Tag Coefficient Debug: UNIVERSAL

Fold 1 - Understanding why coefficient -12482 was selected

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Summary

Tag: UNIVERSAL

Selected Coefficient: -12482

Taxonomy Path: -0.0.2

Taxonomy Name:

Products with this tag: 4

Unique residual values tried: 3

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?
-124821.000160-0.0.2-2.0.0 (-(2*79^2))Yes
01.00032000 (0)No
1972788933.00000014.11.10.5.55.5.10.11.14 (5*79^4 + 5*79^3 + 10*79^2 + 11*79 + 14)Home & Garden > Kitchen & Dining > Tableware > Drinkware > MugsNo

Products with this Tag

These are the training products that have the "UNIVERSAL" tag (processing sequence 3211). 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
11016"Mondays Are for Learning" Mug197278893Home & Garden > Kitchen & Dining > Tableware > Drinkware > Mugsnone197291375none
7869Thelonious Monk, John Coltrane - Thelonious Monk With John Coltrane0_FORMAT_LP12482none
8595Tito Puente - Para Los Rumberos-12482_FORMAT_LP0none
18528V/A - Lion King (Orange Vinyl)-12482_FORMAT_LP0none