Fold 1 - Understanding why coefficient 5 was selected
Tag: RETAIL-STARTER-PACK
Selected Coefficient: 5
Taxonomy Path: 5
Taxonomy Name: Bundles
Products with this tag: 12
Unique residual values tried: 3
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? |
|---|---|---|---|---|---|
| 5 | 5.000000 | 5 | 5 (5) | Bundles | Yes |
| 187389 | 8.000000 | 1.2.30 | 30.2.1 (30*79^2 + 2*79 + 1) | Apparel & Accessories > Clothing Accessories > Wristbands | No |
| 178 | 11.000000 | 20.2 | 2.20 (2*79 + 20) | Religious & Ceremonial > Religious Items | No |
These are the training products that have the "RETAIL-STARTER-PACK" tag (processing sequence 2703). 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 |
|---|---|---|---|---|---|---|---|
| 17017 | Best Year Yet Kids 5-Pack | 187389 | Apparel & Accessories > Clothing Accessories > Wristbands | none | 187384 | APPEXCLUSIVE2024 | |
| 17058 | Inner Peace 5-Pack | 187389 | Apparel & Accessories > Clothing Accessories > Wristbands | none | 187384 | APPEXCLUSIVE2024 | |
| 17268 | Uplifting Reminders 5-Pack | 187389 | Apparel & Accessories > Clothing Accessories > Wristbands | none | 187384 | APPEXCLUSIVE2024 | |
| 17307 | The Great Adventurer 5-Pack | 187389 | Apparel & Accessories > Clothing Accessories > Wristbands | none | 187384 | APPEXCLUSIVE2024 | |
| 16917 | Scripture Based 5-Pack | 178 | Religious & Ceremonial > Religious Items | none | 173 | Luggage & Bags > Briefcases | APPEXCLUSIVE2024 |
| 16903 | Top Sellers Bundle - 12 Bracelet Designs | 5 | Bundles | none | 0 | none | |
| 17020 | Better Each Year 5-Pack | 5 | Bundles | none | 0 | APPEXCLUSIVE2024 | |
| 16994 | Mom's Best Year 5-Pack | 5 | Bundles | none | 0 | APPEXCLUSIVE2024 | |
| 16904 | Top Sellers Bundle - 18 Bracelet Designs | 5 | Bundles | none | 0 | none | |
| 16905 | Top Sellers Bundle - 6 Watch Band Designs | 5 | Bundles | none | 0 | none | |
| 16921 | Women Empowerment 5-Pack | 5 | Bundles | none | 0 | APPEXCLUSIVE2024 | |
| 16993 | Faith Based Top Sellers Bundle - 6 Bracelet Designs | 5 | Bundles | none | 0 | none |