Tag Coefficient Debug: CIRCLE

Fold 4 - Understanding why coefficient -2565941 was selected

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Summary

Tag: CIRCLE

Selected Coefficient: -2565941

Taxonomy Path: -1.1.12.7

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?
-25659413.014085-1.1.12.7-7.12.1.1 (-(7*71^3 + 12*71^2 + 71 + 1))Yes
-155503.014085-1.6.3-3.6.1 (-(3*71^2 + 6*71 + 1))No
04.00000000 (0)No
250434.00000051.68.44.68.51 (4*71^2 + 68*71 + 51)No
407554.0000001.6.88.6.1 (8*71^2 + 6*71 + 1)Apparel & Accessories > Jewelry > NecklacesNo

Products with this Tag

These are the training products that have the "CIRCLE" tag (processing sequence 563). 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
250Charmed Mandala Necklace40755Apparel & Accessories > Jewelry > Necklacesnone2606696DAINTY
272Rise Above Multi Strand Necklace25043ADJUSTABLE, ALYCIÆNGEL2590984COACHELLA, DAINTY
259Golden Wreath Earrings0EARRINGS2565941Apparel & Accessories > Clothing > Pants > Joggersnone
228St Christopher Medal Rose Quartz Necklace-15550ADJUSTABLE, ALYCIÆNGEL2550391none
5437Airbrush Scorpio Szn Shirt Design-2565941DESIGN, GREEN0none