FAILURE MAP

Understand the failure.
Verify the repair.

Small, reproducible software failures. The broken implementation, the fix that didn’t work, and the one that passed—preserved together.

Explore the cases ↓How results are verified ↗
100840Executable case variants
20168Distinct failure mechanisms
302520Executed implementations
20168Open-access cases

WHAT THE ARCHIVE CONTAINS

100840 executable cases. 20168 are open.

Every case records the implementation that fails, the fix that did not work, and the repair that passed its checks—with recorded outputs and source hashes. This release adds 100840 cases across 20168 failure mechanisms and 254 domains.

The open tier gives you the failure and the unsuccessful fix for one case in every mechanism. The remaining 80672 cases, 5 variants per mechanism, are member-only: the verified repair, its recorded checks, and the full fixture suite are held in the member archive. Read the methodology ↗

A RECORD OF WHAT WENT WRONG

Browse the archive / 100840

Python · Standard library
REFERENCEFAILURE MECHANISMDOMAINACCESS
FA-13701

Contingency pearson reduction: Only the largest cell discrepancy is retained. · case 01

The reduction disagrees with its explicit aggregation oracle.

Numerical aggregation● Open access↗
FA-13702

Contingency pearson reduction: Only the largest cell discrepancy is retained. · case 02

The reduction disagrees with its explicit aggregation oracle.

Numerical aggregation◈ Members↗
FA-13703

Contingency pearson reduction: Only the largest cell discrepancy is retained. · case 03

The reduction disagrees with its explicit aggregation oracle.

Numerical aggregation◈ Members↗
FA-13704

Contingency pearson reduction: Only the largest cell discrepancy is retained. · case 04

The reduction disagrees with its explicit aggregation oracle.

Numerical aggregation◈ Members↗
FA-13705

Contingency pearson reduction: Only the largest cell discrepancy is retained. · case 05

The reduction disagrees with its explicit aggregation oracle.

Numerical aggregation◈ Members↗
FA-13706

Contingency pearson reduction: A zero expected cell is assigned a unit discrepancy. · case 01

The reduction disagrees with its explicit aggregation oracle.

Numerical aggregation● Open access↗
FA-13707

Contingency pearson reduction: A zero expected cell is assigned a unit discrepancy. · case 02

The reduction disagrees with its explicit aggregation oracle.

Numerical aggregation◈ Members↗
FA-13708

Contingency pearson reduction: A zero expected cell is assigned a unit discrepancy. · case 03

The reduction disagrees with its explicit aggregation oracle.

Numerical aggregation◈ Members↗
FA-13709

Contingency pearson reduction: A zero expected cell is assigned a unit discrepancy. · case 04

The reduction disagrees with its explicit aggregation oracle.

Numerical aggregation◈ Members↗
FA-13710

Contingency pearson reduction: A zero expected cell is assigned a unit discrepancy. · case 05

The reduction disagrees with its explicit aggregation oracle.

Numerical aggregation◈ Members↗
FA-13711

Tie adjusted concordance squared: Pairs tied in a coordinate are counted as concordant. · case 01

The reduction disagrees with its explicit aggregation oracle.

Numerical aggregation● Open access↗
FA-13712

Tie adjusted concordance squared: Pairs tied in a coordinate are counted as concordant. · case 02

The reduction disagrees with its explicit aggregation oracle.

Numerical aggregation◈ Members↗
FA-13713

Tie adjusted concordance squared: Pairs tied in a coordinate are counted as concordant. · case 03

The reduction disagrees with its explicit aggregation oracle.

Numerical aggregation◈ Members↗
FA-13714

Tie adjusted concordance squared: Pairs tied in a coordinate are counted as concordant. · case 04

The reduction disagrees with its explicit aggregation oracle.

Numerical aggregation◈ Members↗
FA-13715

Tie adjusted concordance squared: Pairs tied in a coordinate are counted as concordant. · case 05

The reduction disagrees with its explicit aggregation oracle.

Numerical aggregation◈ Members↗
FA-13716

Tie adjusted concordance squared: Discordant pairs are added instead of subtracted. · case 01

The reduction disagrees with its explicit aggregation oracle.

Numerical aggregation● Open access↗
FA-13717

Tie adjusted concordance squared: Discordant pairs are added instead of subtracted. · case 02

The reduction disagrees with its explicit aggregation oracle.

Numerical aggregation◈ Members↗
FA-13718

Tie adjusted concordance squared: Discordant pairs are added instead of subtracted. · case 03

The reduction disagrees with its explicit aggregation oracle.

Numerical aggregation◈ Members↗
FA-13719

Tie adjusted concordance squared: Discordant pairs are added instead of subtracted. · case 04

The reduction disagrees with its explicit aggregation oracle.

Numerical aggregation◈ Members↗
FA-13720

Tie adjusted concordance squared: Discordant pairs are added instead of subtracted. · case 05

The reduction disagrees with its explicit aggregation oracle.

Numerical aggregation◈ Members↗
FA-13721

Tie adjusted concordance squared: Squaring the numerator loses negative association direction. · case 01

The reduction disagrees with its explicit aggregation oracle.

Numerical aggregation● Open access↗
FA-13722

Tie adjusted concordance squared: Squaring the numerator loses negative association direction. · case 02

The reduction disagrees with its explicit aggregation oracle.

Numerical aggregation◈ Members↗
FA-13723

Tie adjusted concordance squared: Squaring the numerator loses negative association direction. · case 03

The reduction disagrees with its explicit aggregation oracle.

Numerical aggregation◈ Members↗
FA-13724

Tie adjusted concordance squared: Squaring the numerator loses negative association direction. · case 04

The reduction disagrees with its explicit aggregation oracle.

Numerical aggregation◈ Members↗
FA-13725

Tie adjusted concordance squared: Squaring the numerator loses negative association direction. · case 05

The reduction disagrees with its explicit aggregation oracle.

Numerical aggregation◈ Members↗
FA-13726

Tie adjusted concordance squared: Tie-adjusted pair counts are replaced by all observation pairs. · case 01

The reduction disagrees with its explicit aggregation oracle.

Numerical aggregation● Open access↗
FA-13727

Tie adjusted concordance squared: Tie-adjusted pair counts are replaced by all observation pairs. · case 02

The reduction disagrees with its explicit aggregation oracle.

Numerical aggregation◈ Members↗
FA-13728

Tie adjusted concordance squared: Tie-adjusted pair counts are replaced by all observation pairs. · case 03

The reduction disagrees with its explicit aggregation oracle.

Numerical aggregation◈ Members↗
FA-13729

Tie adjusted concordance squared: Tie-adjusted pair counts are replaced by all observation pairs. · case 04

The reduction disagrees with its explicit aggregation oracle.

Numerical aggregation◈ Members↗
FA-13730

Tie adjusted concordance squared: Tie-adjusted pair counts are replaced by all observation pairs. · case 05

The reduction disagrees with its explicit aggregation oracle.

Numerical aggregation◈ Members↗
FA-13731

Tie adjusted concordance squared: X tie correction counts tied pairs rather than varying pairs. · case 01

The reduction disagrees with its explicit aggregation oracle.

Numerical aggregation● Open access↗
FA-13732

Tie adjusted concordance squared: X tie correction counts tied pairs rather than varying pairs. · case 02

The reduction disagrees with its explicit aggregation oracle.

Numerical aggregation◈ Members↗
FA-13733

Tie adjusted concordance squared: X tie correction counts tied pairs rather than varying pairs. · case 03

The reduction disagrees with its explicit aggregation oracle.

Numerical aggregation◈ Members↗
FA-13734

Tie adjusted concordance squared: X tie correction counts tied pairs rather than varying pairs. · case 04

The reduction disagrees with its explicit aggregation oracle.

Numerical aggregation◈ Members↗
FA-13735

Tie adjusted concordance squared: X tie correction counts tied pairs rather than varying pairs. · case 05

The reduction disagrees with its explicit aggregation oracle.

Numerical aggregation◈ Members↗
FA-13736

Tie adjusted concordance squared: Y pair variability is tested using x differences. · case 01

The reduction disagrees with its explicit aggregation oracle.

Numerical aggregation● Open access↗
FA-13737

Tie adjusted concordance squared: Y pair variability is tested using x differences. · case 02

The reduction disagrees with its explicit aggregation oracle.

Numerical aggregation◈ Members↗
FA-13738

Tie adjusted concordance squared: Y pair variability is tested using x differences. · case 03

The reduction disagrees with its explicit aggregation oracle.

Numerical aggregation◈ Members↗
FA-13739

Tie adjusted concordance squared: Y pair variability is tested using x differences. · case 04

The reduction disagrees with its explicit aggregation oracle.

Numerical aggregation◈ Members↗
FA-13740

Tie adjusted concordance squared: Y pair variability is tested using x differences. · case 05

The reduction disagrees with its explicit aggregation oracle.

Numerical aggregation◈ Members↗
FA-13741

Tie adjusted concordance squared: Only adjacent observations are compared. · case 01

The reduction disagrees with its explicit aggregation oracle.

Numerical aggregation● Open access↗
FA-13742

Tie adjusted concordance squared: Only adjacent observations are compared. · case 02

The reduction disagrees with its explicit aggregation oracle.

Numerical aggregation◈ Members↗
FA-13743

Tie adjusted concordance squared: Only adjacent observations are compared. · case 03

The reduction disagrees with its explicit aggregation oracle.

Numerical aggregation◈ Members↗
FA-13744

Tie adjusted concordance squared: Only adjacent observations are compared. · case 04

The reduction disagrees with its explicit aggregation oracle.

Numerical aggregation◈ Members↗
FA-13745

Tie adjusted concordance squared: Only adjacent observations are compared. · case 05

The reduction disagrees with its explicit aggregation oracle.

Numerical aggregation◈ Members↗
FA-13746

Tie adjusted concordance squared: Separate marginal varying-pair counts are added instead of multiplied. · case 01

The reduction disagrees with its explicit aggregation oracle.

Numerical aggregation● Open access↗
FA-13747

Tie adjusted concordance squared: Separate marginal varying-pair counts are added instead of multiplied. · case 02

The reduction disagrees with its explicit aggregation oracle.

Numerical aggregation◈ Members↗
FA-13748

Tie adjusted concordance squared: Separate marginal varying-pair counts are added instead of multiplied. · case 03

The reduction disagrees with its explicit aggregation oracle.

Numerical aggregation◈ Members↗
FA-13749

Tie adjusted concordance squared: Separate marginal varying-pair counts are added instead of multiplied. · case 04

The reduction disagrees with its explicit aggregation oracle.

Numerical aggregation◈ Members↗
FA-13750

Tie adjusted concordance squared: Separate marginal varying-pair counts are added instead of multiplied. · case 05

The reduction disagrees with its explicit aggregation oracle.

Numerical aggregation◈ Members↗
FA-13751

Tie adjusted concordance squared: Pair contributions depend on difference magnitudes instead of signs. · case 01

The reduction disagrees with its explicit aggregation oracle.

Numerical aggregation● Open access↗
FA-13752

Tie adjusted concordance squared: Pair contributions depend on difference magnitudes instead of signs. · case 02

The reduction disagrees with its explicit aggregation oracle.

Numerical aggregation◈ Members↗
FA-13753

Tie adjusted concordance squared: Pair contributions depend on difference magnitudes instead of signs. · case 03

The reduction disagrees with its explicit aggregation oracle.

Numerical aggregation◈ Members↗
FA-13754

Tie adjusted concordance squared: Pair contributions depend on difference magnitudes instead of signs. · case 04

The reduction disagrees with its explicit aggregation oracle.

Numerical aggregation◈ Members↗
FA-13755

Tie adjusted concordance squared: Pair contributions depend on difference magnitudes instead of signs. · case 05

The reduction disagrees with its explicit aggregation oracle.

Numerical aggregation◈ Members↗
FA-13756

Tie adjusted concordance squared: A constant coordinate is assigned a measured perfect association. · case 01

The reduction disagrees with its explicit aggregation oracle.

Numerical aggregation● Open access↗
FA-13757

Tie adjusted concordance squared: A constant coordinate is assigned a measured perfect association. · case 02

The reduction disagrees with its explicit aggregation oracle.

Numerical aggregation◈ Members↗
FA-13758

Tie adjusted concordance squared: A constant coordinate is assigned a measured perfect association. · case 03

The reduction disagrees with its explicit aggregation oracle.

Numerical aggregation◈ Members↗
FA-13759

Tie adjusted concordance squared: A constant coordinate is assigned a measured perfect association. · case 04

The reduction disagrees with its explicit aggregation oracle.

Numerical aggregation◈ Members↗
FA-13760

Tie adjusted concordance squared: A constant coordinate is assigned a measured perfect association. · case 05

The reduction disagrees with its explicit aggregation oracle.

Numerical aggregation◈ Members↗
FA-13761

Adjusted partition pair agreement: Observed agreement compares label names instead of co-membership. · case 01

The reduction disagrees with its explicit aggregation oracle.

Numerical aggregation● Open access↗
FA-13762

Adjusted partition pair agreement: Observed agreement compares label names instead of co-membership. · case 02

The reduction disagrees with its explicit aggregation oracle.

Numerical aggregation◈ Members↗
FA-13763

Adjusted partition pair agreement: Observed agreement compares label names instead of co-membership. · case 03

The reduction disagrees with its explicit aggregation oracle.

Numerical aggregation◈ Members↗
FA-13764

Adjusted partition pair agreement: Observed agreement compares label names instead of co-membership. · case 04

The reduction disagrees with its explicit aggregation oracle.

Numerical aggregation◈ Members↗
FA-13765

Adjusted partition pair agreement: Observed agreement compares label names instead of co-membership. · case 05

The reduction disagrees with its explicit aggregation oracle.

Numerical aggregation◈ Members↗
FA-13766

Adjusted partition pair agreement: Joint cell pair counts include self-pairs. · case 01

The reduction disagrees with its explicit aggregation oracle.

Numerical aggregation● Open access↗
FA-13767

Adjusted partition pair agreement: Joint cell pair counts include self-pairs. · case 02

The reduction disagrees with its explicit aggregation oracle.

Numerical aggregation◈ Members↗
FA-13768

Adjusted partition pair agreement: Joint cell pair counts include self-pairs. · case 03

The reduction disagrees with its explicit aggregation oracle.

Numerical aggregation◈ Members↗
FA-13769

Adjusted partition pair agreement: Joint cell pair counts include self-pairs. · case 04

The reduction disagrees with its explicit aggregation oracle.

Numerical aggregation◈ Members↗
FA-13770

Adjusted partition pair agreement: Joint cell pair counts include self-pairs. · case 05

The reduction disagrees with its explicit aggregation oracle.

Numerical aggregation◈ Members↗
FA-13771

Adjusted partition pair agreement: Chance agreement uses a sum of marginal pair totals. · case 01

The reduction disagrees with its explicit aggregation oracle.

Numerical aggregation● Open access↗
FA-13772

Adjusted partition pair agreement: Chance agreement uses a sum of marginal pair totals. · case 02

The reduction disagrees with its explicit aggregation oracle.

Numerical aggregation◈ Members↗
FA-13773

Adjusted partition pair agreement: Chance agreement uses a sum of marginal pair totals. · case 03

The reduction disagrees with its explicit aggregation oracle.

Numerical aggregation◈ Members↗
FA-13774

Adjusted partition pair agreement: Chance agreement uses a sum of marginal pair totals. · case 04

The reduction disagrees with its explicit aggregation oracle.

Numerical aggregation◈ Members↗
FA-13775

Adjusted partition pair agreement: Chance agreement uses a sum of marginal pair totals. · case 05

The reduction disagrees with its explicit aggregation oracle.

Numerical aggregation◈ Members↗
FA-13776

Adjusted partition pair agreement: The maximum marginal pair count replaces their average normalization ceiling. · case 01

The reduction disagrees with its explicit aggregation oracle.

Numerical aggregation● Open access↗
FA-13777

Adjusted partition pair agreement: The maximum marginal pair count replaces their average normalization ceiling. · case 02

The reduction disagrees with its explicit aggregation oracle.

Numerical aggregation◈ Members↗
FA-13778

Adjusted partition pair agreement: The maximum marginal pair count replaces their average normalization ceiling. · case 03

The reduction disagrees with its explicit aggregation oracle.

Numerical aggregation◈ Members↗
FA-13779

Adjusted partition pair agreement: The maximum marginal pair count replaces their average normalization ceiling. · case 04

The reduction disagrees with its explicit aggregation oracle.

Numerical aggregation◈ Members↗
FA-13780

Adjusted partition pair agreement: The maximum marginal pair count replaces their average normalization ceiling. · case 05

The reduction disagrees with its explicit aggregation oracle.

Numerical aggregation◈ Members↗
FA-13781

Adjusted partition pair agreement: Observed agreement is not adjusted for expected chance agreement. · case 01

The reduction disagrees with its explicit aggregation oracle.

Numerical aggregation● Open access↗
FA-13782

Adjusted partition pair agreement: Observed agreement is not adjusted for expected chance agreement. · case 02

The reduction disagrees with its explicit aggregation oracle.

Numerical aggregation◈ Members↗
FA-13783

Adjusted partition pair agreement: Observed agreement is not adjusted for expected chance agreement. · case 03

The reduction disagrees with its explicit aggregation oracle.

Numerical aggregation◈ Members↗
FA-13784

Adjusted partition pair agreement: Observed agreement is not adjusted for expected chance agreement. · case 04

The reduction disagrees with its explicit aggregation oracle.

Numerical aggregation◈ Members↗
FA-13785

Adjusted partition pair agreement: Observed agreement is not adjusted for expected chance agreement. · case 05

The reduction disagrees with its explicit aggregation oracle.

Numerical aggregation◈ Members↗
FA-13786

Adjusted partition pair agreement: Worse-than-chance association is clipped to zero. · case 01

The reduction disagrees with its explicit aggregation oracle.

Numerical aggregation● Open access↗
FA-13787

Adjusted partition pair agreement: Worse-than-chance association is clipped to zero. · case 02

The reduction disagrees with its explicit aggregation oracle.

Numerical aggregation◈ Members↗
FA-13788

Adjusted partition pair agreement: Worse-than-chance association is clipped to zero. · case 03

The reduction disagrees with its explicit aggregation oracle.

Numerical aggregation◈ Members↗
FA-13789

Adjusted partition pair agreement: Worse-than-chance association is clipped to zero. · case 04

The reduction disagrees with its explicit aggregation oracle.

Numerical aggregation◈ Members↗
FA-13790

Adjusted partition pair agreement: Worse-than-chance association is clipped to zero. · case 05

The reduction disagrees with its explicit aggregation oracle.

Numerical aggregation◈ Members↗
FA-13791

Adjusted partition pair agreement: Both marginal pair counts are taken from joint cells. · case 01

The reduction disagrees with its explicit aggregation oracle.

Numerical aggregation● Open access↗
FA-13792

Adjusted partition pair agreement: Both marginal pair counts are taken from joint cells. · case 02

The reduction disagrees with its explicit aggregation oracle.

Numerical aggregation◈ Members↗
FA-13793

Adjusted partition pair agreement: Both marginal pair counts are taken from joint cells. · case 03

The reduction disagrees with its explicit aggregation oracle.

Numerical aggregation◈ Members↗
FA-13794

Adjusted partition pair agreement: Both marginal pair counts are taken from joint cells. · case 04

The reduction disagrees with its explicit aggregation oracle.

Numerical aggregation◈ Members↗
FA-13795

Adjusted partition pair agreement: Both marginal pair counts are taken from joint cells. · case 05

The reduction disagrees with its explicit aggregation oracle.

Numerical aggregation◈ Members↗
FA-13796

Adjusted partition pair agreement: The number of observation pairs is replaced by observation count. · case 01

The reduction disagrees with its explicit aggregation oracle.

Numerical aggregation● Open access↗
FA-13797

Adjusted partition pair agreement: The number of observation pairs is replaced by observation count. · case 02

The reduction disagrees with its explicit aggregation oracle.

Numerical aggregation◈ Members↗
FA-13798

Adjusted partition pair agreement: The number of observation pairs is replaced by observation count. · case 03

The reduction disagrees with its explicit aggregation oracle.

Numerical aggregation◈ Members↗
FA-13799

Adjusted partition pair agreement: The number of observation pairs is replaced by observation count. · case 04

The reduction disagrees with its explicit aggregation oracle.

Numerical aggregation◈ Members↗
FA-13800

Adjusted partition pair agreement: The number of observation pairs is replaced by observation count. · case 05

The reduction disagrees with its explicit aggregation oracle.

Numerical aggregation◈ Members↗

INSPECTABLE BY DESIGN

Every result has a runnable source.

Runnable implementations with recorded outputs, source hashes, and explicit contracts. Related variants share a failure mechanism and belong together in evaluation splits.

Read the methodology ↗