Hubway Half a Million Trip Data
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Here's my submission to the Hubway Data Visualization Challenge. Please vote: http://hubwaydatachallenge.org/submission/37/
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Hubway Half a Million Trip Data
- 1. HUBWAY TRIP DATA Hubway Data Visualization Challenge 2012 95 stations 30,546,812 station status updates 552,073 trips in 431 days Average Trip Duration 28 minutes 64% trips by registered users Registered Casual 25% of registered users are Female Female Male Registered user age between 17 and 80 3 6 120000 e a ge: rag Ave 100000 Number of User 80000 60000 40000 20000 17 24 31 38 45 52 59 66 73 80 User Age Average Trip Duration by Day, in Minutes Sunday 37 Monday 30 Tuesday 22 Wednesday 21 Thursday 19 Friday 37 1st Saturday 42 Average night owls are below 30 years old Average User Age by Trip Starting Time 40 35 User Average Age 30 25 20 15 10 5 0 12am 1am 2am 3am 4am 5am 6am 7am 8am 9am 10am11am12pm 1pm 2pm 3pm 4pm 5pm 6pm 7pm 8pm 9pm 10pm 11pm Time of the Day Where do the users come from? Hubway Users in the U.S. Cumulative Trips based on Zip Codes 0 350,762 Users are from everywhere, Bicycles and centralized around Boston Are Everywhere Hubway Users in Massachusetts Cumulative Trips based on Zip Codes 0 100 1,000 10,000 53,470 02215 02116 Top preferred 02113 02218 places to live 02134 02114 02115 Overall Trip Count per Day Basis July 28, 2011 -- October 1, 2012 3000 Day Trips Night Trips 2000 1000 0 Au 1 g. . . 1 p . . ec ov ct Se 20 O D N Number of Trips 3000 2000 1000 0 12 b. . ay r. n. ar Ap Fe Ja M 20 M 3000 2000 1000 0 12 g. p. n. . l. ct Au Se Ju Ju 20 O Date Business has grown a lot in 2012 Especially in the Summer 2011 2012 Day trips are Spring Summer Fall Winter always more Day Night popular Station Trip Count per Day Basis July 28, 2011 -- October 1, 2012 Top 3 Most Popular Stations South Station TD Garden Boston Public 1 Library 2 3 Top 3 Stations by Number of Trips In addition, Harvard Square @ Mass Ave + MIT Mass Ave have huge potentials among the newly established stations UMass Boston & JFK / UMASS overall receive the fewest customers. However, they are both new. Give them more time to catch up. A real bad performer is the New Balance - 38 Guest St. station 1148 trips in 429 days = Less than 3 trips/day Well below the average of 20 trips/day per station Station Location versus Median Household Income Top and bottom performed stations are NOT correlated with median household income. Beibei Yang 2012 byang1@cs.uml.edu Based on the Hubway Trip history Data. Made for the Hubway Data Visualization Challenge.