Tag Coefficient Debug: CASUAL-SHOES

Fold 3 - Understanding why coefficient 31758 was selected

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Summary

Tag: CASUAL-SHOES

Selected Coefficient: 31758

Taxonomy Path: 0.7.5

Taxonomy Name:

Products with this tag: 6

Unique residual values tried: 5

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?
317583.0126580.7.55.7.0 (5*79^2 + 7*79)Yes
03.02531600 (0)No
-500885.000000-2.2.8-8.2.2 (-(8*79^2 + 2*79 + 2))No
-250445.000000-1.1.4-4.1.1 (-(4*79^2 + 79 + 1))No
568025.0000001.8.99.8.1 (9*79^2 + 8*79 + 1)Apparel & Accessories > Shoes > FlatsNo

Products with this Tag

These are the training products that have the "CASUAL-SHOES" tag (processing sequence 935). 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
11879Wallabees56802Apparel & Accessories > Shoes > Flatsnone25044Apparel & Accessories > Clothing > DressesPATTERNED, SIZE-10, SIZE-7-5
11836Baldwin Penny Loafers31758BROWN0none
11891Dayton Woven Penny Loafers31758BROWN0none
11858Desert One Chelsea Boots0SUEDE-31758DAVID-EDWARDS, FALL, SIZE-10, SIZE-7
11831Desert Boots-25044SUEDE, 100-150-56802FALL, PATTERNED, SALE, SIZE-7
10415Colden Chukka Boots-50088SUEDE, BROWN, 100-150-81846FALL, SIZE-10