Multiview Vehicle Mobility in Smart Villages Dataset: Graph Trajectories, Tabular Context, and Temporal Series
Authors/Creators
Description
Abstract
A comprehensive multiview dataset for vehicle mobility analysis and repeater prediction. The dataset includes three complementary views:
- Graph View. Vehicle trajectories represented as sequences of nodes (locations) with timestamps and directions.
- Tabular View. Contextual features for each visit, including total distance, duration, overnight stays, and holiday indicators.
- Temporal View. Daily aggregated traffic flow time-series data spanning from 2022 to 2024.
Variables:
The dataset includes three complementary views:
Graph View. Vehicle trajectories represented as sequences of nodes (locations) with timestamps and directions.
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num_plate: Anonymized unique identifier for each vehicle.
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route: List of camera nodes visited during the trip (e.g.,['NodeA', 'NodeB']).
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times: List of time intervals (in minutes) associated with the traversal between nodes.
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directions: List of binary indicators representing the direction of travel between nodes.
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entry_date/exit_date: Timestamp of the first and last detection of the visit.
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repeater: Binary target variable indicating whether the vehicle returned to the system in the future (True/False).
Tabular View. Contextual features for each visit, including total distance, duration, overnight stays, and holiday indicators.
- total_distance: Estimated total distance traveled by the vehicle during the visit.
- visit_time: Total duration of the visit in hours.
- nights: Number of nights the vehicle stayed (inferred from entry/exit dates).
- entry_day_of_week/exit_day_of_week: Day of the week for the entry and exit events.
- entry_is_weekend/exit_is_weekend: Boolean indicating if the entry/exit occurred on a weekend.
- entry_is_holiday/exit_is_holiday: Boolean indicating if the entry/exit occurred on a national holiday.
- entry_is_high_season: Boolean indicating if the visit occurred during the peak tourism season (e.g., August).
- entry_hour/exit_hour: Hour of the day (0-23) for entry and exit.
Temporal View. Daily aggregated traffic flow time-series data spanning from 2022 to 2024.
- day: Date of the observation (YYYY-MM-DD).
- count: Total number of unique vehicles detected in the system on that specific day.
Other
Grant PID2023-149185OB-I00 funded by MICIU/AEI/10.13039/501100011033 and co-funded by ERDF/EU. Grant C-SEJ-128-UGR23 funded by Consejería de Universidad, Investigación e Innovación and by ERDF Andalusia Program 2021–2027.
Files
graphs.csv
Additional details
Identifiers
Dates
- Collected
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2022-02 / 2024-07Pampaneira, Bubión and Capileira. Alpujarra Region, Granada, Spain.