London Borough Council</td>\n",
       "      <td>Labour</td>\n",
       "      <td>Brent Civic Centre, Engineers Way</td>\n",
       "      <td>16.70</td>\n",
       "      <td>317264</td>\n",
       "      <td>51°33′32″N 0°16′54″W﻿ / ﻿51.5588°N 0.2817°W﻿ /...</td>\n",
       "      <td>12</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Bromley</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Bromley London Borough Council</td>\n",
       "      <td>Conservative</td>\n",
       "      <td>Civic Centre, Stockwell Close</td>\n",
       "      <td>57.97</td>\n",
       "      <td>317899</td>\n",
       "      <td>51°24′14″N 0°01′11″E﻿ / ﻿51.4039°N 0.0198°E﻿ /...</td>\n",
       "      <td>20</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                         Borough Inner Status  \\\n",
       "0  Barking and Dagenham [note 1]   NaN    NaN   \n",
       "1                         Barnet   NaN    NaN   \n",
       "2                         Bexley   NaN    NaN   \n",
       "3                          Brent   NaN    NaN   \n",
       "4                        Bromley   NaN    NaN   \n",
       "\n",
       "                               Local authority Political control  \\\n",
       "0  Barking and Dagenham London Borough Council            Labour   \n",
       "1                Barnet London Borough Council      Conservative   \n",
       "2                Bexley London Borough Council      Conservative   \n",
       "3                 Brent London Borough Council            Labour   \n",
       "4               Bromley London Borough Council      Conservative   \n",
       "\n",
       "                                      Headquarters  Area (sq mi)  \\\n",
       "0                         Town Hall, 1 Town Square         13.93   \n",
       "1  North London Business Park, Oakleigh Road South         33.49   \n",
       "2                  Civic Offices, 2 Watling Street         23.38   \n",
       "3                Brent Civic Centre, Engineers Way         16.70   \n",
       "4                    Civic Centre, Stockwell Close         57.97   \n",
       "\n",
       "   Population (2013 est)[1]  \\\n",
       "0                    194352   \n",
       "1                    369088   \n",
       "2                    236687   \n",
       "3                    317264   \n",
       "4                    317899   \n",
       "\n",
       "                                        Co-ordinates  Nr. in map  \n",
       "0  51°33′39″N 0°09′21″E﻿ / ﻿51.5607°N 0.1557°E﻿ /...          25  \n",
       "1  51°37′31″N 0°09′06″W﻿ / ﻿51.6252°N 0.1517°W﻿ /...          31  \n",
       "2  51°27′18″N 0°09′02″E﻿ / ﻿51.4549°N 0.1505°E﻿ /...          23  \n",
       "3  51°33′32″N 0°16′54″W﻿ / ﻿51.5588°N 0.2817°W﻿ /...          12  \n",
       "4  51°24′14″N 0°01′11″E﻿ / ﻿51.4039°N 0.0198°E﻿ /...          20  "
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# A continuous index value will be maintained \n",
    "# across the rows in the new appended data frame. \n",
    "\n",
    "London_table = London_table.append(London_table1, ignore_index = True) \n",
    "London_table.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Check if the last row was appended correctly"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style>\n",
       "    .dataframe thead tr:only-child th {\n",
       "        text-align: right;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: left;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Borough</th>\n",
       "      <th>Inner</th>\n",
       "      <th>Status</th>\n",
       "      <th>Local authority</th>\n",
       "      <th>Political control</th>\n",
       "      <th>Headquarters</th>\n",
       "      <th>Area (sq mi)</th>\n",
       "      <th>Population (2013 est)[1]</th>\n",
       "      <th>Co-ordinates</th>\n",
       "      <th>Nr. in map</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>Tower Hamlets</td>\n",
       "      <td>Y</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Tower Hamlets London Borough Council</td>\n",
       "      <td>Labour</td>\n",
       "      <td>Town Hall, Mulberry Place, 5 Clove Crescent</td>\n",
       "      <td>7.63</td>\n",
       "      <td>272890</td>\n",
       "      <td>51°30′36″N 0°00′21″W﻿ / ﻿51.5099°N 0.0059°W﻿ /...</td>\n",
       "      <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>Waltham Forest</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Waltham Forest London Borough Council</td>\n",
       "      <td>Labour</td>\n",
       "      <td>Waltham Forest Town Hall, Forest Road</td>\n",
       "      <td>14.99</td>\n",
       "      <td>265797</td>\n",
       "      <td>51°35′27″N 0°00′48″W﻿ / ﻿51.5908°N 0.0134°W﻿ /...</td>\n",
       "      <td>28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>Wandsworth</td>\n",
       "      <td>Y</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Wandsworth London Borough Council</td>\n",
       "      <td>Conservative</td>\n",
       "      <td>The Town Hall, Wandsworth High Street</td>\n",
       "      <td>13.23</td>\n",
       "      <td>310516</td>\n",
       "      <td>51°27′24″N 0°11′28″W﻿ / ﻿51.4567°N 0.1910°W﻿ /...</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>Westminster</td>\n",
       "      <td>Y</td>\n",
       "      <td>City</td>\n",
       "      <td>Westminster City Council</td>\n",
       "      <td>Conservative</td>\n",
       "      <td>Westminster City Hall, 64 Victoria Street</td>\n",
       "      <td>8.29</td>\n",
       "      <td>226841</td>\n",
       "      <td>51°29′50″N 0°08′14″W﻿ / ﻿51.4973°N 0.1372°W﻿ /...</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>City of London</td>\n",
       "      <td>(Y)[note 5]</td>\n",
       "      <td>Sui generis;City;Ceremonial county</td>\n",
       "      <td>Corporation of London;Inner Temple;Middle Temple</td>\n",
       "      <td>?</td>\n",
       "      <td>Guildhall</td>\n",
       "      <td>1.12</td>\n",
       "      <td>7000</td>\n",
       "      <td>51°30′56″N 0°05′32″W﻿ / ﻿51.5155°N 0.0922°W﻿ /...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "           Borough        Inner                              Status  \\\n",
       "28   Tower Hamlets            Y                                 NaN   \n",
       "29  Waltham Forest          NaN                                 NaN   \n",
       "30      Wandsworth            Y                                 NaN   \n",
       "31     Westminster            Y                                City   \n",
       "32  City of London  (Y)[note 5]  Sui generis;City;Ceremonial county   \n",
       "\n",
       "                                     Local authority Political control  \\\n",
       "28              Tower Hamlets London Borough Council            Labour   \n",
       "29             Waltham Forest London Borough Council            Labour   \n",
       "30                 Wandsworth London Borough Council      Conservative   \n",
       "31                          Westminster City Council      Conservative   \n",
       "32  Corporation of London;Inner Temple;Middle Temple                 ?   \n",
       "\n",
       "                                   Headquarters  Area (sq mi)  \\\n",
       "28  Town Hall, Mulberry Place, 5 Clove Crescent          7.63   \n",
       "29        Waltham Forest Town Hall, Forest Road         14.99   \n",
       "30        The Town Hall, Wandsworth High Street         13.23   \n",
       "31    Westminster City Hall, 64 Victoria Street          8.29   \n",
       "32                                    Guildhall          1.12   \n",
       "\n",
       "    Population (2013 est)[1]  \\\n",
       "28                    272890   \n",
       "29                    265797   \n",
       "30                    310516   \n",
       "31                    226841   \n",
       "32                      7000   \n",
       "\n",
       "                                         Co-ordinates  Nr. in map  \n",
       "28  51°30′36″N 0°00′21″W﻿ / ﻿51.5099°N 0.0059°W﻿ /...           8  \n",
       "29  51°35′27″N 0°00′48″W﻿ / ﻿51.5908°N 0.0134°W﻿ /...          28  \n",
       "30  51°27′24″N 0°11′28″W﻿ / ﻿51.4567°N 0.1910°W﻿ /...           5  \n",
       "31  51°29′50″N 0°08′14″W﻿ / ﻿51.4973°N 0.1372°W﻿ /...           2  \n",
       "32  51°30′56″N 0°05′32″W﻿ / ﻿51.5155°N 0.0922°W﻿ /...           1  "
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "London_table.tail()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### View the information of the data set"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 33 entries, 0 to 32\n",
      "Data columns (total 10 columns):\n",
      "Borough                     33 non-null object\n",
      "Inner                       15 non-null object\n",
      "Status                      5 non-null object\n",
      "Local authority             33 non-null object\n",
      "Political control           33 non-null object\n",
      "Headquarters                33 non-null object\n",
      "Area (sq mi)                33 non-null float64\n",
      "Population (2013 est)[1]    33 non-null int64\n",
      "Co-ordinates                33 non-null object\n",
      "Nr. in map                  33 non-null int64\n",
      "dtypes: float64(1), int64(2), object(7)\n",
      "memory usage: 2.7+ KB\n"
     ]
    }
   ],
   "source": [
    "London_table.info()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Removing Unnecessary string in the Data set"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style>\n",
       "    .dataframe thead tr:only-child th {\n",
       "        text-align: right;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: left;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Borough</th>\n",
       "      <th>Inner</th>\n",
       "      <th>Status</th>\n",
       "      <th>Local authority</th>\n",
       "      <th>Political control</th>\n",
       "      <th>Headquarters</th>\n",
       "      <th>Area (sq mi)</th>\n",
       "      <th>Population (2013 est)[1]</th>\n",
       "      <th>Co-ordinates</th>\n",
       "      <th>Nr. in map</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Barking and Dagenham []</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Barking and Dagenham London Borough Council</td>\n",
       "      <td>Labour</td>\n",
       "      <td>Town Hall, 1 Town Square</td>\n",
       "      <td>13.93</td>\n",
       "      <td>194352</td>\n",
       "      <td>51°33′39″N 0°09′21″E﻿ / ﻿51.5607°N 0.1557°E﻿ /...</td>\n",
       "      <td>25</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Barnet</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Barnet London Borough Council</td>\n",
       "      <td>Conservative</td>\n",
       "      <td>North London Business Park, Oakleigh Road South</td>\n",
       "      <td>33.49</td>\n",
       "      <td>369088</td>\n",
       "      <td>51°37′31″N 0°09′06″W﻿ / ﻿51.6252°N 0.1517°W﻿ /...</td>\n",
       "      <td>31</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Bexley</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Bexley London Borough Council</td>\n",
       "      <td>Conservative</td>\n",
       "      <td>Civic Offices, 2 Watling Street</td>\n",
       "      <td>23.38</td>\n",
       "      <td>236687</td>\n",
       "      <td>51°27′18″N 0°09′02″E﻿ / ﻿51.4549°N 0.1505°E﻿ /...</td>\n",
       "      <td>23</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Brent</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Brent London Borough Council</td>\n",
       "      <td>Labour</td>\n",
       "      <td>Brent Civic Centre, Engineers Way</td>\n",
       "      <td>16.70</td>\n",
       "      <td>317264</td>\n",
       "      <td>51°33′32″N 0°16′54″W﻿ / ﻿51.5588°N 0.2817°W﻿ /...</td>\n",
       "      <td>12</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Bromley</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Bromley London Borough Council</td>\n",
       "      <td>Conservative</td>\n",
       "      <td>Civic Centre, Stockwell Close</td>\n",
       "      <td>57.97</td>\n",
       "      <td>317899</td>\n",
       "      <td>51°24′14″N 0°01′11″E﻿ / ﻿51.4039°N 0.0198°E﻿ /...</td>\n",
       "      <td>20</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                   Borough Inner Status  \\\n",
       "0  Barking and Dagenham []   NaN    NaN   \n",
       "1                   Barnet   NaN    NaN   \n",
       "2                   Bexley   NaN    NaN   \n",
       "3                    Brent   NaN    NaN   \n",
       "4                  Bromley   NaN    NaN   \n",
       "\n",
       "                               Local authority Political control  \\\n",
       "0  Barking and Dagenham London Borough Council            Labour   \n",
       "1                Barnet London Borough Council      Conservative   \n",
       "2                Bexley London Borough Council      Conservative   \n",
       "3                 Brent London Borough Council            Labour   \n",
       "4               Bromley London Borough Council      Conservative   \n",
       "\n",
       "                                      Headquarters  Area (sq mi)  \\\n",
       "0                         Town Hall, 1 Town Square         13.93   \n",
       "1  North London Business Park, Oakleigh Road South         33.49   \n",
       "2                  Civic Offices, 2 Watling Street         23.38   \n",
       "3                Brent Civic Centre, Engineers Way         16.70   \n",
       "4                    Civic Centre, Stockwell Close         57.97   \n",
       "\n",
       "   Population (2013 est)[1]  \\\n",
       "0                    194352   \n",
       "1                    369088   \n",
       "2                    236687   \n",
       "3                    317264   \n",
       "4                    317899   \n",
       "\n",
       "                                        Co-ordinates  Nr. in map  \n",
       "0  51°33′39″N 0°09′21″E﻿ / ﻿51.5607°N 0.1557°E﻿ /...          25  \n",
       "1  51°37′31″N 0°09′06″W﻿ / ﻿51.6252°N 0.1517°W﻿ /...          31  \n",
       "2  51°27′18″N 0°09′02″E﻿ / ﻿51.4549°N 0.1505°E﻿ /...          23  \n",
       "3  51°33′32″N 0°16′54″W﻿ / ﻿51.5588°N 0.2817°W﻿ /...          12  \n",
       "4  51°24′14″N 0°01′11″E﻿ / ﻿51.4039°N 0.0198°E﻿ /...          20  "
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "London_table = London_table.replace('note 1','', regex=True) \n",
    "London_table = London_table.replace('note 2','', regex=True) \n",
    "London_table = London_table.replace('note 3','', regex=True) \n",
    "London_table = London_table.replace('note 4','', regex=True) \n",
    "London_table = London_table.replace('note 5','', regex=True) \n",
    "\n",
    "# View the top of the data set\n",
    "London_table.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Check the type of the newly created table"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "pandas.core.frame.DataFrame"
      ]
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "type(London_table)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(33, 10)"
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Shape of the data frame\n",
    "London_table.shape"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Check if the Borough in both the data frames match."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'Barking and Dagenham', 'Greenwich', 'Hammersmith and Fulham'}"
      ]
     },
     "execution_count": 30,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "set(df.Borough) - set(London_table.Borough)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "These 3 Boroughs don't match because of the unnecessary symobols present \"[]\" "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Find the index of the Boroughs that didn't match"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "The index of first borough is [0]\n",
      "The index of second borough is [9]\n",
      "The index of third borough is [11]\n"
     ]
    }
   ],
   "source": [
    "print(\"The index of first borough is\",London_table.index[London_table['Borough'] == 'Barking and Dagenham []'].tolist())\n",
    "print(\"The index of second borough is\",London_table.index[London_table['Borough'] == 'Greenwich []'].tolist())\n",
    "print(\"The index of third borough is\",London_table.index[London_table['Borough'] == 'Hammersmith and Fulham []'].tolist())"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Changing the Borough names to match the other data frame"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "London_table.iloc[0,0] = 'Barking and Dagenham'\n",
    "London_table.iloc[9,0] = 'Greenwich'\n",
    "London_table.iloc[11,0] = 'Hammersmith and Fulham'"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Check if the Borough names in both data sets match"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "set()"
      ]
     },
     "execution_count": 33,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "set(df.Borough) - set(London_table.Borough)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The Borough names in both data frames match "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### We can combine both the data frames together"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style>\n",
       "    .dataframe thead tr:only-child th {\n",
       "        text-align: right;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: left;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Borough</th>\n",
       "      <th>Burglary</th>\n",
       "      <th>Criminal Damage</th>\n",
       "      <th>Drugs</th>\n",
       "      <th>Other Notifiable Offences</th>\n",
       "      <th>Robbery</th>\n",
       "      <th>Theft and Handling</th>\n",
       "      <th>Violence Against the Person</th>\n",
       "      <th>Total</th>\n",
       "      <th>Inner</th>\n",
       "      <th>Status</th>\n",
       "      <th>Local authority</th>\n",
       "      <th>Political control</th>\n",
       "      <th>Headquarters</th>\n",
       "      <th>Area (sq mi)</th>\n",
       "      <th>Population (2013 est)[1]</th>\n",
       "      <th>Co-ordinates</th>\n",
       "      <th>Nr. in map</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Barking and Dagenham</td>\n",
       "      <td>1287</td>\n",
       "      <td>1949</td>\n",
       "      <td>919</td>\n",
       "      <td>378</td>\n",
       "      <td>534</td>\n",
       "      <td>5607</td>\n",
       "      <td>6067</td>\n",
       "      <td>16741</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Barking and Dagenham London Borough Council</td>\n",
       "      <td>Labour</td>\n",
       "      <td>Town Hall, 1 Town Square</td>\n",
       "      <td>13.93</td>\n",
       "      <td>194352</td>\n",
       "      <td>51°33′39″N 0°09′21″E﻿ / ﻿51.5607°N 0.1557°E﻿ /...</td>\n",
       "      <td>25</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Barnet</td>\n",
       "      <td>3402</td>\n",
       "      <td>2183</td>\n",
       "      <td>906</td>\n",
       "      <td>499</td>\n",
       "      <td>464</td>\n",
       "      <td>9731</td>\n",
       "      <td>7499</td>\n",
       "      <td>24684</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Barnet London Borough Council</td>\n",
       "      <td>Conservative</td>\n",
       "      <td>North London Business Park, Oakleigh Road South</td>\n",
       "      <td>33.49</td>\n",
       "      <td>369088</td>\n",
       "      <td>51°37′31″N 0°09′06″W﻿ / ﻿51.6252°N 0.1517°W﻿ /...</td>\n",
       "      <td>31</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Bexley</td>\n",
       "      <td>1123</td>\n",
       "      <td>1673</td>\n",
       "      <td>646</td>\n",
       "      <td>294</td>\n",
       "      <td>209</td>\n",
       "      <td>4392</td>\n",
       "      <td>4503</td>\n",
       "      <td>12840</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Bexley London Borough Council</td>\n",
       "      <td>Conservative</td>\n",
       "      <td>Civic Offices, 2 Watling Street</td>\n",
       "      <td>23.38</td>\n",
       "      <td>236687</td>\n",
       "      <td>51°27′18″N 0°09′02″E﻿ / ﻿51.4549°N 0.1505°E﻿ /...</td>\n",
       "      <td>23</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Brent</td>\n",
       "      <td>2631</td>\n",
       "      <td>2280</td>\n",
       "      <td>2096</td>\n",
       "      <td>536</td>\n",
       "      <td>919</td>\n",
       "      <td>9026</td>\n",
       "      <td>9205</td>\n",
       "      <td>26693</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Brent London Borough Council</td>\n",
       "      <td>Labour</td>\n",
       "      <td>Brent Civic Centre, Engineers Way</td>\n",
       "      <td>16.70</td>\n",
       "      <td>317264</td>\n",
       "      <td>51°33′32″N 0°16′54″W﻿ / ﻿51.5588°N 0.2817°W﻿ /...</td>\n",
       "      <td>12</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Bromley</td>\n",
       "      <td>2214</td>\n",
       "      <td>2202</td>\n",
       "      <td>728</td>\n",
       "      <td>417</td>\n",
       "      <td>369</td>\n",
       "      <td>7584</td>\n",
       "      <td>6650</td>\n",
       "      <td>20164</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Bromley London Borough Council</td>\n",
       "      <td>Conservative</td>\n",
       "      <td>Civic Centre, Stockwell Close</td>\n",
       "      <td>57.97</td>\n",
       "      <td>317899</td>\n",
       "      <td>51°24′14″N 0°01′11″E﻿ / ﻿51.4039°N 0.0198°E﻿ /...</td>\n",
       "      <td>20</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>Camden</td>\n",
       "      <td>2652</td>\n",
       "      <td>1935</td>\n",
       "      <td>1493</td>\n",
       "      <td>490</td>\n",
       "      <td>899</td>\n",
       "      <td>14088</td>\n",
       "      <td>7626</td>\n",
       "      <td>29183</td>\n",
       "      <td>Y</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Camden London Borough Council</td>\n",
       "      <td>Labour</td>\n",
       "      <td>Camden Town Hall, Judd Street</td>\n",
       "      <td>8.40</td>\n",
       "      <td>229719</td>\n",
       "      <td>51°31′44″N 0°07′32″W﻿ / ﻿51.5290°N 0.1255°W﻿ /...</td>\n",
       "      <td>11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>City of London</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>10</td>\n",
       "      <td>6</td>\n",
       "      <td>4</td>\n",
       "      <td>129</td>\n",
       "      <td>25</td>\n",
       "      <td>178</td>\n",
       "      <td>(Y)[]</td>\n",
       "      <td>Sui generis;City;Ceremonial county</td>\n",
       "      <td>Corporation of London;Inner Temple;Middle Temple</td>\n",
       "      <td>?</td>\n",
       "      <td>Guildhall</td>\n",
       "      <td>1.12</td>\n",
       "      <td>7000</td>\n",
       "      <td>51°30′56″N 0°05′32″W﻿ / ﻿51.5155°N 0.0922°W﻿ /...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>Croydon</td>\n",
       "      <td>2738</td>\n",
       "      <td>3219</td>\n",
       "      <td>1367</td>\n",
       "      <td>718</td>\n",
       "      <td>1139</td>\n",
       "      <td>9229</td>\n",
       "      <td>10302</td>\n",
       "      <td>28712</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Croydon London Borough Council</td>\n",
       "      <td>Labour</td>\n",
       "      <td>Bernard Weatherill House, Mint Walk</td>\n",
       "      <td>33.41</td>\n",
       "      <td>372752</td>\n",
       "      <td>51°22′17″N 0°05′52″W﻿ / ﻿51.3714°N 0.0977°W﻿ /...</td>\n",
       "      <td>19</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>Ealing</td>\n",
       "      <td>2492</td>\n",
       "      <td>2562</td>\n",
       "      <td>1355</td>\n",
       "      <td>613</td>\n",
       "      <td>669</td>\n",
       "      <td>10040</td>\n",
       "      <td>9396</td>\n",
       "      <td>27127</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Ealing London Borough Council</td>\n",
       "      <td>Labour</td>\n",
       "      <td>Perceval House, 14-16 Uxbridge Road</td>\n",
       "      <td>21.44</td>\n",
       "      <td>342494</td>\n",
       "      <td>51°30′47″N 0°18′32″W﻿ / ﻿51.5130°N 0.3089°W﻿ /...</td>\n",
       "      <td>13</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>Enfield</td>\n",
       "      <td>2541</td>\n",
       "      <td>2136</td>\n",
       "      <td>1063</td>\n",
       "      <td>492</td>\n",
       "      <td>807</td>\n",
       "      <td>8037</td>\n",
       "      <td>7409</td>\n",
       "      <td>22485</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Enfield London Borough Council</td>\n",
       "      <td>Labour</td>\n",
       "      <td>Civic Centre, Silver Street</td>\n",
       "      <td>31.74</td>\n",
       "      <td>320524</td>\n",
       "      <td>51°39′14″N 0°04′48″W﻿ / ﻿51.6538°N 0.0799°W﻿ /...</td>\n",
       "      <td>30</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                Borough  Burglary  Criminal Damage  Drugs  \\\n",
       "0  Barking and Dagenham      1287             1949    919   \n",
       "1                Barnet      3402             2183    906   \n",
       "2                Bexley      1123             1673    646   \n",
       "3                 Brent      2631             2280   2096   \n",
       "4               Bromley      2214             2202    728   \n",
       "5                Camden      2652             1935   1493   \n",
       "6        City of London         2                2     10   \n",
       "7               Croydon      2738             3219   1367   \n",
       "8                Ealing      2492             2562   1355   \n",
       "9               Enfield      2541             2136   1063   \n",
       "\n",
       "   Other Notifiable Offences  Robbery  Theft and Handling  \\\n",
       "0                        378      534                5607   \n",
       "1                        499      464                9731   \n",
       "2                        294      209                4392   \n",
       "3                        536      919                9026   \n",
       "4                        417      369                7584   \n",
       "5                        490      899               14088   \n",
       "6                          6        4                 129   \n",
       "7                        718     1139                9229   \n",
       "8                        613      669               10040   \n",
       "9                        492      807                8037   \n",
       "\n",
       "   Violence Against the Person  Total  Inner  \\\n",
       "0                         6067  16741    NaN   \n",
       "1                         7499  24684    NaN   \n",
       "2                         4503  12840    NaN   \n",
       "3                         9205  26693    NaN   \n",
       "4                         6650  20164    NaN   \n",
       "5                         7626  29183      Y   \n",
       "6                           25    178  (Y)[]   \n",
       "7                        10302  28712    NaN   \n",
       "8                         9396  27127    NaN   \n",
       "9                         7409  22485    NaN   \n",
       "\n",
       "                               Status  \\\n",
       "0                                 NaN   \n",
       "1                                 NaN   \n",
       "2                                 NaN   \n",
       "3                                 NaN   \n",
       "4                                 NaN   \n",
       "5                                 NaN   \n",
       "6  Sui generis;City;Ceremonial county   \n",
       "7                                 NaN   \n",
       "8                                 NaN   \n",
       "9                                 NaN   \n",
       "\n",
       "                                    Local authority Political control  \\\n",
       "0       Barking and Dagenham London Borough Council            Labour   \n",
       "1                     Barnet London Borough Council      Conservative   \n",
       "2                     Bexley London Borough Council      Conservative   \n",
       "3                      Brent London Borough Council            Labour   \n",
       "4                    Bromley London Borough Council      Conservative   \n",
       "5                     Camden London Borough Council            Labour   \n",
       "6  Corporation of London;Inner Temple;Middle Temple                 ?   \n",
       "7                    Croydon London Borough Council            Labour   \n",
       "8                     Ealing London Borough Council            Labour   \n",
       "9                    Enfield London Borough Council            Labour   \n",
       "\n",
       "                                      Headquarters  Area (sq mi)  \\\n",
       "0                         Town Hall, 1 Town Square         13.93   \n",
       "1  North London Business Park, Oakleigh Road South         33.49   \n",
       "2                  Civic Offices, 2 Watling Street         23.38   \n",
       "3                Brent Civic Centre, Engineers Way         16.70   \n",
       "4                    Civic Centre, Stockwell Close         57.97   \n",
       "5                    Camden Town Hall, Judd Street          8.40   \n",
       "6                                        Guildhall          1.12   \n",
       "7              Bernard Weatherill House, Mint Walk         33.41   \n",
       "8              Perceval House, 14-16 Uxbridge Road         21.44   \n",
       "9                      Civic Centre, Silver Street         31.74   \n",
       "\n",
       "   Population (2013 est)[1]  \\\n",
       "0                    194352   \n",
       "1                    369088   \n",
       "2                    236687   \n",
       "3                    317264   \n",
       "4                    317899   \n",
       "5                    229719   \n",
       "6                      7000   \n",
       "7                    372752   \n",
       "8                    342494   \n",
       "9                    320524   \n",
       "\n",
       "                                        Co-ordinates  Nr. in map  \n",
       "0  51°33′39″N 0°09′21″E﻿ / ﻿51.5607°N 0.1557°E﻿ /...          25  \n",
       "1  51°37′31″N 0°09′06″W﻿ / ﻿51.6252°N 0.1517°W﻿ /...          31  \n",
       "2  51°27′18″N 0°09′02″E﻿ / ﻿51.4549°N 0.1505°E﻿ /...          23  \n",
       "3  51°33′32″N 0°16′54″W﻿ / ﻿51.5588°N 0.2817°W﻿ /...          12  \n",
       "4  51°24′14″N 0°01′11″E﻿ / ﻿51.4039°N 0.0198°E﻿ /...          20  \n",
       "5  51°31′44″N 0°07′32″W﻿ / ﻿51.5290°N 0.1255°W﻿ /...          11  \n",
       "6  51°30′56″N 0°05′32″W﻿ / ﻿51.5155°N 0.0922°W﻿ /...           1  \n",
       "7  51°22′17″N 0°05′52″W﻿ / ﻿51.3714°N 0.0977°W﻿ /...          19  \n",
       "8  51°30′47″N 0°18′32″W﻿ / ﻿51.5130°N 0.3089°W﻿ /...          13  \n",
       "9  51°39′14″N 0°04′48″W﻿ / ﻿51.6538°N 0.0799°W﻿ /...          30  "
      ]
     },
     "execution_count": 34,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Ld_crime = pd.merge(London_crime, London_table, on='Borough')\n",
    "Ld_crime.head(10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(33, 18)"
      ]
     },
     "execution_count": 35,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Ld_crime.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "set()"
      ]
     },
     "execution_count": 36,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "set(df.Borough) - set(Ld_crime.Borough)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Rearranging the Columns "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['Borough',\n",
       " 'Burglary',\n",
       " 'Criminal Damage',\n",
       " 'Drugs',\n",
       " 'Other Notifiable Offences',\n",
       " 'Robbery',\n",
       " 'Theft and Handling',\n",
       " 'Violence Against the Person',\n",
       " 'Total',\n",
       " 'Inner',\n",
       " 'Status',\n",
       " 'Local authority',\n",
       " 'Political control',\n",
       " 'Headquarters',\n",
       " 'Area (sq mi)',\n",
       " 'Population (2013 est)[1]',\n",
       " 'Co-ordinates',\n",
       " 'Nr. in map']"
      ]
     },
     "execution_count": 37,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# List of Column names of the data frame \n",
    "list(Ld_crime)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style>\n",
       "    .dataframe thead tr:only-child th {\n",
       "        text-align: right;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: left;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Borough</th>\n",
       "      <th>Local authority</th>\n",
       "      <th>Political control</th>\n",
       "      <th>Headquarters</th>\n",
       "      <th>Area (sq mi)</th>\n",
       "      <th>Population (2013 est)[1]</th>\n",
       "      <th>Co-ordinates</th>\n",
       "      <th>Burglary</th>\n",
       "      <th>Criminal Damage</th>\n",
       "      <th>Drugs</th>\n",
       "      <th>Other Notifiable Offences</th>\n",
       "      <th>Robbery</th>\n",
       "      <th>Theft and Handling</th>\n",
       "      <th>Violence Against the Person</th>\n",
       "      <th>Total</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Barking and Dagenham</td>\n",
       "      <td>Barking and Dagenham London Borough Council</td>\n",
       "      <td>Labour</td>\n",
       "      <td>Town Hall, 1 Town Square</td>\n",
       "      <td>13.93</td>\n",
       "      <td>194352</td>\n",
       "      <td>51°33′39″N 0°09′21″E﻿ / ﻿51.5607°N 0.1557°E﻿ /...</td>\n",
       "      <td>1287</td>\n",
       "      <td>1949</td>\n",
       "      <td>919</td>\n",
       "      <td>378</td>\n",
       "      <td>534</td>\n",
       "      <td>5607</td>\n",
       "      <td>6067</td>\n",
       "      <td>16741</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Barnet</td>\n",
       "      <td>Barnet London Borough Council</td>\n",
       "      <td>Conservative</td>\n",
       "      <td>North London Business Park, Oakleigh Road South</td>\n",
       "      <td>33.49</td>\n",
       "      <td>369088</td>\n",
       "      <td>51°37′31″N 0°09′06″W﻿ / ﻿51.6252°N 0.1517°W﻿ /...</td>\n",
       "      <td>3402</td>\n",
       "      <td>2183</td>\n",
       "      <td>906</td>\n",
       "      <td>499</td>\n",
       "      <td>464</td>\n",
       "      <td>9731</td>\n",
       "      <td>7499</td>\n",
       "      <td>24684</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Bexley</td>\n",
       "      <td>Bexley London Borough Council</td>\n",
       "      <td>Conservative</td>\n",
       "      <td>Civic Offices, 2 Watling Street</td>\n",
       "      <td>23.38</td>\n",
       "      <td>236687</td>\n",
       "      <td>51°27′18″N 0°09′02″E﻿ / ﻿51.4549°N 0.1505°E﻿ /...</td>\n",
       "      <td>1123</td>\n",
       "      <td>1673</td>\n",
       "      <td>646</td>\n",
       "      <td>294</td>\n",
       "      <td>209</td>\n",
       "      <td>4392</td>\n",
       "      <td>4503</td>\n",
       "      <td>12840</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Brent</td>\n",
       "      <td>Brent London Borough Council</td>\n",
       "      <td>Labour</td>\n",
       "      <td>Brent Civic Centre, Engineers Way</td>\n",
       "      <td>16.70</td>\n",
       "      <td>317264</td>\n",
       "      <td>51°33′32″N 0°16′54″W﻿ / ﻿51.5588°N 0.2817°W﻿ /...</td>\n",
       "      <td>2631</td>\n",
       "      <td>2280</td>\n",
       "      <td>2096</td>\n",
       "      <td>536</td>\n",
       "      <td>919</td>\n",
       "      <td>9026</td>\n",
       "      <td>9205</td>\n",
       "      <td>26693</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Bromley</td>\n",
       "      <td>Bromley London Borough Council</td>\n",
       "      <td>Conservative</td>\n",
       "      <td>Civic Centre, Stockwell Close</td>\n",
       "      <td>57.97</td>\n",
       "      <td>317899</td>\n",
       "      <td>51°24′14″N 0°01′11″E﻿ / ﻿51.4039°N 0.0198°E﻿ /...</td>\n",
       "      <td>2214</td>\n",
       "      <td>2202</td>\n",
       "      <td>728</td>\n",
       "      <td>417</td>\n",
       "      <td>369</td>\n",
       "      <td>7584</td>\n",
       "      <td>6650</td>\n",
       "      <td>20164</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                Borough                              Local authority  \\\n",
       "0  Barking and Dagenham  Barking and Dagenham London Borough Council   \n",
       "1                Barnet                Barnet London Borough Council   \n",
       "2                Bexley                Bexley London Borough Council   \n",
       "3                 Brent                 Brent London Borough Council   \n",
       "4               Bromley               Bromley London Borough Council   \n",
       "\n",
       "  Political control                                     Headquarters  \\\n",
       "0            Labour                         Town Hall, 1 Town Square   \n",
       "1      Conservative  North London Business Park, Oakleigh Road South   \n",
       "2      Conservative                  Civic Offices, 2 Watling Street   \n",
       "3            Labour                Brent Civic Centre, Engineers Way   \n",
       "4      Conservative                    Civic Centre, Stockwell Close   \n",
       "\n",
       "   Area (sq mi)  Population (2013 est)[1]  \\\n",
       "0         13.93                    194352   \n",
       "1         33.49                    369088   \n",
       "2         23.38                    236687   \n",
       "3         16.70                    317264   \n",
       "4         57.97                    317899   \n",
       "\n",
       "                                        Co-ordinates  Burglary  \\\n",
       "0  51°33′39″N 0°09′21″E﻿ / ﻿51.5607°N 0.1557°E﻿ /...      1287   \n",
       "1  51°37′31″N 0°09′06″W﻿ / ﻿51.6252°N 0.1517°W﻿ /...      3402   \n",
       "2  51°27′18″N 0°09′02″E﻿ / ﻿51.4549°N 0.1505°E﻿ /...      1123   \n",
       "3  51°33′32″N 0°16′54″W﻿ / ﻿51.5588°N 0.2817°W﻿ /...      2631   \n",
       "4  51°24′14″N 0°01′11″E﻿ / ﻿51.4039°N 0.0198°E﻿ /...      2214   \n",
       "\n",
       "   Criminal Damage  Drugs  Other Notifiable Offences  Robbery  \\\n",
       "0             1949    919                        378      534   \n",
       "1             2183    906                        499      464   \n",
       "2             1673    646                        294      209   \n",
       "3             2280   2096                        536      919   \n",
       "4             2202    728                        417      369   \n",
       "\n",
       "   Theft and Handling  Violence Against the Person  Total  \n",
       "0                5607                         6067  16741  \n",
       "1                9731                         7499  24684  \n",
       "2                4392                         4503  12840  \n",
       "3                9026                         9205  26693  \n",
       "4                7584                         6650  20164  "
      ]
     },
     "execution_count": 38,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "columnsTitles = ['Borough','Local authority','Political control','Headquarters',\n",
    "                 'Area (sq mi)','Population (2013 est)[1]',\n",
    "                 'Inner','Status',\n",
    "                 'Burglary','Criminal Damage','Drugs','Other Notifiable Offences',\n",
    "                 'Robbery','Theft and Handling','Violence Against the Person','Total','Co-ordinates']\n",
    "\n",
    "Ld_crime = Ld_crime.reindex(columns=columnsTitles)\n",
    "\n",
    "Ld_crime = Ld_crime[['Borough','Local authority','Political control','Headquarters',\n",
    "                 'Area (sq mi)','Population (2013 est)[1]','Co-ordinates',\n",
    "                 'Burglary','Criminal Damage','Drugs','Other Notifiable Offences',\n",
    "                 'Robbery','Theft and Handling','Violence Against the Person','Total']]\n",
    "\n",
    "Ld_crime.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Methodology <a name=\"methodology\"></a>"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The methodology in this project consists of two parts:\n",
    "- [Exploratory Data Analysis](#EDA): Visualise the crime rates in the London boroughs to idenity the safest borough and extract the neighborhoods in that borough to find the 10 most common venues in each neighborhood.\n",
    "\n",
    "\n",
    "- [Modelling](#modelling): To help people find similar neighborhoods in the safest borough we will be clustering similar neighborhoods using K - means clustering which is a form of unsupervised machine learning algorithm that clusters data based on predefined cluster size. We will use a cluster size of 5 for this project that will cluster the 15 neighborhoods into 5 clusters. The reason to conduct a K- means clustering is to cluster neighborhoods with similar venues together so that people can shortlist the area of their interests based on the venues/amenities around each neighborhood.\n",
    " "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Exploratory Data Analysis <a name=\"EDA\"></a>"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Descriptive statistics of the data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style>\n",
       "    .dataframe thead tr:only-child th {\n",
       "        text-align: right;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: left;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Burglary</th>\n",
       "      <th>Criminal Damage</th>\n",
       "      <th>Drugs</th>\n",
       "      <th>Other Notifiable Offences</th>\n",
       "      <th>Robbery</th>\n",
       "      <th>Theft and Handling</th>\n",
       "      <th>Violence Against the Person</th>\n",
       "      <th>Total</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>33.000000</td>\n",
       "      <td>33.000000</td>\n",
       "      <td>33.000000</td>\n",
       "      <td>33.000000</td>\n",
       "      <td>33.000000</td>\n",
       "      <td>33.000000</td>\n",
       "      <td>33.000000</td>\n",
       "      <td>33.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>2069.242424</td>\n",
       "      <td>1941.545455</td>\n",
       "      <td>1179.212121</td>\n",
       "      <td>479.060606</td>\n",
       "      <td>682.666667</td>\n",
       "      <td>8913.121212</td>\n",
       "      <td>7041.848485</td>\n",
       "      <td>22306.696970</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>737.448644</td>\n",
       "      <td>625.207070</td>\n",
       "      <td>586.406416</td>\n",
       "      <td>223.298698</td>\n",
       "      <td>441.425366</td>\n",
       "      <td>4620.565054</td>\n",
       "      <td>2513.601551</td>\n",
       "      <td>8828.228749</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>2.000000</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>10.000000</td>\n",
       "      <td>6.000000</td>\n",
       "      <td>4.000000</td>\n",
       "      <td>129.000000</td>\n",
       "      <td>25.000000</td>\n",
       "      <td>178.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>1531.000000</td>\n",
       "      <td>1650.000000</td>\n",
       "      <td>743.000000</td>\n",
       "      <td>378.000000</td>\n",
       "      <td>377.000000</td>\n",
       "      <td>5919.000000</td>\n",
       "      <td>5936.000000</td>\n",
       "      <td>16903.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>2071.000000</td>\n",
       "      <td>1989.000000</td>\n",
       "      <td>1063.000000</td>\n",
       "      <td>490.000000</td>\n",
       "      <td>599.000000</td>\n",
       "      <td>8925.000000</td>\n",
       "      <td>7409.000000</td>\n",
       "      <td>22730.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>2631.000000</td>\n",
       "      <td>2351.000000</td>\n",
       "      <td>1617.000000</td>\n",
       "      <td>551.000000</td>\n",
       "      <td>936.000000</td>\n",
       "      <td>10789.000000</td>\n",
       "      <td>8832.000000</td>\n",
       "      <td>27174.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>3402.000000</td>\n",
       "      <td>3219.000000</td>\n",
       "      <td>2738.000000</td>\n",
       "      <td>1305.000000</td>\n",
       "      <td>1822.000000</td>\n",
       "      <td>27520.000000</td>\n",
       "      <td>10834.000000</td>\n",
       "      <td>48330.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "          Burglary  Criminal Damage        Drugs  Other Notifiable Offences  \\\n",
       "count    33.000000        33.000000    33.000000                  33.000000   \n",
       "mean   2069.242424      1941.545455  1179.212121                 479.060606   \n",
       "std     737.448644       625.207070   586.406416                 223.298698   \n",
       "min       2.000000         2.000000    10.000000                   6.000000   \n",
       "25%    1531.000000      1650.000000   743.000000                 378.000000   \n",
       "50%    2071.000000      1989.000000  1063.000000                 490.000000   \n",
       "75%    2631.000000      2351.000000  1617.000000                 551.000000   \n",
       "max    3402.000000      3219.000000  2738.000000                1305.000000   \n",
       "\n",
       "           Robbery  Theft and Handling  Violence Against the Person  \\\n",
       "count    33.000000           33.000000                    33.000000   \n",
       "mean    682.666667         8913.121212                  7041.848485   \n",
       "std     441.425366         4620.565054                  2513.601551   \n",
       "min       4.000000          129.000000                    25.000000   \n",
       "25%     377.000000         5919.000000                  5936.000000   \n",
       "50%     599.000000         8925.000000                  7409.000000   \n",
       "75%     936.000000        10789.000000                  8832.000000   \n",
       "max    1822.000000        27520.000000                 10834.000000   \n",
       "\n",
       "              Total  \n",
       "count     33.000000  \n",
       "mean   22306.696970  \n",
       "std     8828.228749  \n",
       "min      178.000000  \n",
       "25%    16903.000000  \n",
       "50%    22730.000000  \n",
       "75%    27174.000000  \n",
       "max    48330.000000  "
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "London_crime.describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Matplotlib version:  2.1.2\n"
     ]
    }
   ],
   "source": [
    "# use the inline backend to generate the plots within the browser\n",
    "%matplotlib inline \n",
    "\n",
    "import matplotlib as mpl\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "mpl.style.use('ggplot') # optional: for ggplot-like style\n",
    "\n",
    "# check for latest version of Matplotlib\n",
    "print ('Matplotlib version: ', mpl.__version__) # >= 2.0.0\n",
    "\n",
    "# Matplotlib and associated plotting modules\n",
    "import matplotlib.cm as cm\n",
    "import matplotlib.colors as colors"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Check if the column names are strings "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "True"
      ]
     },
     "execution_count": 40,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Ld_crime.columns = list(map(str, Ld_crime.columns))\n",
    "\n",
    "# let's check the column labels types now\n",
    "all(isinstance(column, str) for column in Ld_crime.columns)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Sort the total crimes in descenting order to see 5  boroughs with the highest number of crimes "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style>\n",
       "    .dataframe thead tr:only-child th {\n",
       "        text-align: right;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: left;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Borough</th>\n",
       "      <th>Local authority</th>\n",
       "      <th>Political control</th>\n",
       "      <th>Headquarters</th>\n",
       "      <th>Area (sq mi)</th>\n",
       "      <th>Population (2013 est)[1]</th>\n",
       "      <th>Co-ordinates</th>\n",
       "      <th>Burglary</th>\n",
       "      <th>Criminal Damage</th>\n",
       "      <th>Drugs</th>\n",
       "      <th>Other Notifiable Offences</th>\n",
       "      <th>Robbery</th>\n",
       "      <th>Theft and Handling</th>\n",
       "      <th>Violence Against the Person</th>\n",
       "      <th>Total</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>Westminster</td>\n",
       "      <td>Westminster City Council</td>\n",
       "      <td>Conservative</td>\n",
       "      <td>Westminster City Hall, 64 Victoria Street</td>\n",
       "      <td>8.29</td>\n",
       "      <td>226841</td>\n",
       "      <td>51°29′50″N 0°08′14″W﻿ / ﻿51.4973°N 0.1372°W﻿ /...</td>\n",
       "      <td>3218</td>\n",
       "      <td>2179</td>\n",
       "      <td>2049</td>\n",
       "      <td>708</td>\n",
       "      <td>1822</td>\n",
       "      <td>27520</td>\n",
       "      <td>10834</td>\n",
       "      <td>48330</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>Lambeth</td>\n",
       "      <td>Lambeth London Borough Council</td>\n",
       "      <td>Labour</td>\n",
       "      <td>Lambeth Town Hall, Brixton Hill</td>\n",
       "      <td>10.36</td>\n",
       "      <td>314242</td>\n",
       "      <td>51°27′39″N 0°06′59″W﻿ / ﻿51.4607°N 0.1163°W﻿ /...</td>\n",
       "      <td>3087</td>\n",
       "      <td>2764</td>\n",
       "      <td>2738</td>\n",
       "      <td>635</td>\n",
       "      <td>1196</td>\n",
       "      <td>13155</td>\n",
       "      <td>10496</td>\n",
       "      <td>34071</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>Southwark</td>\n",
       "      <td>Southwark London Borough Council</td>\n",
       "      <td>Labour</td>\n",
       "      <td>160 Tooley Street</td>\n",
       "      <td>11.14</td>\n",
       "      <td>298464</td>\n",
       "      <td>51°30′13″N 0°04′49″W﻿ / ﻿51.5035°N 0.0804°W﻿ /...</td>\n",
       "      <td>2946</td>\n",
       "      <td>2621</td>\n",
       "      <td>1838</td>\n",
       "      <td>494</td>\n",
       "      <td>1317</td>\n",
       "      <td>12946</td>\n",
       "      <td>9474</td>\n",
       "      <td>31636</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>Newham</td>\n",
       "      <td>Newham London Borough Council</td>\n",
       "      <td>Labour</td>\n",
       "      <td>Newham Dockside, 1000 Dockside Road</td>\n",
       "      <td>13.98</td>\n",
       "      <td>318227</td>\n",
       "      <td>51°30′28″N 0°02′49″E﻿ / ﻿51.5077°N 0.0469°E﻿ /...</td>\n",
       "      <td>2115</td>\n",
       "      <td>2496</td>\n",
       "      <td>1684</td>\n",
       "      <td>713</td>\n",
       "      <td>1472</td>\n",
       "      <td>11964</td>\n",
       "      <td>9646</td>\n",
       "      <td>30090</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>Tower Hamlets</td>\n",
       "      <td>Tower Hamlets London Borough Council</td>\n",
       "      <td>Labour</td>\n",
       "      <td>Town Hall, Mulberry Place, 5 Clove Crescent</td>\n",
       "      <td>7.63</td>\n",
       "      <td>272890</td>\n",
       "      <td>51°30′36″N 0°00′21″W﻿ / ﻿51.5099°N 0.0059°W﻿ /...</td>\n",
       "      <td>2794</td>\n",
       "      <td>2357</td>\n",
       "      <td>1629</td>\n",
       "      <td>678</td>\n",
       "      <td>1234</td>\n",
       "      <td>10953</td>\n",
       "      <td>9608</td>\n",
       "      <td>29253</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "          Borough                       Local authority Political control  \\\n",
       "32    Westminster              Westminster City Council      Conservative   \n",
       "21        Lambeth        Lambeth London Borough Council            Labour   \n",
       "27      Southwark      Southwark London Borough Council            Labour   \n",
       "24         Newham         Newham London Borough Council            Labour   \n",
       "29  Tower Hamlets  Tower Hamlets London Borough Council            Labour   \n",
       "\n",
       "                                   Headquarters  Area (sq mi)  \\\n",
       "32    Westminster City Hall, 64 Victoria Street          8.29   \n",
       "21              Lambeth Town Hall, Brixton Hill         10.36   \n",
       "27                            160 Tooley Street         11.14   \n",
       "24          Newham Dockside, 1000 Dockside Road         13.98   \n",
       "29  Town Hall, Mulberry Place, 5 Clove Crescent          7.63   \n",
       "\n",
       "    Population (2013 est)[1]  \\\n",
       "32                    226841   \n",
       "21                    314242   \n",
       "27                    298464   \n",
       "24                    318227   \n",
       "29                    272890   \n",
       "\n",
       "                                         Co-ordinates  Burglary  \\\n",
       "32  51°29′50″N 0°08′14″W﻿ / ﻿51.4973°N 0.1372°W﻿ /...      3218   \n",
       "21  51°27′39″N 0°06′59″W﻿ / ﻿51.4607°N 0.1163°W﻿ /...      3087   \n",
       "27  51°30′13″N 0°04′49″W﻿ / ﻿51.5035°N 0.0804°W﻿ /...      2946   \n",
       "24  51°30′28″N 0°02′49″E﻿ / ﻿51.5077°N 0.0469°E﻿ /...      2115   \n",
       "29  51°30′36″N 0°00′21″W﻿ / ﻿51.5099°N 0.0059°W﻿ /...      2794   \n",
       "\n",
       "    Criminal Damage  Drugs  Other Notifiable Offences  Robbery  \\\n",
       "32             2179   2049                        708     1822   \n",
       "21             2764   2738                        635     1196   \n",
       "27             2621   1838                        494     1317   \n",
       "24             2496   1684                        713     1472   \n",
       "29             2357   1629                        678     1234   \n",
       "\n",
       "    Theft and Handling  Violence Against the Person  Total  \n",
       "32               27520                        10834  48330  \n",
       "21               13155                        10496  34071  \n",
       "27               12946                         9474  31636  \n",
       "24               11964                         9646  30090  \n",
       "29               10953                         9608  29253  "
      ]
     },
     "execution_count": 41,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Ld_crime.sort_values(['Total'], ascending = False, axis = 0, inplace = True )\n",
    "\n",
    "df_top5 = Ld_crime.head() \n",
    "df_top5"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Visualize the five boroughs with the highest number of crimes "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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OTo7W8T6pQYMG0NPTw/79+5GUlKSROD3LrFmzsHv3bowbNw4xMTG4evUqDhw4gODgYCmJ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\nCHcAAAAmQrgDAAAwkf8HulMp7TB8sqIAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x121c16470>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "df_tt = df_top5[['Borough','Total']]\n",
    "\n",
    "df_tt.set_index('Borough',inplace = True)\n",
    "\n",
    "ax = df_tt.plot(kind='bar', figsize=(10, 6), rot=0)\n",
    "\n",
    "ax.set_ylabel('Number of Crimes') # add to x-label to the plot\n",
    "ax.set_xlabel('Borough') # add y-label to the plot\n",
    "ax.set_title('London Boroughs with the Highest no. of crime') # add title to the plot\n",
    "\n",
    "# Creating a function to display the percentage.\n",
    "\n",
    "for p in ax.patches:\n",
    "    ax.annotate(np.round(p.get_height(),decimals=2), \n",
    "                (p.get_x()+p.get_width()/2., p.get_height()), \n",
    "                ha='center', \n",
    "                va='center', \n",
    "                xytext=(0, 10), \n",
    "                textcoords='offset points',\n",
    "                fontsize = 14\n",
    "               )\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### We'll stay clear from these places :)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Sort the total crimes in ascending order to see 5  boroughs with the highest number of crimes "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style>\n",
       "    .dataframe thead tr:only-child th {\n",
       "        text-align: right;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: left;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Borough</th>\n",
       "      <th>Local authority</th>\n",
       "      <th>Political control</th>\n",
       "      <th>Headquarters</th>\n",
       "      <th>Area (sq mi)</th>\n",
       "      <th>Population (2013 est)[1]</th>\n",
       "      <th>Co-ordinates</th>\n",
       "      <th>Burglary</th>\n",
       "      <th>Criminal Damage</th>\n",
       "      <th>Drugs</th>\n",
       "      <th>Other Notifiable Offences</th>\n",
       "      <th>Robbery</th>\n",
       "      <th>Theft and Handling</th>\n",
       "      <th>Violence Against the Person</th>\n",
       "      <th>Total</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>City of London</td>\n",
       "      <td>Corporation of London;Inner Temple;Middle Temple</td>\n",
       "      <td>?</td>\n",
       "      <td>Guildhall</td>\n",
       "      <td>1.12</td>\n",
       "      <td>7000</td>\n",
       "      <td>51°30′56″N 0°05′32″W﻿ / ﻿51.5155°N 0.0922°W﻿ /...</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>10</td>\n",
       "      <td>6</td>\n",
       "      <td>4</td>\n",
       "      <td>129</td>\n",
       "      <td>25</td>\n",
       "      <td>178</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>Kingston upon Thames</td>\n",
       "      <td>Kingston upon Thames London Borough Council</td>\n",
       "      <td>Liberal Democrat</td>\n",
       "      <td>Guildhall, High Street</td>\n",
       "      <td>14.38</td>\n",
       "      <td>166793</td>\n",
       "      <td>51°24′31″N 0°18′23″W﻿ / ﻿51.4085°N 0.3064°W﻿ /...</td>\n",
       "      <td>879</td>\n",
       "      <td>1054</td>\n",
       "      <td>743</td>\n",
       "      <td>189</td>\n",
       "      <td>121</td>\n",
       "      <td>3803</td>\n",
       "      <td>3194</td>\n",
       "      <td>9983</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>Sutton</td>\n",
       "      <td>Sutton London Borough Council</td>\n",
       "      <td>Liberal Democrat</td>\n",
       "      <td>Civic Offices, St Nicholas Way</td>\n",
       "      <td>16.93</td>\n",
       "      <td>195914</td>\n",
       "      <td>51°21′42″N 0°11′40″W﻿ / ﻿51.3618°N 0.1945°W﻿ /...</td>\n",
       "      <td>1233</td>\n",
       "      <td>1316</td>\n",
       "      <td>461</td>\n",
       "      <td>253</td>\n",
       "      <td>165</td>\n",
       "      <td>3516</td>\n",
       "      <td>3714</td>\n",
       "      <td>10658</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>Richmond upon Thames</td>\n",
       "      <td>Richmond upon Thames London Borough Council</td>\n",
       "      <td>Liberal Democrat</td>\n",
       "      <td>Civic Centre, 44 York Street</td>\n",
       "      <td>22.17</td>\n",
       "      <td>191365</td>\n",
       "      <td>51°26′52″N 0°19′34″W﻿ / ﻿51.4479°N 0.3260°W﻿ /...</td>\n",
       "      <td>1359</td>\n",
       "      <td>1148</td>\n",
       "      <td>320</td>\n",
       "      <td>217</td>\n",
       "      <td>106</td>\n",
       "      <td>4769</td>\n",
       "      <td>3155</td>\n",
       "      <td>11074</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>Merton</td>\n",
       "      <td>Merton London Borough Council</td>\n",
       "      <td>Labour</td>\n",
       "      <td>Civic Centre, London Road</td>\n",
       "      <td>14.52</td>\n",
       "      <td>203223</td>\n",
       "      <td>51°24′05″N 0°11′45″W﻿ / ﻿51.4014°N 0.1958°W﻿ /...</td>\n",
       "      <td>1419</td>\n",
       "      <td>1418</td>\n",
       "      <td>466</td>\n",
       "      <td>249</td>\n",
       "      <td>283</td>\n",
       "      <td>4894</td>\n",
       "      <td>4026</td>\n",
       "      <td>12755</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                 Borough                                   Local authority  \\\n",
       "6         City of London  Corporation of London;Inner Temple;Middle Temple   \n",
       "20  Kingston upon Thames       Kingston upon Thames London Borough Council   \n",
       "28                Sutton                     Sutton London Borough Council   \n",
       "26  Richmond upon Thames       Richmond upon Thames London Borough Council   \n",
       "23                Merton                     Merton London Borough Council   \n",
       "\n",
       "   Political control                    Headquarters  Area (sq mi)  \\\n",
       "6                  ?                       Guildhall          1.12   \n",
       "20  Liberal Democrat          Guildhall, High Street         14.38   \n",
       "28  Liberal Democrat  Civic Offices, St Nicholas Way         16.93   \n",
       "26  Liberal Democrat    Civic Centre, 44 York Street         22.17   \n",
       "23            Labour       Civic Centre, London Road         14.52   \n",
       "\n",
       "    Population (2013 est)[1]  \\\n",
       "6                       7000   \n",
       "20                    166793   \n",
       "28                    195914   \n",
       "26                    191365   \n",
       "23                    203223   \n",
       "\n",
       "                                         Co-ordinates  Burglary  \\\n",
       "6   51°30′56″N 0°05′32″W﻿ / ﻿51.5155°N 0.0922°W﻿ /...         2   \n",
       "20  51°24′31″N 0°18′23″W﻿ / ﻿51.4085°N 0.3064°W﻿ /...       879   \n",
       "28  51°21′42″N 0°11′40″W﻿ / ﻿51.3618°N 0.1945°W﻿ /...      1233   \n",
       "26  51°26′52″N 0°19′34″W﻿ / ﻿51.4479°N 0.3260°W﻿ /...      1359   \n",
       "23  51°24′05″N 0°11′45″W﻿ / ﻿51.4014°N 0.1958°W﻿ /...      1419   \n",
       "\n",
       "    Criminal Damage  Drugs  Other Notifiable Offences  Robbery  \\\n",
       "6                 2     10                          6        4   \n",
       "20             1054    743                        189      121   \n",
       "28             1316    461                        253      165   \n",
       "26             1148    320                        217      106   \n",
       "23             1418    466                        249      283   \n",
       "\n",
       "    Theft and Handling  Violence Against the Person  Total  \n",
       "6                  129                           25    178  \n",
       "20                3803                         3194   9983  \n",
       "28                3516                         3714  10658  \n",
       "26                4769                         3155  11074  \n",
       "23                4894                         4026  12755  "
      ]
     },
     "execution_count": 43,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Ld_crime.sort_values(['Total'], ascending = True, axis = 0, inplace = True )\n",
    "\n",
    "df_bot5 = Ld_crime.head() \n",
    "df_bot5"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Visualize the five boroughs with the least number of crimes "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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hIQEjR46Evr5+hY6aJCUlYebMmTh+/Dhu3LiBv/76C8eOHXvuP84+Pj7Ytm0bWrVqBVtb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\nTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x121cb65f8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "df_bt = df_bot5[['Borough','Total']]\n",
    "\n",
    "df_bt.set_index('Borough',inplace = True)\n",
    "\n",
    "ax = df_bt.plot(kind='bar', figsize=(10, 6), rot=0)\n",
    "\n",
    "ax.set_ylabel('Number of Crimes') # add to x-label to the plot\n",
    "ax.set_xlabel('Borough') # add y-label to the plot\n",
    "ax.set_title('London Boroughs with the least no. of crime') # add title to the plot\n",
    "\n",
    "# Creating a function to display the percentage.\n",
    "\n",
    "for p in ax.patches:\n",
    "    ax.annotate(np.round(p.get_height(),decimals=2), \n",
    "                (p.get_x()+p.get_width()/2., p.get_height()), \n",
    "                ha='center', \n",
    "                va='center', \n",
    "                xytext=(0, 10), \n",
    "                textcoords='offset points',\n",
    "                fontsize = 14\n",
    "               )\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The borough City of London has the lowest no. of crimes recorded for the year 2016, Looking into the details of the borough: "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style>\n",
       "    .dataframe thead tr:only-child th {\n",
       "        text-align: right;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: left;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Borough</th>\n",
       "      <th>Total</th>\n",
       "      <th>Area (sq mi)</th>\n",
       "      <th>Population (2013 est)[1]</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>City of London</td>\n",
       "      <td>178</td>\n",
       "      <td>1.12</td>\n",
       "      <td>7000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "          Borough  Total  Area (sq mi)  Population (2013 est)[1]\n",
       "6  City of London    178          1.12                      7000"
      ]
     },
     "execution_count": 45,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_col = df_bot5[df_bot5['Borough'] == 'City of London']\n",
    "df_col = df_col[['Borough','Total','Area (sq mi)','Population (2013 est)[1]']]\n",
    "df_col"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### As per the wikipedia page, The City of London is the 33rd principal division of Greater London but it is not a London borough. \n",
    "URL: https://en.wikipedia.org/wiki/List_of_London_boroughs\n",
    "\n",
    "#### Hence we will focus on the next borough with the least crime i.e. Kingston upon Thames\n",
    "\n",
    "### Visualizing different types of crimes in the borough 'Kingston upon Thames'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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lOF+fsS06Oho/Pz9u3ryJRqMhMTFRXVe/fn3Mzc0xNzfHwsJCnTO2UqVKXLly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\nEXFDCnEiIiIibkghTkRERMQN/T9GF+f7p0dsHAAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x121f62198>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "df_bc1 =  df_bot5[df_bot5['Borough'] == 'Kingston upon Thames']\n",
    "\n",
    "df_bc = df_bc1[['Borough','Burglary','Criminal Damage','Drugs','Other Notifiable Offences',\n",
    "                 'Robbery','Theft and Handling','Violence Against the Person']]\n",
    "\n",
    "\n",
    "df_bc.set_index('Borough',inplace = True)\n",
    "\n",
    "ax = df_bc.plot(kind='bar', figsize=(10, 6), rot=0)\n",
    "\n",
    "ax.set_ylabel('Number of Crimes') # add to x-label to the plot\n",
    "ax.set_xlabel('Borough') # add y-label to the plot\n",
    "ax.set_title('London Boroughs with the least no. of crime') # add title to the plot\n",
    "\n",
    "# Creating a function to display the percentage.\n",
    "\n",
    "for p in ax.patches:\n",
    "    ax.annotate(np.round(p.get_height(),decimals=2), \n",
    "                (p.get_x()+p.get_width()/2., p.get_height()), \n",
    "                ha='center', \n",
    "                va='center', \n",
    "                xytext=(0, 10), \n",
    "                textcoords='offset points',\n",
    "                fontsize = 14\n",
    "               )\n",
    "\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We can conclude that Kingston upon Thames is the safest borough when compared to the other boroughs in London. "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Part 3: Creating a new dataset of the Neighborhoods of the safest borough in London and generating their co-ordinates. <a name=\"part3\"></a>\n",
    "\n",
    "\n",
    "\n",
    "The list of Neighborhoods in the Royal Borough of Kingston upon Thames was found on a wikipedia page: https://en.wikipedia.org/wiki/List_of_districts_in_the_Royal_Borough_of_Kingston_upon_Thames"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "metadata": {},
   "outputs": [
    {
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       "      <th>Neighborhood</th>\n",
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       "      <th>Longitude</th>\n",
       "    </tr>\n",
       "  </thead>\n",
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       "      <th>0</th>\n",
       "      <td>Berrylands</td>\n",
       "      <td>Kingston upon Thames</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
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       "      <td>Canbury</td>\n",
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       "      <td></td>\n",
       "      <td></td>\n",
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       "      <td>Chessington</td>\n",
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       "      <td></td>\n",
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       "      <td></td>\n",
       "      <td></td>\n",
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       "      <th>5</th>\n",
       "      <td>Kingston upon Thames</td>\n",
       "      <td>Kingston upon Thames</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
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       "      <th>6</th>\n",
       "      <td>Kingston Vale</td>\n",
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       "      <td></td>\n",
       "      <td></td>\n",
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       "      <td></td>\n",
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       "      <td>Motspur Park</td>\n",
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       "      <td></td>\n",
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       "      <th>9</th>\n",
       "      <td>New Malden</td>\n",
       "      <td>Kingston upon Thames</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
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       "      <th>10</th>\n",
       "      <td>Norbiton</td>\n",
       "      <td>Kingston upon Thames</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
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       "      <th>11</th>\n",
       "      <td>Old Malden</td>\n",
       "      <td>Kingston upon Thames</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>Seething Wells</td>\n",
       "      <td>Kingston upon Thames</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>Surbiton</td>\n",
       "      <td>Kingston upon Thames</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>Tolworth</td>\n",
       "      <td>Kingston upon Thames</td>\n",
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       "            Neighborhood               Borough Latitude Longitude\n",
       "0             Berrylands  Kingston upon Thames                   \n",
       "1                Canbury  Kingston upon Thames                   \n",
       "2            Chessington  Kingston upon Thames                   \n",
       "3                 Coombe  Kingston upon Thames                   \n",
       "4                   Hook  Kingston upon Thames                   \n",
       "5   Kingston upon Thames  Kingston upon Thames                   \n",
       "6          Kingston Vale  Kingston upon Thames                   \n",
       "7         Malden Rushett  Kingston upon Thames                   \n",
       "8           Motspur Park  Kingston upon Thames                   \n",
       "9             New Malden  Kingston upon Thames                   \n",
       "10              Norbiton  Kingston upon Thames                   \n",
       "11            Old Malden  Kingston upon Thames                   \n",
       "12        Seething Wells  Kingston upon Thames                   \n",
       "13              Surbiton  Kingston upon Thames                   \n",
       "14              Tolworth  Kingston upon Thames                   "
      ]
     },
     "execution_count": 47,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Neighborhood = ['Berrylands','Canbury','Chessington','Coombe','Hook','Kingston upon Thames',\n",
    "'Kingston Vale','Malden Rushett','Motspur Park','New Malden','Norbiton',\n",
    "'Old Malden','Seething Wells','Surbiton','Tolworth']\n",
    "\n",
    "Borough = ['Kingston upon Thames','Kingston upon Thames','Kingston upon Thames','Kingston upon Thames',\n",
    "          'Kingston upon Thames','Kingston upon Thames','Kingston upon Thames','Kingston upon Thames',\n",
    "          'Kingston upon Thames','Kingston upon Thames','Kingston upon Thames','Kingston upon Thames',\n",
    "          'Kingston upon Thames','Kingston upon Thames','Kingston upon Thames']\n",
    "\n",
    "Latitude = ['','','','','','','','','','','','','','','']\n",
    "Longitude = ['','','','','','','','','','','','','','','']\n",
    "\n",
    "df_neigh = {'Neighborhood': Neighborhood,'Borough':Borough,'Latitude': Latitude,'Longitude':Longitude}\n",
    "kut_neig = pd.DataFrame(data=df_neigh, columns=['Neighborhood', 'Borough', 'Latitude', 'Longitude'], index=None)\n",
    "\n",
    "kut_neig"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Find the Co-ordiantes of each Neighborhood in the Kingston upon Thames Neighborhood"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[51.3937811, 51.41749865, 51.358336, 51.4194499, 51.3678984, 51.4096275, 51.43185, 51.3410523, 51.3909852, 51.4053347, 51.4099994, 51.382484, 51.3926421, 51.3937557, 51.3788758] [-0.2848024, -0.305552805049262, -0.2986216, -0.2653985, -0.3071453, -0.3062621, -0.2581379, -0.3190757, -0.2488979, -0.2634066, -0.2873963, -0.2590897, -0.3143662, -0.3033105, -0.2828604]\n"
     ]
    }
   ],
   "source": [
    "Latitude = []\n",
    "Longitude = []\n",
    "\n",
    "for i in range(len(Neighborhood)):\n",
    "    address = '{},London,United Kingdom'.format(Neighborhood[i])\n",
    "    geolocator = Nominatim(user_agent=\"London_agent\")\n",
    "    location = geolocator.geocode(address)\n",
    "    Latitude.append(location.latitude)\n",
    "    Longitude.append(location.longitude)\n",
    "print(Latitude, Longitude)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "metadata": {},
   "outputs": [
    {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Neighborhood</th>\n",
       "      <th>Borough</th>\n",
       "      <th>Latitude</th>\n",
       "      <th>Longitude</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Berrylands</td>\n",
       "      <td>Kingston upon Thames</td>\n",
       "      <td>51.393781</td>\n",
       "      <td>-0.284802</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Canbury</td>\n",
       "      <td>Kingston upon Thames</td>\n",
       "      <td>51.417499</td>\n",
       "      <td>-0.305553</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Chessington</td>\n",
       "      <td>Kingston upon Thames</td>\n",
       "      <td>51.358336</td>\n",
       "      <td>-0.298622</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Coombe</td>\n",
       "      <td>Kingston upon Thames</td>\n",
       "      <td>51.419450</td>\n",
       "      <td>-0.265398</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Hook</td>\n",
       "      <td>Kingston upon Thames</td>\n",
       "      <td>51.367898</td>\n",
       "      <td>-0.307145</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>Kingston upon Thames</td>\n",
       "      <td>Kingston upon Thames</td>\n",
       "      <td>51.409627</td>\n",
       "      <td>-0.306262</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>Kingston Vale</td>\n",
       "      <td>Kingston upon Thames</td>\n",
       "      <td>51.431850</td>\n",
       "      <td>-0.258138</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>Malden Rushett</td>\n",
       "      <td>Kingston upon Thames</td>\n",
       "      <td>51.341052</td>\n",
       "      <td>-0.319076</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>Motspur Park</td>\n",
       "      <td>Kingston upon Thames</td>\n",
       "      <td>51.390985</td>\n",
       "      <td>-0.248898</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>New Malden</td>\n",
       "      <td>Kingston upon Thames</td>\n",
       "      <td>51.405335</td>\n",
       "      <td>-0.263407</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>Norbiton</td>\n",
       "      <td>Kingston upon Thames</td>\n",
       "      <td>51.409999</td>\n",
       "      <td>-0.287396</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>Old Malden</td>\n",
       "      <td>Kingston upon Thames</td>\n",
       "      <td>51.382484</td>\n",
       "      <td>-0.259090</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>Seething Wells</td>\n",
       "      <td>Kingston upon Thames</td>\n",
       "      <td>51.392642</td>\n",
       "      <td>-0.314366</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>Surbiton</td>\n",
       "      <td>Kingston upon Thames</td>\n",
       "      <td>51.393756</td>\n",
       "      <td>-0.303310</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>Tolworth</td>\n",
       "      <td>Kingston upon Thames</td>\n",
       "      <td>51.378876</td>\n",
       "      <td>-0.282860</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "            Neighborhood               Borough   Latitude  Longitude\n",
       "0             Berrylands  Kingston upon Thames  51.393781  -0.284802\n",
       "1                Canbury  Kingston upon Thames  51.417499  -0.305553\n",
       "2            Chessington  Kingston upon Thames  51.358336  -0.298622\n",
       "3                 Coombe  Kingston upon Thames  51.419450  -0.265398\n",
       "4                   Hook  Kingston upon Thames  51.367898  -0.307145\n",
       "5   Kingston upon Thames  Kingston upon Thames  51.409627  -0.306262\n",
       "6          Kingston Vale  Kingston upon Thames  51.431850  -0.258138\n",
       "7         Malden Rushett  Kingston upon Thames  51.341052  -0.319076\n",
       "8           Motspur Park  Kingston upon Thames  51.390985  -0.248898\n",
       "9             New Malden  Kingston upon Thames  51.405335  -0.263407\n",
       "10              Norbiton  Kingston upon Thames  51.409999  -0.287396\n",
       "11            Old Malden  Kingston upon Thames  51.382484  -0.259090\n",
       "12        Seething Wells  Kingston upon Thames  51.392642  -0.314366\n",
       "13              Surbiton  Kingston upon Thames  51.393756  -0.303310\n",
       "14              Tolworth  Kingston upon Thames  51.378876  -0.282860"
      ]
     },
     "execution_count": 49,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_neigh = {'Neighborhood': Neighborhood,'Borough':Borough,'Latitude': Latitude,'Longitude':Longitude}\n",
    "kut_neig = pd.DataFrame(data=df_neigh, columns=['Neighborhood', 'Borough', 'Latitude', 'Longitude'], index=None)\n",
    "\n",
    "kut_neig"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Get the co-ordinates of Berrylands, London, United Kingdom (The center neighborhood of Kingston upon Thames)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "The geograpical coordinate of London are 51.3937811, -0.2848024.\n"
     ]
    }
   ],
   "source": [
    "address = 'Berrylands, London, United Kingdom'\n",
    "\n",
    "geolocator = Nominatim(user_agent=\"ld_explorer\")\n",
    "location = geolocator.geocode(address)\n",
    "latitude = location.latitude\n",
    "longitude = location.longitude\n",
    "print('The geograpical coordinate of Berrylands, London are {}, {}.'.format(latitude, longitude))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Visualize the Neighborhood of Kingston upon Thames Borough"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 76,
   "metadata": {},
   "outputs": [
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      ],
      "text/plain": [
       "<folium.folium.Map at 0x123e60e48>"
      ]
     },
     "execution_count": 76,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# create map of New York using latitude and longitude values\n",
    "map_lon = folium.Map(location=[latitude, longitude], zoom_start=12)\n",
    "\n",
    "# add markers to map\n",
    "for lat, lng, borough, neighborhood in zip(kut_neig['Latitude'], kut_neig['Longitude'], kut_neig['Borough'], kut_neig['Neighborhood']):\n",
    "    label = '{}, {}'.format(neighborhood, borough)\n",
    "    label = folium.Popup(label, parse_html=True)\n",
    "    folium.CircleMarker(\n",
    "        [lat, lng],\n",
    "        radius=5,\n",
    "        popup=label,\n",
    "        color='blue',\n",
    "        fill=True,\n",
    "        fill_color='#3186cc',\n",
    "        fill_opacity=0.7,\n",
    "        parse_html=False).add_to(map_lon)  \n",
    "    \n",
    "map_lon"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Modelling <a name=\"modelling\"></a>\n",
    "\n",
    "- Finding all the venues within a 500 meter radius of each neighborhood.\n",
    "- Perform one hot ecoding on the venues data.\n",
    "- Grouping the venues by the neighborhood and calculating their mean.\n",
    "- Performing a K-means clustering (Defining K = 5)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Create a function to extract the venues from each Neighborhood"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "def getNearbyVenues(names, latitudes, longitudes, radius=500):\n",
    "    \n",
    "    venues_list=[]\n",
    "    for name, lat, lng in zip(names, latitudes, longitudes):\n",
    "        print(name)\n",
    "            \n",
    "        # create the API request URL\n",
    "        url = 'https://api.foursquare.com/v2/venues/explore?&client_id={}&client_secret={}&v={}&ll={},{}&radius={}&limit={}'.format(\n",
    "            CLIENT_ID, \n",
    "            CLIENT_SECRET, \n",
    "            VERSION, \n",
    "            lat, \n",
    "            lng, \n",
    "            radius, \n",
    "            LIMIT)\n",
    "            \n",
    "        # make the GET request\n",
    "        results = requests.get(url).json()[\"response\"]['groups'][0]['items']\n",
    "        \n",
    "        # return only relevant information for each nearby venue\n",
    "        venues_list.append([(\n",
    "            name, \n",
    "            lat, \n",
    "            lng, \n",
    "            v['venue']['name'], \n",
    "            v['venue']['location']['lat'], \n",
    "            v['venue']['location']['lng'],  \n",
    "            v['venue']['categories'][0]['name']) for v in results])\n",
    "\n",
    "    nearby_venues = pd.DataFrame([item for venue_list in venues_list for item in venue_list])\n",
    "    nearby_venues.columns = ['Neighborhood', \n",
    "                  'Neighborhood Latitude', \n",
    "                  'Neighborhood Longitude', \n",
    "                  'Venue', \n",
    "                  'Venue Latitude', \n",
    "                  'Venue Longitude', \n",
    "                  'Venue Category']\n",
    "    \n",
    "    return(nearby_venues)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Berrylands\n",
      "Canbury\n",
      "Chessington\n",
      "Coombe\n",
      "Hook\n",
      "Kingston upon Thames\n",
      "Kingston Vale\n",
      "Malden Rushett\n",
      "Motspur Park\n",
      "New Malden\n",
      "Norbiton\n",
      "Old Malden\n",
      "Seething Wells\n",
      "Surbiton\n",
      "Tolworth\n"
     ]
    }
   ],
   "source": [
    "kut_venues = getNearbyVenues(names=kut_neig['Neighborhood'],\n",
    "                                   latitudes=kut_neig['Latitude'],\n",
    "                                   longitudes=kut_neig['Longitude']\n",
    "                                  )\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(170, 7)\n"
     ]
    },
    {
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       "      <th>Neighborhood Latitude</th>\n",
       "      <th>Neighborhood Longitude</th>\n",
       "      <th>Venue</th>\n",
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       "      <td>-0.290224</td>\n",
       "      <td>Gym / Fitness Center</td>\n",
       "    </tr>\n",
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       "      <th>1</th>\n",
       "      <td>Berrylands</td>\n",
       "      <td>51.393781</td>\n",
       "      <td>-0.284802</td>\n",
       "      <td>Alexandra Park</td>\n",
       "      <td>51.394230</td>\n",
       "      <td>-0.281206</td>\n",
       "      <td>Park</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Berrylands</td>\n",
       "      <td>51.393781</td>\n",
       "      <td>-0.284802</td>\n",
       "      <td>K2 Bus Stop</td>\n",
       "      <td>51.392302</td>\n",
       "      <td>-0.281534</td>\n",
       "      <td>Bus Stop</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Berrylands</td>\n",
       "      <td>51.393781</td>\n",
       "      <td>-0.284802</td>\n",
       "      <td>Cafe Rosa</td>\n",
       "      <td>51.390175</td>\n",
       "      <td>-0.282490</td>\n",
       "      <td>Café</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Canbury</td>\n",
       "      <td>51.417499</td>\n",
       "      <td>-0.305553</td>\n",
       "      <td>The Boater's Inn</td>\n",
       "      <td>51.418546</td>\n",
       "      <td>-0.305915</td>\n",
       "      <td>Pub</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "  Neighborhood  Neighborhood Latitude  Neighborhood Longitude  \\\n",
       "0   Berrylands              51.393781               -0.284802   \n",
       "1   Berrylands              51.393781               -0.284802   \n",
       "2   Berrylands              51.393781               -0.284802   \n",
       "3   Berrylands              51.393781               -0.284802   \n",
       "4      Canbury              51.417499               -0.305553   \n",
       "\n",
       "                            Venue  Venue Latitude  Venue Longitude  \\\n",
       "0  Surbiton Racket & Fitness Club       51.392676        -0.290224   \n",
       "1                  Alexandra Park       51.394230        -0.281206   \n",
       "2                     K2 Bus Stop       51.392302        -0.281534   \n",
       "3                       Cafe Rosa       51.390175        -0.282490   \n",
       "4                The Boater's Inn       51.418546        -0.305915   \n",
       "\n",
       "         Venue Category  \n",
       "0  Gym / Fitness Center  \n",
       "1                  Park  \n",
       "2              Bus Stop  \n",
       "3                  Café  \n",
       "4                   Pub  "
      ]
     },
     "execution_count": 54,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "print(kut_venues.shape)\n",
    "kut_venues.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style>\n",
       "    .dataframe thead tr:only-child th {\n",
       "        text-align: right;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: left;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Neighborhood Latitude</th>\n",
       "      <th>Neighborhood Longitude</th>\n",
       "      <th>Venue</th>\n",
       "      <th>Venue Latitude</th>\n",
       "      <th>Venue Longitude</th>\n",
       "      <th>Venue Category</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Neighborhood</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Berrylands</th>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Canbury</th>\n",
       "      <td>13</td>\n",
       "      <td>13</td>\n",
       "      <td>13</td>\n",
       "      <td>13</td>\n",
       "      <td>13</td>\n",
       "      <td>13</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Chessington</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Hook</th>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Kingston Vale</th>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Kingston upon Thames</th>\n",
       "      <td>30</td>\n",
       "      <td>30</td>\n",
       "      <td>30</td>\n",
       "      <td>30</td>\n",
       "      <td>30</td>\n",
       "      <td>30</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Malden Rushett</th>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Motspur Park</th>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>New Malden</th>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Norbiton</th>\n",
       "      <td>28</td>\n",
       "      <td>28</td>\n",
       "      <td>28</td>\n",
       "      <td>28</td>\n",
       "      <td>28</td>\n",
       "      <td>28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Old Malden</th>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Seething Wells</th>\n",
       "      <td>23</td>\n",
       "      <td>23</td>\n",
       "      <td>23</td>\n",
       "      <td>23</td>\n",
       "      <td>23</td>\n",
       "      <td>23</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Surbiton</th>\n",
       "      <td>30</td>\n",
       "      <td>30</td>\n",
       "      <td>30</td>\n",
       "      <td>30</td>\n",
       "      <td>30</td>\n",
       "      <td>30</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Tolworth</th>\n",
       "      <td>15</td>\n",
       "      <td>15</td>\n",
       "      <td>15</td>\n",
       "      <td>15</td>\n",
       "      <td>15</td>\n",
       "      <td>15</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                      Neighborhood Latitude  Neighborhood Longitude  Venue  \\\n",
       "Neighborhood                                                                 \n",
       "Berrylands                                4                       4      4   \n",
       "Canbury                                  13                      13     13   \n",
       "Chessington                               1                       1      1   \n",
       "Hook                                      4                       4      4   \n",
       "Kingston Vale                             4                       4      4   \n",
       "Kingston upon Thames                     30                      30     30   \n",
       "Malden Rushett                            4                       4      4   \n",
       "Motspur Park                              5                       5      5   \n",
       "New Malden                                6                       6      6   \n",
       "Norbiton                                 28                      28     28   \n",
       "Old Malden                                3                       3      3   \n",
       "Seething Wells                           23                      23     23   \n",
       "Surbiton                                 30                      30     30   \n",
       "Tolworth                                 15                      15     15   \n",
       "\n",
       "                      Venue Latitude  Venue Longitude  Venue Category  \n",
       "Neighborhood                                                           \n",
       "Berrylands                         4                4               4  \n",
       "Canbury                           13               13              13  \n",
       "Chessington                        1                1               1  \n",
       "Hook                               4                4               4  \n",
       "Kingston Vale                      4                4               4  \n",
       "Kingston upon Thames              30               30              30  \n",
       "Malden Rushett                     4                4               4  \n",
       "Motspur Park                       5                5               5  \n",
       "New Malden                         6                6               6  \n",
       "Norbiton                          28               28              28  \n",
       "Old Malden                         3                3               3  \n",
       "Seething Wells                    23               23              23  \n",
       "Surbiton                          30               30              30  \n",
       "Tolworth                          15               15              15  "
      ]
     },
     "execution_count": 55,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "kut_venues.groupby('Neighborhood').count()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 56,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "There are 65 uniques categories.\n"
     ]
    }
   ],
   "source": [
    "print('There are {} uniques categories.'.format(len(kut_venues['Venue Category'].unique())))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### One hot encoding\n",
    "\n",
    "URL: https://hackernoon.com/what-is-one-hot-encoding-why-and-when-do-you-have-to-use-it-e3c6186d008f"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style>\n",
       "    .dataframe thead tr:only-child th {\n",
       "        text-align: right;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
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       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Neighborhood</th>\n",
       "      <th>Asian Restaurant</th>\n",
       "      <th>Auto Garage</th>\n",
       "      <th>Bakery</th>\n",
       "      <th>Bar</th>\n",
       "      <th>Betting Shop</th>\n",
       "      <th>Bistro</th>\n",
       "      <th>Bowling Alley</th>\n",
       "      <th>Breakfast Spot</th>\n",
       "      <th>Burger Joint</th>\n",
       "      <th>...</th>\n",
       "      <th>Shop &amp; Service</th>\n",
       "      <th>Soccer Field</th>\n",
       "      <th>Spa</th>\n",
       "      <th>Supermarket</th>\n",
       "      <th>Sushi Restaurant</th>\n",
       "      <th>Tea Room</th>\n",
       "      <th>Thai Restaurant</th>\n",
       "      <th>Theater</th>\n",
       "      <th>Train Station</th>\n",
       "      <th>Wine Shop</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Berrylands</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Berrylands</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Berrylands</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Berrylands</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Canbury</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 66 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "  Neighborhood  Asian Restaurant  Auto Garage  Bakery  Bar  Betting Shop  \\\n",
       "0   Berrylands                 0            0       0    0             0   \n",
       "1   Berrylands                 0            0       0    0             0   \n",
       "2   Berrylands                 0            0       0    0             0   \n",
       "3   Berrylands                 0            0       0    0             0   \n",
       "4      Canbury                 0            0       0    0             0   \n",
       "\n",
       "   Bistro  Bowling Alley  Breakfast Spot  Burger Joint    ...      \\\n",
       "0       0              0               0             0    ...       \n",
       "1       0              0               0             0    ...       \n",
       "2       0              0               0             0    ...       \n",
       "3       0              0               0             0    ...       \n",
       "4       0              0               0             0    ...       \n",
       "\n",
       "   Shop & Service  Soccer Field  Spa  Supermarket  Sushi Restaurant  Tea Room  \\\n",
       "0               0             0    0            0                 0         0   \n",
       "1               0             0    0            0                 0         0   \n",
       "2               0             0    0            0                 0         0   \n",
       "3               0             0    0            0                 0         0   \n",
       "4               0             0    0            0                 0         0   \n",
       "\n",
       "   Thai Restaurant  Theater  Train Station  Wine Shop  \n",
       "0                0        0              0          0  \n",
       "1                0        0              0          0  \n",
       "2                0        0              0          0  \n",
       "3                0        0              0          0  \n",
       "4                0        0              0          0  \n",
       "\n",
       "[5 rows x 66 columns]"
      ]
     },
     "execution_count": 57,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# one hot encoding\n",
    "kut_onehot = pd.get_dummies(kut_venues[['Venue Category']], prefix=\"\", prefix_sep=\"\")\n",
    "\n",
    "# add neighborhood column back to dataframe\n",
    "kut_onehot['Neighborhood'] = kut_venues['Neighborhood'] \n",
    "\n",
    "# move neighborhood column to the first column\n",
    "fixed_columns = [kut_onehot.columns[-1]] + list(kut_onehot.columns[:-1])\n",
    "kut_onehot = kut_onehot[fixed_columns]\n",
    "\n",
    "kut_onehot.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Grouping rows by neighborhood and by taking the mean of the frequency of occurrence of each category"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 58,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style>\n",
       "    .dataframe thead tr:only-child th {\n",
       "        text-align: right;\n",
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       "    .dataframe thead th {\n",
       "        text-align: left;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Neighborhood</th>\n",
       "      <th>Asian Restaurant</th>\n",
       "      <th>Auto Garage</th>\n",
       "      <th>Bakery</th>\n",
       "      <th>Bar</th>\n",
       "      <th>Betting Shop</th>\n",
       "      <th>Bistro</th>\n",
       "      <th>Bowling Alley</th>\n",
       "      <th>Breakfast Spot</th>\n",
       "      <th>Burger Joint</th>\n",
       "      <th>...</th>\n",
       "      <th>Shop &amp; Service</th>\n",
       "      <th>Soccer Field</th>\n",
       "      <th>Spa</th>\n",
       "      <th>Supermarket</th>\n",
       "      <th>Sushi Restaurant</th>\n",
       "      <th>Tea Room</th>\n",
       "      <th>Thai Restaurant</th>\n",
       "      <th>Theater</th>\n",
       "      <th>Train Station</th>\n",
       "      <th>Wine Shop</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Berrylands</td>\n",
       "      <td>0.000000</td>\n",
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       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Canbury</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.076923</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.076923</td>\n",
       "      <td>0.076923</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Chessington</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Hook</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.250000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Kingston Vale</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.250000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.250000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>Kingston upon Thames</td>\n",
       "      <td>0.033333</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.033333</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.066667</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.033333</td>\n",
       "      <td>0.066667</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.033333</td>\n",
       "      <td>0.033333</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>Malden Rushett</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>Motspur Park</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.200000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>New Malden</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.166667</td>\n",
       "      <td>0.166667</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>Norbiton</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.035714</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.035714</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.035714</td>\n",
       "      <td>0.035714</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.035714</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>Old Malden</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.333333</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>Seething Wells</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.043478</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.043478</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>Surbiton</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.033333</td>\n",
       "      <td>0.033333</td>\n",
       "      <td>0.033333</td>\n",
       "      <td>0.033333</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.066667</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.066667</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.033333</td>\n",
       "      <td>0.033333</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.033333</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>Tolworth</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.066667</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.066667</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.066667</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>14 rows × 66 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "            Neighborhood  Asian Restaurant  Auto Garage    Bakery       Bar  \\\n",
       "0             Berrylands          0.000000     0.000000  0.000000  0.000000   \n",
       "1                Canbury          0.000000     0.000000  0.000000  0.000000   \n",
       "2            Chessington          0.000000     0.000000  0.000000  0.000000   \n",
       "3                   Hook          0.000000     0.000000  0.250000  0.000000   \n",
       "4          Kingston Vale          0.000000     0.000000  0.000000  0.250000   \n",
       "5   Kingston upon Thames          0.033333     0.000000  0.033333  0.000000   \n",
       "6         Malden Rushett          0.000000     0.000000  0.000000  0.000000   \n",
       "7           Motspur Park          0.000000     0.000000  0.000000  0.000000   \n",
       "8             New Malden          0.000000     0.000000  0.000000  0.000000   \n",
       "9               Norbiton          0.000000     0.035714  0.000000  0.000000   \n",
       "10            Old Malden          0.000000     0.000000  0.000000  0.000000   \n",
       "11        Seething Wells          0.000000     0.000000  0.000000  0.000000   \n",
       "12              Surbiton          0.000000     0.000000  0.033333  0.033333   \n",
       "13              Tolworth          0.000000     0.000000  0.000000  0.000000   \n",
       "\n",
       "    Betting Shop    Bistro  Bowling Alley  Breakfast Spot  Burger Joint  \\\n",
       "0       0.000000  0.000000       0.000000        0.000000      0.000000   \n",
       "1       0.000000  0.000000       0.000000        0.000000      0.000000   \n",
       "2       0.000000  0.000000       0.000000        0.000000      0.000000   \n",
       "3       0.000000  0.000000       0.000000        0.000000      0.000000   \n",
       "4       0.000000  0.000000       0.000000        0.000000      0.000000   \n",
       "5       0.000000  0.000000       0.000000        0.000000      0.066667   \n",
       "6       0.000000  0.000000       0.000000        0.000000      0.000000   \n",
       "7       0.000000  0.000000       0.000000        0.000000      0.000000   \n",
       "8       0.000000  0.000000       0.000000        0.000000      0.000000   \n",
       "9       0.000000  0.000000       0.000000        0.035714      0.000000   \n",
       "10      0.000000  0.000000       0.000000        0.000000      0.000000   \n",
       "11      0.000000  0.000000       0.000000        0.000000      0.000000   \n",
       "12      0.033333  0.033333       0.000000        0.066667      0.000000   \n",
       "13      0.000000  0.000000       0.066667        0.000000      0.000000   \n",
       "\n",
       "      ...      Shop & Service  Soccer Field       Spa  Supermarket  \\\n",
       "0     ...            0.000000      0.000000  0.000000     0.000000   \n",
       "1     ...            0.076923      0.000000  0.076923     0.076923   \n",
       "2     ...            0.000000      0.000000  0.000000     0.000000   \n",
       "3     ...            0.000000      0.000000  0.000000     0.000000   \n",
       "4     ...            0.000000      0.250000  0.000000     0.000000   \n",
       "5     ...            0.000000      0.000000  0.000000     0.033333   \n",
       "6     ...            0.000000      0.000000  0.000000     0.000000   \n",
       "7     ...            0.000000      0.200000  0.000000     0.000000   \n",
       "8     ...            0.000000      0.000000  0.000000     0.166667   \n",
       "9     ...            0.000000      0.000000  0.035714     0.035714   \n",
       "10    ...            0.000000      0.000000  0.000000     0.000000   \n",
       "11    ...            0.000000      0.000000  0.000000     0.043478   \n",
       "12    ...            0.000000      0.000000  0.000000     0.066667   \n",
       "13    ...            0.000000      0.066667  0.000000     0.000000   \n",
       "\n",
       "    Sushi Restaurant  Tea Room  Thai Restaurant   Theater  Train Station  \\\n",
       "0           0.000000  0.000000         0.000000  0.000000       0.000000   \n",
       "1           0.000000  0.000000         0.000000  0.000000       0.000000   \n",
       "2           0.000000  0.000000         0.000000  0.000000       0.000000   \n",
       "3           0.000000  0.000000         0.000000  0.000000       0.000000   \n",
       "4           0.000000  0.000000         0.000000  0.000000       0.000000   \n",
       "5           0.066667  0.000000         0.033333  0.033333       0.000000   \n",
       "6           0.000000  0.000000         0.000000  0.000000       0.000000   \n",
       "7           0.000000  0.000000         0.000000  0.000000       0.000000   \n",
       "8           0.166667  0.000000         0.000000  0.000000       0.000000   \n",
       "9           0.000000  0.000000         0.035714  0.000000       0.000000   \n",
       "10          0.000000  0.000000         0.000000  0.000000       0.333333   \n",
       "11          0.000000  0.000000         0.000000  0.000000       0.000000   \n",
       "12          0.000000  0.033333         0.033333  0.000000       0.033333   \n",
       "13          0.000000  0.000000         0.000000  0.000000       0.066667   \n",
       "\n",
       "    Wine Shop  \n",
       "0    0.000000  \n",
       "1    0.000000  \n",
       "2    0.000000  \n",
       "3    0.000000  \n",
       "4    0.000000  \n",
       "5    0.000000  \n",
       "6    0.000000  \n",
       "7    0.000000  \n",
       "8    0.000000  \n",
       "9    0.000000  \n",
       "10   0.000000  \n",
       "11   0.043478  \n",
       "12   0.000000  \n",
       "13   0.000000  \n",
       "\n",
       "[14 rows x 66 columns]"
      ]
     },
     "execution_count": 58,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "kut_grouped = kut_onehot.groupby('Neighborhood').mean().reset_index()\n",
    "kut_grouped"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 59,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(14, 66)"
      ]
     },
     "execution_count": 59,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "kut_grouped.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 60,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "----Berrylands----\n",
      "                  venue  freq\n",
      "0              Bus Stop  0.25\n",
      "1  Gym / Fitness Center  0.25\n",
      "2                  Park  0.25\n",
      "3                  Café  0.25\n",
      "4                   Pub  0.00\n",
      "\n",
      "\n",
      "----Canbury----\n",
      "               venue  freq\n",
      "0                Pub  0.31\n",
      "1               Park  0.08\n",
      "2              Hotel  0.08\n",
      "3  Indian Restaurant  0.08\n",
      "4  Fish & Chips Shop  0.08\n",
      "\n",
      "\n",
      "----Chessington----\n",
      "                   venue  freq\n",
      "0   Fast Food Restaurant   1.0\n",
      "1       Asian Restaurant   0.0\n",
      "2  Portuguese Restaurant   0.0\n",
      "3         Hardware Store   0.0\n",
      "4                  Hotel   0.0\n",
      "\n",
      "\n",
      "----Hook----\n",
      "               venue  freq\n",
      "0             Bakery  0.25\n",
      "1  Indian Restaurant  0.25\n",
      "2  Fish & Chips Shop  0.25\n",
      "3  Convenience Store  0.25\n",
      "4   Asian Restaurant  0.00\n",
      "\n",
      "\n",
      "----Kingston Vale----\n",
      "                venue  freq\n",
      "0       Grocery Store  0.25\n",
      "1        Soccer Field  0.25\n",
      "2                 Bar  0.25\n",
      "3  Italian Restaurant  0.25\n",
      "4            Platform  0.00\n",
      "\n",
      "\n",
      "----Kingston upon Thames----\n",
      "              venue  freq\n",
      "0              Café  0.13\n",
      "1       Coffee Shop  0.13\n",
      "2  Sushi Restaurant  0.07\n",
      "3      Burger Joint  0.07\n",
      "4               Pub  0.07\n",
      "\n",
      "\n",
      "----Malden Rushett----\n",
      "               venue  freq\n",
      "0                Pub  0.25\n",
      "1         Restaurant  0.25\n",
      "2  Convenience Store  0.25\n",
      "3      Garden Center  0.25\n",
      "4               Park  0.00\n",
      "\n",
      "\n",
      "----Motspur Park----\n",
      "          venue  freq\n",
      "0      Bus Stop   0.2\n",
      "1           Gym   0.2\n",
      "2    Restaurant   0.2\n",
      "3          Park   0.2\n",
      "4  Soccer Field   0.2\n",
      "\n",
      "\n",
      "----New Malden----\n",
      "               venue  freq\n",
      "0                Gym  0.17\n",
      "1  Indian Restaurant  0.17\n",
      "2          Gastropub  0.17\n",
      "3   Sushi Restaurant  0.17\n",
      "4        Supermarket  0.17\n",
      "\n",
      "\n",
      "----Norbiton----\n",
      "                venue  freq\n",
      "0   Indian Restaurant  0.11\n",
      "1  Italian Restaurant  0.07\n",
      "2            Platform  0.07\n",
      "3                Food  0.07\n",
      "4                 Pub  0.07\n",
      "\n",
      "\n",
      "----Old Malden----\n",
      "           venue  freq\n",
      "0            Pub  0.33\n",
      "1  Train Station  0.33\n",
      "2           Food  0.33\n",
      "3         Market  0.00\n",
      "4       Platform  0.00\n",
      "\n",
      "\n",
      "----Seething Wells----\n",
      "                venue  freq\n",
      "0   Indian Restaurant  0.17\n",
      "1         Coffee Shop  0.13\n",
      "2  Italian Restaurant  0.09\n",
      "3                 Pub  0.09\n",
      "4                Café  0.09\n",
      "\n",
      "\n",
      "----Surbiton----\n",
      "            venue  freq\n",
      "0     Coffee Shop  0.17\n",
      "1             Pub  0.13\n",
      "2     Supermarket  0.07\n",
      "3  Breakfast Spot  0.07\n",
      "4   Grocery Store  0.03\n",
      "\n",
      "\n",
      "----Tolworth----\n",
      "                    venue  freq\n",
      "0           Grocery Store  0.20\n",
      "1                Pharmacy  0.13\n",
      "2                Bus Stop  0.07\n",
      "3  Furniture / Home Store  0.07\n",
      "4             Pizza Place  0.07\n",
      "\n",
      "\n"
     ]
    }
   ],
   "source": [
    "num_top_venues = 5\n",
    "\n",
    "for hood in kut_grouped['Neighborhood']:\n",
    "    print(\"----\"+hood+\"----\")\n",
    "    temp = kut_grouped[kut_grouped['Neighborhood'] == hood].T.reset_index()\n",
    "    temp.columns = ['venue','freq']\n",
    "    temp = temp.iloc[1:]\n",
    "    temp['freq'] = temp['freq'].astype(float)\n",
    "    temp = temp.round({'freq': 2})\n",
    "    print(temp.sort_values('freq', ascending=False).reset_index(drop=True).head(num_top_venues))\n",
    "    print('\\n')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Create a data frame of the venues \n",
    "Function to sort the venues in descending order."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 61,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "def return_most_common_venues(row, num_top_venues):\n",
    "    row_categories = row.iloc[1:]\n",
    "    row_categories_sorted = row_categories.sort_values(ascending=False)\n",
    "    \n",
    "    return row_categories_sorted.index.values[0:num_top_venues]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Create the new dataframe and display the top 10 venues for each neighborhood"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 62,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style>\n",
       "    .dataframe thead tr:only-child th {\n",
       "        text-align: right;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: left;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Neighborhood</th>\n",
       "      <th>1st Most Common Venue</th>\n",
       "      <th>2nd Most Common Venue</th>\n",
       "      <th>3rd Most Common Venue</th>\n",
       "      <th>4th Most Common Venue</th>\n",
       "      <th>5th Most Common Venue</th>\n",
       "      <th>6th Most Common Venue</th>\n",
       "      <th>7th Most Common Venue</th>\n",
       "      <th>8th Most Common Venue</th>\n",
       "      <th>9th Most Common Venue</th>\n",
       "      <th>10th Most Common Venue</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Berrylands</td>\n",
       "      <td>Gym / Fitness Center</td>\n",
       "      <td>Park</td>\n",
       "      <td>Café</td>\n",
       "      <td>Bus Stop</td>\n",
       "      <td>Wine Shop</td>\n",
       "      <td>Fish &amp; Chips Shop</td>\n",
       "      <td>Electronics Store</td>\n",
       "      <td>Farmers Market</td>\n",
       "      <td>Fast Food Restaurant</td>\n",
       "      <td>Food</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Canbury</td>\n",
       "      <td>Pub</td>\n",
       "      <td>Café</td>\n",
       "      <td>Plaza</td>\n",
       "      <td>Fish &amp; Chips Shop</td>\n",
       "      <td>Supermarket</td>\n",
       "      <td>Spa</td>\n",
       "      <td>Shop &amp; Service</td>\n",
       "      <td>Park</td>\n",
       "      <td>Hotel</td>\n",
       "      <td>Indian Restaurant</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Chessington</td>\n",
       "      <td>Fast Food Restaurant</td>\n",
       "      <td>Wine Shop</td>\n",
       "      <td>Golf Course</td>\n",
       "      <td>German Restaurant</td>\n",
       "      <td>Gastropub</td>\n",
       "      <td>Garden Center</td>\n",
       "      <td>Furniture / Home Store</td>\n",
       "      <td>Fried Chicken Joint</td>\n",
       "      <td>French Restaurant</td>\n",
       "      <td>Food</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Hook</td>\n",
       "      <td>Bakery</td>\n",
       "      <td>Convenience Store</td>\n",
       "      <td>Indian Restaurant</td>\n",
       "      <td>Fish &amp; Chips Shop</td>\n",
       "      <td>Wine Shop</td>\n",
       "      <td>Food</td>\n",
       "      <td>Electronics Store</td>\n",
       "      <td>Farmers Market</td>\n",
       "      <td>Fast Food Restaurant</td>\n",
       "      <td>Fried Chicken Joint</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Kingston Vale</td>\n",
       "      <td>Grocery Store</td>\n",
       "      <td>Bar</td>\n",
       "      <td>Italian Restaurant</td>\n",
       "      <td>Soccer Field</td>\n",
       "      <td>Garden Center</td>\n",
       "      <td>Furniture / Home Store</td>\n",
       "      <td>Fried Chicken Joint</td>\n",
       "      <td>French Restaurant</td>\n",
       "      <td>Department Store</td>\n",
       "      <td>Gastropub</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "    Neighborhood 1st Most Common Venue 2nd Most Common Venue  \\\n",
       "0     Berrylands  Gym / Fitness Center                  Park   \n",
       "1        Canbury                   Pub                  Café   \n",
       "2    Chessington  Fast Food Restaurant             Wine Shop   \n",
       "3           Hook                Bakery     Convenience Store   \n",
       "4  Kingston Vale         Grocery Store                   Bar   \n",
       "\n",
       "  3rd Most Common Venue 4th Most Common Venue 5th Most Common Venue  \\\n",
       "0                  Café              Bus Stop             Wine Shop   \n",
       "1                 Plaza     Fish & Chips Shop           Supermarket   \n",
       "2           Golf Course     German Restaurant             Gastropub   \n",
       "3     Indian Restaurant     Fish & Chips Shop             Wine Shop   \n",
       "4    Italian Restaurant          Soccer Field         Garden Center   \n",
       "\n",
       "    6th Most Common Venue   7th Most Common Venue 8th Most Common Venue  \\\n",
       "0       Fish & Chips Shop       Electronics Store        Farmers Market   \n",
       "1                     Spa          Shop & Service                  Park   \n",
       "2           Garden Center  Furniture / Home Store   Fried Chicken Joint   \n",
       "3                    Food       Electronics Store        Farmers Market   \n",
       "4  Furniture / Home Store     Fried Chicken Joint     French Restaurant   \n",
       "\n",
       "  9th Most Common Venue 10th Most Common Venue  \n",
       "0  Fast Food Restaurant                   Food  \n",
       "1                 Hotel      Indian Restaurant  \n",
       "2     French Restaurant                   Food  \n",
       "3  Fast Food Restaurant    Fried Chicken Joint  \n",
       "4      Department Store              Gastropub  "
      ]
     },
     "execution_count": 62,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "num_top_venues = 10\n",
    "\n",
    "indicators = ['st', 'nd', 'rd']\n",
    "\n",
    "# create columns according to number of top venues\n",
    "columns = ['Neighborhood']\n",
    "for ind in np.arange(num_top_venues):\n",
    "    try:\n",
    "        columns.append('{}{} Most Common Venue'.format(ind+1, indicators[ind]))\n",
    "    except:\n",
    "        columns.append('{}th Most Common Venue'.format(ind+1))\n",
    "\n",
    "# create a new dataframe\n",
    "neighborhoods_venues_sorted = pd.DataFrame(columns=columns)\n",
    "neighborhoods_venues_sorted['Neighborhood'] = kut_grouped['Neighborhood']\n",
    "\n",
    "for ind in np.arange(kut_grouped.shape[0]):\n",
    "    neighborhoods_venues_sorted.iloc[ind, 1:] = return_most_common_venues(kut_grouped.iloc[ind, :], num_top_venues)\n",
    "\n",
    "neighborhoods_venues_sorted.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Clustering similar neighborhoods together using k - means clustering"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 63,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([3, 0, 1, 0, 4, 0, 0, 3, 0, 0], dtype=int32)"
      ]
     },
     "execution_count": 63,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# import k-means from clustering stage\n",
    "from sklearn.cluster import KMeans\n",
    "\n",
    "# set number of clusters\n",
    "kclusters = 5\n",
    "\n",
    "kut_grouped_clustering = kut_grouped.drop('Neighborhood', 1)\n",
    "\n",
    "# run k-means clustering\n",
    "kmeans = KMeans(n_clusters=kclusters, random_state=0).fit(kut_grouped_clustering)\n",
    "\n",
    "# check cluster labels generated for each row in the dataframe\n",
    "kmeans.labels_[0:10] "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 64,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style>\n",
       "    .dataframe thead tr:only-child th {\n",
       "        text-align: right;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: left;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Neighborhood</th>\n",
       "      <th>Borough</th>\n",
       "      <th>Latitude</th>\n",
       "      <th>Longitude</th>\n",
       "      <th>Cluster Labels</th>\n",
       "      <th>1st Most Common Venue</th>\n",
       "      <th>2nd Most Common Venue</th>\n",
       "      <th>3rd Most Common Venue</th>\n",
       "      <th>4th Most Common Venue</th>\n",
       "      <th>5th Most Common Venue</th>\n",
       "      <th>6th Most Common Venue</th>\n",
       "      <th>7th Most Common Venue</th>\n",
       "      <th>8th Most Common Venue</th>\n",
       "      <th>9th Most Common Venue</th>\n",
       "      <th>10th Most Common Venue</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Berrylands</td>\n",
       "      <td>Kingston upon Thames</td>\n",
       "      <td>51.393781</td>\n",
       "      <td>-0.284802</td>\n",
       "      <td>3.0</td>\n",
       "      <td>Gym / Fitness Center</td>\n",
       "      <td>Park</td>\n",
       "      <td>Café</td>\n",
       "      <td>Bus Stop</td>\n",
       "      <td>Wine Shop</td>\n",
       "      <td>Fish &amp; Chips Shop</td>\n",
       "      <td>Electronics Store</td>\n",
       "      <td>Farmers Market</td>\n",
       "      <td>Fast Food Restaurant</td>\n",
       "      <td>Food</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Canbury</td>\n",
       "      <td>Kingston upon Thames</td>\n",
       "      <td>51.417499</td>\n",
       "      <td>-0.305553</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Pub</td>\n",
       "      <td>Café</td>\n",
       "      <td>Plaza</td>\n",
       "      <td>Fish &amp; Chips Shop</td>\n",
       "      <td>Supermarket</td>\n",
       "      <td>Spa</td>\n",
       "      <td>Shop &amp; Service</td>\n",
       "      <td>Park</td>\n",
       "      <td>Hotel</td>\n",
       "      <td>Indian Restaurant</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Chessington</td>\n",
       "      <td>Kingston upon Thames</td>\n",
       "      <td>51.358336</td>\n",
       "      <td>-0.298622</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Fast Food Restaurant</td>\n",
       "      <td>Wine Shop</td>\n",
       "      <td>Golf Course</td>\n",
       "      <td>German Restaurant</td>\n",
       "      <td>Gastropub</td>\n",
       "      <td>Garden Center</td>\n",
       "      <td>Furniture / Home Store</td>\n",
       "      <td>Fried Chicken Joint</td>\n",
       "      <td>French Restaurant</td>\n",
       "      <td>Food</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Coombe</td>\n",
       "      <td>Kingston upon Thames</td>\n",
       "      <td>51.419450</td>\n",
       "      <td>-0.265398</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Hook</td>\n",
       "      <td>Kingston upon Thames</td>\n",
       "      <td>51.367898</td>\n",
       "      <td>-0.307145</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Bakery</td>\n",
       "      <td>Convenience Store</td>\n",
       "      <td>Indian Restaurant</td>\n",
       "      <td>Fish &amp; Chips Shop</td>\n",
       "      <td>Wine Shop</td>\n",
       "      <td>Food</td>\n",
       "      <td>Electronics Store</td>\n",
       "      <td>Farmers Market</td>\n",
       "      <td>Fast Food Restaurant</td>\n",
       "      <td>Fried Chicken Joint</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "  Neighborhood               Borough   Latitude  Longitude  Cluster Labels  \\\n",
       "0   Berrylands  Kingston upon Thames  51.393781  -0.284802             3.0   \n",
       "1      Canbury  Kingston upon Thames  51.417499  -0.305553             0.0   \n",
       "2  Chessington  Kingston upon Thames  51.358336  -0.298622             1.0   \n",
       "3       Coombe  Kingston upon Thames  51.419450  -0.265398             NaN   \n",
       "4         Hook  Kingston upon Thames  51.367898  -0.307145             0.0   \n",
       "\n",
       "  1st Most Common Venue 2nd Most Common Venue 3rd Most Common Venue  \\\n",
       "0  Gym / Fitness Center                  Park                  Café   \n",
       "1                   Pub                  Café                 Plaza   \n",
       "2  Fast Food Restaurant             Wine Shop           Golf Course   \n",
       "3                   NaN                   NaN                   NaN   \n",
       "4                Bakery     Convenience Store     Indian Restaurant   \n",
       "\n",
       "  4th Most Common Venue 5th Most Common Venue 6th Most Common Venue  \\\n",
       "0              Bus Stop             Wine Shop     Fish & Chips Shop   \n",
       "1     Fish & Chips Shop           Supermarket                   Spa   \n",
       "2     German Restaurant             Gastropub         Garden Center   \n",
       "3                   NaN                   NaN                   NaN   \n",
       "4     Fish & Chips Shop             Wine Shop                  Food   \n",
       "\n",
       "    7th Most Common Venue 8th Most Common Venue 9th Most Common Venue  \\\n",
       "0       Electronics Store        Farmers Market  Fast Food Restaurant   \n",
       "1          Shop & Service                  Park                 Hotel   \n",
       "2  Furniture / Home Store   Fried Chicken Joint     French Restaurant   \n",
       "3                     NaN                   NaN                   NaN   \n",
       "4       Electronics Store        Farmers Market  Fast Food Restaurant   \n",
       "\n",
       "  10th Most Common Venue  \n",
       "0                   Food  \n",
       "1      Indian Restaurant  \n",
       "2                   Food  \n",
       "3                    NaN  \n",
       "4    Fried Chicken Joint  "
      ]
     },
     "execution_count": 64,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# add clustering labels\n",
    "neighborhoods_venues_sorted.insert(0, 'Cluster Labels', kmeans.labels_)\n",
    "\n",
    "kut_merged = kut_neig\n",
    "\n",
    "# merge toronto_grouped with toronto_data to add latitude/longitude for each neighborhood\n",
    "kut_merged = kut_merged.join(neighborhoods_venues_sorted.set_index('Neighborhood'), on='Neighborhood')\n",
    "\n",
    "kut_merged.head() # check the last columns!"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 65,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 15 entries, 0 to 14\n",
      "Data columns (total 15 columns):\n",
      "Neighborhood              15 non-null object\n",
      "Borough                   15 non-null object\n",
      "Latitude                  15 non-null float64\n",
      "Longitude                 15 non-null float64\n",
      "Cluster Labels            14 non-null float64\n",
      "1st Most Common Venue     14 non-null object\n",
      "2nd Most Common Venue     14 non-null object\n",
      "3rd Most Common Venue     14 non-null object\n",
      "4th Most Common Venue     14 non-null object\n",
      "5th Most Common Venue     14 non-null object\n",
      "6th Most Common Venue     14 non-null object\n",
      "7th Most Common Venue     14 non-null object\n",
      "8th Most Common Venue     14 non-null object\n",
      "9th Most Common Venue     14 non-null object\n",
      "10th Most Common Venue    14 non-null object\n",
      "dtypes: float64(3), object(12)\n",
      "memory usage: 1.8+ KB\n"
     ]
    }
   ],
   "source": [
    "kut_merged.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 66,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Dropping the row with the NaN value \n",
    "kut_merged.dropna(inplace = True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 67,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(14, 15)"
      ]
     },
     "execution_count": 67,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "kut_merged.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 68,
   "metadata": {},
   "outputs": [],
   "source": [
    "kut_merged['Cluster Labels'] = kut_merged['Cluster Labels'].astype(int)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 69,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "Int64Index: 14 entries, 0 to 14\n",
      "Data columns (total 15 columns):\n",
      "Neighborhood              14 non-null object\n",
      "Borough                   14 non-null object\n",
      "Latitude                  14 non-null float64\n",
      "Longitude                 14 non-null float64\n",
      "Cluster Labels            14 non-null int64\n",
      "1st Most Common Venue     14 non-null object\n",
      "2nd Most Common Venue     14 non-null object\n",
      "3rd Most Common Venue     14 non-null object\n",
      "4th Most Common Venue     14 non-null object\n",
      "5th Most Common Venue     14 non-null object\n",
      "6th Most Common Venue     14 non-null object\n",
      "7th Most Common Venue     14 non-null object\n",
      "8th Most Common Venue     14 non-null object\n",
      "9th Most Common Venue     14 non-null object\n",
      "10th Most Common Venue    14 non-null object\n",
      "dtypes: float64(2), int64(1), object(12)\n",
      "memory usage: 1.8+ KB\n"
     ]
    }
   ],
   "source": [
    "kut_merged.info()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Visualize the clusters"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 77,
   "metadata": {},
   "outputs": [
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      "text/plain": [
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     },
     "execution_count": 77,
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    "# create map\n",
    "map_clusters = folium.Map(location=[latitude, longitude], zoom_start=11.5)\n",
    "\n",
    "# set color scheme for the clusters\n",
    "x = np.arange(kclusters)\n",
    "ys = [i + x + (i*x)**2 for i in range(kclusters)]\n",
    "colors_array = cm.rainbow(np.linspace(0, 1, len(ys)))\n",
    "rainbow = [colors.rgb2hex(i) for i in colors_array]\n",
    "\n",
    "# add markers to the map\n",
    "markers_colors = []\n",
    "for lat, lon, poi, cluster in zip(kut_merged['Latitude'], kut_merged['Longitude'], kut_merged['Neighborhood'], kut_merged['Cluster Labels']):\n",
    "    label = folium.Popup(str(poi) + ' Cluster ' + str(cluster), parse_html=True)\n",
    "    folium.CircleMarker(\n",
    "        [lat, lon],\n",
    "        radius=8,\n",
    "        popup=label,\n",
    "        color=rainbow[cluster-1],\n",
    "        fill=True,\n",
    "        fill_color=rainbow[cluster-1],\n",
    "        fill_opacity=0.5).add_to(map_clusters)\n",
    "       \n",
    "map_clusters"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Each cluster is color coded for the ease of presentation, we can see that majority of the neighborhood falls in the red cluster which is the first cluster. Three neighborhoods have their own cluster (Blue, Purple and Yellow), these are clusters two three and five. The green cluster consists of two neighborhoods which is the 4th cluster. "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Analysis <a name=\"analysis\"></a>\n",
    "\n",
    "Analyse each of the clusters to identify the characteristics of each cluster and the neighborhoods in them."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Examine the first cluster"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 71,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style>\n",
       "    .dataframe thead tr:only-child th {\n",
       "        text-align: right;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: left;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Neighborhood</th>\n",
       "      <th>Borough</th>\n",
       "      <th>Latitude</th>\n",
       "      <th>Longitude</th>\n",
       "      <th>Cluster Labels</th>\n",
       "      <th>1st Most Common Venue</th>\n",
       "      <th>2nd Most Common Venue</th>\n",
       "      <th>3rd Most Common Venue</th>\n",
       "      <th>4th Most Common Venue</th>\n",
       "      <th>5th Most Common Venue</th>\n",
       "      <th>6th Most Common Venue</th>\n",
       "      <th>7th Most Common Venue</th>\n",
       "      <th>8th Most Common Venue</th>\n",
       "      <th>9th Most Common Venue</th>\n",
       "      <th>10th Most Common Venue</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Canbury</td>\n",
       "      <td>Kingston upon Thames</td>\n",
       "      <td>51.417499</td>\n",
       "      <td>-0.305553</td>\n",
       "      <td>0</td>\n",
       "      <td>Pub</td>\n",
       "      <td>Café</td>\n",
       "      <td>Plaza</td>\n",
       "      <td>Fish &amp; Chips Shop</td>\n",
       "      <td>Supermarket</td>\n",
       "      <td>Spa</td>\n",
       "      <td>Shop &amp; Service</td>\n",
       "      <td>Park</td>\n",
       "      <td>Hotel</td>\n",
       "      <td>Indian Restaurant</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Hook</td>\n",
       "      <td>Kingston upon Thames</td>\n",
       "      <td>51.367898</td>\n",
       "      <td>-0.307145</td>\n",
       "      <td>0</td>\n",
       "      <td>Bakery</td>\n",
       "      <td>Convenience Store</td>\n",
       "      <td>Indian Restaurant</td>\n",
       "      <td>Fish &amp; Chips Shop</td>\n",
       "      <td>Wine Shop</td>\n",
       "      <td>Food</td>\n",
       "      <td>Electronics Store</td>\n",
       "      <td>Farmers Market</td>\n",
       "      <td>Fast Food Restaurant</td>\n",
       "      <td>Fried Chicken Joint</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>Kingston upon Thames</td>\n",
       "      <td>Kingston upon Thames</td>\n",
       "      <td>51.409627</td>\n",
       "      <td>-0.306262</td>\n",
       "      <td>0</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Café</td>\n",
       "      <td>Burger Joint</td>\n",
       "      <td>Sushi Restaurant</td>\n",
       "      <td>Pub</td>\n",
       "      <td>Record Shop</td>\n",
       "      <td>Cosmetics Shop</td>\n",
       "      <td>Market</td>\n",
       "      <td>Mexican Restaurant</td>\n",
       "      <td>Electronics Store</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>Malden Rushett</td>\n",
       "      <td>Kingston upon Thames</td>\n",
       "      <td>51.341052</td>\n",
       "      <td>-0.319076</td>\n",
       "      <td>0</td>\n",
       "      <td>Convenience Store</td>\n",
       "      <td>Pub</td>\n",
       "      <td>Garden Center</td>\n",
       "      <td>Restaurant</td>\n",
       "      <td>Fast Food Restaurant</td>\n",
       "      <td>Discount Store</td>\n",
       "      <td>Dry Cleaner</td>\n",
       "      <td>Electronics Store</td>\n",
       "      <td>Farmers Market</td>\n",
       "      <td>Fish &amp; Chips Shop</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>New Malden</td>\n",
       "      <td>Kingston upon Thames</td>\n",
       "      <td>51.405335</td>\n",
       "      <td>-0.263407</td>\n",
       "      <td>0</td>\n",
       "      <td>Gastropub</td>\n",
       "      <td>Gym</td>\n",
       "      <td>Sushi Restaurant</td>\n",
       "      <td>Supermarket</td>\n",
       "      <td>Korean Restaurant</td>\n",
       "      <td>Indian Restaurant</td>\n",
       "      <td>Fish &amp; Chips Shop</td>\n",
       "      <td>Dry Cleaner</td>\n",
       "      <td>Electronics Store</td>\n",
       "      <td>Farmers Market</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>Norbiton</td>\n",
       "      <td>Kingston upon Thames</td>\n",
       "      <td>51.409999</td>\n",
       "      <td>-0.287396</td>\n",
       "      <td>0</td>\n",
       "      <td>Indian Restaurant</td>\n",
       "      <td>Pub</td>\n",
       "      <td>Food</td>\n",
       "      <td>Italian Restaurant</td>\n",
       "      <td>Platform</td>\n",
       "      <td>Grocery Store</td>\n",
       "      <td>Farmers Market</td>\n",
       "      <td>Dry Cleaner</td>\n",
       "      <td>Hardware Store</td>\n",
       "      <td>Hotel</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>Seething Wells</td>\n",
       "      <td>Kingston upon Thames</td>\n",
       "      <td>51.392642</td>\n",
       "      <td>-0.314366</td>\n",
       "      <td>0</td>\n",
       "      <td>Indian Restaurant</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Italian Restaurant</td>\n",
       "      <td>Pub</td>\n",
       "      <td>Café</td>\n",
       "      <td>Wine Shop</td>\n",
       "      <td>Fast Food Restaurant</td>\n",
       "      <td>Chinese Restaurant</td>\n",
       "      <td>Restaurant</td>\n",
       "      <td>Hotel</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>Surbiton</td>\n",
       "      <td>Kingston upon Thames</td>\n",
       "      <td>51.393756</td>\n",
       "      <td>-0.303310</td>\n",
       "      <td>0</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Pub</td>\n",
       "      <td>Supermarket</td>\n",
       "      <td>Breakfast Spot</td>\n",
       "      <td>Grocery Store</td>\n",
       "      <td>Gastropub</td>\n",
       "      <td>French Restaurant</td>\n",
       "      <td>Train Station</td>\n",
       "      <td>Gym / Fitness Center</td>\n",
       "      <td>Farmers Market</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>Tolworth</td>\n",
       "      <td>Kingston upon Thames</td>\n",
       "      <td>51.378876</td>\n",
       "      <td>-0.282860</td>\n",
       "      <td>0</td>\n",
       "      <td>Grocery Store</td>\n",
       "      <td>Pharmacy</td>\n",
       "      <td>Furniture / Home Store</td>\n",
       "      <td>Train Station</td>\n",
       "      <td>Pizza Place</td>\n",
       "      <td>Discount Store</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Bus Stop</td>\n",
       "      <td>Restaurant</td>\n",
       "      <td>Sandwich Place</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "            Neighborhood               Borough   Latitude  Longitude  \\\n",
       "1                Canbury  Kingston upon Thames  51.417499  -0.305553   \n",
       "4                   Hook  Kingston upon Thames  51.367898  -0.307145   \n",
       "5   Kingston upon Thames  Kingston upon Thames  51.409627  -0.306262   \n",
       "7         Malden Rushett  Kingston upon Thames  51.341052  -0.319076   \n",
       "9             New Malden  Kingston upon Thames  51.405335  -0.263407   \n",
       "10              Norbiton  Kingston upon Thames  51.409999  -0.287396   \n",
       "12        Seething Wells  Kingston upon Thames  51.392642  -0.314366   \n",
       "13              Surbiton  Kingston upon Thames  51.393756  -0.303310   \n",
       "14              Tolworth  Kingston upon Thames  51.378876  -0.282860   \n",
       "\n",
       "    Cluster Labels 1st Most Common Venue 2nd Most Common Venue  \\\n",
       "1                0                   Pub                  Café   \n",
       "4                0                Bakery     Convenience Store   \n",
       "5                0           Coffee Shop                  Café   \n",
       "7                0     Convenience Store                   Pub   \n",
       "9                0             Gastropub                   Gym   \n",
       "10               0     Indian Restaurant                   Pub   \n",
       "12               0     Indian Restaurant           Coffee Shop   \n",
       "13               0           Coffee Shop                   Pub   \n",
       "14               0         Grocery Store              Pharmacy   \n",
       "\n",
       "     3rd Most Common Venue 4th Most Common Venue 5th Most Common Venue  \\\n",
       "1                    Plaza     Fish & Chips Shop           Supermarket   \n",
       "4        Indian Restaurant     Fish & Chips Shop             Wine Shop   \n",
       "5             Burger Joint      Sushi Restaurant                   Pub   \n",
       "7            Garden Center            Restaurant  Fast Food Restaurant   \n",
       "9         Sushi Restaurant           Supermarket     Korean Restaurant   \n",
       "10                    Food    Italian Restaurant              Platform   \n",
       "12      Italian Restaurant                   Pub                  Café   \n",
       "13             Supermarket        Breakfast Spot         Grocery Store   \n",
       "14  Furniture / Home Store         Train Station           Pizza Place   \n",
       "\n",
       "   6th Most Common Venue 7th Most Common Venue 8th Most Common Venue  \\\n",
       "1                    Spa        Shop & Service                  Park   \n",
       "4                   Food     Electronics Store        Farmers Market   \n",
       "5            Record Shop        Cosmetics Shop                Market   \n",
       "7         Discount Store           Dry Cleaner     Electronics Store   \n",
       "9      Indian Restaurant     Fish & Chips Shop           Dry Cleaner   \n",
       "10         Grocery Store        Farmers Market           Dry Cleaner   \n",
       "12             Wine Shop  Fast Food Restaurant    Chinese Restaurant   \n",
       "13             Gastropub     French Restaurant         Train Station   \n",
       "14        Discount Store           Coffee Shop              Bus Stop   \n",
       "\n",
       "   9th Most Common Venue 10th Most Common Venue  \n",
       "1                  Hotel      Indian Restaurant  \n",
       "4   Fast Food Restaurant    Fried Chicken Joint  \n",
       "5     Mexican Restaurant      Electronics Store  \n",
       "7         Farmers Market      Fish & Chips Shop  \n",
       "9      Electronics Store         Farmers Market  \n",
       "10        Hardware Store                  Hotel  \n",
       "12            Restaurant                  Hotel  \n",
       "13  Gym / Fitness Center         Farmers Market  \n",
       "14            Restaurant         Sandwich Place  "
      ]
     },
     "execution_count": 71,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "kut_merged[kut_merged['Cluster Labels'] == 0]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The cluster one is the biggest cluster with 9 of the 15 neighborhoods in the borough Kingston upon Thames. Upon closely examining these neighborhoods we can see that the most common venues in these neighborhoods are Restaurants, Pubs, Cafe, Supermarkets,  and stores."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Examine the second cluster"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 72,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style>\n",
       "    .dataframe thead tr:only-child th {\n",
       "        text-align: right;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: left;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Neighborhood</th>\n",
       "      <th>Borough</th>\n",
       "      <th>Latitude</th>\n",
       "      <th>Longitude</th>\n",
       "      <th>Cluster Labels</th>\n",
       "      <th>1st Most Common Venue</th>\n",
       "      <th>2nd Most Common Venue</th>\n",
       "      <th>3rd Most Common Venue</th>\n",
       "      <th>4th Most Common Venue</th>\n",
       "      <th>5th Most Common Venue</th>\n",
       "      <th>6th Most Common Venue</th>\n",
       "      <th>7th Most Common Venue</th>\n",
       "      <th>8th Most Common Venue</th>\n",
       "      <th>9th Most Common Venue</th>\n",
       "      <th>10th Most Common Venue</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Chessington</td>\n",
       "      <td>Kingston upon Thames</td>\n",
       "      <td>51.358336</td>\n",
       "      <td>-0.298622</td>\n",
       "      <td>1</td>\n",
       "      <td>Fast Food Restaurant</td>\n",
       "      <td>Wine Shop</td>\n",
       "      <td>Golf Course</td>\n",
       "      <td>German Restaurant</td>\n",
       "      <td>Gastropub</td>\n",
       "      <td>Garden Center</td>\n",
       "      <td>Furniture / Home Store</td>\n",
       "      <td>Fried Chicken Joint</td>\n",
       "      <td>French Restaurant</td>\n",
       "      <td>Food</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "  Neighborhood               Borough   Latitude  Longitude  Cluster Labels  \\\n",
       "2  Chessington  Kingston upon Thames  51.358336  -0.298622               1   \n",
       "\n",
       "  1st Most Common Venue 2nd Most Common Venue 3rd Most Common Venue  \\\n",
       "2  Fast Food Restaurant             Wine Shop           Golf Course   \n",
       "\n",
       "  4th Most Common Venue 5th Most Common Venue 6th Most Common Venue  \\\n",
       "2     German Restaurant             Gastropub         Garden Center   \n",
       "\n",
       "    7th Most Common Venue 8th Most Common Venue 9th Most Common Venue  \\\n",
       "2  Furniture / Home Store   Fried Chicken Joint     French Restaurant   \n",
       "\n",
       "  10th Most Common Venue  \n",
       "2                   Food  "
      ]
     },
     "execution_count": 72,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "kut_merged[kut_merged['Cluster Labels'] == 1]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The second cluster has one neighborhood which consists of Venues such as Restaurants, Golf courses, and wine shops.  "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Examine the third cluster"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 73,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style>\n",
       "    .dataframe thead tr:only-child th {\n",
       "        text-align: right;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: left;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Neighborhood</th>\n",
       "      <th>Borough</th>\n",
       "      <th>Latitude</th>\n",
       "      <th>Longitude</th>\n",
       "      <th>Cluster Labels</th>\n",
       "      <th>1st Most Common Venue</th>\n",
       "      <th>2nd Most Common Venue</th>\n",
       "      <th>3rd Most Common Venue</th>\n",
       "      <th>4th Most Common Venue</th>\n",
       "      <th>5th Most Common Venue</th>\n",
       "      <th>6th Most Common Venue</th>\n",
       "      <th>7th Most Common Venue</th>\n",
       "      <th>8th Most Common Venue</th>\n",
       "      <th>9th Most Common Venue</th>\n",
       "      <th>10th Most Common Venue</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>Old Malden</td>\n",
       "      <td>Kingston upon Thames</td>\n",
       "      <td>51.382484</td>\n",
       "      <td>-0.25909</td>\n",
       "      <td>2</td>\n",
       "      <td>Train Station</td>\n",
       "      <td>Pub</td>\n",
       "      <td>Food</td>\n",
       "      <td>Gastropub</td>\n",
       "      <td>Garden Center</td>\n",
       "      <td>Furniture / Home Store</td>\n",
       "      <td>Fried Chicken Joint</td>\n",
       "      <td>French Restaurant</td>\n",
       "      <td>Deli / Bodega</td>\n",
       "      <td>Fish &amp; Chips Shop</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   Neighborhood               Borough   Latitude  Longitude  Cluster Labels  \\\n",
       "11   Old Malden  Kingston upon Thames  51.382484   -0.25909               2   \n",
       "\n",
       "   1st Most Common Venue 2nd Most Common Venue 3rd Most Common Venue  \\\n",
       "11         Train Station                   Pub                  Food   \n",
       "\n",
       "   4th Most Common Venue 5th Most Common Venue   6th Most Common Venue  \\\n",
       "11             Gastropub         Garden Center  Furniture / Home Store   \n",
       "\n",
       "   7th Most Common Venue 8th Most Common Venue 9th Most Common Venue  \\\n",
       "11   Fried Chicken Joint     French Restaurant         Deli / Bodega   \n",
       "\n",
       "   10th Most Common Venue  \n",
       "11      Fish & Chips Shop  "
      ]
     },
     "execution_count": 73,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "kut_merged[kut_merged['Cluster Labels'] == 2]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The third cluster has one neighborhood which consists of Venues such as Train stations, Restaurants, and Furniture shops.  "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Examine the forth cluster"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 74,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style>\n",
       "    .dataframe thead tr:only-child th {\n",
       "        text-align: right;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: left;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Neighborhood</th>\n",
       "      <th>Borough</th>\n",
       "      <th>Latitude</th>\n",
       "      <th>Longitude</th>\n",
       "      <th>Cluster Labels</th>\n",
       "      <th>1st Most Common Venue</th>\n",
       "      <th>2nd Most Common Venue</th>\n",
       "      <th>3rd Most Common Venue</th>\n",
       "      <th>4th Most Common Venue</th>\n",
       "      <th>5th Most Common Venue</th>\n",
       "      <th>6th Most Common Venue</th>\n",
       "      <th>7th Most Common Venue</th>\n",
       "      <th>8th Most Common Venue</th>\n",
       "      <th>9th Most Common Venue</th>\n",
       "      <th>10th Most Common Venue</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Berrylands</td>\n",
       "      <td>Kingston upon Thames</td>\n",
       "      <td>51.393781</td>\n",
       "      <td>-0.284802</td>\n",
       "      <td>3</td>\n",
       "      <td>Gym / Fitness Center</td>\n",
       "      <td>Park</td>\n",
       "      <td>Café</td>\n",
       "      <td>Bus Stop</td>\n",
       "      <td>Wine Shop</td>\n",
       "      <td>Fish &amp; Chips Shop</td>\n",
       "      <td>Electronics Store</td>\n",
       "      <td>Farmers Market</td>\n",
       "      <td>Fast Food Restaurant</td>\n",
       "      <td>Food</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>Motspur Park</td>\n",
       "      <td>Kingston upon Thames</td>\n",
       "      <td>51.390985</td>\n",
       "      <td>-0.248898</td>\n",
       "      <td>3</td>\n",
       "      <td>Park</td>\n",
       "      <td>Gym</td>\n",
       "      <td>Restaurant</td>\n",
       "      <td>Soccer Field</td>\n",
       "      <td>Bus Stop</td>\n",
       "      <td>Wine Shop</td>\n",
       "      <td>Fast Food Restaurant</td>\n",
       "      <td>Dry Cleaner</td>\n",
       "      <td>Electronics Store</td>\n",
       "      <td>Farmers Market</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   Neighborhood               Borough   Latitude  Longitude  Cluster Labels  \\\n",
       "0    Berrylands  Kingston upon Thames  51.393781  -0.284802               3   \n",
       "8  Motspur Park  Kingston upon Thames  51.390985  -0.248898               3   \n",
       "\n",
       "  1st Most Common Venue 2nd Most Common Venue 3rd Most Common Venue  \\\n",
       "0  Gym / Fitness Center                  Park                  Café   \n",
       "8                  Park                   Gym            Restaurant   \n",
       "\n",
       "  4th Most Common Venue 5th Most Common Venue 6th Most Common Venue  \\\n",
       "0              Bus Stop             Wine Shop     Fish & Chips Shop   \n",
       "8          Soccer Field              Bus Stop             Wine Shop   \n",
       "\n",
       "  7th Most Common Venue 8th Most Common Venue 9th Most Common Venue  \\\n",
       "0     Electronics Store        Farmers Market  Fast Food Restaurant   \n",
       "8  Fast Food Restaurant           Dry Cleaner     Electronics Store   \n",
       "\n",
       "  10th Most Common Venue  \n",
       "0                   Food  \n",
       "8         Farmers Market  "
      ]
     },
     "execution_count": 74,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "kut_merged[kut_merged['Cluster Labels'] == 3]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The fourth cluster has two neighborhoods in it, these neighborhoods have common venues such as Parks, Gym/Fitness centers, Bus Stops, Restaurants, Electronics Stores and Soccer fields etc. \n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Examine the fifth cluster"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 75,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style>\n",
       "    .dataframe thead tr:only-child th {\n",
       "        text-align: right;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: left;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Neighborhood</th>\n",
       "      <th>Borough</th>\n",
       "      <th>Latitude</th>\n",
       "      <th>Longitude</th>\n",
       "      <th>Cluster Labels</th>\n",
       "      <th>1st Most Common Venue</th>\n",
       "      <th>2nd Most Common Venue</th>\n",
       "      <th>3rd Most Common Venue</th>\n",
       "      <th>4th Most Common Venue</th>\n",
       "      <th>5th Most Common Venue</th>\n",
       "      <th>6th Most Common Venue</th>\n",
       "      <th>7th Most Common Venue</th>\n",
       "      <th>8th Most Common Venue</th>\n",
       "      <th>9th Most Common Venue</th>\n",
       "      <th>10th Most Common Venue</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>Kingston Vale</td>\n",
       "      <td>Kingston upon Thames</td>\n",
       "      <td>51.43185</td>\n",
       "      <td>-0.258138</td>\n",
       "      <td>4</td>\n",
       "      <td>Grocery Store</td>\n",
       "      <td>Bar</td>\n",
       "      <td>Italian Restaurant</td>\n",
       "      <td>Soccer Field</td>\n",
       "      <td>Garden Center</td>\n",
       "      <td>Furniture / Home Store</td>\n",
       "      <td>Fried Chicken Joint</td>\n",
       "      <td>French Restaurant</td>\n",
       "      <td>Department Store</td>\n",
       "      <td>Gastropub</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "    Neighborhood               Borough  Latitude  Longitude  Cluster Labels  \\\n",
       "6  Kingston Vale  Kingston upon Thames  51.43185  -0.258138               4   \n",
       "\n",
       "  1st Most Common Venue 2nd Most Common Venue 3rd Most Common Venue  \\\n",
       "6         Grocery Store                   Bar    Italian Restaurant   \n",
       "\n",
       "  4th Most Common Venue 5th Most Common Venue   6th Most Common Venue  \\\n",
       "6          Soccer Field         Garden Center  Furniture / Home Store   \n",
       "\n",
       "  7th Most Common Venue 8th Most Common Venue 9th Most Common Venue  \\\n",
       "6   Fried Chicken Joint     French Restaurant      Department Store   \n",
       "\n",
       "  10th Most Common Venue  \n",
       "6              Gastropub  "
      ]
     },
     "execution_count": 75,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "kut_merged[kut_merged['Cluster Labels'] == 4]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The fifth cluster has one neighborhood which consists of Venues such as Grocery shops, Bars, Restaurants, Furniture shops, and Department stores."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Results and Discussion <a name=\"results\"></a>"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The aim of this project is to help people who want to relocate to the safest borough in London, expats can chose the neighborhoods to which they want to relocate based on the most common venues in it. For example if a person is looking for a neighborhood with good connectivity and public transportation we can see that Clusters 3 and 4 have Train stations and Bus stops as the most common venues. If a person is looking for a neighborhood with stores and restaurants in a close proximity then the neighborhoods in the first cluster is suitable. For a family I feel that the neighborhoods in Cluster 4 are more suitable dues to the common venues in that cluster, these neighborhoods have common venues such as Parks, Gym/Fitness centers, Bus Stops, Restaurants, Electronics Stores and Soccer fields which is ideal for a family. "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Conclusion <a name=\"conclusion\"></a>"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "This project helps a person get a better understanding of the neighborhoods with respect to the most common venues in that neighborhood. It is always helpful to make use of technology to stay one step ahead i.e. finding out more about places before moving into a neighborhood. We have just taken safety as a primary concern to shortlist the borough of London. The future of this project includes taking other factors such as cost of living in the areas into consideration to shortlist the borough based on safety and a predefined budget.  "
   ]
  }
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