Tag Coefficient Debug: TEENS

Fold 3 - Understanding why coefficient -4025525 was selected

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Summary

Tag: TEENS

Selected Coefficient: -4025525

Taxonomy Path: -1.1.13.8

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?
-40255252.000000-1.1.13.8-8.13.1.1 (-(8*79^3 + 13*79^2 + 79 + 1))Yes
-24339903.000000-0.0.74.4-4.74.0.0 (-(4*79^3 + 74*79^2))No
-14542363.000000-4.1.75.2-2.75.1.4 (-(2*79^3 + 75*79^2 + 79 + 4))No

Products with this Tag

These are the training products that have the "TEENS" tag (processing sequence 2877). 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
5382Airbrush Born in the 80s Shirt Design-1454236DESIGN, PINK, BRICKS, 90S, BABY, T-SHIRT2571289none
5497Airbrush Hot Girl Shirt Design-2433990DESIGN, PINK, COLOR, T-SHIRT1591535Apparel & Accessories > Clothing > Socks > Crew Socksnone
5500Airbrush Taurus Shirt Design-4025525DESIGN, PINK, ORANGE, COLOR, T-SHIRT0none
9488Airbrush Beyonce Renaissance Tour Shirt-4025525DESIGN, PINK, BLUE, HEARTS, T-SHIRT0none