Correlation explorer

Any two local-authority series plotted against each other: one point per area, using each area’s latest published figure on each axis. Only areas where both series publish a figure are plotted; an area missing from either is left out, never treated as zero.

Correlation is not causation. A pattern here says two things vary together across areas — it cannot say one causes the other. Areas differ in population, age, geography and a thousand other ways no two series capture, and many pairs correlate only because both track a third thing.

Average house price against Deprivation: IMD average score

5.924.743.5£130,271£690,210£1,250,149Deprivation: IMD average scoreHartlepool: 37.6 / £130,271Middlesbrough: 40 / £137,773Redcar and Cleveland: 30.3 / £153,205Stockton-on-Tees: 25.8 / £170,923Darlington: 25.7 / £158,188Halton: 31.1 / £193,134Warrington: 16.8 / £259,398Blackburn with Darwen: 36.9 / £165,882Blackpool: 43.5 / £134,923Kingston upon Hull, City of: 37.2 / £134,304East Riding of Yorkshire: 15.8 / £220,721North East Lincolnshire: 30.2 / £151,132North Lincolnshire: 23.5 / £181,725York: 11.8 / £309,611Derby: 28.2 / £204,016Leicester: 34.4 / £228,618Rutland: 9.9 / £299,980Nottingham: 33.7 / £192,172Herefordshire, County of: 18.8 / £289,715Telford and Wrekin: 24.4 / £220,519Stoke-on-Trent: 33.6 / £148,799Bath and North East Somerset: 12.3 / £404,480Bristol, City of: 22.5 / £356,824North Somerset: 15.5 / £314,628South Gloucestershire: 11.6 / £340,300Plymouth: 24.1 / £222,817Torbay: 26.9 / £223,577Swindon: 17.6 / £265,666Peterborough: 27.8 / £237,846Luton: 29.5 / £289,790Southend-on-Sea: 24 / £325,586Thurrock: 21 / £327,176Medway: 24.4 / £296,182Bracknell Forest: 10.1 / £396,103West Berkshire: 11 / £402,790Reading: 18.6 / £361,243Slough: 23 / £352,024Windsor and Maidenhead: 8.9 / £576,992Wokingham: 6.1 / £498,941Milton Keynes: 18.5 / £325,104Brighton and Hove: 20.3 / £407,803Portsmouth: 26.4 / £250,999Southampton: 25.6 / £235,362Isle of Wight: 24.6 / £240,998County Durham: 28.8 / £138,148Cheshire East: 14.2 / £303,387Cheshire West and Chester: 17.7 / £269,039Shropshire: 17.6 / £284,036Cornwall: 22.3 / £277,801Wiltshire: 13.6 / £328,908Bedford: 19.7 / £329,830Central Bedfordshire: 13.1 / £356,453Northumberland: 22 / £213,452Bournemouth, Christchurch and Poole: 17.5 / £312,162Dorset: 16.3 / £325,410Buckinghamshire: 11.9 / £490,508North Northamptonshire: 18.5 / £256,610West Northamptonshire: 16.6 / £292,754Cumberland: 23.8 / £172,036Westmorland and Furness: 17.8 / £230,066North Yorkshire: 15.8 / £270,569Somerset: 19.1 / £281,571Cambridge: 11.5 / £471,098East Cambridgeshire: 12.2 / £344,211Fenland: 26.1 / £223,168Huntingdonshire: 11.8 / £306,387South Cambridgeshire: 9.3 / £436,011Amber Valley: 18.6 / £237,857Bolsover: 25.7 / £188,025Chesterfield: 25.4 / £199,439Derbyshire Dales: 13.8 / £353,364Erewash: 20.7 / £217,901High Peak: 17.6 / £252,980North East Derbyshire: 18.7 / £250,387South Derbyshire: 14.4 / £258,672East Devon: 14.5 / £345,757Exeter: 15.9 / £280,982Mid Devon: 19 / £284,283North Devon: 22 / £281,532South Hams: 15.1 / £360,571Teignbridge: 17.2 / £303,564Torridge: 23.9 / £260,783West Devon: 19.1 / £286,145Eastbourne: 23.9 / £251,811Hastings: 37.3 / £236,966Lewes: 16.8 / £367,918Rother: 22.5 / £343,870Wealden: 12.7 / £386,787Basildon: 22.6 / £360,294Braintree: 16.6 / £330,637Brentwood: 10.9 / £513,537Castle Point: 17.6 / £362,602Chelmsford: 13.1 / £383,103Colchester: 17.3 / £298,003Epping Forest: 14.1 / £536,765Harlow: 21.7 / £313,338Maldon: 16 / £384,348Rochford: 11.4 / £415,574Tendring: 32.1 / £261,717Uttlesford: 10 / £482,652Cheltenham: 13 / £325,399Cotswold: 12.1 / £411,764Forest of Dean: 19.1 / £288,524Gloucester: 21.5 / £240,887Stroud: 12.6 / £355,953Tewkesbury: 11.5 / £329,883Basingstoke and Deane: 13 / £368,739East Hampshire: 9.9 / £446,392Eastleigh: 11 / £308,476Fareham: 8.1 / £328,364Gosport: 23.5 / £235,188Hart: 5.9 / £479,978Havant: 21.5 / £320,643New Forest: 12.9 / £380,310Rushmoor: 15.2 / £328,963Test Valley: 12.2 / £372,348Winchester: 10.2 / £471,136Broxbourne: 17.8 / £406,678Dacorum: 14 / £459,438Hertsmere: 14.1 / £560,436North Hertfordshire: 11.3 / £422,616Three Rivers: 10 / £580,120Watford: 16.3 / £396,385Ashford: 19.7 / £344,332Canterbury: 19.2 / £338,030Dartford: 17.4 / £351,594Dover: 24.9 / £276,234Gravesham: 23.6 / £345,369Maidstone: 18.1 / £352,191Sevenoaks: 14.4 / £543,081Folkestone and Hythe: 25.2 / £304,717Swale: 26.7 / £298,394Thanet: 32 / £268,760Tonbridge and Malling: 13 / £405,932Tunbridge Wells: 13.9 / £445,133Burnley: 38.7 / £134,515Chorley: 16.4 / £212,647Fylde: 15.7 / £233,647Hyndburn: 35.4 / £138,818Lancaster: 22.4 / £199,762Pendle: 35.3 / £149,613Preston: 28.8 / £187,709Ribble Valley: 10 / £287,641Rossendale: 26 / £193,320South Ribble: 14.1 / £211,854West Lancashire: 18.3 / £231,816Wyre: 20.9 / £193,024Blaby: 10.5 / £282,918Charnwood: 13.3 / £276,865Harborough: 9.2 / £345,848Hinckley and Bosworth: 13.7 / £261,584Melton: 14.9 / £283,892North West Leicestershire: 15.3 / £282,239Oadby and Wigston: 13.4 / £259,734Boston: 28.5 / £180,778East Lindsey: 30.4 / £216,315Lincoln: 28.9 / £183,298North Kesteven: 13.2 / £243,236South Holland: 21 / £231,036South Kesteven: 15.2 / £255,363West Lindsey: 21.5 / £210,732Breckland: 20.4 / £273,851Broadland: 12.2 / £315,128Great Yarmouth: 34.2 / £209,164King's Lynn and West Norfolk: 24.1 / £263,298North Norfolk: 21.1 / £300,273Norwich: 26.3 / £230,706South Norfolk: 13.1 / £312,124Ashfield: 25.6 / £190,024Bassetlaw: 22.5 / £210,596Broxtowe: 13.8 / £253,021Gedling: 14.5 / £250,279Mansfield: 26.9 / £192,359Newark and Sherwood: 19.1 / £233,902Rushcliffe: 7.8 / £331,451Cherwell: 12.6 / £353,632Oxford: 14.4 / £466,815South Oxfordshire: 8.5 / £474,283Vale of White Horse: 9.5 / £414,441West Oxfordshire: 10.1 / £416,425Cannock Chase: 19.9 / £230,601East Staffordshire: 19 / £225,551Lichfield: 12.7 / £337,052Newcastle-under-Lyme: 19 / £209,547South Staffordshire: 13.5 / £310,258Stafford: 13.9 / £259,721Staffordshire Moorlands: 14.8 / £227,875Tamworth: 20.2 / £230,478Babergh: 15.4 / £328,612Ipswich: 25.5 / £219,070Mid Suffolk: 14.4 / £320,276Elmbridge: 8 / £743,525Epsom and Ewell: 8 / £568,810Guildford: 9.5 / £523,974Mole Valley: 9.8 / £540,160Reigate and Banstead: 10.1 / £480,481Runnymede: 12.4 / £489,116Spelthorne: 14.9 / £429,916Surrey Heath: 8 / £461,396Tandridge: 12.5 / £475,344Waverley: 8.1 / £560,596Woking: 11.5 / £433,790North Warwickshire: 20.1 / £270,450Nuneaton and Bedworth: 24 / £230,734Rugby: 14.1 / £276,208Stratford-on-Avon: 11.8 / £392,574Warwick: 10.8 / £372,922Adur: 15 / £380,031Arun: 19.4 / £321,927Chichester: 15.6 / £429,978Crawley: 20.8 / £338,311Horsham: 9.6 / £436,940Mid Sussex: 8.7 / £426,441Worthing: 15.9 / £296,227Bromsgrove: 11 / £339,163Malvern Hills: 16.1 / £350,906Redditch: 20.3 / £243,843Worcester: 19.1 / £253,787Wychavon: 15.8 / £328,015Wyre Forest: 22.1 / £232,448St Albans: 8.1 / £651,448Welwyn Hatfield: 13.9 / £450,696East Hertfordshire: 9.8 / £460,778Stevenage: 18.9 / £323,429East Suffolk: 20.3 / £278,376West Suffolk: 16.2 / £296,879Bolton: 31.4 / £202,770Bury: 24 / £238,446Manchester: 38.7 / £251,250Oldham: 36.8 / £214,850Rochdale: 34.3 / £210,083Salford: 32.3 / £231,890Stockport: 18.4 / £314,495Tameside: 29.8 / £211,304Trafford: 15 / £396,811Wigan: 25.2 / £195,557Knowsley: 36.2 / £189,116Liverpool: 37.1 / £185,307St. Helens: 29 / £186,435Sefton: 25.2 / £225,433Wirral: 27.5 / £215,575Doncaster: 30.5 / £170,784Rotherham: 29.8 / £190,069Newcastle upon Tyne: 28.8 / £208,589North Tyneside: 20.9 / £203,813South Tyneside: 31.1 / £161,372Sunderland: 32.8 / £143,216Birmingham: 38.1 / £234,150Coventry: 27.5 / £223,731Dudley: 23.2 / £230,781Sandwell: 33.8 / £205,743Solihull: 17 / £334,966Walsall: 31.7 / £214,577Wolverhampton: 32.6 / £216,668Bradford: 36.7 / £185,028Calderdale: 27.6 / £191,540Kirklees: 25.8 / £205,773Leeds: 24.1 / £249,394Wakefield: 27.2 / £198,519Gateshead: 28.1 / £158,254Barnsley: 30.1 / £175,733Sheffield: 27.6 / £219,539City of London: 10.2 / £712,958Barking and Dagenham: 30.3 / £371,030Barnet: 19.5 / £603,753Bexley: 15.3 / £405,477Brent: 30 / £544,174Bromley: 12.7 / £518,235Camden: 23.7 / £833,067Croydon: 22.6 / £394,736Ealing: 25.9 / £575,814Enfield: 29.9 / £471,019Greenwich: 23.5 / £465,132Hackney: 31.8 / £605,442Hammersmith and Fulham: 21.2 / £725,562Haringey: 30.9 / £634,444Harrow: 17.5 / £524,160Havering: 16.8 / £456,759Hillingdon: 20.7 / £474,665Hounslow: 24.9 / £512,888Islington: 26.7 / £673,384Kensington and Chelsea: 20.3 / £1,250,149Kingston upon Thames: 11.1 / £594,498Lambeth: 23 / £548,034Lewisham: 25.5 / £491,259Merton: 14.4 / £612,681Newham: 31.6 / £403,032Redbridge: 19.9 / £495,977Richmond upon Thames: 9.5 / £818,949Southwark: 23.3 / £582,473Sutton: 13.9 / £446,775Tower Hamlets: 30.6 / £456,898Waltham Forest: 23.5 / £522,743Wandsworth: 15.2 / £680,105Westminster: 23.9 / £854,198

Pearson’s r = -0.47 — a moderate negative association across the 295 local authorities with a figure in both series.

Horizontal: Deprivation: IMD average score, 2025, published by MHCLG (series page). Vertical: Average house price, June 2026, published by HM Land Registry (series page). r is Pearson’s product-moment coefficient on the paired values, computed here.

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