histogram.ipynb

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  "name": "",
  "signature": "sha256:d382fd222ee0de024ec16c46c5b96925a490a6d035df11427ba2866a5c36ac4e"
 },
 "nbformat": 3,
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 "worksheets": [
  {
   "cells": [
    {
     "cell_type": "heading",
     "level": 1,
     "metadata": {},
     "source": [
      "Libraries required"
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "import numpy as np\n",
      "import pandas as pd\n",
      "import matplotlib.pyplot as plt"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 2
    },
    {
     "cell_type": "heading",
     "level": 1,
     "metadata": {},
     "source": [
      "Data"
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "food_hygiene = pd.read_csv('/vagrant/data/food-hygiene.csv', header=0)\n",
      "food_hygiene"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "html": [
        "<div style=\"max-height:1000px;max-width:1500px;overflow:auto;\">\n",
        "<table border=\"1\" class=\"dataframe\">\n",
        "  <thead>\n",
        "    <tr style=\"text-align: right;\">\n",
        "      <th></th>\n",
        "      <th>Source Url</th>\n",
        "      <th>Business Name</th>\n",
        "      <th>Business Type</th>\n",
        "      <th>Business Type Id</th>\n",
        "      <th>Address Line1</th>\n",
        "      <th>Post Code</th>\n",
        "      <th>Rating Value</th>\n",
        "      <th>Rating Date</th>\n",
        "      <th>Local Authority Code</th>\n",
        "      <th>Local Authority Name</th>\n",
        "      <th>Local Authority Website</th>\n",
        "      <th>Longitude</th>\n",
        "      <th>Latitude</th>\n",
        "    </tr>\n",
        "  </thead>\n",
        "  <tbody>\n",
        "    <tr>\n",
        "      <th>0     </th>\n",
        "      <td> http://ratings.food.gov.uk/OpenDataFiles%5CFHR...</td>\n",
        "      <td>                                    7 Day Catering</td>\n",
        "      <td>               Restaurant/Cafe/Canteen</td>\n",
        "      <td>    1</td>\n",
        "      <td> Courtaulds (UK) Ltd West Mill Bridge Foot Belp...</td>\n",
        "      <td> DE56 1BH</td>\n",
        "      <td> 4</td>\n",
        "      <td> 25/02/2013</td>\n",
        "      <td> 62</td>\n",
        "      <td> Amber Valley</td>\n",
        "      <td>      http://www.ambervalley.gov.uk</td>\n",
        "      <td>-1.486852</td>\n",
        "      <td> 53.028495</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>1     </th>\n",
        "      <td> http://ratings.food.gov.uk/OpenDataFiles%5CFHR...</td>\n",
        "      <td>                                    7 Day Catering</td>\n",
        "      <td>               Restaurant/Cafe/Canteen</td>\n",
        "      <td>    1</td>\n",
        "      <td> DHL/NHS Supply Chain West Way Cotes Park Indus...</td>\n",
        "      <td> DE55 4QJ</td>\n",
        "      <td> 5</td>\n",
        "      <td> 06/10/2013</td>\n",
        "      <td> 62</td>\n",
        "      <td> Amber Valley</td>\n",
        "      <td>      http://www.ambervalley.gov.uk</td>\n",
        "      <td>-1.371589</td>\n",
        "      <td> 53.084314</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2     </th>\n",
        "      <td> http://ratings.food.gov.uk/OpenDataFiles%5CFHR...</td>\n",
        "      <td>                              A G Parfett And Sons</td>\n",
        "      <td>             Distributors/Transporters</td>\n",
        "      <td>    7</td>\n",
        "      <td> Cotes Park Industrial Estate Clover Nook Road ...</td>\n",
        "      <td> DE55 4RF</td>\n",
        "      <td> 3</td>\n",
        "      <td> 10/09/2012</td>\n",
        "      <td> 62</td>\n",
        "      <td> Amber Valley</td>\n",
        "      <td>      http://www.ambervalley.gov.uk</td>\n",
        "      <td>-1.358509</td>\n",
        "      <td> 53.090407</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>3     </th>\n",
        "      <td> http://ratings.food.gov.uk/OpenDataFiles%5CFHR...</td>\n",
        "      <td>                                       A Pigs Tale</td>\n",
        "      <td>                     Retailers - other</td>\n",
        "      <td> 4613</td>\n",
        "      <td> Lane Head Farm Belper Road Alderwasley Belper ...</td>\n",
        "      <td> DE56 2RF</td>\n",
        "      <td> 5</td>\n",
        "      <td> 15/03/2013</td>\n",
        "      <td> 62</td>\n",
        "      <td> Amber Valley</td>\n",
        "      <td>      http://www.ambervalley.gov.uk</td>\n",
        "      <td>-1.543746</td>\n",
        "      <td> 53.076953</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>4     </th>\n",
        "      <td> http://ratings.food.gov.uk/OpenDataFiles%5CFHR...</td>\n",
        "      <td>                 A Stoppard And Son Raw Meat Stall</td>\n",
        "      <td>                     Retailers - other</td>\n",
        "      <td> 4613</td>\n",
        "      <td> Stall 1 Alfreton Indoor Market Hall Institute ...</td>\n",
        "      <td> DE55 7BQ</td>\n",
        "      <td> 5</td>\n",
        "      <td> 29/11/2012</td>\n",
        "      <td> 62</td>\n",
        "      <td> Amber Valley</td>\n",
        "      <td>      http://www.ambervalley.gov.uk</td>\n",
        "      <td>-1.387902</td>\n",
        "      <td> 53.096896</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>5     </th>\n",
        "      <td> http://ratings.food.gov.uk/OpenDataFiles%5CFHR...</td>\n",
        "      <td>              A Stoppard And Son Cooked Meat Stall</td>\n",
        "      <td>                     Retailers - other</td>\n",
        "      <td> 4613</td>\n",
        "      <td> Stall 3 Alfreton Indoor Market Hall Institute ...</td>\n",
        "      <td> DE55 7BQ</td>\n",
        "      <td> 5</td>\n",
        "      <td> 21/03/2013</td>\n",
        "      <td> 62</td>\n",
        "      <td> Amber Valley</td>\n",
        "      <td>      http://www.ambervalley.gov.uk</td>\n",
        "      <td>-1.388072</td>\n",
        "      <td> 53.096896</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>6     </th>\n",
        "      <td> http://ratings.food.gov.uk/OpenDataFiles%5CFHR...</td>\n",
        "      <td>                                  A Touch Of Class</td>\n",
        "      <td>                     Retailers - other</td>\n",
        "      <td> 4613</td>\n",
        "      <td>                42 Oxford Street Ripley Derbyshire</td>\n",
        "      <td>  DE5 3AP</td>\n",
        "      <td> 4</td>\n",
        "      <td> 09/02/2010</td>\n",
        "      <td> 62</td>\n",
        "      <td> Amber Valley</td>\n",
        "      <td>      http://www.ambervalley.gov.uk</td>\n",
        "      <td>-1.404473</td>\n",
        "      <td> 53.050068</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>7     </th>\n",
        "      <td> http://ratings.food.gov.uk/OpenDataFiles%5CFHR...</td>\n",
        "      <td>                                      Abm Catering</td>\n",
        "      <td>               Restaurant/Cafe/Canteen</td>\n",
        "      <td>    1</td>\n",
        "      <td> Thorntons Park Staff Canteen Thorntons Park Wi...</td>\n",
        "      <td> DE55 4XJ</td>\n",
        "      <td> 5</td>\n",
        "      <td> 11/02/2011</td>\n",
        "      <td> 62</td>\n",
        "      <td> Amber Valley</td>\n",
        "      <td>      http://www.ambervalley.gov.uk</td>\n",
        "      <td>-1.388244</td>\n",
        "      <td> 53.087183</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>8     </th>\n",
        "      <td> http://ratings.food.gov.uk/OpenDataFiles%5CFHR...</td>\n",
        "      <td>                                    Acorn Training</td>\n",
        "      <td>               Restaurant/Cafe/Canteen</td>\n",
        "      <td>    1</td>\n",
        "      <td> 1st Floor Knightsbridge Court Nottingham Road ...</td>\n",
        "      <td>  DE5 3LA</td>\n",
        "      <td> 5</td>\n",
        "      <td> 01/11/2012</td>\n",
        "      <td> 62</td>\n",
        "      <td> Amber Valley</td>\n",
        "      <td>      http://www.ambervalley.gov.uk</td>\n",
        "      <td>-1.404045</td>\n",
        "      <td> 53.050843</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>9     </th>\n",
        "      <td> http://ratings.food.gov.uk/OpenDataFiles%5CFHR...</td>\n",
        "      <td>                     Ada Belfield Residential Home</td>\n",
        "      <td>   Hospitals/Childcare/Caring Premises</td>\n",
        "      <td>    5</td>\n",
        "      <td>                      Field Lane Belper Derbyshire</td>\n",
        "      <td> DE56 1DE</td>\n",
        "      <td> 5</td>\n",
        "      <td> 23/01/2012</td>\n",
        "      <td> 62</td>\n",
        "      <td> Amber Valley</td>\n",
        "      <td>      http://www.ambervalley.gov.uk</td>\n",
        "      <td>-1.484220</td>\n",
        "      <td> 53.025409</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>10    </th>\n",
        "      <td> http://ratings.food.gov.uk/OpenDataFiles%5CFHR...</td>\n",
        "      <td>                                       Albion News</td>\n",
        "      <td>                     Retailers - other</td>\n",
        "      <td> 4613</td>\n",
        "      <td>                11 Albion Street Ripley Derbyshire</td>\n",
        "      <td>  DE5 3ET</td>\n",
        "      <td> 4</td>\n",
        "      <td> 21/02/2013</td>\n",
        "      <td> 62</td>\n",
        "      <td> Amber Valley</td>\n",
        "      <td>      http://www.ambervalley.gov.uk</td>\n",
        "      <td>-1.400123</td>\n",
        "      <td> 53.048603</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>11    </th>\n",
        "      <td> http://ratings.food.gov.uk/OpenDataFiles%5CFHR...</td>\n",
        "      <td> Aldercar Community Language College + Post 16 ...</td>\n",
        "      <td>             School/college/university</td>\n",
        "      <td> 7845</td>\n",
        "      <td>      Daltons Close Langley Mill Heanor Derbyshire</td>\n",
        "      <td> NG16 4HL</td>\n",
        "      <td> 5</td>\n",
        "      <td> 16/05/2012</td>\n",
        "      <td> 62</td>\n",
        "      <td> Amber Valley</td>\n",
        "      <td>      http://www.ambervalley.gov.uk</td>\n",
        "      <td>-1.341954</td>\n",
        "      <td> 53.025463</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>12    </th>\n",
        "      <td> http://ratings.food.gov.uk/OpenDataFiles%5CFHR...</td>\n",
        "      <td>                           Aldercar Infant Nursery</td>\n",
        "      <td>             School/college/university</td>\n",
        "      <td> 7845</td>\n",
        "      <td>             Daltons Close Langley Mill Nottingham</td>\n",
        "      <td> NG16 4GP</td>\n",
        "      <td> 4</td>\n",
        "      <td> 21/05/2012</td>\n",
        "      <td> 62</td>\n",
        "      <td> Amber Valley</td>\n",
        "      <td>      http://www.ambervalley.gov.uk</td>\n",
        "      <td>-1.338980</td>\n",
        "      <td> 53.025941</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>13    </th>\n",
        "      <td> http://ratings.food.gov.uk/OpenDataFiles%5CFHR...</td>\n",
        "      <td>                                   Aldercar Stores</td>\n",
        "      <td>                     Retailers - other</td>\n",
        "      <td> 4613</td>\n",
        "      <td> 115 Upper Dunstead Road Langley Mill Heanor De...</td>\n",
        "      <td> NG16 4FJ</td>\n",
        "      <td> 5</td>\n",
        "      <td> 04/03/2013</td>\n",
        "      <td> 62</td>\n",
        "      <td> Amber Valley</td>\n",
        "      <td>      http://www.ambervalley.gov.uk</td>\n",
        "      <td>-1.337006</td>\n",
        "      <td> 53.023368</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>14    </th>\n",
        "      <td> http://ratings.food.gov.uk/OpenDataFiles%5CFHR...</td>\n",
        "      <td>                           Alderwasley Hall School</td>\n",
        "      <td>             School/college/university</td>\n",
        "      <td> 7845</td>\n",
        "      <td>           Higg Lane Alderwasley Belper Derbyshire</td>\n",
        "      <td> DE56 2SR</td>\n",
        "      <td> 5</td>\n",
        "      <td> 18/03/2013</td>\n",
        "      <td> 62</td>\n",
        "      <td> Amber Valley</td>\n",
        "      <td>      http://www.ambervalley.gov.uk</td>\n",
        "      <td>-1.514304</td>\n",
        "      <td> 53.076127</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>15    </th>\n",
        "      <td> http://ratings.food.gov.uk/OpenDataFiles%5CFHR...</td>\n",
        "      <td>                                        Aldi Store</td>\n",
        "      <td> Retailers - supermarkets/hypermarkets</td>\n",
        "      <td> 7840</td>\n",
        "      <td>    Nottingham Road Somercotes Alfreton Derbyshire</td>\n",
        "      <td> DE55 4JN</td>\n",
        "      <td> 3</td>\n",
        "      <td> 09/11/2012</td>\n",
        "      <td> 62</td>\n",
        "      <td> Amber Valley</td>\n",
        "      <td>      http://www.ambervalley.gov.uk</td>\n",
        "      <td>-1.374867</td>\n",
        "      <td> 53.084717</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>16    </th>\n",
        "      <td> http://ratings.food.gov.uk/OpenDataFiles%5CFHR...</td>\n",
        "      <td>                                       Aldi Stores</td>\n",
        "      <td> Retailers - supermarkets/hypermarkets</td>\n",
        "      <td> 7840</td>\n",
        "      <td>                   High Street Heanor Derbyshire D</td>\n",
        "      <td> DE75 7EX</td>\n",
        "      <td> 4</td>\n",
        "      <td> 26/09/2011</td>\n",
        "      <td> 62</td>\n",
        "      <td> Amber Valley</td>\n",
        "      <td>      http://www.ambervalley.gov.uk</td>\n",
        "      <td>-1.359082</td>\n",
        "      <td> 53.015624</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>17    </th>\n",
        "      <td> http://ratings.food.gov.uk/OpenDataFiles%5CFHR...</td>\n",
        "      <td>                                      Alfred Jones</td>\n",
        "      <td>                     Retailers - other</td>\n",
        "      <td> 4613</td>\n",
        "      <td>              Heanor Road Loscoe Heanor Derbyshire</td>\n",
        "      <td> DE75 7JT</td>\n",
        "      <td> 3</td>\n",
        "      <td> 24/04/2013</td>\n",
        "      <td> 62</td>\n",
        "      <td> Amber Valley</td>\n",
        "      <td>      http://www.ambervalley.gov.uk</td>\n",
        "      <td>-1.365634</td>\n",
        "      <td> 53.021133</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>18    </th>\n",
        "      <td> http://ratings.food.gov.uk/OpenDataFiles%5CFHR...</td>\n",
        "      <td>                             Alfreton Cricket Club</td>\n",
        "      <td>               Other catering premises</td>\n",
        "      <td> 7841</td>\n",
        "      <td>                 Alfreton Park Alfreton Derbyshire</td>\n",
        "      <td> DE55 7AL</td>\n",
        "      <td> 5</td>\n",
        "      <td> 28/07/2010</td>\n",
        "      <td> 62</td>\n",
        "      <td> Amber Valley</td>\n",
        "      <td>      http://www.ambervalley.gov.uk</td>\n",
        "      <td>-1.396214</td>\n",
        "      <td> 53.094875</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>19    </th>\n",
        "      <td> http://ratings.food.gov.uk/OpenDataFiles%5CFHR...</td>\n",
        "      <td>                           Alfreton Genesis Centre</td>\n",
        "      <td>               Restaurant/Cafe/Canteen</td>\n",
        "      <td>    1</td>\n",
        "      <td> Alfreton Genesis Enterprise &amp; Business Incubat...</td>\n",
        "      <td> DE55 7DQ</td>\n",
        "      <td> 3</td>\n",
        "      <td> 30/10/2012</td>\n",
        "      <td> 62</td>\n",
        "      <td> Amber Valley</td>\n",
        "      <td>      http://www.ambervalley.gov.uk</td>\n",
        "      <td>-1.391628</td>\n",
        "      <td> 53.096769</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>20    </th>\n",
        "      <td> http://ratings.food.gov.uk/OpenDataFiles%5CFHR...</td>\n",
        "      <td>                                Alfreton Golf Club</td>\n",
        "      <td>                     Pub/bar/nightclub</td>\n",
        "      <td> 7843</td>\n",
        "      <td>                Wingfield Road Alfreton Derbyshire</td>\n",
        "      <td> DE55 7AP</td>\n",
        "      <td> 5</td>\n",
        "      <td> 11/07/2012</td>\n",
        "      <td> 62</td>\n",
        "      <td> Amber Valley</td>\n",
        "      <td>      http://www.ambervalley.gov.uk</td>\n",
        "      <td>-1.405576</td>\n",
        "      <td> 53.093549</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>21    </th>\n",
        "      <td> http://ratings.food.gov.uk/OpenDataFiles%5CFHR...</td>\n",
        "      <td>                      Alfreton Grange Arts College</td>\n",
        "      <td>             School/college/university</td>\n",
        "      <td> 7845</td>\n",
        "      <td>                 Grange Street Alfreton Derbyshire</td>\n",
        "      <td> DE55 7JA</td>\n",
        "      <td> 5</td>\n",
        "      <td> 23/05/2012</td>\n",
        "      <td> 62</td>\n",
        "      <td> Amber Valley</td>\n",
        "      <td>      http://www.ambervalley.gov.uk</td>\n",
        "      <td>-1.385951</td>\n",
        "      <td> 53.094408</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>22    </th>\n",
        "      <td> http://ratings.food.gov.uk/OpenDataFiles%5CFHR...</td>\n",
        "      <td>                                     Alfreton Hall</td>\n",
        "      <td>               Restaurant/Cafe/Canteen</td>\n",
        "      <td>    1</td>\n",
        "      <td>                 Church Street Alfreton Derbyshire</td>\n",
        "      <td> DE55 7AH</td>\n",
        "      <td> 5</td>\n",
        "      <td> 03/07/2012</td>\n",
        "      <td> 62</td>\n",
        "      <td> Amber Valley</td>\n",
        "      <td>      http://www.ambervalley.gov.uk</td>\n",
        "      <td>-1.391778</td>\n",
        "      <td> 53.097801</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>23    </th>\n",
        "      <td> http://ratings.food.gov.uk/OpenDataFiles%5CFHR...</td>\n",
        "      <td>                           Alfreton Leisure Centre</td>\n",
        "      <td>               Restaurant/Cafe/Canteen</td>\n",
        "      <td>    1</td>\n",
        "      <td>                 Church Street Alfreton Derbyshire</td>\n",
        "      <td> DE55 7BD</td>\n",
        "      <td> 5</td>\n",
        "      <td> 01/03/2013</td>\n",
        "      <td> 62</td>\n",
        "      <td> Amber Valley</td>\n",
        "      <td>      http://www.ambervalley.gov.uk</td>\n",
        "      <td>-1.393149</td>\n",
        "      <td> 53.096920</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>24    </th>\n",
        "      <td> http://ratings.food.gov.uk/OpenDataFiles%5CFHR...</td>\n",
        "      <td>                                     Alfreton News</td>\n",
        "      <td>                     Retailers - other</td>\n",
        "      <td> 4613</td>\n",
        "      <td>            43 Nottingham Road Alfreton Derbyshire</td>\n",
        "      <td> DE55 7HL</td>\n",
        "      <td> 3</td>\n",
        "      <td> 16/05/2012</td>\n",
        "      <td> 62</td>\n",
        "      <td> Amber Valley</td>\n",
        "      <td>      http://www.ambervalley.gov.uk</td>\n",
        "      <td>-1.382199</td>\n",
        "      <td> 53.097188</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>25    </th>\n",
        "      <td> http://ratings.food.gov.uk/OpenDataFiles%5CFHR...</td>\n",
        "      <td>          Alfreton Nursery School Childrens Centre</td>\n",
        "      <td>   Hospitals/Childcare/Caring Premises</td>\n",
        "      <td>    5</td>\n",
        "      <td>                 Grange Street Alfreton Derbyshire</td>\n",
        "      <td> DE55 7JA</td>\n",
        "      <td> 5</td>\n",
        "      <td> 02/02/2012</td>\n",
        "      <td> 62</td>\n",
        "      <td> Amber Valley</td>\n",
        "      <td>      http://www.ambervalley.gov.uk</td>\n",
        "      <td>-1.385961</td>\n",
        "      <td> 53.094408</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>26    </th>\n",
        "      <td> http://ratings.food.gov.uk/OpenDataFiles%5CFHR...</td>\n",
        "      <td>                              Alfreton Park School</td>\n",
        "      <td>             School/college/university</td>\n",
        "      <td> 7845</td>\n",
        "      <td>     Alfreton Park Access Road Alfreton Derbyshire</td>\n",
        "      <td> DE55 7AL</td>\n",
        "      <td> 5</td>\n",
        "      <td> 04/06/2011</td>\n",
        "      <td> 62</td>\n",
        "      <td> Amber Valley</td>\n",
        "      <td>      http://www.ambervalley.gov.uk</td>\n",
        "      <td>-1.396344</td>\n",
        "      <td> 53.094870</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>27    </th>\n",
        "      <td> http://ratings.food.gov.uk/OpenDataFiles%5CFHR...</td>\n",
        "      <td>                             Alfreton Snooker Hall</td>\n",
        "      <td>                     Pub/bar/nightclub</td>\n",
        "      <td> 7843</td>\n",
        "      <td>             55-57 High Street Alfreton Derbyshire</td>\n",
        "      <td> DE55 7DR</td>\n",
        "      <td> 2</td>\n",
        "      <td> 16/03/2012</td>\n",
        "      <td> 62</td>\n",
        "      <td> Amber Valley</td>\n",
        "      <td>      http://www.ambervalley.gov.uk</td>\n",
        "      <td>-1.389241</td>\n",
        "      <td> 53.097655</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>28    </th>\n",
        "      <td> http://ratings.food.gov.uk/OpenDataFiles%5CFHR...</td>\n",
        "      <td>                                   Alfreton Stores</td>\n",
        "      <td>                     Retailers - other</td>\n",
        "      <td> 4613</td>\n",
        "      <td>        92 - 98 Mansfield Road Alfreton Derbyshire</td>\n",
        "      <td> DE55 7JN</td>\n",
        "      <td> 5</td>\n",
        "      <td> 07/05/2010</td>\n",
        "      <td> 62</td>\n",
        "      <td> Amber Valley</td>\n",
        "      <td>      http://www.ambervalley.gov.uk</td>\n",
        "      <td>-1.377799</td>\n",
        "      <td> 53.098820</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>29    </th>\n",
        "      <td> http://ratings.food.gov.uk/OpenDataFiles%5CFHR...</td>\n",
        "      <td>           Alfreton Town Football Club Hospitality</td>\n",
        "      <td>                     Pub/bar/nightclub</td>\n",
        "      <td> 7843</td>\n",
        "      <td>                  North Street Alfreton Derbyshire</td>\n",
        "      <td> DE55 7FZ</td>\n",
        "      <td> 5</td>\n",
        "      <td> 02/06/2013</td>\n",
        "      <td> 62</td>\n",
        "      <td> Amber Valley</td>\n",
        "      <td>      http://www.ambervalley.gov.uk</td>\n",
        "      <td>-1.379783</td>\n",
        "      <td> 53.093828</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>...</th>\n",
        "      <td>...</td>\n",
        "      <td>...</td>\n",
        "      <td>...</td>\n",
        "      <td>...</td>\n",
        "      <td>...</td>\n",
        "      <td>...</td>\n",
        "      <td>...</td>\n",
        "      <td>...</td>\n",
        "      <td>...</td>\n",
        "      <td>...</td>\n",
        "      <td>...</td>\n",
        "      <td>...</td>\n",
        "      <td>...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>348406</th>\n",
        "      <td> http://ratings.food.gov.uk/OpenDataFiles%5CFHR...</td>\n",
        "      <td>                                  Whistlestop Cafe</td>\n",
        "      <td>               Restaurant/Cafe/Canteen</td>\n",
        "      <td>    1</td>\n",
        "      <td>               Teignmouth Station Teignmouth Devon</td>\n",
        "      <td> TQ14 8PG</td>\n",
        "      <td> 5</td>\n",
        "      <td> 11/02/2011</td>\n",
        "      <td> 78</td>\n",
        "      <td>  Teignbridge</td>\n",
        "      <td> http://www.teignbridge.gov.uk/fhrs</td>\n",
        "      <td>-3.797422</td>\n",
        "      <td> 50.732585</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>348407</th>\n",
        "      <td> http://ratings.food.gov.uk/OpenDataFiles%5CFHR...</td>\n",
        "      <td>                                 White Ensign Club</td>\n",
        "      <td>                     Pub/bar/nightclub</td>\n",
        "      <td> 7843</td>\n",
        "      <td>               2 Bitton Park Road Teignmouth Devon</td>\n",
        "      <td> TQ14 9BU</td>\n",
        "      <td> 1</td>\n",
        "      <td> 16/01/2013</td>\n",
        "      <td> 78</td>\n",
        "      <td>  Teignbridge</td>\n",
        "      <td> http://www.teignbridge.gov.uk/fhrs</td>\n",
        "      <td>-3.499387</td>\n",
        "      <td> 50.548070</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>348408</th>\n",
        "      <td> http://ratings.food.gov.uk/OpenDataFiles%5CFHR...</td>\n",
        "      <td>                                  White Hart Hotel</td>\n",
        "      <td>     Hotel/bed &amp; breakfast/guest house</td>\n",
        "      <td> 7842</td>\n",
        "      <td>               2 Plymouth Road Buckfastleigh Devon</td>\n",
        "      <td> TQ11 0DA</td>\n",
        "      <td> 5</td>\n",
        "      <td> 04/04/2011</td>\n",
        "      <td> 78</td>\n",
        "      <td>  Teignbridge</td>\n",
        "      <td> http://www.teignbridge.gov.uk/fhrs</td>\n",
        "      <td>-3.778396</td>\n",
        "      <td> 50.480875</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>348409</th>\n",
        "      <td> http://ratings.food.gov.uk/OpenDataFiles%5CFHR...</td>\n",
        "      <td>                                    White Hart Inn</td>\n",
        "      <td>                     Pub/bar/nightclub</td>\n",
        "      <td> 7843</td>\n",
        "      <td>                     6 Albert Street Dawlish Devon</td>\n",
        "      <td>  EX7 9JY</td>\n",
        "      <td> 5</td>\n",
        "      <td> 17/01/2013</td>\n",
        "      <td> 78</td>\n",
        "      <td>  Teignbridge</td>\n",
        "      <td> http://www.teignbridge.gov.uk/fhrs</td>\n",
        "      <td>-3.471811</td>\n",
        "      <td> 50.581258</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>348410</th>\n",
        "      <td> http://ratings.food.gov.uk/OpenDataFiles%5CFHR...</td>\n",
        "      <td>                                    White Hart Inn</td>\n",
        "      <td>                     Pub/bar/nightclub</td>\n",
        "      <td> 7843</td>\n",
        "      <td>                  8 East Street Newton Abbot Devon</td>\n",
        "      <td> TQ12 1AG</td>\n",
        "      <td> 5</td>\n",
        "      <td> 15/03/2013</td>\n",
        "      <td> 78</td>\n",
        "      <td>  Teignbridge</td>\n",
        "      <td> http://www.teignbridge.gov.uk/fhrs</td>\n",
        "      <td>-3.611458</td>\n",
        "      <td> 50.528920</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>348411</th>\n",
        "      <td> http://ratings.food.gov.uk/OpenDataFiles%5CFHR...</td>\n",
        "      <td>                                   White Horse Inn</td>\n",
        "      <td>                     Pub/bar/nightclub</td>\n",
        "      <td> 7843</td>\n",
        "      <td>                7 George Street Moretonhampstead T</td>\n",
        "      <td> TQ13 8PG</td>\n",
        "      <td> 4</td>\n",
        "      <td> 28/06/2011</td>\n",
        "      <td> 78</td>\n",
        "      <td>  Teignbridge</td>\n",
        "      <td> http://www.teignbridge.gov.uk/fhrs</td>\n",
        "      <td>-3.765377</td>\n",
        "      <td> 50.660620</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>348412</th>\n",
        "      <td> http://ratings.food.gov.uk/OpenDataFiles%5CFHR...</td>\n",
        "      <td>                                            Whites</td>\n",
        "      <td>                     Retailers - other</td>\n",
        "      <td> 4613</td>\n",
        "      <td>            12 Court Street Moretonhampstead Devon</td>\n",
        "      <td> TQ13 8LG</td>\n",
        "      <td> 4</td>\n",
        "      <td> 19/04/2013</td>\n",
        "      <td> 78</td>\n",
        "      <td>  Teignbridge</td>\n",
        "      <td> http://www.teignbridge.gov.uk/fhrs</td>\n",
        "      <td>-3.768009</td>\n",
        "      <td> 50.660288</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>348413</th>\n",
        "      <td> http://ratings.food.gov.uk/OpenDataFiles%5CFHR...</td>\n",
        "      <td>                       Whites Quality Greengrocers</td>\n",
        "      <td>                     Retailers - other</td>\n",
        "      <td> 4613</td>\n",
        "      <td>    59 Fore Street Bovey Tracey Newton Abbot Devon</td>\n",
        "      <td> TQ13 9AB</td>\n",
        "      <td> 5</td>\n",
        "      <td> 29/07/2010</td>\n",
        "      <td> 78</td>\n",
        "      <td>  Teignbridge</td>\n",
        "      <td> http://www.teignbridge.gov.uk/fhrs</td>\n",
        "      <td>-3.673558</td>\n",
        "      <td> 50.594348</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>348414</th>\n",
        "      <td> http://ratings.food.gov.uk/OpenDataFiles%5CFHR...</td>\n",
        "      <td>              Widecombe In The Moor Primary School</td>\n",
        "      <td>             School/college/university</td>\n",
        "      <td> 7845</td>\n",
        "      <td>          Widecombe-in-the-Moor Newton Abbot Devon</td>\n",
        "      <td> TQ13 7TB</td>\n",
        "      <td> 4</td>\n",
        "      <td> 22/02/2012</td>\n",
        "      <td> 78</td>\n",
        "      <td>  Teignbridge</td>\n",
        "      <td> http://www.teignbridge.gov.uk/fhrs</td>\n",
        "      <td>-3.812980</td>\n",
        "      <td> 50.575508</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>348415</th>\n",
        "      <td> http://ratings.food.gov.uk/OpenDataFiles%5CFHR...</td>\n",
        "      <td>                              Widecombe Pre-School</td>\n",
        "      <td>             School/college/university</td>\n",
        "      <td> 7845</td>\n",
        "      <td>      The Church House Widecombe In The Moor Devon</td>\n",
        "      <td> TQ13 7TA</td>\n",
        "      <td> 5</td>\n",
        "      <td> 29/05/2012</td>\n",
        "      <td> 78</td>\n",
        "      <td>  Teignbridge</td>\n",
        "      <td> http://www.teignbridge.gov.uk/fhrs</td>\n",
        "      <td>-3.811921</td>\n",
        "      <td> 50.576965</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>348416</th>\n",
        "      <td> http://ratings.food.gov.uk/OpenDataFiles%5CFHR...</td>\n",
        "      <td>                                    Wild Goose Inn</td>\n",
        "      <td>                     Pub/bar/nightclub</td>\n",
        "      <td> 7843</td>\n",
        "      <td>               Combeinteignhead Newton Abbot Devon</td>\n",
        "      <td> TQ12 4RA</td>\n",
        "      <td> 5</td>\n",
        "      <td> 26/03/2013</td>\n",
        "      <td> 78</td>\n",
        "      <td>  Teignbridge</td>\n",
        "      <td> http://www.teignbridge.gov.uk/fhrs</td>\n",
        "      <td>-3.550219</td>\n",
        "      <td> 50.533527</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>348417</th>\n",
        "      <td> http://ratings.food.gov.uk/OpenDataFiles%5CFHR...</td>\n",
        "      <td>                         Wilkinson Hardware Stores</td>\n",
        "      <td> Retailers - supermarkets/hypermarkets</td>\n",
        "      <td> 7840</td>\n",
        "      <td>                 28 Market Walk Newton Abbot Devon</td>\n",
        "      <td> TQ12 2RX</td>\n",
        "      <td> 5</td>\n",
        "      <td> 26/07/2011</td>\n",
        "      <td> 78</td>\n",
        "      <td>  Teignbridge</td>\n",
        "      <td> http://www.teignbridge.gov.uk/fhrs</td>\n",
        "      <td>-3.610669</td>\n",
        "      <td> 50.530516</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>348418</th>\n",
        "      <td> http://ratings.food.gov.uk/OpenDataFiles%5CFHR...</td>\n",
        "      <td>                                           Willo's</td>\n",
        "      <td>                Takeaway/sandwich shop</td>\n",
        "      <td> 7844</td>\n",
        "      <td>                  15A Piermont Place Dawlish Devon</td>\n",
        "      <td>  EX7 9PH</td>\n",
        "      <td> 5</td>\n",
        "      <td> 17/09/2012</td>\n",
        "      <td> 78</td>\n",
        "      <td>  Teignbridge</td>\n",
        "      <td> http://www.teignbridge.gov.uk/fhrs</td>\n",
        "      <td>-3.465557</td>\n",
        "      <td> 50.580694</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>348419</th>\n",
        "      <td> http://ratings.food.gov.uk/OpenDataFiles%5CFHR...</td>\n",
        "      <td>                               Wimpy International</td>\n",
        "      <td>               Restaurant/Cafe/Canteen</td>\n",
        "      <td>    1</td>\n",
        "      <td>                10 Queen Street Newton Abbot Devon</td>\n",
        "      <td> TQ12 2EF</td>\n",
        "      <td> 3</td>\n",
        "      <td> 10/10/2012</td>\n",
        "      <td> 78</td>\n",
        "      <td>  Teignbridge</td>\n",
        "      <td> http://www.teignbridge.gov.uk/fhrs</td>\n",
        "      <td>-3.609082</td>\n",
        "      <td> 50.530494</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>348420</th>\n",
        "      <td> http://ratings.food.gov.uk/OpenDataFiles%5CFHR...</td>\n",
        "      <td>                      Winning Post Service Station</td>\n",
        "      <td>                     Retailers - other</td>\n",
        "      <td> 4613</td>\n",
        "      <td>                   A38 Haldon Hill Kennford Exeter</td>\n",
        "      <td>  EX6 7XW</td>\n",
        "      <td> 5</td>\n",
        "      <td> 01/12/2012</td>\n",
        "      <td> 78</td>\n",
        "      <td>  Teignbridge</td>\n",
        "      <td> http://www.teignbridge.gov.uk/fhrs</td>\n",
        "      <td>-3.542478</td>\n",
        "      <td> 50.638726</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>348421</th>\n",
        "      <td> http://ratings.food.gov.uk/OpenDataFiles%5CFHR...</td>\n",
        "      <td> Wolborough C Of E (Aided) Nursery &amp; Primary Sc...</td>\n",
        "      <td>             School/college/university</td>\n",
        "      <td> 7845</td>\n",
        "      <td>                   Union Street Newton Abbot Devon</td>\n",
        "      <td> TQ12 2JX</td>\n",
        "      <td> 5</td>\n",
        "      <td> 01/09/2012</td>\n",
        "      <td> 78</td>\n",
        "      <td>  Teignbridge</td>\n",
        "      <td> http://www.teignbridge.gov.uk/fhrs</td>\n",
        "      <td>-3.609278</td>\n",
        "      <td> 50.529910</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>348422</th>\n",
        "      <td> http://ratings.food.gov.uk/OpenDataFiles%5CFHR...</td>\n",
        "      <td>                 Wolborough Court Residential Home</td>\n",
        "      <td>   Hospitals/Childcare/Caring Premises</td>\n",
        "      <td>    5</td>\n",
        "      <td>               32A College Road Newton Abbot Devon</td>\n",
        "      <td> TQ12 1EQ</td>\n",
        "      <td> 4</td>\n",
        "      <td> 29/08/2012</td>\n",
        "      <td> 78</td>\n",
        "      <td>  Teignbridge</td>\n",
        "      <td> http://www.teignbridge.gov.uk/fhrs</td>\n",
        "      <td>-3.610935</td>\n",
        "      <td> 50.523117</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>348423</th>\n",
        "      <td> http://ratings.food.gov.uk/OpenDataFiles%5CFHR...</td>\n",
        "      <td>                                    Wolborough Inn</td>\n",
        "      <td>                     Pub/bar/nightclub</td>\n",
        "      <td> 7843</td>\n",
        "      <td>           55 Wolborough Street Newton Abbot Devon</td>\n",
        "      <td> TQ12 1JQ</td>\n",
        "      <td> 5</td>\n",
        "      <td> 13/06/2012</td>\n",
        "      <td> 78</td>\n",
        "      <td>  Teignbridge</td>\n",
        "      <td> http://www.teignbridge.gov.uk/fhrs</td>\n",
        "      <td>-3.615114</td>\n",
        "      <td> 50.528553</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>348424</th>\n",
        "      <td> http://ratings.food.gov.uk/OpenDataFiles%5CFHR...</td>\n",
        "      <td>             Wolleigh Moor Golf Driving Range Cafe</td>\n",
        "      <td>               Restaurant/Cafe/Canteen</td>\n",
        "      <td>    1</td>\n",
        "      <td>                   Bovey Tracey Newton Abbot Devon</td>\n",
        "      <td> TQ13 9NG</td>\n",
        "      <td> 4</td>\n",
        "      <td> 22/03/2012</td>\n",
        "      <td> 78</td>\n",
        "      <td>  Teignbridge</td>\n",
        "      <td> http://www.teignbridge.gov.uk/fhrs</td>\n",
        "      <td>-3.691896</td>\n",
        "      <td> 50.604583</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>348425</th>\n",
        "      <td> http://ratings.food.gov.uk/OpenDataFiles%5CFHR...</td>\n",
        "      <td>                            Woodland Fruit And Veg</td>\n",
        "      <td>                     Retailers - other</td>\n",
        "      <td> 4613</td>\n",
        "      <td>                    Moorfoot Gardens Denbury Devon</td>\n",
        "      <td> TQ12 6EQ</td>\n",
        "      <td> 5</td>\n",
        "      <td> 01/02/2008</td>\n",
        "      <td> 78</td>\n",
        "      <td>  Teignbridge</td>\n",
        "      <td> http://www.teignbridge.gov.uk/fhrs</td>\n",
        "      <td>-3.692209</td>\n",
        "      <td> 50.505711</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>348426</th>\n",
        "      <td> http://ratings.food.gov.uk/OpenDataFiles%5CFHR...</td>\n",
        "      <td>                              Woodside Guest House</td>\n",
        "      <td>     Hotel/bed &amp; breakfast/guest house</td>\n",
        "      <td> 7842</td>\n",
        "      <td>                  17 Hermosa Road Teignmouth Devon</td>\n",
        "      <td> TQ14 9JZ</td>\n",
        "      <td> 5</td>\n",
        "      <td> 16/06/2010</td>\n",
        "      <td> 78</td>\n",
        "      <td>  Teignbridge</td>\n",
        "      <td> http://www.teignbridge.gov.uk/fhrs</td>\n",
        "      <td>-3.502802</td>\n",
        "      <td> 50.548890</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>348427</th>\n",
        "      <td> http://ratings.food.gov.uk/OpenDataFiles%5CFHR...</td>\n",
        "      <td>                                     Woodway Store</td>\n",
        "      <td>                     Retailers - other</td>\n",
        "      <td> 4613</td>\n",
        "      <td>           16 Higher Woodway Road Teignmouth Devon</td>\n",
        "      <td> TQ14 8RG</td>\n",
        "      <td> 4</td>\n",
        "      <td> 03/10/2011</td>\n",
        "      <td> 78</td>\n",
        "      <td>  Teignbridge</td>\n",
        "      <td> http://www.teignbridge.gov.uk/fhrs</td>\n",
        "      <td>-3.495927</td>\n",
        "      <td> 50.560472</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>348428</th>\n",
        "      <td> http://ratings.food.gov.uk/OpenDataFiles%5CFHR...</td>\n",
        "      <td>                                          Wrap It!</td>\n",
        "      <td>               Other catering premises</td>\n",
        "      <td> 7841</td>\n",
        "      <td>          Waterside Dornafield Road Ipplepen Devon</td>\n",
        "      <td> TQ12 5SG</td>\n",
        "      <td> 4</td>\n",
        "      <td> 01/10/2012</td>\n",
        "      <td> 78</td>\n",
        "      <td>  Teignbridge</td>\n",
        "      <td> http://www.teignbridge.gov.uk/fhrs</td>\n",
        "      <td>-3.639513</td>\n",
        "      <td> 50.489989</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>348429</th>\n",
        "      <td> http://ratings.food.gov.uk/OpenDataFiles%5CFHR...</td>\n",
        "      <td>                                     Wyche Cottage</td>\n",
        "      <td>     Hotel/bed &amp; breakfast/guest house</td>\n",
        "      <td> 7842</td>\n",
        "      <td> Wyche Cottage Dagmar Street Shaldon Teignmouth...</td>\n",
        "      <td> TQ14 0EB</td>\n",
        "      <td> 5</td>\n",
        "      <td> 29/06/2009</td>\n",
        "      <td> 78</td>\n",
        "      <td>  Teignbridge</td>\n",
        "      <td> http://www.teignbridge.gov.uk/fhrs</td>\n",
        "      <td>-3.507437</td>\n",
        "      <td> 50.540223</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>348430</th>\n",
        "      <td> http://ratings.food.gov.uk/OpenDataFiles%5CFHR...</td>\n",
        "      <td>                                         Wytchwood</td>\n",
        "      <td>     Hotel/bed &amp; breakfast/guest house</td>\n",
        "      <td> 7842</td>\n",
        "      <td>               10 West Buckeridge Teignmouth Devon</td>\n",
        "      <td> TQ14 8NF</td>\n",
        "      <td> 5</td>\n",
        "      <td> 01/12/2010</td>\n",
        "      <td> 78</td>\n",
        "      <td>  Teignbridge</td>\n",
        "      <td> http://www.teignbridge.gov.uk/fhrs</td>\n",
        "      <td>-3.499174</td>\n",
        "      <td> 50.552462</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>348431</th>\n",
        "      <td> http://ratings.food.gov.uk/OpenDataFiles%5CFHR...</td>\n",
        "      <td>                          Yarrow Bed And Breakfast</td>\n",
        "      <td>     Hotel/bed &amp; breakfast/guest house</td>\n",
        "      <td> 7842</td>\n",
        "      <td> Yarrow Lodge Yarner Wood Bovey Tracey Newton A...</td>\n",
        "      <td> TQ13 9LJ</td>\n",
        "      <td> 5</td>\n",
        "      <td> 12/01/2008</td>\n",
        "      <td> 78</td>\n",
        "      <td>  Teignbridge</td>\n",
        "      <td> http://www.teignbridge.gov.uk/fhrs</td>\n",
        "      <td>-3.718254</td>\n",
        "      <td> 50.597245</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>348432</th>\n",
        "      <td> http://ratings.food.gov.uk/OpenDataFiles%5CFHR...</td>\n",
        "      <td>                                    Yau's Takeaway</td>\n",
        "      <td>                Takeaway/sandwich shop</td>\n",
        "      <td> 7844</td>\n",
        "      <td>       34 East Street Ashburton Newton Abbot Devon</td>\n",
        "      <td> TQ13 7AZ</td>\n",
        "      <td> 4</td>\n",
        "      <td> 10/06/2011</td>\n",
        "      <td> 78</td>\n",
        "      <td>  Teignbridge</td>\n",
        "      <td> http://www.teignbridge.gov.uk/fhrs</td>\n",
        "      <td>-3.754763</td>\n",
        "      <td> 50.515882</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>348433</th>\n",
        "      <td> http://ratings.food.gov.uk/OpenDataFiles%5CFHR...</td>\n",
        "      <td>                                 Ye Olde Cider Bar</td>\n",
        "      <td>                     Pub/bar/nightclub</td>\n",
        "      <td> 7843</td>\n",
        "      <td>                 99 East Street Newton Abbot Devon</td>\n",
        "      <td> TQ12 2LD</td>\n",
        "      <td> 1</td>\n",
        "      <td> 27/03/2013</td>\n",
        "      <td> 78</td>\n",
        "      <td>  Teignbridge</td>\n",
        "      <td> http://www.teignbridge.gov.uk/fhrs</td>\n",
        "      <td>-3.607609</td>\n",
        "      <td> 50.528999</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>348434</th>\n",
        "      <td> http://ratings.food.gov.uk/OpenDataFiles%5CFHR...</td>\n",
        "      <td>                              Ye Olde Jolly Sailor</td>\n",
        "      <td>                     Pub/bar/nightclub</td>\n",
        "      <td> 7843</td>\n",
        "      <td>          46 Northumberland Place Teignmouth Devon</td>\n",
        "      <td> TQ14 8DE</td>\n",
        "      <td> 5</td>\n",
        "      <td> 09/03/2012</td>\n",
        "      <td> 78</td>\n",
        "      <td>  Teignbridge</td>\n",
        "      <td> http://www.teignbridge.gov.uk/fhrs</td>\n",
        "      <td>-3.498079</td>\n",
        "      <td> 50.545386</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>348435</th>\n",
        "      <td> http://ratings.food.gov.uk/OpenDataFiles%5CFHR...</td>\n",
        "      <td>                                           Yummy's</td>\n",
        "      <td>                Takeaway/sandwich shop</td>\n",
        "      <td> 7844</td>\n",
        "      <td>                49 Queen Street Newton Abbot Devon</td>\n",
        "      <td> TQ12 2AU</td>\n",
        "      <td> 3</td>\n",
        "      <td> 08/07/2012</td>\n",
        "      <td> 78</td>\n",
        "      <td>  Teignbridge</td>\n",
        "      <td> http://www.teignbridge.gov.uk/fhrs</td>\n",
        "      <td>-3.606408</td>\n",
        "      <td> 50.531039</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
        "<p>348436 rows \u00d7 13 columns</p>\n",
        "</div>"
       ],
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 3,
       "text": [
        "                                               Source Url  \\\n",
        "0       http://ratings.food.gov.uk/OpenDataFiles%5CFHR...   \n",
        "1       http://ratings.food.gov.uk/OpenDataFiles%5CFHR...   \n",
        "2       http://ratings.food.gov.uk/OpenDataFiles%5CFHR...   \n",
        "3       http://ratings.food.gov.uk/OpenDataFiles%5CFHR...   \n",
        "4       http://ratings.food.gov.uk/OpenDataFiles%5CFHR...   \n",
        "5       http://ratings.food.gov.uk/OpenDataFiles%5CFHR...   \n",
        "6       http://ratings.food.gov.uk/OpenDataFiles%5CFHR...   \n",
        "7       http://ratings.food.gov.uk/OpenDataFiles%5CFHR...   \n",
        "8       http://ratings.food.gov.uk/OpenDataFiles%5CFHR...   \n",
        "9       http://ratings.food.gov.uk/OpenDataFiles%5CFHR...   \n",
        "10      http://ratings.food.gov.uk/OpenDataFiles%5CFHR...   \n",
        "11      http://ratings.food.gov.uk/OpenDataFiles%5CFHR...   \n",
        "12      http://ratings.food.gov.uk/OpenDataFiles%5CFHR...   \n",
        "13      http://ratings.food.gov.uk/OpenDataFiles%5CFHR...   \n",
        "14      http://ratings.food.gov.uk/OpenDataFiles%5CFHR...   \n",
        "15      http://ratings.food.gov.uk/OpenDataFiles%5CFHR...   \n",
        "16      http://ratings.food.gov.uk/OpenDataFiles%5CFHR...   \n",
        "17      http://ratings.food.gov.uk/OpenDataFiles%5CFHR...   \n",
        "18      http://ratings.food.gov.uk/OpenDataFiles%5CFHR...   \n",
        "19      http://ratings.food.gov.uk/OpenDataFiles%5CFHR...   \n",
        "20      http://ratings.food.gov.uk/OpenDataFiles%5CFHR...   \n",
        "21      http://ratings.food.gov.uk/OpenDataFiles%5CFHR...   \n",
        "22      http://ratings.food.gov.uk/OpenDataFiles%5CFHR...   \n",
        "23      http://ratings.food.gov.uk/OpenDataFiles%5CFHR...   \n",
        "24      http://ratings.food.gov.uk/OpenDataFiles%5CFHR...   \n",
        "25      http://ratings.food.gov.uk/OpenDataFiles%5CFHR...   \n",
        "26      http://ratings.food.gov.uk/OpenDataFiles%5CFHR...   \n",
        "27      http://ratings.food.gov.uk/OpenDataFiles%5CFHR...   \n",
        "28      http://ratings.food.gov.uk/OpenDataFiles%5CFHR...   \n",
        "29      http://ratings.food.gov.uk/OpenDataFiles%5CFHR...   \n",
        "...                                                   ...   \n",
        "348406  http://ratings.food.gov.uk/OpenDataFiles%5CFHR...   \n",
        "348407  http://ratings.food.gov.uk/OpenDataFiles%5CFHR...   \n",
        "348408  http://ratings.food.gov.uk/OpenDataFiles%5CFHR...   \n",
        "348409  http://ratings.food.gov.uk/OpenDataFiles%5CFHR...   \n",
        "348410  http://ratings.food.gov.uk/OpenDataFiles%5CFHR...   \n",
        "348411  http://ratings.food.gov.uk/OpenDataFiles%5CFHR...   \n",
        "348412  http://ratings.food.gov.uk/OpenDataFiles%5CFHR...   \n",
        "348413  http://ratings.food.gov.uk/OpenDataFiles%5CFHR...   \n",
        "348414  http://ratings.food.gov.uk/OpenDataFiles%5CFHR...   \n",
        "348415  http://ratings.food.gov.uk/OpenDataFiles%5CFHR...   \n",
        "348416  http://ratings.food.gov.uk/OpenDataFiles%5CFHR...   \n",
        "348417  http://ratings.food.gov.uk/OpenDataFiles%5CFHR...   \n",
        "348418  http://ratings.food.gov.uk/OpenDataFiles%5CFHR...   \n",
        "348419  http://ratings.food.gov.uk/OpenDataFiles%5CFHR...   \n",
        "348420  http://ratings.food.gov.uk/OpenDataFiles%5CFHR...   \n",
        "348421  http://ratings.food.gov.uk/OpenDataFiles%5CFHR...   \n",
        "348422  http://ratings.food.gov.uk/OpenDataFiles%5CFHR...   \n",
        "348423  http://ratings.food.gov.uk/OpenDataFiles%5CFHR...   \n",
        "348424  http://ratings.food.gov.uk/OpenDataFiles%5CFHR...   \n",
        "348425  http://ratings.food.gov.uk/OpenDataFiles%5CFHR...   \n",
        "348426  http://ratings.food.gov.uk/OpenDataFiles%5CFHR...   \n",
        "348427  http://ratings.food.gov.uk/OpenDataFiles%5CFHR...   \n",
        "348428  http://ratings.food.gov.uk/OpenDataFiles%5CFHR...   \n",
        "348429  http://ratings.food.gov.uk/OpenDataFiles%5CFHR...   \n",
        "348430  http://ratings.food.gov.uk/OpenDataFiles%5CFHR...   \n",
        "348431  http://ratings.food.gov.uk/OpenDataFiles%5CFHR...   \n",
        "348432  http://ratings.food.gov.uk/OpenDataFiles%5CFHR...   \n",
        "348433  http://ratings.food.gov.uk/OpenDataFiles%5CFHR...   \n",
        "348434  http://ratings.food.gov.uk/OpenDataFiles%5CFHR...   \n",
        "348435  http://ratings.food.gov.uk/OpenDataFiles%5CFHR...   \n",
        "\n",
        "                                            Business Name  \\\n",
        "0                                          7 Day Catering   \n",
        "1                                          7 Day Catering   \n",
        "2                                    A G Parfett And Sons   \n",
        "3                                             A Pigs Tale   \n",
        "4                       A Stoppard And Son Raw Meat Stall   \n",
        "5                    A Stoppard And Son Cooked Meat Stall   \n",
        "6                                        A Touch Of Class   \n",
        "7                                            Abm Catering   \n",
        "8                                          Acorn Training   \n",
        "9                           Ada Belfield Residential Home   \n",
        "10                                            Albion News   \n",
        "11      Aldercar Community Language College + Post 16 ...   \n",
        "12                                Aldercar Infant Nursery   \n",
        "13                                        Aldercar Stores   \n",
        "14                                Alderwasley Hall School   \n",
        "15                                             Aldi Store   \n",
        "16                                            Aldi Stores   \n",
        "17                                           Alfred Jones   \n",
        "18                                  Alfreton Cricket Club   \n",
        "19                                Alfreton Genesis Centre   \n",
        "20                                     Alfreton Golf Club   \n",
        "21                           Alfreton Grange Arts College   \n",
        "22                                          Alfreton Hall   \n",
        "23                                Alfreton Leisure Centre   \n",
        "24                                          Alfreton News   \n",
        "25               Alfreton Nursery School Childrens Centre   \n",
        "26                                   Alfreton Park School   \n",
        "27                                  Alfreton Snooker Hall   \n",
        "28                                        Alfreton Stores   \n",
        "29                Alfreton Town Football Club Hospitality   \n",
        "...                                                   ...   \n",
        "348406                                   Whistlestop Cafe   \n",
        "348407                                  White Ensign Club   \n",
        "348408                                   White Hart Hotel   \n",
        "348409                                     White Hart Inn   \n",
        "348410                                     White Hart Inn   \n",
        "348411                                    White Horse Inn   \n",
        "348412                                             Whites   \n",
        "348413                        Whites Quality Greengrocers   \n",
        "348414               Widecombe In The Moor Primary School   \n",
        "348415                               Widecombe Pre-School   \n",
        "348416                                     Wild Goose Inn   \n",
        "348417                          Wilkinson Hardware Stores   \n",
        "348418                                            Willo's   \n",
        "348419                                Wimpy International   \n",
        "348420                       Winning Post Service Station   \n",
        "348421  Wolborough C Of E (Aided) Nursery & Primary Sc...   \n",
        "348422                  Wolborough Court Residential Home   \n",
        "348423                                     Wolborough Inn   \n",
        "348424              Wolleigh Moor Golf Driving Range Cafe   \n",
        "348425                             Woodland Fruit And Veg   \n",
        "348426                               Woodside Guest House   \n",
        "348427                                      Woodway Store   \n",
        "348428                                           Wrap It!   \n",
        "348429                                      Wyche Cottage   \n",
        "348430                                          Wytchwood   \n",
        "348431                           Yarrow Bed And Breakfast   \n",
        "348432                                     Yau's Takeaway   \n",
        "348433                                  Ye Olde Cider Bar   \n",
        "348434                               Ye Olde Jolly Sailor   \n",
        "348435                                            Yummy's   \n",
        "\n",
        "                                Business Type  Business Type Id  \\\n",
        "0                     Restaurant/Cafe/Canteen                 1   \n",
        "1                     Restaurant/Cafe/Canteen                 1   \n",
        "2                   Distributors/Transporters                 7   \n",
        "3                           Retailers - other              4613   \n",
        "4                           Retailers - other              4613   \n",
        "5                           Retailers - other              4613   \n",
        "6                           Retailers - other              4613   \n",
        "7                     Restaurant/Cafe/Canteen                 1   \n",
        "8                     Restaurant/Cafe/Canteen                 1   \n",
        "9         Hospitals/Childcare/Caring Premises                 5   \n",
        "10                          Retailers - other              4613   \n",
        "11                  School/college/university              7845   \n",
        "12                  School/college/university              7845   \n",
        "13                          Retailers - other              4613   \n",
        "14                  School/college/university              7845   \n",
        "15      Retailers - supermarkets/hypermarkets              7840   \n",
        "16      Retailers - supermarkets/hypermarkets              7840   \n",
        "17                          Retailers - other              4613   \n",
        "18                    Other catering premises              7841   \n",
        "19                    Restaurant/Cafe/Canteen                 1   \n",
        "20                          Pub/bar/nightclub              7843   \n",
        "21                  School/college/university              7845   \n",
        "22                    Restaurant/Cafe/Canteen                 1   \n",
        "23                    Restaurant/Cafe/Canteen                 1   \n",
        "24                          Retailers - other              4613   \n",
        "25        Hospitals/Childcare/Caring Premises                 5   \n",
        "26                  School/college/university              7845   \n",
        "27                          Pub/bar/nightclub              7843   \n",
        "28                          Retailers - other              4613   \n",
        "29                          Pub/bar/nightclub              7843   \n",
        "...                                       ...               ...   \n",
        "348406                Restaurant/Cafe/Canteen                 1   \n",
        "348407                      Pub/bar/nightclub              7843   \n",
        "348408      Hotel/bed & breakfast/guest house              7842   \n",
        "348409                      Pub/bar/nightclub              7843   \n",
        "348410                      Pub/bar/nightclub              7843   \n",
        "348411                      Pub/bar/nightclub              7843   \n",
        "348412                      Retailers - other              4613   \n",
        "348413                      Retailers - other              4613   \n",
        "348414              School/college/university              7845   \n",
        "348415              School/college/university              7845   \n",
        "348416                      Pub/bar/nightclub              7843   \n",
        "348417  Retailers - supermarkets/hypermarkets              7840   \n",
        "348418                 Takeaway/sandwich shop              7844   \n",
        "348419                Restaurant/Cafe/Canteen                 1   \n",
        "348420                      Retailers - other              4613   \n",
        "348421              School/college/university              7845   \n",
        "348422    Hospitals/Childcare/Caring Premises                 5   \n",
        "348423                      Pub/bar/nightclub              7843   \n",
        "348424                Restaurant/Cafe/Canteen                 1   \n",
        "348425                      Retailers - other              4613   \n",
        "348426      Hotel/bed & breakfast/guest house              7842   \n",
        "348427                      Retailers - other              4613   \n",
        "348428                Other catering premises              7841   \n",
        "348429      Hotel/bed & breakfast/guest house              7842   \n",
        "348430      Hotel/bed & breakfast/guest house              7842   \n",
        "348431      Hotel/bed & breakfast/guest house              7842   \n",
        "348432                 Takeaway/sandwich shop              7844   \n",
        "348433                      Pub/bar/nightclub              7843   \n",
        "348434                      Pub/bar/nightclub              7843   \n",
        "348435                 Takeaway/sandwich shop              7844   \n",
        "\n",
        "                                            Address Line1 Post Code  \\\n",
        "0       Courtaulds (UK) Ltd West Mill Bridge Foot Belp...  DE56 1BH   \n",
        "1       DHL/NHS Supply Chain West Way Cotes Park Indus...  DE55 4QJ   \n",
        "2       Cotes Park Industrial Estate Clover Nook Road ...  DE55 4RF   \n",
        "3       Lane Head Farm Belper Road Alderwasley Belper ...  DE56 2RF   \n",
        "4       Stall 1 Alfreton Indoor Market Hall Institute ...  DE55 7BQ   \n",
        "5       Stall 3 Alfreton Indoor Market Hall Institute ...  DE55 7BQ   \n",
        "6                      42 Oxford Street Ripley Derbyshire   DE5 3AP   \n",
        "7       Thorntons Park Staff Canteen Thorntons Park Wi...  DE55 4XJ   \n",
        "8       1st Floor Knightsbridge Court Nottingham Road ...   DE5 3LA   \n",
        "9                            Field Lane Belper Derbyshire  DE56 1DE   \n",
        "10                     11 Albion Street Ripley Derbyshire   DE5 3ET   \n",
        "11           Daltons Close Langley Mill Heanor Derbyshire  NG16 4HL   \n",
        "12                  Daltons Close Langley Mill Nottingham  NG16 4GP   \n",
        "13      115 Upper Dunstead Road Langley Mill Heanor De...  NG16 4FJ   \n",
        "14                Higg Lane Alderwasley Belper Derbyshire  DE56 2SR   \n",
        "15         Nottingham Road Somercotes Alfreton Derbyshire  DE55 4JN   \n",
        "16                        High Street Heanor Derbyshire D  DE75 7EX   \n",
        "17                   Heanor Road Loscoe Heanor Derbyshire  DE75 7JT   \n",
        "18                      Alfreton Park Alfreton Derbyshire  DE55 7AL   \n",
        "19      Alfreton Genesis Enterprise & Business Incubat...  DE55 7DQ   \n",
        "20                     Wingfield Road Alfreton Derbyshire  DE55 7AP   \n",
        "21                      Grange Street Alfreton Derbyshire  DE55 7JA   \n",
        "22                      Church Street Alfreton Derbyshire  DE55 7AH   \n",
        "23                      Church Street Alfreton Derbyshire  DE55 7BD   \n",
        "24                 43 Nottingham Road Alfreton Derbyshire  DE55 7HL   \n",
        "25                      Grange Street Alfreton Derbyshire  DE55 7JA   \n",
        "26          Alfreton Park Access Road Alfreton Derbyshire  DE55 7AL   \n",
        "27                  55-57 High Street Alfreton Derbyshire  DE55 7DR   \n",
        "28             92 - 98 Mansfield Road Alfreton Derbyshire  DE55 7JN   \n",
        "29                       North Street Alfreton Derbyshire  DE55 7FZ   \n",
        "...                                                   ...       ...   \n",
        "348406                Teignmouth Station Teignmouth Devon  TQ14 8PG   \n",
        "348407                2 Bitton Park Road Teignmouth Devon  TQ14 9BU   \n",
        "348408                2 Plymouth Road Buckfastleigh Devon  TQ11 0DA   \n",
        "348409                      6 Albert Street Dawlish Devon   EX7 9JY   \n",
        "348410                   8 East Street Newton Abbot Devon  TQ12 1AG   \n",
        "348411                 7 George Street Moretonhampstead T  TQ13 8PG   \n",
        "348412             12 Court Street Moretonhampstead Devon  TQ13 8LG   \n",
        "348413     59 Fore Street Bovey Tracey Newton Abbot Devon  TQ13 9AB   \n",
        "348414           Widecombe-in-the-Moor Newton Abbot Devon  TQ13 7TB   \n",
        "348415       The Church House Widecombe In The Moor Devon  TQ13 7TA   \n",
        "348416                Combeinteignhead Newton Abbot Devon  TQ12 4RA   \n",
        "348417                  28 Market Walk Newton Abbot Devon  TQ12 2RX   \n",
        "348418                   15A Piermont Place Dawlish Devon   EX7 9PH   \n",
        "348419                 10 Queen Street Newton Abbot Devon  TQ12 2EF   \n",
        "348420                    A38 Haldon Hill Kennford Exeter   EX6 7XW   \n",
        "348421                    Union Street Newton Abbot Devon  TQ12 2JX   \n",
        "348422                32A College Road Newton Abbot Devon  TQ12 1EQ   \n",
        "348423            55 Wolborough Street Newton Abbot Devon  TQ12 1JQ   \n",
        "348424                    Bovey Tracey Newton Abbot Devon  TQ13 9NG   \n",
        "348425                     Moorfoot Gardens Denbury Devon  TQ12 6EQ   \n",
        "348426                   17 Hermosa Road Teignmouth Devon  TQ14 9JZ   \n",
        "348427            16 Higher Woodway Road Teignmouth Devon  TQ14 8RG   \n",
        "348428           Waterside Dornafield Road Ipplepen Devon  TQ12 5SG   \n",
        "348429  Wyche Cottage Dagmar Street Shaldon Teignmouth...  TQ14 0EB   \n",
        "348430                10 West Buckeridge Teignmouth Devon  TQ14 8NF   \n",
        "348431  Yarrow Lodge Yarner Wood Bovey Tracey Newton A...  TQ13 9LJ   \n",
        "348432        34 East Street Ashburton Newton Abbot Devon  TQ13 7AZ   \n",
        "348433                  99 East Street Newton Abbot Devon  TQ12 2LD   \n",
        "348434           46 Northumberland Place Teignmouth Devon  TQ14 8DE   \n",
        "348435                 49 Queen Street Newton Abbot Devon  TQ12 2AU   \n",
        "\n",
        "        Rating Value Rating Date  Local Authority Code Local Authority Name  \\\n",
        "0                  4  25/02/2013                    62         Amber Valley   \n",
        "1                  5  06/10/2013                    62         Amber Valley   \n",
        "2                  3  10/09/2012                    62         Amber Valley   \n",
        "3                  5  15/03/2013                    62         Amber Valley   \n",
        "4                  5  29/11/2012                    62         Amber Valley   \n",
        "5                  5  21/03/2013                    62         Amber Valley   \n",
        "6                  4  09/02/2010                    62         Amber Valley   \n",
        "7                  5  11/02/2011                    62         Amber Valley   \n",
        "8                  5  01/11/2012                    62         Amber Valley   \n",
        "9                  5  23/01/2012                    62         Amber Valley   \n",
        "10                 4  21/02/2013                    62         Amber Valley   \n",
        "11                 5  16/05/2012                    62         Amber Valley   \n",
        "12                 4  21/05/2012                    62         Amber Valley   \n",
        "13                 5  04/03/2013                    62         Amber Valley   \n",
        "14                 5  18/03/2013                    62         Amber Valley   \n",
        "15                 3  09/11/2012                    62         Amber Valley   \n",
        "16                 4  26/09/2011                    62         Amber Valley   \n",
        "17                 3  24/04/2013                    62         Amber Valley   \n",
        "18                 5  28/07/2010                    62         Amber Valley   \n",
        "19                 3  30/10/2012                    62         Amber Valley   \n",
        "20                 5  11/07/2012                    62         Amber Valley   \n",
        "21                 5  23/05/2012                    62         Amber Valley   \n",
        "22                 5  03/07/2012                    62         Amber Valley   \n",
        "23                 5  01/03/2013                    62         Amber Valley   \n",
        "24                 3  16/05/2012                    62         Amber Valley   \n",
        "25                 5  02/02/2012                    62         Amber Valley   \n",
        "26                 5  04/06/2011                    62         Amber Valley   \n",
        "27                 2  16/03/2012                    62         Amber Valley   \n",
        "28                 5  07/05/2010                    62         Amber Valley   \n",
        "29                 5  02/06/2013                    62         Amber Valley   \n",
        "...              ...         ...                   ...                  ...   \n",
        "348406             5  11/02/2011                    78          Teignbridge   \n",
        "348407             1  16/01/2013                    78          Teignbridge   \n",
        "348408             5  04/04/2011                    78          Teignbridge   \n",
        "348409             5  17/01/2013                    78          Teignbridge   \n",
        "348410             5  15/03/2013                    78          Teignbridge   \n",
        "348411             4  28/06/2011                    78          Teignbridge   \n",
        "348412             4  19/04/2013                    78          Teignbridge   \n",
        "348413             5  29/07/2010                    78          Teignbridge   \n",
        "348414             4  22/02/2012                    78          Teignbridge   \n",
        "348415             5  29/05/2012                    78          Teignbridge   \n",
        "348416             5  26/03/2013                    78          Teignbridge   \n",
        "348417             5  26/07/2011                    78          Teignbridge   \n",
        "348418             5  17/09/2012                    78          Teignbridge   \n",
        "348419             3  10/10/2012                    78          Teignbridge   \n",
        "348420             5  01/12/2012                    78          Teignbridge   \n",
        "348421             5  01/09/2012                    78          Teignbridge   \n",
        "348422             4  29/08/2012                    78          Teignbridge   \n",
        "348423             5  13/06/2012                    78          Teignbridge   \n",
        "348424             4  22/03/2012                    78          Teignbridge   \n",
        "348425             5  01/02/2008                    78          Teignbridge   \n",
        "348426             5  16/06/2010                    78          Teignbridge   \n",
        "348427             4  03/10/2011                    78          Teignbridge   \n",
        "348428             4  01/10/2012                    78          Teignbridge   \n",
        "348429             5  29/06/2009                    78          Teignbridge   \n",
        "348430             5  01/12/2010                    78          Teignbridge   \n",
        "348431             5  12/01/2008                    78          Teignbridge   \n",
        "348432             4  10/06/2011                    78          Teignbridge   \n",
        "348433             1  27/03/2013                    78          Teignbridge   \n",
        "348434             5  09/03/2012                    78          Teignbridge   \n",
        "348435             3  08/07/2012                    78          Teignbridge   \n",
        "\n",
        "                   Local Authority Website  Longitude   Latitude  \n",
        "0            http://www.ambervalley.gov.uk  -1.486852  53.028495  \n",
        "1            http://www.ambervalley.gov.uk  -1.371589  53.084314  \n",
        "2            http://www.ambervalley.gov.uk  -1.358509  53.090407  \n",
        "3            http://www.ambervalley.gov.uk  -1.543746  53.076953  \n",
        "4            http://www.ambervalley.gov.uk  -1.387902  53.096896  \n",
        "5            http://www.ambervalley.gov.uk  -1.388072  53.096896  \n",
        "6            http://www.ambervalley.gov.uk  -1.404473  53.050068  \n",
        "7            http://www.ambervalley.gov.uk  -1.388244  53.087183  \n",
        "8            http://www.ambervalley.gov.uk  -1.404045  53.050843  \n",
        "9            http://www.ambervalley.gov.uk  -1.484220  53.025409  \n",
        "10           http://www.ambervalley.gov.uk  -1.400123  53.048603  \n",
        "11           http://www.ambervalley.gov.uk  -1.341954  53.025463  \n",
        "12           http://www.ambervalley.gov.uk  -1.338980  53.025941  \n",
        "13           http://www.ambervalley.gov.uk  -1.337006  53.023368  \n",
        "14           http://www.ambervalley.gov.uk  -1.514304  53.076127  \n",
        "15           http://www.ambervalley.gov.uk  -1.374867  53.084717  \n",
        "16           http://www.ambervalley.gov.uk  -1.359082  53.015624  \n",
        "17           http://www.ambervalley.gov.uk  -1.365634  53.021133  \n",
        "18           http://www.ambervalley.gov.uk  -1.396214  53.094875  \n",
        "19           http://www.ambervalley.gov.uk  -1.391628  53.096769  \n",
        "20           http://www.ambervalley.gov.uk  -1.405576  53.093549  \n",
        "21           http://www.ambervalley.gov.uk  -1.385951  53.094408  \n",
        "22           http://www.ambervalley.gov.uk  -1.391778  53.097801  \n",
        "23           http://www.ambervalley.gov.uk  -1.393149  53.096920  \n",
        "24           http://www.ambervalley.gov.uk  -1.382199  53.097188  \n",
        "25           http://www.ambervalley.gov.uk  -1.385961  53.094408  \n",
        "26           http://www.ambervalley.gov.uk  -1.396344  53.094870  \n",
        "27           http://www.ambervalley.gov.uk  -1.389241  53.097655  \n",
        "28           http://www.ambervalley.gov.uk  -1.377799  53.098820  \n",
        "29           http://www.ambervalley.gov.uk  -1.379783  53.093828  \n",
        "...                                    ...        ...        ...  \n",
        "348406  http://www.teignbridge.gov.uk/fhrs  -3.797422  50.732585  \n",
        "348407  http://www.teignbridge.gov.uk/fhrs  -3.499387  50.548070  \n",
        "348408  http://www.teignbridge.gov.uk/fhrs  -3.778396  50.480875  \n",
        "348409  http://www.teignbridge.gov.uk/fhrs  -3.471811  50.581258  \n",
        "348410  http://www.teignbridge.gov.uk/fhrs  -3.611458  50.528920  \n",
        "348411  http://www.teignbridge.gov.uk/fhrs  -3.765377  50.660620  \n",
        "348412  http://www.teignbridge.gov.uk/fhrs  -3.768009  50.660288  \n",
        "348413  http://www.teignbridge.gov.uk/fhrs  -3.673558  50.594348  \n",
        "348414  http://www.teignbridge.gov.uk/fhrs  -3.812980  50.575508  \n",
        "348415  http://www.teignbridge.gov.uk/fhrs  -3.811921  50.576965  \n",
        "348416  http://www.teignbridge.gov.uk/fhrs  -3.550219  50.533527  \n",
        "348417  http://www.teignbridge.gov.uk/fhrs  -3.610669  50.530516  \n",
        "348418  http://www.teignbridge.gov.uk/fhrs  -3.465557  50.580694  \n",
        "348419  http://www.teignbridge.gov.uk/fhrs  -3.609082  50.530494  \n",
        "348420  http://www.teignbridge.gov.uk/fhrs  -3.542478  50.638726  \n",
        "348421  http://www.teignbridge.gov.uk/fhrs  -3.609278  50.529910  \n",
        "348422  http://www.teignbridge.gov.uk/fhrs  -3.610935  50.523117  \n",
        "348423  http://www.teignbridge.gov.uk/fhrs  -3.615114  50.528553  \n",
        "348424  http://www.teignbridge.gov.uk/fhrs  -3.691896  50.604583  \n",
        "348425  http://www.teignbridge.gov.uk/fhrs  -3.692209  50.505711  \n",
        "348426  http://www.teignbridge.gov.uk/fhrs  -3.502802  50.548890  \n",
        "348427  http://www.teignbridge.gov.uk/fhrs  -3.495927  50.560472  \n",
        "348428  http://www.teignbridge.gov.uk/fhrs  -3.639513  50.489989  \n",
        "348429  http://www.teignbridge.gov.uk/fhrs  -3.507437  50.540223  \n",
        "348430  http://www.teignbridge.gov.uk/fhrs  -3.499174  50.552462  \n",
        "348431  http://www.teignbridge.gov.uk/fhrs  -3.718254  50.597245  \n",
        "348432  http://www.teignbridge.gov.uk/fhrs  -3.754763  50.515882  \n",
        "348433  http://www.teignbridge.gov.uk/fhrs  -3.607609  50.528999  \n",
        "348434  http://www.teignbridge.gov.uk/fhrs  -3.498079  50.545386  \n",
        "348435  http://www.teignbridge.gov.uk/fhrs  -3.606408  50.531039  \n",
        "\n",
        "[348436 rows x 13 columns]"
       ]
      }
     ],
     "prompt_number": 3
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "# Check the number of rows and columns including the header rows\n",
      "food_hygiene.shape"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 3,
       "text": [
        "(348436, 13)"
       ]
      }
     ],
     "prompt_number": 3
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "# Check our headers\n",
      "food_hygiene.columns.values"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 4,
       "text": [
        "array(['Source Url', 'Business Name', 'Business Type', 'Business Type Id',\n",
        "       'Address Line1', 'Post Code', 'Rating Value', 'Rating Date',\n",
        "       'Local Authority Code', 'Local Authority Name',\n",
        "       'Local Authority Website', 'Longitude', 'Latitude'], dtype=object)"
       ]
      }
     ],
     "prompt_number": 4
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "# Let's check what types we have for each column\n",
      "print type(food_hygiene['Source Url'][0])\n",
      "print type(food_hygiene['Business Name'][0])\n",
      "print type(food_hygiene['Business Type'][0])\n",
      "print type(food_hygiene['Business Type Id'][0])\n",
      "print type(food_hygiene['Address Line1'][0])\n",
      "print type(food_hygiene['Post Code'][0])\n",
      "print type(food_hygiene['Rating Value'][0])\n",
      "print type(food_hygiene['Rating Date'][0])\n",
      "print type(food_hygiene['Local Authority Code'][0])\n",
      "print type(food_hygiene['Local Authority Name'][0])\n",
      "print type(food_hygiene['Local Authority Website'][0])\n",
      "print type(food_hygiene['Longitude'][0])\n",
      "print type(food_hygiene['Latitude'][0])"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "<type 'str'>\n",
        "<type 'str'>\n",
        "<type 'str'>\n",
        "<type 'numpy.int64'>\n",
        "<type 'str'>\n",
        "<type 'str'>\n",
        "<type 'numpy.int64'>\n",
        "<type 'str'>\n",
        "<type 'numpy.int64'>\n",
        "<type 'str'>\n",
        "<type 'str'>\n",
        "<type 'numpy.float64'>\n",
        "<type 'numpy.float64'>\n"
       ]
      }
     ],
     "prompt_number": 9
    },
    {
     "cell_type": "heading",
     "level": 1,
     "metadata": {},
     "source": [
      "Visualisation"
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "%matplotlib inline \n",
      "plt.hist(food_hygiene['Rating Value'], bins=[0,1,2,3,4,5])"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 4,
       "text": [
        "(array([   1948.,   17982.,   13098.,   51729.,  263679.]),\n",
        " array([0, 1, 2, 3, 4, 5]),\n",
        " <a list of 5 Patch objects>)"
       ]
      },
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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       "text": [
        "<matplotlib.figure.Figure at 0x8847390>"
       ]
      }
     ],
     "prompt_number": 4
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [],
     "language": "python",
     "metadata": {},
     "outputs": []
    }
   ],
   "metadata": {}
  }
 ]
}