Tag Coefficient Debug: AOP

Fold 1 - Understanding why coefficient -1591535 was selected

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Summary

Tag: AOP

Selected Coefficient: -1591535

Taxonomy Path: -1.1.18.3

Taxonomy Name:

Products with this tag: 3

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?
-15915352.000000-1.1.18.3-3.18.1.1 (-(3*79^3 + 18*79^2 + 79 + 1))Yes
-9416792.000000-78.69.71.1-1.71.69.78 (-(493039 + 71*79^2 + 69*79 + 78))No
-5990432.000000-65.77.16.1-1.16.77.65 (-(493039 + 16*79^2 + 77*79 + 65))No

Products with this Tag

These are the training products that have the "AOP" tag (processing sequence 447). 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
10449Neutral Curves Vegan Leather Mini Clutch Bag-599043ACCESSORIES992492ASSEMBLED IN THE USA
496Colored Witchy Women's Low Top Sneakers-941679ALL OVER PRINT649856SUBLIMATION, WOMEN'S CLOTHING
249Accessory Pouch-1591535POUCHES, ACCESSORIES, ALL OVER PRINT0ASSEMBLED IN THE USA, SUBLIMATION