Fold 1 - Understanding why coefficient 731096 was selected
Tag: FUDGE FLAVORS BY THE SLICE
Selected Coefficient: 731096
Taxonomy Path: 9.2.3.2
Taxonomy Name: Food, Beverages & Tobacco > Food Items > Candy & Chocolate > Chocolate
Products with this tag: 13
Unique residual values tried: 2
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? |
|---|---|---|---|---|---|
| 731096 | 0.000017 | 9.2.3.2 | 2.3.2.9 (2*71^3 + 3*71^2 + 2*71 + 9) | Food, Beverages & Tobacco > Food Items > Candy & Chocolate > Chocolate | Yes |
| 373185 | 0.000020 | 9.2.3.1 | 1.3.2.9 (357911 + 3*71^2 + 2*71 + 9) | Food, Beverages & Tobacco > Food Items > Candy & Chocolate > Candy | No |
These are the training products that have the "FUDGE FLAVORS BY THE SLICE" tag (processing sequence 773). 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 |
|---|---|---|---|---|---|---|---|
| 4291 | Chocolate Peanut Butter Fudge | 731096 | Food, Beverages & Tobacco > Food Items > Candy & Chocolate > Chocolate | none | 0 | none | |
| 4292 | Chocolate Pecan Turtle Fudge | 731096 | Food, Beverages & Tobacco > Food Items > Candy & Chocolate > Chocolate | none | 0 | none | |
| 4293 | Chocolate Walnut Fudge | 731096 | Food, Beverages & Tobacco > Food Items > Candy & Chocolate > Chocolate | none | 0 | none | |
| 4298 | Creamy Chocolate Fudge | 731096 | Food, Beverages & Tobacco > Food Items > Candy & Chocolate > Chocolate | none | 0 | none | |
| 4316 | Dark Sea Salt Caramel Fudge | 731096 | Food, Beverages & Tobacco > Food Items > Candy & Chocolate > Chocolate | none | 0 | none | |
| 4318 | European Dark Fudge | 731096 | Food, Beverages & Tobacco > Food Items > Candy & Chocolate > Chocolate | none | 0 | none | |
| 4341 | Rocky Road Fudge | 731096 | Food, Beverages & Tobacco > Food Items > Candy & Chocolate > Chocolate | none | 0 | none | |
| 4335 | Maple Pecan Fudge | 373185 | Food, Beverages & Tobacco > Food Items > Candy & Chocolate > Candy | none | -357911 | none | |
| 4336 | Mint Chocolate Fudge | 373185 | Food, Beverages & Tobacco > Food Items > Candy & Chocolate > Candy | none | -357911 | none | |
| 4296 | Cookies & Cream Fudge | 373185 | Food, Beverages & Tobacco > Food Items > Candy & Chocolate > Candy | none | -357911 | none | |
| 4337 | Caramel Apple Pie | 373185 | Food, Beverages & Tobacco > Food Items > Candy & Chocolate > Candy | none | -357911 | none | |
| 4339 | Penuche Fudge | 373185 | Food, Beverages & Tobacco > Food Items > Candy & Chocolate > Candy | none | -357911 | none | |
| 4356 | Turtle Cheesecake Fudge | 373185 | Food, Beverages & Tobacco > Food Items > Candy & Chocolate > Candy | none | -357911 | none |