Fold 0 - Understanding why coefficient -197714880 was selected
Tag: ALLERGIES
Selected Coefficient: -197714880
Taxonomy Path: -0.0.1.6.5
Taxonomy Name:
Products with this tag: 4
Unique residual values tried: 4
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? |
|---|---|---|---|---|---|
| -197714880 | 1.012818 | -0.0.1.6.5 | -5.6.1.0.0 (-(5*79^4 + 6*79^3 + 6241)) | Yes | |
| 15541082319 | 1.012818 | 0.0.0.0.4.5 | 5.4.0.0.0.0 (5*79^5 + 4*79^4) | No | |
| -112899532 | 1.025316 | -0.77.77.70.2 | -2.70.77.77.0 (-(2*79^4 + 70*79^3 + 77*79^2 + 77*79)) | No | |
| 15501589179 | 3.000000 | 66.77.70.77.2.5 | 5.2.77.70.77.66 (5*79^5 + 2*79^4 + 77*79^3 + 70*79^2 + 77*79 + 66) | No |
These are the training products that have the "ALLERGIES" tag (processing sequence 3107). 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 |
|---|---|---|---|---|---|---|---|
| 3086 | Dr Mercola Vitamins D3 & K2 | 15541082319 | IMMUNITY | 15738797199 | OILS, BLOOD PRESSURE, WELL-BEING, DEPRESSION, DETOX, KETOSIS, BRAIN HEALTH, JOINT FUNCTION | ||
| 3095 | Give Back Health Vitamin D Restore - NEW - INTRO SPECIAL! | 15501589179 | ANTI-VIRAL, IMMUNITY | 15699304059 | CARDIOVASCULAR, ANTI-INFLAMMATORY | ||
| 3063 | Dr Mercola Black Seed Oil (Organic) | -112899532 | IMMUNITY | 84815348 | DIGESTIVE, OILS, BLOOD PRESSURE, WELL-BEING, HAIR CARE, DEPRESSION, DETOX, KETOSIS, BRAIN HEALTH, JOINT FUNCTION | ||
| 3061 | Dr Mercola Berberine with MicroPQQ Advanced | -197714880 | ANTIOXIDANT, REVITALISING, ENERGY | 0 | none |