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Neighbourhood Income and Safety Score Map - Derbyshire


Other articles in "Living in the UK - Housing" Section

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Amber Valley

Amber Valley is a semi-rural area north of Derby and northwest of Nottingham. Its towns include Alfreton, Belper, Heanor, Ripley, which scatter within the large rural area. Those are community towns where residents are mainly local.
Amber Valley

Bolsover

Bolsover was one of happiest places to live based on Personal well-being estimates Dataset from ONS. A community and tourism town between Chesterfield and Mansfield. Attractions include Bolsover Castle, Hardwick Hall and Creswell Crags.
Bolsover

Chesterfield

20 mins to Sheffield, Derby and 40 mins to Nottingham, Chesterfield is a market town at the edge of Peak District. Additionally, good performing schools and affordable house prices, Chesterfield has something to offer for every family.
Chesterfield

City of Derby

Derby has one of the happiest residents in the UK thanks to its fast-growing economy, high quality, great value living, excellent schools and easy access to the Peak District. Check Oakwood, Littleover, and Mickleover if you move there.
City of Derby

Derbyshire Dales

With much of the district within Peak District, you shouldn't be surprised to find Derbyshire Dales continuously came as one of the top areas to live in the UK in multiple surveys. Check Tideswell, Parwich if you fancy Peak District as your back garden
Derbyshire Dales

Erewash

Erewash is a district between Derby and Nottingham and within 30 mins driving to each city. It is mostly rural with main urban areas at Long Eaton and Ilkeston. Other villages to check include Octbrook, Dale Abby, Breaston and etc.
Erewash

High Peak

Mostly composited of Peak District, High Peak is a popular urban escape area forManchester and Sheffield commuters. A drawback to consider is twisty hilly roads. Check Hope near Sheffield and New Mills near Manchester.
High Peak

North East Derbyshire

At the border of Chesterfield and Sheffield, North East Derbyshire is a picturesque rural area at the gate of Peak District. Hard to imagine its coal mining history while looking at its stately homes and pretty villages.
North East Derbyshire

South Derbyshire

South Derbyshire is a large rural area at borders with Derby, Leicestershire and Staffordshire. It has higher than national average safety record, employment rate and residents life expectancy. Swadlincote is its largest town.
South Derbyshire


How those maps were created

  • Colour coding based on total score = safety score * 0.5 + income score * 0.5

  • Score is exponentially transformed between 0 - 100 based on ranking among all England neighbourhoods. 100 means the best performing neighbourhood in England.

  • Data Granularity: LSOA level

Raw Data Sources:

For example, Safety Score was developed following the steps below:

  1. Map all reported crime case between Dec'17 - Nov'18 into LSOA based on their lat/lng;

  2. Categorise crime in each LSOA into Violent Crime, Criminal Damage, Property Damage, Other Crime four subdomains and obtain count under each subdomain;

  3. Calculate count/population for each subdomain for each LSOA;Rank each LSOA in each subdomain;

  4. Obtain normal distributed transformed score for each LSOA at subdomain level;

  5. Summing up all subdomain scores for each LSOA;Rank LSOAs based on the summed up scores;

  6. Exponentially transformed crime scores based on ranking

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