The data sets generated for our projects are publicly accessible on BUILT GitHub site.
Open Data Resources:
- Google data search
- Project Open Data
- Dryad Data Repository
- Harvard Dataverse Repository
Transportation-Related Data:
- Bus Stop Census of San Francisco
- Census American Community Survey (ACS)
- Census Journey to Work (JTW)
- Chicago Ride-hailing data
- Citi Bike System Data
- Commodity Flow Survey
- COVID Future Wave 1 Survey Data
- DC-NY-BOS Highway Network Dataset
- DARTE Annual On-road CO2 Emissions, 1980 – 2017
- DiDi’s (Chinese ride-sourcing service) GAIA Initiative
- FHWA Census Transportation Planning Products
- FHWA ITS Research Data Exchange
- Foursquare check-in data
- Freight Analysis Framework
- High-Granularity Highway Simulation (HIGH-SIM)
- Hubway Bicycle Sharing Trip History Data
- Mcity Data for AI
- Mendeley data: a complex network perspective for characterizing urban travel demand patterns
- MTA Bus Time
- MTA Fare Data
- MTA New York City Travel Survey
- MTA Real-Time Data Feeds
- MTA Subway Origin-Destination Ridership Estimate: 2024
- MTL TRAJET traveler smartphone GPS data from Montreal
- National Household Travel Survey 2017
- National Transit Database
- NREL Transportation Secure Data Center
- nuScenes – a public large-scale dataset for autonomous driving
- NYC 3-year bus location data
- NYC Freight Loading Zones
- NYC speed data from Uber Movement
- NYC Taxi & Limousine Commission
- NYC OASIS (Space Information System)
- NYC Open Data
- NYMTC 2010/2011 Regional Household Travel Survey
- NYMTC Data Gateway
- NYMTC Socioeconomic and Demographic Forecasts
- Open Mars Dataset: MultiAgent, multitRaverSal, multimodal autonomous vehicle dataset
- Self driving dataset (Berkeley)
- Shenzhen data (UMN)
- SmartHubs project mobility hub database
- Solomon’s VRP benchmark instances (SINTEF)
- Student Move TO (young adult travel survey in Toronto)
- Subway Stats
- SySMo dataset Sweden synthetic population from the Synthetic Sweden Mobility (SySMo) model
- T-Drive taxi trajectory data (Microsoft)
- The Open Bus (limited to NYC bus and bikesharing system data)
- Tongji Road Trajectory Sharing Platform (TJRD TS)
- Transit Feed Data Repository
- Transit Time NYC
- Transportation Networks for Research
- Uber TLC FOIL Response
- UTD19 traffic data (ETH Zurich and NYU Abu Dhabi)
- Waymo Open Dataset
- Yelp Public Data
Apps/tools/other data:
- AequilibraE: open source transportation modeling toolbox for QGIS
- AllTransit: the “the largest source of transit connectivity, access, and frequency data in America”
- Amazon Last Mile Routing Research Challenge: Data Set
- DTA Lite: open-source dynamic traffic assignment package by Xuesong Zhou
- DynaMel: an open-access DTA model of Melbourne created by Prof. Saberi’s CityX Lab
- dyntapy: dynamic and static traffic assignment in Python
- electricityMap: Live CO₂ emissions of electricity consumption
- FAST-TrIPs: open source agent-based transit assignment tool
- FleetPy – Simulation tool to model and evaluate mobility-on-demand fleets (TU Munich)
- flowmap.blue: simple web-based tool for visualizing trip flows
- FORSbase: Synthetic Population of Switzerland (2017)
- gmnl: Ricardo Daziano’s extension of mlogit in R to handle a wider range of mixed models
- Google Distance Matrix API — use this to generate distances between OD pairs
- Google OR Tools: Vehicle Routing Problems
- Google RLDS: Reinforcement Learning Datasets from Google Research
- HGS-CVRP: A modern implementation of the Hybrid Genetic Search for the Capacitated VRP
- LibCity – an open library for urban spatial-temporal data mining
- LinTim – academic open-source library for optimization in public transportation
- Lukas Foljanty’s map of the 2022 microtransit/ridepooling market
- Human Terrain: a map of populations around the world
- Mapnificent: a tool for visualizing accessibility
- Martin Treiber’s traffic flow simulator app
- MATSim: open source multiagent activity schedule assignment tool
- NXSYS, Signaling and Interlocking Simulator
- NYC Capital Planning Explorer
- NYCDOTMap
- NYCPlanning – NYC Census FactFinder
- OldNYC – Mapping historical photos from the NYPL
- Open Door Logistics – open source fleet routing and scheduling software
- OpenTripPlanner – open source multimodal transit network analysis tools
- OpenTripPlanner Transit Router – R script to query transit travel times
- osm2gmns – a tool developed by Xuesong Zhou’s group to convert OSM data to the General Modeling Network Specifications from the Zephyr Foundation
- Polaris from Argonne National Lab
- Project Subway NYC: 3D drawings of subway stations in NYC
- PyHygese: A Python wrapper for the Hybrid Genetic Search algorithm for Capacitated VRPs (HGS-CVRP)
- QGIS: open source GIS tool
- SUMO Traffic Simulator
- Transit Desert Research
- TransitCenter Dashboard Fare Calculator
- TransitFlow transit schedule visualizer
- TransitLand: a visualization tool
- TransitWiki: a resource for different transit planning software
- TRAVIC – Transit visualization client
- Urban Layers – the structure of Manhattan’s urban fabric
- UrbanSim – land use planning tool
- Zephyr Foundation – a site that provides tools and data for transportation research
Resources: