Fold 4 - Understanding why coefficient 18981 was selected
Tag: SALES
Selected Coefficient: 18981
Taxonomy Path: 21.3.3
Taxonomy Name: Services > Business Services > Office Services
Products with this tag: 11
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? |
|---|---|---|---|---|---|
| 18981 | 2.038135 | 21.3.3 | 3.3.21 (3*79^2 + 3*79 + 21) | Services > Business Services > Office Services | Yes |
| 6499 | 2.038776 | 21.3.1 | 1.3.21 (6241 + 3*79 + 21) | Services > Business Services > Human Resources & Payroll | No |
| 6815 | 2.076110 | 21.7.1 | 1.7.21 (6241 + 7*79 + 21) | Services > Professional Services > Consulting Services | No |
| 31779 | 2.076270 | 21.7.5 | 5.7.21 (5*79^2 + 7*79 + 21) | Services > Professional Services > Marketing & Advertising | No |
| 0 | 9.000000 | 0 | 0 (0) | No |
These are the training products that have the "SALES" tag (processing sequence 3473). 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 | 12798 | WOOLMAN-TEAM | |
| 19550 | Matias Toukonen | 18981 | Services > Business Services > Office Services | none | 0 | WOOLMAN-TEAM | |
| 19551 | Matti Harjunen | 18981 | Services > Business Services > Office Services | none | 0 | WOOLMAN-TEAM | |
| 19541 | Hain Joubert | 18981 | Services > Business Services > Office Services | none | 0 | WOOLMAN-TEAM, ADMINISTRATION | |
| 19544 | Julia Huovila | 18981 | Services > Business Services > Office Services | none | 0 | WOOLMAN-TEAM | |
| 19553 | Nihad Memić | 18981 | Services > Business Services > Office Services | none | 0 | WOOLMAN-TEAM | |
| 19562 | Waltteri Hietala | 6815 | Services > Professional Services > Consulting Services | none | -12166 | WOOLMAN-TEAM | |
| 19546 | Konsta Saarela | 6815 | Services > Professional Services > Consulting Services | none | -12166 | WOOLMAN-TEAM, ADMINISTRATION | |
| 19555 | Pinja Kuitunen | 6499 | Services > Business Services > Human Resources & Payroll | none | -12482 | WOOLMAN-TEAM | |
| 5981 | Thunderbolt™ 4 Docking Station | 0 | USB-C HUBS, RJ45, 8K | -18981 | USB-A | ||
| 5974 | Thunderbolt 3 Docking Station - 40 Gbps | 0 | USB-C HUBS | -18981 | USB-A |