awesome-transit

Transit toolkit

A curated list of transit APIs, tools, and resources for building public transportation applications

Community list of transit APIs, apps, datasets, research, and software busstar2trainstar2steam_locomotive

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awesome-transit / GTFS Reference resources
GTFS.org official documentation site for the General Transit Feed Specification
MobilityData - "Understanding GTFS: An intro and overivew Video provides an overview of of the General Transit Feed Specification (GTFS) and why it is useful for transit agencies, riders, and policymakers
World Bank - "Intro. to GTFS" online course A free, online, self-paced course for learning about GTFS and GTFS-realtime
Open Transit Data Toolkit A series of lessons to help people utilize open transit data
ArcGIS - Introduction to GTFS
GTFS-books 13 over 1 year ago Comprehensive guides to GTFS and GTFS Realtime. These books were written by , and have been donated to and made open access
MBTA GTFS Onboarding An interactive tutorial created by MBTA for GTFS static. A is available on GitHub as well as a of the Jupyter notebook
Planetizen "Building a Transit Map Web App" course A video tutorial on setting up your own web-based mapping application, with no coding experience required
Google Transit Developers Additional Google-specific documentation of GTFS
Transit app Guidelines for Producing GTFS Static Data Additional Transit app-specific documentation of GTFS
Bing Maps Transit - Add your transit data to Bing Maps Additional Bing-specific documentation of GTFS
Yandex Maps - Transport integration Additional Yandex-specific documentation of GTFS

awesome-transit / Community
MobilityData Slack chat Chatroom that includes channels #gtfs, #gtfs-validators #mobility-database #gtfs-realtime #gtfs_best-practices #gtfs-pathways #gtfs-fares #gtfs-flex #trb-transit-data
Transit Developers mailing list
OpenTripPlanner 2,227 1 day ago Community

awesome-transit / Community / OpenTripPlanner
OpenTripPlanner User mailing list
OpenTripPlanner Developers mailing list

awesome-transit / Community / OneBusAway
OneBusAway Developers mailing list
OneBusAway API mailing list

awesome-transit / Community
Transit Techies NYC NYC-based in-person/online hybrid meetup. includes many contributors to this repo
German Open Transport Meetup 42 12 months ago online meetup of the German-speaking open transport community
German Open Transport Data Quality Meetup 42 12 months ago Bimonthly online meetup of the German-speaking open transport community dedicated to data quality

awesome-transit / Data
The Mobility Database JSON and CSV files that is a repository of 2000+ mobility datasets across the world. Contains contents of OpenMobilityData/TransitFeeds.com
Transitland Community editable list of many transit agency GTFS datasets. Also provides an API to access the data as JSON/GeoJSON and a playground to try out the data
TransitData.io A list of GTFS data in parts of Latin America. Must contact website maintainers directly to access feeds, as they're not publicly available
OpenMobilityData (Deprecated) List of GTFS and feeds. the GTFS feeds and allows you to preview both and through the browser. Formerly TransitFeeds.com. it is end-of-life as of early 2022 with a shutdown date to be determined
CapMetrics 15 almost 6 years ago Historical vehicle locations for Austin's transit agency (CapMetro). Data is collected by , a Go daemon
National Transit Database (USA) Information and statistics on the transit systems of the United States, run by the Federal Transit Administration
transport.data.gouv (France) Data platform for the French transport ecosystem
European long-distance transport operators (EU) (Unofficial) 50 over 3 years ago Unofficial list of available API endpoints, GTFS feeds and client libraries
Transport API REST API for aggregated transit data for the United Kingdom. Fee-based access
NextBus API REST API for real-time vehicle, route, stop, and arrival data for agencies that have puchased NextBus's hardware and/or software
Navitia.io REST API for journey planning, stop schedules, isochrones and lot more on US and EU. is the opensource engine behind the live API
CityBikes REST API for aggregated bikeshare data from around the world. Powered by
HAFAS – Propriety public transport management software by ( )
Citymapper API REST API for transit journey planning, realtime transit data and walk, cycle, scooter travel times
Citylines.co A collaborative platform for mapping transit systems, with an emphasis on their historical evolution. The data can be downloaded as GeoJSON or CSV from
OpenStreetMap (OSM) The collaborative platform for mapping the world, including transport, transit, and routing data
GTFS-Hub 29 3 days ago Community tested, probably quality/content enhanced, partially merged or filtered GTFS-feeds of (currently German) transport agencies. Maintained by
sample-gtfs-feed 12 5 months ago An imaginary GTFS data set used for testing
transitfeed unit tests 681 about 2 years ago Test data created for the original Google
Transitland GTFS and GTFS Realtime unit tests 36 10 days ago For testing the library that handles GTFS and GTFS Realtime parsing and validation for Transitland:

awesome-transit / Data / Transitland GTFS and GTFS Realtime unit tests
GTFS - "bad entities" at the single row level 36 10 days ago
GTFS - validation errors that that involve entities in one or more files 36 10 days ago
GTFS - best practices 36 10 days ago

awesome-transit / Data
gtfs-realtime-validator unit tests 44 7 days ago Some are included and a large number of GTFS RT messages are defined via the gtfs-realtime-bindings library
OpenTripPlanner unit tests 2,227 1 day ago Some are defined for the unit tests ( and )

awesome-transit / Software for Creating APIs
GraphHopper Routing Engine 5,447 6 days ago Open source routing engine for OpenStreetMap. Use it as Java library or server
gtfs-server 32 almost 2 years ago A web server, written in Rust that uses PostGIS as a backend to serve GTFS data via a HTTP endpoint
hafas-rest-api 25 8 months ago – Expose a endpoint as a REST API
Linked Connections An open-source, scalable intermodal route planning engine, which allows clients to execute the route planning algorithm (as opposed to the server). Uses GTFS data
Mobroute Mobroute is a general purpose FOSS public transportation router (e.g. trip planner) Go library and CLI that works by directly ingesting timetable (GTFS) data from transit agencies themselves (sourced from the ). It can be used to quickly run & test routing requests based on GTFS data on your device (via its CLI) or it can be embedded as a library to add GTFS routing to existing navigation apps
MOTIS 217 1 day ago Multi Objective Travel Information System, written in C++ and Java. Can consume schedule timetables in the GTFS or HAFAS format as well as real time information in the GTFS-RT (and RISML, a propriatary format at Deutsche Bahn) as input data. For pedestrian routing (handled by Per Pedes Routing) and car routing (handled by OSRM) OpenStreetMap data is used
Navitia 434 about 23 hours ago is the opensource engine behind the live API
OneBusAway A Java app that consumes GTFS and GTFS-Realtime (along with ) and turns them into an easy to use REST API
OpenTripPlanner An open source platform for multi-modal and multi-agency journey planning, as well as returning information about a multi-modal graph (using data sources such as GTFS and )
pyBikes 563 11 days ago Software powering for worldwide bikeshare system info
Simple Transit Api 7 7 months ago A simple way to get started with a GTFS api in Golang
TransitClock Java application that can consume raw vehicle positions and generate prediction times in formats such as GTFS-realtime. Formerly known as "Transitime"
Transitous Community-run free and open public transport routing service

awesome-transit / Agency Tools
Remix A webapp that lets transit agencies easily plan routes
Next Train API 3 almost 6 years ago Serves any GTFS feed as a JSON API. Transit agencies and developers alike can deploy the open source code to their own Heroku server
AC Transit RestroomFinder 1 about 2 years ago Pinpoints the nearest authorized restroom for bus operator and field staff, using GPS and on-screen map
AC Transit Training and Education Department (TED) application 8 about 8 years ago This application supports the District's training operations for transportation and maintenance employees, primarily in the positions of Bus Operators and Heavy Duty Coach Mechanics (Apprentice and Journey), although the system supports new courses and apprenticeship programs
AC Transit Customer Relations application (CusRel) 8 almost 7 years ago Public transit ticketing system for customer issues and feedback with: inter-departmental routing with notifications, department/person assigments, simple workflow, ticket searching, pre-canned reports, daily reminders and more
PTV Lines A cloud-based public transport software for line planning and public transport service optimisation
TransAM An open-source asset management platform for public transportation agencies
RidePilot 25 almost 2 years ago An open-source Computer Aided Scheduling and Dispatch (CASD) software system to meet the needs of small scale human service transportation agencies
TNExT 16 over 1 year ago Transit Network Explorer Tool (TNExT) is a web-based software tool developed for the visualization, analysis, and reporting of regional and statewide transit networks in the state of Oregon
webapp Route Trends ( , ) - An R Shiny app to ingest ridership time series, and return seasonal, trend, and residual components according to and forecasts including uncertainty based on those components. Sponsored by (Minneapolis-St. Paul)
TBEST TBEST (Transit Boardings Estimation and Simulation Tool) is an effort to develop a multi-faceted GIS-based modeling, planning and analysis tool which integrates socio-economic, land use, and transit network data into a platform for scenario-based transit ridership estimation and analysis. Funded by the Florida Department of Transportation. Free to use but not open-source

awesome-transit / Hardware
Bus Tracking GPS 31 about 8 years ago Code for Miami prototype of a cheap open-source solution to track transit buses
Train departure Display 245 6 months ago A replica, near real-time, miniature UK railway station train departure sign based upon a Raspberry Pi Zer0

awesome-transit / Apps
Catenary Maps Realtime and Schedule global public transport map and navigation software, written in Rust and Svelte
Instabus Realtime map of Austin's (CapMetro) public transit. Has no server/backend dependency at all and runs completely on GitHub pages
OpenTripPlanner Client GWT 11 over 2 years ago A Google Web Toolkit-based web interface for OpenTripPlanner
OpenTripPlanner.js 19 almost 5 years ago A Javascript-based client for OpenTripPlanner (no longer under development)
OTP-UI React Component Library 56 13 days ago React Javascript component library, which can be used to build trip planner webapps. See the for a demo
GTFS-realtime Alerts Producer Web Application 1 over 4 years ago A Java-based web application for producing GTFS-realtime Service Alerts
HRT BUS Web app 17 over 4 years ago HRT Bus API publishes real time bus data from Hampton Roads Transit through an application programming interface for developers to make apps from it
Transit-Map 359 over 5 years ago Web app that animates vehicles (markers) on a map using the public transport timetables to interpolate their positions along the routes (polylines)
Transitive.js 684 over 2 years ago Creates a customizable web map layer of transit routes using Leaflet or D3
Google I/O Transport Tracker 574 about 5 years ago Shows shuttle arrival times for Google I/O conference, based on the open-source . Note: To implement this yourself, you need a
1-Click A virtual “trip aggregator” that assembles information on a wide variety of available modes: public transit, private, rail, rideshare, carpool, volunteer, paratransit, and walking and biking
Bustime Public transport real-time monitoring with WebSocket updates. Open-source
Transit Tracker Realtime vehicle position for Greater Montreal & Toronto, Canada
GTFS Builder A free web-based application to help you create GTFS files. Maintained by the National Rural Transit Assistance Program (RTAP)
Dede app Dede - An independent and universal passenger information system (PIS) mapping realtime movement. A message feed with Vehicle Position entities in the GTFS-Realtime format or the can be used as data source
MBTA tile-server 8 4 months ago Scripts to create a Docker container that encapsulates all the elements necessary to develop map tiles for use on MBTA.com
Cadê Meu Busão Realtime tracking transit buses from Belo Horizonte, Brazil. Open-source on
Tiramisu Transit 5 almost 3 years ago An adaptive mobile transit app that shows real-time bus arrival information developed and deployed by Carnegie Mellon University. No longer maintained
TransitScreen Custom realtime displays of all local transportation choices
Citylines.co A collaborative platform for mapping transit systems, with an emphasis on their historical evolution
Bikeshare Map Status of all worldwide bikeshare stations
Bongo Real-time Transit Tracking for Iowa City, Coralville and the University of Iowa. Combines three disparate transit systems into one UI
CityMapper Webapp Really polished webapp with trip planner and route status for over 30 of cities
TransSee Real-time transit predictions based on actual travel times, vehicle locations, schedules and maps. Premium gives you access to a detailed history of schedules, vehicle locations, stop arrivals, schedule adherance, charts and graphs. For an additional fee custom queries can be run on this data
YourStop Mobile friendly web app which consumes GTFS feeds and displays both live and scheduled trips for stops. Launched with MBTA, YRT/Viva and Maryland MTA
DC MetroHero Realtime vehicle position and arrivals and departure information for the Washington, D.C. region's WMATA Metrorail and Metrobus systems. WebApp, Android, and iOS apps avaliable
Android OneBusAway Apps - , , , , ,
OpenTripPlanner Android 129 almost 3 years ago An Android app for
OpenTripPlanner iOS 68 almost 12 years ago An iOS app for
opentripplanner-client-library 2 almost 3 years ago A Kotlin Multiplatform library for making API requests and parsing responses from an OpenTripPlanner v2 server for trip plans, bike rental info, and server metadata for Android, iOS, and web
Transito FOSS data-provider-agnostic public transportation app that let's you route between locations using openly available public GTFS feeds (sourced from the ). Utilizing the , the Transito app lets you performs routing calculations right on your phone. Cross-platform app currently supporting Android & Linux
Transportr 1,061 about 24 hours ago An Android app that uses in order to connect to many different transport networks worldwide
Next Train - Connecticut 1 over 5 years ago A React-native mobile app for searching train schedules published by the Shore Line East transit agency in Connecticut. Relies on a deployment of the
Offi Directions An Android app that provides trip planning, schedules, live departure times, and disruption information for transport authorities in Europe and beyond
Trufi App 8 9 months ago A cross-platform Flutter app that uses
MACS Transit Android App 9 about 1 month ago A bus tracker app for Android devices for the MACS Transit system in Fairbanks, Alaska. Uses RouteMatch APIs
Tiramisu Transit 5 almost 3 years ago An adaptive mobile transit app that shows real-time bus arrival information developed and deployed by Carnegie Mellon University. Written using Ionic framework. No longer maintained
Transit
CityMapper
Moovit
Transit Display Multimodal and real-time transit display software
Ualabee Community driven trip planner with focus on user interaction, users can report anomalies, upload pictures, edit transit data and chat with other passengers

awesome-transit / SDKs
Citymapper SDK Allows you to add journey planning and turn-by-turn navigation for walking, cycling, scooting and transit into native iOS and Android apps

awesome-transit / Visualizations
All Transit Interactive GTFS route and schedule animation (for U.S. cities) using Mapbox GL JS, Deck.gl and Transitland. Github repository
fastest-bus-analysis-in-the-west 21 about 6 years ago A python Pandas script that combines Ridership/APC, Swiftly speed and dwell data, bus stop inventory, GTFS, and geospatial shapes to create a stop by stop, route by route, time grouping filterable dataset for cross-analyses. The dataset is then visualized in to help VTA Planners find places to make bus and rail network faster and more reliable through speedups methods like stop consolidation and dedicated lanes
gtfspy-webviz 55 3 months ago Web application for animation and visualization of GTFS data using
gtfs-to-geojson A simple online converter for gtfs to geojson with a list of feeds
gtfs-visualizations 129 almost 4 years ago Open-source NodeJS application for visualizing the routes of GTFS datasets
Mapnificent Shows areas you can reach with public transport in a given time. Open-source , live at
MIT COAXS Co-creative Planning of Transit Corridors using Accessibility-Based Stakeholder Engagement (shows route scenarios using )
MOTIS Intermodal Mobility Information System including
MTA Frequency Frequency visualization of subways and buses in New York City built using
SEPTA Rail OTP Report An online on-time performance reporing & drill down tool using GTFS
Simple Transit Map An online example of how to host and update a webmap
Simple Transit Site An online example of how to create a transit website all from your gtfs
TNExT 16 over 1 year ago Transit Network Explorer Tool (TNExT) is a web-based software tool developed for the visualization, analysis, and reporting of regional and statewide transit networks in the state of Oregon
Toronto Transit Explorer 36 almost 3 years ago A Java application that visualizes transit, biking and walking accessibility across the city of Toronto. Uses a modified version of for routing
Transit Vis 12 about 2 years ago A visualization tool to display performance metrics derived from the King County Metro GTFS-RT feed (OneBusAway API). Viewable . Used for
TransitFlow 280 almost 5 years ago Animate GTFS data around the world using Processing and Transitland
TRAVIC Transit Visualization Client Visualizes vehicles moving based on static GTFS data (and sometimes realtime data). Supports over 260 cities. Github account for geOps organization is
Traze by - Visualization of public transport vehicles from all over the world. Collaborate with other users to get real-time updates even when it is not available from the agency. Based on a number of sources, including GTFS and GTFS-RT. (Previously known as Livemap24)
Visualizing MBTA Data Interactive graphs that show how people use Boston's subway system
Brand New Subway An interactive transportation planning game that lets players alter the NYC subway system to their heart's content
BENO Metro Mapm Creator A very old fashioned but classic transit map creator
Tennessine Metro Designer A modern and aesthetically pleasing transit map designer
Metro Map Maker An open source and simple metro map maker software
MetroDreamin' A modern, open source software that allows users to create, save, like, and share interactive transit maps with agents
Rail Map Generators Tool for generating railway maps and information panels in the styles of various cities' public transportation systems
MetroSets A flexible web tool to visualize set systems using the metro map metaphor. Based on this
Adobe illustrator The industry-leading vector graphics software (requres membership plan)
Inkscape A free desgn tool similar to Adobe Illustrator
Felt An aestically pleasing Modern GIS software
Google Mymaps Create and share custom maps with Google My Maps
Google Earth Create and share custom maps with one of the the world's most detailed statelite applications
UrbanRail.Net Worldwide reference map of urban rail transport (metros,trams,commuter rail) with detailed and up-to-date information
OpenRailwayMap Worldwide map of railways using OpenStreetMap data
AllRailMap Another worldwide map of railways using OpenStreetMap data
European Railway Atlas -  A reference book of European railway maps that is available for purchase
Rail Transit Maps A collection of railway maps covering Europe (especially Russia)
Tramscale Website outlining maps showing the scales of tram systems around the world
Timelines Compare the timelines of Rapid Transit Projects around the world
Metrolinemap Interactive Maps of the world's Metro systems
Metrocyclopaedia 3d maps of metro systems across the world (uses data from Metrolinemap)
RailFansCanada Interactive System Map detailing the  the present and future of different urban rail systems in Canada
North American Transit - Map of all Passenger Rail in North America including (intercity rail, metros, trams and tourist lines)
Intercity Rail map Map of the real time location and schedule information for  Amtrak and Via trains
Indian Railways Map Interactive Maps of the Indian Main rail network
National Rail Network Map - This map shows the extent and ownership of rail lines in the United States, including passenger and freight lines
Ferrocarta A series of maps covering all of the passenger rail networks in Brazil, Canada and France
Train Lookout A tool to easily Log, map and share your journeys by train
Australian Rail Maps -   Detailed Australian railway maps from the national, state and city levels
Steam Engine "IS" Maps of railways in the USSR
Carto.Metro Detailed maps of metro and tram networks of global cities (especially in France)
Railway Stations Photos of Railway Stations across the world
INAT Aesthetically pleasing static maps of worldwide metros systems
Transit Maps Critiques and reviews of the design of transit maps from across the world
Transit Explorer A map containing fixed-guideway transit around the world
Britsh Railways An interactive map of Great Britain's rail network
TransitLand Map Worldwide map of transit services (which have a GTFS Feed)
DB InfraGO Interactive Map of German Rail infrastructure
SNCF Carte interactive Interactive Map of French Rail infrastructure
Project Mapping Schematic maps of UK and worldwide rail networks
China Railway Map An online Interactive map for the passenger railway transportation system of China, presenting station and rail information
Canadian Rail Atlas a user-friendly, interactive map of Canada’s nearly 43,000-kilometre railway network
The Rail Map An Interactive Map with Train lines in North America using data from OpenStreetMap
JR pass Interactive Map of Mainline Rail in Japan

awesome-transit / GTFS
GTFS Spec Specification for the General Transit Data Feed, or GTFS. Available in several languages
GTFS Best Practices Best practices for producers of a GTFS feed
CGTFS 8 over 5 years ago C library for reading static GTFS feeds. Supports reading unpacked feeds into application memory or into SQLite databases
RRRR Rapid Real-time Routing 167 almost 4 years ago RRRR (usually pronounced R4) is a C-language implementation of the RAPTOR public transit routing algorithm
just_gtfs 20 about 1 year ago C++17 header-only library for reading and writing GTFS (used in ). Main features: fast reading and writing of GTFS feeds, support for , simple working with GTFS Date and Time formats
ESRI public-transit-tools 173 25 days ago Tools for working with public transit data in ArcGIS (license for ArcGIS required)
GTFS Feed Parser 70 over 2 years ago .Net/Mono implementation of a GTFS parser
Go GTFS Parser 43 over 6 years ago A GTFS parsing library for Go
OneBusAway GTFS Modules 129 3 days ago A Java-based library for reading, writing, and transforming public transit data in the GTFS format, including database support
gtfs-sequelize 19 almost 7 years ago Node.js library modeling the static GTFS using sequelize.js
gtfs-utils 40 almost 3 years ago – Utilities to process GTFS data sets (e.g., "flattening" & , computing arrival/departure times of trips)
gtfs-via-postgres 95 29 days ago – Yet another tool to process GTFS using PostgreSQL
Node-GTFS 443 12 days ago Loads transit data from GTFS files, unzips it and stores it to a SQLite database. Provides some methods to query for agencies, routes, stops and times
gtfs-schema 35 about 5 years ago PostgreSQL schema for GTFS feeds
gtfs-via-postgres 95 29 days ago – Yet another tool to process GTFS using PostgreSQL
ESRI public-transit-tools 173 25 days ago Tools for working with public transit data in ArcGIS (license for ArcGIS required)
gtfsdb 160 5 months ago Python library for converting GTFS files into a relational database
gtfs_functions 115 6 months ago Python package with useful functions to create geo-spatial visualizations from GTFS feeds
gtfs-segments 33 about 2 months ago Python package that represents GTFS data for buses in a concise tabular manner using segments
gtfslib-python 44 almost 6 years ago An open source library in python for reading GTFS files and computing various stats and indicators about Public Transport networks
gtfsman 22 about 8 years ago Repository-like tool in Python to manage and update a huge number of GTFS feeds
gtfspy 158 over 1 year ago Public transport network analysis and travel time computations using Python3. Compatible with Postgres/PostGIS, Oracle, MySQL, and SQLite. Used by
GTFS Kit 53 about 1 month ago A Python 3.8+ tool kit for analyzing General Transit Feed Specification (GTFS) data. Supersedes GTFSTK
Make GTFS 9 5 months ago A Python library to make GTFS feeds from basic route information
Mapzen GTFS 30 almost 6 years ago A Python GTFS library that supports reading individual GTFS tables, or constructing a graph to represent each agency in a feed
multigtfs 52 almost 2 years ago A Django application to import and export GTFS
partridge 156 12 months ago A fast, forgiving Python GTFS reader built on pandas DataFrames
transit_service_analyst 11 9 months ago A Python library to support transit service analysis
r-transit Collection of tools for GTFS in R
gtfsio 13 about 2 months ago Fast and flexible functions to read and write GTFS in R
tidytransit 150 about 2 months ago Use tidytransit to map transit stops and routes, calculate travel times and transit frequencies, and validate transit feeds. tidytransit reads the General Transit Feed Specification into tidyverse and simple features data frames
GTFS-viz 87 over 8 years ago Ruby script that converts a set of GTFS files into a SQLite database + GeoJSONs (needed by the web application)
Chouette 17 2 months ago Converts between French-Transmodel and GTFS
extract-gtfs-pathways 4 5 months ago – Command-line tool to extract pathways as GeoJSON from a GTFS dataset
extract-gtfs-shapes 5 over 3 years ago – Command-line tool to extract shapes as GeoJSON from a GTFS dataset
GTFS-OSM-Sync 91 over 1 year ago A Java tool for synchronizing data in GTFS format with
gtfs-parser 5 about 1 year ago The GTFS-PARSER library is a library to allow javascript to parse gtfs and create geojson on client or server
gtfs-service-area 4 over 3 years ago Compute a transit service area from static GTFS. Results are output as single-layer .geojson files. Dockerized version of
GTFS-route-shapes 19 almost 9 years ago A Python script to generate a single geoJSON shape for each transit route in a GTFS archive
gtfs-to-geojson 123 15 days ago Javascript tool that converts transit data in GTFS shapes and stops into geoJSON. This is useful for creating maps of transit routes
gtfs2gps 71 about 2 months ago An R package that converts public transportation data in GTFS format to GPS-like records in a , where each row represents the timestamp of each vehicle at a given spatial resolution
gtfs2emis 28 1 day ago An R package to estimate the emission levels of public transport vehicles based on General Transit Feed Specification (GTFS) data
gtsf 3 over 6 years ago general transit (GTFS) simple (geographic) features (sf) in R. can be used to convert from GTFS to Shapefile, GeoJSON, and other formats through GDAL
hafas-generate-gtfs 6 over 4 years ago – A Javascript tool to generate GTFS dumps from HAFAS endpoints
Hafas2GTFS 12 over 10 years ago Hafas2GTFS converter written in Python, optimized for SBB HAFAS feeds
kml-to-gtfs-shapes 7 about 10 years ago Javascript tool to convert polylines from a KML file into a GTFS shapes.txt file. Hosted on GitHub
NeTEx-to-GTFS Converter Java 8 4 days ago Converts NeTEX datasets into GTFS datasets. The input NeTEx datasets are required to follow the Nordic NeTEx Profile
o2g 11 over 5 years ago A simple tool to extract GTFS feed from OpenStreetMap
Open-Transport SYNTHESE Convertors 25 almost 9 years ago Converts French-Transmodel, SIRI, NETeX, HAFAS, HASTUS, VDV452, and more
onebusaway-gtfs-to-barefoot 1 almost 5 years ago A Java tool to create a mapfile from a GTFS file
onebusaway-vdv-modules 13 almost 3 years ago A Java library for working with transit data in the VDV format, including converting VDV-452 schedule data into GTFS
osm2gtfs 99 8 months ago Turn OpenStreetMap data and schedule information into GTFS
transit_model 57 about 2 months ago A Rust library to convert to/from the following formats: GTFS, NTFS (for Navitia, see ), TransXChange (UK specification), KV1 (NL specification), NeTEx (EU specification)
transloc-gtfs-rectifier 2 almost 7 years ago Python application that attempts to assign GTFS stop_ids to IDs using ( doesn't provide GTFS in their API)
Transmodel and IFF to GTFS 4 over 9 years ago Imports and syncs (Transmodel) BISON Koppelvlak1, IFF (a format written by HP/EDS, somewhat similiar to ATCO CIF) to import timetables of the railway networks. The internal pseudo-NETeX datastructure allows to export to GTFS and there are proof-of-concepts to export to other formats such as NETeX, GTFS and IFF
Transporter-Project transxchange-to-gtfs 3 almost 10 years ago TransXChange to GTFS converter written in Objective-C
TXC TransXChange publisher (UK Department for Transport) The TXC TransXChange publisher is a standalone software tool that can be used to publish TransXChange compliant XML documents in a format that’s easy to read and print
UK2GTFS R package that converts UK format TransXchange (bus, metro, tram, ferry) and CIF (rail) timetables to GTFS
AddTransit SaaS (Software as a Service) platform to create, edit and publish schedules in GTFS format
bus-router 37 almost 8 years ago Python script that generates missing shapes.txt for GTFS using routing from or
gtfs-blocks-to-transfers 5 2 months ago A Python tool to convert GTFS blocks, defined by setting into a series of
GTFS Diff GTFS Diff is a specification created by transport.data.gouv.fr and aims at providing a simple and unified way to express differences between GTFS files
GTFS Editor 135 over 7 years ago A (self-hosted) web-based GTFS editing framework. (Note: this project has been deprecated in favor of .)
GTFS Editor for Vagrant 7 over 7 years ago Quickly set up the GTFS editor (above) using
static-GTFS-manager 148 over 2 years ago A (self-hosted) browser-based user interface for creating, editing, exporting static GTFS (see )
TransitWand 40 over 9 years ago An open source web and mobile application for collecting transit data. Use it to create GTFS feeds, capture passenger counts or generate GIS datasets
IBI Data Tools 121 6 days ago A web application that handles GTFS editing, validating, quality checking, and deploying to OpenTripPlanner. (Combines and builds upon the functionality of the deprecated and .)
IBI Data Tools Infra 1 about 1 year ago A tool to quickly setup and run a local instance of the above IBI Data Tools project
GTFS.html An entirely browser-based tool to view GTFS feeds. Use it to view routes, stops, timetables, etc
pfaedle 208 6 days ago Precise map-matching for GTFS using OpenStreetMap data
GTFS shape mapfit 7 about 1 year ago Python tool that fits GTFS shape files and stops to a given OSM map file. Uses for the matching
GTFS Builder A free web-based application to help you create GTFS files. Maintained by the National Rural Transit Assistance Program (RTAP)
gtfs-station-builder 17 over 1 year ago UI tool to help build the internal structure of stations (including pathways.txt)
GTFS Text-to-Speech Tester 3 2 months ago A command-line tool that reads GTFS stop names out loud using Text-to-Speech to determine which need Text-to-Speech values for tts_stop_name in stops.txt
Spare GTFS-Flex Builder A free tool that helps transit agencies easily create, manage, and export their transportation data in GTFS-Flex format
Swiftly Tool generate realtime transit data
combine_gtfs_feeds 7 over 1 year ago A Python tool to combine multiple gtfs feeds into one feed/dataset
GTFS Kit 53 about 1 month ago A Python 3.8+ tool kit for analyzing and merging General Transit Feed Specification (GTFS) data.
Transitfeed merge function 681 about 2 years ago A Python library with a function to merge two different GTFS feeds
gtfsmerge 2 10 months ago A Python Script to merge GTFS ZIP archives into one
GTFS Kit 53 about 1 month ago A Python 3.6+ tool kit for analyzing General Transit Feed Specification (GTFS) data. Supersedes
gtfstools 40 about 2 months ago A set of convenient tools for editing and analysing transit feeds in GTFS format in R
transit_service_analyst 11 9 months ago A Python library to support transit service analysis
Peartree 201 over 1 year ago A Python library for converting transit data into a directed graph for network analysis
R5: Rapid Realistic Routing on Real-world and Reimagined networks 293 27 days ago A Java-based routing engine developed by Conveyal for multimodal (transit/bike/walk/car) networks. It currently plans many trips over a time window for scenario planning and analytics purposes. A related R wrapper package ( ) is developed independently by IPEA. See also the performance comparison from Higgins et al. (2022), linked below
tidytransit 150 about 2 months ago An R package to read GTFS data into tibbles and simple features dataframes to map transit stops and routes, calculate travel times and transit frequencies, and validate transit feeds
transitr 22 over 1 year ago An R package for constructing and modelling a transit network in real time to obtain vehicle ETAs
transit-intensity 3 8 months ago A simple project for measuring transit intensity written in Go
Busbuzzard 10 about 11 years ago Inference of probabilistic schedules from empirical data about transit vehicles
ESRI ArcGIS Public Transit Tools (GTFS) 173 25 days ago Tools for working with public transit data in ArcGIS
GTFS-to-Chart 31 15 days ago Creates stringline charts showing all vehicles on a transit route from GTFS data
GTFS Display Analyse, monitor and maintain GTFS data ( )
PTNA Public Transit Nework Analysis is a open source system for finding and aggregating information about public transportation lines mapped in OSM
GTFS-to-HTML Generate human-readable timetables in HTML or PDF format directly from GTFS
Timetable Kit 39 4 months ago An open source Python 3.10 module and scripts depending on , designed to create complex printed/PDF timetables with flexible layouts. Currently only working out of the box for Amtrak's GTFS, but under active development
TimeTablePublisher (TTPUB) 26 about 5 years ago A web publishing system developed by TriMet that allows a transit agency to examine, modify, and transform raw scheduling data into easy-to-read timetables for customer information purposes
Conveyal's gtfs-validator 38 over 3 years ago A Java-based GTFS validator based on the OneBusAway GTFS Modules, runs in Java and is faster than the Google provided one
Conveyal's gtfs-lib 71 7 months ago Conveyal's successor to their own , a Java-based library for loading and saving GTFS feeds of arbitrary size with disk-backed storage
Google's feedValidator 681 about 2 years ago Google-supported Python-based GTFS validator
GTFS Data Package Specification 18 over 6 years ago A Data Package specification with validation accomplished with Good Tables. Includes a data package, schemas, tests, and uses South East Queensland GTFS data as an example
gtfstidy 116 6 days ago A Go-based tool to tidy and validate GTFS feeds
gtfs-validator-api 3 over 1 year ago This Python package is a thin wrapper around that handles intermediate files produced and finds gtfs-validator's output file so it can be given a specific name or returned as a string
GTFSVTOR 28 5 days ago An open-source GTFS validator implemented in Java licensed under GPLv3 maintained by
MobilityData's gtfs-validator 290 7 days ago A open-source GTFS validator canonically following the GTFS spec implemented in Java licensed under Apache v2.0 maintained by
Reflect GTFS Validator (hosted by Foursquare ITP) Transit schedule and GTFS validation platform by that includes a free, web-based GTFS validator based on
Transit App's gtfs-fares-v2-validator 6 over 2 years ago A Python tool that validators GTFS-Fares-v2 data based on the
Transport Validator 39 about 2 months ago An open-source validator implemented in . Used by the
gtfs-accessiblity-validator 0 15 days ago Validates the presence of accessiblity-related fields and files in a GTFS file. Can be a command line tool or node.js package

awesome-transit / GTFS Realtime
GTFS-realtime documentation 618 about 1 month ago
GTFS-realtime Autodoc Automatically generated documentation for GTFS-realtime, generated from the official and including some extensions
gtfs-realtime-bindings 374 5 months ago The official bindings for Java, .NET, Node.js, Python, and Ruby generated from the official
GTFS-realtime Exporter 17 7 months ago A Java-based tool that assists in producing and sharing a GTFS-relatime feed
GTFS-realtime Alerts Producer Demo 8 over 9 years ago A Java-based demo project for producing GTFS-realtime Service Alerts
GTFS-realtime Alerts Producer Web Application 1 over 4 years ago A Java-based web application for producing GTFS-realtime Service Alerts
GTFS-realtime TripUpdates & VehiclePositions Producer Demo 11 about 2 years ago A Java-based demo project for producing GTFS-realtime TripUpdates (estimated arrivals) and Vehicle Positions
GTFS-realtime Vehicle Positions Consumer/Visualizer Demo 59 about 2 years ago A Java-based demo project for consuming a GTFS-realtime Vehicle Positions feed and displaying this info on a map
gtfs-realtime-validator 44 7 days ago A GTFS Realtime validation tool originally developed by the at the University of South Florida and now maintained by
GTFS-realtime to SQL Parses a GTFS-RealTime feed into an SQL database (used in )
gtfsrdb 38 over 2 years ago A Python tool that supports reading and archiving GTFS-realtime feeds into a database
retro-gtfs 54 almost 5 years ago A Python application that collects real-time data from the Nextbus API and archives it into the GTFS format (i.e., retrospective GTFS)
SIRI to GTFS-realtime 10 over 2 years ago A Java-based command-line utility to convert from the to GTFS-realtime
OrbCAD SQL Server to GTFS-realtime 16 over 7 years ago A Java-based command-line utility that extracts vehicle positions and trip updates information from an OrbCAD SQL Server and exports them to the GTFS-realtime TripUpdates and VehiclePositions formats
NextBus API to GTFS-realtime 16 almost 5 years ago A Java-based command-line utility to convert from the to GTFS-realtime. Note that NextBus now directly offers a GTFS-realtime API for their products. See and
Syncromatics API to GTFS-realtime 2 about 4 years ago A Java-based command-line utility to convert from the format to GTFS-realtime TripUpdates and VehiclePositons
KV6,15,17, and ARNU to GTFS-realtime 1 about 10 years ago Java-based tool to process incoming KV6,15,17 and ARNU and match them to static transit data present in a RID integration database. It then proceeds to export this data as ARNU RITinfo, GTFS(realtime) and KV78turbo
WMATA BusPositions API to GTFS-realtime 12 almost 5 years ago Java-based tool to convert from WMATA's and Alert RSS feeds from to GTFS-realtime TripUpdates, VehiclePositions, and Alerts feeds
SEPTA API to GTFS-realtime 2 over 10 years ago Java-based tool to convert to GTFS-realtime
CTA API to GTFS-realtime 4 almost 11 years ago Java-based tool to convert to GTFS-realtime
Detroit DOT to GTFS-realtime 2 almost 6 years ago Extract real-time info from TransitMaster installation (database) and convert to GTFS-realtime
Live Transit Event Trigger 4 over 11 years ago Extracts data from OrbCAD database and export as GTFS-realtime
SoundTransit to GTFS-realtime 3 almost 13 years ago Convert text file feed from to GTFS-realtime
Civic Transit 4 over 11 years ago Screen-scrapes TransitMaster WebWatch installation to produce a GTFS-realtime feed
GTFS-realtime VehiclePositions to GTFS-realtime TripUpdates (TransitClock) Java application that can consume raw vehicle positions and generate prediction times in formats such as GTFS-realtime. Formerly known as "Transitime"
gtfs-realtime-translators 21 8 days ago A Python-based tool to translate custom arrival API formats to GTFS-realtime. As of July 2019 it supports LA Metro and SEPTA
Transloc API to GTFS-realtime 2 almost 2 years ago A Node.js based tool to convert the Transloc API to GTFS-realtime
hafas-gtfs-rt-feed 19 8 months ago – A Javascript tool to generate a GTFS Realtime feed from a HAFAS endpoint
GTFS-realtime to SIRI-Lite 21 over 3 years ago A webserver to convert multiple GTFS-RT feeds to a SIRI-Lite API
bus_kalman 28 about 7 years ago A Kalman Filter used to interpolate bus travel times using NYC MTA real-time data
Concentrate 26 about 1 month ago Combines realtime transit information from multiple sources into single output files. Maintained by
gtfs-realtime-test-service 3 over 9 years ago A tool for mocking GTFS-realtime feed content (e.g., for use in testing a GTFS-realtime consuming application)
GTFS-realtime Munin Plugin 1 12 months ago Provides a plugin for logging information about a GTFS-realtime feed
GTFS-realtime Nagio Plugin 1 12 months ago Provides a plugin for monitoring a GTFS-realtime feed
GTFS-realtime Printer 9 over 6 years ago Java-based utility to print out information from a GTFS-realtime file or URL
gtfs-rt-admin 7 over 10 years ago An admin tool for managing GTFS-RT service alerts (JavaScript and Java)
gtfs-rt-differential-to-full-dataset 3 3 months ago – Javascript tool to transform a continuous GTFS Realtime stream of incrementality data into a dump
gtfs-rt-dump 23 6 days ago Converts protocol buffer format to plain text for easy viewing of a GTFS-realtime feed in plain text (for debugging purposes)
gtfs-rt-inspector – Web app to inspect & analyze any (CORS-enabled) GTFS Realtime feed. Open-source on
GTFS Data Pipeline for TfNSW Bus Datasets 8 about 2 years ago A data pipeline developed for the TfNSW's GTFS Static and Realtime datasets. The datasets generated using the pipeline have been used to validate the performance of TfNSW's Transit Signal Priority Request via Public Transport Information and Priority System (PTIPS)
manual-gtfsrt 5 over 7 years ago A Go-based tool that serves a GTFS-RT feed created from editable JSON
print-gtfs-rt-cli 18 over 1 year ago – Javascript tool to read a GTFS Realtime feed from stdin, print human-readable or as JSON
transitcast Uses GTFS and GTFS-RT vehicle position feed generating an estimated transition time it takes for each vehicle to move from scheduled stop to scheduled stop recording these an "observed_stop_time" table. These records can later be used to train a machine learning model to make vehicle travel predictions. Created by TriMet as part of
transit-feed-quality-calculator 7 over 2 years ago A Java project that uses the to assess the quality of a large number of transit feeds, fetching the feed URLs from a global directory ( )
Transit Network Model 13 over 6 years ago A tool to generate predictions using GTFS-realtime VehiclePositions, a particle filter, and a Kalman Filter
GTFS Realtime Display Analyse, monitor and maintain GTFS Realtime data
GTFS Realtime Prediction Accuracy metrics Useful Performance Metrics for GTFS-Realtime

awesome-transit / SIRI
SIRI API 346 6 months ago Java classes generated from the v1.0 and v1.3 schemas
SIRI 2.0 API 6 about 7 years ago Java classes generated from the v2.0 schemas
SIRI to GTFS-realtime 10 over 2 years ago A Java-based command-line utility to convert from the to GTFS-realtime
SIRI 2.0 Autodoc Automatically generated documentation from the (incredibly well) annotated SIRI 2.0 Schema Definition
King County Metro Legacy AVL to SIRI 2 about 12 years ago Java-based tool to convert Legacy AVL format to SIRI
SIRI REST Client 26 over 10 years ago An open-source Android library for interacting with the RESTful SIRI interface for real-time transit data, such as that currently being used by the
SIRI 1.3 POJOs (Android-compatible) 4 almost 12 years ago Android-compatible Plain Old Java Objects (POJOSs) used for data binding (deserliazing XML/JSON) responses for SIRI v1.3 APIs. Used by the
pysiri2validator 2 almost 2 years ago Simple validator for SIRI 2.0 written in Python 3
Edwig 17 2 months ago A golang server for real-time public transport data exchange, using the SIRI protocol
BISON Netherlands implementation of SIRI

awesome-transit / Other multimodal data formats
APDS Alliance for Parking Data Standards: formed by the , the , and the . APDS is a not-for-profit organization with the mission to develop, promote, manage, and maintain a uniform global standard that will allow organizations to share parking data across platforms worldwide
DATEX EU data standard for road traffic and travel information
GBFS General Bikeshare Feed Specification: open data standard for real-time information about bikeshare, scootershare, mopedshare, and carshare

awesome-transit / Other multimodal data formats / GBFS
gbfs R package 37 10 months ago Functions to interface with GBFS feeds in R, allowing users to save and accumulate tidy .rds datasets for specified cities/bikeshare programs

awesome-transit / Other multimodal data formats
MDS 690 about 1 month ago Mobility Data Specification: A format to implement realtime data sharing, measurement and regulation for municipalities and mobility as a service providers. It is meant to ensure that governments have the ability to enforce, evaluate and manage providers. Maintained by the
NeTex A general purpose XML format designed for the exchange of complex static transport data among distributed systems managed by the
TODS Transit Operational Data Standard: standard format for representing transit schedules used by drivers, dispatchers, and planners to carry out transit operations
TOMP 100 14 days ago Transport Operator Mobility-as-a-service Provider API: API standard for use by transport operators and mobility-as-a-service providers for operator discovery, trip planning, end user interaction, booking, and payment
CurbLR 72 5 months ago A specification for curb regulations
Dyno-Demand 2 over 6 years ago A GTFS-based travel demand data format focusing on individual passenger suitable for dynamic network modeling developed by San Francisco County Transportation Authority, LMZ LLC, and UrbanLabs LLC
Dyno-Path 2 over 7 years ago (Under development - see ) Data for individual passenger
GTFS-plus 21 over 6 years ago A GTFS-based transit network format for suitable for dynamic transit modeling developed by Puget Sound Regional Council, UrbanLabs LLC, LMZ LLC, and San Francisco County Transportation Authority
GTFS-ride 49 almost 3 years ago An open, fixed-route transit ridership data standard developed through a partnership between the Oregon Department of Transportation and Oregon State University
GTFS-stat 4 over 6 years ago An extension to a GTFS transit network with additional files that contain performance data developed by UrbanLabs LLC and San Francisco County Transportation Authority
GMNS 113 about 1 month ago General Modeling Network Specification: A format for sharing routable road network files designed to be used in multi-modal static and dynamic transportation planning and operations models. Volpe/FHWA partnership with Zephyr Foundation
GTNS General Travel Network Specification: A planned data specification for sharing travel demand model networks
IXSI 2 over 6 years ago interface for exchanging information between a travel information system and a sharing system (carshare, bikeshare)
MTLFS 9 almost 7 years ago Managed and Tolled Lanes Feed Specification: Proposal for a schema that comprise the Managed and Tolled Lanes Tolling Feed Specification (MTLFS) and defines the fields used in all of those files developed by
MaaS API 16 over 4 years ago A set of open documents and test suite that defines a MaaS-compatible API
NCHRP 08-119 Developing Data Standards and Guidance for Transportation Planning and Traffic Operations - Phase 1 (Anticipated) The objective of this research is to develop standards and/or guidance to be used and adopted by the transportation community in collecting, managing, and sharing static and real-time data for transportation planning and operations
OMX: The Open Matrix data file format 50 over 4 years ago A structured collection of two-dimensional array objects and associated metadata, for possible use in the transportation modeling industry
OJP 23 2 months ago Open Journey Planner
OSDM 63 4 days ago Open Sales and Distribution Model: Aims to substantially simplify the booking process for customers of rail trips and to lower complexity and distribution costs for distributors and railway carriers. Contains a specification of an offline model and on-line API. Maintained by the
SAE Shared and Digital Mobility Committee Appears to be working on a data standard for car share and transportation network companies (TNCs) / rideshare
shared-row 17 almost 3 years ago A specification for right-of-way (ROW) for a SharedStreets Reference
TCRP G-16 Development of Transactional Data Specifications for Demand-Responsive Transportation (In progress) The objective of this research is to develop technical specifications for transactional data for entities involved in the provision of demand-responsive transportation. Expected completion date is late 2018
TIDES 28 about 2 months ago Transit ITS Data Exchange Specification (TIDES) is a proposed effort to create standard data structures, APIs, and data management tools for historical transit ITS data including AVL, APC and AFC Data

awesome-transit / Research and Commentary
When(ish) is my bus? Data and code 45 over 6 years ago The data and code (R) behind Whenish is my bus? Data includes three days of historical vehicle positions and the survey results
"Legacy AVL system? It's okay, join the club." by Kurt Raschke Discussion of options for transforming legacy AVL system data into the GTFS-realtime format
"GTFS Best Practices now available!" by Sean Barbeau Discusses some of the challenges of an open data format like GTFS and the GTFS Best Practices that were launched in early 2017 to help address data quality
"What's new in GTFS-realtime v2.0" by Sean Barbeau Discuss the shortfalls in GTFS-realtime v1.0 and the improvements in v2.0
"AVL, CAD, and Real-Time Passenger Info for Beginners" by Tony Laidig Provides a general introduction to technology used to track vehicles
"Visualizing Better Transportation: Data & Tools" by Steve Pepple A collection of transportation-related data and tools for the San Francisco Bay Area and other cities in North America, originally collected and discussed at a 2018 Transit Week Event at ARUP in San Francisco
"How to use GTFS data to track transit vehicles in realtime" by Tom Camp Using GTFS and GTFS Realtime to provide continuous realtime updates
Tang et al. - "Ridership effects of real-time bus information system: A case study in the City of Chicago" Experiment in Chicago, IL showed modest increase in ridership when riders had access to real-time info via text message or email
Kay et al. - "When(ish) is my bus? User-centered Visualizations of Uncertainty in Everyday, Mobile Predictive Systems" Paper attempts to answr the question of "how do we communicate uncertainty in transit predictions?" Explains the problem, existing solutions and designs a
Watkins et al. - "Where Is My Bus? Impact of mobile real-time information on the perceived and actual wait time of transit riders" Experiments in Seattl,e WA showed that riders perceived shorter bus wait times when they had access to real-time info via mobile apps
Brakewood et al. - “An experiment evaluating the impacts of real-time transit information on bus riders in Tampa, Florida” Controlled experiment in Tampa, FL showed that riders with access to real-time info via mobile apps perceived nearly 2 minute reduction in wait times compared to riders without real-time info. Riders with real-time info also had decreases in anxiety and frustration and better reception of agency
Brakewood et al. - "The impact of real-time information on bus ridership in New York City" Experiment in NYC showed that ridership increased on long routes when real-time info was made available to riders
Brakewood and Watkins - "A literature review of the passenger benefits of real-time transit information" (2018) - An overview of many different research studies looking at the benefits of real-time transit information
Gramacki et al. - "gtfs2vec - Learning GTFS Embeddings for comparing Public Transport Offer in Microregions" Methology using Uber's H3 spatial index and machine learning to identify areas of "similar" public transit service quality in cities. Source code available
Higgins et al. - "Calculating place-based transit accessibility: Methods, tools and algorithmic dependence" (2022) Compares software tools for calculating accessibility by walking and public transit including ArcGIS Pro, Emme, R5R, and OpenTripPlanner
Aemmer et al. - "Measurement and classification of transit delays using GTFS-RT data" Presents a method for extracting transit performance metrics from a General Transit Feed Specification’s Real-Time (GTFS-RT) component and aggregating them to roadway segments. Used with , viewable
APTA Policy Development and Research - Public Transportation Embracing Open Data APTA's discussion of the benefits and challenges of open transit data (a short summary of the below TCRP report)
TCRP Synthesis 115 - Open Data: Challenges and Opportunities for Transit Agencies (2015) - A comprehensive report looking at the benefits and challenges of open transit data
TCRP Research Report 213: Data Sharing Guidance for Public Transit Agencies – Now and in the Future (2020) - A report designed to help agencies make decisions about sharing their data, including how to evaluate benefits, costs, and risks
TCRP G-16 Development of Transactional Data Specifications for Demand-Responsive Transportation (In progress) The objective of this research is to develop technical specifications for transactional data for entities involved in the provision of demand-responsive transportation. Expected completion date is late 2018
Vendors Providing GTFS Creation/Maintenance services Add new vendors
Entities Providing Transportation Software Development Consulting Services Add new entities

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