Tag Coefficient Debug: MOTHERS

Fold 1 - Understanding why coefficient -251 was selected

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Summary

Tag: MOTHERS

Selected Coefficient: -251

Taxonomy Path: -14.3

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?
-2511.000000-14.3-3.14 (-(3*79 + 14))Yes
1961859931.0000000.2.72.2.55.2.72.2.0 (5*79^4 + 2*79^3 + 72*79^2 + 2*79)No

Products with this Tag

These are the training products that have the "MOTHERS" tag (processing sequence 3188). 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
3181Ultimate Life Natural Vitamin E Cream196185993LIVER196186244BABIES
8556Triple Moon - Magic Candle Holder-251CANDLES, CANDLE HOLDER0none