Ensemble confirmation

Your existing strategy formula is the core engine and runs untouched. The statistical layer — weighted frequency, EMA momentum, gap, Z-score, Bayesian, pair and triplet association, Markov transitions, Monte Carlo and entropy — is an additional validation layer. It never replaces a formula candidate; it only confirms, supports or flags a conflict.

Starts at 70 / 30. Change it only when the out-of-sample table below shows a better ratio.

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Step 2 — existing formula board

No formula output — enable at least one strategy and import draws.

Step 8 — banker verdict

NO BANKER

The formula produced no banker for this slot.

Statistical rank of formula banker
Statistical challenger (not applied)
36

Step 5 — candidate classification

CONFIRMED · 0SUPPORTED · 0FORMULA ONLY · 0STATISTICAL ONLY · 15CONFLICT · 0
No.FormulaStatisticalAgreementEnsembleClassStrategies
3656% · #144%17%STATISTICAL ONLYstatistical layer only
0655% · #245%17%STATISTICAL ONLYstatistical layer only
0855% · #345%17%STATISTICAL ONLYstatistical layer only
0555% · #445%17%STATISTICAL ONLYstatistical layer only
1155% · #545%16%STATISTICAL ONLYstatistical layer only
3155% · #645%16%STATISTICAL ONLYstatistical layer only
1555% · #745%16%STATISTICAL ONLYstatistical layer only
2655% · #845%16%STATISTICAL ONLYstatistical layer only
3055% · #945%16%STATISTICAL ONLYstatistical layer only
1954% · #1046%16%STATISTICAL ONLYstatistical layer only
3754% · #1146%16%STATISTICAL ONLYstatistical layer only
1654% · #1246%16%STATISTICAL ONLYstatistical layer only
0753% · #1347%16%STATISTICAL ONLYstatistical layer only
2353% · #1447%16%STATISTICAL ONLYstatistical layer only
2953% · #1547%16%STATISTICAL ONLYstatistical layer only

Formula candidates are always listed first — a statistical-only number never displaces one, it is only shown as a watch item.

Step 9 — pairs (formula first)

No pairs yet.

Step 9 — triplets

No triplets yet.

Step 3 — statistical model detail

No.W. freqEMAGapZBayesMarkovMonte Carlo
3650%50%/8.20.0012.2%12.2%13.2%
0650%50%/8.20.0012.2%12.2%13.1%
0850%50%/8.20.0012.2%12.2%13.0%
0550%50%/8.20.0012.2%12.2%13.0%
1150%50%/8.20.0012.2%12.2%13.0%
3150%50%/8.20.0012.2%12.2%13.0%
1550%50%/8.20.0012.2%12.2%12.9%
2650%50%/8.20.0012.2%12.2%12.9%
3050%50%/8.20.0012.2%12.2%12.9%
1950%50%/8.20.0012.2%12.2%12.8%
3750%50%/8.20.0012.2%12.2%12.8%
1650%50%/8.20.0012.2%12.2%12.8%

Sample 0 draws · entropy 0.000 of 5.615 (0% of maximum randomness).

Step 10 — component scoreboard (out-of-sample)

Needs at least 20 stored draws and one active strategy.

Core engine: your strategy formula. Statistical models: validation and enhancement. Backtesting: performance judge. Actual draws: feedback. The original strategy is never overwritten by a differing statistical ranking.