metadata

language:
  - en
tags:
  - compas
  - tabular_classification
  - binary_classification
pretty_name: Compas
size_categories:
  - 1K<n<10K
task_categories:
  - tabular-classification
configs:
  - encoding
  - two-years-recidividity
  - two-years-recidividity-no-race
  - priors-prediction
  - priors-prediction-no-race
  - race

Compas

The Compas dataset for recidivism prediction.

Configurations and tasks

encoding Encoding of non-numerical variables.
two-years-recidividity Binary classification of violent recidivism.
two-years-recidividity-no-race As above, but the race feature is removed.
priors-prediction Regression on the number of prior offenses of defendant.
priors-prediction-no-race As above, but the race feature is removed.
race Multiclass classification, predict race out of other features.

Features

Feature	Type	Description
`sex`	`int64`
`age`	`int64`
`race`	`int64`
`number_of_juvenile_fellonies`	`int64`
`decile_score`	`int64`	Criminality score
`number_of_juvenile_misdemeanors`	`int64`
`number_of_other_juvenile_offenses`	`int64`
`number_of_prior_offenses`	`int64`
`days_before_screening_arrest`	`int64`
`is_recidivous`	`int64`
`days_in_custody`	`int64`	Days spent in custody
`is_violent_recidivous`	`int64`
`violence_decile_score`	`int64`	Criminality score for violent crimes
`two_years_recidivous`	`int64`