Project Details

Housing Approval Model

Classification
84% Fair

Public housing allocation fairness

Dataset

housing_approvals.csv

Rows

15,000

Columns

20

Violations

0

Fairness Metrics

demographic parity86%
equal opportunity82%
disparate impact76%
equalized odds84%

Bias Heatmap

gender
88%
86%
85%
income
72%
88%
94%
region
90%
85%
78%

AI Insights

Gemini