Interactive evidence lesson · 15 minutes

When the test set
joins the search.

Every feature is noise. Search enough of them on the test split, though, and one can look surprisingly accurate—on the very data that chose it.

Executed Artifact checked

Two exact same-environment trials and a distinct self-asserted agent artifact check. Not independent reproduction, replication, peer review, external attestation, authenticated identity, safety certification, or human approval.

Noise features
1,024
Declared seeds
32
Largest search
2,048 feature-polarity pairs
Sealed audit
1,024 examples per seed

60.85% mean test-guided reported test accuracy

50.19% same frozen choices on sealed audit

32 retained seeds · K=1,024 · counts, not a rerun

01 · The setup

A holdout only works if it stays out of the decisions.

The frozen protocol generated balanced labels and 1,024 independent binary noise features for separate selection, test, and audit splits. An honest path chose a feature and polarity on the selection split, then measured it on test. A test-guided path chose the winner on test and reported that same test score.

Both choices were frozen before the audit was attached. The audit is disclosed once and retired. In this page, “locked” is teaching sequence—not secrecy: every retained value is already embedded below.

02 · Evidence explorer

Make the choice. Predict. Then break the seal.

The complete recorded evidence is available below. Interactive controls remain disabled until the local projection passes its schema and pin checks.

These controls only select one of 352 retained observations. They never run the experiment.

Path A · honest holdout

Choose on selection

Frozen choice
Feature 0 · inverse
Selection score
129/256 · 50.39%
Independent test
125/256 · 48.83%

Path B · test-guided

Choose on test

Frozen choice
Feature 0 · positive
Reported test
131/256 · 51.17%
Gap vs honest test
2.34 pp

Warning: the same test split chose this candidate and reports its score.

Before the audit: what is it allowed to show?

Record a prediction for this seed and K. Finite samples need not land on exactly 50%.

03 · Underlying counts

Nothing hides behind the interaction.

Percentages are display aids. The retained integer counts and exact generated projection remain the source for every view.

32-seed aggregate at every predeclared K
Mean retained accuracies and gaps across all 32 declared seeds
K featuresPairsHonest testTest-guided testHonest auditTest-guided auditTest gapOptimismLeaky > honest
1249.77%52.43%50.21%49.62%2.66 pp2.81 pp17/32
2450.85%53.75%50.16%49.33%2.89 pp4.42 pp18/32
4851.68%54.77%50.27%49.72%3.09 pp5.06 pp24/32
81650.68%55.58%49.91%49.85%4.90 pp5.73 pp29/32
163251.10%56.71%49.74%49.90%5.62 pp6.81 pp30/32
326450.46%57.20%49.40%50.03%6.74 pp7.17 pp32/32
6412849.93%57.87%49.51%50.24%7.95 pp7.64 pp32/32
12825649.90%58.87%50.11%50.35%8.97 pp8.52 pp32/32
25651250.01%59.77%49.70%50.50%9.75 pp9.27 pp32/32
5121,02450.84%60.35%50.26%50.27%9.51 pp10.08 pp32/32
1,0242,04850.45%60.85%50.14%50.19%10.40 pp10.66 pp32/32
All 352 retained seed-by-K observations
Exact choices, counts, displayed percentages, and derived gaps for trial A; trial B matched exactly
SeedKPairsHonest choiceSelectionHonest testTest-guided choiceReported testHonest auditTest-guided auditTest gapOptimism
1120 / inverse129/256 (50.39%)125/256 (48.83%)0 / positive131/256 (51.17%)534/1024 (52.15%)490/1024 (47.85%)2.34 pp3.32 pp
1240 / inverse129/256 (50.39%)125/256 (48.83%)1 / inverse136/256 (53.12%)534/1024 (52.15%)472/1024 (46.09%)4.30 pp7.03 pp
1483 / positive135/256 (52.73%)140/256 (54.69%)2 / inverse143/256 (55.86%)521/1024 (50.88%)527/1024 (51.46%)1.17 pp4.39 pp
18166 / inverse138/256 (53.91%)133/256 (51.95%)2 / inverse143/256 (55.86%)485/1024 (47.36%)527/1024 (51.46%)3.91 pp4.39 pp
116329 / positive144/256 (56.25%)142/256 (55.47%)2 / inverse143/256 (55.86%)470/1024 (45.90%)527/1024 (51.46%)0.39 pp4.39 pp
132649 / positive144/256 (56.25%)142/256 (55.47%)25 / inverse145/256 (56.64%)470/1024 (45.90%)508/1024 (49.61%)1.17 pp7.03 pp
16412856 / inverse150/256 (58.59%)137/256 (53.52%)25 / inverse145/256 (56.64%)526/1024 (51.37%)508/1024 (49.61%)3.12 pp7.03 pp
112825656 / inverse150/256 (58.59%)137/256 (53.52%)67 / inverse151/256 (58.98%)526/1024 (51.37%)515/1024 (50.29%)5.47 pp8.69 pp
1256512189 / inverse152/256 (59.38%)124/256 (48.44%)67 / inverse151/256 (58.98%)514/1024 (50.20%)515/1024 (50.29%)10.55 pp8.69 pp
15121,024483 / inverse155/256 (60.55%)126/256 (49.22%)507 / inverse152/256 (59.38%)528/1024 (51.56%)516/1024 (50.39%)10.16 pp8.98 pp
11,0242,048483 / inverse155/256 (60.55%)126/256 (49.22%)614 / positive155/256 (60.55%)528/1024 (51.56%)491/1024 (47.95%)11.33 pp12.60 pp
2120 / positive146/256 (57.03%)117/256 (45.70%)0 / inverse139/256 (54.30%)510/1024 (49.80%)514/1024 (50.20%)8.59 pp4.10 pp
2240 / positive146/256 (57.03%)117/256 (45.70%)0 / inverse139/256 (54.30%)510/1024 (49.80%)514/1024 (50.20%)8.59 pp4.10 pp
2480 / positive146/256 (57.03%)117/256 (45.70%)0 / inverse139/256 (54.30%)510/1024 (49.80%)514/1024 (50.20%)8.59 pp4.10 pp
28160 / positive146/256 (57.03%)117/256 (45.70%)0 / inverse139/256 (54.30%)510/1024 (49.80%)514/1024 (50.20%)8.59 pp4.10 pp
216320 / positive146/256 (57.03%)117/256 (45.70%)10 / positive144/256 (56.25%)510/1024 (49.80%)525/1024 (51.27%)10.55 pp4.98 pp
232640 / positive146/256 (57.03%)117/256 (45.70%)10 / positive144/256 (56.25%)510/1024 (49.80%)525/1024 (51.27%)10.55 pp4.98 pp
2641280 / positive146/256 (57.03%)117/256 (45.70%)41 / inverse150/256 (58.59%)510/1024 (49.80%)525/1024 (51.27%)12.89 pp7.32 pp
2128256120 / positive147/256 (57.42%)132/256 (51.56%)87 / positive153/256 (59.77%)527/1024 (51.46%)516/1024 (50.39%)8.20 pp9.38 pp
2256512208 / inverse148/256 (57.81%)124/256 (48.44%)87 / positive153/256 (59.77%)512/1024 (50.00%)516/1024 (50.39%)11.33 pp9.38 pp
25121,024382 / positive150/256 (58.59%)127/256 (49.61%)87 / positive153/256 (59.77%)505/1024 (49.32%)516/1024 (50.39%)10.16 pp9.38 pp
21,0242,048589 / positive157/256 (61.33%)125/256 (48.83%)544 / inverse155/256 (60.55%)529/1024 (51.66%)534/1024 (52.15%)11.72 pp8.40 pp
3120 / inverse138/256 (53.91%)126/256 (49.22%)0 / positive130/256 (50.78%)524/1024 (51.17%)500/1024 (48.83%)1.56 pp1.95 pp
3241 / inverse141/256 (55.08%)111/256 (43.36%)1 / positive145/256 (56.64%)505/1024 (49.32%)519/1024 (50.68%)13.28 pp5.96 pp
3481 / inverse141/256 (55.08%)111/256 (43.36%)1 / positive145/256 (56.64%)505/1024 (49.32%)519/1024 (50.68%)13.28 pp5.96 pp
38161 / inverse141/256 (55.08%)111/256 (43.36%)7 / positive150/256 (58.59%)505/1024 (49.32%)498/1024 (48.63%)15.23 pp9.96 pp
316328 / inverse147/256 (57.42%)124/256 (48.44%)7 / positive150/256 (58.59%)517/1024 (50.49%)498/1024 (48.63%)10.16 pp9.96 pp
3326416 / positive150/256 (58.59%)129/256 (50.39%)7 / positive150/256 (58.59%)514/1024 (50.20%)498/1024 (48.63%)8.20 pp9.96 pp
36412816 / positive150/256 (58.59%)129/256 (50.39%)7 / positive150/256 (58.59%)514/1024 (50.20%)498/1024 (48.63%)8.20 pp9.96 pp
312825616 / positive150/256 (58.59%)129/256 (50.39%)7 / positive150/256 (58.59%)514/1024 (50.20%)498/1024 (48.63%)8.20 pp9.96 pp
3256512145 / inverse151/256 (58.98%)140/256 (54.69%)188 / inverse153/256 (59.77%)515/1024 (50.29%)513/1024 (50.10%)5.08 pp9.67 pp
35121,024145 / inverse151/256 (58.98%)140/256 (54.69%)429 / inverse157/256 (61.33%)515/1024 (50.29%)501/1024 (48.93%)6.64 pp12.40 pp
31,0242,048775 / inverse155/256 (60.55%)128/256 (50.00%)429 / inverse157/256 (61.33%)508/1024 (49.61%)501/1024 (48.93%)11.33 pp12.40 pp
4120 / positive131/256 (51.17%)131/256 (51.17%)0 / positive131/256 (51.17%)505/1024 (49.32%)505/1024 (49.32%)0.00 pp1.86 pp
4241 / positive135/256 (52.73%)135/256 (52.73%)1 / positive135/256 (52.73%)498/1024 (48.63%)498/1024 (48.63%)0.00 pp4.10 pp
4482 / positive144/256 (56.25%)126/256 (49.22%)1 / positive135/256 (52.73%)505/1024 (49.32%)498/1024 (48.63%)3.52 pp4.10 pp
48162 / positive144/256 (56.25%)126/256 (49.22%)7 / inverse138/256 (53.91%)505/1024 (49.32%)495/1024 (48.34%)4.69 pp5.57 pp
416322 / positive144/256 (56.25%)126/256 (49.22%)11 / inverse150/256 (58.59%)505/1024 (49.32%)512/1024 (50.00%)9.38 pp8.59 pp
4326426 / positive150/256 (58.59%)133/256 (51.95%)11 / inverse150/256 (58.59%)507/1024 (49.51%)512/1024 (50.00%)6.64 pp8.59 pp
46412826 / positive150/256 (58.59%)133/256 (51.95%)11 / inverse150/256 (58.59%)507/1024 (49.51%)512/1024 (50.00%)6.64 pp8.59 pp
412825626 / positive150/256 (58.59%)133/256 (51.95%)11 / inverse150/256 (58.59%)507/1024 (49.51%)512/1024 (50.00%)6.64 pp8.59 pp
4256512161 / inverse151/256 (58.98%)116/256 (45.31%)11 / inverse150/256 (58.59%)484/1024 (47.27%)512/1024 (50.00%)13.28 pp8.59 pp
45121,024323 / inverse152/256 (59.38%)130/256 (50.78%)11 / inverse150/256 (58.59%)499/1024 (48.73%)512/1024 (50.00%)7.81 pp8.59 pp
41,0242,048963 / inverse156/256 (60.94%)127/256 (49.61%)790 / positive153/256 (59.77%)502/1024 (49.02%)505/1024 (49.32%)10.16 pp10.45 pp
5120 / inverse131/256 (51.17%)121/256 (47.27%)0 / positive135/256 (52.73%)528/1024 (51.56%)496/1024 (48.44%)5.47 pp4.30 pp
5241 / positive143/256 (55.86%)148/256 (57.81%)1 / positive148/256 (57.81%)523/1024 (51.07%)523/1024 (51.07%)0.00 pp6.74 pp
5481 / positive143/256 (55.86%)148/256 (57.81%)1 / positive148/256 (57.81%)523/1024 (51.07%)523/1024 (51.07%)0.00 pp6.74 pp
58161 / positive143/256 (55.86%)148/256 (57.81%)1 / positive148/256 (57.81%)523/1024 (51.07%)523/1024 (51.07%)0.00 pp6.74 pp
516321 / positive143/256 (55.86%)148/256 (57.81%)1 / positive148/256 (57.81%)523/1024 (51.07%)523/1024 (51.07%)0.00 pp6.74 pp
5326431 / inverse145/256 (56.64%)125/256 (48.83%)1 / positive148/256 (57.81%)510/1024 (49.80%)523/1024 (51.07%)8.98 pp6.74 pp
56412833 / positive146/256 (57.03%)140/256 (54.69%)1 / positive148/256 (57.81%)505/1024 (49.32%)523/1024 (51.07%)3.12 pp6.74 pp
512825633 / positive146/256 (57.03%)140/256 (54.69%)1 / positive148/256 (57.81%)505/1024 (49.32%)523/1024 (51.07%)3.12 pp6.74 pp
5256512135 / inverse147/256 (57.42%)121/256 (47.27%)154 / positive154/256 (60.16%)489/1024 (47.75%)514/1024 (50.20%)12.89 pp9.96 pp
55121,024320 / inverse153/256 (59.77%)132/256 (51.56%)154 / positive154/256 (60.16%)500/1024 (48.83%)514/1024 (50.20%)8.59 pp9.96 pp
51,0242,048320 / inverse153/256 (59.77%)132/256 (51.56%)154 / positive154/256 (60.16%)500/1024 (48.83%)514/1024 (50.20%)8.59 pp9.96 pp
6120 / positive141/256 (55.08%)123/256 (48.05%)0 / inverse133/256 (51.95%)512/1024 (50.00%)512/1024 (50.00%)3.91 pp1.95 pp
6240 / positive141/256 (55.08%)123/256 (48.05%)0 / inverse133/256 (51.95%)512/1024 (50.00%)512/1024 (50.00%)3.91 pp1.95 pp
6480 / positive141/256 (55.08%)123/256 (48.05%)0 / inverse133/256 (51.95%)512/1024 (50.00%)512/1024 (50.00%)3.91 pp1.95 pp
68160 / positive141/256 (55.08%)123/256 (48.05%)4 / inverse148/256 (57.81%)512/1024 (50.00%)518/1024 (50.59%)9.77 pp7.23 pp
616320 / positive141/256 (55.08%)123/256 (48.05%)4 / inverse148/256 (57.81%)512/1024 (50.00%)518/1024 (50.59%)9.77 pp7.23 pp
6326419 / positive145/256 (56.64%)132/256 (51.56%)4 / inverse148/256 (57.81%)500/1024 (48.83%)518/1024 (50.59%)6.25 pp7.23 pp
66412862 / inverse148/256 (57.81%)126/256 (49.22%)4 / inverse148/256 (57.81%)511/1024 (49.90%)518/1024 (50.59%)8.59 pp7.23 pp
6128256102 / inverse156/256 (60.94%)133/256 (51.95%)4 / inverse148/256 (57.81%)517/1024 (50.49%)518/1024 (50.59%)5.86 pp7.23 pp
6256512102 / inverse156/256 (60.94%)133/256 (51.95%)151 / positive154/256 (60.16%)517/1024 (50.49%)490/1024 (47.85%)8.20 pp12.30 pp
65121,024102 / inverse156/256 (60.94%)133/256 (51.95%)151 / positive154/256 (60.16%)517/1024 (50.49%)490/1024 (47.85%)8.20 pp12.30 pp
61,0242,048102 / inverse156/256 (60.94%)133/256 (51.95%)151 / positive154/256 (60.16%)517/1024 (50.49%)490/1024 (47.85%)8.20 pp12.30 pp
7120 / positive129/256 (50.39%)122/256 (47.66%)0 / inverse134/256 (52.34%)539/1024 (52.64%)485/1024 (47.36%)4.69 pp4.98 pp
7241 / positive141/256 (55.08%)131/256 (51.17%)0 / inverse134/256 (52.34%)529/1024 (51.66%)485/1024 (47.36%)1.17 pp4.98 pp
7481 / positive141/256 (55.08%)131/256 (51.17%)3 / positive142/256 (55.47%)529/1024 (51.66%)536/1024 (52.34%)4.30 pp3.12 pp
78161 / positive141/256 (55.08%)131/256 (51.17%)3 / positive142/256 (55.47%)529/1024 (51.66%)536/1024 (52.34%)4.30 pp3.12 pp
7163212 / inverse148/256 (57.81%)131/256 (51.17%)3 / positive142/256 (55.47%)511/1024 (49.90%)536/1024 (52.34%)4.30 pp3.12 pp
7326425 / inverse158/256 (61.72%)135/256 (52.73%)3 / positive142/256 (55.47%)510/1024 (49.80%)536/1024 (52.34%)2.73 pp3.12 pp
76412825 / inverse158/256 (61.72%)135/256 (52.73%)58 / positive150/256 (58.59%)510/1024 (49.80%)503/1024 (49.12%)5.86 pp9.47 pp
712825625 / inverse158/256 (61.72%)135/256 (52.73%)58 / positive150/256 (58.59%)510/1024 (49.80%)503/1024 (49.12%)5.86 pp9.47 pp
725651225 / inverse158/256 (61.72%)135/256 (52.73%)239 / positive155/256 (60.55%)510/1024 (49.80%)521/1024 (50.88%)7.81 pp9.67 pp
75121,02425 / inverse158/256 (61.72%)135/256 (52.73%)239 / positive155/256 (60.55%)510/1024 (49.80%)521/1024 (50.88%)7.81 pp9.67 pp
71,0242,04825 / inverse158/256 (61.72%)135/256 (52.73%)239 / positive155/256 (60.55%)510/1024 (49.80%)521/1024 (50.88%)7.81 pp9.67 pp
8120 / positive135/256 (52.73%)117/256 (45.70%)0 / inverse139/256 (54.30%)522/1024 (50.98%)502/1024 (49.02%)8.59 pp5.27 pp
8241 / positive136/256 (53.12%)140/256 (54.69%)1 / positive140/256 (54.69%)493/1024 (48.14%)493/1024 (48.14%)0.00 pp6.54 pp
8481 / positive136/256 (53.12%)140/256 (54.69%)1 / positive140/256 (54.69%)493/1024 (48.14%)493/1024 (48.14%)0.00 pp6.54 pp
88161 / positive136/256 (53.12%)140/256 (54.69%)1 / positive140/256 (54.69%)493/1024 (48.14%)493/1024 (48.14%)0.00 pp6.54 pp
816329 / inverse138/256 (53.91%)136/256 (53.12%)12 / inverse158/256 (61.72%)517/1024 (50.49%)512/1024 (50.00%)8.59 pp11.72 pp
8326429 / inverse147/256 (57.42%)134/256 (52.34%)12 / inverse158/256 (61.72%)510/1024 (49.80%)512/1024 (50.00%)9.38 pp11.72 pp
86412848 / inverse151/256 (58.98%)133/256 (51.95%)12 / inverse158/256 (61.72%)534/1024 (52.15%)512/1024 (50.00%)9.77 pp11.72 pp
812825648 / inverse151/256 (58.98%)133/256 (51.95%)12 / inverse158/256 (61.72%)534/1024 (52.15%)512/1024 (50.00%)9.77 pp11.72 pp
825651248 / inverse151/256 (58.98%)133/256 (51.95%)12 / inverse158/256 (61.72%)534/1024 (52.15%)512/1024 (50.00%)9.77 pp11.72 pp
85121,024320 / inverse157/256 (61.33%)141/256 (55.08%)12 / inverse158/256 (61.72%)540/1024 (52.73%)512/1024 (50.00%)6.64 pp11.72 pp
81,0242,048320 / inverse157/256 (61.33%)141/256 (55.08%)12 / inverse158/256 (61.72%)540/1024 (52.73%)512/1024 (50.00%)6.64 pp11.72 pp
9120 / positive132/256 (51.56%)128/256 (50.00%)0 / positive128/256 (50.00%)492/1024 (48.05%)492/1024 (48.05%)0.00 pp1.95 pp
9241 / inverse133/256 (51.95%)122/256 (47.66%)1 / positive134/256 (52.34%)500/1024 (48.83%)524/1024 (51.17%)4.69 pp1.17 pp
9483 / inverse140/256 (54.69%)128/256 (50.00%)1 / positive134/256 (52.34%)508/1024 (49.61%)524/1024 (51.17%)2.34 pp1.17 pp
98163 / inverse140/256 (54.69%)128/256 (50.00%)5 / positive139/256 (54.30%)508/1024 (49.61%)522/1024 (50.98%)4.30 pp3.32 pp
9163211 / inverse144/256 (56.25%)122/256 (47.66%)12 / inverse144/256 (56.25%)510/1024 (49.80%)502/1024 (49.02%)8.59 pp7.23 pp
9326417 / positive147/256 (57.42%)131/256 (51.17%)31 / inverse145/256 (56.64%)479/1024 (46.78%)505/1024 (49.32%)5.47 pp7.32 pp
96412817 / positive147/256 (57.42%)131/256 (51.17%)63 / inverse149/256 (58.20%)479/1024 (46.78%)529/1024 (51.66%)7.03 pp6.54 pp
912825684 / positive157/256 (61.33%)131/256 (51.17%)63 / inverse149/256 (58.20%)539/1024 (52.64%)529/1024 (51.66%)7.03 pp6.54 pp
925651284 / positive157/256 (61.33%)131/256 (51.17%)129 / positive156/256 (60.94%)539/1024 (52.64%)527/1024 (51.46%)9.77 pp9.47 pp
95121,02484 / positive157/256 (61.33%)131/256 (51.17%)129 / positive156/256 (60.94%)539/1024 (52.64%)527/1024 (51.46%)9.77 pp9.47 pp
91,0242,04884 / positive157/256 (61.33%)131/256 (51.17%)129 / positive156/256 (60.94%)539/1024 (52.64%)527/1024 (51.46%)9.77 pp9.47 pp
10120 / inverse134/256 (52.34%)124/256 (48.44%)0 / positive132/256 (51.56%)509/1024 (49.71%)515/1024 (50.29%)3.12 pp1.27 pp
10240 / inverse134/256 (52.34%)124/256 (48.44%)1 / inverse133/256 (51.95%)509/1024 (49.71%)490/1024 (47.85%)3.52 pp4.10 pp
10483 / inverse144/256 (56.25%)132/256 (51.56%)2 / inverse150/256 (58.59%)506/1024 (49.41%)484/1024 (47.27%)7.03 pp11.33 pp
108163 / inverse144/256 (56.25%)132/256 (51.56%)2 / inverse150/256 (58.59%)506/1024 (49.41%)484/1024 (47.27%)7.03 pp11.33 pp
1016323 / inverse144/256 (56.25%)132/256 (51.56%)2 / inverse150/256 (58.59%)506/1024 (49.41%)484/1024 (47.27%)7.03 pp11.33 pp
1032643 / inverse144/256 (56.25%)132/256 (51.56%)17 / positive152/256 (59.38%)506/1024 (49.41%)516/1024 (50.39%)7.81 pp8.98 pp
106412856 / inverse146/256 (57.03%)132/256 (51.56%)17 / positive152/256 (59.38%)495/1024 (48.34%)516/1024 (50.39%)7.81 pp8.98 pp
1012825690 / positive148/256 (57.81%)124/256 (48.44%)121 / inverse156/256 (60.94%)493/1024 (48.14%)544/1024 (53.12%)12.50 pp7.81 pp
10256512182 / positive154/256 (60.16%)134/256 (52.34%)121 / inverse156/256 (60.94%)489/1024 (47.75%)544/1024 (53.12%)8.59 pp7.81 pp
105121,024416 / inverse164/256 (64.06%)129/256 (50.39%)121 / inverse156/256 (60.94%)521/1024 (50.88%)544/1024 (53.12%)10.55 pp7.81 pp
101,0242,048416 / inverse164/256 (64.06%)129/256 (50.39%)121 / inverse156/256 (60.94%)521/1024 (50.88%)544/1024 (53.12%)10.55 pp7.81 pp
11120 / positive129/256 (50.39%)125/256 (48.83%)0 / inverse131/256 (51.17%)497/1024 (48.54%)527/1024 (51.46%)2.34 pp-0.29 pp
11241 / inverse136/256 (53.12%)120/256 (46.88%)1 / positive136/256 (53.12%)542/1024 (52.93%)482/1024 (47.07%)6.25 pp6.05 pp
11483 / inverse139/256 (54.30%)133/256 (51.95%)2 / positive137/256 (53.52%)543/1024 (53.03%)507/1024 (49.51%)1.56 pp4.00 pp
118163 / inverse139/256 (54.30%)133/256 (51.95%)7 / positive138/256 (53.91%)543/1024 (53.03%)511/1024 (49.90%)1.95 pp4.00 pp
11163213 / positive141/256 (55.08%)126/256 (49.22%)8 / positive140/256 (54.69%)518/1024 (50.59%)524/1024 (51.17%)5.47 pp3.52 pp
11326413 / positive141/256 (55.08%)126/256 (49.22%)20 / positive144/256 (56.25%)518/1024 (50.59%)493/1024 (48.14%)7.03 pp8.11 pp
116412851 / positive143/256 (55.86%)122/256 (47.66%)37 / inverse145/256 (56.64%)507/1024 (49.51%)506/1024 (49.41%)8.98 pp7.23 pp
11128256112 / positive149/256 (58.20%)129/256 (50.39%)85 / positive146/256 (57.03%)501/1024 (48.93%)507/1024 (49.51%)6.64 pp7.52 pp
11256512249 / inverse155/256 (60.55%)134/256 (52.34%)244 / inverse150/256 (58.59%)515/1024 (50.29%)528/1024 (51.56%)6.25 pp7.03 pp
115121,024398 / positive159/256 (62.11%)133/256 (51.95%)275 / inverse152/256 (59.38%)539/1024 (52.64%)519/1024 (50.68%)7.42 pp8.69 pp
111,0242,048585 / positive162/256 (63.28%)136/256 (53.12%)275 / inverse152/256 (59.38%)530/1024 (51.76%)519/1024 (50.68%)6.25 pp8.69 pp
12120 / positive134/256 (52.34%)127/256 (49.61%)0 / inverse129/256 (50.39%)497/1024 (48.54%)527/1024 (51.46%)0.78 pp-1.07 pp
12241 / positive139/256 (54.30%)136/256 (53.12%)1 / positive136/256 (53.12%)513/1024 (50.10%)513/1024 (50.10%)0.00 pp3.03 pp
12483 / inverse143/256 (55.86%)134/256 (52.34%)1 / positive136/256 (53.12%)518/1024 (50.59%)513/1024 (50.10%)0.78 pp3.03 pp
128163 / inverse143/256 (55.86%)134/256 (52.34%)7 / inverse140/256 (54.69%)518/1024 (50.59%)516/1024 (50.39%)2.34 pp4.30 pp
1216323 / inverse143/256 (55.86%)134/256 (52.34%)9 / inverse145/256 (56.64%)518/1024 (50.59%)513/1024 (50.10%)4.30 pp6.54 pp
12326430 / inverse149/256 (58.20%)127/256 (49.61%)9 / inverse145/256 (56.64%)514/1024 (50.20%)513/1024 (50.10%)7.03 pp6.54 pp
126412830 / inverse149/256 (58.20%)127/256 (49.61%)9 / inverse145/256 (56.64%)514/1024 (50.20%)513/1024 (50.10%)7.03 pp6.54 pp
12128256112 / inverse150/256 (58.59%)128/256 (50.00%)115 / positive150/256 (58.59%)516/1024 (50.39%)520/1024 (50.78%)8.59 pp7.81 pp
12256512250 / positive151/256 (58.98%)127/256 (49.61%)115 / positive150/256 (58.59%)515/1024 (50.29%)520/1024 (50.78%)8.98 pp7.81 pp
125121,024369 / positive156/256 (60.94%)133/256 (51.95%)115 / positive150/256 (58.59%)479/1024 (46.78%)520/1024 (50.78%)6.64 pp7.81 pp
121,0242,048369 / positive156/256 (60.94%)133/256 (51.95%)847 / positive154/256 (60.16%)479/1024 (46.78%)535/1024 (52.25%)8.20 pp7.91 pp
13120 / inverse134/256 (52.34%)134/256 (52.34%)0 / inverse134/256 (52.34%)520/1024 (50.78%)520/1024 (50.78%)0.00 pp1.56 pp
13240 / inverse134/256 (52.34%)134/256 (52.34%)1 / positive135/256 (52.73%)520/1024 (50.78%)499/1024 (48.73%)0.39 pp4.00 pp
13480 / inverse134/256 (52.34%)134/256 (52.34%)1 / positive135/256 (52.73%)520/1024 (50.78%)499/1024 (48.73%)0.39 pp4.00 pp
138160 / inverse134/256 (52.34%)134/256 (52.34%)4 / positive136/256 (53.12%)520/1024 (50.78%)509/1024 (49.71%)0.78 pp3.42 pp
1316328 / inverse141/256 (55.08%)143/256 (55.86%)10 / positive147/256 (57.42%)529/1024 (51.66%)501/1024 (48.93%)1.56 pp8.50 pp
13326425 / inverse142/256 (55.47%)121/256 (47.27%)10 / positive147/256 (57.42%)516/1024 (50.39%)501/1024 (48.93%)10.16 pp8.50 pp
136412853 / inverse146/256 (57.03%)129/256 (50.39%)59 / positive151/256 (58.98%)495/1024 (48.34%)509/1024 (49.71%)8.59 pp9.28 pp
1312825696 / positive149/256 (58.20%)130/256 (50.78%)59 / positive151/256 (58.98%)530/1024 (51.76%)509/1024 (49.71%)8.20 pp9.28 pp
1325651296 / positive149/256 (58.20%)130/256 (50.78%)59 / positive151/256 (58.98%)530/1024 (51.76%)509/1024 (49.71%)8.20 pp9.28 pp
135121,02496 / positive149/256 (58.20%)130/256 (50.78%)345 / inverse158/256 (61.72%)530/1024 (51.76%)499/1024 (48.73%)10.94 pp12.99 pp
131,0242,048797 / inverse154/256 (60.16%)116/256 (45.31%)345 / inverse158/256 (61.72%)520/1024 (50.78%)499/1024 (48.73%)16.41 pp12.99 pp
14120 / inverse129/256 (50.39%)146/256 (57.03%)0 / inverse146/256 (57.03%)519/1024 (50.68%)519/1024 (50.68%)0.00 pp6.35 pp
14241 / positive133/256 (51.95%)128/256 (50.00%)0 / inverse146/256 (57.03%)547/1024 (53.42%)519/1024 (50.68%)7.03 pp6.35 pp
14483 / positive148/256 (57.81%)139/256 (54.30%)0 / inverse146/256 (57.03%)511/1024 (49.90%)519/1024 (50.68%)2.73 pp6.35 pp
148163 / positive148/256 (57.81%)139/256 (54.30%)0 / inverse146/256 (57.03%)511/1024 (49.90%)519/1024 (50.68%)2.73 pp6.35 pp
1416323 / positive148/256 (57.81%)139/256 (54.30%)0 / inverse146/256 (57.03%)511/1024 (49.90%)519/1024 (50.68%)2.73 pp6.35 pp
1432643 / positive148/256 (57.81%)139/256 (54.30%)0 / inverse146/256 (57.03%)511/1024 (49.90%)519/1024 (50.68%)2.73 pp6.35 pp
14641283 / positive148/256 (57.81%)139/256 (54.30%)0 / inverse146/256 (57.03%)511/1024 (49.90%)519/1024 (50.68%)2.73 pp6.35 pp
1412825672 / inverse152/256 (59.38%)133/256 (51.95%)67 / inverse156/256 (60.94%)532/1024 (51.95%)528/1024 (51.56%)8.98 pp9.38 pp
1425651272 / inverse152/256 (59.38%)133/256 (51.95%)67 / inverse156/256 (60.94%)532/1024 (51.95%)528/1024 (51.56%)8.98 pp9.38 pp
145121,024416 / positive153/256 (59.77%)122/256 (47.66%)67 / inverse156/256 (60.94%)497/1024 (48.54%)528/1024 (51.56%)13.28 pp9.38 pp
141,0242,048601 / inverse155/256 (60.55%)132/256 (51.56%)67 / inverse156/256 (60.94%)480/1024 (46.88%)528/1024 (51.56%)9.38 pp9.38 pp
15120 / inverse134/256 (52.34%)132/256 (51.56%)0 / inverse132/256 (51.56%)530/1024 (51.76%)530/1024 (51.76%)0.00 pp-0.20 pp
15241 / positive136/256 (53.12%)133/256 (51.95%)1 / positive133/256 (51.95%)516/1024 (50.39%)516/1024 (50.39%)0.00 pp1.56 pp
15481 / positive136/256 (53.12%)133/256 (51.95%)3 / inverse140/256 (54.69%)516/1024 (50.39%)507/1024 (49.51%)2.73 pp5.18 pp
158167 / positive142/256 (55.47%)126/256 (49.22%)4 / inverse141/256 (55.08%)512/1024 (50.00%)518/1024 (50.59%)5.86 pp4.49 pp
1516327 / positive142/256 (55.47%)126/256 (49.22%)9 / positive145/256 (56.64%)512/1024 (50.00%)485/1024 (47.36%)7.42 pp9.28 pp
15326421 / positive143/256 (55.86%)115/256 (44.92%)9 / positive145/256 (56.64%)502/1024 (49.02%)485/1024 (47.36%)11.72 pp9.28 pp
156412821 / positive143/256 (55.86%)115/256 (44.92%)9 / positive145/256 (56.64%)502/1024 (49.02%)485/1024 (47.36%)11.72 pp9.28 pp
1512825664 / positive147/256 (57.42%)130/256 (50.78%)89 / positive149/256 (58.20%)524/1024 (51.17%)511/1024 (49.90%)7.42 pp8.30 pp
15256512164 / positive151/256 (58.98%)129/256 (50.39%)130 / inverse150/256 (58.59%)499/1024 (48.73%)514/1024 (50.20%)8.20 pp8.40 pp
155121,024164 / positive151/256 (58.98%)129/256 (50.39%)507 / positive152/256 (59.38%)499/1024 (48.73%)516/1024 (50.39%)8.98 pp8.98 pp
151,0242,048806 / positive158/256 (61.72%)134/256 (52.34%)995 / positive155/256 (60.55%)542/1024 (52.93%)502/1024 (49.02%)8.20 pp11.52 pp
16120 / positive135/256 (52.73%)113/256 (44.14%)0 / inverse143/256 (55.86%)509/1024 (49.71%)515/1024 (50.29%)11.72 pp5.57 pp
16241 / positive137/256 (53.52%)137/256 (53.52%)0 / inverse143/256 (55.86%)500/1024 (48.83%)515/1024 (50.29%)2.34 pp5.57 pp
16481 / positive137/256 (53.52%)137/256 (53.52%)3 / inverse148/256 (57.81%)500/1024 (48.83%)541/1024 (52.83%)4.30 pp4.98 pp
168161 / positive137/256 (53.52%)137/256 (53.52%)3 / inverse148/256 (57.81%)500/1024 (48.83%)541/1024 (52.83%)4.30 pp4.98 pp
16163215 / inverse142/256 (55.47%)141/256 (55.08%)3 / inverse148/256 (57.81%)525/1024 (51.27%)541/1024 (52.83%)2.73 pp4.98 pp
16326418 / positive152/256 (59.38%)122/256 (47.66%)25 / positive151/256 (58.98%)526/1024 (51.37%)505/1024 (49.32%)11.33 pp9.67 pp
166412818 / positive152/256 (59.38%)122/256 (47.66%)25 / positive151/256 (58.98%)526/1024 (51.37%)505/1024 (49.32%)11.33 pp9.67 pp
1612825618 / positive152/256 (59.38%)122/256 (47.66%)25 / positive151/256 (58.98%)526/1024 (51.37%)505/1024 (49.32%)11.33 pp9.67 pp
1625651218 / positive152/256 (59.38%)122/256 (47.66%)25 / positive151/256 (58.98%)526/1024 (51.37%)505/1024 (49.32%)11.33 pp9.67 pp
165121,02418 / positive152/256 (59.38%)122/256 (47.66%)509 / inverse154/256 (60.16%)526/1024 (51.37%)515/1024 (50.29%)12.50 pp9.86 pp
161,0242,04818 / positive152/256 (59.38%)122/256 (47.66%)879 / inverse155/256 (60.55%)526/1024 (51.37%)527/1024 (51.46%)12.89 pp9.08 pp
17120 / positive128/256 (50.00%)129/256 (50.39%)0 / positive129/256 (50.39%)520/1024 (50.78%)520/1024 (50.78%)0.00 pp-0.39 pp
17241 / inverse141/256 (55.08%)130/256 (50.78%)1 / inverse130/256 (50.78%)517/1024 (50.49%)517/1024 (50.49%)0.00 pp0.29 pp
17482 / positive142/256 (55.47%)134/256 (52.34%)2 / positive134/256 (52.34%)526/1024 (51.37%)526/1024 (51.37%)0.00 pp0.98 pp
178162 / positive142/256 (55.47%)134/256 (52.34%)6 / inverse140/256 (54.69%)526/1024 (51.37%)475/1024 (46.39%)2.34 pp8.30 pp
1716322 / positive142/256 (55.47%)134/256 (52.34%)6 / inverse140/256 (54.69%)526/1024 (51.37%)475/1024 (46.39%)2.34 pp8.30 pp
17326422 / positive143/256 (55.86%)139/256 (54.30%)19 / inverse144/256 (56.25%)492/1024 (48.05%)490/1024 (47.85%)1.95 pp8.40 pp
176412852 / inverse150/256 (58.59%)117/256 (45.70%)58 / positive146/256 (57.03%)508/1024 (49.61%)518/1024 (50.59%)11.33 pp6.45 pp
1712825652 / inverse150/256 (58.59%)117/256 (45.70%)121 / positive149/256 (58.20%)508/1024 (49.61%)490/1024 (47.85%)12.50 pp10.35 pp
17256512194 / inverse155/256 (60.55%)133/256 (51.95%)216 / positive153/256 (59.77%)488/1024 (47.66%)534/1024 (52.15%)7.81 pp7.62 pp
175121,024194 / inverse155/256 (60.55%)133/256 (51.95%)216 / positive153/256 (59.77%)488/1024 (47.66%)534/1024 (52.15%)7.81 pp7.62 pp
171,0242,048749 / positive156/256 (60.94%)116/256 (45.31%)520 / inverse156/256 (60.94%)505/1024 (49.32%)508/1024 (49.61%)15.62 pp11.33 pp
18120 / inverse132/256 (51.56%)122/256 (47.66%)0 / positive134/256 (52.34%)528/1024 (51.56%)496/1024 (48.44%)4.69 pp3.91 pp
18240 / inverse132/256 (51.56%)122/256 (47.66%)1 / inverse137/256 (53.52%)528/1024 (51.56%)504/1024 (49.22%)5.86 pp4.30 pp
18483 / inverse145/256 (56.64%)121/256 (47.27%)1 / inverse137/256 (53.52%)509/1024 (49.71%)504/1024 (49.22%)6.25 pp4.30 pp
188163 / inverse145/256 (56.64%)121/256 (47.27%)6 / positive140/256 (54.69%)509/1024 (49.71%)534/1024 (52.15%)7.42 pp2.54 pp
1816323 / inverse145/256 (56.64%)121/256 (47.27%)8 / inverse144/256 (56.25%)509/1024 (49.71%)482/1024 (47.07%)8.98 pp9.18 pp
1832643 / inverse145/256 (56.64%)121/256 (47.27%)8 / inverse144/256 (56.25%)509/1024 (49.71%)482/1024 (47.07%)8.98 pp9.18 pp
18641283 / inverse145/256 (56.64%)121/256 (47.27%)8 / inverse144/256 (56.25%)509/1024 (49.71%)482/1024 (47.07%)8.98 pp9.18 pp
181282563 / inverse145/256 (56.64%)121/256 (47.27%)83 / positive155/256 (60.55%)509/1024 (49.71%)504/1024 (49.22%)13.28 pp11.33 pp
18256512197 / inverse149/256 (58.20%)134/256 (52.34%)83 / positive155/256 (60.55%)505/1024 (49.32%)504/1024 (49.22%)8.20 pp11.33 pp
185121,024489 / inverse158/256 (61.72%)128/256 (50.00%)406 / positive157/256 (61.33%)509/1024 (49.71%)515/1024 (50.29%)11.33 pp11.04 pp
181,0242,048489 / inverse158/256 (61.72%)128/256 (50.00%)406 / positive157/256 (61.33%)509/1024 (49.71%)515/1024 (50.29%)11.33 pp11.04 pp
19120 / inverse130/256 (50.78%)122/256 (47.66%)0 / positive134/256 (52.34%)492/1024 (48.05%)532/1024 (51.95%)4.69 pp0.39 pp
19240 / inverse130/256 (50.78%)122/256 (47.66%)0 / positive134/256 (52.34%)492/1024 (48.05%)532/1024 (51.95%)4.69 pp0.39 pp
19483 / inverse141/256 (55.08%)136/256 (53.12%)3 / inverse136/256 (53.12%)505/1024 (49.32%)505/1024 (49.32%)0.00 pp3.81 pp
198166 / positive146/256 (57.03%)118/256 (46.09%)6 / inverse138/256 (53.91%)492/1024 (48.05%)532/1024 (51.95%)7.81 pp1.95 pp
19163210 / inverse150/256 (58.59%)142/256 (55.47%)10 / inverse142/256 (55.47%)511/1024 (49.90%)511/1024 (49.90%)0.00 pp5.57 pp
19326410 / inverse150/256 (58.59%)142/256 (55.47%)25 / positive144/256 (56.25%)511/1024 (49.90%)530/1024 (51.76%)0.78 pp4.49 pp
196412810 / inverse150/256 (58.59%)142/256 (55.47%)49 / positive147/256 (57.42%)511/1024 (49.90%)508/1024 (49.61%)1.95 pp7.81 pp
1912825680 / positive152/256 (59.38%)126/256 (49.22%)104 / inverse149/256 (58.20%)530/1024 (51.76%)515/1024 (50.29%)8.98 pp7.91 pp
1925651280 / positive152/256 (59.38%)126/256 (49.22%)190 / positive164/256 (64.06%)530/1024 (51.76%)515/1024 (50.29%)14.84 pp13.77 pp
195121,02480 / positive152/256 (59.38%)126/256 (49.22%)190 / positive164/256 (64.06%)530/1024 (51.76%)515/1024 (50.29%)14.84 pp13.77 pp
191,0242,048705 / inverse158/256 (61.72%)143/256 (55.86%)190 / positive164/256 (64.06%)509/1024 (49.71%)515/1024 (50.29%)8.20 pp13.77 pp
20120 / positive129/256 (50.39%)121/256 (47.27%)0 / inverse135/256 (52.73%)531/1024 (51.86%)493/1024 (48.14%)5.47 pp4.59 pp
20241 / positive133/256 (51.95%)135/256 (52.73%)0 / inverse135/256 (52.73%)519/1024 (50.68%)493/1024 (48.14%)0.00 pp4.59 pp
20481 / positive133/256 (51.95%)135/256 (52.73%)0 / inverse135/256 (52.73%)519/1024 (50.68%)493/1024 (48.14%)0.00 pp4.59 pp
208166 / positive136/256 (53.12%)115/256 (44.92%)6 / inverse141/256 (55.08%)523/1024 (51.07%)501/1024 (48.93%)10.16 pp6.15 pp
20163214 / positive145/256 (56.64%)126/256 (49.22%)15 / inverse143/256 (55.86%)518/1024 (50.59%)517/1024 (50.49%)6.64 pp5.37 pp
20326414 / positive145/256 (56.64%)126/256 (49.22%)15 / inverse143/256 (55.86%)518/1024 (50.59%)517/1024 (50.49%)6.64 pp5.37 pp
206412814 / positive145/256 (56.64%)126/256 (49.22%)34 / inverse145/256 (56.64%)518/1024 (50.59%)533/1024 (52.05%)7.42 pp4.59 pp
2012825614 / positive145/256 (56.64%)126/256 (49.22%)65 / positive149/256 (58.20%)518/1024 (50.59%)513/1024 (50.10%)8.98 pp8.11 pp
20256512152 / positive150/256 (58.59%)123/256 (48.05%)176 / inverse150/256 (58.59%)515/1024 (50.29%)517/1024 (50.49%)10.55 pp8.11 pp
205121,024152 / positive150/256 (58.59%)123/256 (48.05%)388 / inverse154/256 (60.16%)515/1024 (50.29%)514/1024 (50.20%)12.11 pp9.96 pp
201,0242,048992 / inverse152/256 (59.38%)115/256 (44.92%)388 / inverse154/256 (60.16%)505/1024 (49.32%)514/1024 (50.20%)15.23 pp9.96 pp
21120 / positive129/256 (50.39%)132/256 (51.56%)0 / positive132/256 (51.56%)542/1024 (52.93%)542/1024 (52.93%)0.00 pp-1.37 pp
21241 / positive130/256 (50.78%)147/256 (57.42%)1 / positive147/256 (57.42%)498/1024 (48.63%)498/1024 (48.63%)0.00 pp8.79 pp
21482 / inverse142/256 (55.47%)139/256 (54.30%)1 / positive147/256 (57.42%)517/1024 (50.49%)498/1024 (48.63%)3.12 pp8.79 pp
218165 / positive146/256 (57.03%)138/256 (53.91%)1 / positive147/256 (57.42%)511/1024 (49.90%)498/1024 (48.63%)3.52 pp8.79 pp
2116325 / positive146/256 (57.03%)138/256 (53.91%)1 / positive147/256 (57.42%)511/1024 (49.90%)498/1024 (48.63%)3.52 pp8.79 pp
21326429 / inverse151/256 (58.98%)136/256 (53.12%)1 / positive147/256 (57.42%)507/1024 (49.51%)498/1024 (48.63%)4.30 pp8.79 pp
216412829 / inverse151/256 (58.98%)136/256 (53.12%)1 / positive147/256 (57.42%)507/1024 (49.51%)498/1024 (48.63%)4.30 pp8.79 pp
2112825629 / inverse151/256 (58.98%)136/256 (53.12%)98 / positive148/256 (57.81%)507/1024 (49.51%)498/1024 (48.63%)4.69 pp9.18 pp
2125651229 / inverse151/256 (58.98%)136/256 (53.12%)181 / inverse154/256 (60.16%)507/1024 (49.51%)505/1024 (49.32%)7.03 pp10.84 pp
215121,02429 / inverse151/256 (58.98%)136/256 (53.12%)181 / inverse154/256 (60.16%)507/1024 (49.51%)505/1024 (49.32%)7.03 pp10.84 pp
211,0242,04829 / inverse151/256 (58.98%)136/256 (53.12%)181 / inverse154/256 (60.16%)507/1024 (49.51%)505/1024 (49.32%)7.03 pp10.84 pp
22120 / positive134/256 (52.34%)121/256 (47.27%)0 / inverse135/256 (52.73%)520/1024 (50.78%)504/1024 (49.22%)5.47 pp3.52 pp
22240 / positive134/256 (52.34%)121/256 (47.27%)0 / inverse135/256 (52.73%)520/1024 (50.78%)504/1024 (49.22%)5.47 pp3.52 pp
22482 / inverse138/256 (53.91%)133/256 (51.95%)0 / inverse135/256 (52.73%)497/1024 (48.54%)504/1024 (49.22%)0.78 pp3.52 pp
228164 / inverse144/256 (56.25%)131/256 (51.17%)5 / positive138/256 (53.91%)515/1024 (50.29%)504/1024 (49.22%)2.73 pp4.69 pp
22163212 / positive147/256 (57.42%)125/256 (48.83%)14 / positive140/256 (54.69%)519/1024 (50.68%)522/1024 (50.98%)5.86 pp3.71 pp
22326412 / positive147/256 (57.42%)125/256 (48.83%)28 / inverse144/256 (56.25%)519/1024 (50.68%)528/1024 (51.56%)7.42 pp4.69 pp
226412812 / positive147/256 (57.42%)125/256 (48.83%)40 / positive146/256 (57.03%)519/1024 (50.68%)513/1024 (50.10%)8.20 pp6.93 pp
2212825612 / positive147/256 (57.42%)125/256 (48.83%)92 / inverse155/256 (60.55%)519/1024 (50.68%)513/1024 (50.10%)11.72 pp10.45 pp
22256512223 / positive149/256 (58.20%)127/256 (49.61%)92 / inverse155/256 (60.55%)519/1024 (50.68%)513/1024 (50.10%)10.94 pp10.45 pp
225121,024223 / positive149/256 (58.20%)127/256 (49.61%)92 / inverse155/256 (60.55%)519/1024 (50.68%)513/1024 (50.10%)10.94 pp10.45 pp
221,0242,048877 / inverse156/256 (60.94%)112/256 (43.75%)92 / inverse155/256 (60.55%)493/1024 (48.14%)513/1024 (50.10%)16.80 pp10.45 pp
23120 / positive134/256 (52.34%)143/256 (55.86%)0 / positive143/256 (55.86%)485/1024 (47.36%)485/1024 (47.36%)0.00 pp8.50 pp
23240 / positive134/256 (52.34%)143/256 (55.86%)0 / positive143/256 (55.86%)485/1024 (47.36%)485/1024 (47.36%)0.00 pp8.50 pp
23482 / inverse137/256 (53.52%)136/256 (53.12%)0 / positive143/256 (55.86%)530/1024 (51.76%)485/1024 (47.36%)2.73 pp8.50 pp
238167 / positive144/256 (56.25%)134/256 (52.34%)0 / positive143/256 (55.86%)499/1024 (48.73%)485/1024 (47.36%)3.52 pp8.50 pp
2316327 / positive144/256 (56.25%)134/256 (52.34%)0 / positive143/256 (55.86%)499/1024 (48.73%)485/1024 (47.36%)3.52 pp8.50 pp
2332647 / positive144/256 (56.25%)134/256 (52.34%)0 / positive143/256 (55.86%)499/1024 (48.73%)485/1024 (47.36%)3.52 pp8.50 pp
23641287 / positive144/256 (56.25%)134/256 (52.34%)56 / inverse148/256 (57.81%)499/1024 (48.73%)501/1024 (48.93%)5.47 pp8.89 pp
23128256104 / positive148/256 (57.81%)112/256 (43.75%)56 / inverse148/256 (57.81%)498/1024 (48.63%)501/1024 (48.93%)14.06 pp8.89 pp
23256512104 / positive148/256 (57.81%)112/256 (43.75%)182 / positive151/256 (58.98%)498/1024 (48.63%)514/1024 (50.20%)15.23 pp8.79 pp
235121,024506 / inverse154/256 (60.16%)126/256 (49.22%)342 / inverse153/256 (59.77%)527/1024 (51.46%)516/1024 (50.39%)10.55 pp9.38 pp
231,0242,048506 / inverse154/256 (60.16%)126/256 (49.22%)810 / positive156/256 (60.94%)527/1024 (51.46%)512/1024 (50.00%)11.72 pp10.94 pp
24120 / positive129/256 (50.39%)129/256 (50.39%)0 / positive129/256 (50.39%)510/1024 (49.80%)510/1024 (49.80%)0.00 pp0.59 pp
24241 / inverse138/256 (53.91%)129/256 (50.39%)0 / positive129/256 (50.39%)498/1024 (48.63%)510/1024 (49.80%)0.00 pp0.59 pp
24482 / inverse144/256 (56.25%)146/256 (57.03%)2 / inverse146/256 (57.03%)529/1024 (51.66%)529/1024 (51.66%)0.00 pp5.37 pp
248166 / positive147/256 (57.42%)121/256 (47.27%)2 / inverse146/256 (57.03%)500/1024 (48.83%)529/1024 (51.66%)9.77 pp5.37 pp
2416326 / positive147/256 (57.42%)121/256 (47.27%)2 / inverse146/256 (57.03%)500/1024 (48.83%)529/1024 (51.66%)9.77 pp5.37 pp
2432646 / positive147/256 (57.42%)121/256 (47.27%)2 / inverse146/256 (57.03%)500/1024 (48.83%)529/1024 (51.66%)9.77 pp5.37 pp
246412833 / inverse150/256 (58.59%)138/256 (53.91%)2 / inverse146/256 (57.03%)492/1024 (48.05%)529/1024 (51.66%)3.12 pp5.37 pp
2412825697 / inverse152/256 (59.38%)134/256 (52.34%)2 / inverse146/256 (57.03%)498/1024 (48.63%)529/1024 (51.66%)4.69 pp5.37 pp
2425651297 / inverse152/256 (59.38%)134/256 (52.34%)135 / inverse149/256 (58.20%)498/1024 (48.63%)521/1024 (50.88%)5.86 pp7.32 pp
245121,024454 / inverse153/256 (59.77%)129/256 (50.39%)355 / inverse153/256 (59.77%)533/1024 (52.05%)497/1024 (48.54%)9.38 pp11.23 pp
241,0242,048947 / positive155/256 (60.55%)126/256 (49.22%)653 / inverse158/256 (61.72%)539/1024 (52.64%)527/1024 (51.46%)12.50 pp10.25 pp
25120 / inverse133/256 (51.95%)126/256 (49.22%)0 / positive130/256 (50.78%)508/1024 (49.61%)516/1024 (50.39%)1.56 pp0.39 pp
25240 / inverse133/256 (51.95%)126/256 (49.22%)1 / inverse134/256 (52.34%)508/1024 (49.61%)507/1024 (49.51%)3.12 pp2.83 pp
25482 / inverse141/256 (55.08%)126/256 (49.22%)3 / positive141/256 (55.08%)498/1024 (48.63%)509/1024 (49.71%)5.86 pp5.37 pp
258165 / positive142/256 (55.47%)126/256 (49.22%)3 / positive141/256 (55.08%)503/1024 (49.12%)509/1024 (49.71%)5.86 pp5.37 pp
2516325 / positive142/256 (55.47%)126/256 (49.22%)3 / positive141/256 (55.08%)503/1024 (49.12%)509/1024 (49.71%)5.86 pp5.37 pp
25326425 / positive147/256 (57.42%)125/256 (48.83%)3 / positive141/256 (55.08%)495/1024 (48.34%)509/1024 (49.71%)6.25 pp5.37 pp
256412855 / positive150/256 (58.59%)115/256 (44.92%)54 / positive145/256 (56.64%)496/1024 (48.44%)516/1024 (50.39%)11.72 pp6.25 pp
2512825655 / positive150/256 (58.59%)115/256 (44.92%)78 / positive155/256 (60.55%)496/1024 (48.44%)506/1024 (49.41%)15.62 pp11.13 pp
25256512250 / positive153/256 (59.77%)137/256 (53.52%)78 / positive155/256 (60.55%)496/1024 (48.44%)506/1024 (49.41%)7.03 pp11.13 pp
255121,024250 / positive153/256 (59.77%)137/256 (53.52%)78 / positive155/256 (60.55%)496/1024 (48.44%)506/1024 (49.41%)7.03 pp11.13 pp
251,0242,048659 / positive157/256 (61.33%)134/256 (52.34%)78 / positive155/256 (60.55%)508/1024 (49.61%)506/1024 (49.41%)8.20 pp11.13 pp
26120 / positive128/256 (50.00%)131/256 (51.17%)0 / positive131/256 (51.17%)493/1024 (48.14%)493/1024 (48.14%)0.00 pp3.03 pp
26241 / positive130/256 (50.78%)119/256 (46.48%)1 / inverse137/256 (53.52%)529/1024 (51.66%)495/1024 (48.34%)7.03 pp5.18 pp
26482 / positive136/256 (53.12%)138/256 (53.91%)3 / inverse139/256 (54.30%)521/1024 (50.88%)503/1024 (49.12%)0.39 pp5.18 pp
268167 / positive144/256 (56.25%)137/256 (53.52%)4 / inverse140/256 (54.69%)492/1024 (48.05%)502/1024 (49.02%)1.17 pp5.66 pp
2616327 / positive144/256 (56.25%)137/256 (53.52%)10 / inverse144/256 (56.25%)492/1024 (48.05%)533/1024 (52.05%)2.73 pp4.20 pp
26326424 / inverse146/256 (57.03%)129/256 (50.39%)19 / inverse153/256 (59.77%)520/1024 (50.78%)548/1024 (53.52%)9.38 pp6.25 pp
266412845 / positive151/256 (58.98%)120/256 (46.88%)19 / inverse153/256 (59.77%)493/1024 (48.14%)548/1024 (53.52%)12.89 pp6.25 pp
2612825645 / positive151/256 (58.98%)120/256 (46.88%)19 / inverse153/256 (59.77%)493/1024 (48.14%)548/1024 (53.52%)12.89 pp6.25 pp
2625651245 / positive151/256 (58.98%)120/256 (46.88%)19 / inverse153/256 (59.77%)493/1024 (48.14%)548/1024 (53.52%)12.89 pp6.25 pp
265121,024339 / positive152/256 (59.38%)127/256 (49.61%)19 / inverse153/256 (59.77%)512/1024 (50.00%)548/1024 (53.52%)10.16 pp6.25 pp
261,0242,048339 / positive152/256 (59.38%)127/256 (49.61%)1020 / positive158/256 (61.72%)512/1024 (50.00%)509/1024 (49.71%)12.11 pp12.01 pp
27120 / inverse134/256 (52.34%)143/256 (55.86%)0 / inverse143/256 (55.86%)514/1024 (50.20%)514/1024 (50.20%)0.00 pp5.66 pp
27240 / inverse134/256 (52.34%)143/256 (55.86%)0 / inverse143/256 (55.86%)514/1024 (50.20%)514/1024 (50.20%)0.00 pp5.66 pp
27480 / inverse134/256 (52.34%)143/256 (55.86%)0 / inverse143/256 (55.86%)514/1024 (50.20%)514/1024 (50.20%)0.00 pp5.66 pp
278165 / positive136/256 (53.12%)146/256 (57.03%)5 / positive146/256 (57.03%)510/1024 (49.80%)510/1024 (49.80%)0.00 pp7.23 pp
27163213 / inverse142/256 (55.47%)124/256 (48.44%)5 / positive146/256 (57.03%)511/1024 (49.90%)510/1024 (49.80%)8.59 pp7.23 pp
27326417 / positive143/256 (55.86%)128/256 (50.00%)5 / positive146/256 (57.03%)509/1024 (49.71%)510/1024 (49.80%)7.03 pp7.23 pp
276412835 / inverse151/256 (58.98%)131/256 (51.17%)5 / positive146/256 (57.03%)505/1024 (49.32%)510/1024 (49.80%)5.86 pp7.23 pp
2712825635 / inverse151/256 (58.98%)131/256 (51.17%)75 / inverse149/256 (58.20%)505/1024 (49.32%)506/1024 (49.41%)7.03 pp8.79 pp
2725651235 / inverse151/256 (58.98%)131/256 (51.17%)174 / inverse151/256 (58.98%)505/1024 (49.32%)523/1024 (51.07%)7.81 pp7.91 pp
275121,02435 / inverse151/256 (58.98%)131/256 (51.17%)434 / inverse155/256 (60.55%)505/1024 (49.32%)499/1024 (48.73%)9.38 pp11.82 pp
271,0242,048541 / positive154/256 (60.16%)134/256 (52.34%)434 / inverse155/256 (60.55%)533/1024 (52.05%)499/1024 (48.73%)8.20 pp11.82 pp
28120 / positive129/256 (50.39%)115/256 (44.92%)0 / inverse141/256 (55.08%)541/1024 (52.83%)483/1024 (47.17%)10.16 pp7.91 pp
28241 / inverse140/256 (54.69%)127/256 (49.61%)0 / inverse141/256 (55.08%)511/1024 (49.90%)483/1024 (47.17%)5.47 pp7.91 pp
28483 / inverse143/256 (55.86%)134/256 (52.34%)0 / inverse141/256 (55.08%)511/1024 (49.90%)483/1024 (47.17%)2.73 pp7.91 pp
288163 / inverse143/256 (55.86%)134/256 (52.34%)0 / inverse141/256 (55.08%)511/1024 (49.90%)483/1024 (47.17%)2.73 pp7.91 pp
2816323 / inverse143/256 (55.86%)134/256 (52.34%)9 / inverse147/256 (57.42%)511/1024 (49.90%)505/1024 (49.32%)5.08 pp8.11 pp
2832643 / inverse143/256 (55.86%)134/256 (52.34%)9 / inverse147/256 (57.42%)511/1024 (49.90%)505/1024 (49.32%)5.08 pp8.11 pp
286412842 / inverse147/256 (57.42%)127/256 (49.61%)62 / inverse148/256 (57.81%)528/1024 (51.56%)514/1024 (50.20%)8.20 pp7.62 pp
2812825686 / positive148/256 (57.81%)139/256 (54.30%)62 / inverse148/256 (57.81%)547/1024 (53.42%)514/1024 (50.20%)3.52 pp7.62 pp
28256512254 / inverse152/256 (59.38%)131/256 (51.17%)206 / inverse152/256 (59.38%)522/1024 (50.98%)501/1024 (48.93%)8.20 pp10.45 pp
285121,024291 / inverse153/256 (59.77%)130/256 (50.78%)369 / inverse158/256 (61.72%)521/1024 (50.88%)519/1024 (50.68%)10.94 pp11.04 pp
281,0242,048744 / positive155/256 (60.55%)129/256 (50.39%)369 / inverse158/256 (61.72%)507/1024 (49.51%)519/1024 (50.68%)11.33 pp11.04 pp
29120 / positive128/256 (50.00%)137/256 (53.52%)0 / positive137/256 (53.52%)515/1024 (50.29%)515/1024 (50.29%)0.00 pp3.22 pp
29241 / inverse136/256 (53.12%)145/256 (56.64%)1 / inverse145/256 (56.64%)508/1024 (49.61%)508/1024 (49.61%)0.00 pp7.03 pp
29483 / positive138/256 (53.91%)129/256 (50.39%)1 / inverse145/256 (56.64%)515/1024 (50.29%)508/1024 (49.61%)6.25 pp7.03 pp
298163 / positive138/256 (53.91%)129/256 (50.39%)1 / inverse145/256 (56.64%)515/1024 (50.29%)508/1024 (49.61%)6.25 pp7.03 pp
29163212 / positive146/256 (57.03%)121/256 (47.27%)1 / inverse145/256 (56.64%)504/1024 (49.22%)508/1024 (49.61%)9.38 pp7.03 pp
29326412 / positive146/256 (57.03%)121/256 (47.27%)1 / inverse145/256 (56.64%)504/1024 (49.22%)508/1024 (49.61%)9.38 pp7.03 pp
296412833 / positive153/256 (59.77%)123/256 (48.05%)45 / positive147/256 (57.42%)491/1024 (47.95%)510/1024 (49.80%)9.38 pp7.62 pp
2912825633 / positive153/256 (59.77%)123/256 (48.05%)108 / inverse148/256 (57.81%)491/1024 (47.95%)526/1024 (51.37%)9.77 pp6.45 pp
2925651233 / positive153/256 (59.77%)123/256 (48.05%)136 / positive151/256 (58.98%)491/1024 (47.95%)493/1024 (48.14%)10.94 pp10.84 pp
295121,024451 / positive154/256 (60.16%)137/256 (53.52%)326 / positive152/256 (59.38%)529/1024 (51.66%)532/1024 (51.95%)5.86 pp7.42 pp
291,0242,048576 / inverse156/256 (60.94%)132/256 (51.56%)326 / positive152/256 (59.38%)503/1024 (49.12%)532/1024 (51.95%)7.81 pp7.42 pp
30120 / positive129/256 (50.39%)133/256 (51.95%)0 / positive133/256 (51.95%)512/1024 (50.00%)512/1024 (50.00%)0.00 pp1.95 pp
30241 / inverse130/256 (50.78%)121/256 (47.27%)1 / positive135/256 (52.73%)521/1024 (50.88%)503/1024 (49.12%)5.47 pp3.61 pp
30482 / inverse140/256 (54.69%)123/256 (48.05%)1 / positive135/256 (52.73%)511/1024 (49.90%)503/1024 (49.12%)4.69 pp3.61 pp
308167 / positive143/256 (55.86%)121/256 (47.27%)6 / inverse139/256 (54.30%)518/1024 (50.59%)513/1024 (50.10%)7.03 pp4.20 pp
30163213 / inverse149/256 (58.20%)130/256 (50.78%)9 / inverse140/256 (54.69%)489/1024 (47.75%)504/1024 (49.22%)3.91 pp5.47 pp
30326413 / inverse149/256 (58.20%)130/256 (50.78%)24 / positive148/256 (57.81%)489/1024 (47.75%)509/1024 (49.71%)7.03 pp8.11 pp
306412813 / inverse149/256 (58.20%)130/256 (50.78%)24 / positive148/256 (57.81%)489/1024 (47.75%)509/1024 (49.71%)7.03 pp8.11 pp
3012825613 / inverse149/256 (58.20%)130/256 (50.78%)121 / inverse153/256 (59.77%)489/1024 (47.75%)494/1024 (48.24%)8.98 pp11.52 pp
3025651213 / inverse149/256 (58.20%)130/256 (50.78%)121 / inverse153/256 (59.77%)489/1024 (47.75%)494/1024 (48.24%)8.98 pp11.52 pp
305121,024406 / inverse153/256 (59.77%)114/256 (44.53%)121 / inverse153/256 (59.77%)517/1024 (50.49%)494/1024 (48.24%)15.23 pp11.52 pp
301,0242,048701 / inverse155/256 (60.55%)126/256 (49.22%)121 / inverse153/256 (59.77%)501/1024 (48.93%)494/1024 (48.24%)10.55 pp11.52 pp
31120 / positive129/256 (50.39%)128/256 (50.00%)0 / positive128/256 (50.00%)478/1024 (46.68%)478/1024 (46.68%)0.00 pp3.32 pp
31241 / inverse132/256 (51.56%)138/256 (53.91%)1 / inverse138/256 (53.91%)518/1024 (50.59%)518/1024 (50.59%)0.00 pp3.32 pp
31483 / inverse142/256 (55.47%)139/256 (54.30%)3 / inverse139/256 (54.30%)519/1024 (50.68%)519/1024 (50.68%)0.00 pp3.61 pp
318163 / inverse142/256 (55.47%)139/256 (54.30%)6 / inverse141/256 (55.08%)519/1024 (50.68%)531/1024 (51.86%)0.78 pp3.22 pp
3116323 / inverse142/256 (55.47%)139/256 (54.30%)6 / inverse141/256 (55.08%)519/1024 (50.68%)531/1024 (51.86%)0.78 pp3.22 pp
3132643 / inverse142/256 (55.47%)139/256 (54.30%)6 / inverse141/256 (55.08%)519/1024 (50.68%)531/1024 (51.86%)0.78 pp3.22 pp
316412835 / inverse143/256 (55.86%)115/256 (44.92%)46 / positive152/256 (59.38%)515/1024 (50.29%)546/1024 (53.32%)14.45 pp6.05 pp
31128256126 / positive147/256 (57.42%)112/256 (43.75%)46 / positive152/256 (59.38%)516/1024 (50.39%)546/1024 (53.32%)15.62 pp6.05 pp
31256512126 / positive147/256 (57.42%)112/256 (43.75%)46 / positive152/256 (59.38%)516/1024 (50.39%)546/1024 (53.32%)15.62 pp6.05 pp
315121,024263 / inverse151/256 (58.98%)123/256 (48.05%)294 / inverse153/256 (59.77%)504/1024 (49.22%)498/1024 (48.63%)11.72 pp11.13 pp
311,0242,048698 / positive153/256 (59.77%)124/256 (48.44%)588 / positive159/256 (62.11%)489/1024 (47.75%)525/1024 (51.27%)13.67 pp10.84 pp
32120 / positive129/256 (50.39%)134/256 (52.34%)0 / positive134/256 (52.34%)518/1024 (50.59%)518/1024 (50.59%)0.00 pp1.76 pp
32240 / positive129/256 (50.39%)134/256 (52.34%)0 / positive134/256 (52.34%)518/1024 (50.59%)518/1024 (50.59%)0.00 pp1.76 pp
32482 / inverse139/256 (54.30%)116/256 (45.31%)2 / positive140/256 (54.69%)532/1024 (51.95%)492/1024 (48.05%)9.38 pp6.64 pp
328162 / inverse139/256 (54.30%)116/256 (45.31%)6 / positive141/256 (55.08%)532/1024 (51.95%)498/1024 (48.63%)9.77 pp6.45 pp
32163214 / inverse142/256 (55.47%)124/256 (48.44%)13 / positive149/256 (58.20%)482/1024 (47.07%)513/1024 (50.10%)9.77 pp8.11 pp
32326414 / inverse142/256 (55.47%)124/256 (48.44%)29 / positive150/256 (58.59%)482/1024 (47.07%)546/1024 (53.32%)10.16 pp5.27 pp
326412833 / inverse146/256 (57.03%)123/256 (48.05%)29 / positive150/256 (58.59%)497/1024 (48.54%)546/1024 (53.32%)10.55 pp5.27 pp
3212825687 / positive150/256 (58.59%)122/256 (47.66%)29 / positive150/256 (58.59%)494/1024 (48.24%)546/1024 (53.32%)10.94 pp5.27 pp
3225651287 / positive150/256 (58.59%)122/256 (47.66%)29 / positive150/256 (58.59%)494/1024 (48.24%)546/1024 (53.32%)10.94 pp5.27 pp
325121,024414 / inverse153/256 (59.77%)145/256 (56.64%)509 / inverse155/256 (60.55%)513/1024 (50.10%)518/1024 (50.59%)3.91 pp9.96 pp
321,0242,048414 / inverse153/256 (59.77%)145/256 (56.64%)600 / positive158/256 (61.72%)513/1024 (50.10%)505/1024 (49.32%)5.08 pp12.40 pp

04 · Worked answer

The audit may differ. You cannot infer its exact finite-sample value.

The independent audit was not used to choose the feature or polarity, so sampling variation can make its accuracy differ from the reused test result. It is not required to match the test result or equal exactly 50 percent in a finite sample.

What this bundle supports: Under this fixed synthetic protocol, selecting the best of 1,024 noise features and polarity on the test split produced 60.85% mean reported test accuracy across 32 retained seeds. The same frozen choices averaged 50.19% on sealed audit. Mean leaky-reported-test minus honest-test gap was 10.40 percentage points.

What it does not support: This retained result is not a universal estimate, independent reproduction or replication, peer review, authenticated identity, external attestation, safety certification, or human approval.

05 · Evidence boundary

Inspect the receipt, not just the badge.

Bundle digest
76a9879c53d5a7e5936f132195cd9bffc39733b89cf57f0829223604569e3d3d
Frozen commit
0d89488110f4d7356a448d7d89cd8521296fb92d · clean
Repeat
b99d21823c3318603e27497ad7fe0fa04cb9d1b71d2002d270fedb6e7101f20b
  • No seed was rerun to build or check this page.
  • The artifact check was read-only and performed by a distinct self-asserted local agent; identity is not cryptographically authenticated.
  • Network and memory isolation were not OS-enforced. The bundle digest remains unauthenticated until externally signed or attested.
  • This synthetic canary does not estimate selection bias for other candidate families, models, benchmarks, or datasets.