Fold 1 - Understanding why coefficient 6815 was selected
Tag: SALES
Selected Coefficient: 6815
Taxonomy Path: 21.7.1
Taxonomy Name: Services > Professional Services > Consulting Services
Products with this tag: 13
Unique residual values tried: 5
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? |
|---|---|---|---|---|---|
| 6815 | 3.050793 | 21.7.1 | 1.7.21 (6241 + 7*79 + 21) | Services > Professional Services > Consulting Services | Yes |
| 31779 | 3.051434 | 21.7.5 | 5.7.21 (5*79^2 + 7*79 + 21) | Services > Professional Services > Marketing & Advertising | No |
| 18981 | 3.076110 | 21.3.3 | 3.3.21 (3*79^2 + 3*79 + 21) | Services > Business Services > Office Services | No |
| 6499 | 3.076430 | 21.3.1 | 1.3.21 (6241 + 3*79 + 21) | Services > Business Services > Human Resources & Payroll | No |
| 0 | 10.000000 | 0 | 0 (0) | No |
These are the training products that have the "SALES" tag (processing sequence 3814). 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 |
|---|---|---|---|---|---|---|---|
| 19542 | Jacinda Vuorinen | 31779 | Services > Professional Services > Marketing & Advertising | none | 24964 | none | |
| 19544 | Julia Huovila | 18981 | Services > Business Services > Office Services | none | 12166 | none | |
| 19551 | Matti Harjunen | 18981 | Services > Business Services > Office Services | none | 12166 | none | |
| 19550 | Matias Toukonen | 18981 | Services > Business Services > Office Services | none | 12166 | none | |
| 19562 | Waltteri Hietala | 6815 | Services > Professional Services > Consulting Services | none | 0 | none | |
| 19537 | Anders Danielson | 6815 | Services > Professional Services > Consulting Services | none | 0 | none | |
| 19546 | Konsta Saarela | 6815 | Services > Professional Services > Consulting Services | none | 0 | ADMINISTRATION | |
| 19556 | Teemu Tolonen | 6815 | Services > Professional Services > Consulting Services | none | 0 | none | |
| 19561 | Tuomas Remes | 6815 | Services > Professional Services > Consulting Services | none | 0 | none | |
| 19555 | Pinja Kuitunen | 6499 | Services > Business Services > Human Resources & Payroll | none | -316 | none | |
| 5974 | Thunderbolt 3 Docking Station - 40 Gbps | 0 | DOCKING STATION | -6815 | none | ||
| 19541 | Hain Joubert | 0 | ECOMMERCE-SPECIALIST | -6815 | ADMINISTRATION | ||
| 5981 | Thunderbolt™ 4 Docking Station | 0 | DOCKING STATION | -6815 | none |