Tag Coefficient Debug: PERSONALIZED SIGN

Fold 0 - Understanding why coefficient 143794 was selected

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Summary

Tag: PERSONALIZED SIGN

Selected Coefficient: 143794

Taxonomy Path: 14.3.23

Taxonomy Name: Home & Garden > Decor > Decorative Plaques

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?
1437941.00000014.3.2323.3.14 (23*79^2 + 3*79 + 14)Home & Garden > Decor > Decorative PlaquesYes
02.00000000 (0)No

Products with this Tag

These are the training products that have the "PERSONALIZED SIGN" tag (processing sequence 2453). 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
9657Personalized Gnome Sign, Buffalo Plaid Truck Gnome Fall Metal Sign, Round Gnome Signs, Autumn Pumpkin Patch Fall Gnome Decor Custom 7-FAL009143794Home & Garden > Decor > Decorative Plaquesnone0none
17603Kindly Remove Your Shoes Sign, Kindly Remove Your Shoes Plaque, Welcome Sign, Welcome Plaque, Remove Your Shoes Slate Plaque, Slate Plaque143794Home & Garden > Decor > Decorative Plaquesnone0none
9705Robotics Engineering Sign, Robotics Engineering Gift, Robotics Engineering Sign, Engineer Decor, Engineer Graduation Gift Q-SSO0210METAL SIGN-143794none