Tag Coefficient Debug: APPLE

Fold 3 - Understanding why coefficient -55538 was selected

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Summary

Tag: APPLE

Selected Coefficient: -55538

Taxonomy Path: -16.1.11

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?
-555383.000000-16.1.11-11.1.16 (-(11*71^2 + 71 + 16))Yes
-204543.000000-6.4.4-4.4.6 (-(4*71^2 + 4*71 + 6))No
-102273.000000-3.2.2-2.2.3 (-(2*71^2 + 2*71 + 3))No
03.00000000 (0)No

Products with this Tag

These are the training products that have the "APPLE" tag (processing sequence 144). 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
5983USB4 40Gbps Cable08K55538HIGH SPEED
4239MOS 6502 Microprocessor - The Hobbyist's Microprocessor - Atari, Apple-10227MICROPROCESSOR, 650245311none
4086Item034: Apple Microprocessor Pendant - PowerPC, IBM, Canada, PPC750-20454PENDANT, MICROPROCESSOR, MEMORY35084MOTOROLA
3857The MOS 6502 - The Hobbyist's Microprocessor Rare MCS6502 Version-55538MICROPROCESSOR, GOLD, WHITE0none