| category | algorithm | No weather information MSE | Add weather information MSE | Accuracy of the model after adding weather information |
| ALL (all categories) | RF | 1397.71 | 1423.94 | reduce |
| XGB | 1022.55 | 1202.55 | ||
| GBDT | 443.21 | 944.63 | ||
| Dress shirt | RF | 65.19 | 26.96 | raise |
| XGB | 35.67 | 26.60 | ||
| GBDT | 39.74 | 28.70 | ||
| Dress | RF | 40.96 | 8.72 | raise |
| XGB | 29.45 | 2.64 | ||
| GBDT | 29.93 | 2.66 | ||
| Drown jacket | RF | 16.16 | 2.14 | raise |
| XGB | 19.34 | 5.11 | ||
| GBDT | 9.69 | 1.72 | ||
| T_shirt | RF | 0.71 | 7.04 | reduce |
| XGB | 0.69 | 5.33 | ||
| GBDT | 0.69 | 2.69 | ||
| Pants | RF | 0.71 | 7.04 | reduce |
| XGB | 0.69 | 5.33 | ||
| GBDT | 0.69 | 2.69 | ||
| Knitwear | RF | 0.71 | 7.04 | reduce |
| XGB | 0.69 | 5.33 | ||
| GBDT | 0.69 | 2.69 |