Compas

预测累犯的 Compas dataset 。已知数据集存在种族偏见问题，查看关于该主题的 Propublica article 。

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