Tag Coefficient Debug: 40

Fold 3 - Understanding why coefficient -511762 was selected

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Summary

Tag: 40

Selected Coefficient: -511762

Taxonomy Path: -0.0.3.1

Taxonomy Name:

Products with this tag: 4

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?
-5117621.012818-0.0.3.1-1.3.0.0 (-(493039 + 3*79^2))Yes
01.01281800 (0)No
29770361.0253160.1.3.66.3.1.0 (6*79^3 + 3*79^2 + 79)No
380793.0000001.8.66.8.1 (6*79^2 + 8*79 + 1)Apparel & Accessories > Shoes > SandalsNo

Products with this Tag

These are the training products that have the "40" tag (processing sequence 3196). 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
13232Sparkling Celebration "40" Beverage Napkins | 16 ct2977036BEVERAGE NAPKINS3488798none
11816OUNKA <br><span class="second-name">Mule cuir tissu coloré</span>38079Apparel & Accessories > Shoes > Sandalsnone549841none
13234Sparkling Celebration "40" Round Plates, 7" | 8 ct07"511762none
8130Mens Motorcycle Biker Leather Black Vest Heavy Cowhide with side laces-511762BIKER VEST0none