- Objective: Find and determine some indicators of heavy traffic.
Dataset
: Hourly Minneapolis-St Paul, MN traffic volume for westbound I-94. Includes weather and holiday features from 2012-2018.
Available from
: https://archive.ics.uci.edu/dataset/492/metro+interstate+traffic+volume
Variable Information:
holiday
: US National holidays plus regional holiday, Minnesota State Fairtemp
: Average temp in kelvinrain_1h
: Amount in mm of rain that occurred in the hoursnow_1h
: Amount in mm of snow that occurred in the hourclouds_all
: Percentage of cloud coverweather_main
: Short textual description of the current weatherweather_description
: Longer textual description of the current weatherdate_time
: Hour of the data collected in local CST timetraffic_volume
: Hourly I-94 ATR 301 reported westbound traffic volume
Learning source: DataQuest
- Warmer months lead to heavier traffic, with July being an outlier due to certain events that occurred in 2016 (possibly construction work).
- Weekdays are more busy than weekends, with rush hours at 7 and 16h. Weekends are less busy, but it is still advisable to travel in the mornings when traffic is light.
- Finally, we couldn't find any strong correlations between
weather conditions
andtraffic volume
, other than weather conditions that severely affect road conditions or visibility.