Tag Coefficient Debug: AMERICA

Fold 3 - Understanding why coefficient -4025525 was selected

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Summary

Tag: AMERICA

Selected Coefficient: -4025525

Taxonomy Path: -1.1.13.8

Taxonomy Name:

Products with this tag: 8

Unique residual values tried: 4

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?
-40255255.000000-1.1.13.8-8.13.1.1 (-(8*79^3 + 13*79^2 + 79 + 1))Yes
05.00000000 (0)No
-64471136.000002-2.2.6.13-13.6.2.2 (-(13*79^3 + 6*79^2 + 2*79 + 2))No
-5306456.000002-2.2.6.1-1.6.2.2 (-(493039 + 6*79^2 + 2*79 + 2))No

Products with this Tag

These are the training products that have the "AMERICA" tag (processing sequence 3806). 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
11965Leather Heritage Belt - Dark Brown0BELTS4025525Apparel & Accessories > Clothing > Clothing Tops > T-Shirtsnone
11970American Flag Ribbon Belt0RIBBON BELTS4025525Apparel & Accessories > Clothing > Clothing Tops > T-Shirtsnone
11966Leather Heritage Belt - Light Brown0BELTS4025525Apparel & Accessories > Clothing > Clothing Tops > T-Shirtsnone
17657Liberty Floral Dog Bandana-530645GIRLY, DOG BANDANA3494880none
46Patriotic ‘Thin Blue America’ Capri Leggings-4025525LEGGINGS, APPAREL0none
43Patriotic ‘AMERICA’ Capri Leggings-4025525LEGGINGS, APPAREL0none
42Patriotic ‘AMERICA’ Bikini-4025525BIKINI, APPAREL0none
44Patriotic ‘AMERICA’ Women’s Crop Tee-6447113SHIRT, APPAREL-2421588CROP TOP