Tag Coefficient Debug: FIRST AID

Fold 1 - Understanding why coefficient -1223316 was selected

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Summary

Tag: FIRST AID

Selected Coefficient: -1223316

Taxonomy Path: -1.1.38.2

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?
-12233161.000000-1.1.38.2-2.38.1.1 (-(2*79^3 + 38*79^2 + 79 + 1))Yes
01.00000000 (0)No

Products with this Tag

These are the training products that have the "FIRST AID" tag (processing sequence 1385). 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
3080Absolute Essential Bergamot Essential Oil (Organic)0ORGANIC, DEODORANT, ANTISEPTIC, AROMATHERAPY, DIGESTION1223316none
2969Barrier Gold Kānuka Essential Oil (Organic)-1223316ORGANIC, ACNE, ALLERGY, ANTISEPTIC, AROMATHERAPY, ARTHRITIS, BEACH, ECZEMA0JOINT FUNCTION, TOPICAL REMEDIES