Datasets:
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---
language:
- en
tags:
- compas
- tabular_classification
- binary_classification
pretty_name: Compas
size_categories:
- 1K<n<10K
task_categories: # Full list at https://github.com/huggingface/hub-docs/blob/main/js/src/lib/interfaces/Types.ts
- tabular-classification
configs:
- encoding
- two-years-recidividity
- two-years-recidividity-no-race
- priors-prediction
- priors-prediction-no-race
- race
---
# Compas
The [Compas dataset](https://github.com/propublica/compas-analysis) 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` | |
|