Tag Coefficient Debug: BRAIN HEALTH

Fold 2 - Understanding why coefficient -240784424 was selected

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Summary

Tag: BRAIN HEALTH

Selected Coefficient: -240784424

Taxonomy Path: -13.1.9.6.5

Taxonomy Name:

Products with this tag: 3

Unique residual values tried: 3

Candidate Coefficients Tried

The algorithm tries each unique residual value as a candidate coefficient and selects the one with the lowest total p-adic loss. The selected row is highlighted.

Candidate Value Total P-adic Loss Taxonomy Path P-adic Expansion Taxonomy Name Selected?
-2407844242.000000-13.1.9.6.5-5.6.9.1.13 (-(5*83^4 + 6*83^3 + 9*83^2 + 83 + 13))Yes
2847499262.0000000.0.0.0.66.0.0.0.0 (6*83^4)No
5255343502.00000013.1.9.6.1111.6.9.1.13 (11*83^4 + 6*83^3 + 9*83^2 + 83 + 13)No

Products with this Tag

These are the training products that have the "BRAIN HEALTH" tag (processing sequence 3541). The residual is the encoded taxonomy value minus all coefficients from previously processed tags.

Product ID Title Residual Before Taxonomy Before Tags Already Processed Residual After Taxonomy After Tags Not Yet Processed
3058Coyne Healthcare Purest Omega Oils 1000mg525534350none766318774OMEGA, OIL, CIRCULATION, REPRODUCTIVE HEALTH
3059Dr Mercola Antarctic Krill Oil Omega 3284749926IMMUNE525534350OMEGA
3086Dr Mercola Vitamins D3 & K2-240784424VITAMIN D, IMMUNE0BLOOD PRESSURE, DETOX, ALLERGIES, RECOVERY, WELLNESS