Tag Coefficient Debug: ALLERGIES

Fold 2 - Understanding why coefficient -530980 was selected

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Summary

Tag: ALLERGIES

Selected Coefficient: -530980

Taxonomy Path: -21.6.6.1

Taxonomy Name:

Products with this tag: 3

Unique residual values tried: 3

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?
-5309801.000000-21.6.6.1-1.6.6.21 (-(493039 + 6*79^2 + 6*79 + 21))Yes
155405513391.00000058.72.72.77.3.55.3.77.72.72.58 (5*79^5 + 3*79^4 + 77*79^3 + 72*79^2 + 72*79 + 58)No
02.00000000 (0)No

Products with this Tag

These are the training products that have the "ALLERGIES" tag (processing sequence 4070). 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
3095Give Back Health Vitamin D Restore - NEW - INTRO SPECIAL!15540551339IMMUNE, WELLNESS15541082319none
3061Dr Mercola Berberine with MicroPQQ Advanced0ANTIOXIDANT530980Services > Personal Services > Fitness & Wellness > Fitness & Workout Programsnone
3063Dr Mercola Black Seed Oil (Organic)-530980IMMUNE, OILS, BRAIN HEALTH, DIGESTIVE, BLOOD PRESSURE, WELLNESS0KETOSIS, DEPRESSION, HAIR CARE