psychemedia/cqc.ipynb

## cqc.ipynb
{
 "metadata": {
  "name": "",
  "signature": "sha256:8417f745c0bb38752c49a92e75c0e1532a9f801e331061be5d231f083a5bb90a"
 },
 "nbformat": 3,
 "nbformat_minor": 0,
 "worksheets": [
  {
   "cells": [
    {
     "cell_type": "heading",
     "level": 1,
     "metadata": {},
     "source": [
      "Looking For GP Practice Clusters"
     ]
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "Care Quality Commission (CQC) data - http://www.cqc.org.uk/content/how-get-and-re-use-cqc-information-and-data "
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "import pandas as pd"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 2
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "#!mkdir data\n",
      "#!wget http://www.cqc.org.uk/sites/default/files/HSCA%20Active%20Locations%20September.xlsx -P data"
     ],
     "language": "python",
     "metadata": {},
     "outputs": []
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "df=pd.read_excel('data/HSCA Active Locations September.xlsx',\n",
      "                 skiprows=7,\n",
      "                 parse_dates=['HSCA start date','Provider HSCA start date'])"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 3
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "df[['HSCA start date','Provider HSCA start date']].dtypes"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 11,
       "text": [
        "HSCA start date             datetime64[ns]\n",
        "Provider HSCA start date    datetime64[ns]\n",
        "dtype: object"
       ]
      }
     ],
     "prompt_number": 11
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "df.columns"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 4,
       "text": [
        "Index(['Location ID', 'HSCA start date', 'Care home?', 'Location Name', 'Telephone Number', 'Registered manager (note; where there is more than one manager at a location, only one is included here for ease of presentation.  The full list is available if required).', 'Web Address', 'Care homes beds', 'Location Type/Sector', 'Region', 'Local Authority', 'Street Address', 'Address Line 2', 'City', 'County', 'Postal Code', 'Brand ID', 'Brand Name', 'Provider ID', 'Provider Name', 'Provider HSCA start date', 'Provider - Telephone Number', 'Provider - Web Address', 'Provider - Street Address', 'Provider - Address Line 2', 'Provider - City', 'Provider - County', 'Provider - Postal Code', 'Provider Nominated Individual Name', 'Regulated activity - Accommodation and nursing or personal care in the further education sector', 'Regulated activity - Accommodation for persons who require nursing or personal care', 'Regulated activity - Accommodation for persons who require treatment for substance misuse', 'Regulated activity - Assessment or medical treatment for persons detained under the Mental Health Act 1983', 'Regulated activity - Diagnostic and screening procedures', 'Regulated activity - Family planning', 'Regulated activity - Management of supply of blood and blood derived products', 'Regulated activity - Maternity and midwifery services', 'Regulated activity - Nursing care', 'Regulated activity - Personal care', 'Regulated activity - Services in slimming clinics', 'Regulated activity - Surgical procedures', 'Regulated activity - Termination of pregnancies', 'Regulated activity - Transport services, triage and medical advice provided remotely', 'Regulated activity - Treatment of disease, disorder or injury', 'Service type - Acute services with overnight beds', 'Service type - Acute services without overnight beds / listed acute services with or without overnight beds', 'Service type - Ambulance service', 'Service type - Blood and Transplant service', 'Service type - Care home service with nursing', 'Service type - Care home service without nursing', 'Service type - Community based services for people who misuse substances', 'Service type - Community based services for people with a learning disability', 'Service type - Community based services for people with mental health needs', 'Service type - Community health care services - Independent Midwives', 'Service type - Community health care services - Nurses Agency only', 'Service type - Community healthcare service', 'Service type - Dental service', 'Service type - Diagnostic and/or screening service', 'Service type - Diagnostic and/or screening service - single handed sessional providers', 'Service type - Doctors consultation service', 'Service type - Doctors treatment service', 'Service type - Domiciliary care service', 'Service type - Extra Care housing services', 'Service type - Hospice services', 'Service type - Hospice services at home', 'Service type - Hospital services for people with mental health needs, learning disabilities and problems with substance misuse', 'Service type - Hyperbaric Chamber', 'Service type - Long term conditions services', 'Service type - Mobile doctors service', 'Service type - Prison Healthcare Services', 'Service type - Rehabilitation services', 'Service type - Remote clinical advice service', 'Service type - Residential substance misuse treatment and/or rehabilitation service', 'Service type - Shared Lives', 'Service type - Specialist college service', 'Service type - Supported living service', 'Service type - Urgent care services', 'Service user band - Children 0-18 years', 'Service user band - Dementia', 'Service user band - Learning disabilities or autistic spectrum disorder', 'Service user band - Mental Health', 'Service user band - Older People', 'Service user band - People detained under the Mental Health Act', 'Service user band - People who misuse drugs and alcohol', 'Service user band - People with an eating disorder', 'Service user band - Physical Disability', 'Service user band - Sensory Impairment', 'Service user band - Whole Population', 'Service user band - Younger Adults'], dtype='object')"
       ]
      }
     ],
     "prompt_number": 4
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "serviceTypes=df[ ['Location ID', 'HSCA start date','Location Name',\n",
      "                  'County', 'Postal Code', 'Brand ID', 'Brand Name', 'Provider ID', 'Provider Name', 'Provider HSCA start date',\n",
      "                  'Service type - Acute services with overnight beds',\n",
      "                  'Service type - Acute services without overnight beds / listed acute services with or without overnight beds',\n",
      "                  'Service type - Ambulance service',\n",
      "                  'Service type - Blood and Transplant service',\n",
      "                  'Service type - Care home service with nursing',\n",
      "                  'Service type - Care home service without nursing',\n",
      "                  'Service type - Community based services for people who misuse substances', \n",
      "                  'Service type - Community based services for people with a learning disability', \n",
      "                  'Service type - Community based services for people with mental health needs', \n",
      "                  'Service type - Community health care services - Independent Midwives', \n",
      "                  'Service type - Community health care services - Nurses Agency only', \n",
      "                  'Service type - Community healthcare service', \n",
      "                  'Service type - Dental service', \n",
      "                  'Service type - Diagnostic and/or screening service', \n",
      "                  'Service type - Diagnostic and/or screening service - single handed sessional providers', \n",
      "                  'Service type - Doctors consultation service', \n",
      "                  'Service type - Doctors treatment service', \n",
      "                  'Service type - Domiciliary care service', \n",
      "                  'Service type - Extra Care housing services', \n",
      "                  'Service type - Hospice services', \n",
      "                  'Service type - Hospice services at home', \n",
      "                  'Service type - Hospital services for people with mental health needs, learning disabilities and problems with substance misuse',\n",
      "                  'Service type - Hyperbaric Chamber', \n",
      "                  'Service type - Long term conditions services', \n",
      "                  'Service type - Mobile doctors service', \n",
      "                  'Service type - Prison Healthcare Services', \n",
      "                  'Service type - Rehabilitation services', \n",
      "                  'Service type - Remote clinical advice service', \n",
      "                  'Service type - Residential substance misuse treatment and/or rehabilitation service', \n",
      "                  'Service type - Shared Lives', 'Service type - Specialist college service', \n",
      "                  'Service type - Supported living service', \n",
      "                  'Service type - Urgent care services' ] ]"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 5
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "df.groupby('Provider Name').filter(lambda x: len(x) > 10).groupby('Provider Name').size().order(ascending=False)"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 6,
       "text": [
        "Provider Name\n",
        "Voyage 1 Limited                          301\n",
        "Barchester Healthcare Homes Limited       185\n",
        "Royal Mencap Society                      174\n",
        "HC-One Limited                            169\n",
        "Whitecross Dental Care Limited            123\n",
        "IDH Limited                               120\n",
        "Methodist Homes                           115\n",
        "Leonard Cheshire Disability               109\n",
        "Community Integrated Care                 106\n",
        "Care UK Community Partnerships Limited    102\n",
        "Dimensions (UK) Limited                   102\n",
        "Anchor Trust                               97\n",
        "Turning Point                              95\n",
        "Housing & Care 21                          94\n",
        "Care Management Group Limited              88\n",
        "...\n",
        "GTD Primary Care Limited                             11\n",
        "Black Country Partnership NHS Foundation Trust       11\n",
        "Total Orthodontics Limited                           11\n",
        "Places for People Individual Support Limited         11\n",
        "Royal Free London NHS Foundation Trust               11\n",
        "Phoenix Primary Care Ltd                             11\n",
        "People in Action                                     11\n",
        "David Lewis Centre                                   11\n",
        "County Durham and Darlington NHS Foundation Trust    11\n",
        "Ordinary Life Project Association                    11\n",
        "Condover College Limited                             11\n",
        "Inshore Support Limited                              11\n",
        "Encompass (Dorset)                                   11\n",
        "Classic Hospitals Limited                            11\n",
        "Maria Mallaband Limited                              11\n",
        "Length: 395, dtype: int64"
       ]
      }
     ],
     "prompt_number": 6
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "df[df['Care home?']=='Y'].groupby('Provider Name').filter(lambda x: len(x) > 10).groupby('Provider Name').size().order(ascending=False)"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 7,
       "text": [
        "Provider Name\n",
        "Voyage 1 Limited                          273\n",
        "HC-One Limited                            169\n",
        "Barchester Healthcare Homes Limited       168\n",
        "Royal Mencap Society                      110\n",
        "Care UK Community Partnerships Limited    100\n",
        "Anchor Trust                               92\n",
        "Community Integrated Care                  90\n",
        "Leonard Cheshire Disability                86\n",
        "Dimensions (UK) Limited                    84\n",
        "Methodist Homes                            84\n",
        "Parkcare Homes (No 2) Limited              69\n",
        "Orders of St John Care Trust               69\n",
        "Care Management Group Limited              65\n",
        "Bupa Care Homes (CFHCare) Limited          57\n",
        "Bupa Care Homes (CFC Homes) Limited        57\n",
        "...\n",
        "Welmede Housing Association Limited                           11\n",
        "Embrace (UK) Limited                                          11\n",
        "SeeAbility                                                    11\n",
        "SheffCare Limited                                             11\n",
        "Isle of Wight Council                                         11\n",
        "Bondcare St Andrews Limited                                   11\n",
        "Borough Care Ltd                                              11\n",
        "SCC Adult Social Care                                         11\n",
        "Partnerships in Care Limited                                  11\n",
        "Brookdale Health Care Limited                                 11\n",
        "Nottinghamshire County Council                                11\n",
        "Henshaws Society for Blind People                             11\n",
        "Hightown Praetorian & Churches Housing Association Limited    11\n",
        "Keychange Charity                                             11\n",
        "Mimosa Healthcare (No 4) Limited (In administration)          11\n",
        "Length: 172, dtype: int64"
       ]
      }
     ],
     "prompt_number": 7
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "df.groupby('Brand Name').filter(lambda x: len(x) > 10).groupby('Brand Name').size().order(ascending=False)"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 114,
       "text": [
        "Brand Name\n",
        "-                                    39681\n",
        "BRAND IDH Dental                       522\n",
        "BRAND Four Seasons Group               366\n",
        "BRAND Voyage                           309\n",
        "BRAND BUPA Group                       287\n",
        "BRAND Care UK                          249\n",
        "BRAND Oasis Dental Care                246\n",
        "BRAND Priory Group                     237\n",
        "BRAND Barchester Healthcare            185\n",
        "BRAND Royal Mencap Society             174\n",
        "BRAND HC-One Limited                   169\n",
        "BRAND Bluebird Care                    152\n",
        "BRAND Acromas Healthcare               146\n",
        "BRAND Home Instead                     130\n",
        "BRAND Caretech Community Services      128\n",
        "...\n",
        "BRAND Marie Stopes International            15\n",
        "BRAND Pulse Healthcare                      15\n",
        "BRAND Outlook Care                          15\n",
        "BRAND Country Court Care                    15\n",
        "BRAND Sue Ryder                             14\n",
        "BRAND Avery                                 14\n",
        "BRAND Bristol City Council                  14\n",
        "BRAND CHD Living                            14\n",
        "BRAND Centra                                14\n",
        "BRAND Redwood Care                          13\n",
        "BRAND Choice Healthcare                     13\n",
        "BRAND Alpha Dental Studio                   12\n",
        "BRAND Forest Healthcare                     12\n",
        "BRAND The Hospital Medical Group Limited    12\n",
        "BRAND Woodleigh Care                        12\n",
        "Length: 197, dtype: int64"
       ]
      }
     ],
     "prompt_number": 114
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "df[df['Care home?']=='Y'].groupby('Brand Name').filter(lambda x: len(x) > 10).groupby('Brand Name').size().order(ascending=False)"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 8,
       "text": [
        "Brand Name\n",
        "-                                        11704\n",
        "BRAND Four Seasons Group                   346\n",
        "BRAND Voyage                               279\n",
        "BRAND BUPA Group                           246\n",
        "BRAND Priory Group                         183\n",
        "BRAND HC-One Limited                       169\n",
        "BRAND Barchester Healthcare                168\n",
        "BRAND Care UK                              130\n",
        "BRAND Caretech Community Services          118\n",
        "BRAND Royal Mencap Society                 110\n",
        "BRAND Caring Homes                         104\n",
        "BRAND Orchard Care Homes                    95\n",
        "BRAND Anchor Trust                          92\n",
        "BRAND Community Integrated Care (CIC)       90\n",
        "BRAND Dimensions                            87\n",
        "...\n",
        "BRAND Redwood Care                                    13\n",
        "BRAND Jeesal Group                                    13\n",
        "BRAND Agincare                                        12\n",
        "BRAND Jewish Care                                     12\n",
        "BRAND Making Space                                    12\n",
        "BRAND Midland Heart Limited                           12\n",
        "BRAND Creative Support Limited                        12\n",
        "BRAND Forest Healthcare                               12\n",
        "BRAND SeeAbility                                      11\n",
        "BRAND Henshaws Society for Blind People (Henshaws)    11\n",
        "BRAND CHD Living                                      11\n",
        "BRAND SCC Adult Social Care                           11\n",
        "BRAND Advance Housing and Support Limited             11\n",
        "BRAND Retirement Villages                             11\n",
        "BRAND Partnerships in Care                            11\n",
        "Length: 130, dtype: int64"
       ]
      }
     ],
     "prompt_number": 8
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "gp=df[df['Service type - Doctors consultation service']=='Y']"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 9
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "gp[:3]"
     ],
     "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>Location ID</th>\n",
        "      <th>HSCA start date</th>\n",
        "      <th>Care home?</th>\n",
        "      <th>Location Name</th>\n",
        "      <th>Telephone Number</th>\n",
        "      <th>Registered manager (note; where there is more than one manager at a location, only one is included here for ease of presentation.  The full list is available if required).</th>\n",
        "      <th>Web Address</th>\n",
        "      <th>Care homes beds</th>\n",
        "      <th>Location Type/Sector</th>\n",
        "      <th>Region</th>\n",
        "      <th>...</th>\n",
        "      <th>Service user band - Learning disabilities or autistic spectrum disorder</th>\n",
        "      <th>Service user band - Mental Health</th>\n",
        "      <th>Service user band - Older People</th>\n",
        "      <th>Service user band - People detained under the Mental Health Act</th>\n",
        "      <th>Service user band - People who misuse drugs and alcohol</th>\n",
        "      <th>Service user band - People with an eating disorder</th>\n",
        "      <th>Service user band - Physical Disability</th>\n",
        "      <th>Service user band - Sensory Impairment</th>\n",
        "      <th>Service user band - Whole Population</th>\n",
        "      <th>Service user band - Younger Adults</th>\n",
        "    </tr>\n",
        "  </thead>\n",
        "  <tbody>\n",
        "    <tr>\n",
        "      <th>41</th>\n",
        "      <td> 1-1002333348</td>\n",
        "      <td>2013-10-09</td>\n",
        "      <td> N</td>\n",
        "      <td>        10 Harley Street</td>\n",
        "      <td> 02074678301</td>\n",
        "      <td>                *</td>\n",
        "      <td> www.doctor4u.co.uk</td>\n",
        "      <td> 0</td>\n",
        "      <td> Independent Healthcare Org</td>\n",
        "      <td>                   London</td>\n",
        "      <td>...</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>   Y</td>\n",
        "      <td> NaN</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>46</th>\n",
        "      <td> 1-1002716537</td>\n",
        "      <td>2013-10-10</td>\n",
        "      <td> N</td>\n",
        "      <td>     Surrey Heart Clinic</td>\n",
        "      <td> 01932504999</td>\n",
        "      <td>       Ohri, Anil</td>\n",
        "      <td>                NaN</td>\n",
        "      <td> 0</td>\n",
        "      <td> Independent Healthcare Org</td>\n",
        "      <td>               South East</td>\n",
        "      <td>...</td>\n",
        "      <td> NaN</td>\n",
        "      <td> NaN</td>\n",
        "      <td>   Y</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>   Y</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>50</th>\n",
        "      <td> 1-1004459443</td>\n",
        "      <td>2013-10-14</td>\n",
        "      <td> N</td>\n",
        "      <td> Park Health Care Centre</td>\n",
        "      <td>         NaN</td>\n",
        "      <td> Chowdhury, Golam</td>\n",
        "      <td>                NaN</td>\n",
        "      <td> 0</td>\n",
        "      <td>   Primary Medical Services</td>\n",
        "      <td> Yorkshire and The Humber</td>\n",
        "      <td>...</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>   Y</td>\n",
        "      <td> NaN</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
        "<p>3 rows \u00d7 89 columns</p>\n",
        "</div>"
       ],
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 10,
       "text": [
        "     Location ID HSCA start date Care home?            Location Name  \\\n",
        "41  1-1002333348      2013-10-09          N         10 Harley Street   \n",
        "46  1-1002716537      2013-10-10          N      Surrey Heart Clinic   \n",
        "50  1-1004459443      2013-10-14          N  Park Health Care Centre   \n",
        "\n",
        "   Telephone Number  \\\n",
        "41      02074678301   \n",
        "46      01932504999   \n",
        "50              NaN   \n",
        "\n",
        "   Registered manager (note; where there is more than one manager at a location, only one is included here for ease of presentation.  The full list is available if required).  \\\n",
        "41                                                  *                                                                                                                            \n",
        "46                                         Ohri, Anil                                                                                                                            \n",
        "50                                   Chowdhury, Golam                                                                                                                            \n",
        "\n",
        "           Web Address  Care homes beds        Location Type/Sector  \\\n",
        "41  www.doctor4u.co.uk                0  Independent Healthcare Org   \n",
        "46                 NaN                0  Independent Healthcare Org   \n",
        "50                 NaN                0    Primary Medical Services   \n",
        "\n",
        "                      Region            ...             \\\n",
        "41                    London            ...              \n",
        "46                South East            ...              \n",
        "50  Yorkshire and The Humber            ...              \n",
        "\n",
        "   Service user band - Learning disabilities or autistic spectrum disorder  \\\n",
        "41                                                NaN                        \n",
        "46                                                NaN                        \n",
        "50                                                NaN                        \n",
        "\n",
        "   Service user band - Mental Health Service user band - Older People  \\\n",
        "41                               NaN                              NaN   \n",
        "46                               NaN                                Y   \n",
        "50                               NaN                              NaN   \n",
        "\n",
        "   Service user band - People detained under the Mental Health Act  \\\n",
        "41                                                NaN                \n",
        "46                                                NaN                \n",
        "50                                                NaN                \n",
        "\n",
        "   Service user band - People who misuse drugs and alcohol  \\\n",
        "41                                                NaN        \n",
        "46                                                NaN        \n",
        "50                                                NaN        \n",
        "\n",
        "   Service user band - People with an eating disorder  \\\n",
        "41                                                NaN   \n",
        "46                                                NaN   \n",
        "50                                                NaN   \n",
        "\n",
        "   Service user band - Physical Disability  \\\n",
        "41                                     NaN   \n",
        "46                                     NaN   \n",
        "50                                     NaN   \n",
        "\n",
        "   Service user band - Sensory Impairment  \\\n",
        "41                                    NaN   \n",
        "46                                    NaN   \n",
        "50                                    NaN   \n",
        "\n",
        "   Service user band - Whole Population Service user band - Younger Adults  \n",
        "41                                    Y                                NaN  \n",
        "46                                  NaN                                  Y  \n",
        "50                                    Y                                NaN  \n",
        "\n",
        "[3 rows x 89 columns]"
       ]
      }
     ],
     "prompt_number": 10
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "gpm=gp[['Location ID', 'HSCA start date', 'Care home?', 'Location Name', 'Web Address', 'Care homes beds', 'Location Type/Sector', 'Region', 'Local Authority', 'Street Address', 'City', 'County', 'Postal Code', 'Brand ID', 'Brand Name', 'Provider ID', 'Provider Name']]"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 15
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "gpm.groupby('Brand Name').size().order(ascending=False)"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 16,
       "text": [
        "Brand Name\n",
        "-                                               9286\n",
        "BRAND Virgin                                      46\n",
        "BRAND SSP Health Ltd                              38\n",
        "BRAND The Practice Surgeries                      36\n",
        "BRAND Care UK                                     33\n",
        "BRAND Malling Health                              29\n",
        "BRAND Hurley Clinic Partnership                   22\n",
        "BRAND IntraHealth Limited                         20\n",
        "BRAND British Pregnancy Advisory Service          20\n",
        "BRAND Aesthetic and Cosmetic Surgery Limited      20\n",
        "BRAND BUPA Group                                  17\n",
        "BRAND HCA Hospitals                               15\n",
        "BRAND The Hospital Medical Group Limited          11\n",
        "BRAND Acromas Healthcare                          10\n",
        "BRAND City Health Care Partnership CIC             9\n",
        "BRAND Nuffield Health                              6\n",
        "BRAND BMI Healthcare                               5\n",
        "BRAND Priory Group                                 3\n",
        "BRAND Sk:n Ltd                                     3\n",
        "BRAND Spire Healthcare Limited                     3\n",
        "BRAND InHealth Limited                             3\n",
        "BRAND Locala                                       2\n",
        "BRAND Peninsula Community Health                   2\n",
        "BRAND Alliance Medical Limited                     1\n",
        "BRAND St Andrew's Healthcare                       1\n",
        "BRAND Turning Point                                1\n",
        "BRAND Voyage                                       1\n",
        "dtype: int64"
       ]
      }
     ],
     "prompt_number": 16
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "gpm10=gpm.groupby('Provider Name').filter(lambda x: len(x) > 10).groupby('Provider Name').size().order(ascending=False)\n",
      "gpm10"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 17,
       "text": [
        "Provider Name\n",
        "SSP Health Ltd                                      38\n",
        "Malling Health UK Ltd                               26\n",
        "Hurley Clinic Partnership                           22\n",
        "Care UK Clinical Services Limited                   21\n",
        "IntraHealth Limited                                 20\n",
        "Aesthetic and Cosmetic Surgery Limited              20\n",
        "British Pregnancy Advisory Service                  20\n",
        "AT Medics Limited                                   19\n",
        "The Practice Services Limited                       19\n",
        "The Practice Surgeries Limited                      18\n",
        "Independent Health Group Limited                    17\n",
        "Chilvers & McCrea Limited                           16\n",
        "Lincolnshire Community Health Services NHS Trust    15\n",
        "Bupa Occupational Health Limited                    14\n",
        "East Lancashire Medical Services Limited            13\n",
        "The Village Surgery                                 13\n",
        "GTD Primary Care Limited                            11\n",
        "Fraterdrive Limited                                 11\n",
        "Phoenix Primary Care Ltd                            11\n",
        "Care UK (Urgent Care) Limited                       11\n",
        "The Hospital Medical Group Limited                  11\n",
        "dtype: int64"
       ]
      }
     ],
     "prompt_number": 17
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "Quiet a few of these are limited companies - which means we should be able to get a company number for them, and things like a list of current directors, from OpenCorporates."
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "#The OpenCorporates reconciliation API is a \"fuzzy lookup\" service...\n",
      "import requests, json\n",
      "def probeRecon(name):\n",
      "    ''' Use OpenCorporates reconciliation API to probe a company name '''\n",
      "    \n",
      "    url=\"https://opencorporates.com/reconcile/gb\"\n",
      "    r=requests.get(url,params={'query':name})\n",
      "    return r,json.loads(r.text)\n",
      "\n",
      "tmpx,tmpy=probeRecon(\"Malling Health UK Ltd\")"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 18
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "#If multiple possible hits are detected from the reconciliation API, we can automatically grapb the best\n",
      "def getBestReconResult(results):\n",
      "    ''' From a set of responses from reconciliation API, return the one with the highest score.\n",
      "        Note: if there are multiple names with matching high score, any one of them could be returned. '''\n",
      "    \n",
      "    best={}\n",
      "    score=0\n",
      "    for result in results:\n",
      "        if result['score']>score:\n",
      "            score=result['score']\n",
      "            best=result\n",
      "    return best"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 19
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "#This function will take a company name, look it up via OpenCorporates reconciliation API, and return matches\n",
      "\n",
      "import requests, json\n",
      "\n",
      "def ocReconcile(ix,territory='gb'):\n",
      "    ''' Look up company against OpenCorporates reconciliation API '''\n",
      "    \n",
      "    url=\"https://opencorporates.com/reconcile/\"+territory\n",
      "    r=requests.get(url,params={'query':ix})\n",
      "    return json.loads(r.text)\n",
      "\n",
      "\n",
      "def ocReconcileBest(ix,territory='gb'):\n",
      "    ''' Look up company against OpenCorporates reconciliation API and return best match '''\n",
      "    \n",
      "    jsondata=ocReconcile(ix,territory)\n",
      "    best=getBestReconResult(jsondata['result'])\n",
      "    return best"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 20
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "#Use OpenCorporates reconciliation API to get data about providers with multiple CQC locations \n",
      "recon={}\n",
      "for ix in gpm10.index.values:\n",
      "    recon[ix]=ocReconcileBest(ix)\n",
      "recon"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 22,
       "text": [
        "{'Independent Health Group Limited': {'name': 'INDEPENDENT HEALTH GROUP LIMITED',\n",
        "  'uri': 'http://opencorporates.com/companies/gb/05307845',\n",
        "  'score': 86.0,\n",
        "  'id': '/companies/gb/05307845',\n",
        "  'match': False,\n",
        "  'type': [{'name': 'Organization', 'id': '/organization/organization'}]},\n",
        " 'Chilvers & McCrea Limited': {'name': 'CHILVERS & MCCREA LIMITED',\n",
        "  'uri': 'http://opencorporates.com/companies/gb/04149500',\n",
        "  'score': 86.0,\n",
        "  'id': '/companies/gb/04149500',\n",
        "  'match': False,\n",
        "  'type': [{'name': 'Organization', 'id': '/organization/organization'}]},\n",
        " 'Lincolnshire Community Health Services NHS Trust': {},\n",
        " 'The Practice Services Limited': {'name': 'THE PRACTICE SERVICES LIMITED',\n",
        "  'uri': 'http://opencorporates.com/companies/gb/05555460',\n",
        "  'score': 86.0,\n",
        "  'id': '/companies/gb/05555460',\n",
        "  'match': False,\n",
        "  'type': [{'name': 'Organization', 'id': '/organization/organization'}]},\n",
        " 'The Practice Surgeries Limited': {'name': 'THE PRACTICE SURGERIES LIMITED',\n",
        "  'uri': 'http://opencorporates.com/companies/gb/06545745',\n",
        "  'score': 86.0,\n",
        "  'id': '/companies/gb/06545745',\n",
        "  'match': False,\n",
        "  'type': [{'name': 'Organization', 'id': '/organization/organization'}]},\n",
        " 'GTD Primary Care Limited': {'name': 'GTD PRIMARY CARE LIMITED',\n",
        "  'uri': 'http://opencorporates.com/companies/gb/06504010',\n",
        "  'score': 86.0,\n",
        "  'id': '/companies/gb/06504010',\n",
        "  'match': False,\n",
        "  'type': [{'name': 'Organization', 'id': '/organization/organization'}]},\n",
        " 'Fraterdrive Limited': {'name': 'FRATERDRIVE LIMITED',\n",
        "  'uri': 'http://opencorporates.com/companies/gb/01087755',\n",
        "  'score': 86.0,\n",
        "  'id': '/companies/gb/01087755',\n",
        "  'match': False,\n",
        "  'type': [{'name': 'Organization', 'id': '/organization/organization'}]},\n",
        " 'Hurley Clinic Partnership': {},\n",
        " 'East Lancashire Medical Services Limited': {'name': 'EAST LANCASHIRE MEDICAL SERVICES LIMITED',\n",
        "  'uri': 'http://opencorporates.com/companies/gb/IP30263R',\n",
        "  'score': 85.0,\n",
        "  'id': '/companies/gb/IP30263R',\n",
        "  'match': False,\n",
        "  'type': [{'name': 'Organization', 'id': '/organization/organization'}]},\n",
        " 'Phoenix Primary Care Ltd': {'name': 'PHOENIX PRIMARY CARE LIMITED',\n",
        "  'uri': 'http://opencorporates.com/companies/gb/06280242',\n",
        "  'score': 81.0,\n",
        "  'id': '/companies/gb/06280242',\n",
        "  'match': False,\n",
        "  'type': [{'name': 'Organization', 'id': '/organization/organization'}]},\n",
        " 'Aesthetic and Cosmetic Surgery Limited': {'name': 'AESTHETIC AND COSMETIC SURGERY LIMITED',\n",
        "  'uri': 'http://opencorporates.com/companies/gb/08213786',\n",
        "  'score': 86.0,\n",
        "  'id': '/companies/gb/08213786',\n",
        "  'match': False,\n",
        "  'type': [{'name': 'Organization', 'id': '/organization/organization'}]},\n",
        " 'The Hospital Medical Group Limited': {'name': 'THE HOSPITAL MEDICAL GROUP LIMITED',\n",
        "  'uri': 'http://opencorporates.com/companies/gb/02811995',\n",
        "  'score': 86.0,\n",
        "  'id': '/companies/gb/02811995',\n",
        "  'match': False,\n",
        "  'type': [{'name': 'Organization', 'id': '/organization/organization'}]},\n",
        " 'SSP Health Ltd': {'name': 'SSP HEALTH LTD',\n",
        "  'uri': 'http://opencorporates.com/companies/gb/06359596',\n",
        "  'score': 86.0,\n",
        "  'id': '/companies/gb/06359596',\n",
        "  'match': False,\n",
        "  'type': [{'name': 'Organization', 'id': '/organization/organization'}]},\n",
        " 'Malling Health UK Ltd': {'name': 'MALLING HEALTH (UK) LIMITED',\n",
        "  'uri': 'http://opencorporates.com/companies/gb/07034946',\n",
        "  'score': 81.0,\n",
        "  'id': '/companies/gb/07034946',\n",
        "  'match': False,\n",
        "  'type': [{'name': 'Organization', 'id': '/organization/organization'}]},\n",
        " 'British Pregnancy Advisory Service': {'name': 'BRITISH PREGNANCY ADVISORY SERVICE',\n",
        "  'uri': 'http://opencorporates.com/companies/gb/01803160',\n",
        "  'score': 86.0,\n",
        "  'id': '/companies/gb/01803160',\n",
        "  'match': False,\n",
        "  'type': [{'name': 'Organization', 'id': '/organization/organization'}]},\n",
        " 'The Village Surgery': {'name': 'THE VILLAGE SURGERY LIMITED',\n",
        "  'uri': 'http://opencorporates.com/companies/gb/02949574',\n",
        "  'score': 71.0,\n",
        "  'id': '/companies/gb/02949574',\n",
        "  'match': False,\n",
        "  'type': [{'name': 'Organization', 'id': '/organization/organization'}]},\n",
        " 'IntraHealth Limited': {'name': 'INTRAHEALTH LIMITED',\n",
        "  'uri': 'http://opencorporates.com/companies/gb/03783310',\n",
        "  'score': 86.0,\n",
        "  'id': '/companies/gb/03783310',\n",
        "  'match': False,\n",
        "  'type': [{'name': 'Organization', 'id': '/organization/organization'}]},\n",
        " 'Bupa Occupational Health Limited': {'name': 'BUPA OCCUPATIONAL HEALTH LIMITED',\n",
        "  'uri': 'http://opencorporates.com/companies/gb/00631336',\n",
        "  'score': 86.0,\n",
        "  'id': '/companies/gb/00631336',\n",
        "  'match': False,\n",
        "  'type': [{'name': 'Organization', 'id': '/organization/organization'}]},\n",
        " 'Care UK Clinical Services Limited': {'name': 'CARE UK CLINICAL SERVICES LIMITED',\n",
        "  'uri': 'http://opencorporates.com/companies/gb/03462881',\n",
        "  'score': 86.0,\n",
        "  'id': '/companies/gb/03462881',\n",
        "  'match': False,\n",
        "  'type': [{'name': 'Organization', 'id': '/organization/organization'}]},\n",
        " 'Care UK (Urgent Care) Limited': {'name': 'CARE UK (URGENT CARE) LIMITED',\n",
        "  'uri': 'http://opencorporates.com/companies/gb/05232967',\n",
        "  'score': 86.0,\n",
        "  'id': '/companies/gb/05232967',\n",
        "  'match': False,\n",
        "  'type': [{'name': 'Organization', 'id': '/organization/organization'}]},\n",
        " 'AT Medics Limited': {'name': 'AT MEDICS LIMITED',\n",
        "  'uri': 'http://opencorporates.com/companies/gb/05057581',\n",
        "  'score': 86.0,\n",
        "  'id': '/companies/gb/05057581',\n",
        "  'match': False,\n",
        "  'type': [{'name': 'Organization', 'id': '/organization/organization'}]}}"
       ]
      }
     ],
     "prompt_number": 22
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "#Having got an OpenCorporates ID, we can look up some data about that company via OpenCorporates API\n",
      "def getOCdata(cid):\n",
      "    ''' Get company data from OpenCorproates given OpenCorporates id '''\n",
      "    \n",
      "    apiurl='https://api.opencorporates.com/v0.3'\n",
      "    r=requests.get(apiurl+cid)\n",
      "    return json.loads(r.text)"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 23
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "ocd=getOCdata('/companies/gb/06504010')\n",
      "ocd"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 24,
       "text": [
        "{'api_version': '0.3',\n",
        " 'results': {'company': {'controlling_entity': None,\n",
        "   'previous_names': [{'con_date': '2008-03-17',\n",
        "     'company_name': 'FORMRIVER LIMITED'}],\n",
        "   'dissolution_date': None,\n",
        "   'incorporation_date': '2008-02-14',\n",
        "   'created_at': '2010-10-22T09:40:24+00:00',\n",
        "   'retrieved_at': '2014-09-09T15:51:36+00:00',\n",
        "   'agent_address': None,\n",
        "   'registry_url': 'http://data.companieshouse.gov.uk/doc/company/06504010',\n",
        "   'updated_at': '2014-09-09T15:51:38+00:00',\n",
        "   'data': {'most_recent': [{'datum': {'opencorporates_url': 'https://opencorporates.com/data/3540817',\n",
        "       'description': 'THE FORUM, TAMESIDE BUSINESS PARK, DENTON, MANCHESTER, M34 3QS, United Kingdom',\n",
        "       'title': 'Company Address',\n",
        "       'data_type': 'CompanyAddress',\n",
        "       'id': 3540817}},\n",
        "     {'datum': {'opencorporates_url': 'https://opencorporates.com/data/3540816',\n",
        "       'description': 'register id: Z1526596',\n",
        "       'title': 'UK Data Protection Register entry',\n",
        "       'data_type': 'OfficialRegisterEntry',\n",
        "       'id': 3540816}}],\n",
        "    'total_count': 2,\n",
        "    'url': 'https://opencorporates.com/companies/gb/06504010/data'},\n",
        "   'industry_codes': [{'industry_code': {'code_system': 'UK SIC Codes 2007',\n",
        "      'title': 'General medical practice activities',\n",
        "      'uid': '86.21'}}],\n",
        "   'corporate_groupings': [],\n",
        "   'source': {'terms': 'UK Crown Copyright',\n",
        "    'retrieved_at': '2014-09-09T15:51:36+00:00',\n",
        "    'url': 'http://xmlgw.companieshouse.gov.uk/',\n",
        "    'publisher': 'UK Companies House'},\n",
        "   'branch_status': None,\n",
        "   'home_company': None,\n",
        "   'agent_name': None,\n",
        "   'current_status': 'Active',\n",
        "   'jurisdiction_code': 'gb',\n",
        "   'inactive': False,\n",
        "   'filings': [{'filing': {'opencorporates_url': 'https://opencorporates.com/filings/200735373',\n",
        "      'uid': 'ce773aeJxjZRd2YnXi4ohPyU9OSS1OBnHYQJzMFCdxfgMDgwhjIxcjo4gQUxNzQycuzvi0/KLcksqCVCdxFscgA6AQa3xKcmKJkzijIcyYxBKgLIeRgaGJgZGRSZOac35uQWJeZmqxR35pcaqVVYSvj3u4lZVnbmJ6KpTyTq0kUhk3AwMDIxAzATEzELMAMSsQswExOxBzADEnEHMBMTcA3wA0og==',\n",
        "      'title': 'Annual Return',\n",
        "      'date': '2014-02-24',\n",
        "      'id': 200735373}},\n",
        "    {'filing': {'opencorporates_url': 'https://opencorporates.com/filings/198789423',\n",
        "      'uid': '240a3beJxjZRd2YnXi4ohPyU9OSS1OBnHYQJzMFCdxfgMDA0cjP1Mjn6gwUxMDYycuzvi0/KLcksqCVCdxJkdHJy7W+JTkxBIncUYDmCGJJUA5DiMDQ2NDI0PzJjXn/NyCxLzM1GKP/NLiVCurCF8f93ArK8/cxPRUKOWdWkmkMm4GBgZGIGYCYmYgZgFiViBmA2J2IOYAYk4g5gJibgCBLTQ9',\n",
        "      'title': 'Annual Accounts',\n",
        "      'date': '2013-12-17',\n",
        "      'id': 198789423}},\n",
        "    {'filing': {'opencorporates_url': 'https://opencorporates.com/filings/182648196',\n",
        "      'uid': '914ae6eJxjZRd2YnXi4ohPyU9OSS1OBnHYQJzMFCdxfgMDgwgjI8uoAEM3U0MDQycuzvi0/KLcksqCVCdxFscgkBBrfEpyYomTOKMhzJjEEqAsh5GBobGBkaFpk5pzfm5BYl5marFHfmlxqpVVhK+Pe7iVlWduYnoqlPJOrSRSGTcDAwMjEDMBMTMQswAxKxCzATE7EHMAMScQcwExNwDbZjSc',\n",
        "      'title': 'Annual Return',\n",
        "      'date': '2013-02-15',\n",
        "      'id': 182648196}},\n",
        "    {'filing': {'opencorporates_url': 'https://opencorporates.com/filings/182648197',\n",
        "      'uid': '5046e0eJxjZRd2YnXi4ohPyU9OSS1OBnHYQJzMFCdxfgMDA0cjgyAvYx9zUwMLIycuzvi0/KLcksqCVCdxJkdHJy7W+JTkxBIncUYDmCGJJUA5DiMDQ2MDQyPTJjXn/NyCxLzM1GKP/NLiVCurCF8f93ArK8/cxPRUKOWdWkmkMm4GBgZGIGYCYmYgZgFiViBmA2J2IOYAYk4g5gJibgBgnDQO',\n",
        "      'title': 'Annual Accounts',\n",
        "      'date': '2013-01-25',\n",
        "      'id': 182648197}},\n",
        "    {'filing': {'opencorporates_url': 'https://opencorporates.com/filings/149222849',\n",
        "      'uid': 'cfa40feJxjZRd2YnXi4ohPyU9OSS1OBnHYQJzMFCdxfgMDgwhDEyM//6gQE3NTEycuzvi0/KLcksqCVCdxFscgA0MnLtb4lOTEEidxRkOYMYklQFkOIwNDIwNjA9MmNef83ILEvMzUYo/80uJUK6sIXx/3cCsrz9zE9FQo5Z1aSaQybgYGBkYgZgJiZiBmAWJWIGYDYnYg5gBiTiDmAmJuAP2BNMw=',\n",
        "      'title': 'Annual Return',\n",
        "      'date': '2012-03-05',\n",
        "      'id': 149222849}},\n",
        "    {'filing': {'opencorporates_url': 'https://opencorporates.com/filings/149222851',\n",
        "      'uid': '99851aeJxjZRd2YnXi4ohPyU9OSS1OBnHYQJzMFCdxfgMDA0cDf1Nz30ADEzNzCycuzvi0/KLcksqCVCdxJkdHJy7W+JTkxBIncUYDmCGJJUA5DiMDQ0NDI0PLJjXn/NyCxLzM1GKP/NLiVCurCF8f93ArK8/cxPRUKOWdWkmkMm4GBgZGIGYCYmYgZgFiViBmA2J2IOYAYk4g5gJibgBsljQg',\n",
        "      'title': 'Annual Accounts',\n",
        "      'date': '2011-12-19',\n",
        "      'id': 149222851}},\n",
        "    {'filing': {'opencorporates_url': 'https://opencorporates.com/filings/149222854',\n",
        "      'uid': '18e887eJxjZRd2YnXi4ohPyU9OSS1OBnHYQJzMFCdxfgMDA0dDD0vnMAt3E1MDEycuzvi0/KLcksqCVCdxJkdHJy7W+JTkxBIncUYDmCGJJUA5DiMDQ0MDMyOTJjXn/NyCxLzM1GKP/NLiVCurCF8f93ArK8/cxPRUKOWdWkmkMm4GBgZGIGYCYmYgZgFiViBmA2J2IOYAYk4g5gJibgBv2jQk',\n",
        "      'title': 'Annual Accounts',\n",
        "      'date': '2011-06-24',\n",
        "      'id': 149222854}},\n",
        "    {'filing': {'opencorporates_url': 'https://opencorporates.com/filings/149222855',\n",
        "      'uid': 'dda002eJxjZRd2YnXi4ohPyU9OSS1OBnHYQJzMFCdxfgMDg4gIcy/vYOMoE2NLIycuzvi0/KLcksqCVCdxFscgA0MnLtb4lOTEEidxRkOYMYklQFkOIwNDQwNjA+MmNef83ILEvMzUYo/80uJUK6sIXx/3cCsrz9zE9FQo5Z1aSaQybgYGBkYgZgJiZiBmAWJWIGYDYnYg5gBiTiDmAmJuABQKNOk=',\n",
        "      'title': 'Annual Return',\n",
        "      'date': '2011-03-03',\n",
        "      'id': 149222855}},\n",
        "    {'filing': {'opencorporates_url': 'https://opencorporates.com/filings/149222857',\n",
        "      'uid': '7305e4eJxjZRd2YnXi4ohPyU9OSS1OBnHYQJzMFCdxfgMDg4gIc0//YGMjE2NLQycuzvi0/KLcksqCVCdxlhBfA6AQa3xKcmKJkzijEcyYxBKgLIeRgaGhgbGBUZOac35uQWJeZmqxR35pcaqVVYSvj3u4lZVnbmJ6KpTyTq0kUhk3AwMDIxAzATEzELMAMSsQswExOxBzADEnEHMBMTcAAgk00Q==',\n",
        "      'title': 'Termination of appointment of director ',\n",
        "      'date': '2011-03-02',\n",
        "      'id': 149222857}},\n",
        "    {'filing': {'opencorporates_url': 'https://opencorporates.com/filings/149222859',\n",
        "      'uid': 'eb2d87eJxjZRd2YnXi4ohPyU9OSS1OBnHYQJzMFCdxfgMDgwjjCGMzT1cjE0NjSycuzvi0/KLcksqCVCdxFscgA0MnLtb4lOTEEidxRkOYMYklQFkOIwNDAwNjQ4smNef83ILEvMzUYo/80uJUK6sIXx/3cCsrz9zE9FQo5Z1aSaQybgYGBkYgZgJiZiBmAWJWIGYDYnYg5gBiTiDmAmJuANv3NJ0=',\n",
        "      'title': 'Annual Return',\n",
        "      'date': '2010-03-18',\n",
        "      'id': 149222859}},\n",
        "    {'filing': {'opencorporates_url': 'https://opencorporates.com/filings/149222860',\n",
        "      'uid': '1b6fbdeJxjZRd2YnXi4ohPyU9OSS1OBnHYQJzMFCdxfgMDA8eIUMdIt0BXEwNzUycuzvi0/KLcksqCVCdxJkdHJy7W+JTkxBIncUYDmCGJJUA5DiMDA0tDI0OLJjXn/NyCxLzM1GKP/NLiVCurCF8f93ArK8/cxPRUKOWdWkmkMm4GBgZGIGYCYmYgZgFiViBmA2J2IOYAYk4g5gJibgC1gTSH',\n",
        "      'title': 'Annual Accounts',\n",
        "      'date': '2009-12-18',\n",
        "      'id': 149222860}},\n",
        "    {'filing': {'opencorporates_url': 'https://opencorporates.com/filings/149222863',\n",
        "      'uid': 'f47825eJxjZRd2YnXi4ohPyU9OSS1OBnHYQJzMFCdxfgMDA0cznzADNxM3EwNTCycuzvi0/KLcksqCVCdxFl93A0MnLtb4lOTEEidxRhOYMYklQFkOIwMDS0NDI4MmNef83ILEvMzUYo/80uJUK6sIXx/3cCsrz9zE9FQo5Z1aSaQybgYGBkYgZgJiZiBmAWJWIGYDYnYg5gBiTiDmAmJuANvyNJ4=',\n",
        "      'title': 'Particulars of a mortgage or charge',\n",
        "      'date': '2009-11-20',\n",
        "      'id': 149222863}},\n",
        "    {'filing': {'opencorporates_url': 'https://opencorporates.com/filings/149222865',\n",
        "      'uid': '3d0cadeJxjZRd2YnXi4ohPyU9OSS1OBnHYQJzMFCdxfgMDgwjPAEdfl3BLEwMjEycuzvi0/KLcksqCVCdxFkdHA0MnLtb4lOTEEidxRkuYMYklQFkOIwMDS0MDA/MmNef83ILEvMzUYo/80uJUK6sIXx/3cCsrz9zE9FQo5Z1aSaQybgYGBkYgZgJiZiBmAWJWIGYDYnYg5gBiTiDmAmJuAAZ2NNg=',\n",
        "      'title': 'Change of accounting reference date',\n",
        "      'date': '2009-10-07',\n",
        "      'id': 149222865}},\n",
        "    {'filing': {'opencorporates_url': 'https://opencorporates.com/filings/149222868',\n",
        "      'uid': 'b355a2eJxjZRd2YnXi4ohPyU9OSS1OBnHYQJzMFCdxfgMDgwBXbzdvR293Y3Nzcycuzvi0/KLcksqCVCdxZiMLoAhrfEpyYomTOKMxzJTEEqAkh5GBgaWBmaFBk5pzfm5BYl5marFHfmlxqpVVhK+Pe7iVlWduYnoqlPJOrSRSGTcDAwMjEDMBMTMQswAxKxCzATE7EHMAMScQcwExNwDHOTSN',\n",
        "      'title': 'Filing dated 2009-06-10',\n",
        "      'date': '2009-06-10',\n",
        "      'id': 149222868}},\n",
        "    {'filing': {'opencorporates_url': 'https://opencorporates.com/filings/149222871',\n",
        "      'uid': 'ff0826eJxjZRd2YnXi4ohPyU9OSS1OBnHYQJzMFCdxfgMDgwgDM2M/C2cXY3MjEycuzvi0/KLcksqCVCdxFmMz40QnLtb4lOTEEidxRkOYMYklQFkOIwMDSwNjI+MmNef83ILEvMzUYo/80uJUK6sIXx/3cCsrz9zE9FQo5Z1aSaQybgYGBkYgZgJiZiBmAWJWIGYDYnYg5gBiTiDmAmJuANgNNJs=',\n",
        "      'title': 'Companies Annual Return',\n",
        "      'date': '2009-03-23',\n",
        "      'id': 149222871}},\n",
        "    {'filing': {'opencorporates_url': 'https://opencorporates.com/filings/149222873',\n",
        "      'uid': 'adbef8eJxjZRd2YnXi4ohPyU9OSS1OBnHYQJzMFCdxfgMDA0fT4BCPSO8oYxNzCycuzvi0/KLcksqCVCdxFiMLi0QnLtb4lOTEEidxRiOYMYklQFkOIwMDCwMTA/MmNef83ILEvMzUYo/80uJUK6sIXx/3cCsrz9zE9FQo5Z1aSaQybgYGBkYgZgJiZiBmAWJWIGYDYnYg5gBiTiDmAmJuACooNQ8=',\n",
        "      'title': 'Appointment of Director or Secretary',\n",
        "      'date': '2008-04-07',\n",
        "      'id': 149222873}},\n",
        "    {'filing': {'opencorporates_url': 'https://opencorporates.com/filings/149222893',\n",
        "      'uid': '377ef7eJxjZRd2YnXi4ohPyU9OSS1OBnHYQJzMFCdxfgMDA0fvEFeLiChTYxNzIycuzvi0/KLcksqCVCdxDl9XX33HoJBgJy7W+JTkxBIncUZLmFGJJSAVRgYGFgbGRpZNas75uQWJeZmpxR75pcWpVlYRvj7u4VZWnrmJ6alQyju1kkhl3AwMDIxAzATEzEDMAsSsQMwGxOxAzAHEnEDMBcTcACaFNj0=',\n",
        "      'title': 'Filing dated 2008-03-29',\n",
        "      'date': '2008-03-29',\n",
        "      'id': 149222893}},\n",
        "    {'filing': {'opencorporates_url': 'https://opencorporates.com/filings/149222897',\n",
        "      'uid': '803fc5eJxjZRd2YnXi4ohPyU9OSS1OBnHYQJzMFCdxfgMDA0dXP0/jSAsjYxNzAycuzvi0/KLcksqCVCdxFiMLi0QnLtb4lOTEEidxRiOYMYklQFkOIwMDCwNjI7MmNef83ILEvMzUYo/80uJUK6sIXx/3cCsrz9zE9FQo5Z1aSaQybgYGBkYgZgJiZiBmAWJWIGYDYnYg5gBiTiDmAmJuAOtyNLc=',\n",
        "      'title': 'Appointment of Director or Secretary',\n",
        "      'date': '2008-03-26',\n",
        "      'id': 149222897}},\n",
        "    {'filing': {'opencorporates_url': 'https://opencorporates.com/filings/149222895',\n",
        "      'uid': '0b2e1beJxjZRd2YnXi4ohPyU9OSS1OBnHYQJzMFCdxfgMDA0dXP0+jSAtDYxNzAycuzvi0/KLcksqCVCdxFiMLi0QnLtb4lOTEEidxRiOYMYklQFkOIwMDCwNjI7MmNef83ILEvMzUYo/80uJUK6sIXx/3cCsrz9zE9FQo5Z1aSaQybgYGBkYgZgJiZiBmAWJWIGYDYnYg5gBiTiDmAmJuAOoDNLU=',\n",
        "      'title': 'Appointment of Director or Secretary',\n",
        "      'date': '2008-03-26',\n",
        "      'id': 149222895}},\n",
        "    {'filing': {'opencorporates_url': 'https://opencorporates.com/filings/149222899',\n",
        "      'uid': 'f12a8feJxjZRd2YnXi4ohPyU9OSS1OBnHYQJzMFCdxfmcDM1MDEwNDPQN3YxMzUycuzvi0/KLcksqCVCdxNmfXoBA/Xycu1viU5MQSJ3FGc5hBiSVAeQ4jAwMLA2ND4yY15/zcgsS8zNRij/zS4lQrqwhfH/dwKyvP3MT0VCjlnVpJpDJuBgYGRiBmAmJmIGYBYlYgZgNidiDmAGJOIOYCYm4ASo01KQ==',\n",
        "      'title': 'Certificate of Incorporation on Change of Name',\n",
        "      'date': '2008-03-13',\n",
        "      'id': 149222899}},\n",
        "    {'filing': {'opencorporates_url': 'https://opencorporates.com/filings/149222903',\n",
        "      'uid': '2292d6eJxjZRd2YnXi4ohPyU9OSS1OBnHYQJzMFCdxfgMDgwhfP0OTiAhTYxMzAycuzvi0/KLcksqCVCdxFiMLi0QnLtb4lOTEEidxRiOYMYklQFkOIwMDCwNjQ8MmNef83ILEvMzUYo/80uJUK6sIXx/3cCsrz9zE9FQo5Z1aSaQybgYGBkYgZgJiZiBmAWJWIGYDYnYg5gBiTiDmAmJuAAZNNNo=',\n",
        "      'title': 'Appointment of Director or Secretary',\n",
        "      'date': '2008-03-11',\n",
        "      'id': 149222903}},\n",
        "    {'filing': {'opencorporates_url': 'https://opencorporates.com/filings/149222901',\n",
        "      'uid': '040a8ceJxjZRd2YnXi4ohPyU9OSS1OBnHYQJzMFCdxfgMDgwhfP0OXiAhXYxMzAycuzvi0/KLcksqCVCdxFiMLiyQnLtb4lOTEEidxRiOYMYklQFkOIwMDCwNjQ8MmNef83ILEvMzUYo/80uJUK6sIXx/3cCsrz9zE9FQo5Z1aSaQybgYGBkYgZgJiZiBmAWJWIGYDYnYg5gBiTiDmAmJuAB3cNPs=',\n",
        "      'title': 'Terminating appointment as Director or Secretary',\n",
        "      'date': '2008-03-11',\n",
        "      'id': 149222901}},\n",
        "    {'filing': {'opencorporates_url': 'https://opencorporates.com/filings/149222904',\n",
        "      'uid': 'c2f7b7eJxjZRd2YnXi4ohPyU9OSS1OBnHYQJzMFCdxfgMDgwivIEvfCG8vYxNTIycuzvi0/KLcksqCVCdxFiMLi0QnLtb4lOTEEidxRiOYMYklQFkOIwMDCwMjI4smNef83ILEvMzUYo/80uJUK6sIXx/3cCsrz9zE9FQo5Z1aSaQybgYGBkYgZgJiZiBmAWJWIGYDYnYg5gBiTiDmAmJuACikNQw=',\n",
        "      'title': 'Appointment of Director or Secretary',\n",
        "      'date': '2008-02-28',\n",
        "      'id': 149222904}},\n",
        "    {'filing': {'opencorporates_url': 'https://opencorporates.com/filings/149222911',\n",
        "      'uid': '07868ceJxjZRd2YnXi4ohPyU9OSS1OBnHYQJzMFCdxfgMDgwivIEufCG9PYxNTQycuzvi0/KLcksqCVCdxZiMLcycu1viU5MQSJ3FGY5gpiSVASQ4jAwMLAyMj8yY15/zcgsS8zNRij/zS4lQrqwhfH/dwKyvP3MT0VCjlnVpJpDJuBgYGRiBmAmJmIGYBYlYgZgNidiDmAGJOIOYCYm4A2M00pg==',\n",
        "      'title': 'Filing dated 2008-02-27',\n",
        "      'date': '2008-02-27',\n",
        "      'id': 149222911}},\n",
        "    {'filing': {'opencorporates_url': 'https://opencorporates.com/filings/149222910',\n",
        "      'uid': '2b9767eJxjZRd2YnXi4ohPyU9OSS1OBnHYQJzMFCdxfgMDgwivIEu3CG9nYxNTQycuzvi0/KLcksqCVCdxFiMLi0QnLtb4lOTEEidxRiOYMYklQFkOIwMDCwMjI/MmNef83ILEvMzUYo/80uJUK6sIXx/3cCsrz9zE9FQo5Z1aSaQybgYGBkYgZgJiZiBmAWJWIGYDYnYg5gBiTiDmAmJuAB1sNPw=',\n",
        "      'title': 'Appointment of Director or Secretary',\n",
        "      'date': '2008-02-27',\n",
        "      'id': 149222910}},\n",
        "    {'filing': {'opencorporates_url': 'https://opencorporates.com/filings/149222909',\n",
        "      'uid': 'adc709eJxjZRd2YnXi4ohPyU9OSS1OBnHYQJzMFCdxfgMDgwivIEvnCG9LYxNTQycuzvi0/KLcksqCVCdxFiMLiyQnLtb4lOTEEidxRiOYMYklQFkOIwMDCwMjI/MmNef83ILEvMzUYo/80uJUK6sIXx/3cCsrz9zE9FQo5Z1aSaQybgYGBkYgZgJiZiBmAWJWIGYDYnYg5gBiTiDmAmJuABTENPA=',\n",
        "      'title': 'Terminating appointment as Director or Secretary',\n",
        "      'date': '2008-02-27',\n",
        "      'id': 149222909}},\n",
        "    {'filing': {'opencorporates_url': 'https://opencorporates.com/filings/149222907',\n",
        "      'uid': '5aec32eJxjZRd2YnXi4ohPyU9OSS1OBnHYQJzMFCdxfgMDgwivIEv3CG8XYxNTQycuzvi0/KLcksqCVCdxFiMLiyQnLtb4lOTEEidxRiOYMYklQFkOIwMDCwMjI/MmNef83ILEvMzUYo/80uJUK6sIXx/3cCsrz9zE9FQo5Z1aSaQybgYGBkYgZgJiZiBmAWJWIGYDYnYg5gBiTiDmAmJuAB96NP8=',\n",
        "      'title': 'Terminating appointment as Director or Secretary',\n",
        "      'date': '2008-02-27',\n",
        "      'id': 149222907}},\n",
        "    {'filing': {'opencorporates_url': 'https://opencorporates.com/filings/149222912',\n",
        "      'uid': '0ecc3aeJxjZRd2YnXi4ohPyU9OSS1OBnHYQJzMFCdxfj8DM1MDEwNDPQMnYxMTIycuzvi0/KLcksqCVCdxNj/XcE8/Zycu1viU5MQSJ3FGM5hBiSVAeQ4jAwMLAyNDkyY15/zcgsS8zNRij/zS4lQrqwhfH/dwKyvP3MT0VCjlnVpJpDJuBgYGRiBmAmJmIGYBYlYgZgNidiDmAGJOIOYCYm4ASEU1JA==',\n",
        "      'title': 'Filing dated 2008-02-14',\n",
        "      'date': '2008-02-14',\n",
        "      'id': 149222912}}],\n",
        "   'company_number': '06504010',\n",
        "   'financial_summary': None,\n",
        "   'name': 'GTD PRIMARY CARE LIMITED',\n",
        "   'registered_address_in_full': 'THE FORUM TAMESIDE BUSINESS DEVELOPMENT CENTRE, WINDMILL LANE DENTON, MANCHESTER, LANCASHIRE, M34 3QS',\n",
        "   'opencorporates_url': 'https://opencorporates.com/companies/gb/06504010',\n",
        "   'officers': [{'officer': {'name': 'DAVID RONALD BECKETT',\n",
        "      'uid': None,\n",
        "      'end_date': None,\n",
        "      'opencorporates_url': 'https://opencorporates.com/officers/51581121',\n",
        "      'position': 'secretary',\n",
        "      'id': 51581121,\n",
        "      'start_date': '2008-02-26'}},\n",
        "    {'officer': {'name': 'CHRISTINA MARY GREENHOUGH',\n",
        "      'uid': None,\n",
        "      'end_date': None,\n",
        "      'opencorporates_url': 'https://opencorporates.com/officers/51581122',\n",
        "      'position': 'director',\n",
        "      'id': 51581122,\n",
        "      'start_date': '2008-03-03'}},\n",
        "    {'officer': {'name': 'RUSKIN HOWARD HARTLEY',\n",
        "      'uid': None,\n",
        "      'end_date': None,\n",
        "      'opencorporates_url': 'https://opencorporates.com/officers/51581123',\n",
        "      'position': 'director',\n",
        "      'id': 51581123,\n",
        "      'start_date': '2008-03-03'}},\n",
        "    {'officer': {'name': 'BRIAN LEWIS',\n",
        "      'uid': None,\n",
        "      'end_date': None,\n",
        "      'opencorporates_url': 'https://opencorporates.com/officers/51581124',\n",
        "      'position': 'director',\n",
        "      'id': 51581124,\n",
        "      'start_date': '2008-02-26'}},\n",
        "    {'officer': {'name': 'JAG KAPUR',\n",
        "      'uid': None,\n",
        "      'end_date': '2009-09-10',\n",
        "      'opencorporates_url': 'https://opencorporates.com/officers/56924784',\n",
        "      'position': 'director',\n",
        "      'id': 56924784,\n",
        "      'start_date': '2008-03-03'}},\n",
        "    {'officer': {'name': ' SWIFT INCORPORATIONS LIMITED',\n",
        "      'uid': None,\n",
        "      'end_date': '2008-02-26',\n",
        "      'opencorporates_url': 'https://opencorporates.com/officers/101487350',\n",
        "      'position': 'secretary',\n",
        "      'id': 101487350,\n",
        "      'start_date': '2008-02-14'}},\n",
        "    {'officer': {'name': ' GOTODOC LIMITED',\n",
        "      'uid': None,\n",
        "      'end_date': '2008-02-26',\n",
        "      'opencorporates_url': 'https://opencorporates.com/officers/101487351',\n",
        "      'position': 'director',\n",
        "      'id': 101487351,\n",
        "      'start_date': '2008-02-26'}},\n",
        "    {'officer': {'name': ' INSTANT COMPANIES LIMITED',\n",
        "      'uid': None,\n",
        "      'end_date': '2008-02-26',\n",
        "      'opencorporates_url': 'https://opencorporates.com/officers/101487352',\n",
        "      'position': 'director',\n",
        "      'id': 101487352,\n",
        "      'start_date': '2008-02-14'}}],\n",
        "   'company_type': 'Private Limited Company'}}}"
       ]
      }
     ],
     "prompt_number": 24
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "#We can tunnel into the OpenCorporates data to get directors information\n",
      "def getCurrentOfficers(ocd):\n",
      "    ''' Get current officers from OpenCorporates company data '''\n",
      "    \n",
      "    curr=[]\n",
      "    for o in ocd['results']['company']['officers']:\n",
      "        if o['officer']['end_date']==None:\n",
      "            curr.append(o)\n",
      "    return curr\n",
      "#getCurrentOfficers(ocd)"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 25
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "#Let's see if we can reconcile with some HSCIC codes\n",
      "#!wget http://systems.hscic.gov.uk/data/ods/datadownloads/data-files/xls/epraccur.zip -P data\n",
      "#!unzip \"data/epraccur.zip\" -d data"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 26
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "ep=pd.read_excel('data/epraccur.xls',header=None)\n",
      "ep.head(3)"
     ],
     "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>0</th>\n",
        "      <th>1</th>\n",
        "      <th>2</th>\n",
        "      <th>3</th>\n",
        "      <th>4</th>\n",
        "      <th>5</th>\n",
        "      <th>6</th>\n",
        "      <th>7</th>\n",
        "      <th>8</th>\n",
        "      <th>9</th>\n",
        "      <th>...</th>\n",
        "      <th>16</th>\n",
        "      <th>17</th>\n",
        "      <th>18</th>\n",
        "      <th>19</th>\n",
        "      <th>20</th>\n",
        "      <th>21</th>\n",
        "      <th>22</th>\n",
        "      <th>23</th>\n",
        "      <th>24</th>\n",
        "      <th>25</th>\n",
        "    </tr>\n",
        "  </thead>\n",
        "  <tbody>\n",
        "    <tr>\n",
        "      <th>0</th>\n",
        "      <td> A81001</td>\n",
        "      <td>        THE DENSHAM SURGERY</td>\n",
        "      <td> Y54</td>\n",
        "      <td> Q45</td>\n",
        "      <td>       THE HEALTH CENTRE</td>\n",
        "      <td> LAWSON STREET</td>\n",
        "      <td>         STOCKTON</td>\n",
        "      <td> CLEVELAND</td>\n",
        "      <td> NaN</td>\n",
        "      <td> TS18 1HU</td>\n",
        "      <td>...</td>\n",
        "      <td>NaN</td>\n",
        "      <td> 01642 672351</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
        "      <td> 0</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
        "      <td> 4</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>1</th>\n",
        "      <td> A81002</td>\n",
        "      <td> QUEENS PARK MEDICAL CENTRE</td>\n",
        "      <td> Y54</td>\n",
        "      <td> Q45</td>\n",
        "      <td> QUEENS PARK MEDICAL CTR</td>\n",
        "      <td> FARRER STREET</td>\n",
        "      <td> STOCKTON ON TEES</td>\n",
        "      <td> CLEVELAND</td>\n",
        "      <td> NaN</td>\n",
        "      <td> TS18 2AW</td>\n",
        "      <td>...</td>\n",
        "      <td>NaN</td>\n",
        "      <td> 01642 679681</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
        "      <td> 0</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
        "      <td> 4</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2</th>\n",
        "      <td> A81003</td>\n",
        "      <td>          THE HEALTH CENTRE</td>\n",
        "      <td> Y54</td>\n",
        "      <td> Q45</td>\n",
        "      <td>       THE HEALTH CENTRE</td>\n",
        "      <td> VICTORIA ROAD</td>\n",
        "      <td>       HARTLEPOOL</td>\n",
        "      <td> CLEVELAND</td>\n",
        "      <td> NaN</td>\n",
        "      <td> TS26 8DB</td>\n",
        "      <td>...</td>\n",
        "      <td>NaN</td>\n",
        "      <td> 01429 272945</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
        "      <td> 0</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
        "      <td> 4</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
        "<p>3 rows \u00d7 26 columns</p>\n",
        "</div>"
       ],
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 27,
       "text": [
        "       0                           1    2    3                        4   \\\n",
        "0  A81001         THE DENSHAM SURGERY  Y54  Q45        THE HEALTH CENTRE   \n",
        "1  A81002  QUEENS PARK MEDICAL CENTRE  Y54  Q45  QUEENS PARK MEDICAL CTR   \n",
        "2  A81003           THE HEALTH CENTRE  Y54  Q45        THE HEALTH CENTRE   \n",
        "\n",
        "              5                 6          7    8         9     ...     16  \\\n",
        "0  LAWSON STREET          STOCKTON  CLEVELAND  NaN  TS18 1HU    ...    NaN   \n",
        "1  FARRER STREET  STOCKTON ON TEES  CLEVELAND  NaN  TS18 2AW    ...    NaN   \n",
        "2  VICTORIA ROAD        HARTLEPOOL  CLEVELAND  NaN  TS26 8DB    ...    NaN   \n",
        "\n",
        "             17  18  19  20  21  22  23  24  25  \n",
        "0  01642 672351 NaN NaN NaN   0 NaN NaN NaN   4  \n",
        "1  01642 679681 NaN NaN NaN   0 NaN NaN NaN   4  \n",
        "2  01429 272945 NaN NaN NaN   0 NaN NaN NaN   4  \n",
        "\n",
        "[3 rows x 26 columns]"
       ]
      }
     ],
     "prompt_number": 27
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "virgin=gpm[gpm['Brand Name']=='BRAND Virgin']\n",
      "virgin['name']=virgin['Location Name'].str.upper()\n",
      "virgin[:3]"
     ],
     "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>Location ID</th>\n",
        "      <th>HSCA start date</th>\n",
        "      <th>Care home?</th>\n",
        "      <th>Location Name</th>\n",
        "      <th>Web Address</th>\n",
        "      <th>Care homes beds</th>\n",
        "      <th>Location Type/Sector</th>\n",
        "      <th>Region</th>\n",
        "      <th>Local Authority</th>\n",
        "      <th>Street Address</th>\n",
        "      <th>City</th>\n",
        "      <th>County</th>\n",
        "      <th>Postal Code</th>\n",
        "      <th>Brand ID</th>\n",
        "      <th>Brand Name</th>\n",
        "      <th>Provider ID</th>\n",
        "      <th>Provider Name</th>\n",
        "      <th>name</th>\n",
        "    </tr>\n",
        "  </thead>\n",
        "  <tbody>\n",
        "    <tr>\n",
        "      <th>328  </th>\n",
        "      <td> 1-1051403692</td>\n",
        "      <td>2014-03-06</td>\n",
        "      <td> N</td>\n",
        "      <td>     Lyme Regis Medical Centre</td>\n",
        "      <td>                          NaN</td>\n",
        "      <td> 0</td>\n",
        "      <td> Independent Healthcare Org</td>\n",
        "      <td>               South West</td>\n",
        "      <td>                      Dorset</td>\n",
        "      <td>  Lyme Regis Medical Centre</td>\n",
        "      <td> Lyme Regis</td>\n",
        "      <td>           Dorset</td>\n",
        "      <td> DT7 3LS</td>\n",
        "      <td> BD231</td>\n",
        "      <td> BRAND Virgin</td>\n",
        "      <td> 1-325698686</td>\n",
        "      <td>        VH Doctors Limited</td>\n",
        "      <td>     LYME REGIS MEDICAL CENTRE</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>7818 </th>\n",
        "      <td> 1-1213929971</td>\n",
        "      <td>2014-03-06</td>\n",
        "      <td> N</td>\n",
        "      <td>            East Park Practice</td>\n",
        "      <td>                          NaN</td>\n",
        "      <td> 0</td>\n",
        "      <td> Independent Healthcare Org</td>\n",
        "      <td> Yorkshire and The Humber</td>\n",
        "      <td> Kingston upon Hull, City of</td>\n",
        "      <td> The Park Healthcare Centre</td>\n",
        "      <td>       Hull</td>\n",
        "      <td> North Humberside</td>\n",
        "      <td> HU9 3JA</td>\n",
        "      <td> BD231</td>\n",
        "      <td> BRAND Virgin</td>\n",
        "      <td> 1-325698686</td>\n",
        "      <td>        VH Doctors Limited</td>\n",
        "      <td>            EAST PARK PRACTICE</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>18328</th>\n",
        "      <td>  1-145049431</td>\n",
        "      <td>2011-01-24</td>\n",
        "      <td> N</td>\n",
        "      <td> Oldham Integrated Care Centre</td>\n",
        "      <td> www.assurablackpoolllp.co.uk</td>\n",
        "      <td> 0</td>\n",
        "      <td> Independent Healthcare Org</td>\n",
        "      <td>               North West</td>\n",
        "      <td>                      Oldham</td>\n",
        "      <td>       New Radcliffe Street</td>\n",
        "      <td>     Oldham</td>\n",
        "      <td>       Lancashire</td>\n",
        "      <td> OL1 1NL</td>\n",
        "      <td> BD231</td>\n",
        "      <td> BRAND Virgin</td>\n",
        "      <td> 1-132191719</td>\n",
        "      <td> Virgin Care Blackpool LLP</td>\n",
        "      <td> OLDHAM INTEGRATED CARE CENTRE</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
        "</div>"
       ],
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 28,
       "text": [
        "        Location ID HSCA start date Care home?                  Location Name  \\\n",
        "328    1-1051403692      2014-03-06          N      Lyme Regis Medical Centre   \n",
        "7818   1-1213929971      2014-03-06          N             East Park Practice   \n",
        "18328   1-145049431      2011-01-24          N  Oldham Integrated Care Centre   \n",
        "\n",
        "                        Web Address  Care homes beds  \\\n",
        "328                             NaN                0   \n",
        "7818                            NaN                0   \n",
        "18328  www.assurablackpoolllp.co.uk                0   \n",
        "\n",
        "             Location Type/Sector                    Region  \\\n",
        "328    Independent Healthcare Org                South West   \n",
        "7818   Independent Healthcare Org  Yorkshire and The Humber   \n",
        "18328  Independent Healthcare Org                North West   \n",
        "\n",
        "                   Local Authority              Street Address        City  \\\n",
        "328                         Dorset   Lyme Regis Medical Centre  Lyme Regis   \n",
        "7818   Kingston upon Hull, City of  The Park Healthcare Centre        Hull   \n",
        "18328                       Oldham        New Radcliffe Street      Oldham   \n",
        "\n",
        "                 County Postal Code Brand ID    Brand Name  Provider ID  \\\n",
        "328              Dorset     DT7 3LS    BD231  BRAND Virgin  1-325698686   \n",
        "7818   North Humberside     HU9 3JA    BD231  BRAND Virgin  1-325698686   \n",
        "18328        Lancashire     OL1 1NL    BD231  BRAND Virgin  1-132191719   \n",
        "\n",
        "                   Provider Name                           name  \n",
        "328           VH Doctors Limited      LYME REGIS MEDICAL CENTRE  \n",
        "7818          VH Doctors Limited             EAST PARK PRACTICE  \n",
        "18328  Virgin Care Blackpool LLP  OLDHAM INTEGRATED CARE CENTRE  "
       ]
      }
     ],
     "prompt_number": 28
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 28
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "virgin_merge_test1=pd.merge(virgin,ep, left_on=['name','Postal Code'],right_on=[1,9])\n",
      "virgin_merge_test1[['Location ID','Location Name','Postal Code','name',9,0,4]]"
     ],
     "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>Location ID</th>\n",
        "      <th>Location Name</th>\n",
        "      <th>Postal Code</th>\n",
        "      <th>name</th>\n",
        "      <th>9</th>\n",
        "      <th>0</th>\n",
        "      <th>4</th>\n",
        "    </tr>\n",
        "  </thead>\n",
        "  <tbody>\n",
        "    <tr>\n",
        "      <th>0</th>\n",
        "      <td> 1-1051403692</td>\n",
        "      <td>        Lyme Regis Medical Centre</td>\n",
        "      <td>  DT7 3LS</td>\n",
        "      <td>        LYME REGIS MEDICAL CENTRE</td>\n",
        "      <td>  DT7 3LS</td>\n",
        "      <td> Y03661</td>\n",
        "      <td> LYME REGIS MEDICAL CENTRE</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>1</th>\n",
        "      <td> 1-1213929971</td>\n",
        "      <td>               East Park Practice</td>\n",
        "      <td>  HU9 3JA</td>\n",
        "      <td>               EAST PARK PRACTICE</td>\n",
        "      <td>  HU9 3JA</td>\n",
        "      <td> B81645</td>\n",
        "      <td>        EAST PARK PRACTICE</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2</th>\n",
        "      <td>  1-318228148</td>\n",
        "      <td>    Reading Walk-in Health Centre</td>\n",
        "      <td>  RG1 7QA</td>\n",
        "      <td>    READING WALK-IN HEALTH CENTRE</td>\n",
        "      <td>  RG1 7QA</td>\n",
        "      <td> Y02476</td>\n",
        "      <td>   READING WALK-IN HTH CTR</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>3</th>\n",
        "      <td>  1-375358006</td>\n",
        "      <td>                Riverside Surgery</td>\n",
        "      <td> DN20 8AS</td>\n",
        "      <td>                RIVERSIDE SURGERY</td>\n",
        "      <td> DN20 8AS</td>\n",
        "      <td> B81109</td>\n",
        "      <td>         RIVERSIDE SURGERY</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>4</th>\n",
        "      <td>  1-582112768</td>\n",
        "      <td>       Meadow Dale Group Practice</td>\n",
        "      <td>  HX3 5SX</td>\n",
        "      <td>       MEADOW DALE GROUP PRACTICE</td>\n",
        "      <td>  HX3 5SX</td>\n",
        "      <td> Y03112</td>\n",
        "      <td>          120 NURSERY LANE</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>5</th>\n",
        "      <td>  1-604026780</td>\n",
        "      <td>    Langbaurgh NHS Medical Centre</td>\n",
        "      <td> TS10 1SR</td>\n",
        "      <td>    LANGBAURGH NHS MEDICAL CENTRE</td>\n",
        "      <td> TS10 1SR</td>\n",
        "      <td> Y02880</td>\n",
        "      <td>    COATHAM HEALTH VILLAGE</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>6</th>\n",
        "      <td>  1-639388631</td>\n",
        "      <td> Hartlepool NHS Healthcare Centre</td>\n",
        "      <td> TS24 7PW</td>\n",
        "      <td> HARTLEPOOL NHS HEALTHCARE CENTRE</td>\n",
        "      <td> TS24 7PW</td>\n",
        "      <td> Y02496</td>\n",
        "      <td> HARTLEPOOL NHS H/CARE CTR</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
        "</div>"
       ],
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 29,
       "text": [
        "    Location ID                     Location Name Postal Code  \\\n",
        "0  1-1051403692         Lyme Regis Medical Centre     DT7 3LS   \n",
        "1  1-1213929971                East Park Practice     HU9 3JA   \n",
        "2   1-318228148     Reading Walk-in Health Centre     RG1 7QA   \n",
        "3   1-375358006                 Riverside Surgery    DN20 8AS   \n",
        "4   1-582112768        Meadow Dale Group Practice     HX3 5SX   \n",
        "5   1-604026780     Langbaurgh NHS Medical Centre    TS10 1SR   \n",
        "6   1-639388631  Hartlepool NHS Healthcare Centre    TS24 7PW   \n",
        "\n",
        "                               name         9       0  \\\n",
        "0         LYME REGIS MEDICAL CENTRE   DT7 3LS  Y03661   \n",
        "1                EAST PARK PRACTICE   HU9 3JA  B81645   \n",
        "2     READING WALK-IN HEALTH CENTRE   RG1 7QA  Y02476   \n",
        "3                 RIVERSIDE SURGERY  DN20 8AS  B81109   \n",
        "4        MEADOW DALE GROUP PRACTICE   HX3 5SX  Y03112   \n",
        "5     LANGBAURGH NHS MEDICAL CENTRE  TS10 1SR  Y02880   \n",
        "6  HARTLEPOOL NHS HEALTHCARE CENTRE  TS24 7PW  Y02496   \n",
        "\n",
        "                           4  \n",
        "0  LYME REGIS MEDICAL CENTRE  \n",
        "1         EAST PARK PRACTICE  \n",
        "2    READING WALK-IN HTH CTR  \n",
        "3          RIVERSIDE SURGERY  \n",
        "4           120 NURSERY LANE  \n",
        "5     COATHAM HEALTH VILLAGE  \n",
        "6  HARTLEPOOL NHS H/CARE CTR  "
       ]
      }
     ],
     "prompt_number": 29
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "#There were 46 Virgin centres listed on the CQC site - how many have we got in the merge set?\n",
      "len(virgin_merge_test1['Location Name'].unique())"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 30,
       "text": [
        "7"
       ]
      }
     ],
     "prompt_number": 30
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "virgin_merge_test2=pd.merge(virgin,ep, left_on=['Postal Code'],right_on=[9])\n",
      "virgin_merge_test2[['Location ID','Location Name','Street Address','Postal Code','name',1,9,0,4]]"
     ],
     "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>Location ID</th>\n",
        "      <th>Location Name</th>\n",
        "      <th>Street Address</th>\n",
        "      <th>Postal Code</th>\n",
        "      <th>name</th>\n",
        "      <th>1</th>\n",
        "      <th>9</th>\n",
        "      <th>0</th>\n",
        "      <th>4</th>\n",
        "    </tr>\n",
        "  </thead>\n",
        "  <tbody>\n",
        "    <tr>\n",
        "      <th>0  </th>\n",
        "      <td> 1-1051403692</td>\n",
        "      <td>            Lyme Regis Medical Centre</td>\n",
        "      <td>                Lyme Regis Medical Centre</td>\n",
        "      <td>  DT7 3LS</td>\n",
        "      <td>            LYME REGIS MEDICAL CENTRE</td>\n",
        "      <td>                        THE LYME PRACTICE</td>\n",
        "      <td>  DT7 3LS</td>\n",
        "      <td> J81088</td>\n",
        "      <td>         THE LYME PRACTICE</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>1  </th>\n",
        "      <td> 1-1051403692</td>\n",
        "      <td>            Lyme Regis Medical Centre</td>\n",
        "      <td>                Lyme Regis Medical Centre</td>\n",
        "      <td>  DT7 3LS</td>\n",
        "      <td>            LYME REGIS MEDICAL CENTRE</td>\n",
        "      <td>                      LYME MEDICAL CENTRE</td>\n",
        "      <td>  DT7 3LS</td>\n",
        "      <td> Y03445</td>\n",
        "      <td> LYME COMMUNITY CARE CNTRE</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2  </th>\n",
        "      <td> 1-1051403692</td>\n",
        "      <td>            Lyme Regis Medical Centre</td>\n",
        "      <td>                Lyme Regis Medical Centre</td>\n",
        "      <td>  DT7 3LS</td>\n",
        "      <td>            LYME REGIS MEDICAL CENTRE</td>\n",
        "      <td>                LYME REGIS MEDICAL CENTRE</td>\n",
        "      <td>  DT7 3LS</td>\n",
        "      <td> Y03661</td>\n",
        "      <td> LYME REGIS MEDICAL CENTRE</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>3  </th>\n",
        "      <td> 1-1213929971</td>\n",
        "      <td>                   East Park Practice</td>\n",
        "      <td>               The Park Healthcare Centre</td>\n",
        "      <td>  HU9 3JA</td>\n",
        "      <td>                   EAST PARK PRACTICE</td>\n",
        "      <td>                DR AE OGUNBA AND PARTNERS</td>\n",
        "      <td>  HU9 3JA</td>\n",
        "      <td> B81001</td>\n",
        "      <td>        PARK HEALTH CENTRE</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>4  </th>\n",
        "      <td> 1-1213929971</td>\n",
        "      <td>                   East Park Practice</td>\n",
        "      <td>               The Park Healthcare Centre</td>\n",
        "      <td>  HU9 3JA</td>\n",
        "      <td>                   EAST PARK PRACTICE</td>\n",
        "      <td>               DR GM CHOWDHURY'S PRACTICE</td>\n",
        "      <td>  HU9 3JA</td>\n",
        "      <td> B81066</td>\n",
        "      <td>        PARK HEALTH CENTRE</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>5  </th>\n",
        "      <td> 1-1213929971</td>\n",
        "      <td>                   East Park Practice</td>\n",
        "      <td>               The Park Healthcare Centre</td>\n",
        "      <td>  HU9 3JA</td>\n",
        "      <td>                   EAST PARK PRACTICE</td>\n",
        "      <td>                  DR RD YAGNIK'S PRACTICE</td>\n",
        "      <td>  HU9 3JA</td>\n",
        "      <td> B81097</td>\n",
        "      <td>        PARK HEALTH CENTRE</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>6  </th>\n",
        "      <td> 1-1213929971</td>\n",
        "      <td>                   East Park Practice</td>\n",
        "      <td>               The Park Healthcare Centre</td>\n",
        "      <td>  HU9 3JA</td>\n",
        "      <td>                   EAST PARK PRACTICE</td>\n",
        "      <td>                       EAST PARK PRACTICE</td>\n",
        "      <td>  HU9 3JA</td>\n",
        "      <td> B81645</td>\n",
        "      <td>        EAST PARK PRACTICE</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>7  </th>\n",
        "      <td> 1-1213929971</td>\n",
        "      <td>                   East Park Practice</td>\n",
        "      <td>               The Park Healthcare Centre</td>\n",
        "      <td>  HU9 3JA</td>\n",
        "      <td>                   EAST PARK PRACTICE</td>\n",
        "      <td>           ASSURA ER LLP HULL DERMATOLOGY</td>\n",
        "      <td>  HU9 3JA</td>\n",
        "      <td> Y03508</td>\n",
        "      <td>        PARK HEALTH CENTRE</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>8  </th>\n",
        "      <td>  1-145049431</td>\n",
        "      <td>        Oldham Integrated Care Centre</td>\n",
        "      <td>                     New Radcliffe Street</td>\n",
        "      <td>  OL1 1NL</td>\n",
        "      <td>        OLDHAM INTEGRATED CARE CENTRE</td>\n",
        "      <td>                   THE CHOWDHURY PRACTICE</td>\n",
        "      <td>  OL1 1NL</td>\n",
        "      <td> P85003</td>\n",
        "      <td>    INTEGRATED CARE CENTRE</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>9  </th>\n",
        "      <td>  1-145049431</td>\n",
        "      <td>        Oldham Integrated Care Centre</td>\n",
        "      <td>                     New Radcliffe Street</td>\n",
        "      <td>  OL1 1NL</td>\n",
        "      <td>        OLDHAM INTEGRATED CARE CENTRE</td>\n",
        "      <td>                   OLDHAM FAMILY PRACTICE</td>\n",
        "      <td>  OL1 1NL</td>\n",
        "      <td> P85007</td>\n",
        "      <td>  1ST FLOOR INTEGRATED C C</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>10 </th>\n",
        "      <td>  1-145049431</td>\n",
        "      <td>        Oldham Integrated Care Centre</td>\n",
        "      <td>                     New Radcliffe Street</td>\n",
        "      <td>  OL1 1NL</td>\n",
        "      <td>        OLDHAM INTEGRATED CARE CENTRE</td>\n",
        "      <td>                       TREWINARD PRACTICE</td>\n",
        "      <td>  OL1 1NL</td>\n",
        "      <td> P85601</td>\n",
        "      <td>    INTEGRATED CARE CENTRE</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>11 </th>\n",
        "      <td>  1-145049431</td>\n",
        "      <td>        Oldham Integrated Care Centre</td>\n",
        "      <td>                     New Radcliffe Street</td>\n",
        "      <td>  OL1 1NL</td>\n",
        "      <td>        OLDHAM INTEGRATED CARE CENTRE</td>\n",
        "      <td>                         PERKINS PRACTICE</td>\n",
        "      <td>  OL1 1NL</td>\n",
        "      <td> P85608</td>\n",
        "      <td>    INTEGRATED CARE CENTRE</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>12 </th>\n",
        "      <td>  1-145049431</td>\n",
        "      <td>        Oldham Integrated Care Centre</td>\n",
        "      <td>                     New Radcliffe Street</td>\n",
        "      <td>  OL1 1NL</td>\n",
        "      <td>        OLDHAM INTEGRATED CARE CENTRE</td>\n",
        "      <td>                OLDHAM PCT WALK IN CENTRE</td>\n",
        "      <td>  OL1 1NL</td>\n",
        "      <td> Y00665</td>\n",
        "      <td>    INTEGRATED CARE CENTRE</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>13 </th>\n",
        "      <td>  1-145049431</td>\n",
        "      <td>        Oldham Integrated Care Centre</td>\n",
        "      <td>                     New Radcliffe Street</td>\n",
        "      <td>  OL1 1NL</td>\n",
        "      <td>        OLDHAM INTEGRATED CARE CENTRE</td>\n",
        "      <td>                        THE DURU PRACTICE</td>\n",
        "      <td>  OL1 1NL</td>\n",
        "      <td> Y01124</td>\n",
        "      <td>    INTEGRATED CARE CENTRE</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>14 </th>\n",
        "      <td>  1-145049431</td>\n",
        "      <td>        Oldham Integrated Care Centre</td>\n",
        "      <td>                     New Radcliffe Street</td>\n",
        "      <td>  OL1 1NL</td>\n",
        "      <td>        OLDHAM INTEGRATED CARE CENTRE</td>\n",
        "      <td>                  PENNINE MSK PARTNERSHIP</td>\n",
        "      <td>  OL1 1NL</td>\n",
        "      <td> Y01634</td>\n",
        "      <td>     OLDHAM INTERGRATED CC</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>15 </th>\n",
        "      <td>  1-145049431</td>\n",
        "      <td>        Oldham Integrated Care Centre</td>\n",
        "      <td>                     New Radcliffe Street</td>\n",
        "      <td>  OL1 1NL</td>\n",
        "      <td>        OLDHAM INTEGRATED CARE CENTRE</td>\n",
        "      <td>              LINDLEY HOUSE HEALTH CENTRE</td>\n",
        "      <td>  OL1 1NL</td>\n",
        "      <td> Y02875</td>\n",
        "      <td>    INTEGRATED CARE CENTRE</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>16 </th>\n",
        "      <td>  1-145049431</td>\n",
        "      <td>        Oldham Integrated Care Centre</td>\n",
        "      <td>                     New Radcliffe Street</td>\n",
        "      <td>  OL1 1NL</td>\n",
        "      <td>        OLDHAM INTEGRATED CARE CENTRE</td>\n",
        "      <td>                     SEXUAL HEALTH OLDHAM</td>\n",
        "      <td>  OL1 1NL</td>\n",
        "      <td> Y03547</td>\n",
        "      <td>    INTEGRATED CARE CENTRE</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>17 </th>\n",
        "      <td>  1-145049431</td>\n",
        "      <td>        Oldham Integrated Care Centre</td>\n",
        "      <td>                     New Radcliffe Street</td>\n",
        "      <td>  OL1 1NL</td>\n",
        "      <td>        OLDHAM INTEGRATED CARE CENTRE</td>\n",
        "      <td>               OLDHAM DERMATOLOGY SERVICE</td>\n",
        "      <td>  OL1 1NL</td>\n",
        "      <td> Y03699</td>\n",
        "      <td> DERMATOLOGY SERVICE (O/M)</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>18 </th>\n",
        "      <td>  1-145049431</td>\n",
        "      <td>        Oldham Integrated Care Centre</td>\n",
        "      <td>                     New Radcliffe Street</td>\n",
        "      <td>  OL1 1NL</td>\n",
        "      <td>        OLDHAM INTEGRATED CARE CENTRE</td>\n",
        "      <td> LEARNING ASSESSMENT AND NEUROCARE CENTRE</td>\n",
        "      <td>  OL1 1NL</td>\n",
        "      <td> Y04692</td>\n",
        "      <td>    INTEGRATED CARE CENTRE</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>19 </th>\n",
        "      <td>  1-145283366</td>\n",
        "      <td>                    The Vertis Centre</td>\n",
        "      <td>                       Upper Ground Floor</td>\n",
        "      <td>  B97 4AJ</td>\n",
        "      <td>                    THE VERTIS CENTRE</td>\n",
        "      <td>                          THE DOW SURGERY</td>\n",
        "      <td>  B97 4AJ</td>\n",
        "      <td> M81020</td>\n",
        "      <td>           THE DOW SURGERY</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>20 </th>\n",
        "      <td>  1-145283386</td>\n",
        "      <td> Princess Of Wales Community Hospital</td>\n",
        "      <td>                         Stourbridge Road</td>\n",
        "      <td>  B61 0BB</td>\n",
        "      <td> PRINCESS OF WALES COMMUNITY HOSPITAL</td>\n",
        "      <td>             COMMUNITY HOSP WARDS (POWCH)</td>\n",
        "      <td>  B61 0BB</td>\n",
        "      <td> Y01830</td>\n",
        "      <td>          STOURBRIDGE ROAD</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>21 </th>\n",
        "      <td>  1-145283386</td>\n",
        "      <td> Princess Of Wales Community Hospital</td>\n",
        "      <td>                         Stourbridge Road</td>\n",
        "      <td>  B61 0BB</td>\n",
        "      <td> PRINCESS OF WALES COMMUNITY HOSPITAL</td>\n",
        "      <td>                COMM HW (POWCH PALL CARE)</td>\n",
        "      <td>  B61 0BB</td>\n",
        "      <td> Y01831</td>\n",
        "      <td>          STOURBRIDGE ROAD</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>22 </th>\n",
        "      <td>  1-145283386</td>\n",
        "      <td> Princess Of Wales Community Hospital</td>\n",
        "      <td>                         Stourbridge Road</td>\n",
        "      <td>  B61 0BB</td>\n",
        "      <td> PRINCESS OF WALES COMMUNITY HOSPITAL</td>\n",
        "      <td>            R&amp;B ADMISSION PREVENTION TEAM</td>\n",
        "      <td>  B61 0BB</td>\n",
        "      <td> Y04276</td>\n",
        "      <td> PRINCESS OF WALES COM HSP</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>23 </th>\n",
        "      <td>  1-145283386</td>\n",
        "      <td> Princess Of Wales Community Hospital</td>\n",
        "      <td>                         Stourbridge Road</td>\n",
        "      <td>  B61 0BB</td>\n",
        "      <td> PRINCESS OF WALES COMMUNITY HOSPITAL</td>\n",
        "      <td>   REDDITCH &amp; BROMSGROVE COMMUNITY NURSES</td>\n",
        "      <td>  B61 0BB</td>\n",
        "      <td> Y04277</td>\n",
        "      <td> PRINCESS OF WALES COM HSP</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>24 </th>\n",
        "      <td>  1-145283386</td>\n",
        "      <td> Princess Of Wales Community Hospital</td>\n",
        "      <td>                         Stourbridge Road</td>\n",
        "      <td>  B61 0BB</td>\n",
        "      <td> PRINCESS OF WALES COMMUNITY HOSPITAL</td>\n",
        "      <td>  REDDITCH &amp; BROMSGROVE COUNTYWIDE NURSES</td>\n",
        "      <td>  B61 0BB</td>\n",
        "      <td> Y04278</td>\n",
        "      <td> PRINCESS OF WALES COM HSP</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>25 </th>\n",
        "      <td>  1-145283386</td>\n",
        "      <td> Princess Of Wales Community Hospital</td>\n",
        "      <td>                         Stourbridge Road</td>\n",
        "      <td>  B61 0BB</td>\n",
        "      <td> PRINCESS OF WALES COMMUNITY HOSPITAL</td>\n",
        "      <td>                                  RB PALL</td>\n",
        "      <td>  B61 0BB</td>\n",
        "      <td> Y04337</td>\n",
        "      <td>       R&amp;B PALLIATIVE CARE</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>26 </th>\n",
        "      <td>  1-145283386</td>\n",
        "      <td> Princess Of Wales Community Hospital</td>\n",
        "      <td>                         Stourbridge Road</td>\n",
        "      <td>  B61 0BB</td>\n",
        "      <td> PRINCESS OF WALES COMMUNITY HOSPITAL</td>\n",
        "      <td>                              R&amp;B OA CMHT</td>\n",
        "      <td>  B61 0BB</td>\n",
        "      <td> Y04523</td>\n",
        "      <td>     R&amp;B OA CMHT NEW HAVEN</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>27 </th>\n",
        "      <td>  1-145283386</td>\n",
        "      <td> Princess Of Wales Community Hospital</td>\n",
        "      <td>                         Stourbridge Road</td>\n",
        "      <td>  B61 0BB</td>\n",
        "      <td> PRINCESS OF WALES COMMUNITY HOSPITAL</td>\n",
        "      <td>                                BROM CMHT</td>\n",
        "      <td>  B61 0BB</td>\n",
        "      <td> Y04525</td>\n",
        "      <td>    B CMHT NEWBROOK, POWCH</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>28 </th>\n",
        "      <td>  1-145283386</td>\n",
        "      <td> Princess Of Wales Community Hospital</td>\n",
        "      <td>                         Stourbridge Road</td>\n",
        "      <td>  B61 0BB</td>\n",
        "      <td> PRINCESS OF WALES COMMUNITY HOSPITAL</td>\n",
        "      <td>                                      EIN</td>\n",
        "      <td>  B61 0BB</td>\n",
        "      <td> Y04565</td>\n",
        "      <td>          EI NORTH SERVICE</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>29 </th>\n",
        "      <td>  1-145503153</td>\n",
        "      <td>       Kidderminster Treatment Centre</td>\n",
        "      <td>                             Bewdley Road</td>\n",
        "      <td> DY11 6RJ</td>\n",
        "      <td>       KIDDERMINSTER TREATMENT CENTRE</td>\n",
        "      <td>                      CAMHS KIDDERMINSTER</td>\n",
        "      <td> DY11 6RJ</td>\n",
        "      <td> M81642</td>\n",
        "      <td>    KIDDERMINSTER HOSPITAL</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",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>107</th>\n",
        "      <td>  1-677085054</td>\n",
        "      <td>                 Virgin Care Services</td>\n",
        "      <td>           Sterling Street Medical Centre</td>\n",
        "      <td> DN31 3AE</td>\n",
        "      <td>                 VIRGIN CARE SERVICES</td>\n",
        "      <td>       VIRGINCARE NORTH EAST LINCOLNSHIRE</td>\n",
        "      <td> DN31 3AE</td>\n",
        "      <td> Y04465</td>\n",
        "      <td>   STIRLING MEDICAL CENTRE</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>108</th>\n",
        "      <td>  1-679514695</td>\n",
        "      <td>               Finch Road GP Practice</td>\n",
        "      <td>                       Finch Road Surgery</td>\n",
        "      <td>  B19 1HS</td>\n",
        "      <td>               FINCH ROAD GP PRACTICE</td>\n",
        "      <td>           FINCH ROAD PRIMARY CARE CENTRE</td>\n",
        "      <td>  B19 1HS</td>\n",
        "      <td> M85154</td>\n",
        "      <td> FINCH RD PRIMARY CARE CTR</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>109</th>\n",
        "      <td>  1-679514695</td>\n",
        "      <td>               Finch Road GP Practice</td>\n",
        "      <td>                       Finch Road Surgery</td>\n",
        "      <td>  B19 1HS</td>\n",
        "      <td>               FINCH ROAD GP PRACTICE</td>\n",
        "      <td>                   HOB TPCT-DIABETES CARE</td>\n",
        "      <td>  B19 1HS</td>\n",
        "      <td> Y00385</td>\n",
        "      <td> FINCH RD PRIMARY CARE CTR</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>110</th>\n",
        "      <td>  1-679514695</td>\n",
        "      <td>               Finch Road GP Practice</td>\n",
        "      <td>                       Finch Road Surgery</td>\n",
        "      <td>  B19 1HS</td>\n",
        "      <td>               FINCH ROAD GP PRACTICE</td>\n",
        "      <td>                       FINCH ROAD SURGERY</td>\n",
        "      <td>  B19 1HS</td>\n",
        "      <td> Y02963</td>\n",
        "      <td>        FINCH ROAD SURGERY</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>111</th>\n",
        "      <td>  1-679851397</td>\n",
        "      <td>            Anchor Centre GP Practice</td>\n",
        "      <td>                              Simon House</td>\n",
        "      <td>  CV1 5FX</td>\n",
        "      <td>            ANCHOR CENTRE GP PRACTICE</td>\n",
        "      <td>                 SWANSWELL MEDICAL CENTRE</td>\n",
        "      <td>  CV1 5FX</td>\n",
        "      <td> M86621</td>\n",
        "      <td>  SWANSWELL MEDICAL CENTRE</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>112</th>\n",
        "      <td>  1-679851397</td>\n",
        "      <td>            Anchor Centre GP Practice</td>\n",
        "      <td>                              Simon House</td>\n",
        "      <td>  CV1 5FX</td>\n",
        "      <td>            ANCHOR CENTRE GP PRACTICE</td>\n",
        "      <td>                        THE ANCHOR CENTRE</td>\n",
        "      <td>  CV1 5FX</td>\n",
        "      <td> Y00060</td>\n",
        "      <td>               SIMON HOUSE</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>113</th>\n",
        "      <td>  1-679851773</td>\n",
        "      <td>               Broad Lane GP Practice</td>\n",
        "      <td>                           684 Broad Lane</td>\n",
        "      <td>  CV5 7BB</td>\n",
        "      <td>               BROAD LANE GP PRACTICE</td>\n",
        "      <td>                    BROAD LANE GP SURGERY</td>\n",
        "      <td>  CV5 7BB</td>\n",
        "      <td> M86608</td>\n",
        "      <td>        BROAD LANE SURGERY</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>114</th>\n",
        "      <td>  1-679851773</td>\n",
        "      <td>               Broad Lane GP Practice</td>\n",
        "      <td>                           684 Broad Lane</td>\n",
        "      <td>  CV5 7BB</td>\n",
        "      <td>               BROAD LANE GP PRACTICE</td>\n",
        "      <td>                       BROAD LANE SURGERY</td>\n",
        "      <td>  CV5 7BB</td>\n",
        "      <td> Y02857</td>\n",
        "      <td>            684 BROAD LANE</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>115</th>\n",
        "      <td>  1-679928232</td>\n",
        "      <td>       Coventry GP and Walk In Centre</td>\n",
        "      <td>           City of Coventry Health Centre</td>\n",
        "      <td>  CV1 4FS</td>\n",
        "      <td>       COVENTRY GP AND WALK IN CENTRE</td>\n",
        "      <td>             HILLFIELDS HEALTH CENTRE - 1</td>\n",
        "      <td>  CV1 4FS</td>\n",
        "      <td> M86005</td>\n",
        "      <td>       CITY OF COVENTRY HC</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>116</th>\n",
        "      <td>  1-679928232</td>\n",
        "      <td>       Coventry GP and Walk In Centre</td>\n",
        "      <td>           City of Coventry Health Centre</td>\n",
        "      <td>  CV1 4FS</td>\n",
        "      <td>       COVENTRY GP AND WALK IN CENTRE</td>\n",
        "      <td>                     PRIORY GATE PRACTICE</td>\n",
        "      <td>  CV1 4FS</td>\n",
        "      <td> M86012</td>\n",
        "      <td> CITY OF COVENTRY HLTH CTR</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>117</th>\n",
        "      <td>  1-679928232</td>\n",
        "      <td>       Coventry GP and Walk In Centre</td>\n",
        "      <td>           City of Coventry Health Centre</td>\n",
        "      <td>  CV1 4FS</td>\n",
        "      <td>       COVENTRY GP AND WALK IN CENTRE</td>\n",
        "      <td>           CITY OF COVENTRY HEALTH CENTRE</td>\n",
        "      <td>  CV1 4FS</td>\n",
        "      <td> M86617</td>\n",
        "      <td>  CITY OF COVENTRY HTH CTR</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>118</th>\n",
        "      <td>  1-679928232</td>\n",
        "      <td>       Coventry GP and Walk In Centre</td>\n",
        "      <td>           City of Coventry Health Centre</td>\n",
        "      <td>  CV1 4FS</td>\n",
        "      <td>       COVENTRY GP AND WALK IN CENTRE</td>\n",
        "      <td>                        C&amp;WPT OOH SERVICE</td>\n",
        "      <td>  CV1 4FS</td>\n",
        "      <td> M86639</td>\n",
        "      <td>        1ST FLOOR ROOM 018</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>119</th>\n",
        "      <td>  1-679928232</td>\n",
        "      <td>       Coventry GP and Walk In Centre</td>\n",
        "      <td>           City of Coventry Health Centre</td>\n",
        "      <td>  CV1 4FS</td>\n",
        "      <td>       COVENTRY GP AND WALK IN CENTRE</td>\n",
        "      <td>                CHILD AND FAMILY SERVICES</td>\n",
        "      <td>  CV1 4FS</td>\n",
        "      <td> Y00992</td>\n",
        "      <td>    1ST FLOOR PAYBODY BLDG</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>120</th>\n",
        "      <td>  1-679928232</td>\n",
        "      <td>       Coventry GP and Walk In Centre</td>\n",
        "      <td>           City of Coventry Health Centre</td>\n",
        "      <td>  CV1 4FS</td>\n",
        "      <td>       COVENTRY GP AND WALK IN CENTRE</td>\n",
        "      <td>                        MERIDIAN PRACTICE</td>\n",
        "      <td>  CV1 4FS</td>\n",
        "      <td> Y00996</td>\n",
        "      <td>     CITY OF COVENTRY H.C.</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>121</th>\n",
        "      <td>  1-679928232</td>\n",
        "      <td>       Coventry GP and Walk In Centre</td>\n",
        "      <td>           City of Coventry Health Centre</td>\n",
        "      <td>  CV1 4FS</td>\n",
        "      <td>       COVENTRY GP AND WALK IN CENTRE</td>\n",
        "      <td>            COMMUNITY DERMATOLOGY SERVICE</td>\n",
        "      <td>  CV1 4FS</td>\n",
        "      <td> Y00997</td>\n",
        "      <td>  CITY OF COVENTRY HTH CTR</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>122</th>\n",
        "      <td>  1-679928232</td>\n",
        "      <td>       Coventry GP and Walk In Centre</td>\n",
        "      <td>           City of Coventry Health Centre</td>\n",
        "      <td>  CV1 4FS</td>\n",
        "      <td>       COVENTRY GP AND WALK IN CENTRE</td>\n",
        "      <td>                    COMMUNITY ENT SERVICE</td>\n",
        "      <td>  CV1 4FS</td>\n",
        "      <td> Y01130</td>\n",
        "      <td>  CITY OF COVENTRY HTH CTR</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>123</th>\n",
        "      <td>  1-679928232</td>\n",
        "      <td>       Coventry GP and Walk In Centre</td>\n",
        "      <td>           City of Coventry Health Centre</td>\n",
        "      <td>  CV1 4FS</td>\n",
        "      <td>       COVENTRY GP AND WALK IN CENTRE</td>\n",
        "      <td>            COMMUNITY GYNAECOLOGY SERVICE</td>\n",
        "      <td>  CV1 4FS</td>\n",
        "      <td> Y01168</td>\n",
        "      <td>  CITY OF COVENTRY HTH CTR</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>124</th>\n",
        "      <td>  1-679928232</td>\n",
        "      <td>       Coventry GP and Walk In Centre</td>\n",
        "      <td>           City of Coventry Health Centre</td>\n",
        "      <td>  CV1 4FS</td>\n",
        "      <td>       COVENTRY GP AND WALK IN CENTRE</td>\n",
        "      <td>         INTEGRATED SEXUAL HEALTH SERVICE</td>\n",
        "      <td>  CV1 4FS</td>\n",
        "      <td> Y01667</td>\n",
        "      <td>  CITY OF COVENTRY HTH CTR</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>125</th>\n",
        "      <td>  1-679928232</td>\n",
        "      <td>       Coventry GP and Walk In Centre</td>\n",
        "      <td>           City of Coventry Health Centre</td>\n",
        "      <td>  CV1 4FS</td>\n",
        "      <td>       COVENTRY GP AND WALK IN CENTRE</td>\n",
        "      <td>             COMMUNITY OPHTHALMOLOGY SERV</td>\n",
        "      <td>  CV1 4FS</td>\n",
        "      <td> Y02318</td>\n",
        "      <td>  CITY OF COVENTRY HTH CTR</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>126</th>\n",
        "      <td>  1-679928232</td>\n",
        "      <td>       Coventry GP and Walk In Centre</td>\n",
        "      <td>           City of Coventry Health Centre</td>\n",
        "      <td>  CV1 4FS</td>\n",
        "      <td>       COVENTRY GP AND WALK IN CENTRE</td>\n",
        "      <td>              COVENTRY NHS HEALTHCARE CTR</td>\n",
        "      <td>  CV1 4FS</td>\n",
        "      <td> Y02613</td>\n",
        "      <td>  CITY OF COVENTRY HTH CTR</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>127</th>\n",
        "      <td>  1-679928232</td>\n",
        "      <td>       Coventry GP and Walk In Centre</td>\n",
        "      <td>           City of Coventry Health Centre</td>\n",
        "      <td>  CV1 4FS</td>\n",
        "      <td>       COVENTRY GP AND WALK IN CENTRE</td>\n",
        "      <td>                         CAMHS - COVENTRY</td>\n",
        "      <td>  CV1 4FS</td>\n",
        "      <td> Y03110</td>\n",
        "      <td>     4TH FLOOR COVENTRY HC</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>128</th>\n",
        "      <td>  1-679928232</td>\n",
        "      <td>       Coventry GP and Walk In Centre</td>\n",
        "      <td>           City of Coventry Health Centre</td>\n",
        "      <td>  CV1 4FS</td>\n",
        "      <td>       COVENTRY GP AND WALK IN CENTRE</td>\n",
        "      <td>                            COVENTRY CMHT</td>\n",
        "      <td>  CV1 4FS</td>\n",
        "      <td> Y03557</td>\n",
        "      <td>           SWANSWELL POINT</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>129</th>\n",
        "      <td>  1-679928569</td>\n",
        "      <td>                            Deer Park</td>\n",
        "      <td>                 Deer Park Medical Centre</td>\n",
        "      <td> OX28 5YT</td>\n",
        "      <td>                            DEER PARK</td>\n",
        "      <td>                 DEER PARK MEDICAL CENTRE</td>\n",
        "      <td> OX28 5YT</td>\n",
        "      <td> K84622</td>\n",
        "      <td>  DEER PARK MEDICAL CENTRE</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>130</th>\n",
        "      <td>  1-679928946</td>\n",
        "      <td>               Kingsheath GP Practice</td>\n",
        "      <td>                               North Oval</td>\n",
        "      <td>  NN5 7LN</td>\n",
        "      <td>               KINGSHEATH GP PRACTICE</td>\n",
        "      <td>           KINGS HEATH HEALTH CARE CENTRE</td>\n",
        "      <td>  NN5 7LN</td>\n",
        "      <td> Y00028</td>\n",
        "      <td>                NORTH OVAL</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>131</th>\n",
        "      <td>  1-679989614</td>\n",
        "      <td>               Lingsbrook GP Practice</td>\n",
        "      <td> Weston Flavell Centre, Billingbrook Road</td>\n",
        "      <td>  NN3 8DW</td>\n",
        "      <td>               LINGSBROOK GP PRACTICE</td>\n",
        "      <td>                           MOLLA &amp; KESANI</td>\n",
        "      <td>  NN3 8DW</td>\n",
        "      <td> K83033</td>\n",
        "      <td>  WESTON FAVELL HEALTH CTR</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>132</th>\n",
        "      <td>  1-679989614</td>\n",
        "      <td>               Lingsbrook GP Practice</td>\n",
        "      <td> Weston Flavell Centre, Billingbrook Road</td>\n",
        "      <td>  NN3 8DW</td>\n",
        "      <td>               LINGSBROOK GP PRACTICE</td>\n",
        "      <td>                     LINGS BROOK PRACTICE</td>\n",
        "      <td>  NN3 8DW</td>\n",
        "      <td> K83074</td>\n",
        "      <td>      LINGS BROOK PRACTICE</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>133</th>\n",
        "      <td>  1-679989614</td>\n",
        "      <td>               Lingsbrook GP Practice</td>\n",
        "      <td> Weston Flavell Centre, Billingbrook Road</td>\n",
        "      <td>  NN3 8DW</td>\n",
        "      <td>               LINGSBROOK GP PRACTICE</td>\n",
        "      <td>                                   JAMEEL</td>\n",
        "      <td>  NN3 8DW</td>\n",
        "      <td> K83076</td>\n",
        "      <td>  WESTON FAVELL HEALTH CTR</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>134</th>\n",
        "      <td>  1-679989614</td>\n",
        "      <td>               Lingsbrook GP Practice</td>\n",
        "      <td> Weston Flavell Centre, Billingbrook Road</td>\n",
        "      <td>  NN3 8DW</td>\n",
        "      <td>               LINGSBROOK GP PRACTICE</td>\n",
        "      <td>                        DRS LAKHA &amp; ABBAS</td>\n",
        "      <td>  NN3 8DW</td>\n",
        "      <td> K83618</td>\n",
        "      <td>  WESTON FAVELL P/C CENTRE</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>135</th>\n",
        "      <td>  1-714016472</td>\n",
        "      <td>      Kingstanding Community Practice</td>\n",
        "      <td>                         Warren Farm Road</td>\n",
        "      <td>  B44 0PU</td>\n",
        "      <td>      KINGSTANDING COMMUNITY PRACTICE</td>\n",
        "      <td>                       URGENT CARE CENTRE</td>\n",
        "      <td>  B44 0PU</td>\n",
        "      <td> Y01176</td>\n",
        "      <td> WARREN FARM HEALTH CENTRE</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>136</th>\n",
        "      <td>  1-714016472</td>\n",
        "      <td>      Kingstanding Community Practice</td>\n",
        "      <td>                         Warren Farm Road</td>\n",
        "      <td>  B44 0PU</td>\n",
        "      <td>      KINGSTANDING COMMUNITY PRACTICE</td>\n",
        "      <td>      THE KINGSTANDING COMMUNITY PRACTICE</td>\n",
        "      <td>  B44 0PU</td>\n",
        "      <td> Y02988</td>\n",
        "      <td> WARREN FARM HEALTH CENTRE</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
        "<p>137 rows \u00d7 9 columns</p>\n",
        "</div>"
       ],
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 31,
       "text": [
        "      Location ID                         Location Name  \\\n",
        "0    1-1051403692             Lyme Regis Medical Centre   \n",
        "1    1-1051403692             Lyme Regis Medical Centre   \n",
        "2    1-1051403692             Lyme Regis Medical Centre   \n",
        "3    1-1213929971                    East Park Practice   \n",
        "4    1-1213929971                    East Park Practice   \n",
        "5    1-1213929971                    East Park Practice   \n",
        "6    1-1213929971                    East Park Practice   \n",
        "7    1-1213929971                    East Park Practice   \n",
        "8     1-145049431         Oldham Integrated Care Centre   \n",
        "9     1-145049431         Oldham Integrated Care Centre   \n",
        "10    1-145049431         Oldham Integrated Care Centre   \n",
        "11    1-145049431         Oldham Integrated Care Centre   \n",
        "12    1-145049431         Oldham Integrated Care Centre   \n",
        "13    1-145049431         Oldham Integrated Care Centre   \n",
        "14    1-145049431         Oldham Integrated Care Centre   \n",
        "15    1-145049431         Oldham Integrated Care Centre   \n",
        "16    1-145049431         Oldham Integrated Care Centre   \n",
        "17    1-145049431         Oldham Integrated Care Centre   \n",
        "18    1-145049431         Oldham Integrated Care Centre   \n",
        "19    1-145283366                     The Vertis Centre   \n",
        "20    1-145283386  Princess Of Wales Community Hospital   \n",
        "21    1-145283386  Princess Of Wales Community Hospital   \n",
        "22    1-145283386  Princess Of Wales Community Hospital   \n",
        "23    1-145283386  Princess Of Wales Community Hospital   \n",
        "24    1-145283386  Princess Of Wales Community Hospital   \n",
        "25    1-145283386  Princess Of Wales Community Hospital   \n",
        "26    1-145283386  Princess Of Wales Community Hospital   \n",
        "27    1-145283386  Princess Of Wales Community Hospital   \n",
        "28    1-145283386  Princess Of Wales Community Hospital   \n",
        "29    1-145503153        Kidderminster Treatment Centre   \n",
        "..            ...                                   ...   \n",
        "107   1-677085054                  Virgin Care Services   \n",
        "108   1-679514695                Finch Road GP Practice   \n",
        "109   1-679514695                Finch Road GP Practice   \n",
        "110   1-679514695                Finch Road GP Practice   \n",
        "111   1-679851397             Anchor Centre GP Practice   \n",
        "112   1-679851397             Anchor Centre GP Practice   \n",
        "113   1-679851773                Broad Lane GP Practice   \n",
        "114   1-679851773                Broad Lane GP Practice   \n",
        "115   1-679928232        Coventry GP and Walk In Centre   \n",
        "116   1-679928232        Coventry GP and Walk In Centre   \n",
        "117   1-679928232        Coventry GP and Walk In Centre   \n",
        "118   1-679928232        Coventry GP and Walk In Centre   \n",
        "119   1-679928232        Coventry GP and Walk In Centre   \n",
        "120   1-679928232        Coventry GP and Walk In Centre   \n",
        "121   1-679928232        Coventry GP and Walk In Centre   \n",
        "122   1-679928232        Coventry GP and Walk In Centre   \n",
        "123   1-679928232        Coventry GP and Walk In Centre   \n",
        "124   1-679928232        Coventry GP and Walk In Centre   \n",
        "125   1-679928232        Coventry GP and Walk In Centre   \n",
        "126   1-679928232        Coventry GP and Walk In Centre   \n",
        "127   1-679928232        Coventry GP and Walk In Centre   \n",
        "128   1-679928232        Coventry GP and Walk In Centre   \n",
        "129   1-679928569                             Deer Park   \n",
        "130   1-679928946                Kingsheath GP Practice   \n",
        "131   1-679989614                Lingsbrook GP Practice   \n",
        "132   1-679989614                Lingsbrook GP Practice   \n",
        "133   1-679989614                Lingsbrook GP Practice   \n",
        "134   1-679989614                Lingsbrook GP Practice   \n",
        "135   1-714016472       Kingstanding Community Practice   \n",
        "136   1-714016472       Kingstanding Community Practice   \n",
        "\n",
        "                               Street Address Postal Code  \\\n",
        "0                   Lyme Regis Medical Centre     DT7 3LS   \n",
        "1                   Lyme Regis Medical Centre     DT7 3LS   \n",
        "2                   Lyme Regis Medical Centre     DT7 3LS   \n",
        "3                  The Park Healthcare Centre     HU9 3JA   \n",
        "4                  The Park Healthcare Centre     HU9 3JA   \n",
        "5                  The Park Healthcare Centre     HU9 3JA   \n",
        "6                  The Park Healthcare Centre     HU9 3JA   \n",
        "7                  The Park Healthcare Centre     HU9 3JA   \n",
        "8                        New Radcliffe Street     OL1 1NL   \n",
        "9                        New Radcliffe Street     OL1 1NL   \n",
        "10                       New Radcliffe Street     OL1 1NL   \n",
        "11                       New Radcliffe Street     OL1 1NL   \n",
        "12                       New Radcliffe Street     OL1 1NL   \n",
        "13                       New Radcliffe Street     OL1 1NL   \n",
        "14                       New Radcliffe Street     OL1 1NL   \n",
        "15                       New Radcliffe Street     OL1 1NL   \n",
        "16                       New Radcliffe Street     OL1 1NL   \n",
        "17                       New Radcliffe Street     OL1 1NL   \n",
        "18                       New Radcliffe Street     OL1 1NL   \n",
        "19                         Upper Ground Floor     B97 4AJ   \n",
        "20                           Stourbridge Road     B61 0BB   \n",
        "21                           Stourbridge Road     B61 0BB   \n",
        "22                           Stourbridge Road     B61 0BB   \n",
        "23                           Stourbridge Road     B61 0BB   \n",
        "24                           Stourbridge Road     B61 0BB   \n",
        "25                           Stourbridge Road     B61 0BB   \n",
        "26                           Stourbridge Road     B61 0BB   \n",
        "27                           Stourbridge Road     B61 0BB   \n",
        "28                           Stourbridge Road     B61 0BB   \n",
        "29                               Bewdley Road    DY11 6RJ   \n",
        "..                                        ...         ...   \n",
        "107            Sterling Street Medical Centre    DN31 3AE   \n",
        "108                        Finch Road Surgery     B19 1HS   \n",
        "109                        Finch Road Surgery     B19 1HS   \n",
        "110                        Finch Road Surgery     B19 1HS   \n",
        "111                               Simon House     CV1 5FX   \n",
        "112                               Simon House     CV1 5FX   \n",
        "113                            684 Broad Lane     CV5 7BB   \n",
        "114                            684 Broad Lane     CV5 7BB   \n",
        "115            City of Coventry Health Centre     CV1 4FS   \n",
        "116            City of Coventry Health Centre     CV1 4FS   \n",
        "117            City of Coventry Health Centre     CV1 4FS   \n",
        "118            City of Coventry Health Centre     CV1 4FS   \n",
        "119            City of Coventry Health Centre     CV1 4FS   \n",
        "120            City of Coventry Health Centre     CV1 4FS   \n",
        "121            City of Coventry Health Centre     CV1 4FS   \n",
        "122            City of Coventry Health Centre     CV1 4FS   \n",
        "123            City of Coventry Health Centre     CV1 4FS   \n",
        "124            City of Coventry Health Centre     CV1 4FS   \n",
        "125            City of Coventry Health Centre     CV1 4FS   \n",
        "126            City of Coventry Health Centre     CV1 4FS   \n",
        "127            City of Coventry Health Centre     CV1 4FS   \n",
        "128            City of Coventry Health Centre     CV1 4FS   \n",
        "129                  Deer Park Medical Centre    OX28 5YT   \n",
        "130                                North Oval     NN5 7LN   \n",
        "131  Weston Flavell Centre, Billingbrook Road     NN3 8DW   \n",
        "132  Weston Flavell Centre, Billingbrook Road     NN3 8DW   \n",
        "133  Weston Flavell Centre, Billingbrook Road     NN3 8DW   \n",
        "134  Weston Flavell Centre, Billingbrook Road     NN3 8DW   \n",
        "135                          Warren Farm Road     B44 0PU   \n",
        "136                          Warren Farm Road     B44 0PU   \n",
        "\n",
        "                                     name  \\\n",
        "0               LYME REGIS MEDICAL CENTRE   \n",
        "1               LYME REGIS MEDICAL CENTRE   \n",
        "2               LYME REGIS MEDICAL CENTRE   \n",
        "3                      EAST PARK PRACTICE   \n",
        "4                      EAST PARK PRACTICE   \n",
        "5                      EAST PARK PRACTICE   \n",
        "6                      EAST PARK PRACTICE   \n",
        "7                      EAST PARK PRACTICE   \n",
        "8           OLDHAM INTEGRATED CARE CENTRE   \n",
        "9           OLDHAM INTEGRATED CARE CENTRE   \n",
        "10          OLDHAM INTEGRATED CARE CENTRE   \n",
        "11          OLDHAM INTEGRATED CARE CENTRE   \n",
        "12          OLDHAM INTEGRATED CARE CENTRE   \n",
        "13          OLDHAM INTEGRATED CARE CENTRE   \n",
        "14          OLDHAM INTEGRATED CARE CENTRE   \n",
        "15          OLDHAM INTEGRATED CARE CENTRE   \n",
        "16          OLDHAM INTEGRATED CARE CENTRE   \n",
        "17          OLDHAM INTEGRATED CARE CENTRE   \n",
        "18          OLDHAM INTEGRATED CARE CENTRE   \n",
        "19                      THE VERTIS CENTRE   \n",
        "20   PRINCESS OF WALES COMMUNITY HOSPITAL   \n",
        "21   PRINCESS OF WALES COMMUNITY HOSPITAL   \n",
        "22   PRINCESS OF WALES COMMUNITY HOSPITAL   \n",
        "23   PRINCESS OF WALES COMMUNITY HOSPITAL   \n",
        "24   PRINCESS OF WALES COMMUNITY HOSPITAL   \n",
        "25   PRINCESS OF WALES COMMUNITY HOSPITAL   \n",
        "26   PRINCESS OF WALES COMMUNITY HOSPITAL   \n",
        "27   PRINCESS OF WALES COMMUNITY HOSPITAL   \n",
        "28   PRINCESS OF WALES COMMUNITY HOSPITAL   \n",
        "29         KIDDERMINSTER TREATMENT CENTRE   \n",
        "..                                    ...   \n",
        "107                  VIRGIN CARE SERVICES   \n",
        "108                FINCH ROAD GP PRACTICE   \n",
        "109                FINCH ROAD GP PRACTICE   \n",
        "110                FINCH ROAD GP PRACTICE   \n",
        "111             ANCHOR CENTRE GP PRACTICE   \n",
        "112             ANCHOR CENTRE GP PRACTICE   \n",
        "113                BROAD LANE GP PRACTICE   \n",
        "114                BROAD LANE GP PRACTICE   \n",
        "115        COVENTRY GP AND WALK IN CENTRE   \n",
        "116        COVENTRY GP AND WALK IN CENTRE   \n",
        "117        COVENTRY GP AND WALK IN CENTRE   \n",
        "118        COVENTRY GP AND WALK IN CENTRE   \n",
        "119        COVENTRY GP AND WALK IN CENTRE   \n",
        "120        COVENTRY GP AND WALK IN CENTRE   \n",
        "121        COVENTRY GP AND WALK IN CENTRE   \n",
        "122        COVENTRY GP AND WALK IN CENTRE   \n",
        "123        COVENTRY GP AND WALK IN CENTRE   \n",
        "124        COVENTRY GP AND WALK IN CENTRE   \n",
        "125        COVENTRY GP AND WALK IN CENTRE   \n",
        "126        COVENTRY GP AND WALK IN CENTRE   \n",
        "127        COVENTRY GP AND WALK IN CENTRE   \n",
        "128        COVENTRY GP AND WALK IN CENTRE   \n",
        "129                             DEER PARK   \n",
        "130                KINGSHEATH GP PRACTICE   \n",
        "131                LINGSBROOK GP PRACTICE   \n",
        "132                LINGSBROOK GP PRACTICE   \n",
        "133                LINGSBROOK GP PRACTICE   \n",
        "134                LINGSBROOK GP PRACTICE   \n",
        "135       KINGSTANDING COMMUNITY PRACTICE   \n",
        "136       KINGSTANDING COMMUNITY PRACTICE   \n",
        "\n",
        "                                            1         9       0  \\\n",
        "0                           THE LYME PRACTICE   DT7 3LS  J81088   \n",
        "1                         LYME MEDICAL CENTRE   DT7 3LS  Y03445   \n",
        "2                   LYME REGIS MEDICAL CENTRE   DT7 3LS  Y03661   \n",
        "3                   DR AE OGUNBA AND PARTNERS   HU9 3JA  B81001   \n",
        "4                  DR GM CHOWDHURY'S PRACTICE   HU9 3JA  B81066   \n",
        "5                     DR RD YAGNIK'S PRACTICE   HU9 3JA  B81097   \n",
        "6                          EAST PARK PRACTICE   HU9 3JA  B81645   \n",
        "7              ASSURA ER LLP HULL DERMATOLOGY   HU9 3JA  Y03508   \n",
        "8                      THE CHOWDHURY PRACTICE   OL1 1NL  P85003   \n",
        "9                      OLDHAM FAMILY PRACTICE   OL1 1NL  P85007   \n",
        "10                         TREWINARD PRACTICE   OL1 1NL  P85601   \n",
        "11                           PERKINS PRACTICE   OL1 1NL  P85608   \n",
        "12                  OLDHAM PCT WALK IN CENTRE   OL1 1NL  Y00665   \n",
        "13                          THE DURU PRACTICE   OL1 1NL  Y01124   \n",
        "14                    PENNINE MSK PARTNERSHIP   OL1 1NL  Y01634   \n",
        "15                LINDLEY HOUSE HEALTH CENTRE   OL1 1NL  Y02875   \n",
        "16                       SEXUAL HEALTH OLDHAM   OL1 1NL  Y03547   \n",
        "17                 OLDHAM DERMATOLOGY SERVICE   OL1 1NL  Y03699   \n",
        "18   LEARNING ASSESSMENT AND NEUROCARE CENTRE   OL1 1NL  Y04692   \n",
        "19                            THE DOW SURGERY   B97 4AJ  M81020   \n",
        "20               COMMUNITY HOSP WARDS (POWCH)   B61 0BB  Y01830   \n",
        "21                  COMM HW (POWCH PALL CARE)   B61 0BB  Y01831   \n",
        "22              R&B ADMISSION PREVENTION TEAM   B61 0BB  Y04276   \n",
        "23     REDDITCH & BROMSGROVE COMMUNITY NURSES   B61 0BB  Y04277   \n",
        "24    REDDITCH & BROMSGROVE COUNTYWIDE NURSES   B61 0BB  Y04278   \n",
        "25                                    RB PALL   B61 0BB  Y04337   \n",
        "26                                R&B OA CMHT   B61 0BB  Y04523   \n",
        "27                                  BROM CMHT   B61 0BB  Y04525   \n",
        "28                                        EIN   B61 0BB  Y04565   \n",
        "29                        CAMHS KIDDERMINSTER  DY11 6RJ  M81642   \n",
        "..                                        ...       ...     ...   \n",
        "107        VIRGINCARE NORTH EAST LINCOLNSHIRE  DN31 3AE  Y04465   \n",
        "108            FINCH ROAD PRIMARY CARE CENTRE   B19 1HS  M85154   \n",
        "109                    HOB TPCT-DIABETES CARE   B19 1HS  Y00385   \n",
        "110                        FINCH ROAD SURGERY   B19 1HS  Y02963   \n",
        "111                  SWANSWELL MEDICAL CENTRE   CV1 5FX  M86621   \n",
        "112                         THE ANCHOR CENTRE   CV1 5FX  Y00060   \n",
        "113                     BROAD LANE GP SURGERY   CV5 7BB  M86608   \n",
        "114                        BROAD LANE SURGERY   CV5 7BB  Y02857   \n",
        "115              HILLFIELDS HEALTH CENTRE - 1   CV1 4FS  M86005   \n",
        "116                      PRIORY GATE PRACTICE   CV1 4FS  M86012   \n",
        "117            CITY OF COVENTRY HEALTH CENTRE   CV1 4FS  M86617   \n",
        "118                         C&WPT OOH SERVICE   CV1 4FS  M86639   \n",
        "119                 CHILD AND FAMILY SERVICES   CV1 4FS  Y00992   \n",
        "120                         MERIDIAN PRACTICE   CV1 4FS  Y00996   \n",
        "121             COMMUNITY DERMATOLOGY SERVICE   CV1 4FS  Y00997   \n",
        "122                     COMMUNITY ENT SERVICE   CV1 4FS  Y01130   \n",
        "123             COMMUNITY GYNAECOLOGY SERVICE   CV1 4FS  Y01168   \n",
        "124          INTEGRATED SEXUAL HEALTH SERVICE   CV1 4FS  Y01667   \n",
        "125              COMMUNITY OPHTHALMOLOGY SERV   CV1 4FS  Y02318   \n",
        "126               COVENTRY NHS HEALTHCARE CTR   CV1 4FS  Y02613   \n",
        "127                          CAMHS - COVENTRY   CV1 4FS  Y03110   \n",
        "128                             COVENTRY CMHT   CV1 4FS  Y03557   \n",
        "129                  DEER PARK MEDICAL CENTRE  OX28 5YT  K84622   \n",
        "130            KINGS HEATH HEALTH CARE CENTRE   NN5 7LN  Y00028   \n",
        "131                            MOLLA & KESANI   NN3 8DW  K83033   \n",
        "132                      LINGS BROOK PRACTICE   NN3 8DW  K83074   \n",
        "133                                    JAMEEL   NN3 8DW  K83076   \n",
        "134                         DRS LAKHA & ABBAS   NN3 8DW  K83618   \n",
        "135                        URGENT CARE CENTRE   B44 0PU  Y01176   \n",
        "136       THE KINGSTANDING COMMUNITY PRACTICE   B44 0PU  Y02988   \n",
        "\n",
        "                             4  \n",
        "0            THE LYME PRACTICE  \n",
        "1    LYME COMMUNITY CARE CNTRE  \n",
        "2    LYME REGIS MEDICAL CENTRE  \n",
        "3           PARK HEALTH CENTRE  \n",
        "4           PARK HEALTH CENTRE  \n",
        "5           PARK HEALTH CENTRE  \n",
        "6           EAST PARK PRACTICE  \n",
        "7           PARK HEALTH CENTRE  \n",
        "8       INTEGRATED CARE CENTRE  \n",
        "9     1ST FLOOR INTEGRATED C C  \n",
        "10      INTEGRATED CARE CENTRE  \n",
        "11      INTEGRATED CARE CENTRE  \n",
        "12      INTEGRATED CARE CENTRE  \n",
        "13      INTEGRATED CARE CENTRE  \n",
        "14       OLDHAM INTERGRATED CC  \n",
        "15      INTEGRATED CARE CENTRE  \n",
        "16      INTEGRATED CARE CENTRE  \n",
        "17   DERMATOLOGY SERVICE (O/M)  \n",
        "18      INTEGRATED CARE CENTRE  \n",
        "19             THE DOW SURGERY  \n",
        "20            STOURBRIDGE ROAD  \n",
        "21            STOURBRIDGE ROAD  \n",
        "22   PRINCESS OF WALES COM HSP  \n",
        "23   PRINCESS OF WALES COM HSP  \n",
        "24   PRINCESS OF WALES COM HSP  \n",
        "25         R&B PALLIATIVE CARE  \n",
        "26       R&B OA CMHT NEW HAVEN  \n",
        "27      B CMHT NEWBROOK, POWCH  \n",
        "28            EI NORTH SERVICE  \n",
        "29      KIDDERMINSTER HOSPITAL  \n",
        "..                         ...  \n",
        "107    STIRLING MEDICAL CENTRE  \n",
        "108  FINCH RD PRIMARY CARE CTR  \n",
        "109  FINCH RD PRIMARY CARE CTR  \n",
        "110         FINCH ROAD SURGERY  \n",
        "111   SWANSWELL MEDICAL CENTRE  \n",
        "112                SIMON HOUSE  \n",
        "113         BROAD LANE SURGERY  \n",
        "114             684 BROAD LANE  \n",
        "115        CITY OF COVENTRY HC  \n",
        "116  CITY OF COVENTRY HLTH CTR  \n",
        "117   CITY OF COVENTRY HTH CTR  \n",
        "118         1ST FLOOR ROOM 018  \n",
        "119     1ST FLOOR PAYBODY BLDG  \n",
        "120      CITY OF COVENTRY H.C.  \n",
        "121   CITY OF COVENTRY HTH CTR  \n",
        "122   CITY OF COVENTRY HTH CTR  \n",
        "123   CITY OF COVENTRY HTH CTR  \n",
        "124   CITY OF COVENTRY HTH CTR  \n",
        "125   CITY OF COVENTRY HTH CTR  \n",
        "126   CITY OF COVENTRY HTH CTR  \n",
        "127      4TH FLOOR COVENTRY HC  \n",
        "128            SWANSWELL POINT  \n",
        "129   DEER PARK MEDICAL CENTRE  \n",
        "130                 NORTH OVAL  \n",
        "131   WESTON FAVELL HEALTH CTR  \n",
        "132       LINGS BROOK PRACTICE  \n",
        "133   WESTON FAVELL HEALTH CTR  \n",
        "134   WESTON FAVELL P/C CENTRE  \n",
        "135  WARREN FARM HEALTH CENTRE  \n",
        "136  WARREN FARM HEALTH CENTRE  \n",
        "\n",
        "[137 rows x 9 columns]"
       ]
      }
     ],
     "prompt_number": 31
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "#There were 46 Virgin centres listed on the CQC site - how many have we got in the merge set?\n",
      "len(virgin_merge_test2['Location Name'].unique())"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 32,
       "text": [
        "37"
       ]
      }
     ],
     "prompt_number": 32
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "virgin[['Provider Name','Location ID','Location Name','Street Address','Postal Code']]"
     ],
     "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>Provider Name</th>\n",
        "      <th>Location ID</th>\n",
        "      <th>Location Name</th>\n",
        "      <th>Street Address</th>\n",
        "      <th>Postal Code</th>\n",
        "    </tr>\n",
        "  </thead>\n",
        "  <tbody>\n",
        "    <tr>\n",
        "      <th>328  </th>\n",
        "      <td>                    VH Doctors Limited</td>\n",
        "      <td> 1-1051403692</td>\n",
        "      <td>                        Lyme Regis Medical Centre</td>\n",
        "      <td>                Lyme Regis Medical Centre</td>\n",
        "      <td>  DT7 3LS</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>7818 </th>\n",
        "      <td>                    VH Doctors Limited</td>\n",
        "      <td> 1-1213929971</td>\n",
        "      <td>                               East Park Practice</td>\n",
        "      <td>               The Park Healthcare Centre</td>\n",
        "      <td>  HU9 3JA</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>18328</th>\n",
        "      <td>             Virgin Care Blackpool LLP</td>\n",
        "      <td>  1-145049431</td>\n",
        "      <td>                    Oldham Integrated Care Centre</td>\n",
        "      <td>                     New Radcliffe Street</td>\n",
        "      <td>  OL1 1NL</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>18422</th>\n",
        "      <td>                Virgin Care Vertis LLP</td>\n",
        "      <td>  1-145283366</td>\n",
        "      <td>                                The Vertis Centre</td>\n",
        "      <td>                       Upper Ground Floor</td>\n",
        "      <td>  B97 4AJ</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>18423</th>\n",
        "      <td>                Virgin Care Vertis LLP</td>\n",
        "      <td>  1-145283386</td>\n",
        "      <td>             Princess Of Wales Community Hospital</td>\n",
        "      <td>                         Stourbridge Road</td>\n",
        "      <td>  B61 0BB</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>18455</th>\n",
        "      <td>          Virgin Care Wyre Forest  LLP</td>\n",
        "      <td>  1-145503153</td>\n",
        "      <td>                   Kidderminster Treatment Centre</td>\n",
        "      <td>                             Bewdley Road</td>\n",
        "      <td> DY11 6RJ</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>19121</th>\n",
        "      <td>                  Peninsula Health LLP</td>\n",
        "      <td>  1-149321981</td>\n",
        "      <td>     Peninsula Health Birkenhead Medical Building</td>\n",
        "      <td>    2nd Floor Birkenhead Medical Building</td>\n",
        "      <td> CH41 8DB</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>21936</th>\n",
        "      <td>          Virgin Care Macclesfield LLP</td>\n",
        "      <td>  1-188720285</td>\n",
        "      <td>                           Spire Regency Hospital</td>\n",
        "      <td>                              West Street</td>\n",
        "      <td> SK11 8DW</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>25696</th>\n",
        "      <td>             Virgin Care Cambridge LLP</td>\n",
        "      <td>  1-201621036</td>\n",
        "      <td>                   Nuffield Road Medical Practice</td>\n",
        "      <td>                            Nuffield Road</td>\n",
        "      <td>  CB4 1GL</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>28494</th>\n",
        "      <td>                Virgin Care Vertis LLP</td>\n",
        "      <td>  1-227856719</td>\n",
        "      <td>                           The Alexandra Hospital</td>\n",
        "      <td>                            Woodrow Drive</td>\n",
        "      <td>  B98 7UB</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>30657</th>\n",
        "      <td>              Virgin Care Coventry LLP</td>\n",
        "      <td>  1-301391094</td>\n",
        "      <td>            Summerfield GP and Urgent Care Centre</td>\n",
        "      <td>                         134 Heath Street</td>\n",
        "      <td>  B18 7AL</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>31425</th>\n",
        "      <td>                    Assura Reading LLP</td>\n",
        "      <td>  1-318228148</td>\n",
        "      <td>                    Reading Walk-in Health Centre</td>\n",
        "      <td>                                1st Floor</td>\n",
        "      <td>  RG1 7QA</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>32339</th>\n",
        "      <td>                    VH Doctors Limited</td>\n",
        "      <td>  1-348027749</td>\n",
        "      <td>                                   VH Doctors Ltd</td>\n",
        "      <td>                             Lynton House</td>\n",
        "      <td> WC1H 9LT</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>32489</th>\n",
        "      <td>      North Lancashire Doctors Limited</td>\n",
        "      <td>  1-352858943</td>\n",
        "      <td>                  Queen Victoria Centre Morecambe</td>\n",
        "      <td>                            Thornton Road</td>\n",
        "      <td>  LA4 5NN</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>32985</th>\n",
        "      <td>           Virgin Care East Riding LLP</td>\n",
        "      <td>  1-375358006</td>\n",
        "      <td>                                Riverside Surgery</td>\n",
        "      <td>                           Barnard Avenue</td>\n",
        "      <td> DN20 8AS</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>32989</th>\n",
        "      <td>           Virgin Care East Riding LLP</td>\n",
        "      <td>  1-375458032</td>\n",
        "      <td>                                  Central Surgery</td>\n",
        "      <td>                              King Street</td>\n",
        "      <td> DN18 5ER</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>32990</th>\n",
        "      <td>           Virgin Care East Riding LLP</td>\n",
        "      <td>  1-375458072</td>\n",
        "      <td>                                 Ironstone Centre</td>\n",
        "      <td>                              West Street</td>\n",
        "      <td> DN15 6HX</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>33285</th>\n",
        "      <td>                Virgin Care Wandle LLP</td>\n",
        "      <td>  1-390977846</td>\n",
        "      <td>                       Croydon Urgent Care Centre</td>\n",
        "      <td>                          530 London Road</td>\n",
        "      <td>  CR7 7YE</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>34601</th>\n",
        "      <td>             Virgin Care Blackpool LLP</td>\n",
        "      <td>  1-446510115</td>\n",
        "      <td>                     Moor Park Health and Leisure</td>\n",
        "      <td>      Moor Park Health and Leisure Centre</td>\n",
        "      <td>  FY2 0JG</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>40947</th>\n",
        "      <td> Virgin Care Provider Services Limited</td>\n",
        "      <td>  1-552207793</td>\n",
        "      <td>                      Sexual Health Milton Keynes</td>\n",
        "      <td>                            18 Crown Walk</td>\n",
        "      <td>  MK9 3AH</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>43944</th>\n",
        "      <td>                 Virgin Care Leeds LLP</td>\n",
        "      <td>  1-582065001</td>\n",
        "      <td>                            Virgin Care Leeds LLP</td>\n",
        "      <td>           The Meadow Dale Group Practice</td>\n",
        "      <td>  HX5 0EE</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>43953</th>\n",
        "      <td>                 Virgin Care Leeds LLP</td>\n",
        "      <td>  1-582112768</td>\n",
        "      <td>                       Meadow Dale Group Practice</td>\n",
        "      <td>                             Nursery Lane</td>\n",
        "      <td>  HX3 5SX</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>43997</th>\n",
        "      <td>                 Virgin Care Leeds LLP</td>\n",
        "      <td>  1-582399283</td>\n",
        "      <td>                       Meadow Dale Group Practice</td>\n",
        "      <td>                             Ground floor</td>\n",
        "      <td>  HX6 3AD</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>44635</th>\n",
        "      <td>            Virgin Care Chelmsford LLP</td>\n",
        "      <td>  1-596529441</td>\n",
        "      <td>           North Chelmsford NHS Healthcare Centre</td>\n",
        "      <td>   North Chelmsford NHS Healthcare Centre</td>\n",
        "      <td>  CM2 5EF</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>44672</th>\n",
        "      <td>          Virgin Care Services Limited</td>\n",
        "      <td>  1-600018110</td>\n",
        "      <td>                       Meadow Dale Group Practice</td>\n",
        "      <td>            Ground floor, Rosemount House</td>\n",
        "      <td>  HX5 0EE</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>44673</th>\n",
        "      <td>          Virgin Care Services Limited</td>\n",
        "      <td>  1-600018746</td>\n",
        "      <td>                     Virgin Care Services Limited</td>\n",
        "      <td>           The Meadow Dale Group Practice</td>\n",
        "      <td>  HX3 5SX</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>44708</th>\n",
        "      <td>              Virgin Care Stockton LLP</td>\n",
        "      <td>  1-604026076</td>\n",
        "      <td>                   Stockton NHS Healthcare Centre</td>\n",
        "      <td>                         High Newton Road</td>\n",
        "      <td> TS19 8RH</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>44709</th>\n",
        "      <td>              Virgin Care Stockton LLP</td>\n",
        "      <td>  1-604026780</td>\n",
        "      <td>                    Langbaurgh NHS Medical Centre</td>\n",
        "      <td>                   Coatham Health Village</td>\n",
        "      <td> TS10 1SR</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>44891</th>\n",
        "      <td>                    VH Doctors Limited</td>\n",
        "      <td>  1-619613982</td>\n",
        "      <td>            VH Doctors Ltd - Purfleet Care Centre</td>\n",
        "      <td>                     Purfleet Care Centre</td>\n",
        "      <td> RM19 1SX</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>45026</th>\n",
        "      <td>        Virgin Care Leicestershire LLP</td>\n",
        "      <td>  1-631450642</td>\n",
        "      <td>                    Leicester City Assist Service</td>\n",
        "      <td>                          1A Clyde Street</td>\n",
        "      <td>  LE1 2BG</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>45090</th>\n",
        "      <td>            Virgin Care Hartlepool LLP</td>\n",
        "      <td>  1-639388631</td>\n",
        "      <td>                 Hartlepool NHS Healthcare Centre</td>\n",
        "      <td>                      One Life Hartlepool</td>\n",
        "      <td> TS24 7PW</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>45264</th>\n",
        "      <td>           Virgin Care East Riding LLP</td>\n",
        "      <td>  1-659419411</td>\n",
        "      <td> Story street medical practice and walk in centre</td>\n",
        "      <td>                Wilberforce Health Centre</td>\n",
        "      <td>  HU1 3AS</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>45265</th>\n",
        "      <td>           Virgin Care East Riding LLP</td>\n",
        "      <td>  1-659430334</td>\n",
        "      <td>                      Northpoint Medical Practice</td>\n",
        "      <td>                 Bransholme Health Centre</td>\n",
        "      <td>  HU7 4DW</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>45455</th>\n",
        "      <td>          Virgin Care Services Limited</td>\n",
        "      <td>  1-677057619</td>\n",
        "      <td>                         Ironstone Medical Centre</td>\n",
        "      <td>                              West Street</td>\n",
        "      <td> DN15 6HX</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>45456</th>\n",
        "      <td>          Virgin Care Services Limited</td>\n",
        "      <td>  1-677085054</td>\n",
        "      <td>                             Virgin Care Services</td>\n",
        "      <td>           Sterling Street Medical Centre</td>\n",
        "      <td> DN31 3AE</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>45493</th>\n",
        "      <td>              Virgin Care Coventry LLP</td>\n",
        "      <td>  1-679514695</td>\n",
        "      <td>                           Finch Road GP Practice</td>\n",
        "      <td>                       Finch Road Surgery</td>\n",
        "      <td>  B19 1HS</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>45498</th>\n",
        "      <td>              Virgin Care Coventry LLP</td>\n",
        "      <td>  1-679851397</td>\n",
        "      <td>                        Anchor Centre GP Practice</td>\n",
        "      <td>                              Simon House</td>\n",
        "      <td>  CV1 5FX</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>45499</th>\n",
        "      <td>              Virgin Care Coventry LLP</td>\n",
        "      <td>  1-679851773</td>\n",
        "      <td>                           Broad Lane GP Practice</td>\n",
        "      <td>                           684 Broad Lane</td>\n",
        "      <td>  CV5 7BB</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>45500</th>\n",
        "      <td>              Virgin Care Coventry LLP</td>\n",
        "      <td>  1-679928232</td>\n",
        "      <td>                   Coventry GP and Walk In Centre</td>\n",
        "      <td>           City of Coventry Health Centre</td>\n",
        "      <td>  CV1 4FS</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>45501</th>\n",
        "      <td>              Virgin Care Coventry LLP</td>\n",
        "      <td>  1-679928569</td>\n",
        "      <td>                                        Deer Park</td>\n",
        "      <td>                 Deer Park Medical Centre</td>\n",
        "      <td> OX28 5YT</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>45503</th>\n",
        "      <td>              Virgin Care Coventry LLP</td>\n",
        "      <td>  1-679928946</td>\n",
        "      <td>                           Kingsheath GP Practice</td>\n",
        "      <td>                               North Oval</td>\n",
        "      <td>  NN5 7LN</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>45504</th>\n",
        "      <td>              Virgin Care Coventry LLP</td>\n",
        "      <td>  1-679989614</td>\n",
        "      <td>                           Lingsbrook GP Practice</td>\n",
        "      <td> Weston Flavell Centre, Billingbrook Road</td>\n",
        "      <td>  NN3 8DW</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>45505</th>\n",
        "      <td>              Virgin Care Coventry LLP</td>\n",
        "      <td>  1-680020809</td>\n",
        "      <td>                                       Stone Road</td>\n",
        "      <td>                       Stone Road IA Unit</td>\n",
        "      <td>  B15 2HH</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>45851</th>\n",
        "      <td>                Virgin Care Vertis LLP</td>\n",
        "      <td>  1-714016472</td>\n",
        "      <td>                  Kingstanding Community Practice</td>\n",
        "      <td>                         Warren Farm Road</td>\n",
        "      <td>  B44 0PU</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>46400</th>\n",
        "      <td>      North Lancashire Doctors Limited</td>\n",
        "      <td>  1-791314789</td>\n",
        "      <td>                        Royal Lancaster Infirmary</td>\n",
        "      <td>                Royal Lancaster Infirmary</td>\n",
        "      <td>  LA1 4RP</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>47138</th>\n",
        "      <td>             Virgin Care Liverpool LLP</td>\n",
        "      <td>  1-906745991</td>\n",
        "      <td>                      Birkenhead Medical Building</td>\n",
        "      <td>                Birkenhead Medical Centre</td>\n",
        "      <td> CH41 8DB</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
        "</div>"
       ],
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 33,
       "text": [
        "                               Provider Name   Location ID  \\\n",
        "328                       VH Doctors Limited  1-1051403692   \n",
        "7818                      VH Doctors Limited  1-1213929971   \n",
        "18328              Virgin Care Blackpool LLP   1-145049431   \n",
        "18422                 Virgin Care Vertis LLP   1-145283366   \n",
        "18423                 Virgin Care Vertis LLP   1-145283386   \n",
        "18455           Virgin Care Wyre Forest  LLP   1-145503153   \n",
        "19121                   Peninsula Health LLP   1-149321981   \n",
        "21936           Virgin Care Macclesfield LLP   1-188720285   \n",
        "25696              Virgin Care Cambridge LLP   1-201621036   \n",
        "28494                 Virgin Care Vertis LLP   1-227856719   \n",
        "30657               Virgin Care Coventry LLP   1-301391094   \n",
        "31425                     Assura Reading LLP   1-318228148   \n",
        "32339                     VH Doctors Limited   1-348027749   \n",
        "32489       North Lancashire Doctors Limited   1-352858943   \n",
        "32985            Virgin Care East Riding LLP   1-375358006   \n",
        "32989            Virgin Care East Riding LLP   1-375458032   \n",
        "32990            Virgin Care East Riding LLP   1-375458072   \n",
        "33285                 Virgin Care Wandle LLP   1-390977846   \n",
        "34601              Virgin Care Blackpool LLP   1-446510115   \n",
        "40947  Virgin Care Provider Services Limited   1-552207793   \n",
        "43944                  Virgin Care Leeds LLP   1-582065001   \n",
        "43953                  Virgin Care Leeds LLP   1-582112768   \n",
        "43997                  Virgin Care Leeds LLP   1-582399283   \n",
        "44635             Virgin Care Chelmsford LLP   1-596529441   \n",
        "44672           Virgin Care Services Limited   1-600018110   \n",
        "44673           Virgin Care Services Limited   1-600018746   \n",
        "44708               Virgin Care Stockton LLP   1-604026076   \n",
        "44709               Virgin Care Stockton LLP   1-604026780   \n",
        "44891                     VH Doctors Limited   1-619613982   \n",
        "45026         Virgin Care Leicestershire LLP   1-631450642   \n",
        "45090             Virgin Care Hartlepool LLP   1-639388631   \n",
        "45264            Virgin Care East Riding LLP   1-659419411   \n",
        "45265            Virgin Care East Riding LLP   1-659430334   \n",
        "45455           Virgin Care Services Limited   1-677057619   \n",
        "45456           Virgin Care Services Limited   1-677085054   \n",
        "45493               Virgin Care Coventry LLP   1-679514695   \n",
        "45498               Virgin Care Coventry LLP   1-679851397   \n",
        "45499               Virgin Care Coventry LLP   1-679851773   \n",
        "45500               Virgin Care Coventry LLP   1-679928232   \n",
        "45501               Virgin Care Coventry LLP   1-679928569   \n",
        "45503               Virgin Care Coventry LLP   1-679928946   \n",
        "45504               Virgin Care Coventry LLP   1-679989614   \n",
        "45505               Virgin Care Coventry LLP   1-680020809   \n",
        "45851                 Virgin Care Vertis LLP   1-714016472   \n",
        "46400       North Lancashire Doctors Limited   1-791314789   \n",
        "47138              Virgin Care Liverpool LLP   1-906745991   \n",
        "\n",
        "                                          Location Name  \\\n",
        "328                           Lyme Regis Medical Centre   \n",
        "7818                                 East Park Practice   \n",
        "18328                     Oldham Integrated Care Centre   \n",
        "18422                                 The Vertis Centre   \n",
        "18423              Princess Of Wales Community Hospital   \n",
        "18455                    Kidderminster Treatment Centre   \n",
        "19121      Peninsula Health Birkenhead Medical Building   \n",
        "21936                            Spire Regency Hospital   \n",
        "25696                    Nuffield Road Medical Practice   \n",
        "28494                            The Alexandra Hospital   \n",
        "30657             Summerfield GP and Urgent Care Centre   \n",
        "31425                     Reading Walk-in Health Centre   \n",
        "32339                                    VH Doctors Ltd   \n",
        "32489                   Queen Victoria Centre Morecambe   \n",
        "32985                                 Riverside Surgery   \n",
        "32989                                   Central Surgery   \n",
        "32990                                  Ironstone Centre   \n",
        "33285                        Croydon Urgent Care Centre   \n",
        "34601                      Moor Park Health and Leisure   \n",
        "40947                       Sexual Health Milton Keynes   \n",
        "43944                             Virgin Care Leeds LLP   \n",
        "43953                        Meadow Dale Group Practice   \n",
        "43997                        Meadow Dale Group Practice   \n",
        "44635            North Chelmsford NHS Healthcare Centre   \n",
        "44672                        Meadow Dale Group Practice   \n",
        "44673                      Virgin Care Services Limited   \n",
        "44708                    Stockton NHS Healthcare Centre   \n",
        "44709                     Langbaurgh NHS Medical Centre   \n",
        "44891             VH Doctors Ltd - Purfleet Care Centre   \n",
        "45026                     Leicester City Assist Service   \n",
        "45090                  Hartlepool NHS Healthcare Centre   \n",
        "45264  Story street medical practice and walk in centre   \n",
        "45265                       Northpoint Medical Practice   \n",
        "45455                          Ironstone Medical Centre   \n",
        "45456                              Virgin Care Services   \n",
        "45493                            Finch Road GP Practice   \n",
        "45498                         Anchor Centre GP Practice   \n",
        "45499                            Broad Lane GP Practice   \n",
        "45500                    Coventry GP and Walk In Centre   \n",
        "45501                                         Deer Park   \n",
        "45503                            Kingsheath GP Practice   \n",
        "45504                            Lingsbrook GP Practice   \n",
        "45505                                        Stone Road   \n",
        "45851                   Kingstanding Community Practice   \n",
        "46400                         Royal Lancaster Infirmary   \n",
        "47138                       Birkenhead Medical Building   \n",
        "\n",
        "                                 Street Address Postal Code  \n",
        "328                   Lyme Regis Medical Centre     DT7 3LS  \n",
        "7818                 The Park Healthcare Centre     HU9 3JA  \n",
        "18328                      New Radcliffe Street     OL1 1NL  \n",
        "18422                        Upper Ground Floor     B97 4AJ  \n",
        "18423                          Stourbridge Road     B61 0BB  \n",
        "18455                              Bewdley Road    DY11 6RJ  \n",
        "19121     2nd Floor Birkenhead Medical Building    CH41 8DB  \n",
        "21936                               West Street    SK11 8DW  \n",
        "25696                             Nuffield Road     CB4 1GL  \n",
        "28494                             Woodrow Drive     B98 7UB  \n",
        "30657                          134 Heath Street     B18 7AL  \n",
        "31425                                 1st Floor     RG1 7QA  \n",
        "32339                              Lynton House    WC1H 9LT  \n",
        "32489                             Thornton Road     LA4 5NN  \n",
        "32985                            Barnard Avenue    DN20 8AS  \n",
        "32989                               King Street    DN18 5ER  \n",
        "32990                               West Street    DN15 6HX  \n",
        "33285                           530 London Road     CR7 7YE  \n",
        "34601       Moor Park Health and Leisure Centre     FY2 0JG  \n",
        "40947                             18 Crown Walk     MK9 3AH  \n",
        "43944            The Meadow Dale Group Practice     HX5 0EE  \n",
        "43953                              Nursery Lane     HX3 5SX  \n",
        "43997                              Ground floor     HX6 3AD  \n",
        "44635    North Chelmsford NHS Healthcare Centre     CM2 5EF  \n",
        "44672             Ground floor, Rosemount House     HX5 0EE  \n",
        "44673            The Meadow Dale Group Practice     HX3 5SX  \n",
        "44708                          High Newton Road    TS19 8RH  \n",
        "44709                    Coatham Health Village    TS10 1SR  \n",
        "44891                      Purfleet Care Centre    RM19 1SX  \n",
        "45026                           1A Clyde Street     LE1 2BG  \n",
        "45090                       One Life Hartlepool    TS24 7PW  \n",
        "45264                 Wilberforce Health Centre     HU1 3AS  \n",
        "45265                  Bransholme Health Centre     HU7 4DW  \n",
        "45455                               West Street    DN15 6HX  \n",
        "45456            Sterling Street Medical Centre    DN31 3AE  \n",
        "45493                        Finch Road Surgery     B19 1HS  \n",
        "45498                               Simon House     CV1 5FX  \n",
        "45499                            684 Broad Lane     CV5 7BB  \n",
        "45500            City of Coventry Health Centre     CV1 4FS  \n",
        "45501                  Deer Park Medical Centre    OX28 5YT  \n",
        "45503                                North Oval     NN5 7LN  \n",
        "45504  Weston Flavell Centre, Billingbrook Road     NN3 8DW  \n",
        "45505                        Stone Road IA Unit     B15 2HH  \n",
        "45851                          Warren Farm Road     B44 0PU  \n",
        "46400                 Royal Lancaster Infirmary     LA1 4RP  \n",
        "47138                 Birkenhead Medical Centre    CH41 8DB  "
       ]
      }
     ],
     "prompt_number": 33
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "virginco={}\n",
      "for v in virgin['Provider Name'].unique().tolist():\n",
      "    virginco[v]=ocReconcileBest(v)\n",
      "virginco"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 34,
       "text": [
        "{'Assura Reading LLP': {'name': 'ASSURA READING LLP',\n",
        "  'uri': 'http://opencorporates.com/companies/gb/OC336595',\n",
        "  'score': 85.0,\n",
        "  'id': '/companies/gb/OC336595',\n",
        "  'match': False,\n",
        "  'type': [{'name': 'Organization', 'id': '/organization/organization'}]},\n",
        " 'Virgin Care Macclesfield LLP': {'name': 'VIRGIN CARE MACCLESFIELD LLP',\n",
        "  'uri': 'http://opencorporates.com/companies/gb/OC322654',\n",
        "  'score': 85.0,\n",
        "  'id': '/companies/gb/OC322654',\n",
        "  'match': False,\n",
        "  'type': [{'name': 'Organization', 'id': '/organization/organization'}]},\n",
        " 'Virgin Care Vertis LLP': {'name': 'VIRGIN CARE VERTIS LLP',\n",
        "  'uri': 'http://opencorporates.com/companies/gb/OC326636',\n",
        "  'score': 85.0,\n",
        "  'id': '/companies/gb/OC326636',\n",
        "  'match': False,\n",
        "  'type': [{'name': 'Organization', 'id': '/organization/organization'}]},\n",
        " 'Virgin Care Blackpool LLP': {'name': 'VIRGIN CARE BLACKPOOL LLP',\n",
        "  'uri': 'http://opencorporates.com/companies/gb/OC333037',\n",
        "  'score': 85.0,\n",
        "  'id': '/companies/gb/OC333037',\n",
        "  'match': False,\n",
        "  'type': [{'name': 'Organization', 'id': '/organization/organization'}]},\n",
        " 'VH Doctors Limited': {'name': 'VH DOCTORS LIMITED',\n",
        "  'uri': 'http://opencorporates.com/companies/gb/07087850',\n",
        "  'score': 86.0,\n",
        "  'id': '/companies/gb/07087850',\n",
        "  'match': False,\n",
        "  'type': [{'name': 'Organization', 'id': '/organization/organization'}]},\n",
        " 'Virgin Care Leicestershire LLP': {'name': 'VIRGIN CARE LEICESTERSHIRE LLP',\n",
        "  'uri': 'http://opencorporates.com/companies/gb/OC337208',\n",
        "  'score': 85.0,\n",
        "  'id': '/companies/gb/OC337208',\n",
        "  'match': False,\n",
        "  'type': [{'name': 'Organization', 'id': '/organization/organization'}]},\n",
        " 'Virgin Care Cambridge LLP': {'name': 'VIRGIN CARE CAMBRIDGE LLP',\n",
        "  'uri': 'http://opencorporates.com/companies/gb/OC337660',\n",
        "  'score': 85.0,\n",
        "  'id': '/companies/gb/OC337660',\n",
        "  'match': False,\n",
        "  'type': [{'name': 'Organization', 'id': '/organization/organization'}]},\n",
        " 'Virgin Care Liverpool LLP': {'name': 'VIRGIN CARE LIVERPOOL LLP',\n",
        "  'uri': 'http://opencorporates.com/companies/gb/OC320467',\n",
        "  'score': 85.0,\n",
        "  'id': '/companies/gb/OC320467',\n",
        "  'match': False,\n",
        "  'type': [{'name': 'Organization', 'id': '/organization/organization'}]},\n",
        " 'Virgin Care Stockton LLP': {'name': 'VIRGIN CARE STOCKTON LLP',\n",
        "  'uri': 'http://opencorporates.com/companies/gb/OC338425',\n",
        "  'score': 85.0,\n",
        "  'id': '/companies/gb/OC338425',\n",
        "  'match': False,\n",
        "  'type': [{'name': 'Organization', 'id': '/organization/organization'}]},\n",
        " 'Virgin Care Coventry LLP': {'name': 'VIRGIN CARE COVENTRY LLP',\n",
        "  'uri': 'http://opencorporates.com/companies/gb/OC338351',\n",
        "  'score': 85.0,\n",
        "  'id': '/companies/gb/OC338351',\n",
        "  'match': False,\n",
        "  'type': [{'name': 'Organization', 'id': '/organization/organization'}]},\n",
        " 'Virgin Care East Riding LLP': {'name': 'VIRGIN CARE EAST RIDING LLP',\n",
        "  'uri': 'http://opencorporates.com/companies/gb/OC322010',\n",
        "  'score': 85.0,\n",
        "  'id': '/companies/gb/OC322010',\n",
        "  'match': False,\n",
        "  'type': [{'name': 'Organization', 'id': '/organization/organization'}]},\n",
        " 'North Lancashire Doctors Limited': {'name': 'NORTH LANCASHIRE DOCTORS LIMITED',\n",
        "  'uri': 'http://opencorporates.com/companies/gb/07178590',\n",
        "  'score': 86.0,\n",
        "  'id': '/companies/gb/07178590',\n",
        "  'match': False,\n",
        "  'type': [{'name': 'Organization', 'id': '/organization/organization'}]},\n",
        " 'Peninsula Health LLP': {'name': 'PENINSULA HEALTH LLP',\n",
        "  'uri': 'http://opencorporates.com/companies/gb/OC327017',\n",
        "  'score': 85.0,\n",
        "  'id': '/companies/gb/OC327017',\n",
        "  'match': False,\n",
        "  'type': [{'name': 'Organization', 'id': '/organization/organization'}]},\n",
        " 'Virgin Care Leeds LLP': {'name': 'VIRGIN CARE LEEDS LLP',\n",
        "  'uri': 'http://opencorporates.com/companies/gb/OC337207',\n",
        "  'score': 85.0,\n",
        "  'id': '/companies/gb/OC337207',\n",
        "  'match': False,\n",
        "  'type': [{'name': 'Organization', 'id': '/organization/organization'}]},\n",
        " 'Virgin Care Hartlepool LLP': {'name': 'VIRGIN CARE HARTLEPOOL LLP',\n",
        "  'uri': 'http://opencorporates.com/companies/gb/OC338356',\n",
        "  'score': 85.0,\n",
        "  'id': '/companies/gb/OC338356',\n",
        "  'match': False,\n",
        "  'type': [{'name': 'Organization', 'id': '/organization/organization'}]},\n",
        " 'Virgin Care Wandle LLP': {'name': 'VIRGIN CARE WANDLE LLP',\n",
        "  'uri': 'http://opencorporates.com/companies/gb/OC338798',\n",
        "  'score': 85.0,\n",
        "  'id': '/companies/gb/OC338798',\n",
        "  'match': False,\n",
        "  'type': [{'name': 'Organization', 'id': '/organization/organization'}]},\n",
        " 'Virgin Care Chelmsford LLP': {'name': 'VIRGIN CARE CHELMSFORD LLP',\n",
        "  'uri': 'http://opencorporates.com/companies/gb/OC337209',\n",
        "  'score': 85.0,\n",
        "  'id': '/companies/gb/OC337209',\n",
        "  'match': False,\n",
        "  'type': [{'name': 'Organization', 'id': '/organization/organization'}]},\n",
        " 'Virgin Care Wyre Forest  LLP': {'name': 'VIRGIN CARE WYRE FOREST LLP',\n",
        "  'uri': 'http://opencorporates.com/companies/gb/OC333038',\n",
        "  'score': 85.0,\n",
        "  'id': '/companies/gb/OC333038',\n",
        "  'match': False,\n",
        "  'type': [{'name': 'Organization', 'id': '/organization/organization'}]},\n",
        " 'Virgin Care Provider Services Limited': {'name': 'VIRGIN CARE PROVIDER SERVICES LIMITED',\n",
        "  'uri': 'http://opencorporates.com/companies/gb/07645492',\n",
        "  'score': 86.0,\n",
        "  'id': '/companies/gb/07645492',\n",
        "  'match': False,\n",
        "  'type': [{'name': 'Organization', 'id': '/organization/organization'}]},\n",
        " 'Virgin Care Services Limited': {'name': 'VIRGIN CARE SERVICES LIMITED',\n",
        "  'uri': 'http://opencorporates.com/companies/gb/07557877',\n",
        "  'score': 86.0,\n",
        "  'id': '/companies/gb/07557877',\n",
        "  'match': False,\n",
        "  'type': [{'name': 'Organization', 'id': '/organization/organization'}]}}"
       ]
      }
     ],
     "prompt_number": 34
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "#!pip3 install --upgrade fuzzywuzzy #git+git://github.com/seatgeek/fuzzywuzzy.git#egg=fuzzywuzzy"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "Downloading/unpacking fuzzywuzzy from https://pypi.python.org/packages/source/f/fuzzywuzzy/fuzzywuzzy-0.3.2.tar.gz#md5=a3a5b9caa9d1f7d800d33a2c02dba897\r\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "  Downloading fuzzywuzzy-0.3.2.tar.gz\r\n",
        "  Running setup.py (path:/tmp/pip_build_root/fuzzywuzzy/setup.py) egg_info for package fuzzywuzzy\r\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "    \r\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "Installing collected packages: fuzzywuzzy\r\n",
        "  Found existing installation: fuzzywuzzy 0.3.1\r\n",
        "    Uninstalling fuzzywuzzy:\r\n",
        "      Successfully uninstalled fuzzywuzzy\r\n",
        "  Running setup.py install for fuzzywuzzy\r\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "    \r\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "Successfully installed fuzzywuzzy\r\n",
        "Cleaning up...\r\n"
       ]
      }
     ],
     "prompt_number": 5
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "from fuzzywuzzy import fuzz"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 36
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "fuzz.ratio(\"this is a test\", \"this is a test!\")"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 37,
       "text": [
        "97"
       ]
      }
     ],
     "prompt_number": 37
    },
    {
     "cell_type": "heading",
     "level": 2,
     "metadata": {},
     "source": [
      "CQC Scraper"
     ]
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "Simple function to scrape headline report about a location from CQC website"
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "import requests\n",
      "from bs4 import BeautifulSoup\n",
      "\n",
      "\n",
      "def getCQCheadlineReport(location):\n",
      "    ''' Simple scraper to extract headline report about a CQC location inspection '''\n",
      "    \n",
      "    urlstub='http://www.cqc.org.uk/location/'\n",
      "    response = requests.get(urlstub+location)\n",
      "\n",
      "    soup=BeautifulSoup(response.content)\n",
      "\n",
      "    results={}\n",
      "\n",
      "    inspectionStatus=soup.find('div',{'class':\"header-wrapper\"}).find('h2')\n",
      "    if inspectionStatus.text.startswith('CQC have not inspected'):\n",
      "        return {'status':inspectionStatus.text}\n",
      "    \n",
      "    #Get the list of results \n",
      "    overview=soup.find('div',{'class':'overview-inspections'})\n",
      "    h3=overview.find('h3')\n",
      "    ul=overview.find('ul')\n",
      "    results= {'status':'inspected'}#{'Overall':h3.find('strong').text}\n",
      "    for result in ul.findAll('li'):\n",
      "        if result.find('span').text!='':\n",
      "            results[result.find('a').text]=result.find('span').text\n",
      "        else:\n",
      "            results[result.find('a').text]=[attr for attr in result.find('span').attrs['class'] if attr not in ['sprite', 'icon', 'check']]\n",
      "    return results\n",
      "\n",
      "#getCQCheadlineReport('1-1001973807')\n",
      "#getCQCheadlineReport('1-106897628')"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 64
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "getCQCheadlineReport('1-390977846')"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 164,
       "text": [
        "{'Caring for people safely and protecting them from harm': ['not-met-all'],\n",
        " 'Staffing': ['not-met-all'],\n",
        " 'status': 'inspected',\n",
        " 'Treating people with respect and involving them in their care': ['not-met-all'],\n",
        " 'Quality and suitability of management': ['not-met-all'],\n",
        " \"Providing care, treatment and support that meets people's needs\": ['not-met-all']}"
       ]
      }
     ],
     "prompt_number": 164
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "getCQCheadlineReport('1-106897628')"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 165,
       "text": [
        "{'Responsive': 'No action required',\n",
        " 'status': 'inspected',\n",
        " 'Effective': 'No action required',\n",
        " 'Safe': 'No action required',\n",
        " 'Well-led': 'No action required',\n",
        " 'Caring': 'No action required'}"
       ]
      }
     ],
     "prompt_number": 165
    },
    {
     "cell_type": "heading",
     "level": 1,
     "metadata": {},
     "source": [
      "IW Map"
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "iwch=df[ (df['County']=='Isle of Wight') & (df['Care home?']=='Y')]"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 38
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "iwch.groupby('Brand Name').size().order(ascending=False)"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 39,
       "text": [
        "Brand Name\n",
        "-                                    75\n",
        "BRAND Somerset Care                   4\n",
        "BRAND Barchester Healthcare           2\n",
        "BRAND Regard Partnership              1\n",
        "BRAND Leonard Cheshire Disability     1\n",
        "dtype: int64"
       ]
      }
     ],
     "prompt_number": 39
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "iwch.groupby('Provider Name').size().order(ascending=False)"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 40,
       "text": [
        "Provider Name\n",
        "Isle of Wight Council                                           6\n",
        "Ryde House LLP                                                  5\n",
        "Somerset Care Limited                                           4\n",
        "Island Health Care Limited                                      4\n",
        "Scio Health Care Limited                                        3\n",
        "Isle of Wight Care Limited                                      2\n",
        "Colville Care Limited                                           2\n",
        "Mr Sanjay Prakashsingh Ramdany & Mrs Sandhya Kumari Ramdany     2\n",
        "Southern Housing Group Limited                                  2\n",
        "St Vincent Care Homes Limited                                   2\n",
        "Buckland Care Limited                                           2\n",
        "Make All Limited                                                2\n",
        "Barchester Healthcare Homes Limited                             2\n",
        "Kensington Health Care Limited                                  1\n",
        "Hampshire & Isle of Wight & Channel Islands Association for Deaf People Limited    1\n",
        "Island Care Limited                                             1\n",
        "In Safe Hands Home Care Limited                                 1\n",
        "Hillview Care Limited                                           1\n",
        "Harrison Care Enterprises Limited                               1\n",
        "Ward House Limited                                              1\n",
        "G Elliott and Mrs Brenda Mary Furse                             1\n",
        "H & W Coastal Limited                                           1\n",
        "Going Places Nursery Ltd                                        1\n",
        "Georgia Rose Residential Care Limited                           1\n",
        "Leonard Cheshire Disability                                     1\n",
        "First For Care Limited                                          1\n",
        "Fairview Care Home Limited                                      1\n",
        "Downside House Limited                                          1\n",
        "Dee Zee Ltd                                                     1\n",
        "C James and D Burn                                              1\n",
        "Brighstone Care Limited                                         1\n",
        "Kevin Bell                                                      1\n",
        "McCourt Care Limited                                            1\n",
        "London Residential Health Care Limited                          1\n",
        "Mrs Eveline Anne Basile                                         1\n",
        "The Regard Partnership Limited                                  1\n",
        "The Moorings Care Limited                                       1\n",
        "The Croft (RCH) Limited                                         1\n",
        "SSAFA Forces Help Enterprises Limited                           1\n",
        "Newport Residential Care Limited                                1\n",
        "Ms Julie Coombs                                                 1\n",
        "Mrs Trina Marie Clack                                           1\n",
        "Mrs M Fuller                                                    1\n",
        "Mrs Lynda Lawlor                                                1\n",
        "Mrs J Bacon                                                     1\n",
        "Mrs Christine Rosemary Willett                                  1\n",
        "M & S Care Limited                                              1\n",
        "Mrs Carole Brooke                                               1\n",
        "Mrs Barbara Winifred Anne Bailey                                1\n",
        "Mr Keith John Betteley & Mrs Jennifer Ann Betteley              1\n",
        "Mr David John Knowles                                           1\n",
        "Mr Anthony Delannoy and Mrs Hannah Delannoy                     1\n",
        "Mr & Mrs R Cowen                                                1\n",
        "Mr & Mrs A Cable                                                1\n",
        "Merrydale Residential Home                                      1\n",
        "Mentfade Limited                                                1\n",
        "Venetian Health Care Limited                                    1\n",
        "Autumn House Care Limited                                       1\n",
        "Length: 58, dtype: int64"
       ]
      }
     ],
     "prompt_number": 40
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "iwdentists=df[ (df['County']=='Isle of Wight') & (df['Service type - Dental service']=='Y')]\n",
      "iwdentists"
     ],
     "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>Location ID</th>\n",
        "      <th>HSCA start date</th>\n",
        "      <th>Care home?</th>\n",
        "      <th>Location Name</th>\n",
        "      <th>Telephone Number</th>\n",
        "      <th>Registered manager (note; where there is more than one manager at a location, only one is included here for ease of presentation.  The full list is available if required).</th>\n",
        "      <th>Web Address</th>\n",
        "      <th>Care homes beds</th>\n",
        "      <th>Location Type/Sector</th>\n",
        "      <th>Region</th>\n",
        "      <th>...</th>\n",
        "      <th>Service user band - Learning disabilities or autistic spectrum disorder</th>\n",
        "      <th>Service user band - Mental Health</th>\n",
        "      <th>Service user band - Older People</th>\n",
        "      <th>Service user band - People detained under the Mental Health Act</th>\n",
        "      <th>Service user band - People who misuse drugs and alcohol</th>\n",
        "      <th>Service user band - People with an eating disorder</th>\n",
        "      <th>Service user band - Physical Disability</th>\n",
        "      <th>Service user band - Sensory Impairment</th>\n",
        "      <th>Service user band - Whole Population</th>\n",
        "      <th>Service user band - Younger Adults</th>\n",
        "    </tr>\n",
        "  </thead>\n",
        "  <tbody>\n",
        "    <tr>\n",
        "      <th>21300</th>\n",
        "      <td> 1-188089121</td>\n",
        "      <td>2011-06-01</td>\n",
        "      <td> N</td>\n",
        "      <td>           The Orthodontic Practice - Dover Street</td>\n",
        "      <td> 01983566405</td>\n",
        "      <td>                        *</td>\n",
        "      <td>                                   NaN</td>\n",
        "      <td> 0</td>\n",
        "      <td>         Primary Dental Care</td>\n",
        "      <td> South East</td>\n",
        "      <td>...</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>   Y</td>\n",
        "      <td> NaN</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>22611</th>\n",
        "      <td> 1-189906279</td>\n",
        "      <td>2011-08-30</td>\n",
        "      <td> N</td>\n",
        "      <td>                         Tower House Dental Clinic</td>\n",
        "      <td> 01983617791</td>\n",
        "      <td>      Kazmierczak, Marcin</td>\n",
        "      <td>                                   NaN</td>\n",
        "      <td> 0</td>\n",
        "      <td>         Primary Dental Care</td>\n",
        "      <td> South East</td>\n",
        "      <td>...</td>\n",
        "      <td> NaN</td>\n",
        "      <td> NaN</td>\n",
        "      <td>   Y</td>\n",
        "      <td> NaN</td>\n",
        "      <td> NaN</td>\n",
        "      <td> NaN</td>\n",
        "      <td>   Y</td>\n",
        "      <td> NaN</td>\n",
        "      <td>   Y</td>\n",
        "      <td>   Y</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>22693</th>\n",
        "      <td> 1-190048087</td>\n",
        "      <td>2011-11-23</td>\n",
        "      <td> N</td>\n",
        "      <td>                                Island Dental Care</td>\n",
        "      <td> 01983852189</td>\n",
        "      <td>          Hamilton, Brian</td>\n",
        "      <td>                                   NaN</td>\n",
        "      <td> 0</td>\n",
        "      <td>         Primary Dental Care</td>\n",
        "      <td> South East</td>\n",
        "      <td>...</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>   Y</td>\n",
        "      <td> NaN</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>23058</th>\n",
        "      <td> 1-194207931</td>\n",
        "      <td>2011-05-24</td>\n",
        "      <td> N</td>\n",
        "      <td>       Fradgley &amp; Willetts Dental Surgeons Ventnor</td>\n",
        "      <td> 01983853721</td>\n",
        "      <td>                        *</td>\n",
        "      <td>                                   NaN</td>\n",
        "      <td> 0</td>\n",
        "      <td>         Primary Dental Care</td>\n",
        "      <td> South East</td>\n",
        "      <td>...</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>   Y</td>\n",
        "      <td> NaN</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>24631</th>\n",
        "      <td> 1-198554319</td>\n",
        "      <td>2011-08-31</td>\n",
        "      <td> N</td>\n",
        "      <td>                       James Spence Dental Surgery</td>\n",
        "      <td> 01983615108</td>\n",
        "      <td>                        *</td>\n",
        "      <td>                   www.iwdentist.co.uk</td>\n",
        "      <td> 0</td>\n",
        "      <td>         Primary Dental Care</td>\n",
        "      <td> South East</td>\n",
        "      <td>...</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>   Y</td>\n",
        "      <td> NaN</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>25359</th>\n",
        "      <td> 1-200124920</td>\n",
        "      <td>2011-06-01</td>\n",
        "      <td> N</td>\n",
        "      <td>                                   St James Clinic</td>\n",
        "      <td> 01983822220</td>\n",
        "      <td>         Gautier, Rebecca</td>\n",
        "      <td>                 www.stjamesclinic.com</td>\n",
        "      <td> 0</td>\n",
        "      <td>         Primary Dental Care</td>\n",
        "      <td> South East</td>\n",
        "      <td>...</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>   Y</td>\n",
        "      <td> NaN</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>26217</th>\n",
        "      <td> 1-206140891</td>\n",
        "      <td>2011-05-06</td>\n",
        "      <td> N</td>\n",
        "      <td>                             Newport Dental Centre</td>\n",
        "      <td>         NaN</td>\n",
        "      <td>      Millroy, Jacqueline</td>\n",
        "      <td>                                   NaN</td>\n",
        "      <td> 0</td>\n",
        "      <td>         Primary Dental Care</td>\n",
        "      <td> South East</td>\n",
        "      <td>...</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>   Y</td>\n",
        "      <td> NaN</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>26260</th>\n",
        "      <td> 1-206141586</td>\n",
        "      <td>2011-05-06</td>\n",
        "      <td> N</td>\n",
        "      <td>               Whitecross Dental Care - Freshwater</td>\n",
        "      <td>         NaN</td>\n",
        "      <td>      Millroy, Jacqueline</td>\n",
        "      <td>                                   NaN</td>\n",
        "      <td> 0</td>\n",
        "      <td>         Primary Dental Care</td>\n",
        "      <td> South East</td>\n",
        "      <td>...</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>   Y</td>\n",
        "      <td> NaN</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>26261</th>\n",
        "      <td> 1-206141601</td>\n",
        "      <td>2011-05-06</td>\n",
        "      <td> N</td>\n",
        "      <td>                     Whitecross Dental Care - Ryde</td>\n",
        "      <td>         NaN</td>\n",
        "      <td>      Millroy, Jacqueline</td>\n",
        "      <td>                                   NaN</td>\n",
        "      <td> 0</td>\n",
        "      <td>         Primary Dental Care</td>\n",
        "      <td> South East</td>\n",
        "      <td>...</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>   Y</td>\n",
        "      <td> NaN</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>27059</th>\n",
        "      <td> 1-212979089</td>\n",
        "      <td>2011-04-06</td>\n",
        "      <td> N</td>\n",
        "      <td>                       Apex Dental Care - Shanklin</td>\n",
        "      <td> 01983864411</td>\n",
        "      <td> Chaing, Benjamin Ka Ping</td>\n",
        "      <td>                 www.apex-dental.co.uk</td>\n",
        "      <td> 0</td>\n",
        "      <td>         Primary Dental Care</td>\n",
        "      <td> South East</td>\n",
        "      <td>...</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>   Y</td>\n",
        "      <td> NaN</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>28049</th>\n",
        "      <td> 1-221172022</td>\n",
        "      <td>2011-06-28</td>\n",
        "      <td> N</td>\n",
        "      <td>                       M R Richards Dental Surgery</td>\n",
        "      <td> 01983863339</td>\n",
        "      <td>         Richards, Martin</td>\n",
        "      <td>                                   NaN</td>\n",
        "      <td> 0</td>\n",
        "      <td>         Primary Dental Care</td>\n",
        "      <td> South East</td>\n",
        "      <td>...</td>\n",
        "      <td>   Y</td>\n",
        "      <td>   Y</td>\n",
        "      <td>   Y</td>\n",
        "      <td> NaN</td>\n",
        "      <td>   Y</td>\n",
        "      <td>   Y</td>\n",
        "      <td>   Y</td>\n",
        "      <td>   Y</td>\n",
        "      <td> NaN</td>\n",
        "      <td>   Y</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>28052</th>\n",
        "      <td> 1-221191352</td>\n",
        "      <td>2011-04-01</td>\n",
        "      <td> N</td>\n",
        "      <td>                       Amery House Dental Practice</td>\n",
        "      <td> 01983291863</td>\n",
        "      <td>                        *</td>\n",
        "      <td>                    www.ameryhouse.com</td>\n",
        "      <td> 0</td>\n",
        "      <td>         Primary Dental Care</td>\n",
        "      <td> South East</td>\n",
        "      <td>...</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>   Y</td>\n",
        "      <td> NaN</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>28058</th>\n",
        "      <td> 1-221206112</td>\n",
        "      <td>2011-04-01</td>\n",
        "      <td> N</td>\n",
        "      <td>                            Island Dental Services</td>\n",
        "      <td> 01983291423</td>\n",
        "      <td>                        *</td>\n",
        "      <td> www.islanddentalservices.webden.co.uk</td>\n",
        "      <td> 0</td>\n",
        "      <td>         Primary Dental Care</td>\n",
        "      <td> South East</td>\n",
        "      <td>...</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>   Y</td>\n",
        "      <td> NaN</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>30944</th>\n",
        "      <td> 1-307379859</td>\n",
        "      <td>2011-09-22</td>\n",
        "      <td> N</td>\n",
        "      <td>                            Apex Dental Care- Ryde</td>\n",
        "      <td>         NaN</td>\n",
        "      <td> Chaing, Benjamin Ka Ping</td>\n",
        "      <td>                                   NaN</td>\n",
        "      <td> 0</td>\n",
        "      <td>         Primary Dental Care</td>\n",
        "      <td> South East</td>\n",
        "      <td>...</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>   Y</td>\n",
        "      <td> NaN</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>33232</th>\n",
        "      <td> 1-388678724</td>\n",
        "      <td>2012-04-05</td>\n",
        "      <td> N</td>\n",
        "      <td>                          Yarmouth Dental Practice</td>\n",
        "      <td> 01983761237</td>\n",
        "      <td>       Duggan, Tracy Jane</td>\n",
        "      <td>                                   NaN</td>\n",
        "      <td> 0</td>\n",
        "      <td>         Primary Dental Care</td>\n",
        "      <td> South East</td>\n",
        "      <td>...</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>   Y</td>\n",
        "      <td> NaN</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>47751</th>\n",
        "      <td>       R1F01</td>\n",
        "      <td>2012-04-01</td>\n",
        "      <td> N</td>\n",
        "      <td>                                St Mary's Hospital</td>\n",
        "      <td> 01983524081</td>\n",
        "      <td>                        *</td>\n",
        "      <td>                        www.iow.nhs.uk</td>\n",
        "      <td> 0</td>\n",
        "      <td> NHS Healthcare Organisation</td>\n",
        "      <td> South East</td>\n",
        "      <td>...</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>   Y</td>\n",
        "      <td> NaN</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>47757</th>\n",
        "      <td>       R1FX5</td>\n",
        "      <td>2012-04-01</td>\n",
        "      <td> N</td>\n",
        "      <td> Community Healthcare Services, St Mary's Hospital</td>\n",
        "      <td> 01983535476</td>\n",
        "      <td>                        *</td>\n",
        "      <td>                        www.iow.nhs.uk</td>\n",
        "      <td> 0</td>\n",
        "      <td> NHS Healthcare Organisation</td>\n",
        "      <td> South East</td>\n",
        "      <td>...</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>   Y</td>\n",
        "      <td> NaN</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
        "<p>17 rows \u00d7 89 columns</p>\n",
        "</div>"
       ],
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 41,
       "text": [
        "       Location ID HSCA start date Care home?  \\\n",
        "21300  1-188089121      2011-06-01          N   \n",
        "22611  1-189906279      2011-08-30          N   \n",
        "22693  1-190048087      2011-11-23          N   \n",
        "23058  1-194207931      2011-05-24          N   \n",
        "24631  1-198554319      2011-08-31          N   \n",
        "25359  1-200124920      2011-06-01          N   \n",
        "26217  1-206140891      2011-05-06          N   \n",
        "26260  1-206141586      2011-05-06          N   \n",
        "26261  1-206141601      2011-05-06          N   \n",
        "27059  1-212979089      2011-04-06          N   \n",
        "28049  1-221172022      2011-06-28          N   \n",
        "28052  1-221191352      2011-04-01          N   \n",
        "28058  1-221206112      2011-04-01          N   \n",
        "30944  1-307379859      2011-09-22          N   \n",
        "33232  1-388678724      2012-04-05          N   \n",
        "47751        R1F01      2012-04-01          N   \n",
        "47757        R1FX5      2012-04-01          N   \n",
        "\n",
        "                                           Location Name Telephone Number  \\\n",
        "21300            The Orthodontic Practice - Dover Street      01983566405   \n",
        "22611                          Tower House Dental Clinic      01983617791   \n",
        "22693                                 Island Dental Care      01983852189   \n",
        "23058        Fradgley & Willetts Dental Surgeons Ventnor      01983853721   \n",
        "24631                        James Spence Dental Surgery      01983615108   \n",
        "25359                                    St James Clinic      01983822220   \n",
        "26217                              Newport Dental Centre              NaN   \n",
        "26260                Whitecross Dental Care - Freshwater              NaN   \n",
        "26261                      Whitecross Dental Care - Ryde              NaN   \n",
        "27059                        Apex Dental Care - Shanklin      01983864411   \n",
        "28049                        M R Richards Dental Surgery      01983863339   \n",
        "28052                        Amery House Dental Practice      01983291863   \n",
        "28058                             Island Dental Services      01983291423   \n",
        "30944                             Apex Dental Care- Ryde              NaN   \n",
        "33232                           Yarmouth Dental Practice      01983761237   \n",
        "47751                                 St Mary's Hospital      01983524081   \n",
        "47757  Community Healthcare Services, St Mary's Hospital      01983535476   \n",
        "\n",
        "      Registered manager (note; where there is more than one manager at a location, only one is included here for ease of presentation.  The full list is available if required).  \\\n",
        "21300                                                  *                                                                                                                            \n",
        "22611                                Kazmierczak, Marcin                                                                                                                            \n",
        "22693                                    Hamilton, Brian                                                                                                                            \n",
        "23058                                                  *                                                                                                                            \n",
        "24631                                                  *                                                                                                                            \n",
        "25359                                   Gautier, Rebecca                                                                                                                            \n",
        "26217                                Millroy, Jacqueline                                                                                                                            \n",
        "26260                                Millroy, Jacqueline                                                                                                                            \n",
        "26261                                Millroy, Jacqueline                                                                                                                            \n",
        "27059                           Chaing, Benjamin Ka Ping                                                                                                                            \n",
        "28049                                   Richards, Martin                                                                                                                            \n",
        "28052                                                  *                                                                                                                            \n",
        "28058                                                  *                                                                                                                            \n",
        "30944                           Chaing, Benjamin Ka Ping                                                                                                                            \n",
        "33232                                 Duggan, Tracy Jane                                                                                                                            \n",
        "47751                                                  *                                                                                                                            \n",
        "47757                                                  *                                                                                                                            \n",
        "\n",
        "                                 Web Address  Care homes beds  \\\n",
        "21300                                    NaN                0   \n",
        "22611                                    NaN                0   \n",
        "22693                                    NaN                0   \n",
        "23058                                    NaN                0   \n",
        "24631                    www.iwdentist.co.uk                0   \n",
        "25359                  www.stjamesclinic.com                0   \n",
        "26217                                    NaN                0   \n",
        "26260                                    NaN                0   \n",
        "26261                                    NaN                0   \n",
        "27059                  www.apex-dental.co.uk                0   \n",
        "28049                                    NaN                0   \n",
        "28052                     www.ameryhouse.com                0   \n",
        "28058  www.islanddentalservices.webden.co.uk                0   \n",
        "30944                                    NaN                0   \n",
        "33232                                    NaN                0   \n",
        "47751                         www.iow.nhs.uk                0   \n",
        "47757                         www.iow.nhs.uk                0   \n",
        "\n",
        "              Location Type/Sector      Region     ...      \\\n",
        "21300          Primary Dental Care  South East     ...       \n",
        "22611          Primary Dental Care  South East     ...       \n",
        "22693          Primary Dental Care  South East     ...       \n",
        "23058          Primary Dental Care  South East     ...       \n",
        "24631          Primary Dental Care  South East     ...       \n",
        "25359          Primary Dental Care  South East     ...       \n",
        "26217          Primary Dental Care  South East     ...       \n",
        "26260          Primary Dental Care  South East     ...       \n",
        "26261          Primary Dental Care  South East     ...       \n",
        "27059          Primary Dental Care  South East     ...       \n",
        "28049          Primary Dental Care  South East     ...       \n",
        "28052          Primary Dental Care  South East     ...       \n",
        "28058          Primary Dental Care  South East     ...       \n",
        "30944          Primary Dental Care  South East     ...       \n",
        "33232          Primary Dental Care  South East     ...       \n",
        "47751  NHS Healthcare Organisation  South East     ...       \n",
        "47757  NHS Healthcare Organisation  South East     ...       \n",
        "\n",
        "      Service user band - Learning disabilities or autistic spectrum disorder  \\\n",
        "21300                                                NaN                        \n",
        "22611                                                NaN                        \n",
        "22693                                                NaN                        \n",
        "23058                                                NaN                        \n",
        "24631                                                NaN                        \n",
        "25359                                                NaN                        \n",
        "26217                                                NaN                        \n",
        "26260                                                NaN                        \n",
        "26261                                                NaN                        \n",
        "27059                                                NaN                        \n",
        "28049                                                  Y                        \n",
        "28052                                                NaN                        \n",
        "28058                                                NaN                        \n",
        "30944                                                NaN                        \n",
        "33232                                                NaN                        \n",
        "47751                                                NaN                        \n",
        "47757                                                NaN                        \n",
        "\n",
        "      Service user band - Mental Health Service user band - Older People  \\\n",
        "21300                               NaN                              NaN   \n",
        "22611                               NaN                                Y   \n",
        "22693                               NaN                              NaN   \n",
        "23058                               NaN                              NaN   \n",
        "24631                               NaN                              NaN   \n",
        "25359                               NaN                              NaN   \n",
        "26217                               NaN                              NaN   \n",
        "26260                               NaN                              NaN   \n",
        "26261                               NaN                              NaN   \n",
        "27059                               NaN                              NaN   \n",
        "28049                                 Y                                Y   \n",
        "28052                               NaN                              NaN   \n",
        "28058                               NaN                              NaN   \n",
        "30944                               NaN                              NaN   \n",
        "33232                               NaN                              NaN   \n",
        "47751                               NaN                              NaN   \n",
        "47757                               NaN                              NaN   \n",
        "\n",
        "      Service user band - People detained under the Mental Health Act  \\\n",
        "21300                                                NaN                \n",
        "22611                                                NaN                \n",
        "22693                                                NaN                \n",
        "23058                                                NaN                \n",
        "24631                                                NaN                \n",
        "25359                                                NaN                \n",
        "26217                                                NaN                \n",
        "26260                                                NaN                \n",
        "26261                                                NaN                \n",
        "27059                                                NaN                \n",
        "28049                                                NaN                \n",
        "28052                                                NaN                \n",
        "28058                                                NaN                \n",
        "30944                                                NaN                \n",
        "33232                                                NaN                \n",
        "47751                                                NaN                \n",
        "47757                                                NaN                \n",
        "\n",
        "      Service user band - People who misuse drugs and alcohol  \\\n",
        "21300                                                NaN        \n",
        "22611                                                NaN        \n",
        "22693                                                NaN        \n",
        "23058                                                NaN        \n",
        "24631                                                NaN        \n",
        "25359                                                NaN        \n",
        "26217                                                NaN        \n",
        "26260                                                NaN        \n",
        "26261                                                NaN        \n",
        "27059                                                NaN        \n",
        "28049                                                  Y        \n",
        "28052                                                NaN        \n",
        "28058                                                NaN        \n",
        "30944                                                NaN        \n",
        "33232                                                NaN        \n",
        "47751                                                NaN        \n",
        "47757                                                NaN        \n",
        "\n",
        "      Service user band - People with an eating disorder  \\\n",
        "21300                                                NaN   \n",
        "22611                                                NaN   \n",
        "22693                                                NaN   \n",
        "23058                                                NaN   \n",
        "24631                                                NaN   \n",
        "25359                                                NaN   \n",
        "26217                                                NaN   \n",
        "26260                                                NaN   \n",
        "26261                                                NaN   \n",
        "27059                                                NaN   \n",
        "28049                                                  Y   \n",
        "28052                                                NaN   \n",
        "28058                                                NaN   \n",
        "30944                                                NaN   \n",
        "33232                                                NaN   \n",
        "47751                                                NaN   \n",
        "47757                                                NaN   \n",
        "\n",
        "      Service user band - Physical Disability  \\\n",
        "21300                                     NaN   \n",
        "22611                                       Y   \n",
        "22693                                     NaN   \n",
        "23058                                     NaN   \n",
        "24631                                     NaN   \n",
        "25359                                     NaN   \n",
        "26217                                     NaN   \n",
        "26260                                     NaN   \n",
        "26261                                     NaN   \n",
        "27059                                     NaN   \n",
        "28049                                       Y   \n",
        "28052                                     NaN   \n",
        "28058                                     NaN   \n",
        "30944                                     NaN   \n",
        "33232                                     NaN   \n",
        "47751                                     NaN   \n",
        "47757                                     NaN   \n",
        "\n",
        "      Service user band - Sensory Impairment  \\\n",
        "21300                                    NaN   \n",
        "22611                                    NaN   \n",
        "22693                                    NaN   \n",
        "23058                                    NaN   \n",
        "24631                                    NaN   \n",
        "25359                                    NaN   \n",
        "26217                                    NaN   \n",
        "26260                                    NaN   \n",
        "26261                                    NaN   \n",
        "27059                                    NaN   \n",
        "28049                                      Y   \n",
        "28052                                    NaN   \n",
        "28058                                    NaN   \n",
        "30944                                    NaN   \n",
        "33232                                    NaN   \n",
        "47751                                    NaN   \n",
        "47757                                    NaN   \n",
        "\n",
        "      Service user band - Whole Population Service user band - Younger Adults  \n",
        "21300                                    Y                                NaN  \n",
        "22611                                    Y                                  Y  \n",
        "22693                                    Y                                NaN  \n",
        "23058                                    Y                                NaN  \n",
        "24631                                    Y                                NaN  \n",
        "25359                                    Y                                NaN  \n",
        "26217                                    Y                                NaN  \n",
        "26260                                    Y                                NaN  \n",
        "26261                                    Y                                NaN  \n",
        "27059                                    Y                                NaN  \n",
        "28049                                  NaN                                  Y  \n",
        "28052                                    Y                                NaN  \n",
        "28058                                    Y                                NaN  \n",
        "30944                                    Y                                NaN  \n",
        "33232                                    Y                                NaN  \n",
        "47751                                    Y                                NaN  \n",
        "47757                                    Y                                NaN  \n",
        "\n",
        "[17 rows x 89 columns]"
       ]
      }
     ],
     "prompt_number": 41
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "iwdentists.groupby('Brand Name').size().order(ascending=False)"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 42,
       "text": [
        "Brand Name\n",
        "-                          12\n",
        "BRAND IDH Dental            3\n",
        "BRAND Oasis Dental Care     2\n",
        "dtype: int64"
       ]
      }
     ],
     "prompt_number": 42
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "iwdentists.groupby('Provider Name').size().order(ascending=False)"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 43,
       "text": [
        "Provider Name\n",
        "Whitecross Dental Care Limited                3\n",
        "Isle of Wight NHS Trust                       2\n",
        "Apex Dental Care Limited                      2\n",
        "Wight Dental Care Limited                     1\n",
        "Wight Aesthetic Limited                       1\n",
        "Mrs. Mary Elizabeth Lammiman                  1\n",
        "Mr. Mark Cronshaw                             1\n",
        "Mr. James Spence                              1\n",
        "Mr. Alfred Keith Tierney                      1\n",
        "Moons Hill Administrative Services Limited    1\n",
        "Dr. Timothy Murray Fradgley                   1\n",
        "Dr John Philip Dine                           1\n",
        "B. D. Hamilton                                1\n",
        "dtype: int64"
       ]
      }
     ],
     "prompt_number": 43
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "df.groupby('Brand Name').size().order(ascending=False)"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 44,
       "text": [
        "Brand Name\n",
        "-                                    39681\n",
        "BRAND IDH Dental                       522\n",
        "BRAND Four Seasons Group               366\n",
        "BRAND Voyage                           309\n",
        "BRAND BUPA Group                       287\n",
        "BRAND Care UK                          249\n",
        "BRAND Oasis Dental Care                246\n",
        "BRAND Priory Group                     237\n",
        "BRAND Barchester Healthcare            185\n",
        "BRAND Royal Mencap Society             174\n",
        "BRAND HC-One Limited                   169\n",
        "BRAND Bluebird Care                    152\n",
        "BRAND Acromas Healthcare               146\n",
        "BRAND Home Instead                     130\n",
        "BRAND Caretech Community Services      128\n",
        "...\n",
        "BRAND Richmond Fellowship           8\n",
        "BRAND Majesticare                   8\n",
        "BRAND Matta Care Group              8\n",
        "BRAND St Andrew's Healthcare        8\n",
        "BRAND Viridian Housing              7\n",
        "BRAND Marie Curie Cancer Care       6\n",
        "BRAND The Royal British Legion      6\n",
        "BRAND Aster Healthcare Ltd          6\n",
        "BRAND UBU                           5\n",
        "BRAND C&C Alpha Group               5\n",
        "BRAND Ablegrange Group              5\n",
        "BRAND Caremark Limited              3\n",
        "BRAND Oxfordshire County Council    3\n",
        "BRAND Circle Healthcare Ltd         3\n",
        "P.R.A.C Limited                     3\n",
        "Length: 218, dtype: int64"
       ]
      }
     ],
     "prompt_number": 44
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "serviceTypes.groupby('Brand Name').size().order(ascending=False)"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 45,
       "text": [
        "Brand Name\n",
        "-                                    39681\n",
        "BRAND IDH Dental                       522\n",
        "BRAND Four Seasons Group               366\n",
        "BRAND Voyage                           309\n",
        "BRAND BUPA Group                       287\n",
        "BRAND Care UK                          249\n",
        "BRAND Oasis Dental Care                246\n",
        "BRAND Priory Group                     237\n",
        "BRAND Barchester Healthcare            185\n",
        "BRAND Royal Mencap Society             174\n",
        "BRAND HC-One Limited                   169\n",
        "BRAND Bluebird Care                    152\n",
        "BRAND Acromas Healthcare               146\n",
        "BRAND Home Instead                     130\n",
        "BRAND Caretech Community Services      128\n",
        "...\n",
        "BRAND Richmond Fellowship           8\n",
        "BRAND Majesticare                   8\n",
        "BRAND Matta Care Group              8\n",
        "BRAND St Andrew's Healthcare        8\n",
        "BRAND Viridian Housing              7\n",
        "BRAND Marie Curie Cancer Care       6\n",
        "BRAND The Royal British Legion      6\n",
        "BRAND Aster Healthcare Ltd          6\n",
        "BRAND UBU                           5\n",
        "BRAND C&C Alpha Group               5\n",
        "BRAND Ablegrange Group              5\n",
        "BRAND Caremark Limited              3\n",
        "BRAND Oxfordshire County Council    3\n",
        "BRAND Circle Healthcare Ltd         3\n",
        "P.R.A.C Limited                     3\n",
        "Length: 218, dtype: int64"
       ]
      }
     ],
     "prompt_number": 45
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 45
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "serviceTypesLong=pd.melt(serviceTypes,id_vars=['Location ID', 'HSCA start date','Location Name',\n",
      "                  'County', 'Postal Code', 'Brand ID', 'Brand Name', 'Provider ID', 'Provider Name', 'Provider HSCA start date'], value_vars=[\n",
      "                  'Service type - Acute services with overnight beds',\n",
      "                  'Service type - Acute services without overnight beds / listed acute services with or without overnight beds',\n",
      "                  'Service type - Ambulance service',\n",
      "                  'Service type - Blood and Transplant service',\n",
      "                  'Service type - Care home service with nursing',\n",
      "                  'Service type - Care home service without nursing',\n",
      "                  'Service type - Community based services for people who misuse substances', \n",
      "                  'Service type - Community based services for people with a learning disability', \n",
      "                  'Service type - Community based services for people with mental health needs', \n",
      "                  'Service type - Community health care services - Independent Midwives', \n",
      "                  'Service type - Community health care services - Nurses Agency only', \n",
      "                  'Service type - Community healthcare service', \n",
      "                  'Service type - Dental service', \n",
      "                  'Service type - Diagnostic and/or screening service', \n",
      "                  'Service type - Diagnostic and/or screening service - single handed sessional providers', \n",
      "                  'Service type - Doctors consultation service', \n",
      "                  'Service type - Doctors treatment service', \n",
      "                  'Service type - Domiciliary care service', \n",
      "                  'Service type - Extra Care housing services', \n",
      "                  'Service type - Hospice services', \n",
      "                  'Service type - Hospice services at home', \n",
      "                  'Service type - Hospital services for people with mental health needs, learning disabilities and problems with substance misuse',\n",
      "                  'Service type - Hyperbaric Chamber', \n",
      "                  'Service type - Long term conditions services', \n",
      "                  'Service type - Mobile doctors service', \n",
      "                  'Service type - Prison Healthcare Services', \n",
      "                  'Service type - Rehabilitation services', \n",
      "                  'Service type - Remote clinical advice service', \n",
      "                  'Service type - Residential substance misuse treatment and/or rehabilitation service', \n",
      "                  'Service type - Shared Lives', 'Service type - Specialist college service', \n",
      "                  'Service type - Supported living service', \n",
      "                  'Service type - Urgent care services' ])\n",
      "serviceTypesLong=serviceTypesLong[serviceTypesLong['value']=='Y']"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 46
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "serviceTypesLong[:3]"
     ],
     "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>Location ID</th>\n",
        "      <th>HSCA start date</th>\n",
        "      <th>Location Name</th>\n",
        "      <th>County</th>\n",
        "      <th>Postal Code</th>\n",
        "      <th>Brand ID</th>\n",
        "      <th>Brand Name</th>\n",
        "      <th>Provider ID</th>\n",
        "      <th>Provider Name</th>\n",
        "      <th>Provider HSCA start date</th>\n",
        "      <th>variable</th>\n",
        "      <th>value</th>\n",
        "    </tr>\n",
        "  </thead>\n",
        "  <tbody>\n",
        "    <tr>\n",
        "      <th>802</th>\n",
        "      <td> 1-108386437</td>\n",
        "      <td>2011-01-24</td>\n",
        "      <td> The New Victoria Hospital</td>\n",
        "      <td>     Surrey</td>\n",
        "      <td> KT2 7EG</td>\n",
        "      <td> -</td>\n",
        "      <td> -</td>\n",
        "      <td> 1-101727633</td>\n",
        "      <td> The New Victoria Hospital Limited</td>\n",
        "      <td>2010-10-01</td>\n",
        "      <td> Service type - Acute services with overnight beds</td>\n",
        "      <td> Y</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>812</th>\n",
        "      <td> 1-108411638</td>\n",
        "      <td>2010-11-24</td>\n",
        "      <td>      First Trust Hospital</td>\n",
        "      <td> Lancashire</td>\n",
        "      <td> PR3 5LD</td>\n",
        "      <td> -</td>\n",
        "      <td> -</td>\n",
        "      <td> 1-101634722</td>\n",
        "      <td>                   Anaster Limited</td>\n",
        "      <td>2010-10-01</td>\n",
        "      <td> Service type - Acute services with overnight beds</td>\n",
        "      <td> Y</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>844</th>\n",
        "      <td> 1-108552349</td>\n",
        "      <td>2011-01-21</td>\n",
        "      <td>        Burrswood Hospital</td>\n",
        "      <td>       Kent</td>\n",
        "      <td> TN3 9PY</td>\n",
        "      <td> -</td>\n",
        "      <td> -</td>\n",
        "      <td> 1-101635537</td>\n",
        "      <td>           The Dorothy Kerin Trust</td>\n",
        "      <td>2010-10-01</td>\n",
        "      <td> Service type - Acute services with overnight beds</td>\n",
        "      <td> Y</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
        "</div>"
       ],
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 47,
       "text": [
        "     Location ID HSCA start date              Location Name      County  \\\n",
        "802  1-108386437      2011-01-24  The New Victoria Hospital      Surrey   \n",
        "812  1-108411638      2010-11-24       First Trust Hospital  Lancashire   \n",
        "844  1-108552349      2011-01-21         Burrswood Hospital        Kent   \n",
        "\n",
        "    Postal Code Brand ID Brand Name  Provider ID  \\\n",
        "802     KT2 7EG        -          -  1-101727633   \n",
        "812     PR3 5LD        -          -  1-101634722   \n",
        "844     TN3 9PY        -          -  1-101635537   \n",
        "\n",
        "                         Provider Name Provider HSCA start date  \\\n",
        "802  The New Victoria Hospital Limited               2010-10-01   \n",
        "812                    Anaster Limited               2010-10-01   \n",
        "844            The Dorothy Kerin Trust               2010-10-01   \n",
        "\n",
        "                                              variable value  \n",
        "802  Service type - Acute services with overnight beds     Y  \n",
        "812  Service type - Acute services with overnight beds     Y  \n",
        "844  Service type - Acute services with overnight beds     Y  "
       ]
      }
     ],
     "prompt_number": 47
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "serviceTypesLong[serviceTypesLong['Brand Name']!='-'].groupby(['Brand Name','variable']).filter(lambda x: len(x) >= 75).groupby(['Brand Name','variable']).size().order(ascending=False)"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 48,
       "text": [
        "Brand Name                         variable                                        \n",
        "BRAND IDH Dental                   Service type - Dental service                       522\n",
        "BRAND Four Seasons Group           Service type - Care home service with nursing       272\n",
        "BRAND Voyage                       Service type - Care home service without nursing    263\n",
        "BRAND Oasis Dental Care            Service type - Dental service                       246\n",
        "BRAND BUPA Group                   Service type - Care home service with nursing       230\n",
        "BRAND Four Seasons Group           Service type - Care home service without nursing    168\n",
        "BRAND Bluebird Care                Service type - Domiciliary care service             152\n",
        "BRAND Priory Group                 Service type - Care home service without nursing    148\n",
        "BRAND Barchester Healthcare        Service type - Care home service with nursing       144\n",
        "BRAND HC-One Limited               Service type - Care home service with nursing       135\n",
        "BRAND Acromas Healthcare           Service type - Domiciliary care service             132\n",
        "BRAND Home Instead                 Service type - Domiciliary care service             130\n",
        "BRAND Caretech Community Services  Service type - Care home service without nursing    114\n",
        "BRAND Royal Mencap Society         Service type - Care home service without nursing    110\n",
        "BRAND Housing & Care 21            Service type - Domiciliary care service              95\n",
        "BRAND Voyage                       Service type - Domiciliary care service              88\n",
        "BRAND Dimensions                   Service type - Care home service without nursing     87\n",
        "BRAND Care UK                      Service type - Care home service with nursing        81\n",
        "BRAND Anchor Trust                 Service type - Care home service without nursing     81\n",
        "dtype: int64"
       ]
      }
     ],
     "prompt_number": 48
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "#Create accession number for each group member\n",
      "sl=serviceTypesLong\n",
      "sl['loc_accNum']=sl.sort('HSCA start date').groupby(['Brand Name']).cumcount()"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 56
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "sl[:3]"
     ],
     "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>Location ID</th>\n",
        "      <th>HSCA start date</th>\n",
        "      <th>Location Name</th>\n",
        "      <th>County</th>\n",
        "      <th>Postal Code</th>\n",
        "      <th>Brand ID</th>\n",
        "      <th>Brand Name</th>\n",
        "      <th>Provider ID</th>\n",
        "      <th>Provider Name</th>\n",
        "      <th>Provider HSCA start date</th>\n",
        "      <th>variable</th>\n",
        "      <th>value</th>\n",
        "      <th>loc_accNum</th>\n",
        "    </tr>\n",
        "  </thead>\n",
        "  <tbody>\n",
        "    <tr>\n",
        "      <th>802</th>\n",
        "      <td> 1-108386437</td>\n",
        "      <td>2011-01-24</td>\n",
        "      <td> The New Victoria Hospital</td>\n",
        "      <td>     Surrey</td>\n",
        "      <td> KT2 7EG</td>\n",
        "      <td> -</td>\n",
        "      <td> -</td>\n",
        "      <td> 1-101727633</td>\n",
        "      <td> The New Victoria Hospital Limited</td>\n",
        "      <td>2010-10-01</td>\n",
        "      <td> Service type - Acute services with overnight beds</td>\n",
        "      <td> Y</td>\n",
        "      <td> 12394</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>812</th>\n",
        "      <td> 1-108411638</td>\n",
        "      <td>2010-11-24</td>\n",
        "      <td>      First Trust Hospital</td>\n",
        "      <td> Lancashire</td>\n",
        "      <td> PR3 5LD</td>\n",
        "      <td> -</td>\n",
        "      <td> -</td>\n",
        "      <td> 1-101634722</td>\n",
        "      <td>                   Anaster Limited</td>\n",
        "      <td>2010-10-01</td>\n",
        "      <td> Service type - Acute services with overnight beds</td>\n",
        "      <td> Y</td>\n",
        "      <td>  3144</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>844</th>\n",
        "      <td> 1-108552349</td>\n",
        "      <td>2011-01-21</td>\n",
        "      <td>        Burrswood Hospital</td>\n",
        "      <td>       Kent</td>\n",
        "      <td> TN3 9PY</td>\n",
        "      <td> -</td>\n",
        "      <td> -</td>\n",
        "      <td> 1-101635537</td>\n",
        "      <td>           The Dorothy Kerin Trust</td>\n",
        "      <td>2010-10-01</td>\n",
        "      <td> Service type - Acute services with overnight beds</td>\n",
        "      <td> Y</td>\n",
        "      <td> 11898</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
        "</div>"
       ],
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 59,
       "text": [
        "     Location ID HSCA start date              Location Name      County  \\\n",
        "802  1-108386437      2011-01-24  The New Victoria Hospital      Surrey   \n",
        "812  1-108411638      2010-11-24       First Trust Hospital  Lancashire   \n",
        "844  1-108552349      2011-01-21         Burrswood Hospital        Kent   \n",
        "\n",
        "    Postal Code Brand ID Brand Name  Provider ID  \\\n",
        "802     KT2 7EG        -          -  1-101727633   \n",
        "812     PR3 5LD        -          -  1-101634722   \n",
        "844     TN3 9PY        -          -  1-101635537   \n",
        "\n",
        "                         Provider Name Provider HSCA start date  \\\n",
        "802  The New Victoria Hospital Limited               2010-10-01   \n",
        "812                    Anaster Limited               2010-10-01   \n",
        "844            The Dorothy Kerin Trust               2010-10-01   \n",
        "\n",
        "                                              variable value  loc_accNum  \n",
        "802  Service type - Acute services with overnight beds     Y       12394  \n",
        "812  Service type - Acute services with overnight beds     Y        3144  \n",
        "844  Service type - Acute services with overnight beds     Y       11898  "
       ]
      }
     ],
     "prompt_number": 59
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "from ggplot import *"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 58
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "ggplot(sl[(sl['Brand Name']=='BRAND IDH Dental') | (sl['Brand Name']=='BRAND Oasis Dental Care')],\n",
      "       aes(x='HSCA start date',y='loc_accNum',color='Brand Name'))+geom_line()"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "display_data",
       "png": "iVBORw0KGgoAAAANSUhEUgAAAtEAAAHzCAYAAADmRUGnAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nAADAIkI0AAAAYNH/B1DmtRsUL+25AAAAAElFTkSuQmCC\n",
       "text": [
        "<matplotlib.figure.Figure at 0x7f60969799e8>"
       ]
      },
      {
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 62,
       "text": [
        "<ggplot: (-9223363283570719705)>"
       ]
      }
     ],
     "prompt_number": 62
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "sl[sl['Brand Name']=='BRAND IDH Dental'][:5]"
     ],
     "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>Location ID</th>\n",
        "      <th>HSCA start date</th>\n",
        "      <th>Location Name</th>\n",
        "      <th>County</th>\n",
        "      <th>Postal Code</th>\n",
        "      <th>Brand ID</th>\n",
        "      <th>Brand Name</th>\n",
        "      <th>Provider ID</th>\n",
        "      <th>Provider Name</th>\n",
        "      <th>Provider HSCA start date</th>\n",
        "      <th>variable</th>\n",
        "      <th>value</th>\n",
        "      <th>loc_accNum</th>\n",
        "    </tr>\n",
        "  </thead>\n",
        "  <tbody>\n",
        "    <tr>\n",
        "      <th>597474</th>\n",
        "      <td> 1-1025253788</td>\n",
        "      <td>2013-12-04</td>\n",
        "      <td>          Lyppard Dental Centre</td>\n",
        "      <td>  Worcestershire</td>\n",
        "      <td>  WR4 0DZ</td>\n",
        "      <td> BD230</td>\n",
        "      <td> BRAND IDH Dental</td>\n",
        "      <td>  1-677418445</td>\n",
        "      <td>       Lyppard Dental Centre Practice Partnership</td>\n",
        "      <td>2013-12-04</td>\n",
        "      <td> Service type - Dental service</td>\n",
        "      <td> Y</td>\n",
        "      <td> 422</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>597569</th>\n",
        "      <td> 1-1043259741</td>\n",
        "      <td>2013-12-18</td>\n",
        "      <td>  Falmouth Dental Health Centre</td>\n",
        "      <td>        Cornwall</td>\n",
        "      <td> TR11 2DH</td>\n",
        "      <td> BD230</td>\n",
        "      <td> BRAND IDH Dental</td>\n",
        "      <td>  1-973502741</td>\n",
        "      <td> The Old Brewery Yard Dental Practice Partnership</td>\n",
        "      <td>2013-12-18</td>\n",
        "      <td> Service type - Dental service</td>\n",
        "      <td> Y</td>\n",
        "      <td> 423</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>598645</th>\n",
        "      <td> 1-1102135511</td>\n",
        "      <td>2014-01-08</td>\n",
        "      <td> Lingwell Croft Dental Practice</td>\n",
        "      <td>  West Yorkshire</td>\n",
        "      <td> LS10 3NB</td>\n",
        "      <td> BD230</td>\n",
        "      <td> BRAND IDH Dental</td>\n",
        "      <td> 1-1070355565</td>\n",
        "      <td>     Shelldrake Drive Dental Practice Partnership</td>\n",
        "      <td>2014-01-08</td>\n",
        "      <td> Service type - Dental service</td>\n",
        "      <td> Y</td>\n",
        "      <td> 438</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>598940</th>\n",
        "      <td> 1-1111751240</td>\n",
        "      <td>2014-02-02</td>\n",
        "      <td>    Kenton Park Dental Practice</td>\n",
        "      <td>   Tyne And Wear</td>\n",
        "      <td>  NE3 4RU</td>\n",
        "      <td> BD230</td>\n",
        "      <td> BRAND IDH Dental</td>\n",
        "      <td> 1-1098009961</td>\n",
        "      <td>          Kenton Park Dental Practice Partnership</td>\n",
        "      <td>2014-02-02</td>\n",
        "      <td> Service type - Dental service</td>\n",
        "      <td> Y</td>\n",
        "      <td> 464</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>599186</th>\n",
        "      <td> 1-1116031048</td>\n",
        "      <td>2014-01-07</td>\n",
        "      <td>    Perkins and Harrison Dental</td>\n",
        "      <td> North Yorkshire</td>\n",
        "      <td> YO12 7HT</td>\n",
        "      <td> BD230</td>\n",
        "      <td> BRAND IDH Dental</td>\n",
        "      <td> 1-1102521969</td>\n",
        "      <td>    North Marine Road Dental Practice Partnership</td>\n",
        "      <td>2014-01-07</td>\n",
        "      <td> Service type - Dental service</td>\n",
        "      <td> Y</td>\n",
        "      <td> 437</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
        "</div>"
       ],
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 63,
       "text": [
        "         Location ID HSCA start date                   Location Name  \\\n",
        "597474  1-1025253788      2013-12-04           Lyppard Dental Centre   \n",
        "597569  1-1043259741      2013-12-18   Falmouth Dental Health Centre   \n",
        "598645  1-1102135511      2014-01-08  Lingwell Croft Dental Practice   \n",
        "598940  1-1111751240      2014-02-02     Kenton Park Dental Practice   \n",
        "599186  1-1116031048      2014-01-07     Perkins and Harrison Dental   \n",
        "\n",
        "                 County Postal Code Brand ID        Brand Name   Provider ID  \\\n",
        "597474   Worcestershire     WR4 0DZ    BD230  BRAND IDH Dental   1-677418445   \n",
        "597569         Cornwall    TR11 2DH    BD230  BRAND IDH Dental   1-973502741   \n",
        "598645   West Yorkshire    LS10 3NB    BD230  BRAND IDH Dental  1-1070355565   \n",
        "598940    Tyne And Wear     NE3 4RU    BD230  BRAND IDH Dental  1-1098009961   \n",
        "599186  North Yorkshire    YO12 7HT    BD230  BRAND IDH Dental  1-1102521969   \n",
        "\n",
        "                                           Provider Name  \\\n",
        "597474        Lyppard Dental Centre Practice Partnership   \n",
        "597569  The Old Brewery Yard Dental Practice Partnership   \n",
        "598645      Shelldrake Drive Dental Practice Partnership   \n",
        "598940           Kenton Park Dental Practice Partnership   \n",
        "599186     North Marine Road Dental Practice Partnership   \n",
        "\n",
        "       Provider HSCA start date                       variable value  \\\n",
        "597474               2013-12-04  Service type - Dental service     Y   \n",
        "597569               2013-12-18  Service type - Dental service     Y   \n",
        "598645               2014-01-08  Service type - Dental service     Y   \n",
        "598940               2014-02-02  Service type - Dental service     Y   \n",
        "599186               2014-01-07  Service type - Dental service     Y   \n",
        "\n",
        "        loc_accNum  \n",
        "597474         422  \n",
        "597569         423  \n",
        "598645         438  \n",
        "598940         464  \n",
        "599186         437  "
       ]
      }
     ],
     "prompt_number": 63
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "getCQCheadlineReport('1-1111751240')"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 65,
       "text": [
        "{'status': 'CQC have not inspected this service yet'}"
       ]
      }
     ],
     "prompt_number": 65
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "serviceTypesLong['variable'].unique()"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 66,
       "text": [
        "array(['Service type - Acute services with overnight beds',\n",
        "       'Service type - Acute services without overnight beds / listed acute services with or without overnight beds',\n",
        "       'Service type - Ambulance service',\n",
        "       'Service type - Blood and Transplant service',\n",
        "       'Service type - Care home service with nursing',\n",
        "       'Service type - Care home service without nursing',\n",
        "       'Service type - Community based services for people who misuse substances',\n",
        "       'Service type - Community based services for people with a learning disability',\n",
        "       'Service type - Community based services for people with mental health needs',\n",
        "       'Service type - Community health care services - Independent Midwives',\n",
        "       'Service type - Community health care services - Nurses Agency only',\n",
        "       'Service type - Community healthcare service',\n",
        "       'Service type - Dental service',\n",
        "       'Service type - Diagnostic and/or screening service',\n",
        "       'Service type - Diagnostic and/or screening service - single handed sessional providers',\n",
        "       'Service type - Doctors consultation service',\n",
        "       'Service type - Doctors treatment service',\n",
        "       'Service type - Domiciliary care service',\n",
        "       'Service type - Extra Care housing services',\n",
        "       'Service type - Hospice services',\n",
        "       'Service type - Hospice services at home',\n",
        "       'Service type - Hospital services for people with mental health needs, learning disabilities and problems with substance misuse',\n",
        "       'Service type - Hyperbaric Chamber',\n",
        "       'Service type - Long term conditions services',\n",
        "       'Service type - Mobile doctors service',\n",
        "       'Service type - Prison Healthcare Services',\n",
        "       'Service type - Rehabilitation services',\n",
        "       'Service type - Remote clinical advice service',\n",
        "       'Service type - Residential substance misuse treatment and/or rehabilitation service',\n",
        "       'Service type - Shared Lives',\n",
        "       'Service type - Specialist college service',\n",
        "       'Service type - Supported living service',\n",
        "       'Service type - Urgent care services'], dtype=object)"
       ]
      }
     ],
     "prompt_number": 66
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "#gpcats=['Service type - Doctors treatment service','Service type - Doctors consultation service']\n",
      "gpgroup1=sl[sl['variable']=='Service type - Doctors consultation service'].groupby('Provider Name').filter(lambda x: len(x) > 10)\n",
      "gpgroup2=sl[sl['variable']=='Service type - Doctors treatment service'].groupby('Provider Name').filter(lambda x: len(x) > 10)\n",
      "\n",
      "#gpgroup1=sl[(sl['variable'].isin(gpcats)) & (sl['Brand Name']!='-')]\n",
      "gpgroup1[:3]"
     ],
     "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>Location ID</th>\n",
        "      <th>HSCA start date</th>\n",
        "      <th>Location Name</th>\n",
        "      <th>County</th>\n",
        "      <th>Postal Code</th>\n",
        "      <th>Brand ID</th>\n",
        "      <th>Brand Name</th>\n",
        "      <th>Provider ID</th>\n",
        "      <th>Provider Name</th>\n",
        "      <th>Provider HSCA start date</th>\n",
        "      <th>variable</th>\n",
        "      <th>value</th>\n",
        "      <th>loc_accNum</th>\n",
        "    </tr>\n",
        "  </thead>\n",
        "  <tbody>\n",
        "    <tr>\n",
        "      <th>746783</th>\n",
        "      <td> 1-1020208748</td>\n",
        "      <td>2013-11-12</td>\n",
        "      <td>   Park Community Practice</td>\n",
        "      <td>        NaN</td>\n",
        "      <td>  HX1 5UA</td>\n",
        "      <td> BD329</td>\n",
        "      <td>                             BRAND Locala</td>\n",
        "      <td> 1-256729774</td>\n",
        "      <td> Locala Community Partnerships C.I.C</td>\n",
        "      <td>2011-10-03</td>\n",
        "      <td> Service type - Doctors consultation service</td>\n",
        "      <td> Y</td>\n",
        "      <td> 28</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>746784</th>\n",
        "      <td> 1-1020224614</td>\n",
        "      <td>2013-11-12</td>\n",
        "      <td> Calder Community Practice</td>\n",
        "      <td> Lancashire</td>\n",
        "      <td> OL14 5QN</td>\n",
        "      <td> BD329</td>\n",
        "      <td>                             BRAND Locala</td>\n",
        "      <td> 1-256729774</td>\n",
        "      <td> Locala Community Partnerships C.I.C</td>\n",
        "      <td>2011-10-03</td>\n",
        "      <td> Service type - Doctors consultation service</td>\n",
        "      <td> Y</td>\n",
        "      <td> 29</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>746866</th>\n",
        "      <td> 1-1039065531</td>\n",
        "      <td>2013-10-29</td>\n",
        "      <td>              BPAS Taunton</td>\n",
        "      <td>   Somerset</td>\n",
        "      <td>  TA1 5DA</td>\n",
        "      <td> BD125</td>\n",
        "      <td> BRAND British Pregnancy Advisory Service</td>\n",
        "      <td> 1-116992830</td>\n",
        "      <td>  British Pregnancy Advisory Service</td>\n",
        "      <td>2011-04-12</td>\n",
        "      <td> Service type - Doctors consultation service</td>\n",
        "      <td> Y</td>\n",
        "      <td> 71</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
        "</div>"
       ],
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 76,
       "text": [
        "         Location ID HSCA start date              Location Name      County  \\\n",
        "746783  1-1020208748      2013-11-12    Park Community Practice         NaN   \n",
        "746784  1-1020224614      2013-11-12  Calder Community Practice  Lancashire   \n",
        "746866  1-1039065531      2013-10-29               BPAS Taunton    Somerset   \n",
        "\n",
        "       Postal Code Brand ID                                Brand Name  \\\n",
        "746783     HX1 5UA    BD329                              BRAND Locala   \n",
        "746784    OL14 5QN    BD329                              BRAND Locala   \n",
        "746866     TA1 5DA    BD125  BRAND British Pregnancy Advisory Service   \n",
        "\n",
        "        Provider ID                        Provider Name  \\\n",
        "746783  1-256729774  Locala Community Partnerships C.I.C   \n",
        "746784  1-256729774  Locala Community Partnerships C.I.C   \n",
        "746866  1-116992830   British Pregnancy Advisory Service   \n",
        "\n",
        "       Provider HSCA start date                                     variable  \\\n",
        "746783               2011-10-03  Service type - Doctors consultation service   \n",
        "746784               2011-10-03  Service type - Doctors consultation service   \n",
        "746866               2011-04-12  Service type - Doctors consultation service   \n",
        "\n",
        "       value  loc_accNum  \n",
        "746783     Y          28  \n",
        "746784     Y          29  \n",
        "746866     Y          71  "
       ]
      }
     ],
     "prompt_number": 76
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "gpgroup['BrandName']=gpgroup['Brand Name'].str.replace('BRAND ','')\n",
      "ggplot(gpgroup[(gpgroup['BrandName']!='-')],\n",
      "       aes(x='HSCA start date',y='loc_accNum',color='BrandName'))+geom_line()"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "display_data",
       "png": "iVBORw0KGgoAAAANSUhEUgAAAtYAAALTCAYAAAAy3UV1AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n",
       "text": [
        "<matplotlib.figure.Figure at 0x7f6083d8bfd0>"
       ]
      },
      {
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 77,
       "text": [
        "<ggplot: (-9223363283573175331)>"
       ]
      }
     ],
     "prompt_number": 77
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "kx=['Location ID', 'HSCA start date','Location Name', 'County', 'Postal Code', 'Brand ID', 'Brand Name', 'Provider ID', 'Provider Name', 'Provider HSCA start date']\n",
      "gpboth=serviceTypes[(serviceTypes['Service type - Doctors treatment service']=='Y')\n",
      "                    & (serviceTypes['Service type - Doctors consultation service']=='Y')]\n",
      "gpboth=gpboth[kx]"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 80
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "gpbothgp=gpboth.groupby('Provider Name').filter(lambda x: len(x) > 10)\n",
      "gpbothgp[:2]"
     ],
     "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>Location ID</th>\n",
        "      <th>HSCA start date</th>\n",
        "      <th>Location Name</th>\n",
        "      <th>County</th>\n",
        "      <th>Postal Code</th>\n",
        "      <th>Brand ID</th>\n",
        "      <th>Brand Name</th>\n",
        "      <th>Provider ID</th>\n",
        "      <th>Provider Name</th>\n",
        "      <th>Provider HSCA start date</th>\n",
        "    </tr>\n",
        "  </thead>\n",
        "  <tbody>\n",
        "    <tr>\n",
        "      <th>155</th>\n",
        "      <td> 1-1024710742</td>\n",
        "      <td>2013-11-14</td>\n",
        "      <td>      Lawn Medical Practice - IHG</td>\n",
        "      <td> Wiltshire</td>\n",
        "      <td>  SN3 1JL</td>\n",
        "      <td> -</td>\n",
        "      <td> -</td>\n",
        "      <td> 1-158662155</td>\n",
        "      <td> Independent Health Group Limited</td>\n",
        "      <td>2011-03-30</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>501</th>\n",
        "      <td> 1-1065850512</td>\n",
        "      <td>2013-12-03</td>\n",
        "      <td> Kingkerswell Health Centre - IHG</td>\n",
        "      <td>     Devon</td>\n",
        "      <td> TQ12 5DJ</td>\n",
        "      <td> -</td>\n",
        "      <td> -</td>\n",
        "      <td> 1-158662155</td>\n",
        "      <td> Independent Health Group Limited</td>\n",
        "      <td>2011-03-30</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
        "</div>"
       ],
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 87,
       "text": [
        "      Location ID HSCA start date                     Location Name  \\\n",
        "155  1-1024710742      2013-11-14       Lawn Medical Practice - IHG   \n",
        "501  1-1065850512      2013-12-03  Kingkerswell Health Centre - IHG   \n",
        "\n",
        "        County Postal Code Brand ID Brand Name  Provider ID  \\\n",
        "155  Wiltshire     SN3 1JL        -          -  1-158662155   \n",
        "501      Devon    TQ12 5DJ        -          -  1-158662155   \n",
        "\n",
        "                        Provider Name Provider HSCA start date  \n",
        "155  Independent Health Group Limited               2011-03-30  \n",
        "501  Independent Health Group Limited               2011-03-30  "
       ]
      }
     ],
     "prompt_number": 87
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "gpbothgp['BrandName']=gpbothgp['Brand Name'].str.replace('BRAND ','')\n"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 88
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "gpbothgp['loc_accNum']=gpbothgp.sort('HSCA start date').groupby(['Brand Name']).cumcount()\n"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 89
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "ggplot(gpbothgp[(gpbothgp['BrandName']!='-')],\n",
      "       aes(x='HSCA start date',y='loc_accNum',color='BrandName'))+geom_line()"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "display_data",
       "png": "iVBORw0KGgoAAAANSUhEUgAAAscAAAHzCAYAAADM9bAIAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n",
       "text": [
        "<matplotlib.figure.Figure at 0x7f6083d8db70>"
       ]
      },
      {
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 90,
       "text": [
        "<ggplot: (-9223363283573325536)>"
       ]
      }
     ],
     "prompt_number": 90
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [],
     "language": "python",
     "metadata": {},
     "outputs": []
    }
   ],
   "metadata": {}
  }
 ]
}

## cqc_register.ipynb

      
Display the source blob

    
Display the rendered blob

    
    Raw
  

              cqc_register.ipynb
            
          
      Sorry, something went wrong. Reload?
      Sorry, we cannot display this file.
      Sorry, this file is invalid so it cannot be displayed.
      
          Viewer requires iframe.