we first use a K - means clustering method
We then characterize daily transportation patterns of the residents of different states
To ensure a fair comparison , we first use a K - means clustering method to group the 50 states into five clusters according to their population , area and population density .
We then characterize daily transportation patterns of the residents of different states using the mean percentage of residents traveling and the number of trips per person .