Tag Coefficient Debug: LIFESTYLE

Fold 4 - Understanding why coefficient -5997681 was selected

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Summary

Tag: LIFESTYLE

Selected Coefficient: -5997681

Taxonomy Path: -1.1.13.12

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?
-59976813.000000-1.1.13.12-12.13.1.1 (-(12*79^3 + 13*79^2 + 79 + 1))Yes
-5982533.000000-65.67.16.1-1.16.67.65 (-(493039 + 16*79^2 + 67*79 + 65))No
25213643.0000000.0.9.55.9.0.0 (5*79^3 + 9*79^2)No
5158127563.00000031.4.15.19.1313.19.15.4.31 (13*79^4 + 19*79^3 + 15*79^2 + 4*79 + 31)No

Products with this Tag

These are the training products that have the "LIFESTYLE" tag (processing sequence 1904). 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
8699Sistas Sisters Melanin Woman Blue and White Clothes Matching Outfit Classy Ladies SVG PNG JPG Cutting Files Vector Designs Print515812756CASUAL, BEAUTY, FEMALE521810437PORTRAIT
11223Savvy Cropped Button Down Shirt2521364100-150, DPA-CLOTHING, ECO-CONSCIOUS8519045none
12210Casually Jelly Tote Bag-598253ACCESSORIES5399428none
6591Aurora Ruched Maxi Dress-5997681BLUE, 100-150, DPA-CLOTHING0none