Tag Coefficient Debug: TOPICAL

Fold 1 - Understanding why coefficient -1253894 was selected

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Summary

Tag: TOPICAL

Selected Coefficient: -1253894

Taxonomy Path: -13.1.16.2

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?
-12538941.000000-13.1.16.2-2.16.1.13 (-(2*83^3 + 16*83^2 + 83 + 13))Yes
71511.00000013.3.11.3.13 (6889 + 3*83 + 13)No

Products with this Tag

These are the training products that have the "TOPICAL" tag (processing sequence 5100). 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
19977Warming Muscle Balm7151none1261045none
3121Kiwiherb De-Stuff Rub (Organic)-1253894FLU, CONGESTION, CHILDREN'S0none