Tag Coefficient Debug: BEEF

Fold 2 - Understanding why coefficient -83236217 was selected

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Summary

Tag: BEEF

Selected Coefficient: -83236217

Taxonomy Path: -0.0.65.10.2

Taxonomy Name:

Products with this tag: 4

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?
-832362170.000320-0.0.65.10.2-2.10.65.0.0 (-(2*79^4 + 10*79^3 + 65*79^2))Yes
00.00032000 (0)No

Products with this Tag

These are the training products that have the "BEEF" tag (processing sequence 3041). 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
21554Chunky Beef & Mushroom Pie0PIE83236217none
21579Chilli Beef Mince Pie0PIE83236217none
21587Cottage Pie-83236217PIE0none
21703Mince, Mash, Mushy Pea Pie-83236217PIE0none