Tag Coefficient Debug: FIRST AID

Fold 1 - Understanding why coefficient -1174625 was selected

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Summary

Tag: FIRST AID

Selected Coefficient: -1174625

Taxonomy Path: -1.1.20.3

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?
-11746251.000000-1.1.20.3-3.20.1.1 (-(3*71^3 + 20*71^2 + 71 + 1))Yes
02.00000000 (0)No

Products with this Tag

These are the training products that have the "FIRST AID" tag (processing sequence 747). 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
3080Absolute Essential Bergamot Essential Oil (Organic)0ORGANIC, DEODORANT, BALANCE1174625Apparel & Accessories > Clothing > Swimwear > Swim Boxersnone
2969Barrier Gold Kānuka Essential Oil (Organic)-1174625ORGANIC, BEACH0none
3088Natural Solutions 100% Pure East Cape Mānuka Oil-1174625ORGANIC, BEACH0none