Fair-Code/Tenant Screening/audit.yaml at main · yakew7/Fair-Code · GitHub

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# See faircode/MANIFEST_SPEC.md for the schema.
name: tenant_screening
title: "Tenant Screening - Rental Application Bias"

dataset:
  path: tenant-screening-data.csv

row_filters:
  - column: Recidivism_Within_3years
    notna: true
  - column: Race
    isin: [BLACK, WHITE]

target:
  column: Recidivism_Within_3years
  method: binary

protected_attributes:
  - name: race
    type: categorical
    column: Race
    disadvantaged_values: [BLACK]
    advantaged_values: [WHITE]

core_features:
  - Gender
  - Age_at_Release
  - Education_Level
  - Prison_Offense
  - Prison_Years
  - Percent_Days_Employed
  - Dependents
  - Supervision_Risk_Score_First

proxy_features:
  - Prior_Arrest_Episodes_Felony
  - Prior_Arrest_Episodes_Violent
  - Prior_Arrest_Episodes_Property
  - Prior_Arrest_Episodes_Drug
  - Prior_Arrest_Episodes_GunCharges
  - Prior_Conviction_Episodes_Felony
  - Prior_Conviction_Episodes_Viol
  - Prior_Conviction_Episodes_Prop
  - Prior_Conviction_Episodes_Drug
  - Prior_Conviction_Episodes_GunCharges
  - Gang_Affiliated
  - Residence_Changes

random_state: 42
test_size: 0.2