Fold 1 - Understanding why coefficient 31542 was selected
Tag: TORONTO AREA
Selected Coefficient: 31542
Taxonomy Path: 21.4.5
Taxonomy Name: Services > Entertainment & Recreation Services > Children Activities
Products with this tag: 3
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? |
|---|---|---|---|---|---|
| 31542 | 0.000160 | 21.4.5 | 5.4.21 (5*79^2 + 4*79 + 21) | Services > Entertainment & Recreation Services > Children Activities | Yes |
| 19060 | 0.000320 | 21.4.3 | 3.4.21 (3*79^2 + 4*79 + 21) | Services > Entertainment & Recreation Services > Event Planning | No |
These are the training products that have the "TORONTO AREA" tag (processing sequence 2594). 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 |
|---|---|---|---|---|---|---|---|
| 16249 | At-home superhero party with VENOM Gift (Toronto and GTA) | 31542 | Services > Entertainment & Recreation Services > Children Activities | none | 0 | none | |
| 16292 | At-home Birthday Party with Flash Gift(Toronto and GTA) | 31542 | Services > Entertainment & Recreation Services > Children Activities | none | 0 | none | |
| 16396 | At-home superhero party with Spiderman Gift (Toronto and GTA) | 19060 | Services > Entertainment & Recreation Services > Event Planning | none | -12482 | none |