Tag Coefficient Debug: MD

Fold 1 - Understanding why coefficient -1497249 was selected

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Summary

Tag: MD

Selected Coefficient: -1497249

Taxonomy Path: -1.1.13.4

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?
-14972493.000000-1.1.13.4-4.13.1.1 (-(4*71^3 + 13*71^2 + 71 + 1))Yes
-4436083.000000-0.0.17.1-1.17.0.0 (-(357911 + 17*71^2))No
32868043.0000001.1.13.99.13.1.1 (9*71^3 + 13*71^2 + 71 + 1)Apparel & Accessories > Clothing > Clothing Tops > Tank TopsNo
43147603.00000019.66.3.1212.3.66.19 (12*71^3 + 3*71^2 + 66*71 + 19)No

Products with this Tag

These are the training products that have the "MD" tag (processing sequence 1652). 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
8878Mercedes Benz AMG Petronas F1 Water Bottle-Black4314760BLACK, KIDS, 2022, WOMEN, ACCESSORIES, ADULT5812009none
8670BMW Motorsports Puma Beanie- Black3286804Apparel & Accessories > Clothing > Clothing Tops > Tank TopsBLACK, ACCESSORIES, ADULT4784053none
8719Red Bull Racing F1 Lanyard - Navy-443608NAVY, ACCESSORIES1053641none
6671Mercedes AMG Petronas F1 2023 Women's Driver T-Shirt - Black/White-1497249BLACK, WHITE, LEWIS HAMILTON, GEORGE RUSSELL, WOMEN0none