Tag Coefficient Debug: ADAPTOGENIC

Fold 3 - Understanding why coefficient -112899532 was selected

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Summary

Tag: ADAPTOGENIC

Selected Coefficient: -112899532

Taxonomy Path: -0.77.77.70.2

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?
-1128995321.012658-0.77.77.70.2-2.70.77.77.0 (-(2*79^4 + 70*79^3 + 77*79^2 + 77*79))Yes
01.01265800 (0)No
-20410572.000000-13.3.11.4-4.11.3.13 (-(4*79^3 + 11*79^2 + 3*79 + 13))No

Products with this Tag

These are the training products that have the "ADAPTOGENIC" tag (processing sequence 382). 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
3064Dr Mercola Fermented Beta Glucans0KETOGENIC112899532ANTIOXIDANT, COLDS
3084Dr Mercola Fermented Mushroom Complex (Organic)-2041057ORGANIC, KETOGENIC110858475ANTIOXIDANT, DAIRY FREE, GUT HEALTH
3063Dr Mercola Black Seed Oil (Organic)-112899532KETOGENIC0HAIR CARE, INFLAMMATION, KETOSIS