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Workflow Example

  • adult_process.ipynb processes data/adult_og.csv to give data/adult_processed.csv.
  • adult_mst.ipynb prepares the graph for marginal cliques.
  • adult_RF.ipynb creates a model for later scoring use.
  • adult_synth.ipynb trains the data synthesizer based on marginal cliques.
  • adult_fair.ipynb calculates and compares the fairness scores of models on original dataset and synthetic datasets.

Setup

conda env create -f environment.yml
mkdir experiments/model experiments/tmp

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