Transportation
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**Overview**
This data package is all about transportation-related data and includes car emission, fuel consumption, fatalities on roads and vehicle occupant safety data.
**Description**
This data package contains the National Transportation Statistics (NTS) present statistics on the U.S. transportation system, including its physical components, safety record, economic performance, human and natural environment, and national security. Transportation's safety record, giving data on accidents, crashes, fatalities, and injuries for each transportation mode and hazardous materials. Compiled and published by the U.S. Department of Transportation's Bureau of Transportation Statistics (BTS), National Transportation Statistics presents information on the U.S. transportation system, including its physical components, safety record, economic performance, energy use, and environmental impacts. The data package gives information on the following areas:
- Total energy consumed and distance traveled in National Passenger Railroad Corporation (Amtrak), air carriers, class I rail freight and transit modes of transportation
- Euro 2-6 car emissions traded on UK markets
- Injuries and fatalities on roads and air carriers
- Vehicle, air taxi and air carrier safety data
**Benefits**
- Useful for advocating for road safety, identifying specific problems and risks, setting targets, formulating appropriate strategies and monitoring impact. improves measurement of a country's road traffic injury problem. facilitates the selection of evidence-based interventions. allows for better evaluation of progress. useful to develop policies and interventions and to assess prevention measures.
**License Information**
The use of John Snow Labs datasets is free for personal and research purposes. For commercial use please subscribe to the [Data Library](https://www.johnsnowlabs.com/marketplace/) on John Snow Labs website. The subscription will allow you to use all John Snow Labs datasets and data packages for commercial purposes.
**Included Datasets**
- [Amtrak Passenger Rail Fuel Consumption and Travel](https://www.johnsnowlabs.com/marketplace/amtrak-passenger-rail-fuel-consumption-and-travel)
- The dataset gives information on the total energy consumed and distance traveled in National Passenger Railroad Corporation (Amtrak) modes of transportation.
- [CTA Ridership Bus Routes](https://www.johnsnowlabs.com/marketplace/cta-ridership-bus-routes)
- This dataset shows the total daily ridership on a per-route basis dating back to 2001. Day types are W=Weekday, A=Saturday, U=Sunday/Holiday.
- [Certificated Air Carrier Fuel Consumption And Travel](https://www.johnsnowlabs.com/marketplace/certificated-air-carrier-fuel-consumption-and-travel)
- The dataset gives information on the fuel consumption and travel miles by certified air carrier transportation in the United States. The different types of energy sources or fuels include petroleum products, which include crude oil and petroleum liquids that result from natural gas processing, including gasoline, diesel fuel, jet fuel, residual fuel oil, and propane.
- [Chicago Alternative Fuel Locations](https://www.johnsnowlabs.com/marketplace/chicago-alternative-fuel-locations)
- This dataset shows the list of locations in North East Illinois, North West Indiana, and South East Wisconsin where alternative vehicle fuels are available.
- [Chicago Bike Racks Map](https://www.johnsnowlabs.com/marketplace/chicago-bike-racks-map)
- This dataset shows the bike's rack (map) in the City of Chicago. These maps required a special GIS (Geographic Information System) software such as ESRI (Environmental Systems Research Institute) ArcGIS map.
- [Chicago Public Chauffeurs](https://www.johnsnowlabs.com/marketplace/chicago-public-chauffeurs)
- This dataset shows the list of the City of Chicago licensed public chauffeurs, who may operate a licensed Taxicab, Livery, or Horse-Drawn Carriage.
- [Chicago Red Light and Speed Camera Violations](https://www.johnsnowlabs.com/marketplace/chicago-red-light-and-speed-camera-violations)
- This dataset reflects the daily volume of violations created by the City of Chicago Red Light Program and Speed Camera (Children's Safety Zones) for each camera. The data reflects violations that occurred from July 1, 2014 until the present, minus the most recent 14 days. This data may change due to occasional time lags between the capturing of a potential violation and the processing and determination of a violation.
- [Chicago Roadway Construction Moratoriums](https://www.johnsnowlabs.com/marketplace/chicago-roadway-construction-moratoriums)
- This dataset shows the Chicago roadway construction moratoriums. Moratoriums are established by the Department of Transportation as a method of protecting reconstructed or repaved roadways within the boundaries of the city.
- [Chicago Taxi Trips](https://www.johnsnowlabs.com/marketplace/chicago-taxi-trips)
- This dataset contains the taxi trips reported to the City of Chicago in its role as a regulatory agency. To protect privacy but allow for aggregate analyses, the Taxi ID is consistent for any given taxi medallion number but does not show the number, Census Tracts are suppressed in some cases, and times are rounded to the nearest 15 minutes. Due to the data reporting process, not all trips are reported but the City believes that most are.
- [Chicago Traffic Tracker](https://www.johnsnowlabs.com/marketplace/chicago-traffic-tracker)
- This dataset contains the current estimated speed for about 1250 segments covering 300 miles of arterial roads. The Chicago Traffic Tracker estimates traffic congestion on Chicago’s arterial streets (nonfreeway streets) in real-time by continuously monitoring and analyzing GPS traces received from Chicago Transit Authority (CTA) buses.
- [Class I Rail Freight Fuel Consumption and Travel](https://www.johnsnowlabs.com/marketplace/class-i-rail-freight-fuel-consumption-and-travel)
- The dataset gives information on the total energy consumed and distance traveled in Class I rail freight modes of transportation.
- [Domestic Demand For Gasoline By Mode Of Transportation](https://www.johnsnowlabs.com/marketplace/domestic-demand-for-gasoline-by-mode-of-transportation)
- The dataset gives information on the demand for gasoline by different modes of transportation in the United States. The different types of energy sources or fuels include petroleum products, which include crude oil and petroleum liquids that result from natural gas processing, including gasoline, diesel fuel, jet fuel, residual fuel oil, and propane.
- [Electric Vehicle Charging Network](https://www.johnsnowlabs.com/marketplace/electric-vehicle-charging-network)
- This dataset includes Austin Energy that operates a network of electric vehicle charging stations powered by renewable energy through our Green Choice program.
- [Energy Consumed In Transit Modes Of Transportation](https://www.johnsnowlabs.com/marketplace/energy-consumed-in-transit-modes-of-transportation)
- The dataset gives information on the total energy consumed in different transit modes of transportation. The U.S. Energy Information Administration estimates that cars, light trucks, and motorcycles use the largest share of the total energy consumed for transportation in the United States. Cars, vans, and buses are commonly used to transport people.
- [Energy Consumption By Mode Of Transportation And Type Of Energy](https://www.johnsnowlabs.com/marketplace/energy-consumption-by-mode-of-transportation-and-type-of-energy)
- The dataset gives information on the total energy consumption in different modes of transportation by type of energy. It is important to mention that the data for 2007-2013 are based on new categories and are not comparable to previous years.
- [Euro 2 Cars Emissions Traded On UK Market 2000-2002](https://www.johnsnowlabs.com/marketplace/euro-2-cars-emissions-traded-on-uk-market-2000-2002)
- This dataset contains car emissions and estimated data about new cars (other than vans, 4x4s and pickups) available for sale in the UK market from EU Emission Standard Euro 2 from 2000 to 2002. The estimated data for emissions, consumption and cost of fuel are presented along with car identification data, as well as data on fuel type, engine capacity and transmission type.
- [Euro 3 Cars Emissions Traded On UK Market 2000-2007](https://www.johnsnowlabs.com/marketplace/euro-3-cars-emissions-traded-on-uk-market-2000-2007)
- This dataset contains car emissions and estimated data about new cars (other than vans, 4x4s and pickups) available for sale in the UK market from EU Emission Standard Euro 3 from 2000 to 2007. The estimated data for emissions, consumption and cost of fuel are presented along with car identification data, as well as data on fuel type, engine capacity and transmission type.
- [Euro 4 Cars Emissions Traded On UK Market 2000-2012](https://www.johnsnowlabs.com/marketplace/euro-4-cars-emissions-traded-on-uk-market-2000-2012)
- This dataset contains car emissions and estimated data about new cars (other than vans, 4x4s and pickups) available for sale in the UK market from EU Emission Standard Euro 4 from 2000 to 2012. The estimated data for emissions, consumption and cost of fuel are presented along with car identification data, as well as data on fuel type, engine capacity and transmission type.
- [Euro 5 Cars Emissions Traded On UK Market 2009-2015](https://www.johnsnowlabs.com/marketplace/euro-5-cars-emissions-traded-on-uk-market-2009-2015)
- This dataset contains car emissions and estimated data about new cars (other than vans, 4x4s and pickups) available for sale in the UK market from EU Emission Standard Euro 5 from 2009 to 2015. The estimated data for emissions, consumption and cost of fuel are presented along with car identification data, as well as data on fuel type, engine capacity and transmission type.
- [Euro 6 Cars Emissions Traded On UK Market 2011-2017](https://www.johnsnowlabs.com/marketplace/euro-6-cars-emissions-traded-on-uk-market-2011-2017)
- This dataset contains car emissions and estimated data about new cars (other than vans, 4x4s and pickups) available for sale in the UK market from EU Emission Standard Euro 6 from 2011 to 2017. The estimated data for emissions, consumption and cost of fuel are presented along with car identification data, as well as data on fuel type, engine capacity and transmission type.
- [Fatalities In Highway Crashes By Driver Blood Alcohol Concentration](https://www.johnsnowlabs.com/marketplace/fatalities-in-highway-crashes-by-driver-blood-alcohol-concentration)
- The dataset contains information on the motor vehicle fatalities on U.S. roads and the Blood alcohol concentration (BAC) of the driver from 1985 to 2015. National Transportation Statistics presents statistics on the U.S. transportation system, including its physical components, safety record, economic performance, the human and natural environment, and national security.
- [Fuel Consumption And Travel Different Types Of Vehicles](https://www.johnsnowlabs.com/marketplace/fuel-consumption-and-travel-different-types-of-vehicles)
- The dataset gives information on the total energy consumed and distance traveled in different types of vehicles.
- [Hawaii Public Electric Vehicle Charging Stations](https://www.johnsnowlabs.com/marketplace/hawaii-public-electric-vehicle-charging-stations)
- This Dataset Includes Hawaii’s network of electric vehicle charging stations that help to reduce any range anxiety Electric vehicle drivers may have.
- [Injured Persons by Transportation Mode](https://www.johnsnowlabs.com/marketplace/injured-persons-by-transportation-mode)
- The dataset contains information on the injured persons with different modes of transportation in U.S. It contains the number of injured persons on highway, rails, aviation, marine and pipeline. Highway transportation includes passenger cars, light trucks and vans, pedestrians, motorcycles, pedalcycles, medium and heavy trucks, buses and Others. Rail includes freight, passenger, and commuter rail (Trespassing), rail transit.
- [Motor Vehicle Fatal Crashes by Posted Speed Limit](https://www.johnsnowlabs.com/marketplace/motor-vehicle-fatal-crashes-by-posted-speed-limit)
- The dataset contains information on the motor vehicle fatalities on U.S. roads with various conditions of speed limits. National Transportation Statistics presents statistics on the U.S. transportation system, including its physical components, safety record, economic performance, the human and natural environment, and national security.
- [Motor Vehicle Fatal Crashes by Time and Day and Weather Conditions](https://www.johnsnowlabs.com/marketplace/motor-vehicle-fatal-crashes-by-time-and-day-and-weather-conditions)
- The dataset contains information on the Motor vehicle fatalities on U.S. roads with time of the accidents, Day of the accidents and weather conditions. National Transportation Statistics presents statistics on the U.S. transportation system, including its physical components, safety record, economic performance, the human and natural environment, and national security.
- [Motor Vehicle Fatalities And Miles And Associated Rates](https://www.johnsnowlabs.com/marketplace/motor-vehicle-fatalities-and-miles-and-associated-rates)
- The dataset contains information on the motor vehicle fatalities on U.S. roads and miles of distance and rate of fatalities in various condition. National Transportation Statistics presents statistics on the U.S. transportation system, including its physical components, safety record, economic performance, the human and natural environment, and national security.
- [Motor Vehicle Fuel Consumption And Travel](https://www.johnsnowlabs.com/marketplace/motor-vehicle-fuel-consumption-and-travel)
- The dataset gives information on the fuel consumption and travel miles of motor vehicles in the United States. The different types of energy sources or fuels include petroleum products, which include crude oil and petroleum liquids that result from natural gas processing, including gasoline, diesel fuel, jet fuel, residual fuel oil, and propane.
- [Motor Vehicle Safety Data](https://www.johnsnowlabs.com/marketplace/motor-vehicle-safety-data)
- The dataset contains information on the motor vehicle fatalities on U.S. roads with number of fatalities, crashes, number of injured persons and miles covered by vehicles. National Transportation Statistics presents statistics on the U.S. transportation system, including its physical components, safety record, economic performance, the human and natural environment, and national security.
- [Motorist Non Motorist Fatalities by No of Vehicles Alcohol Involvement](https://www.johnsnowlabs.com/marketplace/motorist-non-motorist-fatalities-by-no-of-vehicles-alcohol-involvement)
- The dataset contains statistics on the motorist and non-motorist fatalities involving any driver, pedestrian or pedalcyclist in the accident. It includes motor vehicle fatalities on the U.S. roads, influence of alcohol on fatalities and the number of vehicles involved in various conditions. National Transportation Statistics presents data on physical components of the U.S. transportation system, its safety record, economic performance, the human and natural environment, and national security.
- [NJ Traffic Counts Data](https://www.johnsnowlabs.com/marketplace/nj-traffic-counts-data)
- This dataset shows the traffic counts data by NJDOT (New Jersey Department of Transportation) for State of New Jersey.
- [NYPD Motor Vehicle Collisions](https://www.johnsnowlabs.com/marketplace/nypd-motor-vehicle-collisions)
- In New York City (NYC), more than 200,000 motor vehicle collisions happen every year. This means about every 3 minute, a collision happens somewhere in NYC. To reduce collisions, there is a need to discover the key factors to improve. The use of NYC collision data and historical weather data to identify the worst location (total number of collisions) and worst weather condition (frequency of collision)
- [New Driver TLC License Application Status](https://www.johnsnowlabs.com/marketplace/new-driver-tlc-license-application-status)
- This dataset displays the status of TLC (Taxi and Limousine Commission) driver applications for drivers who applied for new TLC driver’s licenses.
- [Number Of Pilot Reported Near Midair Collisions By Degree Of Hazard](https://www.johnsnowlabs.com/marketplace/number-of-pilot-reported-near-midair-collisions-by-degree-of-hazard)
- This dataset gives information on the number of incidence of near mid air collisions (NMAC) reported with different degree of collision hazards.
- [Occupant and Nonoccupant Fatalities by Vehicle Type](https://www.johnsnowlabs.com/marketplace/occupant-and-nonoccupant-fatalities-by-vehicle-type)
- The dataset contains information on the occupant and non-occupant fatalities with different motor vehicle type on U.S. roads. National Transportation Statistics presents statistics on the U.S. transportation system, including its physical components, safety record, economic performance, the human and natural environment, and national security.
- [Pot Holes Reported by 311 Service](https://www.johnsnowlabs.com/marketplace/pot-holes-reported-by-311-service)
- This dataset shows the pot holes reported by the 311 Service. It includes all open requests and all completed requests since January 1, 2011.
- [Public Passenger Vehicle Licenses](https://www.johnsnowlabs.com/marketplace/public-passenger-vehicle-licenses)
- This dataset shows the public passenger vehicle licenses and records which are used for the transportation of passengers in Chicago State hired by a public chauffeur.
- [Relocated Vehicles in Chicago Last 90 Days](https://www.johnsnowlabs.com/marketplace/relocated-vehicles-in-chicago-last-90-days)
- This dataset displays the location of vehicles that have been relocated by the City of Chicago within the last 90 days.
- [Schools for Life Safety Evaluations](https://www.johnsnowlabs.com/marketplace/schools-for-life-safety-evaluations)
- This dataset contains NYC (New York City) Safe Routes to Schools (Priority Schools). DOT (Department of Transportation) analyzed citywide crash data and school data in order to identify a new group of 135 public, private and parochial elementary and middle schools Priority Schools. Each of DOT's Priority Schools receives an individualized planning study which determines both short-term and long-term measures to improve safety.
- [Towed Vehicles in Chicago Last 90 Days](https://www.johnsnowlabs.com/marketplace/towed-vehicles-in-chicago-last-90-days)
- This dataset displays location of vehicles that have been towed and impounded by the City of Chicago within the last 90 days.
- [Truck Occupant Safety Data](https://www.johnsnowlabs.com/marketplace/truck-occupant-safety-data)
- The dataset contains information on the truck occupant fatalities on U.S. roads with number of fatalities, crashes, number of injured persons and miles covered by vehicles.
- [United States Air Carrier Fatal Accidents By First Phase Of Operation](https://www.johnsnowlabs.com/marketplace/united-states-air-carrier-fatal-accidents-by-first-phase-of-operation)
- This dataset gives information on the number of United States air carrier fatal accidents reported by phase of operation. The phase of operations are classified to approach, descent or landing, taxi, takeoff or climb, cruise in flight, standing static, maneuvering and others.
- [United States Commuter Air Carrier Fatal Accidents Phase Of Operation](https://www.johnsnowlabs.com/marketplace/united-states-commuter-air-carrier-fatal-accidents-phase-of-operation)
- This dataset gives information on the number of United States commuter air carrier fatal accidents reported by phase of operation. The phase of operations are classified to approach, descent or landing, taxi, takeoff or climb, cruise in flight, standing static, maneuvering and Others.
- [United States General Aviation Safety Data](https://www.johnsnowlabs.com/marketplace/united-states-general-aviation-safety-data)
- This dataset gives information on the number of United States general aviation safety data. It gives information on the accident rates, seriously injured incidences, fatality rates and accidents with fatality rates on flight hours.
- [United States On-Demand Air Taxi Safety Data](https://www.johnsnowlabs.com/marketplace/united-states-on-demand-air-taxi-safety-data)
- This dataset gives information on the number of United States on demand air taxi safety data. It gives information on the accident rates, seriously injured incidences, fatality rates and accidents with fatality rates on flight hours.
- [Vehicle Occupant Safety Data](https://www.johnsnowlabs.com/marketplace/vehicle-occupant-safety-data)
- The dataset contains information on the passenger car fatalities data, bus occupant fatalities data and motorcycle rider fatalities data on U.S. roads with number of fatalities, crashes, number of injured persons and miles covered by vehicles.
- [Windsor Transit Bus Stops](https://www.johnsnowlabs.com/marketplace/windsor-transit-bus-stops)
- This dataset contains the coordinates of the bus stops, route names, route number, bus direction, bus orientation, bus stop ID number and various information regarding bus routing street locations.
**Data Engineering Overview**
**We deliver high-quality data**
- Each dataset goes through 3 levels of quality review
- 2 Manual reviews are done by domain experts
- Then, an automated set of 60+ validations enforces every datum matches metadata & defined constraints
- Data is normalized into one unified type system
- All dates, unites, codes, currencies look the same
- All null values are normalized to the same value
- All dataset and field names are SQL and Hive compliant
- Data and Metadata
- Data is available in both CSV and Apache Parquet format, optimized for high read performance on distributed Hadoop, Spark & MPP clusters
- Metadata is provided in the open Frictionless Data standard, and its every field is normalized & validated
- Data Updates
- Data updates support replace-on-update: outdated foreign keys are deprecated, not deleted
**Our data is curated and enriched by domain experts**
Each dataset is manually curated by our team of doctors, pharmacists, public health & medical billing experts:
- Field names, descriptions, and normalized values are chosen by people who actually understand their meaning
- Healthcare & life science experts add categories, search keywords, descriptions and more to each dataset
- Both manual and automated data enrichment supported for clinical codes, providers, drugs, and geo-locations
- The data is always kept up to date – even when the source requires manual effort to get updates
- Support for data subscribers is provided directly by the domain experts who curated the data sets
- Every data source’s license is manually verified to allow for royalty-free commercial use and redistribution.
**Need Help?**
If you have questions about our products, contact us at [info@johnsnowlabs.com](mailto:info@johnsnowlabs.com).
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John Snow Labs



