Metro Interstate Traffic Volume
Donated on 5/6/2019
Hourly Minneapolis-St Paul, MN traffic volume for westbound I-94. Includes weather and holiday features from 2012-2018.
Dataset Characteristics
Multivariate, Sequential, Time-Series
Subject Area
Other
Associated Tasks
Regression
Feature Type
Integer, Real
# Instances
48204
# Features
8
Dataset Information
Additional Information
Hourly Interstate 94 Westbound traffic volume for MN DoT ATR station 301, roughly midway between Minneapolis and St Paul, MN. Hourly weather features and holidays included for impacts on traffic volume.
Has Missing Values?
No
Variables Table
| Variable Name | Role | Type | Description | Units | Missing Values |
|---|---|---|---|---|---|
| holiday | Feature | Categorical | US National holidays plus regional holiday, Minnesota State Fair | no | |
| temp | Feature | Continuous | Average temp in kelvin | Kelvin | no |
| rain_1h | Feature | Continuous | Amount in mm of rain that occurred in the hour | mm | no |
| snow_1h | Feature | Continuous | Amount in mm of snow that occurred in the hour | mm | no |
| clouds_all | Feature | Integer | Percentage of cloud cover | % | no |
| weather_main | Feature | Categorical | Short textual description of the current weather | no | |
| weather_description | Feature | Categorical | Longer textual description of the current weather | no | |
| date_time | Feature | Date | Hour of the data collected in local CST time | no | |
| traffic_volume | Target | Integer | Hourly I-94 ATR 301 reported westbound traffic volume | no |
0 to 9 of 9
Additional Variable Information
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
Dataset Files
| File | Size |
|---|---|
| Metro_Interstate_Traffic_Volume.csv.gz | 395.9 KB |
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pip install ucimlrepo
from ucimlrepo import fetch_ucirepo # fetch dataset metro_interstate_traffic_volume = fetch_ucirepo(id=492) # data (as pandas dataframes) X = metro_interstate_traffic_volume.data.features y = metro_interstate_traffic_volume.data.targets # metadata print(metro_interstate_traffic_volume.metadata) # variable information print(metro_interstate_traffic_volume.variables)
Hogue, J. (2019). Metro Interstate Traffic Volume [Dataset]. UCI Machine Learning Repository. https://doi.org/10.24432/C5X60B.
Creators
John Hogue
DOI
License
This dataset is licensed under a Creative Commons Attribution 4.0 International (CC BY 4.0) license.
This allows for the sharing and adaptation of the datasets for any purpose, provided that the appropriate credit is given.