| Model type | Features | Training Set Model Score | Testing Set Model Score | RMSE | Data Types |
|---|---|---|---|---|---|
| Linear Regression | Month | 0.0089 | -0.196 | 530.2 | datetime |
| Linear Regression | Year | 0.4537 | -5.57 | 1242.74 | datetime |
| Linear Regression | Month, Year | 0.4609 | -5.3 | 1217.01 | datetime |
| Ordinary Least Squares | Month, Year, Diff | 0.65 | __ | __ | float |
| Linear Regression | prev_day | 0.423 | 0.319 | 400.1 | float |
| Linear Regression | prev_day, diff | 1.0 | 1.0 | 1.676 | float |
| Ordinary Least Squares | lag 1 | 0.113 | __ | __ | float |
| Ordinary Least Squares | lag 1 – lag12 | 0.454 | __ | __ | float |
| Linear Regression | lag _1 – lag_12 | 0.081 | 0.195 | 434.88 | float |
| Linear Regression | prev_day, diff, lag _1 – lag_12 | 1.0 | 1.0 | 5.066e -13 | float |