Data:
1. Traffic Volume Counts
We are using the Traffic Volume Counts data which is collected by the Department of Transportation (DOT) for the year 2012-13. The dataset has 5945 records and 31 columns. It has the segment ID which represents a road segment, date on which the data was recorded, direction which indicates the direction of the vehicles on that road segment going north or south bound and counts of vehicles by each hour. the following figure shows the dataset screenshot. The road segment id  corresponds to the lion road segment ID in the Department of City Planning's LION base map file.