Tag Coefficient Debug: GIRL BIRTHDAY

Fold 1 - Understanding why coefficient -14788 was selected

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Summary

Tag: GIRL BIRTHDAY

Selected Coefficient: -14788

Taxonomy Path: -14.12.2

Taxonomy Name:

Products with this tag: 2

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?
-147881.000000-14.12.2-2.12.14 (-(2*83^2 + 12*83 + 14))Yes
01.00000000 (0)No

Products with this Tag

These are the training products that have the "GIRL BIRTHDAY" tag (processing sequence 5013). 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
29508Happy Birthday Yard Signs0BOY BIRTHDAY14788none
10538Dinosaur Shapes-14788KOSHER, BOY BIRTHDAY0none