This project analyzes Citi Bike rideshare - sampling August 2019 data.
- Deliverable 1: Transformation Data Columns
- Deliverable 2: Create Visualizations for the Trip Analysis
- Deliverable 3: Create a Story and Report for the Final Presentation
- Manhattan, especially heading toward Lower Manhattan, is a popular ride area
- Majority of the riders and subscribers were male. 65.3% of all riders recorded in this period were male.
-
Majority of the riders are subscribers - 81% of all riders were taken by subscribers.
-
Weekday rush hour (7-9AM and 5-7PM) saw the highest number of rides. This is likely because riders were taking bikes to and from work.
-
During the weekend, most of the rides recorded saw the highest number when it was light out (9AM - 8PM). It is likely that most weekend riders do it for leisurely city touring or exercise.
-
Weekday gender breakdown: Ride numbers saw similar usage between male and female rides. However, male rider numbers were higher.
-
Most riders checked out bikes for 5 minutes
Summary:
In summary most of the riders using Citibike are male. A majority of the riders are subscribers. The marketing department has opportunities for improvement. Potential additional vizes:
- Most popular routes (starting and ending locations)
- Ages of the riders
- Bikes that are coming up for repair