Tag Coefficient Debug: LAPTOP

Fold 1 - Understanding why coefficient -505772 was selected

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Summary

Tag: LAPTOP

Selected Coefficient: -505772

Taxonomy Path: -14.3.2.1

Taxonomy Name:

Products with this tag: 3

Unique residual values tried: 3

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?
-5057722.000000-14.3.2.1-1.2.3.14 (-(493039 + 2*79^2 + 3*79 + 14))Yes
02.00000000 (0)No
6253012.00000016.15.21.11.21.15.16 (493039 + 21*79^2 + 15*79 + 16)No

Products with this Tag

These are the training products that have the "LAPTOP" tag (processing sequence 3210). 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
4169Item029: Computer Circuit Board Pendant - Laptop, Square, Blue and Silver625301PENDANT, ECB1131073none
6010USB-C to USB-B 3.0 Cable0CABLES505772Home & Garden > Decor > Artificial Flora > Artificial Flowering Plantsnone
4120Item046: Laptop Circuit Board Pendant - Silver, Blue, Black, Copper, Cartouche-505772PENDANT, GIFT0none