.yamllint
CHANGELOG.md
CODE_OF_CONDUCT.md
CONSTRAINTS.md
CONTRIBUTING.md
LICENSE
MANIFEST.in
NOTICE
README.md
SECURITY.md
SECURITY_POSTURE.md
TRADEMARK.md
audit_config.yaml
constraints.txt
pyproject.toml
pytest.ini
artifacts/README.md
artifacts/german_credit_preprocessor.joblib
artifacts/german_credit_preprocessor_manifest.json
constraints/constraints-macos-14-py3.11.txt
constraints/constraints-macos-14-py3.12.txt
constraints/constraints-ubuntu-latest-py3.11.txt
constraints/constraints-ubuntu-latest-py3.12.txt
constraints/tooling-macos-14-py3.11.txt
constraints/tooling-macos-14-py3.12.txt
constraints/tooling-ubuntu-latest-py3.11.txt
constraints/tooling-ubuntu-latest-py3.12.txt
docs/DETERMINISM.md
docs/environment-sync-flow.md
examples/README.md
examples/adult_income_golden/SHA256SUMS.txt
examples/adult_income_golden/audit_report.html
examples/adult_income_golden/audit_report.manifest.json
examples/adult_income_golden/config.yaml
examples/adult_income_golden/generate_golden_audit.py
examples/adult_income_golden/manifest.json
examples/german_credit_golden/SHA256SUMS.txt
examples/german_credit_golden/audit_report.html
examples/german_credit_golden/audit_report.manifest.json
examples/german_credit_golden/config.yaml
examples/german_credit_golden/generate_golden_audit.py
examples/german_credit_golden/manifest.json
examples/models/german_credit_xgboost_model.pkl
examples/models/quickstart_model.meta.json
examples/models/quickstart_model.pkl
examples/models/test_data.csv
examples/models/test_labels.csv
examples/notebooks/README.md
examples/notebooks/adult_income_drift.ipynb
examples/notebooks/compas_bias_detection.ipynb
examples/notebooks/custom_data_template.ipynb
examples/notebooks/german_credit_walkthrough.ipynb
examples/notebooks/quickstart_colab.ipynb
examples/notebooks/quickstart_from_model.ipynb
models/README.md
models/german_credit_logistic_regression_model.pkl
models/german_credit_xgboost_model.meta.json
models/german_credit_xgboost_model.pkl
src/glassalpha/__init__.py
src/glassalpha/__main__.py
src/glassalpha/config.py
src/glassalpha/constants.py
src/glassalpha/exceptions.py
src/glassalpha/logging_utils.py
src/glassalpha.egg-info/PKG-INFO
src/glassalpha.egg-info/SOURCES.txt
src/glassalpha.egg-info/dependency_links.txt
src/glassalpha.egg-info/entry_points.txt
src/glassalpha.egg-info/requires.txt
src/glassalpha.egg-info/top_level.txt
src/glassalpha/api/__init__.py
src/glassalpha/api/audit.py
src/glassalpha/api/from_config.py
src/glassalpha/api/from_model.py
src/glassalpha/api/from_predictions.py
src/glassalpha/api/metrics.py
src/glassalpha/api/result.py
src/glassalpha/api/run_audit.py
src/glassalpha/cli/__init__.py
src/glassalpha/cli/_output.py
src/glassalpha/cli/exit_codes.py
src/glassalpha/cli/main.py
src/glassalpha/cli/preflight.py
src/glassalpha/cli/quickstart.py
src/glassalpha/cli/commands/__init__.py
src/glassalpha/cli/commands/_shared.py
src/glassalpha/cli/commands/audit.py
src/glassalpha/cli/commands/cache.py
src/glassalpha/cli/commands/config_cmds.py
src/glassalpha/cli/commands/config_group.py
src/glassalpha/cli/commands/evidence.py
src/glassalpha/cli/commands/explain.py
src/glassalpha/cli/commands/publish_check.py
src/glassalpha/cli/commands/setup_env.py
src/glassalpha/cli/commands/system.py
src/glassalpha/configs/README.md
src/glassalpha/configs/adult_income.yaml
src/glassalpha/configs/custom_template.yaml
src/glassalpha/configs/german_credit.yaml
src/glassalpha/configs/german_credit_simple.yaml
src/glassalpha/configs/minimal.yaml
src/glassalpha/configs/production.yaml
src/glassalpha/configs/quickstart.yaml
src/glassalpha/data/__init__.py
src/glassalpha/data/base.py
src/glassalpha/data/gen_utils.py
src/glassalpha/data/schema.py
src/glassalpha/data/tabular.py
src/glassalpha/data/utils.py
src/glassalpha/datasets/__init__.py
src/glassalpha/datasets/adult_income.py
src/glassalpha/datasets/ccpa_compliance.py
src/glassalpha/datasets/customer_segmentation.py
src/glassalpha/datasets/fraud_detection.py
src/glassalpha/datasets/gdpr_compliance.py
src/glassalpha/datasets/german_credit.py
src/glassalpha/datasets/healthcare_outcomes.py
src/glassalpha/datasets/insurance_risk.py
src/glassalpha/evidence/__init__.py
src/glassalpha/evidence/badge.py
src/glassalpha/evidence/pack.py
src/glassalpha/evidence/templates/verification_instructions.txt
src/glassalpha/explain/__init__.py
src/glassalpha/explain/base.py
src/glassalpha/explain/coefficients.py
src/glassalpha/explain/noop.py
src/glassalpha/explain/permutation.py
src/glassalpha/explain/policy.py
src/glassalpha/explain/reason_codes.py
src/glassalpha/explain/recourse.py
src/glassalpha/explain/shap.py
src/glassalpha/metrics/__init__.py
src/glassalpha/metrics/base.py
src/glassalpha/metrics/core.py
src/glassalpha/metrics/thresholds.py
src/glassalpha/metrics/calibration/__init__.py
src/glassalpha/metrics/calibration/confidence.py
src/glassalpha/metrics/calibration/quality.py
src/glassalpha/metrics/drift/__init__.py
src/glassalpha/metrics/fairness/__init__.py
src/glassalpha/metrics/fairness/bias_detection.py
src/glassalpha/metrics/fairness/confidence.py
src/glassalpha/metrics/fairness/dataset.py
src/glassalpha/metrics/fairness/individual.py
src/glassalpha/metrics/fairness/intersectional.py
src/glassalpha/metrics/fairness/runner.py
src/glassalpha/metrics/performance/__init__.py
src/glassalpha/metrics/performance/classification.py
src/glassalpha/metrics/shift/__init__.py
src/glassalpha/metrics/shift/reweighting.py
src/glassalpha/metrics/shift/runner.py
src/glassalpha/metrics/stability/__init__.py
src/glassalpha/metrics/stability/perturbation.py
src/glassalpha/models/__init__.py
src/glassalpha/models/_features.py
src/glassalpha/models/_io.py
src/glassalpha/models/base.py
src/glassalpha/models/calibration.py
src/glassalpha/models/detection.py
src/glassalpha/models/lightgbm.py
src/glassalpha/models/passthrough.py
src/glassalpha/models/sklearn.py
src/glassalpha/models/tabular.py
src/glassalpha/models/xgboost.py
src/glassalpha/pipeline/__init__.py
src/glassalpha/pipeline/audit.py
src/glassalpha/pipeline/train.py
src/glassalpha/preprocessing/__init__.py
src/glassalpha/preprocessing/introspection.py
src/glassalpha/preprocessing/loader.py
src/glassalpha/preprocessing/manifest.py
src/glassalpha/preprocessing/validation.py
src/glassalpha/provenance/__init__.py
src/glassalpha/provenance/run_manifest.py
src/glassalpha/report/__init__.py
src/glassalpha/report/cache.py
src/glassalpha/report/context.py
src/glassalpha/report/export.py
src/glassalpha/report/images.py
src/glassalpha/report/plots.py
src/glassalpha/report/renderer.py
src/glassalpha/report/exporters/__init__.py
src/glassalpha/report/exporters/base.py
src/glassalpha/report/exporters/factory.py
src/glassalpha/report/exporters/pdf_chrome.py
src/glassalpha/report/exporters/pdf_weasy.py
src/glassalpha/report/renderers/__init__.py
src/glassalpha/report/renderers/html.py
src/glassalpha/report/renderers/pdf.py
src/glassalpha/report/templates/__init__.py
src/glassalpha/report/templates/inline_summary.html
src/glassalpha/report/templates/standard_audit.html
src/glassalpha/runtime/__init__.py
src/glassalpha/runtime/repro.py
src/glassalpha/templates/__init__.py
src/glassalpha/templates/testing.yaml
src/glassalpha/utils/__init__.py
src/glassalpha/utils/cache_dirs.py
src/glassalpha/utils/canonicalization.py
src/glassalpha/utils/determinism.py
src/glassalpha/utils/determinism_validator.py
src/glassalpha/utils/features.py
src/glassalpha/utils/hashing.py
src/glassalpha/utils/integrity.py
src/glassalpha/utils/locks.py
src/glassalpha/utils/manifest.py
src/glassalpha/utils/preprocessing.py
src/glassalpha/utils/progress.py
src/glassalpha/utils/seeds.py
tests/README_REGRESSION_TESTS.md
tests/__init__.py
tests/conftest.py
tests/test_audit_output_path.py
tests/test_audit_smoke.py
tests/test_cache_dirs.py
tests/test_calibration_shapes_and_brier.py
tests/test_ci_regression_guards.py
tests/test_cli_basic.py
tests/test_cli_exit_codes.py
tests/test_cli_performance.py
tests/test_constants_contract.py
tests/test_contract_constants.py
tests/test_critical_regression_guards.py
tests/test_data_gen_utils.py
tests/test_doctor_json.py
tests/test_explainer_selection_risk.py
tests/test_fairness_tolerance.py
tests/test_feature_alignment.py
tests/test_feature_alignment_contract.py
tests/test_git_helpers_risk.py
tests/test_golden_report_snapshots.py
tests/test_import_surface.py
tests/test_lightgbm_multiclass.py
tests/test_logging_no_printf.py
tests/test_matplotlib_backend.py
tests/test_metrics_basic.py
tests/test_metrics_fairness.py
tests/test_metrics_multiclass_defaults.py
tests/test_model_config_integration.py
tests/test_model_integration.py
tests/test_multiclass_objective.py
tests/test_no_obsolete_commands.py
tests/test_objective_threading.py
tests/test_packaging.py
tests/test_packaging_templates.py
tests/test_param_canonicalization.py
tests/test_pipeline_uses_wrapper.py
tests/test_plotting_methods.py
tests/test_provenance_written.py
tests/test_report_html_snapshots.py
tests/test_repro_identical_predictions.py
tests/test_schema_validation.py
tests/test_sklearn_conditional.py
tests/test_softmax_to_softprob.py
tests/test_threshold_policies.py
tests/test_unfitted_guard.py
tests/test_utils_comprehensive.py
tests/test_workflow_validation.py
tests/test_wrapper_roundtrip_risk.py
tests/test_xgboost_basic.py
tests/test_xgboost_multiclass.py
tests/test_zombie_process_fix.py
tests/_utils/__init__.py
tests/_utils/source_loader.py
tests/_utils/test_source_loader.py
tests/api/__init__.py
tests/api/test_api_entry_points.py
tests/api/test_contracts.py
tests/api/test_coverage_edge_cases.py
tests/api/test_determinism.py
tests/api/test_entry_points.py
tests/api/test_errors.py
tests/api/test_immutability.py
tests/api/test_run_audit.py
tests/ci/__init__.py
tests/ci/test_cli_import_time.py
tests/cli/__init__.py
tests/cli/test_audit_progress.py
tests/cli/test_command_registration.py
tests/config/test_config.py
tests/contracts/__init__.py
tests/contracts/test_contracts_smoke.py
tests/contracts/test_feature_drift.py
tests/contracts/test_logger_contract.py
tests/contracts/test_logger_exact.py
tests/contracts/test_logging_ast.py
tests/contracts/test_metrics_normalization.py
tests/contracts/test_provenance_manifest.py
tests/contracts/test_save_load_roundtrip.py
tests/contracts/test_utils_determinism.py
tests/contracts/test_wheel_packaging.py
tests/data/test_loader.py
tests/data/test_schema.py
tests/data/test_splitting.py
tests/evidence/test_evidence_pack_contract.py
tests/explain/__init__.py
tests/explain/test_permutation.py
tests/fixtures/test_calibration.yaml
tests/fixtures/test_threshold_policies.yaml
tests/integration/__init__.py
tests/integration/test_calibration_confidence_german_credit.py
tests/integration/test_config_preprocessing.yaml
tests/integration/test_dataset_bias_german_credit.py
tests/integration/test_e2e_golden.py
tests/integration/test_end_to_end_workflows.py
tests/integration/test_evidence_pack_workflow.py
tests/integration/test_pdf_generation_linux.py
tests/integration/test_perturbation_german_credit.py
tests/integration/test_shift_e2e.py
tests/metrics/test_shift_and_stability.py
tests/metrics/calibration/__init__.py
tests/metrics/calibration/test_calibration_confidence.py
tests/metrics/fairness/__init__.py
tests/metrics/fairness/test_confidence_intervals.py
tests/metrics/fairness/test_dataset_bias.py
tests/metrics/fairness/test_individual_fairness.py
tests/metrics/fairness/test_intersectional.py
tests/metrics/shift/__init__.py
tests/metrics/stability/__init__.py
tests/metrics/stability/conftest.py
tests/notebooks/README.md
tests/notebooks/__init__.py
tests/notebooks/test_execution.py
tests/pipeline/__init__.py
tests/preprocessing/README.md
tests/preprocessing/__init__.py
tests/preprocessing/conftest.py
tests/preprocessing/test_loader.py
tests/preprocessing/test_manifest.py
tests/preprocessing/test_validation.py
tests/unit/__init__.py
tests/unit/test_features_utils.py
tests/unit/test_pdf_conversion_mocked.py
tests/unit/test_pdf_rendering.py
tests/unit/test_reason_codes_contract.py
tests/unit/test_sklearn_wrapper_comprehensive.py