Tag Coefficient Debug: BRAIN HEALTH

Fold 2 - 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: 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?
-1977649000.012818-13.1.9.6.5-5.6.9.1.13 (-(5*79^4 + 6*79^3 + 9*79^2 + 79 + 13))Yes
-1149405890.012979-13.1.10.75.2-2.75.10.1.13 (-(2*79^4 + 75*79^3 + 10*79^2 + 79 + 13))No
-20410570.037975-13.3.11.4-4.11.3.13 (-(4*79^3 + 11*79^2 + 3*79 + 13))No

Products with this Tag

These are the training products that have the "BRAIN HEALTH" tag (processing sequence 3132). 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
3059Dr Mercola Antarctic Krill Oil Omega 3-2041057IMMUNE, BREASTFEEDING, OILS195723843KETOSIS
3063Dr Mercola Black Seed Oil (Organic)-114940589IMMUNE, OILS82824311DIGESTIVE, BLOOD PRESSURE, WELLNESS, ALLERGIES, KETOSIS, DEPRESSION, HAIR CARE
3058Coyne Healthcare Purest Omega Oils 1000mg-197764900ANTIOXIDANT, BREASTFEEDING, ADRENAL0none
19881Maca Root Extract-197764900LIBIDO, SEXUAL HEALTH0none