Tag Coefficient Debug: BRAIN HEALTH

Fold 4 - Understanding why coefficient -197764900 was selected

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Summary

Tag: BRAIN HEALTH

Selected Coefficient: -197764900

Taxonomy Path: -13.1.9.6.5

Taxonomy Name:

Products with this tag: 4

Unique residual values tried: 4

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?
-1977649002.012658-13.1.9.6.5-5.6.9.1.13 (-(5*79^4 + 6*79^3 + 9*79^2 + 79 + 13))Yes
1965973332.01265866.73.58.3.55.3.58.73.66 (5*79^4 + 3*79^3 + 58*79^2 + 73*79 + 66)No
-465082743.000000-26.4.26.15.1-1.15.26.4.26 (-(38950081 + 15*79^3 + 26*79^2 + 4*79 + 26))No
157362820763.0000000.0.72.0.9.55.9.0.72.0.0 (5*79^5 + 9*79^4 + 72*79^2)No

Products with this Tag

These are the training products that have the "BRAIN HEALTH" tag (processing sequence 3847). 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
3086Dr Mercola Vitamins D3 & K215736282076WOMEN'S HEALTH, IMMUNITY, ADAPTOGENIC, DETOX, BLOOD PRESSURE, DEPRESSION15934046976WELL-BEING
3058Coyne Healthcare Purest Omega Oils 1000mg196597333OIL, IMMUNITY, BREASTFEEDING, REPRODUCTIVE HEALTH, ACNE394362233WELL-BEING
3063Dr Mercola Black Seed Oil (Organic)-46508274DIGESTIVE, WOMEN'S HEALTH, IMMUNITY, ADAPTOGENIC, DETOX, BLOOD PRESSURE, DEPRESSION, HAIR CARE151256626WELL-BEING
19881Maca Root Extract-197764900SEXUAL HEALTH, SIMPLE EXTRACTS0none