Fold 1 - Understanding why coefficient 13056 was selected
Tag: EXTEND
Selected Coefficient: 13056
Taxonomy Path: 21.7.2
Taxonomy Name: Services > Professional Services > Finance & Insurance
Products with this tag: 36
Unique residual values tried: 9
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? |
|---|---|---|---|---|---|
| 13056 | 8.215190 | 21.7.2 | 2.7.21 (2*79^2 + 7*79 + 21) | Services > Professional Services > Finance & Insurance | Yes |
| 258 | 8.228008 | 21.3 | 3.21 (3*79 + 21) | Services > Business Services | No |
| 25222 | 8.229290 | 21.3.4 | 4.3.21 (4*79^2 + 3*79 + 21) | Services > Business Services > Security Services | No |
| 25459 | 8.278481 | 21.6.4 | 4.6.21 (4*79^2 + 6*79 + 21) | Services > Personal Services > Lifestyle Services | No |
| 44024 | 8.341772 | 21.4.7 | 7.4.21 (7*79^2 + 4*79 + 21) | Services > Entertainment & Recreation Services > Outdoor Activities | No |
| 98 | 31.000000 | 19.1 | 1.19 (79 + 19) | Product Add-Ons > Extended Warranties | No |
| 24964 | 33.012818 | 0.0.4 | 4.0.0 (4*79^2) | No | |
| 0 | 33.012818 | 0 | 0 (0) | No | |
| 25201 | 33.025316 | 0.3.4 | 4.3.0 (4*79^2 + 3*79) | No |
These are the training products that have the "EXTEND" tag (processing sequence 4122). 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 |
|---|---|---|---|---|---|---|---|
| 17723 | Extend Protection Plan | 44024 | Services > Entertainment & Recreation Services > Outdoor Activities | none | 30968 | none | |
| 17700 | Extend Protection Plan | 25459 | Services > Personal Services > Lifestyle Services | none | 12403 | none | |
| 17701 | Extend Protection Plan | 25459 | Services > Personal Services > Lifestyle Services | none | 12403 | none | |
| 17722 | Extend Protection Plan | 25459 | Services > Personal Services > Lifestyle Services | none | 12403 | none | |
| 17728 | Extend Protection Plan | 25459 | Services > Personal Services > Lifestyle Services | none | 12403 | none | |
| 17818 | Extend Protection Plan | 25459 | Services > Personal Services > Lifestyle Services | none | 12403 | none | |
| 17819 | Extend Protection Plan | 25459 | Services > Personal Services > Lifestyle Services | none | 12403 | none | |
| 17830 | Extend Protection Plan | 25222 | Services > Business Services > Security Services | none | 12166 | none | |
| 17847 | Extend Protection Plan | 25201 | KLAVIYO - SERVICE | 12145 | none | ||
| 17866 | Extend Protection Plan | 24964 | KLAVIYO - SERVICE | 11908 | none | ||
| 17721 | Extend Protection Plan | 13056 | Services > Professional Services > Finance & Insurance | none | 0 | none | |
| 17785 | Extend Protection Plan | 13056 | Services > Professional Services > Finance & Insurance | none | 0 | none | |
| 17727 | Extend Protection Plan | 13056 | Services > Professional Services > Finance & Insurance | none | 0 | none | |
| 17786 | Extend Protection Plan | 13056 | Services > Professional Services > Finance & Insurance | none | 0 | none | |
| 17787 | Extend Protection Plan | 13056 | Services > Professional Services > Finance & Insurance | none | 0 | none | |
| 17776 | Extend Protection Plan | 13056 | Services > Professional Services > Finance & Insurance | none | 0 | none | |
| 17798 | Extend Protection Plan | 13056 | Services > Professional Services > Finance & Insurance | none | 0 | none | |
| 17703 | Extend Protection Plan | 13056 | Services > Professional Services > Finance & Insurance | none | 0 | none | |
| 17805 | Extend Protection Plan | 13056 | Services > Professional Services > Finance & Insurance | none | 0 | none | |
| 17716 | Extend Protection Plan | 13056 | Services > Professional Services > Finance & Insurance | none | 0 | none | |
| 17719 | Extend Protection Plan | 13056 | Services > Professional Services > Finance & Insurance | none | 0 | none | |
| 17775 | Extend Protection Plan | 258 | Services > Business Services | none | -12798 | none | |
| 17714 | Extend Protection Plan | 258 | Services > Business Services | none | -12798 | none | |
| 17726 | Extend Protection Plan | 258 | Services > Business Services | none | -12798 | none | |
| 17738 | Extend Protection Plan | 258 | Services > Business Services | none | -12798 | none | |
| 17777 | Extend Protection Plan | 258 | Services > Business Services | none | -12798 | none | |
| 17784 | Extend Protection Plan | 258 | Services > Business Services | none | -12798 | none | |
| 17791 | Extend Protection Plan | 258 | Services > Business Services | none | -12798 | none | |
| 17817 | Extend Protection Plan | 258 | Services > Business Services | none | -12798 | none | |
| 17820 | Extend Protection Plan | 258 | Services > Business Services | none | -12798 | none | |
| 14471 | Extend Protection Plan | 98 | Product Add-Ons > Extended Warranties | none | -12958 | none | |
| 14453 | Extend Protection Plan | 98 | Product Add-Ons > Extended Warranties | none | -12958 | none | |
| 14462 | Extend Protection Plan | 98 | Product Add-Ons > Extended Warranties | none | -12958 | none | |
| 14461 | Extend Protection Plan | 98 | Product Add-Ons > Extended Warranties | none | -12958 | none | |
| 14435 | Extend Protection Plan | 98 | Product Add-Ons > Extended Warranties | none | -12958 | none | |
| 17865 | Extend Protection Plan | 0 | KLAVIYO - SERVICE | -13056 | none |