Docs Quality Audit¶
Generated by tools/audit_docs_quality.py on 2026-11-03.
Summary¶
- Tracked files: 151
- Done: 147
- Skipped: 4
- Pending: 0
- Open errors: 0
- Open warnings: 0
Per-file status¶
| File | Status | Math | Errors | Warnings | Notes |
|---|---|---|---|---|---|
docs/RELEASING.md |
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docs/api/algorithms.md |
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docs/api/calibration.md |
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docs/api/causal.md |
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docs/api/comparison.md |
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docs/api/conformal.md |
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docs/api/constraints.md |
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docs/api/ensemble.md |
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docs/api/estimators.md |
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docs/api/index.md |
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docs/api/inference.md |
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docs/api/losses.md |
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docs/api/metrics.md |
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docs/api/models.md |
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docs/api/semi_supervised.md |
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docs/api/test_time.md |
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docs/api/utils.md |
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docs/api/viz.md |
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docs/examples/balanced_mse.md |
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docs/examples/basic_usage.md |
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docs/examples/causal_dr_uplift_comparison.md |
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docs/examples/censored_regression_comparison.md |
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docs/examples/conformal_regression_example.md |
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docs/examples/constraints_calibration_comparison.md |
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docs/examples/contrastive_flow_parameter_estimation.md |
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docs/examples/count_regression.md |
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docs/examples/eiv_algorithms.md |
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docs/examples/eiv_method_comparison.md |
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docs/examples/ensemble_methods.md |
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docs/examples/evidential_regression.md |
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docs/examples/expectile_regression.md |
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docs/examples/external-comparison-vs-mapie-botorch-sklego.md |
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docs/examples/gaussian_wasserstein_bound.md |
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docs/examples/heteroscedastic_beta_nll.md |
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docs/examples/heteroscedastic_laplace.md |
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docs/examples/imbalanced_regression.md |
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docs/examples/index.md |
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docs/examples/loss_comparison.md |
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docs/examples/multimodal_method_comparison.md |
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docs/examples/noisy_label_comparison.md |
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docs/examples/noisy_labels_regression.md |
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docs/examples/normalizing_flows_multitarget.md |
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docs/examples/ood_selective_prediction_comparison.md |
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docs/examples/ordinal_regression_comparison.md |
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docs/examples/ordinal_uncertain_ground_truth_comparison.md |
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docs/examples/ot_shift_conformal_demo.md |
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docs/examples/poisson_gaussian_contamination_mixture.md |
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docs/examples/semi_supervised_regression_comparison.md |
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docs/examples/test_time_bayesian_linear_head.md |
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docs/examples/transformed_target_regression_comparison.md |
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docs/examples/uncertain_gt_density_conformal_comparison.md |
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docs/getting-started/concepts.md |
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docs/getting-started/index.md |
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docs/getting-started/installation.md |
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docs/getting-started/quickstart.md |
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docs/guide/best-practices.md |
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docs/guide/choosing-by-constraint.md |
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docs/guide/debugging.md |
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docs/guide/index.md |
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docs/guide/math/index.md |
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docs/guide/method-selection.md |
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docs/guide/multi-target-regression.md |
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docs/guide/performance.md |
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docs/guide/practical-usage.md |
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docs/guide/uncertainty-decomposition.md |
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docs/index.md |
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docs/javascripts/mathjax.js |
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docs/loss_test_coverage.md |
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docs/losses/advanced.md |
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docs/losses/balanced_mse_bmc.md |
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docs/losses/base.md |
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docs/losses/beta_nll.md |
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docs/losses/censored.md |
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docs/losses/conformal.md |
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docs/losses/density_basis.md |
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docs/losses/eiv.md |
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docs/losses/faithful_gaussian.md |
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docs/losses/families.md |
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docs/losses/flow_research.md |
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docs/losses/gaussian.md |
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docs/losses/gaussian_wasserstein.md |
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docs/losses/imbalanced.md |
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docs/losses/index.md |
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docs/losses/mdn.md |
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docs/losses/multisource.md |
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docs/losses/nflows.md |
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docs/losses/noise_aware_density.md |
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docs/losses/noisy_labels.md |
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docs/losses/nre.md |
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docs/losses/ordinal.md |
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docs/losses/poisson_gaussian.md |
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docs/losses/poisson_tweedie.md |
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docs/losses/prime_conr.md |
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docs/losses/quantile_expectile.md |
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docs/losses/rank_sim.md |
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docs/losses/robust.md |
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docs/losses/sls.md |
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docs/losses/split_eiv.md |
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docs/losses/transforms.md |
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docs/losses/uncertain_ground_truth.md |
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docs/methods/algorithms/adaptive_prior_vi.md |
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docs/methods/algorithms/error_aware.md |
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docs/methods/algorithms/forward_inversion.md |
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docs/methods/algorithms/group_dro.md |
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docs/methods/algorithms/heteroscedastic_laplace.md |
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docs/methods/algorithms/irls.md |
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docs/methods/algorithms/ivon.md |
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docs/methods/algorithms/latentnn.md |
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docs/methods/algorithms/rc.md |
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docs/methods/algorithms/simex.md |
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docs/methods/algorithms/tictac.md |
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docs/methods/algorithms/vir.md |
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docs/methods/calibration.md |
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docs/methods/causal.md |
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docs/methods/conformal/distributional.md |
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docs/methods/conformal/index.md |
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docs/methods/conformal/predictors.md |
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docs/methods/constraints.md |
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docs/methods/ensemble/index.md |
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docs/methods/ensemble/methods.md |
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docs/methods/estimators.md |
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docs/methods/flow_matching.md |
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docs/methods/index.md |
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docs/methods/inference.md |
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docs/methods/normalizing_flow_maps.md |
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docs/methods/semi_supervised.md |
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docs/methods/tabular_mlp.md |
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docs/methods/test-time/bayesian-linear-regression.md |
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docs/methods/test-time/ot-shift-conformal.md |
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docs/methods/visualization.md |
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docs/methods/waldo.md |
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docs/metrics/calibration.md |
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docs/metrics/censored.md |
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docs/metrics/decision.md |
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docs/metrics/distribution.md |
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docs/metrics/ensemble.md |
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docs/metrics/index.md |
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docs/metrics/interval.md |
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docs/metrics/multivariate.md |
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docs/metrics/ood.md |
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docs/metrics/ordinal.md |
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docs/metrics/point.md |
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docs/metrics/representation.md |
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docs/reports/api_review_0.3.0.md |
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docs/reports/audit_0.3.0.md |
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docs/reports/comparative_evidence_matrix.md |
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docs/reports/docs_quality_audit.md |
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docs/reports/index.md |
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docs/reports/method_catalog_generated.md |
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docs/reports/real_data_recommendation_guide.md |
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docs/reports/results.md |
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