Tag Coefficient Debug: ANTI-INFLAMMATORY

Fold 3 - Understanding why coefficient -277698608 was selected

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Summary

Tag: ANTI-INFLAMMATORY

Selected Coefficient: -277698608

Taxonomy Path: -0.0.63.65.10

Taxonomy Name:

Products with this tag: 2

Unique residual values tried: 2

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?
-2776986081.000000-0.0.63.65.10-10.65.63.0.0 (-(10*71^4 + 65*71^3 + 63*71^2))Yes
2018061271.00000058.67.59.66.77.66.59.67.58 (7*71^4 + 66*71^3 + 59*71^2 + 67*71 + 58)No

Products with this Tag

These are the training products that have the "ANTI-INFLAMMATORY" tag (processing sequence 427). 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
3153Living Nature Advanced Renewal Night Serum201806127FACIAL, ANTI-AGEING479504735DRY SKIN, ECZEMA
3071Absolute Essential Argan Oil (Organic)-277698608ANTI-AGEING0BODY OIL, CARRIER OIL, ECZEMA, HAIR CARE, INFANTS, SCARS, STRETCH MARKS