Tag Coefficient Debug: CHEST

Fold 4 - Understanding why coefficient -239530530 was selected

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Summary

Tag: CHEST

Selected Coefficient: -239530530

Taxonomy Path: -0.0.76.3.5

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?
-2395305302.000000-0.0.76.3.5-5.3.76.0.0 (-(5*83^4 + 3*83^3 + 76*83^2))Yes
-1103202.000000-13.1.16-16.1.13 (-(16*83^2 + 83 + 13))No
5962.00000015.77.15 (7*83 + 15)No

Products with this Tag

These are the training products that have the "CHEST" tag (processing sequence 6211). 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
22083Front Utility Pack Accessory596none239531126none
19825Elecampane Extract-110320LUNGS, SIMPLE EXTRACTS239420210none
3117Kiwiherb Children's Echinature (Organic)-239530530IMMUNE0none