Tag Coefficient Debug: BIRTHDAY

Fold 1 - Understanding why coefficient -128561191 was selected

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Summary

Tag: BIRTHDAY

Selected Coefficient: -128561191

Taxonomy Path: -0.8.14.4.5

Taxonomy Name:

Products with this tag: 5

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?
-1285611913.014085-0.8.14.4.5-5.4.14.8.0 (-(5*71^4 + 4*71^3 + 14*71^2 + 8*71))Yes
-254063553.014085-70.66.69.70-70.69.66.70 (-(70*71^3 + 69*71^2 + 66*71 + 70))No
03.01408500 (0)No
29288933.0140851.1.13.88.13.1.1 (8*71^3 + 13*71^2 + 71 + 1)Apparel & Accessories > Clothing > Clothing Tops > T-ShirtsNo
306584.00000057.5.66.5.57 (6*71^2 + 5*71 + 57)No

Products with this Tag

These are the training products that have the "BIRTHDAY" tag (processing sequence 1431). 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
5412Airbrush Birthday B*tch With Butterflies Design2928893Apparel & Accessories > Clothing > Clothing Tops > T-Shirtsnone131490084none
2230Angel Wing Ear Climbers30658GOLD128591849none
2732Box of 36 Luxury Belgian Chocolates0GIFT BOX128561191none
6186Zeta Phi Beta Key Chain Tag-25406355CELEBRATE, HERS, SMALL103154836HANDMADE
6175Zeta Phi Beta 10" Ceramic White Vase-128561191CELEBRATE0none