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Variable Importance
The most important factor for predicting the category of Very Low to Very High risk is the Crime Score.
Three LSOAs (highlighted opposite) were removed from the risk assessment as they were outliers in terms of the number of incidents during the sample.
Outliers
These three LSOAs were removed from the risk assessment as they were outliers in terms of a significantly greater number of incidents during the sample compared to other LSOAs.
Top 10 risk factors
Short name
Relative importance
Relationship
Origin
Crime score
100.00%
Positive
IMD
Health deprivation & disability score
86.36%
Positive
IMD
No qualifications
83.12%
Positive
Census
All bad health
76.35%
Positive
Census
Street length km
70.18%
Positive
HERE
Occupation 2 professional occupations
70.13%
Negative
NOMIS
Education skills and training score
66.63%
Positive
IMD
Number of households with no adults in employment
66.03%
Positive
Census
Area sq km
65.78%
Positive
ONS
Population per sq km
65.11%
Negative
Census
Predicted Risk Cluster
Using the top ranked risk variables, the model predicts the risk level in each LSOA.
This map summarises the output in terms of whether each LSOA is most likely to be Very Low to Very High risk.
Most of the highest risk LSOAs are in urban areas.