Tag Coefficient Debug: ESSENTIAL

Fold 3 - Understanding why coefficient -397 was selected

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Summary

Tag: ESSENTIAL

Selected Coefficient: -397

Taxonomy Path: -2.5

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?
-3971.000000-2.5-5.2 (-(5*79 + 2))Yes
01.00000000 (0)No

Products with this Tag

These are the training products that have the "ESSENTIAL" tag (processing sequence 3177). 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
3075Absolute Essential Baby Oil: Rose & Chamomile0NEWBORNS397CRADLE CAP, INFANTS, MASSAGE, RELAXATION
3078Absolute Essential Baby & Child: Tummy Blend (Organic)-397GAS0MASSAGE, RELAXATION