urban data challenge - christopher a. pangilinan
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Urban Data Challenge
02 | 06 | 2013 Swissnex
SFMTA Municipal Transportation Agency Image: Historic Car number 1 and 162 on Embarcadero
Visualizing Transportation Data
Outline
• System Overview and Challenges • The Datasets • Open Government Data • What Insights Are We Looking For?
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• SFMTA operates over 3 million service hours annually
• 5 distinct transit modes (bus, trolley, cable car, light rail, historic streetcar)
• 710,000 daily boardings 225 million annually
• 4th highest usage in the nation (passengers per capita)
Muni Overview
Street Level Challenges
Transit First City • Safe and efficient movement of
people and goods
• Promote public transit, bicycle and pedestrian travel as attractive alternatives
• Encourage innovative solutions to meet public transportation needs
Striving for Reliability
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Better Market Street
Central Subway
Van Ness/Geary BRT
Signal Priority TEP
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Do these policies and projects work?
• Reliable and faster transit service
• Reliable: On-time and/or expected headways
• Reliable: Consistent travel time
• Faster: Less time to travel
• Faster: More frequent service at same cost
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Let’s look at the data for answers Automatic Vehicle Location (AVL) Data • Time stamp and Lat/long
every 90 sec or 200 m. • Scheduled and actual data. • 100 percent coverage. Automatic Passenger Counter (APC) Data • Passenger on/off data. • “Dwell time” and traffic delay
at stops. • Scheduled and actual data. • Covers 30 percent of bus
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Travel Time Reliability
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Terminal Departures Performance
Geographically Targeted Supervision
Terminal Departures by Time of Day
Large number of late departures
Early departures after 10 p.m.
General unreliability during Owl hours
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Ridership
Damn it Jim! I’m a transit
engineer, not a data scientist!
Desired Insights and Visualizations
• Service – What does the transit map look like by time
of day? – What does ridership look like by time of
day? – Where are people coming from and going
to?
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Desired Insights and Visualizations
• Interaction with traffic – Reliability, speed,
delays – Heartbeat of the City:
How does the blood flow by time of day, day of week?
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Desired Insights and Visualizations
• Transit Project Benefits
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Be Creative! But also help answer the key policy and
operational questions
22 http://www.nytimes.com/interactive/2010/04/02/nyregion/taxi-map.html?ref=nyregion
Go Forth and Visualize! Chris Pangilinan @cap_transport
Felipe Robles @fliprobles San Francisco Municipal Transportation Agency