Tag Coefficient Debug: GUT HEALTH

Fold 1 - Understanding why coefficient -1487321 was selected

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Summary

Tag: GUT HEALTH

Selected Coefficient: -1487321

Taxonomy Path: -13.3.11.4

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?
-14873211.000000-13.3.11.4-4.11.3.13 (-(4*71^3 + 11*71^2 + 3*71 + 13))Yes
01.00000000 (0)No

Products with this Tag

These are the training products that have the "GUT HEALTH" tag (processing sequence 1371). 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
3112Hemp Connect Hemp Hearts - ON SALE!0KETOGENIC, ALL AGES1487321Health & Beauty > Personal Care > Massage & Relaxation > Massage OilRAW
3084Dr Mercola Fermented Mushroom Complex (Organic)-1487321ORGANIC, KETOGENIC0none