Abstract: Hourly Minneapolis-St Paul, MN traffic volume for westbound I-94. Includes weather and holiday features from 2012-2018. https://archive.ics.uci.edu/ml/datasets/Metro+Interstate+Traffic+Volume
| Feature | dtype | Description |
|---|---|---|
| holiday | Categorical | US National holidays plus regional holiday, Minnesota State Fair |
| temp | Numeric | Average temp in kelvin |
| rain_1h | Numeric | Amount in mm of rain that occurred in the hour |
| snow_1h | Numeric | Amount in mm of snow that occurred in the hour |
| clouds_all | Numeric | Percentage of cloud cover |
| weather_main | Categorical | Short textual description of the current weather |
| weather_description | Categorical | Longer textual description of the current weather |
| date_time | DateTime | Hour of the data collected in local CST time |
| traffic_volume | Numeric | Hourly I-94 ATR 301 reported westbound traffic volume |
| Model | features selection | R2 |
|---|---|---|
| Random Forest Regressor | False | 0.946 |
| Decision Tree Regressor | False | 0.930 |
| K Nearest Neighbors Regressor | Lasso | 0.919 |
| Lasso | Lasso | 0.835 |
| Ridge | Lasso | 0.835 |