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 |