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3 explainers repeat a false "CustodyStatus alone reconstructs the racial gap" narrative with fabricated feature-importance numbers
bugSomething isn't workingSomething isn't workinghelp wantedExtra attention is neededExtra attention is neededStatus: Open.#653 In yakew7/Fair-Code;confounding-variable.md's COMPAS example passes the same column as both confounder_col and protected_col
bugSomething isn't workingSomething isn't workinghelp wantedExtra attention is neededExtra attention is neededStatus: Open.#652 In yakew7/Fair-Code;distribution-shift.md and model-drift.md both reference a 'year' column that doesn't exist in diabetic_data.csv
bugSomething isn't workingSomething isn't workinghelp wantedExtra attention is neededExtra attention is neededStatus: Open.#651 In yakew7/Fair-Code;proxy-entanglement.md says "six audits" and undercounts Healthcare Readmission's proxy cluster by one variable
documentationImprovements or additions to documentationImprovements or additions to documentationgood first issueGood for newcomersGood for newcomersStatus: Open.#650 In yakew7/Fair-Code;sampling-bias.md's own simulation contradicts its "Group B has lower accuracy" claim
documentationImprovements or additions to documentationImprovements or additions to documentationgood first issueGood for newcomersGood for newcomersStatus: Open.#649 In yakew7/Fair-Code;label-bias.md's two claimed sample outputs don't match what its own seeded code produces
documentationImprovements or additions to documentationImprovements or additions to documentationhelp wantedExtra attention is neededExtra attention is neededStatus: Open.#648 In yakew7/Fair-Code;automation-bias.md's simulated-hiring code references its own dataframe before it's created
bugSomething isn't workingSomething isn't workinggood first issueGood for newcomersGood for newcomersStatus: Open.#647 In yakew7/Fair-Code;disparate-treatment.md's worked examples reference columns that don't exist in 4 different real datasets
bugSomething isn't workingSomething isn't workinghelp wantedExtra attention is neededExtra attention is neededStatus: Open.#646 In yakew7/Fair-Code;subgroup-fairness.md's usage example claims a result its own function's default threshold would exclude
documentationImprovements or additions to documentationImprovements or additions to documentationgood first issueGood for newcomersGood for newcomersStatus: Open.#645 In yakew7/Fair-Code;individual-fairness.md's claimed sample output doesn't match its own seeded code
documentationImprovements or additions to documentationImprovements or additions to documentationhelp wantedExtra attention is neededExtra attention is neededStatus: Open.#644 In yakew7/Fair-Code;class-imbalance.md imports imblearn (not in requirements-lock.txt) and misstates a real flagging rate
bugSomething isn't workingSomething isn't workinghelp wantedExtra attention is neededExtra attention is neededStatus: Open.#643 In yakew7/Fair-Code;fairness-through-unawareness.md's own reconstruction-accuracy tool contradicts the narrative built on top of it
documentationImprovements or additions to documentationImprovements or additions to documentationhelp wantedExtra attention is neededExtra attention is neededStatus: Open.#642 In yakew7/Fair-Code;