Fold 4 - Understanding why coefficient 258 was selected
Tag: EXTEND
Selected Coefficient: 258
Taxonomy Path: 21.3
Taxonomy Name: Services > Business Services
Products with this tag: 36
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? |
|---|---|---|---|---|---|
| 258 | 5.165198 | 21.3 | 3.21 (3*79 + 21) | Services > Business Services | Yes |
| 25222 | 5.166800 | 21.3.4 | 4.3.21 (4*79^2 + 3*79 + 21) | Services > Business Services > Security Services | No |
| 13056 | 5.265823 | 21.7.2 | 2.7.21 (2*79^2 + 7*79 + 21) | Services > Professional Services > Finance & Insurance | No |
| 25459 | 5.354430 | 21.6.4 | 4.6.21 (4*79^2 + 6*79 + 21) | Services > Personal Services > Lifestyle Services | No |
| 98 | 31.000000 | 19.1 | 1.19 (79 + 19) | Product Add-Ons > Extended Warranties | No |
These are the training products that have the "EXTEND" tag (processing sequence 3781). 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 |
|---|---|---|---|---|---|---|---|
| 17819 | Extend Protection Plan | 25459 | Services > Personal Services > Lifestyle Services | none | 25201 | none | |
| 17701 | Extend Protection Plan | 25459 | Services > Personal Services > Lifestyle Services | none | 25201 | none | |
| 17818 | Extend Protection Plan | 25459 | Services > Personal Services > Lifestyle Services | none | 25201 | none | |
| 17871 | Extend Protection Plan | 25222 | Services > Business Services > Security Services | none | 24964 | none | |
| 17830 | Extend Protection Plan | 25222 | Services > Business Services > Security Services | none | 24964 | none | |
| 17866 | Extend Protection Plan | 25222 | Services > Business Services > Security Services | none | 24964 | none | |
| 17720 | Extend Protection Plan | 25222 | Services > Business Services > Security Services | none | 24964 | none | |
| 17870 | Extend Protection Plan | 13056 | Services > Professional Services > Finance & Insurance | none | 12798 | none | |
| 17721 | Extend Protection Plan | 13056 | Services > Professional Services > Finance & Insurance | none | 12798 | none | |
| 17727 | Extend Protection Plan | 13056 | Services > Professional Services > Finance & Insurance | none | 12798 | none | |
| 17798 | Extend Protection Plan | 13056 | Services > Professional Services > Finance & Insurance | none | 12798 | none | |
| 17776 | Extend Protection Plan | 13056 | Services > Professional Services > Finance & Insurance | none | 12798 | none | |
| 17716 | Extend Protection Plan | 13056 | Services > Professional Services > Finance & Insurance | none | 12798 | none | |
| 17719 | Extend Protection Plan | 13056 | Services > Professional Services > Finance & Insurance | none | 12798 | none | |
| 17785 | Extend Protection Plan | 13056 | Services > Professional Services > Finance & Insurance | none | 12798 | none | |
| 17786 | Extend Protection Plan | 13056 | Services > Professional Services > Finance & Insurance | none | 12798 | none | |
| 17787 | Extend Protection Plan | 13056 | Services > Professional Services > Finance & Insurance | none | 12798 | none | |
| 17872 | Extend Protection Plan | 258 | Services > Business Services | none | 0 | none | |
| 17714 | Extend Protection Plan | 258 | Services > Business Services | none | 0 | none | |
| 17715 | Extend Protection Plan | 258 | Services > Business Services | none | 0 | none | |
| 17725 | Extend Protection Plan | 258 | Services > Business Services | none | 0 | none | |
| 17726 | Extend Protection Plan | 258 | Services > Business Services | none | 0 | none | |
| 17737 | Extend Protection Plan | 258 | Services > Business Services | none | 0 | none | |
| 17738 | Extend Protection Plan | 258 | Services > Business Services | none | 0 | none | |
| 17775 | Extend Protection Plan | 258 | Services > Business Services | none | 0 | none | |
| 17777 | Extend Protection Plan | 258 | Services > Business Services | none | 0 | none | |
| 17784 | Extend Protection Plan | 258 | Services > Business Services | none | 0 | none | |
| 17791 | Extend Protection Plan | 258 | Services > Business Services | none | 0 | none | |
| 17817 | Extend Protection Plan | 258 | Services > Business Services | none | 0 | none | |
| 17820 | Extend Protection Plan | 258 | Services > Business Services | none | 0 | none | |
| 17865 | Extend Protection Plan | 258 | Services > Business Services | none | 0 | none | |
| 14435 | Extend Protection Plan | 98 | Product Add-Ons > Extended Warranties | none | -160 | none | |
| 14470 | Extend Protection Plan | 98 | Product Add-Ons > Extended Warranties | none | -160 | none | |
| 14462 | Extend Protection Plan | 98 | Product Add-Ons > Extended Warranties | none | -160 | none | |
| 14461 | Extend Protection Plan | 98 | Product Add-Ons > Extended Warranties | none | -160 | none | |
| 14471 | Extend Protection Plan | 98 | Product Add-Ons > Extended Warranties | none | -160 | none |