Name		Name	Last commit message	Last commit date
parent directory ..
README.md		README.md
brute-force-example_equalized-odds-thresholding.ipynb		brute-force-example_equalized-odds-thresholding.ipynb
example-with-postprocessing-and-inprocessing.ipynb		example-with-postprocessing-and-inprocessing.ipynb
parse-folktables-datasets.ipynb		parse-folktables-datasets.ipynb
relaxed-equalized-odds.usage-example-folktables.ipynb		relaxed-equalized-odds.usage-example-folktables.ipynb
relaxed-equalized-odds.usage-example-synthetic-data.ipynb		relaxed-equalized-odds.usage-example-synthetic-data.ipynb
usage-example-for-other-constraints.synthetic-data.ipynb		usage-example-for-other-constraints.synthetic-data.ipynb

README.md

Example jupyter notebooks

File	Metric	Dataset	Description
relaxed-equalized-odds.usage-example-folktables.ipynb	equalized odds	ACSIncome	Example usage of `RelaxedThresholdOptimizer` to map Pareto frontier of attainable fairness-accuracy trade-offs for a given predictor.
parse-folktables-datasets.ipynb	-	ACSIncome / folktables	Notebook that downloads and parses folktables datasets (required to run the folktables/ACSIncome examples).
relaxed-equalized-odds.usage-example-synthetic-data.ipynb	equalized odds	synthetic (no downloads necessary)	Stand-alone example on synthetic data.
usage-example-for-other-constraints.synthetic-data.ipynb	TPR equality, FPR equality, demographic parity	synthetic (no downloads)	Stand-alone example with other available fairness metrics (based on TPR, FPR, or PPR).
example-with-postprocessing-and-inprocessing.ipynb	equalized odds	synthetic (no downloads)	Example of using relaxed postprocessing with an in-processing fairness algorithm.
brute-force-example_equalized-odds-thresholding.ipynb	equalized odds	synthetic (no downloads)	Comparison between using the `RelaxedThresholdOptimizer` and a brute-force solver (out of curiosity).