Tag Coefficient Debug: ALL NATURAL

Fold 0 - Understanding why coefficient -756225 was selected

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Summary

Tag: ALL NATURAL

Selected Coefficient: -756225

Taxonomy Path: -4.1.8.2

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?
-7562252.014085-4.1.8.2-2.8.1.4 (-(2*71^3 + 8*71^2 + 71 + 4))Yes
-7411732.014085-4.2.5.2-2.5.2.4 (-(2*71^3 + 5*71^2 + 2*71 + 4))No
-14722693.000000-13.4.8.4-4.8.4.13 (-(4*71^3 + 8*71^2 + 4*71 + 13))No
-14217133.000000-9.2.69.3-3.69.2.9 (-(3*71^3 + 69*71^2 + 2*71 + 9))No

Products with this Tag

These are the training products that have the "ALL NATURAL" tag (processing sequence 203). 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
2773ChocoEve Organic Hot Chocolate - Dark-741173ORGANIC15052DARK CHOCOLATE, CHOCOEVE
2768ChocoEve Matcha Green Tea Chocolate Disks-756225ORGANIC0CHOCOEVE
2763ChocoEve 8 Piece Gift Box-1421713MILK CHOCOLATE, GIFT BOX-665488DARK CHOCOLATE, CHOCOEVE
2772ChocoEve Hot Chocolate - Milk Chocolate-1472269ORGANIC, MILK CHOCOLATE-716044CHOCOEVE