Anonymized Vehicle Probe Data

**Description**
Probe data, or Floating Car data as it is often referred to, is anonymized timestamped trajectory-level vehicle location data.

**Data Source**
The data is sourced by millions of vehicles globally from our vetted partners including:

- Automotive OEMs; vehicles with embedded connectivity from the car manufacturer
- Fleets with after-sales in-vehicle hardware telematics devices

**Use Cases**
- **Traffic management:** Our data fuels dynamic traffic light systems, incident response management and other ITS applications (Intelligent Transport Systems)

- **Transportation analytics:** Traffic consultants, road operators, municipalities and SaaS analytics platforms use our data for understanding road safety, road usage, people movement and performing targeted before & after analytics to assess infrastructure and signage changes.
- **Site-selection:** Our data supports models that assess the best location for new retail store openings and EV charging stations rollout on the basis of footfall and cannibalization estimates.

- **Event Planning:** Organizers of events like concerts or sports can analyze traffic patterns to optimize event organisation including start/end times and manage in real time such events.

- **Route Planning:** Companies with large vehicle fleets (e.g., delivery, taxi, or transportation companies) use this data to optimise routes, reduce fuel consumption, and improve overall operational efficiency.

- **Emission Analysis:** Stakeholders can estimate emission hotspots based on traffic information

**Probe Data Schema**
**Main attributes**
The following data attributes are available via the Mobito Probe Data Product:

- unique_id or trip_id
- timestamp
- latitude
- longitude
- speed
- heading
- vehicle_type

**Extended Probe data - Additional attributes**
Additional attributes might be available depending on the geography of interest. These attributes are offered with an additional cost.

**Indicative list:**

- Acceleration in X, Y, Z axis
- Fuel level
- Electrical consumption
- Wiper state
- Fog lights
- ESP
- Air temperature
- Fuel type
- Vehicle make & model
- Vehicle weight
- Road type and speed limit

**Probe Data Specs**
**Capturing frequency**
Capturing frequency differs depending on the data source and the geography.

It ranges from 3 seconds up to a minute.

*Note that long distance un-interrupted travelling in highways might lower the frequency*

**Historicity**
Historical data availability as of 2021. Availability differs per country.

**Geographical granularity**
Data can be delivered on the following geographical levels:

- Country
- State/ province
- City
- Custom polygon area
- Specific road segment

**Vehicle Types**
The following vehicle types area available in the datasets (availability varies per country):

- Passenger car
- Light commercial vehicle (LCV). This is a van type of vehicle. Examples: (Renault Master, Renault Trafic, Mercedes-Benz Sprinter, Peugeot Boxer, Volkswagen Crafter, Fiat Ducato, Opel Crossland, Citroen Berlingo etc.)
- Heavy truck (more than 3.5 tones)
- Bus
- Other (unclassified)

**Car brands and models**
MOBITO offers multi-brand vehicle data. However, vehicle make and model details are available for only a limited portion of our total car park.

**Data Record Identifier**
Each probe data record is matched with an identifier (hashed string) so that multiple records that belong to the same vehicle can be identified. There are 2 types of IDs:

- **Unique ID:** An ID for each vehicle that is persistent for a maximum of 24 hours
- **Trip ID:** A unique ID for each single trip. A trip is defined by the trip stops that each vehicle performs. In each stop, a new trip ID is generated

**Data Anonymisation**
Further anonymisation is applied on the data in order to prevent any possibility of tracking or identifying individual vehicles or drivers. For more details, refer to the [Mobito Anonymisation](https://support.mobito.io/en/articles/10617488-mobito-anonymisation)

**Volume Coverage**
Our data volume availability varies across regions and countries, with some areas having extensive coverage while others are more limited.

The majority of our data is available in Europe.

**Indicative volume coverage for 2024 (number of vehicles):**
- Netherlands: 2M+
- Italy: 760k+
- Germany: 175k+
- United Kingdom: 130k+
- France: 125k+

For more details, refer to the Mobito [Probe Data](https://support.mobito.io/en/articles/10638625-probe-data-product) page.

搜集汇总

背景与挑战

背景概述

该数据集包含全球数百万辆联网车辆的匿名轨迹数据，涵盖位置、速度、车型等核心属性，主要应用于交通管理、路线优化、排放分析等领域。数据覆盖以欧洲为主，采集频率从3秒到1分钟不等，历史数据可追溯至2021年。