Predicting Shopify taxonomy from product tags using parameter constrained logistic regression
This parameter constrained logistic regression model predicts taxonomy IDs from product tags. Trained at: 2025-12-16T05:30:36+11:00
Average p-adic loss across all folds: 0.58963564
| Fold | Test Accuracy | F1 Score | P-adic Loss (mean) | Details |
|---|---|---|---|---|
| 0 | 12.44% | 0.1235 | 0.48142083 | View details → |
| 1 | 11.73% | 0.1263 | 0.71001343 | View details → |
| 2 | 14.16% | 0.1568 | 0.60935206 | View details → |
| 3 | 13.21% | 0.1310 | 0.44950391 | View details → |
| 4 | 11.91% | 0.1186 | 0.69788796 | View details → |
| Taxonomy ID | Path | Samples | Share |
|---|---|---|---|
| gid://shopify/TaxonomyCategory/fb-2-3-2 | 9.2.3.2 | 249 | 7.40% |
| gid://shopify/TaxonomyCategory/aa-1-13-8 | 1.1.13.8 | 195 | 5.79% |
| gid://shopify/TaxonomyCategory/ae-2-1 | 3.2.1 | 117 | 3.48% |
| gid://shopify/TaxonomyCategory/aa-1-4 | 1.1.4 | 91 | 2.70% |
| gid://shopify/TaxonomyCategory/ha-6-2-5 | 12.6.2.5 | 87 | 2.59% |
| gid://shopify/TaxonomyCategory/ae-2-2 | 3.2.2 | 79 | 2.35% |
| gid://shopify/TaxonomyCategory/lb | 15 | 78 | 2.32% |
| gid://shopify/TaxonomyCategory/vp-1-3 | 26.1.3 | 69 | 2.05% |
| gid://shopify/TaxonomyCategory/aa-6-6 | 1.6.6 | 63 | 1.87% |
| gid://shopify/TaxonomyCategory/aa-6-8 | 1.6.8 | 51 | 1.52% |
| gid://shopify/TaxonomyCategory/fb-1-1-5-9 | 9.1.1.5.9 | 45 | 1.34% |
| gid://shopify/TaxonomyCategory/tg-5-8-1-1 | 24.5.8.1.1 | 45 | 1.34% |
| gid://shopify/TaxonomyCategory/aa-1-13-1 | 1.1.13.1 | 44 | 1.31% |
| gid://shopify/TaxonomyCategory/aa-1-13-7 | 1.1.13.7 | 42 | 1.25% |
| gid://shopify/TaxonomyCategory/so-1-10-1 | 22.1.10.1 | 40 | 1.19% |
| gid://shopify/TaxonomyCategory/aa-2-17-1 | 1.2.17.1 | 39 | 1.16% |
| gid://shopify/TaxonomyCategory/aa-6-3 | 1.6.3 | 36 | 1.07% |
| gid://shopify/TaxonomyCategory/ae-2-1-2-8-11-4 | 3.2.1.2.8.11.4 | 36 | 1.07% |
| gid://shopify/TaxonomyCategory/aa-1-13-14 | 1.1.13.14 | 34 | 1.01% |
| gid://shopify/TaxonomyCategory/aa-2-26 | 1.2.26 | 34 | 1.01% |
| Tag | Taxonomy ID | Path | Weight | Max |weight| |
|---|---|---|---|---|
| WHISKEY/ | gid://shopify/TaxonomyCategory/fb-1-1-5-9 | 9.1.1.5.9 | 6.2858 | 6.2858 |
| GIFT | gid://shopify/TaxonomyCategory/hg-11-10 | 14.11.10 | 5.2987 | 5.2987 |
| SHOP | gid://shopify/TaxonomyCategory/ap-2-1-6-3 | 2.2.1.6.3 | 5.2669 | 5.2669 |
| HOME DECOR | gid://shopify/TaxonomyCategory/hg-3-57 | 14.3.57 | 5.1339 | 5.1339 |
| ACCESSORIES | gid://shopify/TaxonomyCategory/aa-2-4 | 1.2.4 | 5.0616 | 5.0616 |
| MEN | gid://shopify/TaxonomyCategory/aa-5-5-7 | 1.5.5.7 | 4.9386 | 4.9386 |
| DRESSES | gid://shopify/TaxonomyCategory/aa-1-4 | 1.1.4 | 4.6761 | 4.6761 |
| VEGAN | gid://shopify/TaxonomyCategory/hb-3-10-13-3 | 13.3.10.13.3 | 4.5386 | 4.5386 |
| SUMMER | gid://shopify/TaxonomyCategory/aa-1-10-6 | 1.1.10.6 | 4.2703 | 4.2703 |
| FRAMED ARTWORK | gid://shopify/TaxonomyCategory/ae-2-2 | 3.2.2 | 4.2043 | 4.2043 |
| DIGITAL PRINTS | gid://shopify/TaxonomyCategory/ae-2-2-1 | 3.2.2.1 | 4.1446 | 4.1446 |
| TSHIRT | gid://shopify/TaxonomyCategory/aa-1-13-8 | 1.1.13.8 | 4.1092 | 4.1092 |
| READY TO SHIP | gid://shopify/TaxonomyCategory/lb-3 | 15.3 | 4.0183 | 4.0183 |
| TOPS | gid://shopify/TaxonomyCategory/aa-1-10-2-16 | 1.1.10.2.16 | 3.9568 | 3.9568 |
| SKIN CARE | gid://shopify/TaxonomyCategory/hb-3-20 | 13.3.20 | 3.9239 | 3.9239 |
| CLOTHING | gid://shopify/TaxonomyCategory/hb-1-24-4 | 13.1.24.4 | 3.7765 | 3.7765 |
| NEW | gid://shopify/TaxonomyCategory/hg-3-4-2-3 | 14.3.4.2.3 | 3.5595 | 3.5595 |
| JEWELRY | gid://shopify/TaxonomyCategory/aa-6-3 | 1.6.3 | 3.4729 | 3.4729 |
| FPM | gid://shopify/TaxonomyCategory/aa-1-10-2-12 | 1.1.10.2.12 | 3.3273 | 3.3273 |
| BLACK | gid://shopify/TaxonomyCategory/aa-1-20-22 | 1.1.20.22 | 3.2847 | 3.2847 |
| WOMEN | gid://shopify/TaxonomyCategory/aa-6-11 | 1.6.11 | 3.1997 | 3.1997 |
| MICROPROCESSOR | gid://shopify/TaxonomyCategory/hg-3-58-7 | 14.3.58.7 | 3.1480 | 3.1480 |
| GOLD | gid://shopify/TaxonomyCategory/aa-6-9 | 1.6.9 | 3.0285 | 3.0285 |
| ENTRANCE DOORS | gid://shopify/TaxonomyCategory/ha-6 | 12.6 | 2.7773 | 2.7773 |
| FEATURE_ | gid://shopify/TaxonomyCategory/aa-1-12-2 | 1.1.12.2 | 2.7187 | 2.7187 |
| INTEL | gid://shopify/TaxonomyCategory/ae-2-2-1 | 3.2.2.1 | 2.6276 | 2.6276 |
| STAINLESS STEEL | gid://shopify/TaxonomyCategory/ha-6-2 | 12.6.2 | 2.6167 | 2.6167 |
| DOOR HARDWARE | gid://shopify/TaxonomyCategory/ha-6-15 | 12.6.15 | 2.5079 | 2.5079 |
| TIMBER DOORS | gid://shopify/TaxonomyCategory/ha-6 | 12.6 | 2.2990 | 2.2990 |
| COMPUTER CHIP | gid://shopify/TaxonomyCategory/aa-6-4 | 1.6.4 | 2.0956 | 2.0956 |