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-14101

Multiset overlap similarity: The ratio of minimum to maximum mass is inverted. · case 01

The reduction disagrees with its explicit aggregation oracle.

Numerical aggregation● Open access↗
FA-14102

Multiset overlap similarity: The ratio of minimum to maximum mass is inverted. · case 02

The reduction disagrees with its explicit aggregation oracle.

Numerical aggregation◈ Members↗
FA-14103

Multiset overlap similarity: The ratio of minimum to maximum mass is inverted. · case 03

The reduction disagrees with its explicit aggregation oracle.

Numerical aggregation◈ Members↗
FA-14104

Multiset overlap similarity: The ratio of minimum to maximum mass is inverted. · case 04

The reduction disagrees with its explicit aggregation oracle.

Numerical aggregation◈ Members↗
FA-14105

Multiset overlap similarity: The ratio of minimum to maximum mass is inverted. · case 05

The reduction disagrees with its explicit aggregation oracle.

Numerical aggregation◈ Members↗
FA-14106

Multiset overlap similarity: The largest single-label overlap replaces total shared mass. · case 01

The reduction disagrees with its explicit aggregation oracle.

Numerical aggregation● Open access↗
FA-14107

Multiset overlap similarity: The largest single-label overlap replaces total shared mass. · case 02

The reduction disagrees with its explicit aggregation oracle.

Numerical aggregation◈ Members↗
FA-14108

Multiset overlap similarity: The largest single-label overlap replaces total shared mass. · case 03

The reduction disagrees with its explicit aggregation oracle.

Numerical aggregation◈ Members↗
FA-14109

Multiset overlap similarity: The largest single-label overlap replaces total shared mass. · case 04

The reduction disagrees with its explicit aggregation oracle.

Numerical aggregation◈ Members↗
FA-14110

Multiset overlap similarity: The largest single-label overlap replaces total shared mass. · case 05

The reduction disagrees with its explicit aggregation oracle.

Numerical aggregation◈ Members↗
FA-14111

Frequency cosine squared: Dot product uses minimum matched frequencies instead of products. · case 01

The reduction disagrees with its explicit aggregation oracle.

Numerical aggregation● Open access↗
FA-14112

Frequency cosine squared: Dot product uses minimum matched frequencies instead of products. · case 02

The reduction disagrees with its explicit aggregation oracle.

Numerical aggregation◈ Members↗
FA-14113

Frequency cosine squared: Dot product uses minimum matched frequencies instead of products. · case 03

The reduction disagrees with its explicit aggregation oracle.

Numerical aggregation◈ Members↗
FA-14114

Frequency cosine squared: Dot product uses minimum matched frequencies instead of products. · case 04

The reduction disagrees with its explicit aggregation oracle.

Numerical aggregation◈ Members↗
FA-14115

Frequency cosine squared: Dot product uses minimum matched frequencies instead of products. · case 05

The reduction disagrees with its explicit aggregation oracle.

Numerical aggregation◈ Members↗
FA-14116

Frequency cosine squared: The first squared norm uses total frequency rather than squared counts. · case 01

The reduction disagrees with its explicit aggregation oracle.

Numerical aggregation● Open access↗
FA-14117

Frequency cosine squared: The first squared norm uses total frequency rather than squared counts. · case 02

The reduction disagrees with its explicit aggregation oracle.

Numerical aggregation◈ Members↗
FA-14118

Frequency cosine squared: The first squared norm uses total frequency rather than squared counts. · case 03

The reduction disagrees with its explicit aggregation oracle.

Numerical aggregation◈ Members↗
FA-14119

Frequency cosine squared: The first squared norm uses total frequency rather than squared counts. · case 04

The reduction disagrees with its explicit aggregation oracle.

Numerical aggregation◈ Members↗
FA-14120

Frequency cosine squared: The first squared norm uses total frequency rather than squared counts. · case 05

The reduction disagrees with its explicit aggregation oracle.

Numerical aggregation◈ Members↗
FA-14121

Frequency cosine squared: Both norms are computed from the first sample. · case 01

The reduction disagrees with its explicit aggregation oracle.

Numerical aggregation● Open access↗
FA-14122

Frequency cosine squared: Both norms are computed from the first sample. · case 02

The reduction disagrees with its explicit aggregation oracle.

Numerical aggregation◈ Members↗
FA-14123

Frequency cosine squared: Both norms are computed from the first sample. · case 03

The reduction disagrees with its explicit aggregation oracle.

Numerical aggregation◈ Members↗
FA-14124

Frequency cosine squared: Both norms are computed from the first sample. · case 04

The reduction disagrees with its explicit aggregation oracle.

Numerical aggregation◈ Members↗
FA-14125

Frequency cosine squared: Both norms are computed from the first sample. · case 05

The reduction disagrees with its explicit aggregation oracle.

Numerical aggregation◈ Members↗
FA-14126

Frequency cosine squared: The dot product is not squared despite squared-norm normalization. · case 01

The reduction disagrees with its explicit aggregation oracle.

Numerical aggregation● Open access↗
FA-14127

Frequency cosine squared: The dot product is not squared despite squared-norm normalization. · case 02

The reduction disagrees with its explicit aggregation oracle.

Numerical aggregation◈ Members↗
FA-14128

Frequency cosine squared: The dot product is not squared despite squared-norm normalization. · case 03

The reduction disagrees with its explicit aggregation oracle.

Numerical aggregation◈ Members↗
FA-14129

Frequency cosine squared: The dot product is not squared despite squared-norm normalization. · case 04

The reduction disagrees with its explicit aggregation oracle.

Numerical aggregation◈ Members↗
FA-14130

Frequency cosine squared: The dot product is not squared despite squared-norm normalization. · case 05

The reduction disagrees with its explicit aggregation oracle.

Numerical aggregation◈ Members↗
FA-14131

Frequency cosine squared: Squared norms are added instead of multiplied. · case 01

The reduction disagrees with its explicit aggregation oracle.

Numerical aggregation● Open access↗
FA-14132

Frequency cosine squared: Squared norms are added instead of multiplied. · case 02

The reduction disagrees with its explicit aggregation oracle.

Numerical aggregation◈ Members↗
FA-14133

Frequency cosine squared: Squared norms are added instead of multiplied. · case 03

The reduction disagrees with its explicit aggregation oracle.

Numerical aggregation◈ Members↗
FA-14134

Frequency cosine squared: Squared norms are added instead of multiplied. · case 04

The reduction disagrees with its explicit aggregation oracle.

Numerical aggregation◈ Members↗
FA-14135

Frequency cosine squared: Squared norms are added instead of multiplied. · case 05

The reduction disagrees with its explicit aggregation oracle.

Numerical aggregation◈ Members↗
FA-14136

Frequency cosine squared: Norms discard coordinates absent from the other sample. · case 01

The reduction disagrees with its explicit aggregation oracle.

Numerical aggregation● Open access↗
FA-14137

Frequency cosine squared: Norms discard coordinates absent from the other sample. · case 02

The reduction disagrees with its explicit aggregation oracle.

Numerical aggregation◈ Members↗
FA-14138

Frequency cosine squared: Norms discard coordinates absent from the other sample. · case 03

The reduction disagrees with its explicit aggregation oracle.

Numerical aggregation◈ Members↗
FA-14139

Frequency cosine squared: Norms discard coordinates absent from the other sample. · case 04

The reduction disagrees with its explicit aggregation oracle.

Numerical aggregation◈ Members↗
FA-14140

Frequency cosine squared: Norms discard coordinates absent from the other sample. · case 05

The reduction disagrees with its explicit aggregation oracle.

Numerical aggregation◈ Members↗
FA-14141

Frequency cosine squared: A zero vector is assigned perfect cosine similarity. · case 01

The reduction disagrees with its explicit aggregation oracle.

Numerical aggregation● Open access↗
FA-14142

Frequency cosine squared: A zero vector is assigned perfect cosine similarity. · case 02

The reduction disagrees with its explicit aggregation oracle.

Numerical aggregation◈ Members↗
FA-14143

Frequency cosine squared: A zero vector is assigned perfect cosine similarity. · case 03

The reduction disagrees with its explicit aggregation oracle.

Numerical aggregation◈ Members↗
FA-14144

Frequency cosine squared: A zero vector is assigned perfect cosine similarity. · case 04

The reduction disagrees with its explicit aggregation oracle.

Numerical aggregation◈ Members↗
FA-14145

Frequency cosine squared: A zero vector is assigned perfect cosine similarity. · case 05

The reduction disagrees with its explicit aggregation oracle.

Numerical aggregation◈ Members↗
FA-14146

Frequency cosine squared: Frequency vectors are dotted by insertion order rather than matching labels. · case 01

The reduction disagrees with its explicit aggregation oracle.

Numerical aggregation● Open access↗
FA-14147

Frequency cosine squared: Frequency vectors are dotted by insertion order rather than matching labels. · case 02

The reduction disagrees with its explicit aggregation oracle.

Numerical aggregation◈ Members↗
FA-14148

Frequency cosine squared: Frequency vectors are dotted by insertion order rather than matching labels. · case 03

The reduction disagrees with its explicit aggregation oracle.

Numerical aggregation◈ Members↗
FA-14149

Frequency cosine squared: Frequency vectors are dotted by insertion order rather than matching labels. · case 04

The reduction disagrees with its explicit aggregation oracle.

Numerical aggregation◈ Members↗
FA-14150

Frequency cosine squared: Frequency vectors are dotted by insertion order rather than matching labels. · case 05

The reduction disagrees with its explicit aggregation oracle.

Numerical aggregation◈ Members↗
FA-14151

Jointly observed pair summary: Truthy filtering discards legitimate zero observations. · case 01

The reduction disagrees with its explicit aggregation oracle.

Numerical aggregation● Open access↗
FA-14152

Jointly observed pair summary: Truthy filtering discards legitimate zero observations. · case 02

The reduction disagrees with its explicit aggregation oracle.

Numerical aggregation◈ Members↗
FA-14153

Jointly observed pair summary: Truthy filtering discards legitimate zero observations. · case 03

The reduction disagrees with its explicit aggregation oracle.

Numerical aggregation◈ Members↗
FA-14154

Jointly observed pair summary: Truthy filtering discards legitimate zero observations. · case 04

The reduction disagrees with its explicit aggregation oracle.

Numerical aggregation◈ Members↗
FA-14155

Jointly observed pair summary: Truthy filtering discards legitimate zero observations. · case 05

The reduction disagrees with its explicit aggregation oracle.

Numerical aggregation◈ Members↗
FA-14156

Jointly observed pair summary: Missing observations are replaced by zero and admitted as complete pairs. · case 01

The reduction disagrees with its explicit aggregation oracle.

Numerical aggregation● Open access↗
FA-14157

Jointly observed pair summary: Missing observations are replaced by zero and admitted as complete pairs. · case 02

The reduction disagrees with its explicit aggregation oracle.

Numerical aggregation◈ Members↗
FA-14158

Jointly observed pair summary: Missing observations are replaced by zero and admitted as complete pairs. · case 03

The reduction disagrees with its explicit aggregation oracle.

Numerical aggregation◈ Members↗
FA-14159

Jointly observed pair summary: Missing observations are replaced by zero and admitted as complete pairs. · case 04

The reduction disagrees with its explicit aggregation oracle.

Numerical aggregation◈ Members↗
FA-14160

Jointly observed pair summary: Missing observations are replaced by zero and admitted as complete pairs. · case 05

The reduction disagrees with its explicit aggregation oracle.

Numerical aggregation◈ Members↗
FA-14161

Jointly observed pair summary: Paired count uses all original rows. · case 01

The reduction disagrees with its explicit aggregation oracle.

Numerical aggregation● Open access↗
FA-14162

Jointly observed pair summary: Paired count uses all original rows. · case 02

The reduction disagrees with its explicit aggregation oracle.

Numerical aggregation◈ Members↗
FA-14163

Jointly observed pair summary: Paired count uses all original rows. · case 03

The reduction disagrees with its explicit aggregation oracle.

Numerical aggregation◈ Members↗
FA-14164

Jointly observed pair summary: Paired count uses all original rows. · case 04

The reduction disagrees with its explicit aggregation oracle.

Numerical aggregation◈ Members↗
FA-14165

Jointly observed pair summary: Paired count uses all original rows. · case 05

The reduction disagrees with its explicit aggregation oracle.

Numerical aggregation◈ Members↗
FA-14166

Jointly observed pair summary: X subtotal includes rows with missing y. · case 01

The reduction disagrees with its explicit aggregation oracle.

Numerical aggregation● Open access↗
FA-14167

Jointly observed pair summary: X subtotal includes rows with missing y. · case 02

The reduction disagrees with its explicit aggregation oracle.

Numerical aggregation◈ Members↗
FA-14168

Jointly observed pair summary: X subtotal includes rows with missing y. · case 03

The reduction disagrees with its explicit aggregation oracle.

Numerical aggregation◈ Members↗
FA-14169

Jointly observed pair summary: X subtotal includes rows with missing y. · case 04

The reduction disagrees with its explicit aggregation oracle.

Numerical aggregation◈ Members↗
FA-14170

Jointly observed pair summary: X subtotal includes rows with missing y. · case 05

The reduction disagrees with its explicit aggregation oracle.

Numerical aggregation◈ Members↗
FA-14171

Jointly observed pair summary: Missing values are removed from each coordinate separately before pairing. · case 01

The reduction disagrees with its explicit aggregation oracle.

Numerical aggregation● Open access↗
FA-14172

Jointly observed pair summary: Missing values are removed from each coordinate separately before pairing. · case 02

The reduction disagrees with its explicit aggregation oracle.

Numerical aggregation◈ Members↗
FA-14173

Jointly observed pair summary: Missing values are removed from each coordinate separately before pairing. · case 03

The reduction disagrees with its explicit aggregation oracle.

Numerical aggregation◈ Members↗
FA-14174

Jointly observed pair summary: Missing values are removed from each coordinate separately before pairing. · case 04

The reduction disagrees with its explicit aggregation oracle.

Numerical aggregation◈ Members↗
FA-14175

Jointly observed pair summary: Missing values are removed from each coordinate separately before pairing. · case 05

The reduction disagrees with its explicit aggregation oracle.

Numerical aggregation◈ Members↗
FA-14176

Jointly observed pair summary: Cross-product sum is replaced by the product of coordinate sums. · case 01

The reduction disagrees with its explicit aggregation oracle.

Numerical aggregation● Open access↗
FA-14177

Jointly observed pair summary: Cross-product sum is replaced by the product of coordinate sums. · case 02

The reduction disagrees with its explicit aggregation oracle.

Numerical aggregation◈ Members↗
FA-14178

Jointly observed pair summary: Cross-product sum is replaced by the product of coordinate sums. · case 03

The reduction disagrees with its explicit aggregation oracle.

Numerical aggregation◈ Members↗
FA-14179

Jointly observed pair summary: Cross-product sum is replaced by the product of coordinate sums. · case 04

The reduction disagrees with its explicit aggregation oracle.

Numerical aggregation◈ Members↗
FA-14180

Jointly observed pair summary: Cross-product sum is replaced by the product of coordinate sums. · case 05

The reduction disagrees with its explicit aggregation oracle.

Numerical aggregation◈ Members↗
FA-14181

Jointly observed pair summary: Squared distance is computed after summing residuals. · case 01

The reduction disagrees with its explicit aggregation oracle.

Numerical aggregation● Open access↗
FA-14182

Jointly observed pair summary: Squared distance is computed after summing residuals. · case 02

The reduction disagrees with its explicit aggregation oracle.

Numerical aggregation◈ Members↗
FA-14183

Jointly observed pair summary: Squared distance is computed after summing residuals. · case 03

The reduction disagrees with its explicit aggregation oracle.

Numerical aggregation◈ Members↗
FA-14184

Jointly observed pair summary: Squared distance is computed after summing residuals. · case 04

The reduction disagrees with its explicit aggregation oracle.

Numerical aggregation◈ Members↗
FA-14185

Jointly observed pair summary: Squared distance is computed after summing residuals. · case 05

The reduction disagrees with its explicit aggregation oracle.

Numerical aggregation◈ Members↗
FA-14186

Jointly observed pair summary: Repeated complete rows are collapsed. · case 01

The reduction disagrees with its explicit aggregation oracle.

Numerical aggregation● Open access↗
FA-14187

Jointly observed pair summary: Repeated complete rows are collapsed. · case 02

The reduction disagrees with its explicit aggregation oracle.

Numerical aggregation◈ Members↗
FA-14188

Jointly observed pair summary: Repeated complete rows are collapsed. · case 03

The reduction disagrees with its explicit aggregation oracle.

Numerical aggregation◈ Members↗
FA-14189

Jointly observed pair summary: Repeated complete rows are collapsed. · case 04

The reduction disagrees with its explicit aggregation oracle.

Numerical aggregation◈ Members↗
FA-14190

Jointly observed pair summary: Repeated complete rows are collapsed. · case 05

The reduction disagrees with its explicit aggregation oracle.

Numerical aggregation◈ Members↗
FA-14191

Group balanced squared loss: All observations receive equal weight instead of equal total group weight. · case 01

The reduction disagrees with its explicit aggregation oracle.

Numerical aggregation● Open access↗
FA-14192

Group balanced squared loss: All observations receive equal weight instead of equal total group weight. · case 02

The reduction disagrees with its explicit aggregation oracle.

Numerical aggregation◈ Members↗
FA-14193

Group balanced squared loss: All observations receive equal weight instead of equal total group weight. · case 03

The reduction disagrees with its explicit aggregation oracle.

Numerical aggregation◈ Members↗
FA-14194

Group balanced squared loss: All observations receive equal weight instead of equal total group weight. · case 04

The reduction disagrees with its explicit aggregation oracle.

Numerical aggregation◈ Members↗
FA-14195

Group balanced squared loss: All observations receive equal weight instead of equal total group weight. · case 05

The reduction disagrees with its explicit aggregation oracle.

Numerical aggregation◈ Members↗
FA-14196

Group balanced squared loss: Residuals cancel within each group before squaring. · case 01

The reduction disagrees with its explicit aggregation oracle.

Numerical aggregation● Open access↗
FA-14197

Group balanced squared loss: Residuals cancel within each group before squaring. · case 02

The reduction disagrees with its explicit aggregation oracle.

Numerical aggregation◈ Members↗
FA-14198

Group balanced squared loss: Residuals cancel within each group before squaring. · case 03

The reduction disagrees with its explicit aggregation oracle.

Numerical aggregation◈ Members↗
FA-14199

Group balanced squared loss: Residuals cancel within each group before squaring. · case 04

The reduction disagrees with its explicit aggregation oracle.

Numerical aggregation◈ Members↗
FA-14200

Group balanced squared loss: Residuals cancel within each group before squaring. · 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 ↗