Tag Coefficient Debug: ALL AGES

Fold 3 - Understanding why coefficient -129185640 was selected

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Summary

Tag: ALL AGES

Selected Coefficient: -129185640

Taxonomy Path: -4.70.66.5.5

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?
-1291856401.000000-4.70.66.5.5-5.5.66.70.4 (-(5*71^4 + 5*71^3 + 66*71^2 + 70*71 + 4))Yes
-14870951.000000-0.0.11.4-4.11.0.0 (-(4*71^3 + 11*71^2))No

Products with this Tag

These are the training products that have the "ALL AGES" tag (processing sequence 203). 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
3165PATCH Body Strap Tape - ON SALE!-1487095ORGANIC127698545BIO-DEGRADABLE, BIODEGRADABLE, INFANTS, INSECT BITES, SKIN INFECTION, CHILDREN'S
3112Hemp Connect Hemp Hearts - ON SALE!-129185640KETOGENIC0DELICIOUS, FOOD, GUT HEALTH, OMEGA