Tag Coefficient Debug: FEMALE

Fold 2 - Understanding why coefficient -4025525 was selected

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Summary

Tag: FEMALE

Selected Coefficient: -4025525

Taxonomy Path: -1.1.13.8

Taxonomy Name:

Products with this tag: 3

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?
-40255251.000000-1.1.13.8-8.13.1.1 (-(8*79^3 + 13*79^2 + 79 + 1))Yes
828932202.00000021.3.10.10.22.10.10.3.21 (2*79^4 + 10*79^3 + 10*79^2 + 3*79 + 21)No

Products with this Tag

These are the training products that have the "FEMALE" tag (processing sequence 1366). 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
8152Winter (3 Pets) - Custom Pet Canvas82893220CATS, DOGS86918745none
1460Aniela Dress in Blush-4025525APPAREL, CLOTHING, DRESSES0none
1484Zoe Dress in Gingham-4025525APPAREL, CLOTHING, DRESSES0none