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This blog post provides a comprehensive list of defined terms related to mobility data and geospatial intelligence for civic use cases
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Mobility Data
Data pertaining to the presence and movement of people, devices, automobiles, public transit, and moveable assets produced through normal activity
Crowdsourced Mobility Data
Information gathered from people who submit their GPS, Wi-Fi, and/or Bluetooth mobility data through Internet-connected apps on their smartphones
GPS Mobility Data
Data about the physical location or the latitude and the longitude of a mobile device obtained through satellites that are part of a radio-navigation network called the global positioning system or GPS
GPS Horizontal Accuracy
The radius of the margin of error of the measurement of a mobile device's physical location measured in meters
GPS Precision
The exactness of the physical location or the latitude and the longitude of a mobile device measured by the number of digits after the decimal point
Wi-Fi Mobility Data
Data about the physical location or the latitude and the longitude of a mobile device obtained through interactions with Wi-Fi access points
Bluetooth Mobility Data
Data about the physical location or the latitude and the longitude of a mobile device obtained through interactions with Bluetooth beacons
Mobile SDK
An embeddable software component integrated into a mobile application to provide specific functions and features like analytics, diagnostics, or advertising, while also collecting and transmitting data by using the device’s hardware, such as GPS, Bluetooth and Wi-Fi
Mobility Data De-dupe
The process of searching for and eliminating duplicate or repeating data points or almost identical data points in crowdsourced mobility data
Mobility Data Coverage
The percentage of people within a city or a county that are represented in the crowdsourced mobility data, measured at a daily, weekly, and monthly frequency
Mobility Data Normalization
The process of adjusting the mobility data measurements to bring all of the attributes on the same scale to account for fluctuations in mobility data coverage
Spatiotemporal Cluster
A collection of data points related in space and in time that can be grouped as a distinct set for inferring mobility visits or further classification
Mobility Visits
The counts and patterns of people or mobile devices that were inferred to have been within a geofence
Geofence
An automatically inferred or hand-drawn circular or polygonal virtual perimeter for a real-world geographic area such as a park, picnic area, hiking trail, camp ground, downtown district, or equity zone
Geotemporal Fence
A transient geofence with a pre-defined or automatically inferred lifespan measured in minutes, hours or days
Polygon Geofence
A flat, two-dimensional (2D) geofence shape with straight sides that is fully closed
Mobility Data API
An application programming interface is a set of functions that allows applications to access mobility data, inferences, and interact with microservices in the cloud
Mobility Data Visualization
The graphical representation of mobility data by using visual elements like maps, charts, graphs, and animations to see and understand trends, outliers, and patterns in data
Privacy Regulation
Regional regulation, national policy or state statute that enhances the privacy rights and protects the personal information of residents
CCPA
California Consumer Privacy Act is a state-wide data privacy law that regulates how businesses all over the world are allowed to handle the personal information (PI) of California residents
GDPR
General Data Protection Regulation is a regulation in EU law on data protection and privacy in the European Union and the European Economic Area
PDPA
Personal Data Protection Act is the standard of protection for personal data in Singapore through various requirements governing the collection, use, disclosure and care of personal data
Census Demographic Data
National survey data sorted by characteristics such as age, gender, race, ethnicity, employment, occupation, income, housing, households, as well as by national, state, and regional location
Census Block Group
The smallest geographical unit for which the census bureau publishes sample data, i.e. data which is only collected from a fraction of all households within the area
Crime Incident
Geospatial data about crime incidents recorded by the local police authorities with a physical address or latitude and longitude marker for each incident
311 Incident
Geospatial data about 311 or non-emergency citizen services recorded by the local municipal authorities with a physical address or latitude and longitude marker for each incident
Building Permit
Geospatial data about building and engineering permits managed by the local municipal authorities with a physical address or latitude and longitude marker for each permit
Ground Truth Data
A term used in statistics and machine learning that means checking the results of machine learning for accuracy against the real world
Machine Learning or AIML
A branch of artificial intelligence and a method of data analysis that automates analytical model building based on the idea that systems can learn from data, identify patterns and make decisions with minimal human intervention
Confidence Score
The probability measured between 0 and 1 of a prediction or an inference made by the machine
Confidence Score Threshold
The predetermined threshold below which the probability of a prediction or an inference made by the machine is considered to be unacceptable
Mobility Data Scale-up
The process of applying AIML to augment or increase the crowdsourced mobility data sample to more accurately represent the real world
Mobility Digital Survey
The process of surveying the built or unbuilt land area using current and historical crowdsourced mobility data to understand the movements and behavioral patterns of people in the real world
Mobility Digital Twin
A comprehensive and continuously evolving simulation or replica of the movement of people and assets in a complex, rapidly-changing urban built environment
Knowledge Graph
A knowledge base that uses a graph-structured data model within a graph database to store interlinked descriptions of entities, objects, events, situations or abstract concepts with free-form semantics
Server Instance
A virtual machine that runs workloads in the cloud
Server Cluster
A collection of server instances intentionally grouped to form a scalable unit that runs a series of workloads in the cloud
Cloud Storage
Computer data storage in which the digital data is stored in multiple servers in the cloud and accessed through an online browser-based interface or through the command line interface
Autonomous Vehicle (AV)
An automotive vehicle which does not require a driver or at least assists the driver depending on the level of automation
Demand-Responsive Transport (DRT)
A form of transport where vehicles adjust their routes and/or times based on a customer’s demand rather than using a fixed route and timetable
Demand responsive public transport (DRPT)
A sub-type of DRT where ride hailing services replace public transport buses in off-peak times or low demand areas in a public-private partnership
Intelligent Transport Systems (ITS)
Systems in which information and communication technologies (hardware and software) are applied in the field of road transport, infrastructure, vehicles and users, and in traffic and mobility management and other modes of transport to improve the efficiency of transport
Inter-modal Travel
Traveling using multiple means of transport such as car, shuttle, airplane, train, bus, scooter, during one trip to arrive at the destination
Last Mile
The distance between a trip’s starting or end point and the next public transport hub such as a train station or airport
Mass Rapid Transit (MRT)
High performance transport system system for transporting passengers in urban areas, mainly relying on rail systems, subway, underground or metro
Micro Transit / Micromobility
Short distance transport on the Last Mile which typically include walking, biking, requesting on-demand mini vans or using electric scooters
Mobility as a Service (MaaS)
A system in which a wide range of on-demand mobility options are integrated, curated, managed and billed by a Mobility Service Provider and provided to customers as a service, tailored to their needs
Mobility Hub
A dedicated location such as a sea port, airport, train station or subway station for switching modes of transport
Mobility Service Provider (MSP)
A public or private company that offer mobility services
Multi-modal Travel
Traveling which allows to select different means of transport for the same trip
Shared Mobility
Any mode of transport such as bikes, cars, electric scooters, buses, trains, airplanes which gets shared by multiple people
Smart City
A municipality that makes extensive use of information and communication technologies (ICT) to enhance urban services such as administration, energy, transportation and utilities
Urban Air Mobility (UAM)
Circumventing congested streets and using a city’s airspace for transport systems such as VTOL planes and drones, which should fly between widespread, small VertiPorts specifically dedicated to these vehicles
Urban Mobility
Mobility in cities and urban areas can be divided into freight transportation and the mobility of passengers, both via public and individualized transport
VertiPort
Airfield, heliport, helipad, droneport, or dronepad specifically designed for VTOL aircrafts, which don’t need a long runway to allow inner city air traffic with rather low land use.
Vertical Take Off and Landing (VTOL)
Aircrafts, which are able to start and land vertically without a runway
Electric Vertical Take Off and Landing (eVTOL)
Autonomous, electric, flying drones (eVTOL) which are able to start and land vertically without a runway
CITYDATA.ai provides pattern-of-life mobility data + Ai for smart cities. CITYDATA knows the answers to the questions “how many people are in your city today” and “what are their movement patterns?”.
CITYDATA offers five main data-as-a-service products:
Founded in 2020 in San Francisco, California, CITYDATA provides fresh, accurate, daily insights that are essential for smart city programs, economic development, urban planning, mobility and transportation, tourism, disaster impact analysis, sustainability and resilience.
You can reach the company via email at business@citydata.ai if you’d like to discuss your data needs and use cases. You can also follow the company on Linkedin, Twitter, Facebook, YouTube, and the UniverCity.ai blog to stay updated on the newest innovations in mobility data + Ai.