Data Processing
Consider the impact of day-of-the-week on Bike Share System usage, divide data into weekday and weekend
Consider the impact of time-of-day on Bike Share System usage, category into five time periods for each day of departures and arrivals: Night (0:00–7:00), AM (7:00–10:00), Midday (10:00–16:00), PM (16:00–20:00), and Evening (20:00–24:00)
Specifically count how many trips of the start time for departure and end time for arrival at each bike station in each hour, and average the result into the five time periods
Result
Week Station Departure
Week Station Arrival
Weekend Station Departure
Weekend Station Arrival
DISCUSSION
Weekday contains higher bike trips volume than weekend.
In weekday, high volume bike usage exist in AM time (7-10am) and PM time (16-20pm)
In weekend, high volume bike usage exist in Midday time (10-16pm) and PM time (16-20pm)
Station 3005 is the most popular station in weekday. Station 3031 and 3082 are the most popular stations in weekend.