Fold 0 - Understanding why coefficient 31779 was selected
Tag: DESIGN
Selected Coefficient: 31779
Taxonomy Path: 21.7.5
Taxonomy Name: Services > Professional Services > Marketing & Advertising
Products with this tag: 5
Unique residual values tried: 4
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? |
|---|---|---|---|---|---|
| 31779 | 2.012658 | 21.7.5 | 5.7.21 (5*79^2 + 7*79 + 21) | Services > Professional Services > Marketing & Advertising | Yes |
| 25459 | 2.025316 | 21.6.4 | 4.6.21 (4*79^2 + 6*79 + 21) | Services > Personal Services > Lifestyle Services | No |
| 0 | 4.000000 | 0 | 0 (0) | No | |
| 162517 | 4.000000 | 14.3.26 | 26.3.14 (26*79^2 + 3*79 + 14) | Home & Garden > Decor > Door Mats | No |
These are the training products that have the "DESIGN" tag (processing sequence 3485). 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 |
|---|---|---|---|---|---|---|---|
| 8339 | Custom Designed - Free Delivery | 162517 | Home & Garden > Decor > Door Mats | none | 130738 | none | |
| 2071 | Wedding Invite - Debossed Roses (Design Only) | 31779 | Services > Professional Services > Marketing & Advertising | none | 0 | none | |
| 2076 | Wedding Invite - Printed Peonies (Design Only) | 31779 | Services > Professional Services > Marketing & Advertising | none | 0 | none | |
| 2074 | Wedding Invite - Green Wreath (Design Only) | 25459 | Services > Personal Services > Lifestyle Services | none | -6320 | none | |
| 23259 | FRENCH TRENCH COAT | 0 | HAND MADE | -31779 | none |