Compas

The Compas dataset for recidivism prediction. Dataset known to have racial bias issues, check this Propublica article on the topic.

Configurations and tasks

Configuration	Task	Description
encoding	Encoding dictionary showing original values of encoded features.
two-years-recidividity	Binary classification	Will the defendant be a violent recidivist?
two-years-recidividity-no-race	Binary classification	As above, but the race feature is removed.
priors-prediction	Regression	How many prior crimes has the defendant committed?
priors-prediction-no-race	Binary classification	As above, but the race feature is removed.
race	Multiclass classification	What is the race of the defendant?

from datasets import load_dataset

dataset = load_dataset("mstz/compas", "two-years-recidividity")["train"]

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

作者:

mstz

数据集大小:

1.54 MB