Tag Coefficient Debug: PERSONALIZED GIFT

Fold 4 - Understanding why coefficient 144731928 was selected

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Summary

Tag: PERSONALIZED GIFT

Selected Coefficient: 144731928

Taxonomy Path: 14.11.10.4.3

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?
1447319280.00000214.11.10.4.33.4.10.11.14 (3*83^4 + 4*83^3 + 10*83^2 + 11*83 + 14)Yes
2402203570.00000214.11.10.5.55.5.10.11.14 (5*83^4 + 5*83^3 + 10*83^2 + 11*83 + 14)No

Products with this Tag

These are the training products that have the "PERSONALIZED GIFT" tag (processing sequence 5065). 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
29536Funny Custom Rating Coffee Mug240220357none95488429none
17170Personalized Photo Plates Custom Plates Customized with any image, logo, or design, Customizable gifts for any occasion144731928none0none