Code
# load libraries
library(ggplot2)
library(dplyr)
library(nomisr)
library(kableExtra)
library(sf)
library(raster)CherPP EDA
1 Background
For the CHerPP project it will be important to understand the demographics of the area around the dock redevelopment project and beyond. This is important to ensure that we can gain as close to a representative sample as possible.
Given the nature of the project ethnicity will be an important demographic factor. ## Preamble
We are using the NOMIS API to access this data so will need to load the nomisr package. Also load the other standard packages as well.
2 Finding the correct data
First we have a look at all data available through NOMIS the includes population.
Code
first <- nomis_search(name = '*population*')
first[, c("id", "name.value")] %>%
kable %>%
kable_styling("striped", full_width = F) %>%
scroll_box(height = "200px")| id | name.value |
|---|---|
| NM_17_1 | annual population survey |
| NM_17_5 | annual population survey (variables (percentages)) |
| NM_31_1 | Population estimates - local authority based by five year age band |
| NM_100_1 | annual population survey - workplace analysis |
| NM_136_1 | annual population survey - households by combined economic activity status |
| NM_137_1 | annual population survey - households with dependent children and type |
| NM_143_1 | QS102EW - Population density |
| NM_144_1 | KS101EW - Usual resident population |
| NM_150_1 | ST102EWla - Population density |
| NM_151_1 | WD102EW - Population density |
| NM_154_1 | WD702EW - Distance travelled to work (Workday population) |
| NM_155_1 | WP102EW - Population density (Workplace population) |
| NM_156_1 | WP702EW - Distance travelled to work (Workplace population) |
| NM_157_1 | OT102EW - Population density (Out of term-time population) |
| NM_158_1 | KS101UK - Usual resident population |
| NM_160_1 | QS102UK - Population density |
| NM_168_1 | annual population survey - regional - employment by occupation (SOC2010) |
| NM_169_1 | annual population survey - regional - nationality |
| NM_170_1 | annual population survey - regional - labour market status by age |
| NM_179_1 | annual population survey - regional - country of birth |
| NM_180_1 | annual population survey - regional - ethnicity by industry |
| NM_181_1 | annual population survey - regional - economic inactivity by reasons |
| NM_210_1 | annual population survey - regional - occupation (SOC2010) by sex by employment type |
| NM_218_1 | annual population survey - regional - occupation (SOC2020) by sex by employment type |
| NM_509_1 | Population |
| NM_942_1 | WD601EW - Economic activity (Workday population) |
| NM_943_1 | WD604EW - Hours worked (Workday population) |
| NM_944_1 | WD605EW - Industry (Workday population) |
| NM_945_1 | WD606EW - Occupation (Workday population) |
| NM_946_1 | WD607EW - NS-SeC (Workday population) |
| NM_947_1 | WD613EW - Approximated Social Grade (Workday population) |
| NM_949_1 | WD703EW - Method of travel to work (2001 specification) (Workday population) |
| NM_950_1 | WD1101EW - Sex by Age (Workday population) |
| NM_1234_1 | SH05a - Non-private population - Not hotels - Persons [1961 Census] |
| NM_1238_1 | SH09 - Non-private population - hotels [1961 Census] |
| NM_1255_1 | SH05b - Non-private population - Not hotels - Establishments [1961 Census] |
| NM_1300_1 | WP101EW - Population (Workplace population) |
| NM_1302_1 | WP201EW - Ethnic group (Workplace population) |
| NM_1303_1 | WP203EW - Country of birth (Workplace population) |
| NM_1304_1 | WP204EW - Main language (Workplace population) |
| NM_1305_1 | WP206WA - Welsh language skills (Workplace population) |
| NM_1306_1 | WP207WA - Welsh language skills (detailed) (Workplace population) |
| NM_1307_1 | WP210EW - Religion (Workplace population) |
| NM_1308_1 | WP212EW - Passports held (detailed) (Workplace population) |
| NM_1309_1 | WP302EW - General Health (Workplace population) |
| NM_1310_1 | WP403EW - Tenure - People (Workplace population) |
| NM_1311_1 | WP501EW - Highest level of qualification (Workplace population) |
| NM_1312_1 | WP601EW - Employment Status (Workplace population) |
| NM_1313_1 | WP604EW - Hours worked (Workplace population) |
| NM_1314_1 | WP605EW - Industry (Workplace population) |
| NM_1315_1 | WP606EW - Occupation (Minor groups) (Workplace population) |
| NM_1316_1 | WP607EW - NS-SeC (Workplace population) |
| NM_1317_1 | WP613EW - Approximated social grade (Workplace population) |
| NM_1318_1 | WP703EW - Method of travel to work (2001 specification) (Workplace population) |
| NM_1319_1 | WP803EW - Length of residence in the UK (Workplace population) |
| NM_1320_1 | WP1101EW - Sex by single year of age (Workplace population) |
| NM_1321_1 | WP6110EW - Industry by age (Workplace population) |
| NM_1322_1 | WP6112EW - Occupation by age (Workplace population) |
| NM_1323_1 | WP6501EW - Occupation by highest level of qualification (Workplace population) |
| NM_1324_1 | WP6503EW - Industry by highest level of qualification (Workplace population) |
| NM_1325_1 | WP6604EW - Occupation by industry (Workplace population) |
| NM_1326_1 | WP7101EW - Method of travel to work by age (Workplace population) |
| NM_1327_1 | WP7102EW - Distance travelled to work by age (Workplace population) |
| NM_1328_1 | WP7606EW - Distance travelled to work by industry (Workplace population) |
| NM_1329_1 | WP7607EW - Distance travelled to work by occupation (Workplace population) |
| NM_1330_1 | WP7701EW - Method of travel to work (2001 specification) by distance travelled to work (Workplace population) |
| NM_1331_1 | WP7103EW - Workplace and usual residence by method of travel to work (2001 specification) (Workplace population) |
| NM_1351_1 | OT107EW - Marital and civil partnership status (Out of term-time population) |
| NM_1352_1 | OT1101EW - Sex by five-year age group (Out of term-time population) |
| NM_1353_1 | OT1117EW - Sex by single year of age (Out of term-time population) |
| NM_1354_1 | OT201EW - Ethnic group (Out of term-time population) |
| NM_1355_1 | OT203EW - Country of birth (detailed) (Out of term-time population) |
| NM_1356_1 | OT204EW - Main language (detailed) (Out of term-time population) |
| NM_1357_1 | OT206WA - Welsh Language Skills (Out of term-time population) |
| NM_1358_1 | OT207WA - Welsh Language Skills (Detailed) (Out of term-time population) |
| NM_1359_1 | OT210EW - Religion (Out of term-time population) |
| NM_1360_1 | OT212EW - Passports held (detailed) (Out of term-time population) |
| NM_1361_1 | OT301EW - Provision of unpaid care (Out of term-time population) |
| NM_1362_1 | OT302EW - General health (Out of term-time population) |
| NM_1363_1 | OT501EW - Highest level of qualification (Out of term-time population) |
| NM_1364_1 | OT601EW - Economic activity (Out of term-time population) |
| NM_1365_1 | OT603EW - Economic activity - Full-time students (Out of term-time population) |
| NM_1366_1 | OT604EW - Hours worked (Out of term-time population) |
| NM_1367_1 | OT605EW - Industry (Out of term-time population) |
| NM_1368_1 | OT606EW - Occupation (Minor groups) (Out of term-time population) |
| NM_1369_1 | OT607EW - NS-SeC (Out of term-time population) |
| NM_1370_1 | OT803EW - Length of residence in the UK (Out of term-time population) |
| NM_1420_1 | CR03 - Acreage, population, private families and dwellings [1921 census] |
| NM_1423_1 | CR12 - Institutions: Number, total population and inmates [1921 census] |
| NM_1428_1 | CR21 - Birthplaces of the Population [1921 census] |
| NM_1429_1 | CR22 - Foreign born population by country of birth and nationality [1921 census] |
| NM_1634_1 | KS001 - Usual resident population |
| NM_1635_1 | UV001 - Population |
| NM_1660_1 | UV039 - Method of travel to work - resident population |
| NM_1689_1 | UV075 - Age (workplace population) |
| NM_1690_1 | UV076 - NS-SeC (workplace population) |
| NM_1691_1 | UV078 - Approximated Social Grade (Workplace Population) |
| NM_1692_1 | UV080 - Distance Travelled To Work (Workplace Population) |
| NM_1697_1 | UV002 - Population density |
| NM_1897_1 | ST129 - Sex and distance travelled to work by method of travel to work (workplace population) |
| NM_1898_1 | ST130 - Sex and industry by distance travelled to work (workplace population; no ward data) |
| NM_1899_1 | ST131 - Sex and industry by highest level of qualification (workplace population; no ward data) |
| NM_1900_1 | ST132 - Sex and industry by occupation (workplace population; no ward data) |
| NM_1939_1 | TT010 - Theme table on resident, workplace and daytime population |
| NM_2002_1 | Population estimates - local authority based by single year of age |
| NM_2006_1 | Population projections - local authority based by single year of age |
| NM_2009_1 | National Population projections by single year of age |
| NM_2010_1 | Population estimates - small area based by single year of age - England and Wales |
| NM_2026_1 | TS006 - Population density |
| NM_2090_1 | TS073 - Population who have previously served in UK armed forces in communal establishments and in households |
Let’s stick with the Annual Population Survey for now. Lets get a list of all the ways the data breaks down filtering for different ethnic groups. For now we will focus in on “All ages” and no gender split.
Code
first <- nomis_get_metadata(id = "NM_17_5", concept = "variable")
first_filter <- first %>%
filter((grepl('Percentage of population aged 16+', description.en) & grepl('Black|White|Asian|mixed|Indian|Pakistani/Bangladeshi|other ethnic group', description.en)) | id == 557)
first_filter %>%
kable %>%
kable_styling("striped", full_width = F) %>%
scroll_box(height = "200px")| id | label.en | description.en |
|---|---|---|
| 557 | % of white - aged 16+ | % of white - aged 16+ |
| 794 | Percentage of population aged 16+ who are mixed ethnic group | Percentage of population aged 16+ who are mixed ethnic group |
| 795 | Percentage of population aged 16+ who are Indian | Percentage of population aged 16+ who are Indian |
| 796 | Percentage of population aged 16+ who are Pakistani/Bangladeshi | Percentage of population aged 16+ who are Pakistani/Bangladeshi |
| 797 | Percentage of population aged 16+ who are Black or Black British | Percentage of population aged 16+ who are Black or Black British |
| 798 | Percentage of population aged 16+ who are of other ethnic group | Percentage of population aged 16+ who are of other ethnic group |
Code
eth_id <- first_filter$idNow we want to find the code for parliamentary constituency.
Code
first <- nomis_get_metadata(id = "NM_17_5", concept = "geography", type = "type")
first %>%
kable %>%
kable_styling("striped", full_width = F) %>%
scroll_box(height = "200px")| id | label.en | description.en |
|---|---|---|
| TYPE83 | jobcentre plus group as of April 2019 | jobcentre plus group as of April 2019 |
| TYPE84 | jobcentre plus district as of April 2019 | jobcentre plus district as of April 2019 |
| TYPE225 | major towns and cities | major towns and cities |
| TYPE231 | 2011 scottish datazones | 2011 scottish datazones |
| TYPE232 | 2011 scottish intermediate zones | 2011 scottish intermediate zones |
| TYPE241 | scottish parliamentary regions | scottish parliamentary regions |
| TYPE247 | 2011 output area classification group | 2011 output area classification group |
| TYPE248 | 2011 output area classification sub group | 2011 output area classification sub group |
| TYPE249 | 2011 output area classification super group | 2011 output area classification super group |
| TYPE297 | 2011 super output areas - middle layer | 2011 super output areas - middle layer |
| TYPE298 | 2011 super output areas - lower layer | 2011 super output areas - lower layer |
| TYPE299 | 2011 output areas | 2011 output areas |
| TYPE307 | 2001 scottish data zones | 2001 scottish data zones |
| TYPE310 | 2001 output areas | 2001 output areas |
| TYPE338 | output area classification group | output area classification group |
| TYPE339 | output area classification sub group | output area classification sub group |
| TYPE340 | output area classification super group | output area classification super group |
| TYPE342 | english index of multiple deprivation 2010 - deciles | english index of multiple deprivation 2010 - deciles |
| TYPE347 | scottish index of multiple deprivation 2009 - deciles | scottish index of multiple deprivation 2009 - deciles |
| TYPE349 | welsh index of multiple deprivation 2008 - deciles | welsh index of multiple deprivation 2008 - deciles |
| TYPE425 | senedd cymru electoral regions (as of May 2016) | senedd cymru electoral regions (as of May 2016) |
| TYPE426 | senedd cymru constituencies (as of May 2016) | senedd cymru constituencies (as of May 2016) |
| TYPE431 | local authorities: county / unitary (as of April 2021) | local authorities: county / unitary (as of April 2021) |
| TYPE432 | local authorities: district / unitary (as of April 2021) | local authorities: district / unitary (as of April 2021) |
| TYPE433 | local authorities: county / unitary (as of April 2019) | local authorities: county / unitary (as of April 2019) |
| TYPE434 | local authorities: district / unitary (as of April 2019) | local authorities: district / unitary (as of April 2019) |
| TYPE437 | nuts 2016 level 3 | nuts 2016 level 3 |
| TYPE438 | nuts 2016 level 2 | nuts 2016 level 2 |
| TYPE439 | nuts 2016 level 1 | nuts 2016 level 1 |
| TYPE442 | combined authorities | combined authorities |
| TYPE444 | travel to work areas 2001-based | travel to work areas 2001-based |
| TYPE447 | travel to work areas 2011-based | travel to work areas 2011-based |
| TYPE449 | nuts 2013 level 3 | nuts 2013 level 3 |
| TYPE450 | nuts 2013 level 2 | nuts 2013 level 2 |
| TYPE451 | nuts 2013 level 1 | nuts 2013 level 1 |
| TYPE454 | nuts 2010 level 1 | nuts 2010 level 1 |
| TYPE455 | nuts 2010 level 2 | nuts 2010 level 2 |
| TYPE456 | nuts 2010 level 3 | nuts 2010 level 3 |
| TYPE458 | scottish parliamentary constituencies 2011 revision | scottish parliamentary constituencies 2011 revision |
| TYPE459 | local enterprise partnerships (as of April 2021) | local enterprise partnerships (as of April 2021) |
| TYPE460 | parliamentary constituencies 2010 | parliamentary constituencies 2010 |
| TYPE462 | former metropolitan counties | former metropolitan counties |
| TYPE463 | local authorities: county / unitary (prior to April 2015) | local authorities: county / unitary (prior to April 2015) |
| TYPE464 | local authorities: district / unitary (prior to April 2015) | local authorities: district / unitary (prior to April 2015) |
| TYPE465 | travel to work areas 2001-based | travel to work areas 2001-based |
| TYPE468 | parliamentary constituencies 2005 revision | parliamentary constituencies 2005 revision |
| TYPE469 | english counties | english counties |
| TYPE477 | nuts 2003 level 1 | nuts 2003 level 1 |
| TYPE478 | nuts 2003 level 2 | nuts 2003 level 2 |
| TYPE479 | nuts 2003 level 3 | nuts 2003 level 3 |
| TYPE480 | regions | regions |
| TYPE482 | pre-2009 local authorities: county / unitary | pre-2009 local authorities: county / unitary |
| TYPE484 | parliamentary constituencies 1995 revision | parliamentary constituencies 1995 revision |
| TYPE486 | pre-2009 local authorities: district / unitary | pre-2009 local authorities: district / unitary |
| TYPE499 | countries | countries |
For now let’s look at Parliamentary constituency 2010. Time to get the most recent data.
Code
aps_recent <- nomis_get_data(id = "NM_17_5", time = "latest", variable = eth_id, geography = "TYPE460", measures = 20599)There is a fair bit of missing or suppressed data due to small sample sizes. But here is the breakdown by constituency for the various ethnic groups.
Code
aps_recent_white <- aps_recent[order(aps_recent$OBS_VALUE, decreasing = FALSE),] %>%
filter(VARIABLE == 557)
aps_recent_white[, c("GEOGRAPHY_NAME", "OBS_VALUE")] %>%
kable(, caption = "% Whites over 16 by Parliamentary constituency") %>%
kable_styling("striped", full_width = F) %>%
scroll_box(height = "200px")| GEOGRAPHY_NAME | OBS_VALUE |
|---|---|
| Ilford South | 18.4 |
| Edmonton | 25.9 |
| Leicester East | 26.3 |
| Bethnal Green and Bow | 28.5 |
| Brent North | 28.9 |
| East Ham | 29.7 |
| West Ham | 32.6 |
| Harrow West | 33.6 |
| Birmingham, Ladywood | 35.1 |
| Hayes and Harlington | 36.6 |
| Birmingham, Hodge Hill | 37.3 |
| Ealing North | 37.7 |
| Harrow East | 37.7 |
| Bradford West | 38.3 |
| Ilford North | 38.8 |
| Feltham and Heston | 39.0 |
| Poplar and Limehouse | 40.7 |
| Slough | 41.8 |
| Birmingham, Yardley | 42.5 |
| Brent Central | 43.1 |
| Birmingham, Perry Barr | 44.3 |
| Barking | 44.4 |
| Croydon North | 47.7 |
| Coventry North East | 49.0 |
| Tottenham | 49.5 |
| Dagenham and Rainham | 49.6 |
| Walthamstow | 49.6 |
| Leicester South | 50.7 |
| Birmingham, Hall Green | 52.5 |
| Erith and Thamesmead | 52.5 |
| Bermondsey and Old Southwark | 52.6 |
| Leyton and Wanstead | 52.7 |
| Manchester Central | 53.4 |
| Hendon | 53.4 |
| Blackburn | 53.6 |
| Bradford East | 53.7 |
| Crawley | 53.7 |
| Ealing, Southall | 55.0 |
| Blackley and Broughton | 55.4 |
| Luton North | 55.4 |
| Kensington | 55.9 |
| Warley | 56.1 |
| Croydon Central | 56.1 |
| Wolverhampton South East | 57.3 |
| Islington North | 58.4 |
| Chingford and Woodford Green | 58.7 |
| Birmingham, Edgbaston | 59.0 |
| Eltham | 59.1 |
| Birmingham, Erdington | 59.6 |
| Cities of London and Westminster | 60.0 |
| Manchester, Gorton | 60.1 |
| Uxbridge and South Ruislip | 60.3 |
| Walsall South | 60.7 |
| Hackney North and Stoke Newington | 60.8 |
| Camberwell and Peckham | 60.9 |
| Sutton and Cheam | 61.4 |
| Luton South | 61.8 |
| Derby South | 61.9 |
| Hammersmith | 62.4 |
| Hackney South and Shoreditch | 62.5 |
| Vauxhall | 62.5 |
| Lewisham, Deptford | 62.6 |
| Westminster North | 62.9 |
| Hampstead and Kilburn | 63.2 |
| Bradford South | 63.5 |
| Nottingham East | 64.8 |
| Milton Keynes South | 64.9 |
| Northampton North | 65.1 |
| Wycombe | 65.7 |
| Harborough | 66.3 |
| Carshalton and Wallington | 66.3 |
| Finchley and Golders Green | 66.4 |
| Hornsey and Wood Green | 66.4 |
| Leicester West | 66.5 |
| Rochdale | 66.8 |
| Wimbledon | 67.2 |
| Sheffield, Brightside and Hillsborough | 67.3 |
| Ruislip, Northwood and Pinner | 67.3 |
| Coventry South | 67.8 |
| Newcastle upon Tyne Central | 68.0 |
| Leeds East | 68.2 |
| West Bromwich East | 68.2 |
| Glasgow North | 68.2 |
| Oldham West and Royton | 68.3 |
| Greenwich and Woolwich | 68.8 |
| Bolton South East | 69.0 |
| Huddersfield | 69.5 |
| Leeds Central | 69.6 |
| Bexleyheath and Crayford | 69.9 |
| Dulwich and West Norwood | 70.0 |
| Croydon South | 70.2 |
| Wolverhampton South West | 70.5 |
| Reading West | 70.5 |
| Dartford | 70.6 |
| Chipping Barnet | 70.9 |
| Islington South and Finsbury | 70.9 |
| Streatham | 71.0 |
| Coventry North West | 71.2 |
| Worsley and Eccles South | 71.5 |
| Woking | 71.6 |
| Battersea | 71.7 |
| Chelsea and Fulham | 72.0 |
| Mitcham and Morden | 72.3 |
| Putney | 72.7 |
| Bedford | 72.8 |
| Oxford East | 72.8 |
| Enfield, Southgate | 72.9 |
| Ealing Central and Acton | 73.4 |
| Glasgow Central | 73.7 |
| Brentford and Isleworth | 73.8 |
| Nottingham South | 74.1 |
| Holborn and St Pancras | 74.4 |
| Birmingham, Selly Oak | 74.5 |
| Thurrock | 74.7 |
| Romford | 74.9 |
| Lewisham West and Penge | 75.3 |
| Salford and Eccles | 75.8 |
| Wolverhampton North East | 76.1 |
| Welwyn Hatfield | 76.5 |
| Nottingham North | 76.7 |
| Rugby | 77.1 |
| Tooting | 77.2 |
| Richmond Park | 77.3 |
| Liverpool, Riverside | 77.4 |
| Watford | 77.4 |
| Loughborough | 77.7 |
| Sheffield Central | 77.9 |
| Milton Keynes North | 77.9 |
| Pendle | 78.5 |
| Bromley and Chislehurst | 79.2 |
| Derby North | 79.4 |
| Bristol East | 79.4 |
| Kingston and Surbiton | 79.5 |
| Basildon and Billericay | 79.6 |
| Cambridge | 79.6 |
| Peterborough | 79.7 |
| Doncaster Central | 79.8 |
| South Swindon | 79.8 |
| Edinburgh North and Leith | 79.8 |
| Solihull | 79.9 |
| Manchester, Withington | 80.1 |
| Colchester | 80.2 |
| Ipswich | 80.2 |
| Leeds West | 80.3 |
| Orpington | 80.3 |
| Rotherham | 80.7 |
| Lewisham East | 80.7 |
| Spelthorne | 81.3 |
| Preston | 81.6 |
| Warwick and Leamington | 81.7 |
| St Albans | 81.7 |
| Leeds North East | 81.8 |
| Halesowen and Rowley Regis | 81.8 |
| Sheffield, Heeley | 82.3 |
| Dudley North | 82.3 |
| Hornchurch and Upminster | 82.3 |
| Edinburgh South West | 82.3 |
| Halifax | 82.5 |
| Middlesbrough | 82.6 |
| Harlow | 82.6 |
| Runnymede and Weybridge | 82.6 |
| Reading East | 82.7 |
| Epping Forest | 82.8 |
| Wythenshawe and Sale East | 82.9 |
| Enfield North | 82.9 |
| Epsom and Ewell | 83.1 |
| Sheffield, Hallam | 83.2 |
| Charnwood | 83.4 |
| Sutton Coldfield | 83.6 |
| Aberdeen North | 83.6 |
| Northampton South | 83.8 |
| Stretford and Urmston | 83.9 |
| Romsey and Southampton North | 83.9 |
| Stockport | 84.3 |
| Batley and Spen | 84.3 |
| Cardiff Central | 84.3 |
| Hemel Hempstead | 84.4 |
| Oldham East and Saddleworth | 84.5 |
| Wokingham | 84.5 |
| Bristol West | 84.6 |
| Liverpool, Wavertree | 84.9 |
| Newcastle upon Tyne East | 85.3 |
| Mid Sussex | 85.4 |
| Stoke-on-Trent North | 85.5 |
| Canterbury | 85.6 |
| Old Bexley and Sidcup | 85.7 |
| Dewsbury | 85.8 |
| Aberdeen South | 85.9 |
| Altrincham and Sale West | 86.2 |
| Mid Bedfordshire | 86.2 |
| Redditch | 86.3 |
| Bournemouth West | 86.3 |
| Hyndburn | 86.4 |
| Brighton, Kemptown | 86.5 |
| Esher and Walton | 86.5 |
| Broxtowe | 86.6 |
| South West Hertfordshire | 86.6 |
| Erewash | 86.8 |
| Aylesbury | 86.8 |
| Gloucester | 86.8 |
| Ashton-under-Lyne | 86.9 |
| Twickenham | 86.9 |
| Birkenhead | 87.0 |
| Chatham and Aylesford | 87.0 |
| Broxbourne | 87.1 |
| Worcester | 87.2 |
| Newport East | 87.2 |
| Beaconsfield | 87.3 |
| South Northamptonshire | 87.4 |
| Burnley | 87.5 |
| Bury South | 87.5 |
| Norwich South | 87.5 |
| Gedling | 87.6 |
| Kenilworth and Southam | 87.7 |
| Plymouth, Sutton and Devonport | 87.8 |
| South East Cambridgeshire | 87.9 |
| Basingstoke | 87.9 |
| Cardiff South and Penarth | 87.9 |
| Heywood and Middleton | 88.0 |
| Rushcliffe | 88.0 |
| Beckenham | 88.0 |
| Bristol North West | 88.0 |
| Leeds North West | 88.3 |
| Birmingham, Northfield | 88.3 |
| Gravesham | 88.3 |
| Windsor | 88.3 |
| Maidenhead | 88.4 |
| Bracknell | 88.6 |
| Cardiff West | 88.6 |
| Stoke-on-Trent Central | 88.7 |
| Rochford and Southend East | 88.7 |
| North Swindon | 88.8 |
| Swansea West | 88.8 |
| Hertsmere | 89.0 |
| Bolton West | 89.1 |
| Edinburgh East | 89.1 |
| Glasgow North West | 89.1 |
| Glasgow South | 89.1 |
| Nuneaton | 89.2 |
| Dundee West | 89.2 |
| Sunderland Central | 89.3 |
| Lincoln | 89.4 |
| Sherwood | 89.4 |
| West Bromwich West | 89.4 |
| Saffron Walden | 89.4 |
| Brighton, Pavilion | 89.4 |
| Bootle | 89.5 |
| Chesham and Amersham | 89.5 |
| Cheadle | 89.7 |
| Liverpool, West Derby | 89.8 |
| Tatton | 89.9 |
| Hitchin and Harpenden | 89.9 |
| Wakefield | 90.0 |
| Edinburgh South | 90.0 |
| Gillingham and Rainham | 90.1 |
| Walsall North | 90.2 |
| Swansea East | 90.2 |
| Portsmouth South | 90.4 |
| Warrington South | 90.5 |
| Garston and Halewood | 90.6 |
| Mid Derbyshire | 90.6 |
| Aldridge-Brownhills | 90.6 |
| Stourbridge | 90.6 |
| Stevenage | 90.6 |
| North Warwickshire | 90.8 |
| Newport West | 90.9 |
| City of Chester | 91.0 |
| Fylde | 91.0 |
| Southampton, Test | 91.0 |
| Kingston upon Hull West and Hessle | 91.2 |
| The Wrekin | 91.2 |
| Brentwood and Ongar | 91.2 |
| Reigate | 91.2 |
| Pudsey | 91.3 |
| Chelmsford | 91.4 |
| Filton and Bradley Stoke | 91.4 |
| Livingston | 91.4 |
| Meriden | 91.5 |
| North East Hampshire | 91.5 |
| Rother Valley | 91.6 |
| South West Bedfordshire | 91.6 |
| South Basildon and East Thurrock | 91.7 |
| Pontypridd | 91.7 |
| Doncaster North | 91.8 |
| Morley and Outwood | 91.8 |
| Kettering | 91.8 |
| Telford | 91.8 |
| East Hampshire | 91.8 |
| Maidstone and The Weald | 91.8 |
| Bournemouth East | 91.8 |
| Taunton Deane | 91.8 |
| Southampton, Itchen | 91.9 |
| Gateshead | 92.0 |
| Kingston upon Hull North | 92.1 |
| South Cambridgeshire | 92.1 |
| North East Hertfordshire | 92.4 |
| Bury North | 92.5 |
| Stalybridge and Hyde | 92.5 |
| Bolton North East | 92.6 |
| Lancaster and Fleetwood | 92.6 |
| Keighley | 92.6 |
| Buckingham | 92.6 |
| Oxford West and Abingdon | 92.6 |
| Makerfield | 92.7 |
| West Suffolk | 92.8 |
| Aldershot | 92.8 |
| Wantage | 92.8 |
| North East Bedfordshire | 93.0 |
| Rossendale and Darwen | 93.1 |
| Rochester and Strood | 93.1 |
| Witney | 93.1 |
| Knowsley | 93.2 |
| Dudley South | 93.2 |
| Central Suffolk and North Ipswich | 93.2 |
| Cardiff North | 93.2 |
| Stockton South | 93.3 |
| Hertford and Stortford | 93.3 |
| Maldon | 93.3 |
| Stockton North | 93.4 |
| Calder Valley | 93.4 |
| Cumbernauld, Kilsyth and Kirkintilloch East | 93.4 |
| Glasgow North East | 93.4 |
| Warrington North | 93.6 |
| Daventry | 93.6 |
| Wyre Forest | 93.6 |
| Portsmouth North | 93.6 |
| Coatbridge, Chryston and Bellshill | 93.6 |
| Newcastle-under-Lyme | 93.7 |
| Mansfield | 93.8 |
| Southend West | 93.8 |
| Wrexham | 93.8 |
| Weaver Vale | 93.9 |
| Normanton, Pontefract and Castleford | 93.9 |
| Burton | 93.9 |
| Leigh | 94.0 |
| Banbury | 94.0 |
| Hove | 94.0 |
| Wealden | 94.0 |
| Bristol South | 94.0 |
| Exeter | 94.0 |
| South Shields | 94.1 |
| St Helens South and Whiston | 94.1 |
| York Central | 94.1 |
| East Surrey | 94.1 |
| Bath | 94.1 |
| Elmet and Rothwell | 94.2 |
| Stoke-on-Trent South | 94.2 |
| Ashford | 94.2 |
| Wells | 94.2 |
| Sheffield South East | 94.3 |
| Horsham | 94.3 |
| Cheltenham | 94.3 |
| Macclesfield | 94.4 |
| South Staffordshire | 94.4 |
| Newbury | 94.4 |
| North Devon | 94.4 |
| Arfon | 94.4 |
| West Lancashire | 94.5 |
| Winchester | 94.5 |
| Falkirk | 94.5 |
| Motherwell and Wishaw | 94.5 |
| York Outer | 94.6 |
| Lichfield | 94.6 |
| Witham | 94.7 |
| North West Cambridgeshire | 94.8 |
| Southport | 94.9 |
| Wentworth and Dearne | 94.9 |
| East Worthing and Shoreham | 94.9 |
| Chippenham | 94.9 |
| Harrogate and Knaresborough | 95.0 |
| Scunthorpe | 95.0 |
| Great Yarmouth | 95.0 |
| Blackpool South | 95.1 |
| Liverpool, Walton | 95.1 |
| Richmond (Yorks) | 95.1 |
| West Worcestershire | 95.1 |
| Bexhill and Battle | 95.1 |
| Mole Valley | 95.1 |
| Salisbury | 95.1 |
| Ellesmere Port and Neston | 95.2 |
| Rayleigh and Wickford | 95.2 |
| Henley | 95.2 |
| New Forest West | 95.2 |
| Edinburgh West | 95.2 |
| North East Fife | 95.2 |
| Hemsworth | 95.3 |
| West Aberdeenshire and Kincardine | 95.3 |
| Crewe and Nantwich | 95.4 |
| Stone | 95.4 |
| Vale of Clwyd | 95.4 |
| Dumfries and Galloway | 95.4 |
| South Ribble | 95.5 |
| Ashfield | 95.5 |
| Tunbridge Wells | 95.5 |
| Sevenoaks | 95.6 |
| Tonbridge and Malling | 95.6 |
| Halton | 95.7 |
| Paisley and Renfrewshire South | 95.7 |
| Haltemprice and Howden | 95.8 |
| Hereford and South Herefordshire | 95.8 |
| North West Norfolk | 95.8 |
| Lanark and Hamilton East | 95.8 |
| Gainsborough | 95.9 |
| Wellingborough | 95.9 |
| South Norfolk | 95.9 |
| Gosport | 95.9 |
| Kingswood | 95.9 |
| East Renfrewshire | 95.9 |
| City of Durham | 96.0 |
| Blackpool North and Cleveleys | 96.0 |
| Colne Valley | 96.0 |
| Don Valley | 96.0 |
| Corby | 96.0 |
| South Derbyshire | 96.0 |
| Dover | 96.0 |
| North West Hampshire | 96.0 |
| Darlington | 96.1 |
| Barnsley Central | 96.1 |
| Thirsk and Malton | 96.1 |
| Ludlow | 96.1 |
| Aberavon | 96.1 |
| Bridgend | 96.1 |
| Newcastle upon Tyne North | 96.2 |
| Penistone and Stocksbridge | 96.2 |
| Bassetlaw | 96.2 |
| Derbyshire Dales | 96.2 |
| North East Cambridgeshire | 96.2 |
| Tewkesbury | 96.2 |
| Stirling | 96.2 |
| Stafford | 96.3 |
| North Somerset | 96.3 |
| Penrith and The Border | 96.4 |
| Bosworth | 96.4 |
| Glasgow East | 96.4 |
| Linlithgow and East Falkirk | 96.4 |
| Sedgefield | 96.5 |
| Eastbourne | 96.5 |
| Faversham and Mid Kent | 96.6 |
| Meon Valley | 96.6 |
| Surrey Heath | 96.6 |
| Stroud | 96.6 |
| Inverclyde | 96.6 |
| West Dunbartonshire | 96.6 |
| Huntingdon | 96.7 |
| Hastings and Rye | 96.7 |
| Tynemouth | 96.8 |
| Wirral South | 96.8 |
| Great Grimsby | 96.8 |
| Staffordshire Moorlands | 96.8 |
| Castle Point | 96.8 |
| Eastleigh | 96.8 |
| Grantham and Stamford | 97.0 |
| North West Leicestershire | 97.0 |
| Bognor Regis and Littlehampton | 97.0 |
| Isle of Wight | 97.0 |
| South Thanet | 97.0 |
| Christchurch | 97.0 |
| Poole | 97.0 |
| Tiverton and Honiton | 97.0 |
| Preseli Pembrokeshire | 97.0 |
| Banff and Buchan | 97.0 |
| Glasgow South West | 97.0 |
| East Devon | 97.1 |
| Mid Dorset and North Poole | 97.1 |
| Jarrow | 97.2 |
| Wirral West | 97.2 |
| Caerphilly | 97.2 |
| Blyth Valley | 97.3 |
| Redcar | 97.3 |
| Wyre and Preston North | 97.3 |
| High Peak | 97.3 |
| Weston-Super-Mare | 97.3 |
| Chorley | 97.4 |
| Sefton Central | 97.4 |
| Shipley | 97.4 |
| Bromsgrove | 97.4 |
| Stratford-on-Avon | 97.4 |
| The Cotswolds | 97.4 |
| East Dunbartonshire | 97.4 |
| Kirkcaldy and Cowdenbeath | 97.4 |
| Sleaford and North Hykeham | 97.5 |
| Norwich North | 97.5 |
| Bridgwater and West Somerset | 97.5 |
| St Ives | 97.5 |
| Neath | 97.5 |
| Gordon | 97.5 |
| Berwick-upon-Tweed | 97.6 |
| Houghton and Sunderland South | 97.6 |
| Middlesbrough South and East Cleveland | 97.6 |
| Denton and Reddish | 97.6 |
| Guildford | 97.6 |
| Havant | 97.6 |
| Thornbury and Yate | 97.6 |
| Dundee East | 97.6 |
| Midlothian | 97.6 |
| Ochil and South Perthshire | 97.6 |
| Westmorland and Lonsdale | 97.7 |
| Skipton and Ripon | 97.7 |
| Chesterfield | 97.7 |
| Devizes | 97.7 |
| Forest of Dean | 97.7 |
| Ynys Mon | 97.7 |
| Rutherglen and Hamilton West | 97.7 |
| North Durham | 97.8 |
| Rutland and Melton | 97.8 |
| Braintree | 97.8 |
| Lewes | 97.8 |
| Torbay | 97.8 |
| Alyn and Deeside | 97.8 |
| Gower | 97.8 |
| North Shropshire | 97.9 |
| North Norfolk | 97.9 |
| New Forest East | 97.9 |
| Moray | 97.9 |
| South Leicestershire | 98.0 |
| Mid Worcestershire | 98.0 |
| Harwich and North Essex | 98.0 |
| Central Devon | 98.0 |
| North East Somerset | 98.0 |
| Monmouth | 98.0 |
| Blaenau Gwent | 98.0 |
| St Helens North | 98.1 |
| Brigg and Goole | 98.1 |
| Tamworth | 98.1 |
| Central Ayrshire | 98.1 |
| Eddisbury | 98.2 |
| Ribble Valley | 98.2 |
| North Herefordshire | 98.2 |
| Worthing West | 98.2 |
| Plymouth, Moor View | 98.2 |
| Inverness, Nairn, Badenoch and Strathspey | 98.2 |
| Morecambe and Lunesdale | 98.3 |
| Llanelli | 98.3 |
| Airdrie and Shotts | 98.3 |
| Ceredigion | 98.4 |
| Vale of Glamorgan | 98.4 |
| East Kilbride, Strathaven and Lesmahagow | 98.4 |
| Wigan | 98.5 |
| Mid Norfolk | 98.5 |
| Waveney | 98.5 |
| Newton Abbot | 98.5 |
| Truro and Falmouth | 98.5 |
| Rhondda | 98.5 |
| Hexham | 98.6 |
| Hazel Grove | 98.6 |
| Yeovil | 98.6 |
| Torfaen | 98.6 |
| Montgomeryshire | 98.6 |
| Angus | 98.6 |
| Hartlepool | 98.7 |
| North West Durham | 98.7 |
| Scarborough and Whitby | 98.7 |
| South Holland and The Deepings | 98.7 |
| Caithness, Sutherland and Easter Ross | 98.7 |
| East Lothian | 98.7 |
| North Ayrshire and Arran | 98.7 |
| Paisley and Renfrewshire North | 98.7 |
| North Tyneside | 98.8 |
| North Thanet | 98.8 |
| Sittingbourne and Sheppey | 98.8 |
| South East Cornwall | 98.8 |
| Totnes | 98.8 |
| Islwyn | 98.8 |
| Ayr, Carrick and Cumnock | 98.8 |
| Shrewsbury and Atcham | 98.9 |
| Fareham | 98.9 |
| Clwyd South | 98.9 |
| Perth and North Perthshire | 98.9 |
| South West Wiltshire | 99.0 |
| Aberconwy | 99.0 |
| Clwyd West | 99.0 |
| Carmarthen West and South Pembrokeshire | 99.1 |
| Brecon and Radnorshire | 99.1 |
| Dunfermline and West Fife | 99.1 |
| Bishop Auckland | 99.2 |
| Wallasey | 99.2 |
| Beverley and Holderness | 99.2 |
| Cleethorpes | 99.2 |
| South Suffolk | 99.2 |
| Chichester | 99.2 |
| Torridge and West Devon | 99.2 |
| Barrow and Furness | 99.3 |
| Arundel and South Downs | 99.3 |
| North Wiltshire | 99.3 |
| Dwyfor Meirionnydd | 99.3 |
| Merthyr Tydfil and Rhymney | 99.3 |
| Ogmore | 99.3 |
| Blaydon | 99.4 |
| East Yorkshire | 99.4 |
| Bury St Edmunds | 99.4 |
| South West Norfolk | 99.4 |
| West Dorset | 99.4 |
| Delyn | 99.4 |
| Clacton | 99.5 |
| Cynon Valley | 99.5 |
| Copeland | 99.6 |
| Folkestone and Hythe | 99.6 |
| Somerton and Frome | 99.6 |
| St Austell and Newquay | 99.6 |
| Argyll and Bute | 99.6 |
| Berwickshire, Roxburgh and Selkirk | 99.6 |
| Dumfriesshire, Clydesdale and Tweeddale | 99.6 |
| Wansbeck | 99.7 |
| Workington | 99.7 |
| Barnsley East | 99.7 |
| Camborne and Redruth | 99.7 |
| North Dorset | 99.7 |
| Glenrothes | 99.7 |
| Kilmarnock and Loudoun | 99.7 |
| Washington and Sunderland West | 99.8 |
| Carmarthen East and Dinefwr | 99.8 |
| Boston and Skegness | 99.9 |
| Easington | 100.0 |
| Carlisle | 100.0 |
| Congleton | 100.0 |
| Kingston upon Hull East | 100.0 |
| Selby and Ainsty | 100.0 |
| Amber Valley | 100.0 |
| Bolsover | 100.0 |
| Louth and Horncastle | 100.0 |
| Newark | 100.0 |
| North East Derbyshire | 100.0 |
| Cannock Chase | 100.0 |
| Broadland | 100.0 |
| Suffolk Coastal | 100.0 |
| South West Surrey | 100.0 |
| North Cornwall | 100.0 |
| South Dorset | 100.0 |
| South West Devon | 100.0 |
| Na h-Eileanan An Iar | 100.0 |
| Orkney and Shetland | 100.0 |
| Ross, Skye and Lochaber | 100.0 |
Code
aps_recent_white <- aps_recent[order(aps_recent$OBS_VALUE, decreasing = TRUE),] %>%
filter(VARIABLE == 797)
aps_recent_white[, c("GEOGRAPHY_NAME", "OBS_VALUE")] %>%
kable( , caption = "% Black British over 16 by Parliamentary constituency") %>%
kable_styling("striped", full_width = F) %>%
scroll_box(height = "200px")| GEOGRAPHY_NAME | OBS_VALUE |
|---|---|
| Edmonton | 46.4 |
| Erith and Thamesmead | 31.6 |
| Hayes and Harlington | 27.1 |
| Tottenham | 26.3 |
| Vauxhall | 25.5 |
| Barking | 25.1 |
| Brent North | 25.1 |
| Northampton North | 23.8 |
| Manchester Central | 23.6 |
| Bermondsey and Old Southwark | 23.6 |
| Dulwich and West Norwood | 23.1 |
| Camberwell and Peckham | 22.2 |
| Birmingham, Ladywood | 21.9 |
| Coventry North East | 20.9 |
| Croydon Central | 20.9 |
| Birmingham, Erdington | 20.1 |
| Birmingham, Perry Barr | 19.4 |
| Crawley | 19.4 |
| Walthamstow | 18.8 |
| Lewisham, Deptford | 18.0 |
| Hampstead and Kilburn | 16.6 |
| Hackney South and Shoreditch | 16.5 |
| Streatham | 16.4 |
| Poplar and Limehouse | 16.1 |
| Birmingham, Hodge Hill | 16.0 |
| Croydon North | 15.5 |
| Chingford and Woodford Green | 15.3 |
| Basildon and Billericay | 14.3 |
| Nottingham East | 14.0 |
| Hackney North and Stoke Newington | 13.9 |
| West Ham | 13.4 |
| East Ham | 13.3 |
| Hornchurch and Upminster | 13.2 |
| Dagenham and Rainham | 13.1 |
| Bristol East | 12.7 |
| Ilford South | 12.6 |
| Nottingham North | 12.4 |
| Leeds Central | 12.2 |
| Islington North | 11.9 |
| Lewisham West and Penge | 11.9 |
| Worsley and Eccles South | 11.8 |
| Thurrock | 11.6 |
| Greenwich and Woolwich | 10.5 |
| Romford | 10.1 |
| Rochdale | 9.9 |
| Bethnal Green and Bow | 9.3 |
| Milton Keynes South | 9.0 |
| Leicester South | 8.8 |
| South Northamptonshire | 8.8 |
| Islington South and Finsbury | 8.8 |
| Leeds East | 8.7 |
| Coventry South | 8.5 |
| Leicester East | 8.4 |
| Coventry North West | 8.4 |
| Wolverhampton South East | 8.4 |
| Luton South | 8.3 |
| Leyton and Wanstead | 8.0 |
| Wolverhampton South West | 7.9 |
| Kensington | 7.9 |
| Milton Keynes North | 7.8 |
| Luton North | 7.6 |
| Warley | 7.4 |
| Hornsey and Wood Green | 7.2 |
| Chatham and Aylesford | 7.2 |
| Sutton and Cheam | 7.1 |
| Slough | 6.6 |
| Wycombe | 6.3 |
| Heywood and Middleton | 6.2 |
| Derby North | 5.6 |
| Derby South | 5.5 |
| Middlesbrough | 5.2 |
| Reading West | 5.2 |
| Newport East | 4.7 |
| Rochford and Southend East | 3.1 |
| Berwick-upon-Tweed | NA |
| Bishop Auckland | NA |
| Blaydon | NA |
| Blyth Valley | NA |
| City of Durham | NA |
| Darlington | NA |
| Easington | NA |
| Gateshead | NA |
| Hartlepool | NA |
| Hexham | NA |
| Houghton and Sunderland South | NA |
| Jarrow | NA |
| Middlesbrough South and East Cleveland | NA |
| Newcastle upon Tyne Central | NA |
| Newcastle upon Tyne East | NA |
| Newcastle upon Tyne North | NA |
| North Durham | NA |
| North Tyneside | NA |
| North West Durham | NA |
| Redcar | NA |
| Sedgefield | NA |
| South Shields | NA |
| Stockton North | NA |
| Stockton South | NA |
| Sunderland Central | NA |
| Tynemouth | NA |
| Wansbeck | NA |
| Washington and Sunderland West | NA |
| Altrincham and Sale West | NA |
| Ashton-under-Lyne | NA |
| Barrow and Furness | NA |
| Birkenhead | NA |
| Blackburn | NA |
| Blackley and Broughton | NA |
| Blackpool North and Cleveleys | NA |
| Blackpool South | NA |
| Bolton North East | NA |
| Bolton South East | NA |
| Bolton West | NA |
| Bootle | NA |
| Burnley | NA |
| Bury North | NA |
| Bury South | NA |
| Carlisle | NA |
| Cheadle | NA |
| Chorley | NA |
| City of Chester | NA |
| Congleton | NA |
| Copeland | NA |
| Crewe and Nantwich | NA |
| Denton and Reddish | NA |
| Eddisbury | NA |
| Ellesmere Port and Neston | NA |
| Fylde | NA |
| Garston and Halewood | NA |
| Halton | NA |
| Hazel Grove | NA |
| Hyndburn | NA |
| Knowsley | NA |
| Lancaster and Fleetwood | NA |
| Leigh | NA |
| Liverpool, Riverside | NA |
| Liverpool, Walton | NA |
| Liverpool, Wavertree | NA |
| Liverpool, West Derby | NA |
| Macclesfield | NA |
| Makerfield | NA |
| Manchester, Gorton | NA |
| Manchester, Withington | NA |
| Morecambe and Lunesdale | NA |
| Oldham East and Saddleworth | NA |
| Oldham West and Royton | NA |
| Pendle | NA |
| Penrith and The Border | NA |
| Preston | NA |
| Ribble Valley | NA |
| Rossendale and Darwen | NA |
| Salford and Eccles | NA |
| Sefton Central | NA |
| South Ribble | NA |
| Southport | NA |
| St Helens North | NA |
| St Helens South and Whiston | NA |
| Stalybridge and Hyde | NA |
| Stockport | NA |
| Stretford and Urmston | NA |
| Tatton | NA |
| Wallasey | NA |
| Warrington North | NA |
| Warrington South | NA |
| Weaver Vale | NA |
| West Lancashire | NA |
| Westmorland and Lonsdale | NA |
| Wigan | NA |
| Wirral South | NA |
| Wirral West | NA |
| Workington | NA |
| Wyre and Preston North | NA |
| Wythenshawe and Sale East | NA |
| Barnsley Central | NA |
| Barnsley East | NA |
| Batley and Spen | NA |
| Beverley and Holderness | NA |
| Bradford East | NA |
| Bradford South | NA |
| Bradford West | NA |
| Brigg and Goole | NA |
| Calder Valley | NA |
| Cleethorpes | NA |
| Colne Valley | NA |
| Dewsbury | NA |
| Don Valley | NA |
| Doncaster Central | NA |
| Doncaster North | NA |
| East Yorkshire | NA |
| Elmet and Rothwell | NA |
| Great Grimsby | NA |
| Halifax | NA |
| Haltemprice and Howden | NA |
| Harrogate and Knaresborough | NA |
| Hemsworth | NA |
| Huddersfield | NA |
| Keighley | NA |
| Kingston upon Hull East | NA |
| Kingston upon Hull North | NA |
| Kingston upon Hull West and Hessle | NA |
| Leeds North East | NA |
| Leeds North West | NA |
| Leeds West | NA |
| Morley and Outwood | NA |
| Normanton, Pontefract and Castleford | NA |
| Penistone and Stocksbridge | NA |
| Pudsey | NA |
| Richmond (Yorks) | NA |
| Rother Valley | NA |
| Rotherham | NA |
| Scarborough and Whitby | NA |
| Scunthorpe | NA |
| Selby and Ainsty | NA |
| Sheffield Central | NA |
| Sheffield South East | NA |
| Sheffield, Brightside and Hillsborough | NA |
| Sheffield, Hallam | NA |
| Sheffield, Heeley | NA |
| Shipley | NA |
| Skipton and Ripon | NA |
| Thirsk and Malton | NA |
| Wakefield | NA |
| Wentworth and Dearne | NA |
| York Central | NA |
| York Outer | NA |
| Amber Valley | NA |
| Ashfield | NA |
| Bassetlaw | NA |
| Bolsover | NA |
| Boston and Skegness | NA |
| Bosworth | NA |
| Broxtowe | NA |
| Charnwood | NA |
| Chesterfield | NA |
| Corby | NA |
| Daventry | NA |
| Derbyshire Dales | NA |
| Erewash | NA |
| Gainsborough | NA |
| Gedling | NA |
| Grantham and Stamford | NA |
| Harborough | NA |
| High Peak | NA |
| Kettering | NA |
| Leicester West | NA |
| Lincoln | NA |
| Loughborough | NA |
| Louth and Horncastle | NA |
| Mansfield | NA |
| Mid Derbyshire | NA |
| Newark | NA |
| North East Derbyshire | NA |
| North West Leicestershire | NA |
| Northampton South | NA |
| Nottingham South | NA |
| Rushcliffe | NA |
| Rutland and Melton | NA |
| Sherwood | NA |
| Sleaford and North Hykeham | NA |
| South Derbyshire | NA |
| South Holland and The Deepings | NA |
| South Leicestershire | NA |
| Wellingborough | NA |
| Aldridge-Brownhills | NA |
| Birmingham, Edgbaston | NA |
| Birmingham, Hall Green | NA |
| Birmingham, Northfield | NA |
| Birmingham, Selly Oak | NA |
| Birmingham, Yardley | NA |
| Bromsgrove | NA |
| Burton | NA |
| Cannock Chase | NA |
| Dudley North | NA |
| Dudley South | NA |
| Halesowen and Rowley Regis | NA |
| Hereford and South Herefordshire | NA |
| Kenilworth and Southam | NA |
| Lichfield | NA |
| Ludlow | NA |
| Meriden | NA |
| Mid Worcestershire | NA |
| Newcastle-under-Lyme | NA |
| North Herefordshire | NA |
| North Shropshire | NA |
| North Warwickshire | NA |
| Nuneaton | NA |
| Redditch | NA |
| Rugby | NA |
| Shrewsbury and Atcham | NA |
| Solihull | NA |
| South Staffordshire | NA |
| Stafford | NA |
| Staffordshire Moorlands | NA |
| Stoke-on-Trent Central | NA |
| Stoke-on-Trent North | NA |
| Stoke-on-Trent South | NA |
| Stone | NA |
| Stourbridge | NA |
| Stratford-on-Avon | NA |
| Sutton Coldfield | NA |
| Tamworth | NA |
| Telford | NA |
| The Wrekin | NA |
| Walsall North | NA |
| Walsall South | NA |
| Warwick and Leamington | NA |
| West Bromwich East | NA |
| West Bromwich West | NA |
| West Worcestershire | NA |
| Wolverhampton North East | NA |
| Worcester | NA |
| Wyre Forest | NA |
| Bedford | NA |
| Braintree | NA |
| Brentwood and Ongar | NA |
| Broadland | NA |
| Broxbourne | NA |
| Bury St Edmunds | NA |
| Cambridge | NA |
| Castle Point | NA |
| Central Suffolk and North Ipswich | NA |
| Chelmsford | NA |
| Clacton | NA |
| Colchester | NA |
| Epping Forest | NA |
| Great Yarmouth | NA |
| Harlow | NA |
| Harwich and North Essex | NA |
| Hemel Hempstead | NA |
| Hertford and Stortford | NA |
| Hertsmere | NA |
| Hitchin and Harpenden | NA |
| Huntingdon | NA |
| Ipswich | NA |
| Maldon | NA |
| Mid Bedfordshire | NA |
| Mid Norfolk | NA |
| North East Bedfordshire | NA |
| North East Cambridgeshire | NA |
| North East Hertfordshire | NA |
| North Norfolk | NA |
| North West Cambridgeshire | NA |
| North West Norfolk | NA |
| Norwich North | NA |
| Norwich South | NA |
| Peterborough | NA |
| Rayleigh and Wickford | NA |
| Saffron Walden | NA |
| South Basildon and East Thurrock | NA |
| South Cambridgeshire | NA |
| South East Cambridgeshire | NA |
| South Norfolk | NA |
| South Suffolk | NA |
| South West Bedfordshire | NA |
| South West Hertfordshire | NA |
| South West Norfolk | NA |
| Southend West | NA |
| St Albans | NA |
| Stevenage | NA |
| Suffolk Coastal | NA |
| Watford | NA |
| Waveney | NA |
| Welwyn Hatfield | NA |
| West Suffolk | NA |
| Witham | NA |
| Battersea | NA |
| Beckenham | NA |
| Bexleyheath and Crayford | NA |
| Brent Central | NA |
| Brentford and Isleworth | NA |
| Bromley and Chislehurst | NA |
| Carshalton and Wallington | NA |
| Chelsea and Fulham | NA |
| Chipping Barnet | NA |
| Cities of London and Westminster | NA |
| Croydon South | NA |
| Ealing Central and Acton | NA |
| Ealing North | NA |
| Ealing, Southall | NA |
| Eltham | NA |
| Enfield North | NA |
| Enfield, Southgate | NA |
| Feltham and Heston | NA |
| Finchley and Golders Green | NA |
| Hammersmith | NA |
| Harrow East | NA |
| Harrow West | NA |
| Hendon | NA |
| Holborn and St Pancras | NA |
| Ilford North | NA |
| Kingston and Surbiton | NA |
| Lewisham East | NA |
| Mitcham and Morden | NA |
| Old Bexley and Sidcup | NA |
| Orpington | NA |
| Putney | NA |
| Richmond Park | NA |
| Ruislip, Northwood and Pinner | NA |
| Tooting | NA |
| Twickenham | NA |
| Uxbridge and South Ruislip | NA |
| Westminster North | NA |
| Wimbledon | NA |
| Aldershot | NA |
| Arundel and South Downs | NA |
| Ashford | NA |
| Aylesbury | NA |
| Banbury | NA |
| Basingstoke | NA |
| Beaconsfield | NA |
| Bexhill and Battle | NA |
| Bognor Regis and Littlehampton | NA |
| Bracknell | NA |
| Brighton, Kemptown | NA |
| Brighton, Pavilion | NA |
| Buckingham | NA |
| Canterbury | NA |
| Chesham and Amersham | NA |
| Chichester | NA |
| Dartford | NA |
| Dover | NA |
| East Hampshire | NA |
| East Surrey | NA |
| East Worthing and Shoreham | NA |
| Eastbourne | NA |
| Eastleigh | NA |
| Epsom and Ewell | NA |
| Esher and Walton | NA |
| Fareham | NA |
| Faversham and Mid Kent | NA |
| Folkestone and Hythe | NA |
| Gillingham and Rainham | NA |
| Gosport | NA |
| Gravesham | NA |
| Guildford | NA |
| Hastings and Rye | NA |
| Havant | NA |
| Henley | NA |
| Horsham | NA |
| Hove | NA |
| Isle of Wight | NA |
| Lewes | NA |
| Maidenhead | NA |
| Maidstone and The Weald | NA |
| Meon Valley | NA |
| Mid Sussex | NA |
| Mole Valley | NA |
| New Forest East | NA |
| New Forest West | NA |
| Newbury | NA |
| North East Hampshire | NA |
| North Thanet | NA |
| North West Hampshire | NA |
| Oxford East | NA |
| Oxford West and Abingdon | NA |
| Portsmouth North | NA |
| Portsmouth South | NA |
| Reading East | NA |
| Reigate | NA |
| Rochester and Strood | NA |
| Romsey and Southampton North | NA |
| Runnymede and Weybridge | NA |
| Sevenoaks | NA |
| Sittingbourne and Sheppey | NA |
| South Thanet | NA |
| South West Surrey | NA |
| Southampton, Itchen | NA |
| Southampton, Test | NA |
| Spelthorne | NA |
| Surrey Heath | NA |
| Tonbridge and Malling | NA |
| Tunbridge Wells | NA |
| Wantage | NA |
| Wealden | NA |
| Winchester | NA |
| Windsor | NA |
| Witney | NA |
| Woking | NA |
| Wokingham | NA |
| Worthing West | NA |
| Bath | NA |
| Bournemouth East | NA |
| Bournemouth West | NA |
| Bridgwater and West Somerset | NA |
| Bristol North West | NA |
| Bristol South | NA |
| Bristol West | NA |
| Camborne and Redruth | NA |
| Central Devon | NA |
| Cheltenham | NA |
| Chippenham | NA |
| Christchurch | NA |
| Devizes | NA |
| East Devon | NA |
| Exeter | NA |
| Filton and Bradley Stoke | NA |
| Forest of Dean | NA |
| Gloucester | NA |
| Kingswood | NA |
| Mid Dorset and North Poole | NA |
| Newton Abbot | NA |
| North Cornwall | NA |
| North Devon | NA |
| North Dorset | NA |
| North East Somerset | NA |
| North Somerset | NA |
| North Swindon | NA |
| North Wiltshire | NA |
| Plymouth, Moor View | NA |
| Plymouth, Sutton and Devonport | NA |
| Poole | NA |
| Salisbury | NA |
| Somerton and Frome | NA |
| South Dorset | NA |
| South East Cornwall | NA |
| South Swindon | NA |
| South West Devon | NA |
| South West Wiltshire | NA |
| St Austell and Newquay | NA |
| St Ives | NA |
| Stroud | NA |
| Taunton Deane | NA |
| Tewkesbury | NA |
| The Cotswolds | NA |
| Thornbury and Yate | NA |
| Tiverton and Honiton | NA |
| Torbay | NA |
| Torridge and West Devon | NA |
| Totnes | NA |
| Truro and Falmouth | NA |
| Wells | NA |
| West Dorset | NA |
| Weston-Super-Mare | NA |
| Yeovil | NA |
| Ynys Mon | NA |
| Delyn | NA |
| Alyn and Deeside | NA |
| Wrexham | NA |
| Llanelli | NA |
| Gower | NA |
| Swansea West | NA |
| Swansea East | NA |
| Aberavon | NA |
| Cardiff Central | NA |
| Cardiff North | NA |
| Rhondda | NA |
| Torfaen | NA |
| Monmouth | NA |
| Newport West | NA |
| Arfon | NA |
| Aberconwy | NA |
| Clwyd West | NA |
| Vale of Clwyd | NA |
| Dwyfor Meirionnydd | NA |
| Clwyd South | NA |
| Montgomeryshire | NA |
| Ceredigion | NA |
| Preseli Pembrokeshire | NA |
| Carmarthen West and South Pembrokeshire | NA |
| Carmarthen East and Dinefwr | NA |
| Brecon and Radnorshire | NA |
| Neath | NA |
| Cynon Valley | NA |
| Merthyr Tydfil and Rhymney | NA |
| Blaenau Gwent | NA |
| Bridgend | NA |
| Ogmore | NA |
| Pontypridd | NA |
| Caerphilly | NA |
| Islwyn | NA |
| Vale of Glamorgan | NA |
| Cardiff West | NA |
| Cardiff South and Penarth | NA |
| Aberdeen North | NA |
| Aberdeen South | NA |
| Airdrie and Shotts | NA |
| Angus | NA |
| Argyll and Bute | NA |
| Ayr, Carrick and Cumnock | NA |
| Banff and Buchan | NA |
| Berwickshire, Roxburgh and Selkirk | NA |
| Caithness, Sutherland and Easter Ross | NA |
| Central Ayrshire | NA |
| Coatbridge, Chryston and Bellshill | NA |
| Cumbernauld, Kilsyth and Kirkintilloch East | NA |
| Dumfries and Galloway | NA |
| Dumfriesshire, Clydesdale and Tweeddale | NA |
| Dundee East | NA |
| Dundee West | NA |
| Dunfermline and West Fife | NA |
| East Dunbartonshire | NA |
| East Kilbride, Strathaven and Lesmahagow | NA |
| East Lothian | NA |
| East Renfrewshire | NA |
| Edinburgh East | NA |
| Edinburgh North and Leith | NA |
| Edinburgh South | NA |
| Edinburgh South West | NA |
| Edinburgh West | NA |
| Falkirk | NA |
| Glasgow Central | NA |
| Glasgow East | NA |
| Glasgow North | NA |
| Glasgow North East | NA |
| Glasgow North West | NA |
| Glasgow South | NA |
| Glasgow South West | NA |
| Glenrothes | NA |
| Gordon | NA |
| Inverclyde | NA |
| Inverness, Nairn, Badenoch and Strathspey | NA |
| Kilmarnock and Loudoun | NA |
| Kirkcaldy and Cowdenbeath | NA |
| Lanark and Hamilton East | NA |
| Linlithgow and East Falkirk | NA |
| Livingston | NA |
| Midlothian | NA |
| Moray | NA |
| Motherwell and Wishaw | NA |
| Na h-Eileanan An Iar | NA |
| North Ayrshire and Arran | NA |
| North East Fife | NA |
| Ochil and South Perthshire | NA |
| Orkney and Shetland | NA |
| Paisley and Renfrewshire North | NA |
| Paisley and Renfrewshire South | NA |
| Perth and North Perthshire | NA |
| Ross, Skye and Lochaber | NA |
| Rutherglen and Hamilton West | NA |
| Stirling | NA |
| West Aberdeenshire and Kincardine | NA |
| West Dunbartonshire | NA |
Code
aps_recent_white <- aps_recent[order(aps_recent$OBS_VALUE, decreasing = TRUE),] %>%
filter(VARIABLE == 795)
aps_recent_white[, c("GEOGRAPHY_NAME", "OBS_VALUE")] %>%
kable( , caption = "% Indian British over 16 by Parliamentary constituency") %>%
kable_styling("striped", full_width = F) %>%
scroll_box(height = "200px")| GEOGRAPHY_NAME | OBS_VALUE |
|---|---|
| Leicester East | 49.1 |
| Feltham and Heston | 47.3 |
| Harrow East | 46.7 |
| Brent North | 33.3 |
| Leicester South | 25.7 |
| Slough | 25.7 |
| Wolverhampton South East | 25.5 |
| Harrow West | 24.6 |
| Walsall South | 23.3 |
| Coventry North East | 18.8 |
| Blackburn | 17.3 |
| Coventry South | 17.3 |
| Ilford South | 16.3 |
| Warley | 16.2 |
| Ilford North | 16.2 |
| Harborough | 15.9 |
| Milton Keynes South | 14.6 |
| South Swindon | 14.5 |
| Charnwood | 14.3 |
| Sutton and Cheam | 13.7 |
| West Bromwich East | 13.4 |
| Ruislip, Northwood and Pinner | 12.8 |
| Leicester West | 12.5 |
| Bolton South East | 12.3 |
| Wolverhampton North East | 12.2 |
| Wolverhampton South West | 12.0 |
| Croydon North | 12.0 |
| Mitcham and Morden | 12.0 |
| Birmingham, Perry Barr | 11.6 |
| Chipping Barnet | 11.5 |
| Warwick and Leamington | 11.4 |
| Croydon Central | 11.4 |
| Bradford South | 11.3 |
| Watford | 10.6 |
| Croydon South | 10.6 |
| Derby South | 9.3 |
| Nottingham South | 9.3 |
| Reading West | 9.3 |
| Barking | 8.7 |
| Dewsbury | 8.5 |
| Wokingham | 8.5 |
| Kingston and Surbiton | 8.2 |
| Birmingham, Ladywood | 8.0 |
| Ipswich | 7.7 |
| Bournemouth West | 7.7 |
| Nuneaton | 7.4 |
| Mid Derbyshire | 7.2 |
| West Ham | 7.0 |
| Solihull | 6.7 |
| Huddersfield | 6.1 |
| Derby North | 6.1 |
| Bedford | 6.0 |
| Reading East | 5.9 |
| Altrincham and Sale West | 5.8 |
| Peterborough | 5.7 |
| Cambridge | 5.6 |
| Spelthorne | 5.5 |
| Nottingham North | 5.4 |
| Coventry North West | 5.3 |
| Maidenhead | 5.0 |
| Luton South | 4.9 |
| Windsor | 4.9 |
| Epping Forest | 3.6 |
| Thurrock | 3.6 |
| Luton North | 3.4 |
| Meriden | 3.2 |
| Dundee West | 3.2 |
| Bracknell | 2.7 |
| Berwick-upon-Tweed | NA |
| Bishop Auckland | NA |
| Blaydon | NA |
| Blyth Valley | NA |
| City of Durham | NA |
| Darlington | NA |
| Easington | NA |
| Gateshead | NA |
| Hartlepool | NA |
| Hexham | NA |
| Houghton and Sunderland South | NA |
| Jarrow | NA |
| Middlesbrough | NA |
| Middlesbrough South and East Cleveland | NA |
| Newcastle upon Tyne Central | NA |
| Newcastle upon Tyne East | NA |
| Newcastle upon Tyne North | NA |
| North Durham | NA |
| North Tyneside | NA |
| North West Durham | NA |
| Redcar | NA |
| Sedgefield | NA |
| South Shields | NA |
| Stockton North | NA |
| Stockton South | NA |
| Sunderland Central | NA |
| Tynemouth | NA |
| Wansbeck | NA |
| Washington and Sunderland West | NA |
| Ashton-under-Lyne | NA |
| Barrow and Furness | NA |
| Birkenhead | NA |
| Blackley and Broughton | NA |
| Blackpool North and Cleveleys | NA |
| Blackpool South | NA |
| Bolton North East | NA |
| Bolton West | NA |
| Bootle | NA |
| Burnley | NA |
| Bury North | NA |
| Bury South | NA |
| Carlisle | NA |
| Cheadle | NA |
| Chorley | NA |
| City of Chester | NA |
| Congleton | NA |
| Copeland | NA |
| Crewe and Nantwich | NA |
| Denton and Reddish | NA |
| Eddisbury | NA |
| Ellesmere Port and Neston | NA |
| Fylde | NA |
| Garston and Halewood | NA |
| Halton | NA |
| Hazel Grove | NA |
| Heywood and Middleton | NA |
| Hyndburn | NA |
| Knowsley | NA |
| Lancaster and Fleetwood | NA |
| Leigh | NA |
| Liverpool, Riverside | NA |
| Liverpool, Walton | NA |
| Liverpool, Wavertree | NA |
| Liverpool, West Derby | NA |
| Macclesfield | NA |
| Makerfield | NA |
| Manchester Central | NA |
| Manchester, Gorton | NA |
| Manchester, Withington | NA |
| Morecambe and Lunesdale | NA |
| Oldham East and Saddleworth | NA |
| Oldham West and Royton | NA |
| Pendle | NA |
| Penrith and The Border | NA |
| Preston | NA |
| Ribble Valley | NA |
| Rochdale | NA |
| Rossendale and Darwen | NA |
| Salford and Eccles | NA |
| Sefton Central | NA |
| South Ribble | NA |
| Southport | NA |
| St Helens North | NA |
| St Helens South and Whiston | NA |
| Stalybridge and Hyde | NA |
| Stockport | NA |
| Stretford and Urmston | NA |
| Tatton | NA |
| Wallasey | NA |
| Warrington North | NA |
| Warrington South | NA |
| Weaver Vale | NA |
| West Lancashire | NA |
| Westmorland and Lonsdale | NA |
| Wigan | NA |
| Wirral South | NA |
| Wirral West | NA |
| Workington | NA |
| Worsley and Eccles South | NA |
| Wyre and Preston North | NA |
| Wythenshawe and Sale East | NA |
| Barnsley Central | NA |
| Barnsley East | NA |
| Batley and Spen | NA |
| Beverley and Holderness | NA |
| Bradford East | NA |
| Bradford West | NA |
| Brigg and Goole | NA |
| Calder Valley | NA |
| Cleethorpes | NA |
| Colne Valley | NA |
| Don Valley | NA |
| Doncaster Central | NA |
| Doncaster North | NA |
| East Yorkshire | NA |
| Elmet and Rothwell | NA |
| Great Grimsby | NA |
| Halifax | NA |
| Haltemprice and Howden | NA |
| Harrogate and Knaresborough | NA |
| Hemsworth | NA |
| Keighley | NA |
| Kingston upon Hull East | NA |
| Kingston upon Hull North | NA |
| Kingston upon Hull West and Hessle | NA |
| Leeds Central | NA |
| Leeds East | NA |
| Leeds North East | NA |
| Leeds North West | NA |
| Leeds West | NA |
| Morley and Outwood | NA |
| Normanton, Pontefract and Castleford | NA |
| Penistone and Stocksbridge | NA |
| Pudsey | NA |
| Richmond (Yorks) | NA |
| Rother Valley | NA |
| Rotherham | NA |
| Scarborough and Whitby | NA |
| Scunthorpe | NA |
| Selby and Ainsty | NA |
| Sheffield Central | NA |
| Sheffield South East | NA |
| Sheffield, Brightside and Hillsborough | NA |
| Sheffield, Hallam | NA |
| Sheffield, Heeley | NA |
| Shipley | NA |
| Skipton and Ripon | NA |
| Thirsk and Malton | NA |
| Wakefield | NA |
| Wentworth and Dearne | NA |
| York Central | NA |
| York Outer | NA |
| Amber Valley | NA |
| Ashfield | NA |
| Bassetlaw | NA |
| Bolsover | NA |
| Boston and Skegness | NA |
| Bosworth | NA |
| Broxtowe | NA |
| Chesterfield | NA |
| Corby | NA |
| Daventry | NA |
| Derbyshire Dales | NA |
| Erewash | NA |
| Gainsborough | NA |
| Gedling | NA |
| Grantham and Stamford | NA |
| High Peak | NA |
| Kettering | NA |
| Lincoln | NA |
| Loughborough | NA |
| Louth and Horncastle | NA |
| Mansfield | NA |
| Newark | NA |
| North East Derbyshire | NA |
| North West Leicestershire | NA |
| Northampton North | NA |
| Northampton South | NA |
| Nottingham East | NA |
| Rushcliffe | NA |
| Rutland and Melton | NA |
| Sherwood | NA |
| Sleaford and North Hykeham | NA |
| South Derbyshire | NA |
| South Holland and The Deepings | NA |
| South Leicestershire | NA |
| South Northamptonshire | NA |
| Wellingborough | NA |
| Aldridge-Brownhills | NA |
| Birmingham, Edgbaston | NA |
| Birmingham, Erdington | NA |
| Birmingham, Hall Green | NA |
| Birmingham, Hodge Hill | NA |
| Birmingham, Northfield | NA |
| Birmingham, Selly Oak | NA |
| Birmingham, Yardley | NA |
| Bromsgrove | NA |
| Burton | NA |
| Cannock Chase | NA |
| Dudley North | NA |
| Dudley South | NA |
| Halesowen and Rowley Regis | NA |
| Hereford and South Herefordshire | NA |
| Kenilworth and Southam | NA |
| Lichfield | NA |
| Ludlow | NA |
| Mid Worcestershire | NA |
| Newcastle-under-Lyme | NA |
| North Herefordshire | NA |
| North Shropshire | NA |
| North Warwickshire | NA |
| Redditch | NA |
| Rugby | NA |
| Shrewsbury and Atcham | NA |
| South Staffordshire | NA |
| Stafford | NA |
| Staffordshire Moorlands | NA |
| Stoke-on-Trent Central | NA |
| Stoke-on-Trent North | NA |
| Stoke-on-Trent South | NA |
| Stone | NA |
| Stourbridge | NA |
| Stratford-on-Avon | NA |
| Sutton Coldfield | NA |
| Tamworth | NA |
| Telford | NA |
| The Wrekin | NA |
| Walsall North | NA |
| West Bromwich West | NA |
| West Worcestershire | NA |
| Worcester | NA |
| Wyre Forest | NA |
| Basildon and Billericay | NA |
| Braintree | NA |
| Brentwood and Ongar | NA |
| Broadland | NA |
| Broxbourne | NA |
| Bury St Edmunds | NA |
| Castle Point | NA |
| Central Suffolk and North Ipswich | NA |
| Chelmsford | NA |
| Clacton | NA |
| Colchester | NA |
| Great Yarmouth | NA |
| Harlow | NA |
| Harwich and North Essex | NA |
| Hemel Hempstead | NA |
| Hertford and Stortford | NA |
| Hertsmere | NA |
| Hitchin and Harpenden | NA |
| Huntingdon | NA |
| Maldon | NA |
| Mid Bedfordshire | NA |
| Mid Norfolk | NA |
| North East Bedfordshire | NA |
| North East Cambridgeshire | NA |
| North East Hertfordshire | NA |
| North Norfolk | NA |
| North West Cambridgeshire | NA |
| North West Norfolk | NA |
| Norwich North | NA |
| Norwich South | NA |
| Rayleigh and Wickford | NA |
| Rochford and Southend East | NA |
| Saffron Walden | NA |
| South Basildon and East Thurrock | NA |
| South Cambridgeshire | NA |
| South East Cambridgeshire | NA |
| South Norfolk | NA |
| South Suffolk | NA |
| South West Bedfordshire | NA |
| South West Hertfordshire | NA |
| South West Norfolk | NA |
| Southend West | NA |
| St Albans | NA |
| Stevenage | NA |
| Suffolk Coastal | NA |
| Waveney | NA |
| Welwyn Hatfield | NA |
| West Suffolk | NA |
| Witham | NA |
| Battersea | NA |
| Beckenham | NA |
| Bermondsey and Old Southwark | NA |
| Bethnal Green and Bow | NA |
| Bexleyheath and Crayford | NA |
| Brent Central | NA |
| Brentford and Isleworth | NA |
| Bromley and Chislehurst | NA |
| Camberwell and Peckham | NA |
| Carshalton and Wallington | NA |
| Chelsea and Fulham | NA |
| Chingford and Woodford Green | NA |
| Cities of London and Westminster | NA |
| Dagenham and Rainham | NA |
| Dulwich and West Norwood | NA |
| Ealing Central and Acton | NA |
| Ealing North | NA |
| Ealing, Southall | NA |
| East Ham | NA |
| Edmonton | NA |
| Eltham | NA |
| Enfield North | NA |
| Enfield, Southgate | NA |
| Erith and Thamesmead | NA |
| Finchley and Golders Green | NA |
| Greenwich and Woolwich | NA |
| Hackney North and Stoke Newington | NA |
| Hackney South and Shoreditch | NA |
| Hammersmith | NA |
| Hampstead and Kilburn | NA |
| Hayes and Harlington | NA |
| Hendon | NA |
| Holborn and St Pancras | NA |
| Hornchurch and Upminster | NA |
| Hornsey and Wood Green | NA |
| Islington North | NA |
| Islington South and Finsbury | NA |
| Kensington | NA |
| Lewisham East | NA |
| Lewisham West and Penge | NA |
| Lewisham, Deptford | NA |
| Leyton and Wanstead | NA |
| Old Bexley and Sidcup | NA |
| Orpington | NA |
| Poplar and Limehouse | NA |
| Putney | NA |
| Richmond Park | NA |
| Romford | NA |
| Streatham | NA |
| Tooting | NA |
| Tottenham | NA |
| Twickenham | NA |
| Uxbridge and South Ruislip | NA |
| Vauxhall | NA |
| Walthamstow | NA |
| Westminster North | NA |
| Wimbledon | NA |
| Aldershot | NA |
| Arundel and South Downs | NA |
| Ashford | NA |
| Aylesbury | NA |
| Banbury | NA |
| Basingstoke | NA |
| Beaconsfield | NA |
| Bexhill and Battle | NA |
| Bognor Regis and Littlehampton | NA |
| Brighton, Kemptown | NA |
| Brighton, Pavilion | NA |
| Buckingham | NA |
| Canterbury | NA |
| Chatham and Aylesford | NA |
| Chesham and Amersham | NA |
| Chichester | NA |
| Crawley | NA |
| Dartford | NA |
| Dover | NA |
| East Hampshire | NA |
| East Surrey | NA |
| East Worthing and Shoreham | NA |
| Eastbourne | NA |
| Eastleigh | NA |
| Epsom and Ewell | NA |
| Esher and Walton | NA |
| Fareham | NA |
| Faversham and Mid Kent | NA |
| Folkestone and Hythe | NA |
| Gillingham and Rainham | NA |
| Gosport | NA |
| Gravesham | NA |
| Guildford | NA |
| Hastings and Rye | NA |
| Havant | NA |
| Henley | NA |
| Horsham | NA |
| Hove | NA |
| Isle of Wight | NA |
| Lewes | NA |
| Maidstone and The Weald | NA |
| Meon Valley | NA |
| Mid Sussex | NA |
| Milton Keynes North | NA |
| Mole Valley | NA |
| New Forest East | NA |
| New Forest West | NA |
| Newbury | NA |
| North East Hampshire | NA |
| North Thanet | NA |
| North West Hampshire | NA |
| Oxford East | NA |
| Oxford West and Abingdon | NA |
| Portsmouth North | NA |
| Portsmouth South | NA |
| Reigate | NA |
| Rochester and Strood | NA |
| Romsey and Southampton North | NA |
| Runnymede and Weybridge | NA |
| Sevenoaks | NA |
| Sittingbourne and Sheppey | NA |
| South Thanet | NA |
| South West Surrey | NA |
| Southampton, Itchen | NA |
| Southampton, Test | NA |
| Surrey Heath | NA |
| Tonbridge and Malling | NA |
| Tunbridge Wells | NA |
| Wantage | NA |
| Wealden | NA |
| Winchester | NA |
| Witney | NA |
| Woking | NA |
| Worthing West | NA |
| Wycombe | NA |
| Bath | NA |
| Bournemouth East | NA |
| Bridgwater and West Somerset | NA |
| Bristol East | NA |
| Bristol North West | NA |
| Bristol South | NA |
| Bristol West | NA |
| Camborne and Redruth | NA |
| Central Devon | NA |
| Cheltenham | NA |
| Chippenham | NA |
| Christchurch | NA |
| Devizes | NA |
| East Devon | NA |
| Exeter | NA |
| Filton and Bradley Stoke | NA |
| Forest of Dean | NA |
| Gloucester | NA |
| Kingswood | NA |
| Mid Dorset and North Poole | NA |
| Newton Abbot | NA |
| North Cornwall | NA |
| North Devon | NA |
| North Dorset | NA |
| North East Somerset | NA |
| North Somerset | NA |
| North Swindon | NA |
| North Wiltshire | NA |
| Plymouth, Moor View | NA |
| Plymouth, Sutton and Devonport | NA |
| Poole | NA |
| Salisbury | NA |
| Somerton and Frome | NA |
| South Dorset | NA |
| South East Cornwall | NA |
| South West Devon | NA |
| South West Wiltshire | NA |
| St Austell and Newquay | NA |
| St Ives | NA |
| Stroud | NA |
| Taunton Deane | NA |
| Tewkesbury | NA |
| The Cotswolds | NA |
| Thornbury and Yate | NA |
| Tiverton and Honiton | NA |
| Torbay | NA |
| Torridge and West Devon | NA |
| Totnes | NA |
| Truro and Falmouth | NA |
| Wells | NA |
| West Dorset | NA |
| Weston-Super-Mare | NA |
| Yeovil | NA |
| Ynys Mon | NA |
| Delyn | NA |
| Alyn and Deeside | NA |
| Wrexham | NA |
| Llanelli | NA |
| Gower | NA |
| Swansea West | NA |
| Swansea East | NA |
| Aberavon | NA |
| Cardiff Central | NA |
| Cardiff North | NA |
| Rhondda | NA |
| Torfaen | NA |
| Monmouth | NA |
| Newport East | NA |
| Newport West | NA |
| Arfon | NA |
| Aberconwy | NA |
| Clwyd West | NA |
| Vale of Clwyd | NA |
| Dwyfor Meirionnydd | NA |
| Clwyd South | NA |
| Montgomeryshire | NA |
| Ceredigion | NA |
| Preseli Pembrokeshire | NA |
| Carmarthen West and South Pembrokeshire | NA |
| Carmarthen East and Dinefwr | NA |
| Brecon and Radnorshire | NA |
| Neath | NA |
| Cynon Valley | NA |
| Merthyr Tydfil and Rhymney | NA |
| Blaenau Gwent | NA |
| Bridgend | NA |
| Ogmore | NA |
| Pontypridd | NA |
| Caerphilly | NA |
| Islwyn | NA |
| Vale of Glamorgan | NA |
| Cardiff West | NA |
| Cardiff South and Penarth | NA |
| Aberdeen North | NA |
| Aberdeen South | NA |
| Airdrie and Shotts | NA |
| Angus | NA |
| Argyll and Bute | NA |
| Ayr, Carrick and Cumnock | NA |
| Banff and Buchan | NA |
| Berwickshire, Roxburgh and Selkirk | NA |
| Caithness, Sutherland and Easter Ross | NA |
| Central Ayrshire | NA |
| Coatbridge, Chryston and Bellshill | NA |
| Cumbernauld, Kilsyth and Kirkintilloch East | NA |
| Dumfries and Galloway | NA |
| Dumfriesshire, Clydesdale and Tweeddale | NA |
| Dundee East | NA |
| Dunfermline and West Fife | NA |
| East Dunbartonshire | NA |
| East Kilbride, Strathaven and Lesmahagow | NA |
| East Lothian | NA |
| East Renfrewshire | NA |
| Edinburgh East | NA |
| Edinburgh North and Leith | NA |
| Edinburgh South | NA |
| Edinburgh South West | NA |
| Edinburgh West | NA |
| Falkirk | NA |
| Glasgow Central | NA |
| Glasgow East | NA |
| Glasgow North | NA |
| Glasgow North East | NA |
| Glasgow North West | NA |
| Glasgow South | NA |
| Glasgow South West | NA |
| Glenrothes | NA |
| Gordon | NA |
| Inverclyde | NA |
| Inverness, Nairn, Badenoch and Strathspey | NA |
| Kilmarnock and Loudoun | NA |
| Kirkcaldy and Cowdenbeath | NA |
| Lanark and Hamilton East | NA |
| Linlithgow and East Falkirk | NA |
| Livingston | NA |
| Midlothian | NA |
| Moray | NA |
| Motherwell and Wishaw | NA |
| Na h-Eileanan An Iar | NA |
| North Ayrshire and Arran | NA |
| North East Fife | NA |
| Ochil and South Perthshire | NA |
| Orkney and Shetland | NA |
| Paisley and Renfrewshire North | NA |
| Paisley and Renfrewshire South | NA |
| Perth and North Perthshire | NA |
| Ross, Skye and Lochaber | NA |
| Rutherglen and Hamilton West | NA |
| Stirling | NA |
| West Aberdeenshire and Kincardine | NA |
| West Dunbartonshire | NA |
Code
aps_recent_white <- aps_recent[order(aps_recent$OBS_VALUE, decreasing = TRUE),] %>%
filter(VARIABLE == 796)
aps_recent_white[, c("GEOGRAPHY_NAME", "OBS_VALUE")] %>%
kable( , caption = "% Pakistani/Bangladeshi over 16 by Parliamentary constituency") %>%
kable_styling("striped", full_width = F) %>%
scroll_box(height = "200px")| GEOGRAPHY_NAME | OBS_VALUE |
|---|---|
| Bradford West | 48.6 |
| East Ham | 44.9 |
| Birmingham, Yardley | 43.3 |
| Bethnal Green and Bow | 42.6 |
| Ilford South | 35.9 |
| Bradford East | 33.8 |
| Birmingham, Hall Green | 31.7 |
| Birmingham, Hodge Hill | 29.7 |
| Dagenham and Rainham | 25.3 |
| Oldham West and Royton | 23.2 |
| West Ham | 22.9 |
| Poplar and Limehouse | 22.2 |
| Blackburn | 21.1 |
| Luton North | 21.1 |
| Slough | 20.2 |
| Luton South | 20.1 |
| Rochdale | 19.3 |
| Birmingham, Ladywood | 19.1 |
| Sheffield, Brightside and Hillsborough | 17.3 |
| Birmingham, Perry Barr | 16.8 |
| Bradford South | 16.6 |
| Derby South | 16.2 |
| Pendle | 15.6 |
| Wycombe | 15.4 |
| Leeds East | 12.9 |
| Barking | 11.8 |
| Birmingham, Selly Oak | 11.7 |
| Oldham East and Saddleworth | 11.3 |
| Newcastle upon Tyne Central | 9.5 |
| Leicester East | 9.2 |
| Ilford North | 9.1 |
| Halifax | 8.2 |
| Nottingham South | 8.1 |
| Crawley | 8.1 |
| Peterborough | 8.0 |
| Warley | 7.3 |
| Leicester South | 6.6 |
| Bury South | 6.5 |
| Nottingham East | 5.9 |
| Coventry North East | 5.6 |
| Reading West | 5.3 |
| Solihull | 4.9 |
| Newport East | 4.8 |
| Middlesbrough | 3.5 |
| Heywood and Middleton | 3.3 |
| Thurrock | 3.0 |
| Berwick-upon-Tweed | NA |
| Bishop Auckland | NA |
| Blaydon | NA |
| Blyth Valley | NA |
| City of Durham | NA |
| Darlington | NA |
| Easington | NA |
| Gateshead | NA |
| Hartlepool | NA |
| Hexham | NA |
| Houghton and Sunderland South | NA |
| Jarrow | NA |
| Middlesbrough South and East Cleveland | NA |
| Newcastle upon Tyne East | NA |
| Newcastle upon Tyne North | NA |
| North Durham | NA |
| North Tyneside | NA |
| North West Durham | NA |
| Redcar | NA |
| Sedgefield | NA |
| South Shields | NA |
| Stockton North | NA |
| Stockton South | NA |
| Sunderland Central | NA |
| Tynemouth | NA |
| Wansbeck | NA |
| Washington and Sunderland West | NA |
| Altrincham and Sale West | NA |
| Ashton-under-Lyne | NA |
| Barrow and Furness | NA |
| Birkenhead | NA |
| Blackley and Broughton | NA |
| Blackpool North and Cleveleys | NA |
| Blackpool South | NA |
| Bolton North East | NA |
| Bolton South East | NA |
| Bolton West | NA |
| Bootle | NA |
| Burnley | NA |
| Bury North | NA |
| Carlisle | NA |
| Cheadle | NA |
| Chorley | NA |
| City of Chester | NA |
| Congleton | NA |
| Copeland | NA |
| Crewe and Nantwich | NA |
| Denton and Reddish | NA |
| Eddisbury | NA |
| Ellesmere Port and Neston | NA |
| Fylde | NA |
| Garston and Halewood | NA |
| Halton | NA |
| Hazel Grove | NA |
| Hyndburn | NA |
| Knowsley | NA |
| Lancaster and Fleetwood | NA |
| Leigh | NA |
| Liverpool, Riverside | NA |
| Liverpool, Walton | NA |
| Liverpool, Wavertree | NA |
| Liverpool, West Derby | NA |
| Macclesfield | NA |
| Makerfield | NA |
| Manchester Central | NA |
| Manchester, Gorton | NA |
| Manchester, Withington | NA |
| Morecambe and Lunesdale | NA |
| Penrith and The Border | NA |
| Preston | NA |
| Ribble Valley | NA |
| Rossendale and Darwen | NA |
| Salford and Eccles | NA |
| Sefton Central | NA |
| South Ribble | NA |
| Southport | NA |
| St Helens North | NA |
| St Helens South and Whiston | NA |
| Stalybridge and Hyde | NA |
| Stockport | NA |
| Stretford and Urmston | NA |
| Tatton | NA |
| Wallasey | NA |
| Warrington North | NA |
| Warrington South | NA |
| Weaver Vale | NA |
| West Lancashire | NA |
| Westmorland and Lonsdale | NA |
| Wigan | NA |
| Wirral South | NA |
| Wirral West | NA |
| Workington | NA |
| Worsley and Eccles South | NA |
| Wyre and Preston North | NA |
| Wythenshawe and Sale East | NA |
| Barnsley Central | NA |
| Barnsley East | NA |
| Batley and Spen | NA |
| Beverley and Holderness | NA |
| Brigg and Goole | NA |
| Calder Valley | NA |
| Cleethorpes | NA |
| Colne Valley | NA |
| Dewsbury | NA |
| Don Valley | NA |
| Doncaster Central | NA |
| Doncaster North | NA |
| East Yorkshire | NA |
| Elmet and Rothwell | NA |
| Great Grimsby | NA |
| Haltemprice and Howden | NA |
| Harrogate and Knaresborough | NA |
| Hemsworth | NA |
| Huddersfield | NA |
| Keighley | NA |
| Kingston upon Hull East | NA |
| Kingston upon Hull North | NA |
| Kingston upon Hull West and Hessle | NA |
| Leeds Central | NA |
| Leeds North East | NA |
| Leeds North West | NA |
| Leeds West | NA |
| Morley and Outwood | NA |
| Normanton, Pontefract and Castleford | NA |
| Penistone and Stocksbridge | NA |
| Pudsey | NA |
| Richmond (Yorks) | NA |
| Rother Valley | NA |
| Rotherham | NA |
| Scarborough and Whitby | NA |
| Scunthorpe | NA |
| Selby and Ainsty | NA |
| Sheffield Central | NA |
| Sheffield South East | NA |
| Sheffield, Hallam | NA |
| Sheffield, Heeley | NA |
| Shipley | NA |
| Skipton and Ripon | NA |
| Thirsk and Malton | NA |
| Wakefield | NA |
| Wentworth and Dearne | NA |
| York Central | NA |
| York Outer | NA |
| Amber Valley | NA |
| Ashfield | NA |
| Bassetlaw | NA |
| Bolsover | NA |
| Boston and Skegness | NA |
| Bosworth | NA |
| Broxtowe | NA |
| Charnwood | NA |
| Chesterfield | NA |
| Corby | NA |
| Daventry | NA |
| Derby North | NA |
| Derbyshire Dales | NA |
| Erewash | NA |
| Gainsborough | NA |
| Gedling | NA |
| Grantham and Stamford | NA |
| Harborough | NA |
| High Peak | NA |
| Kettering | NA |
| Leicester West | NA |
| Lincoln | NA |
| Loughborough | NA |
| Louth and Horncastle | NA |
| Mansfield | NA |
| Mid Derbyshire | NA |
| Newark | NA |
| North East Derbyshire | NA |
| North West Leicestershire | NA |
| Northampton North | NA |
| Northampton South | NA |
| Nottingham North | NA |
| Rushcliffe | NA |
| Rutland and Melton | NA |
| Sherwood | NA |
| Sleaford and North Hykeham | NA |
| South Derbyshire | NA |
| South Holland and The Deepings | NA |
| South Leicestershire | NA |
| South Northamptonshire | NA |
| Wellingborough | NA |
| Aldridge-Brownhills | NA |
| Birmingham, Edgbaston | NA |
| Birmingham, Erdington | NA |
| Birmingham, Northfield | NA |
| Bromsgrove | NA |
| Burton | NA |
| Cannock Chase | NA |
| Coventry North West | NA |
| Coventry South | NA |
| Dudley North | NA |
| Dudley South | NA |
| Halesowen and Rowley Regis | NA |
| Hereford and South Herefordshire | NA |
| Kenilworth and Southam | NA |
| Lichfield | NA |
| Ludlow | NA |
| Meriden | NA |
| Mid Worcestershire | NA |
| Newcastle-under-Lyme | NA |
| North Herefordshire | NA |
| North Shropshire | NA |
| North Warwickshire | NA |
| Nuneaton | NA |
| Redditch | NA |
| Rugby | NA |
| Shrewsbury and Atcham | NA |
| South Staffordshire | NA |
| Stafford | NA |
| Staffordshire Moorlands | NA |
| Stoke-on-Trent Central | NA |
| Stoke-on-Trent North | NA |
| Stoke-on-Trent South | NA |
| Stone | NA |
| Stourbridge | NA |
| Stratford-on-Avon | NA |
| Sutton Coldfield | NA |
| Tamworth | NA |
| Telford | NA |
| The Wrekin | NA |
| Walsall North | NA |
| Walsall South | NA |
| Warwick and Leamington | NA |
| West Bromwich East | NA |
| West Bromwich West | NA |
| West Worcestershire | NA |
| Wolverhampton North East | NA |
| Wolverhampton South East | NA |
| Wolverhampton South West | NA |
| Worcester | NA |
| Wyre Forest | NA |
| Basildon and Billericay | NA |
| Bedford | NA |
| Braintree | NA |
| Brentwood and Ongar | NA |
| Broadland | NA |
| Broxbourne | NA |
| Bury St Edmunds | NA |
| Cambridge | NA |
| Castle Point | NA |
| Central Suffolk and North Ipswich | NA |
| Chelmsford | NA |
| Clacton | NA |
| Colchester | NA |
| Epping Forest | NA |
| Great Yarmouth | NA |
| Harlow | NA |
| Harwich and North Essex | NA |
| Hemel Hempstead | NA |
| Hertford and Stortford | NA |
| Hertsmere | NA |
| Hitchin and Harpenden | NA |
| Huntingdon | NA |
| Ipswich | NA |
| Maldon | NA |
| Mid Bedfordshire | NA |
| Mid Norfolk | NA |
| North East Bedfordshire | NA |
| North East Cambridgeshire | NA |
| North East Hertfordshire | NA |
| North Norfolk | NA |
| North West Cambridgeshire | NA |
| North West Norfolk | NA |
| Norwich North | NA |
| Norwich South | NA |
| Rayleigh and Wickford | NA |
| Rochford and Southend East | NA |
| Saffron Walden | NA |
| South Basildon and East Thurrock | NA |
| South Cambridgeshire | NA |
| South East Cambridgeshire | NA |
| South Norfolk | NA |
| South Suffolk | NA |
| South West Bedfordshire | NA |
| South West Hertfordshire | NA |
| South West Norfolk | NA |
| Southend West | NA |
| St Albans | NA |
| Stevenage | NA |
| Suffolk Coastal | NA |
| Watford | NA |
| Waveney | NA |
| Welwyn Hatfield | NA |
| West Suffolk | NA |
| Witham | NA |
| Battersea | NA |
| Beckenham | NA |
| Bermondsey and Old Southwark | NA |
| Bexleyheath and Crayford | NA |
| Brent Central | NA |
| Brent North | NA |
| Brentford and Isleworth | NA |
| Bromley and Chislehurst | NA |
| Camberwell and Peckham | NA |
| Carshalton and Wallington | NA |
| Chelsea and Fulham | NA |
| Chingford and Woodford Green | NA |
| Chipping Barnet | NA |
| Cities of London and Westminster | NA |
| Croydon Central | NA |
| Croydon North | NA |
| Croydon South | NA |
| Dulwich and West Norwood | NA |
| Ealing Central and Acton | NA |
| Ealing North | NA |
| Ealing, Southall | NA |
| Edmonton | NA |
| Eltham | NA |
| Enfield North | NA |
| Enfield, Southgate | NA |
| Erith and Thamesmead | NA |
| Feltham and Heston | NA |
| Finchley and Golders Green | NA |
| Greenwich and Woolwich | NA |
| Hackney North and Stoke Newington | NA |
| Hackney South and Shoreditch | NA |
| Hammersmith | NA |
| Hampstead and Kilburn | NA |
| Harrow East | NA |
| Harrow West | NA |
| Hayes and Harlington | NA |
| Hendon | NA |
| Holborn and St Pancras | NA |
| Hornchurch and Upminster | NA |
| Hornsey and Wood Green | NA |
| Islington North | NA |
| Islington South and Finsbury | NA |
| Kensington | NA |
| Kingston and Surbiton | NA |
| Lewisham East | NA |
| Lewisham West and Penge | NA |
| Lewisham, Deptford | NA |
| Leyton and Wanstead | NA |
| Mitcham and Morden | NA |
| Old Bexley and Sidcup | NA |
| Orpington | NA |
| Putney | NA |
| Richmond Park | NA |
| Romford | NA |
| Ruislip, Northwood and Pinner | NA |
| Streatham | NA |
| Sutton and Cheam | NA |
| Tooting | NA |
| Tottenham | NA |
| Twickenham | NA |
| Uxbridge and South Ruislip | NA |
| Vauxhall | NA |
| Walthamstow | NA |
| Westminster North | NA |
| Wimbledon | NA |
| Aldershot | NA |
| Arundel and South Downs | NA |
| Ashford | NA |
| Aylesbury | NA |
| Banbury | NA |
| Basingstoke | NA |
| Beaconsfield | NA |
| Bexhill and Battle | NA |
| Bognor Regis and Littlehampton | NA |
| Bracknell | NA |
| Brighton, Kemptown | NA |
| Brighton, Pavilion | NA |
| Buckingham | NA |
| Canterbury | NA |
| Chatham and Aylesford | NA |
| Chesham and Amersham | NA |
| Chichester | NA |
| Dartford | NA |
| Dover | NA |
| East Hampshire | NA |
| East Surrey | NA |
| East Worthing and Shoreham | NA |
| Eastbourne | NA |
| Eastleigh | NA |
| Epsom and Ewell | NA |
| Esher and Walton | NA |
| Fareham | NA |
| Faversham and Mid Kent | NA |
| Folkestone and Hythe | NA |
| Gillingham and Rainham | NA |
| Gosport | NA |
| Gravesham | NA |
| Guildford | NA |
| Hastings and Rye | NA |
| Havant | NA |
| Henley | NA |
| Horsham | NA |
| Hove | NA |
| Isle of Wight | NA |
| Lewes | NA |
| Maidenhead | NA |
| Maidstone and The Weald | NA |
| Meon Valley | NA |
| Mid Sussex | NA |
| Milton Keynes North | NA |
| Milton Keynes South | NA |
| Mole Valley | NA |
| New Forest East | NA |
| New Forest West | NA |
| Newbury | NA |
| North East Hampshire | NA |
| North Thanet | NA |
| North West Hampshire | NA |
| Oxford East | NA |
| Oxford West and Abingdon | NA |
| Portsmouth North | NA |
| Portsmouth South | NA |
| Reading East | NA |
| Reigate | NA |
| Rochester and Strood | NA |
| Romsey and Southampton North | NA |
| Runnymede and Weybridge | NA |
| Sevenoaks | NA |
| Sittingbourne and Sheppey | NA |
| South Thanet | NA |
| South West Surrey | NA |
| Southampton, Itchen | NA |
| Southampton, Test | NA |
| Spelthorne | NA |
| Surrey Heath | NA |
| Tonbridge and Malling | NA |
| Tunbridge Wells | NA |
| Wantage | NA |
| Wealden | NA |
| Winchester | NA |
| Windsor | NA |
| Witney | NA |
| Woking | NA |
| Wokingham | NA |
| Worthing West | NA |
| Bath | NA |
| Bournemouth East | NA |
| Bournemouth West | NA |
| Bridgwater and West Somerset | NA |
| Bristol East | NA |
| Bristol North West | NA |
| Bristol South | NA |
| Bristol West | NA |
| Camborne and Redruth | NA |
| Central Devon | NA |
| Cheltenham | NA |
| Chippenham | NA |
| Christchurch | NA |
| Devizes | NA |
| East Devon | NA |
| Exeter | NA |
| Filton and Bradley Stoke | NA |
| Forest of Dean | NA |
| Gloucester | NA |
| Kingswood | NA |
| Mid Dorset and North Poole | NA |
| Newton Abbot | NA |
| North Cornwall | NA |
| North Devon | NA |
| North Dorset | NA |
| North East Somerset | NA |
| North Somerset | NA |
| North Swindon | NA |
| North Wiltshire | NA |
| Plymouth, Moor View | NA |
| Plymouth, Sutton and Devonport | NA |
| Poole | NA |
| Salisbury | NA |
| Somerton and Frome | NA |
| South Dorset | NA |
| South East Cornwall | NA |
| South Swindon | NA |
| South West Devon | NA |
| South West Wiltshire | NA |
| St Austell and Newquay | NA |
| St Ives | NA |
| Stroud | NA |
| Taunton Deane | NA |
| Tewkesbury | NA |
| The Cotswolds | NA |
| Thornbury and Yate | NA |
| Tiverton and Honiton | NA |
| Torbay | NA |
| Torridge and West Devon | NA |
| Totnes | NA |
| Truro and Falmouth | NA |
| Wells | NA |
| West Dorset | NA |
| Weston-Super-Mare | NA |
| Yeovil | NA |
| Ynys Mon | NA |
| Delyn | NA |
| Alyn and Deeside | NA |
| Wrexham | NA |
| Llanelli | NA |
| Gower | NA |
| Swansea West | NA |
| Swansea East | NA |
| Aberavon | NA |
| Cardiff Central | NA |
| Cardiff North | NA |
| Rhondda | NA |
| Torfaen | NA |
| Monmouth | NA |
| Newport West | NA |
| Arfon | NA |
| Aberconwy | NA |
| Clwyd West | NA |
| Vale of Clwyd | NA |
| Dwyfor Meirionnydd | NA |
| Clwyd South | NA |
| Montgomeryshire | NA |
| Ceredigion | NA |
| Preseli Pembrokeshire | NA |
| Carmarthen West and South Pembrokeshire | NA |
| Carmarthen East and Dinefwr | NA |
| Brecon and Radnorshire | NA |
| Neath | NA |
| Cynon Valley | NA |
| Merthyr Tydfil and Rhymney | NA |
| Blaenau Gwent | NA |
| Bridgend | NA |
| Ogmore | NA |
| Pontypridd | NA |
| Caerphilly | NA |
| Islwyn | NA |
| Vale of Glamorgan | NA |
| Cardiff West | NA |
| Cardiff South and Penarth | NA |
| Aberdeen North | NA |
| Aberdeen South | NA |
| Airdrie and Shotts | NA |
| Angus | NA |
| Argyll and Bute | NA |
| Ayr, Carrick and Cumnock | NA |
| Banff and Buchan | NA |
| Berwickshire, Roxburgh and Selkirk | NA |
| Caithness, Sutherland and Easter Ross | NA |
| Central Ayrshire | NA |
| Coatbridge, Chryston and Bellshill | NA |
| Cumbernauld, Kilsyth and Kirkintilloch East | NA |
| Dumfries and Galloway | NA |
| Dumfriesshire, Clydesdale and Tweeddale | NA |
| Dundee East | NA |
| Dundee West | NA |
| Dunfermline and West Fife | NA |
| East Dunbartonshire | NA |
| East Kilbride, Strathaven and Lesmahagow | NA |
| East Lothian | NA |
| East Renfrewshire | NA |
| Edinburgh East | NA |
| Edinburgh North and Leith | NA |
| Edinburgh South | NA |
| Edinburgh South West | NA |
| Edinburgh West | NA |
| Falkirk | NA |
| Glasgow Central | NA |
| Glasgow East | NA |
| Glasgow North | NA |
| Glasgow North East | NA |
| Glasgow North West | NA |
| Glasgow South | NA |
| Glasgow South West | NA |
| Glenrothes | NA |
| Gordon | NA |
| Inverclyde | NA |
| Inverness, Nairn, Badenoch and Strathspey | NA |
| Kilmarnock and Loudoun | NA |
| Kirkcaldy and Cowdenbeath | NA |
| Lanark and Hamilton East | NA |
| Linlithgow and East Falkirk | NA |
| Livingston | NA |
| Midlothian | NA |
| Moray | NA |
| Motherwell and Wishaw | NA |
| Na h-Eileanan An Iar | NA |
| North Ayrshire and Arran | NA |
| North East Fife | NA |
| Ochil and South Perthshire | NA |
| Orkney and Shetland | NA |
| Paisley and Renfrewshire North | NA |
| Paisley and Renfrewshire South | NA |
| Perth and North Perthshire | NA |
| Ross, Skye and Lochaber | NA |
| Rutherglen and Hamilton West | NA |
| Stirling | NA |
| West Aberdeenshire and Kincardine | NA |
| West Dunbartonshire | NA |
Code
aps_recent_white <- aps_recent[order(aps_recent$OBS_VALUE, decreasing = TRUE),] %>%
filter(VARIABLE == 794)
aps_recent_white[, c("GEOGRAPHY_NAME", "OBS_VALUE")] %>%
kable( , caption = "% Mixed ethicity over 16 by Parliamentary constituency") %>%
kable_styling("striped", full_width = F) %>%
scroll_box(height = "200px")| GEOGRAPHY_NAME | OBS_VALUE |
|---|---|
| Islington North | 9.5 |
| Thurrock | 4.0 |
| Berwick-upon-Tweed | NA |
| Bishop Auckland | NA |
| Blaydon | NA |
| Blyth Valley | NA |
| City of Durham | NA |
| Darlington | NA |
| Easington | NA |
| Gateshead | NA |
| Hartlepool | NA |
| Hexham | NA |
| Houghton and Sunderland South | NA |
| Jarrow | NA |
| Middlesbrough | NA |
| Middlesbrough South and East Cleveland | NA |
| Newcastle upon Tyne Central | NA |
| Newcastle upon Tyne East | NA |
| Newcastle upon Tyne North | NA |
| North Durham | NA |
| North Tyneside | NA |
| North West Durham | NA |
| Redcar | NA |
| Sedgefield | NA |
| South Shields | NA |
| Stockton North | NA |
| Stockton South | NA |
| Sunderland Central | NA |
| Tynemouth | NA |
| Wansbeck | NA |
| Washington and Sunderland West | NA |
| Altrincham and Sale West | NA |
| Ashton-under-Lyne | NA |
| Barrow and Furness | NA |
| Birkenhead | NA |
| Blackburn | NA |
| Blackley and Broughton | NA |
| Blackpool North and Cleveleys | NA |
| Blackpool South | NA |
| Bolton North East | NA |
| Bolton South East | NA |
| Bolton West | NA |
| Bootle | NA |
| Burnley | NA |
| Bury North | NA |
| Bury South | NA |
| Carlisle | NA |
| Cheadle | NA |
| Chorley | NA |
| City of Chester | NA |
| Congleton | NA |
| Copeland | NA |
| Crewe and Nantwich | NA |
| Denton and Reddish | NA |
| Eddisbury | NA |
| Ellesmere Port and Neston | NA |
| Fylde | NA |
| Garston and Halewood | NA |
| Halton | NA |
| Hazel Grove | NA |
| Heywood and Middleton | NA |
| Hyndburn | NA |
| Knowsley | NA |
| Lancaster and Fleetwood | NA |
| Leigh | NA |
| Liverpool, Riverside | NA |
| Liverpool, Walton | NA |
| Liverpool, Wavertree | NA |
| Liverpool, West Derby | NA |
| Macclesfield | NA |
| Makerfield | NA |
| Manchester Central | NA |
| Manchester, Gorton | NA |
| Manchester, Withington | NA |
| Morecambe and Lunesdale | NA |
| Oldham East and Saddleworth | NA |
| Oldham West and Royton | NA |
| Pendle | NA |
| Penrith and The Border | NA |
| Preston | NA |
| Ribble Valley | NA |
| Rochdale | NA |
| Rossendale and Darwen | NA |
| Salford and Eccles | NA |
| Sefton Central | NA |
| South Ribble | NA |
| Southport | NA |
| St Helens North | NA |
| St Helens South and Whiston | NA |
| Stalybridge and Hyde | NA |
| Stockport | NA |
| Stretford and Urmston | NA |
| Tatton | NA |
| Wallasey | NA |
| Warrington North | NA |
| Warrington South | NA |
| Weaver Vale | NA |
| West Lancashire | NA |
| Westmorland and Lonsdale | NA |
| Wigan | NA |
| Wirral South | NA |
| Wirral West | NA |
| Workington | NA |
| Worsley and Eccles South | NA |
| Wyre and Preston North | NA |
| Wythenshawe and Sale East | NA |
| Barnsley Central | NA |
| Barnsley East | NA |
| Batley and Spen | NA |
| Beverley and Holderness | NA |
| Bradford East | NA |
| Bradford South | NA |
| Bradford West | NA |
| Brigg and Goole | NA |
| Calder Valley | NA |
| Cleethorpes | NA |
| Colne Valley | NA |
| Dewsbury | NA |
| Don Valley | NA |
| Doncaster Central | NA |
| Doncaster North | NA |
| East Yorkshire | NA |
| Elmet and Rothwell | NA |
| Great Grimsby | NA |
| Halifax | NA |
| Haltemprice and Howden | NA |
| Harrogate and Knaresborough | NA |
| Hemsworth | NA |
| Huddersfield | NA |
| Keighley | NA |
| Kingston upon Hull East | NA |
| Kingston upon Hull North | NA |
| Kingston upon Hull West and Hessle | NA |
| Leeds Central | NA |
| Leeds East | NA |
| Leeds North East | NA |
| Leeds North West | NA |
| Leeds West | NA |
| Morley and Outwood | NA |
| Normanton, Pontefract and Castleford | NA |
| Penistone and Stocksbridge | NA |
| Pudsey | NA |
| Richmond (Yorks) | NA |
| Rother Valley | NA |
| Rotherham | NA |
| Scarborough and Whitby | NA |
| Scunthorpe | NA |
| Selby and Ainsty | NA |
| Sheffield Central | NA |
| Sheffield South East | NA |
| Sheffield, Brightside and Hillsborough | NA |
| Sheffield, Hallam | NA |
| Sheffield, Heeley | NA |
| Shipley | NA |
| Skipton and Ripon | NA |
| Thirsk and Malton | NA |
| Wakefield | NA |
| Wentworth and Dearne | NA |
| York Central | NA |
| York Outer | NA |
| Amber Valley | NA |
| Ashfield | NA |
| Bassetlaw | NA |
| Bolsover | NA |
| Boston and Skegness | NA |
| Bosworth | NA |
| Broxtowe | NA |
| Charnwood | NA |
| Chesterfield | NA |
| Corby | NA |
| Daventry | NA |
| Derby North | NA |
| Derby South | NA |
| Derbyshire Dales | NA |
| Erewash | NA |
| Gainsborough | NA |
| Gedling | NA |
| Grantham and Stamford | NA |
| Harborough | NA |
| High Peak | NA |
| Kettering | NA |
| Leicester East | NA |
| Leicester South | NA |
| Leicester West | NA |
| Lincoln | NA |
| Loughborough | NA |
| Louth and Horncastle | NA |
| Mansfield | NA |
| Mid Derbyshire | NA |
| Newark | NA |
| North East Derbyshire | NA |
| North West Leicestershire | NA |
| Northampton North | NA |
| Northampton South | NA |
| Nottingham East | NA |
| Nottingham North | NA |
| Nottingham South | NA |
| Rushcliffe | NA |
| Rutland and Melton | NA |
| Sherwood | NA |
| Sleaford and North Hykeham | NA |
| South Derbyshire | NA |
| South Holland and The Deepings | NA |
| South Leicestershire | NA |
| South Northamptonshire | NA |
| Wellingborough | NA |
| Aldridge-Brownhills | NA |
| Birmingham, Edgbaston | NA |
| Birmingham, Erdington | NA |
| Birmingham, Hall Green | NA |
| Birmingham, Hodge Hill | NA |
| Birmingham, Ladywood | NA |
| Birmingham, Northfield | NA |
| Birmingham, Perry Barr | NA |
| Birmingham, Selly Oak | NA |
| Birmingham, Yardley | NA |
| Bromsgrove | NA |
| Burton | NA |
| Cannock Chase | NA |
| Coventry North East | NA |
| Coventry North West | NA |
| Coventry South | NA |
| Dudley North | NA |
| Dudley South | NA |
| Halesowen and Rowley Regis | NA |
| Hereford and South Herefordshire | NA |
| Kenilworth and Southam | NA |
| Lichfield | NA |
| Ludlow | NA |
| Meriden | NA |
| Mid Worcestershire | NA |
| Newcastle-under-Lyme | NA |
| North Herefordshire | NA |
| North Shropshire | NA |
| North Warwickshire | NA |
| Nuneaton | NA |
| Redditch | NA |
| Rugby | NA |
| Shrewsbury and Atcham | NA |
| Solihull | NA |
| South Staffordshire | NA |
| Stafford | NA |
| Staffordshire Moorlands | NA |
| Stoke-on-Trent Central | NA |
| Stoke-on-Trent North | NA |
| Stoke-on-Trent South | NA |
| Stone | NA |
| Stourbridge | NA |
| Stratford-on-Avon | NA |
| Sutton Coldfield | NA |
| Tamworth | NA |
| Telford | NA |
| The Wrekin | NA |
| Walsall North | NA |
| Walsall South | NA |
| Warley | NA |
| Warwick and Leamington | NA |
| West Bromwich East | NA |
| West Bromwich West | NA |
| West Worcestershire | NA |
| Wolverhampton North East | NA |
| Wolverhampton South East | NA |
| Wolverhampton South West | NA |
| Worcester | NA |
| Wyre Forest | NA |
| Basildon and Billericay | NA |
| Bedford | NA |
| Braintree | NA |
| Brentwood and Ongar | NA |
| Broadland | NA |
| Broxbourne | NA |
| Bury St Edmunds | NA |
| Cambridge | NA |
| Castle Point | NA |
| Central Suffolk and North Ipswich | NA |
| Chelmsford | NA |
| Clacton | NA |
| Colchester | NA |
| Epping Forest | NA |
| Great Yarmouth | NA |
| Harlow | NA |
| Harwich and North Essex | NA |
| Hemel Hempstead | NA |
| Hertford and Stortford | NA |
| Hertsmere | NA |
| Hitchin and Harpenden | NA |
| Huntingdon | NA |
| Ipswich | NA |
| Luton North | NA |
| Luton South | NA |
| Maldon | NA |
| Mid Bedfordshire | NA |
| Mid Norfolk | NA |
| North East Bedfordshire | NA |
| North East Cambridgeshire | NA |
| North East Hertfordshire | NA |
| North Norfolk | NA |
| North West Cambridgeshire | NA |
| North West Norfolk | NA |
| Norwich North | NA |
| Norwich South | NA |
| Peterborough | NA |
| Rayleigh and Wickford | NA |
| Rochford and Southend East | NA |
| Saffron Walden | NA |
| South Basildon and East Thurrock | NA |
| South Cambridgeshire | NA |
| South East Cambridgeshire | NA |
| South Norfolk | NA |
| South Suffolk | NA |
| South West Bedfordshire | NA |
| South West Hertfordshire | NA |
| South West Norfolk | NA |
| Southend West | NA |
| St Albans | NA |
| Stevenage | NA |
| Suffolk Coastal | NA |
| Watford | NA |
| Waveney | NA |
| Welwyn Hatfield | NA |
| West Suffolk | NA |
| Witham | NA |
| Barking | NA |
| Battersea | NA |
| Beckenham | NA |
| Bermondsey and Old Southwark | NA |
| Bethnal Green and Bow | NA |
| Bexleyheath and Crayford | NA |
| Brent Central | NA |
| Brent North | NA |
| Brentford and Isleworth | NA |
| Bromley and Chislehurst | NA |
| Camberwell and Peckham | NA |
| Carshalton and Wallington | NA |
| Chelsea and Fulham | NA |
| Chingford and Woodford Green | NA |
| Chipping Barnet | NA |
| Cities of London and Westminster | NA |
| Croydon Central | NA |
| Croydon North | NA |
| Croydon South | NA |
| Dagenham and Rainham | NA |
| Dulwich and West Norwood | NA |
| Ealing Central and Acton | NA |
| Ealing North | NA |
| Ealing, Southall | NA |
| East Ham | NA |
| Edmonton | NA |
| Eltham | NA |
| Enfield North | NA |
| Enfield, Southgate | NA |
| Erith and Thamesmead | NA |
| Feltham and Heston | NA |
| Finchley and Golders Green | NA |
| Greenwich and Woolwich | NA |
| Hackney North and Stoke Newington | NA |
| Hackney South and Shoreditch | NA |
| Hammersmith | NA |
| Hampstead and Kilburn | NA |
| Harrow East | NA |
| Harrow West | NA |
| Hayes and Harlington | NA |
| Hendon | NA |
| Holborn and St Pancras | NA |
| Hornchurch and Upminster | NA |
| Hornsey and Wood Green | NA |
| Ilford North | NA |
| Ilford South | NA |
| Islington South and Finsbury | NA |
| Kensington | NA |
| Kingston and Surbiton | NA |
| Lewisham East | NA |
| Lewisham West and Penge | NA |
| Lewisham, Deptford | NA |
| Leyton and Wanstead | NA |
| Mitcham and Morden | NA |
| Old Bexley and Sidcup | NA |
| Orpington | NA |
| Poplar and Limehouse | NA |
| Putney | NA |
| Richmond Park | NA |
| Romford | NA |
| Ruislip, Northwood and Pinner | NA |
| Streatham | NA |
| Sutton and Cheam | NA |
| Tooting | NA |
| Tottenham | NA |
| Twickenham | NA |
| Uxbridge and South Ruislip | NA |
| Vauxhall | NA |
| Walthamstow | NA |
| West Ham | NA |
| Westminster North | NA |
| Wimbledon | NA |
| Aldershot | NA |
| Arundel and South Downs | NA |
| Ashford | NA |
| Aylesbury | NA |
| Banbury | NA |
| Basingstoke | NA |
| Beaconsfield | NA |
| Bexhill and Battle | NA |
| Bognor Regis and Littlehampton | NA |
| Bracknell | NA |
| Brighton, Kemptown | NA |
| Brighton, Pavilion | NA |
| Buckingham | NA |
| Canterbury | NA |
| Chatham and Aylesford | NA |
| Chesham and Amersham | NA |
| Chichester | NA |
| Crawley | NA |
| Dartford | NA |
| Dover | NA |
| East Hampshire | NA |
| East Surrey | NA |
| East Worthing and Shoreham | NA |
| Eastbourne | NA |
| Eastleigh | NA |
| Epsom and Ewell | NA |
| Esher and Walton | NA |
| Fareham | NA |
| Faversham and Mid Kent | NA |
| Folkestone and Hythe | NA |
| Gillingham and Rainham | NA |
| Gosport | NA |
| Gravesham | NA |
| Guildford | NA |
| Hastings and Rye | NA |
| Havant | NA |
| Henley | NA |
| Horsham | NA |
| Hove | NA |
| Isle of Wight | NA |
| Lewes | NA |
| Maidenhead | NA |
| Maidstone and The Weald | NA |
| Meon Valley | NA |
| Mid Sussex | NA |
| Milton Keynes North | NA |
| Milton Keynes South | NA |
| Mole Valley | NA |
| New Forest East | NA |
| New Forest West | NA |
| Newbury | NA |
| North East Hampshire | NA |
| North Thanet | NA |
| North West Hampshire | NA |
| Oxford East | NA |
| Oxford West and Abingdon | NA |
| Portsmouth North | NA |
| Portsmouth South | NA |
| Reading East | NA |
| Reading West | NA |
| Reigate | NA |
| Rochester and Strood | NA |
| Romsey and Southampton North | NA |
| Runnymede and Weybridge | NA |
| Sevenoaks | NA |
| Sittingbourne and Sheppey | NA |
| Slough | NA |
| South Thanet | NA |
| South West Surrey | NA |
| Southampton, Itchen | NA |
| Southampton, Test | NA |
| Spelthorne | NA |
| Surrey Heath | NA |
| Tonbridge and Malling | NA |
| Tunbridge Wells | NA |
| Wantage | NA |
| Wealden | NA |
| Winchester | NA |
| Windsor | NA |
| Witney | NA |
| Woking | NA |
| Wokingham | NA |
| Worthing West | NA |
| Wycombe | NA |
| Bath | NA |
| Bournemouth East | NA |
| Bournemouth West | NA |
| Bridgwater and West Somerset | NA |
| Bristol East | NA |
| Bristol North West | NA |
| Bristol South | NA |
| Bristol West | NA |
| Camborne and Redruth | NA |
| Central Devon | NA |
| Cheltenham | NA |
| Chippenham | NA |
| Christchurch | NA |
| Devizes | NA |
| East Devon | NA |
| Exeter | NA |
| Filton and Bradley Stoke | NA |
| Forest of Dean | NA |
| Gloucester | NA |
| Kingswood | NA |
| Mid Dorset and North Poole | NA |
| Newton Abbot | NA |
| North Cornwall | NA |
| North Devon | NA |
| North Dorset | NA |
| North East Somerset | NA |
| North Somerset | NA |
| North Swindon | NA |
| North Wiltshire | NA |
| Plymouth, Moor View | NA |
| Plymouth, Sutton and Devonport | NA |
| Poole | NA |
| Salisbury | NA |
| Somerton and Frome | NA |
| South Dorset | NA |
| South East Cornwall | NA |
| South Swindon | NA |
| South West Devon | NA |
| South West Wiltshire | NA |
| St Austell and Newquay | NA |
| St Ives | NA |
| Stroud | NA |
| Taunton Deane | NA |
| Tewkesbury | NA |
| The Cotswolds | NA |
| Thornbury and Yate | NA |
| Tiverton and Honiton | NA |
| Torbay | NA |
| Torridge and West Devon | NA |
| Totnes | NA |
| Truro and Falmouth | NA |
| Wells | NA |
| West Dorset | NA |
| Weston-Super-Mare | NA |
| Yeovil | NA |
| Ynys Mon | NA |
| Delyn | NA |
| Alyn and Deeside | NA |
| Wrexham | NA |
| Llanelli | NA |
| Gower | NA |
| Swansea West | NA |
| Swansea East | NA |
| Aberavon | NA |
| Cardiff Central | NA |
| Cardiff North | NA |
| Rhondda | NA |
| Torfaen | NA |
| Monmouth | NA |
| Newport East | NA |
| Newport West | NA |
| Arfon | NA |
| Aberconwy | NA |
| Clwyd West | NA |
| Vale of Clwyd | NA |
| Dwyfor Meirionnydd | NA |
| Clwyd South | NA |
| Montgomeryshire | NA |
| Ceredigion | NA |
| Preseli Pembrokeshire | NA |
| Carmarthen West and South Pembrokeshire | NA |
| Carmarthen East and Dinefwr | NA |
| Brecon and Radnorshire | NA |
| Neath | NA |
| Cynon Valley | NA |
| Merthyr Tydfil and Rhymney | NA |
| Blaenau Gwent | NA |
| Bridgend | NA |
| Ogmore | NA |
| Pontypridd | NA |
| Caerphilly | NA |
| Islwyn | NA |
| Vale of Glamorgan | NA |
| Cardiff West | NA |
| Cardiff South and Penarth | NA |
| Aberdeen North | NA |
| Aberdeen South | NA |
| Airdrie and Shotts | NA |
| Angus | NA |
| Argyll and Bute | NA |
| Ayr, Carrick and Cumnock | NA |
| Banff and Buchan | NA |
| Berwickshire, Roxburgh and Selkirk | NA |
| Caithness, Sutherland and Easter Ross | NA |
| Central Ayrshire | NA |
| Coatbridge, Chryston and Bellshill | NA |
| Cumbernauld, Kilsyth and Kirkintilloch East | NA |
| Dumfries and Galloway | NA |
| Dumfriesshire, Clydesdale and Tweeddale | NA |
| Dundee East | NA |
| Dundee West | NA |
| Dunfermline and West Fife | NA |
| East Dunbartonshire | NA |
| East Kilbride, Strathaven and Lesmahagow | NA |
| East Lothian | NA |
| East Renfrewshire | NA |
| Edinburgh East | NA |
| Edinburgh North and Leith | NA |
| Edinburgh South | NA |
| Edinburgh South West | NA |
| Edinburgh West | NA |
| Falkirk | NA |
| Glasgow Central | NA |
| Glasgow East | NA |
| Glasgow North | NA |
| Glasgow North East | NA |
| Glasgow North West | NA |
| Glasgow South | NA |
| Glasgow South West | NA |
| Glenrothes | NA |
| Gordon | NA |
| Inverclyde | NA |
| Inverness, Nairn, Badenoch and Strathspey | NA |
| Kilmarnock and Loudoun | NA |
| Kirkcaldy and Cowdenbeath | NA |
| Lanark and Hamilton East | NA |
| Linlithgow and East Falkirk | NA |
| Livingston | NA |
| Midlothian | NA |
| Moray | NA |
| Motherwell and Wishaw | NA |
| Na h-Eileanan An Iar | NA |
| North Ayrshire and Arran | NA |
| North East Fife | NA |
| Ochil and South Perthshire | NA |
| Orkney and Shetland | NA |
| Paisley and Renfrewshire North | NA |
| Paisley and Renfrewshire South | NA |
| Perth and North Perthshire | NA |
| Ross, Skye and Lochaber | NA |
| Rutherglen and Hamilton West | NA |
| Stirling | NA |
| West Aberdeenshire and Kincardine | NA |
| West Dunbartonshire | NA |
Code
aps_recent_white <- aps_recent[order(aps_recent$OBS_VALUE, decreasing = TRUE),] %>%
filter(VARIABLE == 798)
aps_recent_white[, c("GEOGRAPHY_NAME", "OBS_VALUE")] %>%
kable(, caption = "% Other ethnicity over 16 by Parliamentary constituency") %>%
kable_styling("striped", full_width = F) %>%
scroll_box(height = "200px")| GEOGRAPHY_NAME | OBS_VALUE |
|---|---|
| Kensington | 31.4 |
| Hendon | 29.1 |
| Leyton and Wanstead | 28.0 |
| Ilford North | 27.8 |
| Ealing North | 27.2 |
| Hammersmith | 25.2 |
| Harrow West | 22.2 |
| Chelsea and Fulham | 21.0 |
| Tottenham | 19.7 |
| West Ham | 19.6 |
| Manchester Central | 18.5 |
| Westminster North | 18.1 |
| Chingford and Woodford Green | 17.3 |
| Woking | 17.3 |
| Ilford South | 16.9 |
| Greenwich and Woolwich | 16.5 |
| Bethnal Green and Bow | 16.4 |
| Cities of London and Westminster | 16.4 |
| Walthamstow | 16.4 |
| Hornsey and Wood Green | 15.9 |
| Edmonton | 15.7 |
| Eltham | 15.4 |
| Poplar and Limehouse | 14.7 |
| Wimbledon | 14.7 |
| Huddersfield | 14.4 |
| Croydon North | 14.1 |
| Liverpool, Riverside | 13.7 |
| Bexleyheath and Crayford | 13.7 |
| Sutton and Cheam | 13.6 |
| Broxtowe | 13.4 |
| Birmingham, Ladywood | 13.2 |
| Croydon South | 13.2 |
| Salford and Eccles | 12.9 |
| Richmond Park | 12.7 |
| Bermondsey and Old Southwark | 12.5 |
| Carshalton and Wallington | 12.4 |
| Newcastle upon Tyne Central | 12.1 |
| Hackney South and Shoreditch | 11.6 |
| Old Bexley and Sidcup | 11.6 |
| Holborn and St Pancras | 11.5 |
| Doncaster Central | 11.2 |
| Erith and Thamesmead | 10.9 |
| Sheffield Central | 10.8 |
| Islington North | 10.8 |
| Leicester West | 10.4 |
| Hampstead and Kilburn | 10.3 |
| Luton North | 10.0 |
| Loughborough | 9.7 |
| St Albans | 9.3 |
| Worsley and Eccles South | 9.2 |
| Milton Keynes South | 8.6 |
| Milton Keynes North | 8.4 |
| Coventry North West | 8.3 |
| Barking | 8.1 |
| Islington South and Finsbury | 8.1 |
| Croydon Central | 8.0 |
| South East Cambridgeshire | 7.9 |
| Reading West | 7.8 |
| Harborough | 7.7 |
| Leicester South | 7.5 |
| Rugby | 7.5 |
| Solihull | 7.1 |
| Romsey and Southampton North | 7.1 |
| Kingston and Surbiton | 6.9 |
| Twickenham | 6.7 |
| Newcastle upon Tyne East | 6.6 |
| Leicester East | 6.4 |
| Bristol West | 6.4 |
| Bedford | 6.1 |
| Cardiff South and Penarth | 5.7 |
| Wythenshawe and Sale East | 5.5 |
| Middlesbrough | 5.4 |
| Altrincham and Sale West | 5.3 |
| South Cambridgeshire | 5.1 |
| Derby North | 5.0 |
| Nottingham South | 4.6 |
| Luton South | 4.6 |
| Southampton, Itchen | 4.6 |
| Bournemouth West | 4.6 |
| York Outer | 4.3 |
| Maidenhead | 4.3 |
| Warrington South | 4.2 |
| Swansea West | 4.2 |
| Windsor | 4.0 |
| Blackpool South | 3.9 |
| Filton and Bradley Stoke | 3.8 |
| North Swindon | 3.7 |
| Vale of Clwyd | 3.6 |
| Newbury | 3.3 |
| Thurrock | 3.1 |
| Bracknell | 3.1 |
| Bournemouth East | 3.1 |
| Ynys Mon | 1.9 |
| Berwick-upon-Tweed | NA |
| Bishop Auckland | NA |
| Blaydon | NA |
| Blyth Valley | NA |
| City of Durham | NA |
| Darlington | NA |
| Easington | NA |
| Gateshead | NA |
| Hartlepool | NA |
| Hexham | NA |
| Houghton and Sunderland South | NA |
| Jarrow | NA |
| Middlesbrough South and East Cleveland | NA |
| Newcastle upon Tyne North | NA |
| North Durham | NA |
| North Tyneside | NA |
| North West Durham | NA |
| Redcar | NA |
| Sedgefield | NA |
| South Shields | NA |
| Stockton North | NA |
| Stockton South | NA |
| Sunderland Central | NA |
| Tynemouth | NA |
| Wansbeck | NA |
| Washington and Sunderland West | NA |
| Ashton-under-Lyne | NA |
| Barrow and Furness | NA |
| Birkenhead | NA |
| Blackburn | NA |
| Blackley and Broughton | NA |
| Blackpool North and Cleveleys | NA |
| Bolton North East | NA |
| Bolton South East | NA |
| Bolton West | NA |
| Bootle | NA |
| Burnley | NA |
| Bury North | NA |
| Bury South | NA |
| Carlisle | NA |
| Cheadle | NA |
| Chorley | NA |
| City of Chester | NA |
| Congleton | NA |
| Copeland | NA |
| Crewe and Nantwich | NA |
| Denton and Reddish | NA |
| Eddisbury | NA |
| Ellesmere Port and Neston | NA |
| Fylde | NA |
| Garston and Halewood | NA |
| Halton | NA |
| Hazel Grove | NA |
| Heywood and Middleton | NA |
| Hyndburn | NA |
| Knowsley | NA |
| Lancaster and Fleetwood | NA |
| Leigh | NA |
| Liverpool, Walton | NA |
| Liverpool, Wavertree | NA |
| Liverpool, West Derby | NA |
| Macclesfield | NA |
| Makerfield | NA |
| Manchester, Gorton | NA |
| Manchester, Withington | NA |
| Morecambe and Lunesdale | NA |
| Oldham East and Saddleworth | NA |
| Oldham West and Royton | NA |
| Pendle | NA |
| Penrith and The Border | NA |
| Preston | NA |
| Ribble Valley | NA |
| Rochdale | NA |
| Rossendale and Darwen | NA |
| Sefton Central | NA |
| South Ribble | NA |
| Southport | NA |
| St Helens North | NA |
| St Helens South and Whiston | NA |
| Stalybridge and Hyde | NA |
| Stockport | NA |
| Stretford and Urmston | NA |
| Tatton | NA |
| Wallasey | NA |
| Warrington North | NA |
| Weaver Vale | NA |
| West Lancashire | NA |
| Westmorland and Lonsdale | NA |
| Wigan | NA |
| Wirral South | NA |
| Wirral West | NA |
| Workington | NA |
| Wyre and Preston North | NA |
| Barnsley Central | NA |
| Barnsley East | NA |
| Batley and Spen | NA |
| Beverley and Holderness | NA |
| Bradford East | NA |
| Bradford South | NA |
| Bradford West | NA |
| Brigg and Goole | NA |
| Calder Valley | NA |
| Cleethorpes | NA |
| Colne Valley | NA |
| Dewsbury | NA |
| Don Valley | NA |
| Doncaster North | NA |
| East Yorkshire | NA |
| Elmet and Rothwell | NA |
| Great Grimsby | NA |
| Halifax | NA |
| Haltemprice and Howden | NA |
| Harrogate and Knaresborough | NA |
| Hemsworth | NA |
| Keighley | NA |
| Kingston upon Hull East | NA |
| Kingston upon Hull North | NA |
| Kingston upon Hull West and Hessle | NA |
| Leeds Central | NA |
| Leeds East | NA |
| Leeds North East | NA |
| Leeds North West | NA |
| Leeds West | NA |
| Morley and Outwood | NA |
| Normanton, Pontefract and Castleford | NA |
| Penistone and Stocksbridge | NA |
| Pudsey | NA |
| Richmond (Yorks) | NA |
| Rother Valley | NA |
| Rotherham | NA |
| Scarborough and Whitby | NA |
| Scunthorpe | NA |
| Selby and Ainsty | NA |
| Sheffield South East | NA |
| Sheffield, Brightside and Hillsborough | NA |
| Sheffield, Hallam | NA |
| Sheffield, Heeley | NA |
| Shipley | NA |
| Skipton and Ripon | NA |
| Thirsk and Malton | NA |
| Wakefield | NA |
| Wentworth and Dearne | NA |
| York Central | NA |
| Amber Valley | NA |
| Ashfield | NA |
| Bassetlaw | NA |
| Bolsover | NA |
| Boston and Skegness | NA |
| Bosworth | NA |
| Charnwood | NA |
| Chesterfield | NA |
| Corby | NA |
| Daventry | NA |
| Derby South | NA |
| Derbyshire Dales | NA |
| Erewash | NA |
| Gainsborough | NA |
| Gedling | NA |
| Grantham and Stamford | NA |
| High Peak | NA |
| Kettering | NA |
| Lincoln | NA |
| Louth and Horncastle | NA |
| Mansfield | NA |
| Mid Derbyshire | NA |
| Newark | NA |
| North East Derbyshire | NA |
| North West Leicestershire | NA |
| Northampton North | NA |
| Northampton South | NA |
| Nottingham East | NA |
| Nottingham North | NA |
| Rushcliffe | NA |
| Rutland and Melton | NA |
| Sherwood | NA |
| Sleaford and North Hykeham | NA |
| South Derbyshire | NA |
| South Holland and The Deepings | NA |
| South Leicestershire | NA |
| South Northamptonshire | NA |
| Wellingborough | NA |
| Aldridge-Brownhills | NA |
| Birmingham, Edgbaston | NA |
| Birmingham, Erdington | NA |
| Birmingham, Hall Green | NA |
| Birmingham, Hodge Hill | NA |
| Birmingham, Northfield | NA |
| Birmingham, Perry Barr | NA |
| Birmingham, Selly Oak | NA |
| Birmingham, Yardley | NA |
| Bromsgrove | NA |
| Burton | NA |
| Cannock Chase | NA |
| Coventry North East | NA |
| Coventry South | NA |
| Dudley North | NA |
| Dudley South | NA |
| Halesowen and Rowley Regis | NA |
| Hereford and South Herefordshire | NA |
| Kenilworth and Southam | NA |
| Lichfield | NA |
| Ludlow | NA |
| Meriden | NA |
| Mid Worcestershire | NA |
| Newcastle-under-Lyme | NA |
| North Herefordshire | NA |
| North Shropshire | NA |
| North Warwickshire | NA |
| Nuneaton | NA |
| Redditch | NA |
| Shrewsbury and Atcham | NA |
| South Staffordshire | NA |
| Stafford | NA |
| Staffordshire Moorlands | NA |
| Stoke-on-Trent Central | NA |
| Stoke-on-Trent North | NA |
| Stoke-on-Trent South | NA |
| Stone | NA |
| Stourbridge | NA |
| Stratford-on-Avon | NA |
| Sutton Coldfield | NA |
| Tamworth | NA |
| Telford | NA |
| The Wrekin | NA |
| Walsall North | NA |
| Walsall South | NA |
| Warley | NA |
| Warwick and Leamington | NA |
| West Bromwich East | NA |
| West Bromwich West | NA |
| West Worcestershire | NA |
| Wolverhampton North East | NA |
| Wolverhampton South East | NA |
| Wolverhampton South West | NA |
| Worcester | NA |
| Wyre Forest | NA |
| Basildon and Billericay | NA |
| Braintree | NA |
| Brentwood and Ongar | NA |
| Broadland | NA |
| Broxbourne | NA |
| Bury St Edmunds | NA |
| Cambridge | NA |
| Castle Point | NA |
| Central Suffolk and North Ipswich | NA |
| Chelmsford | NA |
| Clacton | NA |
| Colchester | NA |
| Epping Forest | NA |
| Great Yarmouth | NA |
| Harlow | NA |
| Harwich and North Essex | NA |
| Hemel Hempstead | NA |
| Hertford and Stortford | NA |
| Hertsmere | NA |
| Hitchin and Harpenden | NA |
| Huntingdon | NA |
| Ipswich | NA |
| Maldon | NA |
| Mid Bedfordshire | NA |
| Mid Norfolk | NA |
| North East Bedfordshire | NA |
| North East Cambridgeshire | NA |
| North East Hertfordshire | NA |
| North Norfolk | NA |
| North West Cambridgeshire | NA |
| North West Norfolk | NA |
| Norwich North | NA |
| Norwich South | NA |
| Peterborough | NA |
| Rayleigh and Wickford | NA |
| Rochford and Southend East | NA |
| Saffron Walden | NA |
| South Basildon and East Thurrock | NA |
| South Norfolk | NA |
| South Suffolk | NA |
| South West Bedfordshire | NA |
| South West Hertfordshire | NA |
| South West Norfolk | NA |
| Southend West | NA |
| Stevenage | NA |
| Suffolk Coastal | NA |
| Watford | NA |
| Waveney | NA |
| Welwyn Hatfield | NA |
| West Suffolk | NA |
| Witham | NA |
| Battersea | NA |
| Beckenham | NA |
| Brent Central | NA |
| Brent North | NA |
| Brentford and Isleworth | NA |
| Bromley and Chislehurst | NA |
| Camberwell and Peckham | NA |
| Chipping Barnet | NA |
| Dagenham and Rainham | NA |
| Dulwich and West Norwood | NA |
| Ealing Central and Acton | NA |
| Ealing, Southall | NA |
| East Ham | NA |
| Enfield North | NA |
| Enfield, Southgate | NA |
| Feltham and Heston | NA |
| Finchley and Golders Green | NA |
| Hackney North and Stoke Newington | NA |
| Harrow East | NA |
| Hayes and Harlington | NA |
| Hornchurch and Upminster | NA |
| Lewisham East | NA |
| Lewisham West and Penge | NA |
| Lewisham, Deptford | NA |
| Mitcham and Morden | NA |
| Orpington | NA |
| Putney | NA |
| Romford | NA |
| Ruislip, Northwood and Pinner | NA |
| Streatham | NA |
| Tooting | NA |
| Uxbridge and South Ruislip | NA |
| Vauxhall | NA |
| Aldershot | NA |
| Arundel and South Downs | NA |
| Ashford | NA |
| Aylesbury | NA |
| Banbury | NA |
| Basingstoke | NA |
| Beaconsfield | NA |
| Bexhill and Battle | NA |
| Bognor Regis and Littlehampton | NA |
| Brighton, Kemptown | NA |
| Brighton, Pavilion | NA |
| Buckingham | NA |
| Canterbury | NA |
| Chatham and Aylesford | NA |
| Chesham and Amersham | NA |
| Chichester | NA |
| Crawley | NA |
| Dartford | NA |
| Dover | NA |
| East Hampshire | NA |
| East Surrey | NA |
| East Worthing and Shoreham | NA |
| Eastbourne | NA |
| Eastleigh | NA |
| Epsom and Ewell | NA |
| Esher and Walton | NA |
| Fareham | NA |
| Faversham and Mid Kent | NA |
| Folkestone and Hythe | NA |
| Gillingham and Rainham | NA |
| Gosport | NA |
| Gravesham | NA |
| Guildford | NA |
| Hastings and Rye | NA |
| Havant | NA |
| Henley | NA |
| Horsham | NA |
| Hove | NA |
| Isle of Wight | NA |
| Lewes | NA |
| Maidstone and The Weald | NA |
| Meon Valley | NA |
| Mid Sussex | NA |
| Mole Valley | NA |
| New Forest East | NA |
| New Forest West | NA |
| North East Hampshire | NA |
| North Thanet | NA |
| North West Hampshire | NA |
| Oxford East | NA |
| Oxford West and Abingdon | NA |
| Portsmouth North | NA |
| Portsmouth South | NA |
| Reading East | NA |
| Reigate | NA |
| Rochester and Strood | NA |
| Runnymede and Weybridge | NA |
| Sevenoaks | NA |
| Sittingbourne and Sheppey | NA |
| Slough | NA |
| South Thanet | NA |
| South West Surrey | NA |
| Southampton, Test | NA |
| Spelthorne | NA |
| Surrey Heath | NA |
| Tonbridge and Malling | NA |
| Tunbridge Wells | NA |
| Wantage | NA |
| Wealden | NA |
| Winchester | NA |
| Witney | NA |
| Wokingham | NA |
| Worthing West | NA |
| Wycombe | NA |
| Bath | NA |
| Bridgwater and West Somerset | NA |
| Bristol East | NA |
| Bristol North West | NA |
| Bristol South | NA |
| Camborne and Redruth | NA |
| Central Devon | NA |
| Cheltenham | NA |
| Chippenham | NA |
| Christchurch | NA |
| Devizes | NA |
| East Devon | NA |
| Exeter | NA |
| Forest of Dean | NA |
| Gloucester | NA |
| Kingswood | NA |
| Mid Dorset and North Poole | NA |
| Newton Abbot | NA |
| North Cornwall | NA |
| North Devon | NA |
| North Dorset | NA |
| North East Somerset | NA |
| North Somerset | NA |
| North Wiltshire | NA |
| Plymouth, Moor View | NA |
| Plymouth, Sutton and Devonport | NA |
| Poole | NA |
| Salisbury | NA |
| Somerton and Frome | NA |
| South Dorset | NA |
| South East Cornwall | NA |
| South Swindon | NA |
| South West Devon | NA |
| South West Wiltshire | NA |
| St Austell and Newquay | NA |
| St Ives | NA |
| Stroud | NA |
| Taunton Deane | NA |
| Tewkesbury | NA |
| The Cotswolds | NA |
| Thornbury and Yate | NA |
| Tiverton and Honiton | NA |
| Torbay | NA |
| Torridge and West Devon | NA |
| Totnes | NA |
| Truro and Falmouth | NA |
| Wells | NA |
| West Dorset | NA |
| Weston-Super-Mare | NA |
| Yeovil | NA |
| Delyn | NA |
| Alyn and Deeside | NA |
| Wrexham | NA |
| Llanelli | NA |
| Gower | NA |
| Swansea East | NA |
| Aberavon | NA |
| Cardiff Central | NA |
| Cardiff North | NA |
| Rhondda | NA |
| Torfaen | NA |
| Monmouth | NA |
| Newport East | NA |
| Newport West | NA |
| Arfon | NA |
| Aberconwy | NA |
| Clwyd West | NA |
| Dwyfor Meirionnydd | NA |
| Clwyd South | NA |
| Montgomeryshire | NA |
| Ceredigion | NA |
| Preseli Pembrokeshire | NA |
| Carmarthen West and South Pembrokeshire | NA |
| Carmarthen East and Dinefwr | NA |
| Brecon and Radnorshire | NA |
| Neath | NA |
| Cynon Valley | NA |
| Merthyr Tydfil and Rhymney | NA |
| Blaenau Gwent | NA |
| Bridgend | NA |
| Ogmore | NA |
| Pontypridd | NA |
| Caerphilly | NA |
| Islwyn | NA |
| Vale of Glamorgan | NA |
| Cardiff West | NA |
| Aberdeen North | NA |
| Aberdeen South | NA |
| Airdrie and Shotts | NA |
| Angus | NA |
| Argyll and Bute | NA |
| Ayr, Carrick and Cumnock | NA |
| Banff and Buchan | NA |
| Berwickshire, Roxburgh and Selkirk | NA |
| Caithness, Sutherland and Easter Ross | NA |
| Central Ayrshire | NA |
| Coatbridge, Chryston and Bellshill | NA |
| Cumbernauld, Kilsyth and Kirkintilloch East | NA |
| Dumfries and Galloway | NA |
| Dumfriesshire, Clydesdale and Tweeddale | NA |
| Dundee East | NA |
| Dundee West | NA |
| Dunfermline and West Fife | NA |
| East Dunbartonshire | NA |
| East Kilbride, Strathaven and Lesmahagow | NA |
| East Lothian | NA |
| East Renfrewshire | NA |
| Edinburgh East | NA |
| Edinburgh North and Leith | NA |
| Edinburgh South | NA |
| Edinburgh South West | NA |
| Edinburgh West | NA |
| Falkirk | NA |
| Glasgow Central | NA |
| Glasgow East | NA |
| Glasgow North | NA |
| Glasgow North East | NA |
| Glasgow North West | NA |
| Glasgow South | NA |
| Glasgow South West | NA |
| Glenrothes | NA |
| Gordon | NA |
| Inverclyde | NA |
| Inverness, Nairn, Badenoch and Strathspey | NA |
| Kilmarnock and Loudoun | NA |
| Kirkcaldy and Cowdenbeath | NA |
| Lanark and Hamilton East | NA |
| Linlithgow and East Falkirk | NA |
| Livingston | NA |
| Midlothian | NA |
| Moray | NA |
| Motherwell and Wishaw | NA |
| Na h-Eileanan An Iar | NA |
| North Ayrshire and Arran | NA |
| North East Fife | NA |
| Ochil and South Perthshire | NA |
| Orkney and Shetland | NA |
| Paisley and Renfrewshire North | NA |
| Paisley and Renfrewshire South | NA |
| Perth and North Perthshire | NA |
| Ross, Skye and Lochaber | NA |
| Rutherglen and Hamilton West | NA |
| Stirling | NA |
| West Aberdeenshire and Kincardine | NA |
| West Dunbartonshire | NA |
Fairly uninspiring so let’s see if we can plot them with a little more excitement. I got a Hex Plot from arcgis.
Code
# import shapefile
parliamentary_map <- st_read("/Users/stevenolan/Library/CloudStorage/OneDrive-LiverpoolJohnMooresUniversity/projects/social_value/nomis/r_script/GB_Hex_Cartogram_Const/GB_Hex_Cartogram_Const.shp") Reading layer `GB_Hex_Cartogram_Const' from data source
`/Users/stevenolan/Library/CloudStorage/OneDrive-LiverpoolJohnMooresUniversity/projects/social_value/nomis/r_script/GB_Hex_Cartogram_Const/GB_Hex_Cartogram_Const.shp'
using driver `ESRI Shapefile'
Simple feature collection with 650 features and 7 fields
Geometry type: POLYGON
Dimension: XY
Bounding box: xmin: -806879.7 ymin: 6448226 xmax: 257550.8 ymax: 7974243
Projected CRS: WGS 84 / Pseudo-MercatorCode
# filter for Whites
aps_recent_white <- aps_recent[order(aps_recent$OBS_VALUE, decreasing = FALSE),] %>%
filter(VARIABLE == 557)
# Merge data
merged_data <- merge(parliamentary_map, aps_recent_white, by.x = "CODE", by.y = "GEOGRAPHY_CODE", all.x = TRUE)
# Plot heatmap
ggplot() +
geom_sf(data = merged_data, aes(fill = OBS_VALUE)) +
scale_fill_viridis_c(name=" ") + # Adjust colors as needed
labs(title = "% Whites by Parliamentary Constituency") +
theme_minimal()