Tag Coefficient Debug: ALLERGIES

Fold 1 - Understanding why coefficient -73949451 was selected

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Summary

Tag: ALLERGIES

Selected Coefficient: -73949451

Taxonomy Path: -0.77.77.70.1

Taxonomy Name:

Products with this tag: 2

Unique residual values tried: 2

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?
-739494511.000000-0.77.77.70.1-1.70.77.77.0 (-(38950081 + 70*79^3 + 77*79^2 + 77*79))Yes
157388472191.00000013.1.9.6.9.55.9.6.9.1.13 (5*79^5 + 9*79^4 + 6*79^3 + 9*79^2 + 79 + 13)Health & Beauty > Health Care > Fitness & Nutrition > Vitamins & Supplements > Single Vitamins > Vitamin DNo

Products with this Tag

These are the training products that have the "ALLERGIES" tag (processing sequence 3233). 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 & K215738847219Health & Beauty > Health Care > Fitness & Nutrition > Vitamins & Supplements > Single Vitamins > Vitamin Dnone15812796670DEPRESSION
3063Dr Mercola Black Seed Oil (Organic)-73949451DIGESTIVE0HAIR CARE, DEPRESSION