Tag Coefficient Debug: NATURE

Fold 2 - Understanding why coefficient -548815700 was selected

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Summary

Tag: NATURE

Selected Coefficient: -548815700

Taxonomy Path: -14.11.10.7.14

Taxonomy Name:

Products with this tag: 4

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?
-5488157003.000000-14.11.10.7.14-14.7.10.11.14 (-(14*79^4 + 7*79^3 + 10*79^2 + 11*79 + 14))Yes
-84130353.000000-9.2.5.17-17.5.2.9 (-(17*79^3 + 5*79^2 + 2*79 + 9))No
03.00000000 (0)No
2355355123.00000014.2.57.3.66.3.57.2.14 (6*79^4 + 3*79^3 + 57*79^2 + 2*79 + 14)No

Products with this Tag

These are the training products that have the "NATURE" tag (processing sequence 2133). 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
7871Roebling Suspension Bridge, Early Morning235535512BLUE, RED, OIL, HORIZONTAL, MEDIUM SIZE784351212none
11245Nomination Composable Classic Link You And Me Our Story0LINK548815700Home & Garden > Kitchen & Dining > Tableware > Serveware > Serving Bowlsnone
71791.5" Lumberjack Set-8413035BASE_ROYAL ICING, COLOR_ASSORTED540402665OUTDOORS, SIZE_1.5"
11237Nomination Composable Classic Link, Silver Daisy, Yellow CZ-548815700LINK, CLASSIC0none