Datasets:
feature
stringclasses 2
values | original_value
stringclasses 8
values | encoded_value
int8 0
5
|
---|---|---|
is_male | Male | 1 |
is_male | Female | 0 |
race | Caucasian | 0 |
race | African-American | 1 |
race | Hispanic | 2 |
race | Asian | 3 |
race | Other | 4 |
race | Native American | 5 |
YAML Metadata
Error:
"configs[0]" must be of type object
YAML Metadata
Error:
"configs[1]" must be of type object
YAML Metadata
Error:
"configs[2]" must be of type object
YAML Metadata
Error:
"configs[3]" must be of type object
YAML Metadata
Error:
"configs[4]" must be of type object
YAML Metadata
Error:
"configs[5]" must be of type object
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? |
Usage
from datasets import load_dataset
dataset = load_dataset("mstz/compas", "two-years-recidividity")["train"]
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 |
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