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: 2026-10-12T05:37:27+11:00
Average p-adic loss across all folds: 0.83339186
| Fold | Test Accuracy | F1 Score | P-adic Loss (mean) | Details |
|---|---|---|---|---|
| 0 | 5.18% | 0.0610 | 0.82617381 | View details → |
| 1 | 5.68% | 0.0657 | 0.86916740 | View details → |
| 2 | 5.47% | 0.0598 | 0.80441691 | View details → |
| 3 | 5.21% | 0.0587 | 0.81484417 | View details → |
| 4 | 5.54% | 0.0604 | 0.85235702 | View details → |
| Taxonomy ID | Path | Samples | Share |
|---|---|---|---|
| gid://shopify/TaxonomyCategory/bt | 4 | 339 | 1.47% |
| gid://shopify/TaxonomyCategory/lb | 15 | 106 | 0.46% |
| gid://shopify/TaxonomyCategory/bu | 5 | 90 | 0.39% |
| gid://shopify/TaxonomyCategory/gc | 11 | 42 | 0.18% |
| gid://shopify/TaxonomyCategory/pa | 19 | 38 | 0.16% |
| gid://shopify/TaxonomyCategory/os | 18 | 22 | 0.10% |
| gid://shopify/TaxonomyCategory/na | 25 | 19 | 0.08% |
| gid://shopify/TaxonomyCategory/hg | 14 | 18 | 0.08% |
| gid://shopify/TaxonomyCategory/sg | 23 | 18 | 0.08% |
| gid://shopify/TaxonomyCategory/bi | 6 | 17 | 0.07% |
| gid://shopify/TaxonomyCategory/aa | 1 | 15 | 0.06% |
| gid://shopify/TaxonomyCategory/rc | 20 | 12 | 0.05% |
| gid://shopify/TaxonomyCategory/el | 8 | 11 | 0.05% |
| gid://shopify/TaxonomyCategory/ma | 16 | 11 | 0.05% |
| gid://shopify/TaxonomyCategory/me | 17 | 11 | 0.05% |
| gid://shopify/TaxonomyCategory/ae | 3 | 10 | 0.04% |
| gid://shopify/TaxonomyCategory/fb | 9 | 6 | 0.03% |
| gid://shopify/TaxonomyCategory/fr | 10 | 6 | 0.03% |
| gid://shopify/TaxonomyCategory/hb | 13 | 4 | 0.02% |
| gid://shopify/TaxonomyCategory/se | 21 | 4 | 0.02% |
| Tag | Taxonomy ID | Path | Weight | Max |weight| |
|---|---|---|---|---|
| No tag signals available | ||||