Tag Coefficient Debug: PERSONALIZED SIGN

Fold 1 - Understanding why coefficient 158710 was selected

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Summary

Tag: PERSONALIZED SIGN

Selected Coefficient: 158710

Taxonomy Path: 14.3.23

Taxonomy Name:

Products with this tag: 5

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?
1587102.00014514.3.2323.3.14 (23*83^2 + 3*83 + 14)Yes
3447132.00029014.3.5050.3.14 (50*83^2 + 3*83 + 14)No
44.00000044 (4)No
2694.00000020.33.20 (3*83 + 20)No

Products with this Tag

These are the training products that have the "PERSONALIZED SIGN" tag (processing sequence 5710). 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
9669Personalized She Shed Sign, She Shed Gift, Pink Heart Glitter Custom Woman's Shed Sign, Cute She Shed Decor, Door Sign Shed Signage 2-SHE002344713none186003none
9657Personalized Gnome Sign, Buffalo Plaid Truck Gnome Fall Metal Sign, Round Gnome Signs, Autumn Pumpkin Patch Fall Gnome Decor Custom 7-FAL009158710none0none
17603Kindly Remove Your Shoes Sign, Kindly Remove Your Shoes Plaque, Welcome Sign, Welcome Plaque, Remove Your Shoes Slate Plaque, Slate Plaque158710none0none
29478Wedding Welcome Sign Modern Midcentury Escort Card Display Sign Acrylic Layered Wedding Sign Custom Wedding Place Card Sign269none-158441none
9642Personalized Boys Penguin Sign, Christian Door Sign for Kids, Nursery Name Sign, Baby Boy Gift Bedroom Door Sign, Custom Baby GIft B-SCR0044none-158706none