Tag Coefficient Debug: ADAPTOGENIC

Fold 4 - Understanding why coefficient -73366572 was selected

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Summary

Tag: ADAPTOGENIC

Selected Coefficient: -73366572

Taxonomy Path: -0.69.69.62.2

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?
-733665721.014085-0.69.69.62.2-2.62.69.69.0 (-(2*71^4 + 62*71^3 + 69*71^2 + 69*71))Yes
01.01408500 (0)No
-14873212.000000-13.3.11.4-4.11.3.13 (-(4*71^3 + 11*71^2 + 3*71 + 13))No

Products with this Tag

These are the training products that have the "ADAPTOGENIC" tag (processing sequence 185). 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
3083Dr Mercola Fermented Black Garlic0KETOGENIC73366572ANTIOXIDANT, COLDS
3084Dr Mercola Fermented Mushroom Complex (Organic)-1487321ORGANIC, KETOGENIC71879251ANTIOXIDANT, GUT HEALTH
3063Dr Mercola Black Seed Oil (Organic)-73366572KETOGENIC0DETOX, DIGESTIVE