Fold 4 - Understanding why coefficient 3470156 was selected
Tag: TOYS
Selected Coefficient: 3470156
Taxonomy Path: 2.2.3.7
Taxonomy Name: Animals & Pet Supplies > Pet Supplies > Dog Supplies > Dog Toys
Products with this tag: 4
Unique residual values tried: 2
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? |
|---|---|---|---|---|---|
| 3470156 | 1.000000 | 2.2.3.7 | 7.3.2.2 (7*79^3 + 3*79^2 + 2*79 + 2) | Animals & Pet Supplies > Pet Supplies > Dog Supplies > Dog Toys | Yes |
| 43869 | 3.000000 | 24.2.7 | 7.2.24 (7*79^2 + 2*79 + 24) | Toys & Games > Games > Card Games | No |
These are the training products that have the "TOYS" tag (processing sequence 2901). 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 |
|---|---|---|---|---|---|---|---|
| 10770 | Big Rope & Ruff Ring Dog Toy | 3470156 | Animals & Pet Supplies > Pet Supplies > Dog Supplies > Dog Toys | AUTUMN / WINTER, SPRING / SUMMER | 0 | none | |
| 11199 | Rubber Treat Ball Dog Toy | 3470156 | Animals & Pet Supplies > Pet Supplies > Dog Supplies > Dog Toys | none | 0 | none | |
| 11352 | Interactive Treat Rubber Ball Toy | 3470156 | Animals & Pet Supplies > Pet Supplies > Dog Supplies > Dog Toys | none | 0 | none | |
| 5282 | Gamewright Gubs | 43869 | Toys & Games > Games > Card Games | none | -3426287 | none |