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Gas
float64
Gas_RL
int64
Final_Gas
float64
Reverse
float64
Reverse_RL
int64
Final_Reverse
float64
Steering
float64
Steering_RL
float64
Final_Steering
float64
Index
int64
Track_Segment
int64
Progress
float64
Parallel_Flow
float64
Nose_Deviation
float64
Hit
int64
done_code
int64
Episode
int64
Manual_Override
int64
X
float64
Y
float64
Right_X
float64
Right_Y
float64
player_id
string
Map_Location
int64
L90
float64
L60
float64
L45
float64
L30
float64
L15
float64
L00
float64
R00
float64
R15
float64
R30
float64
R45
float64
R60
float64
R90
float64
Speed
float64
Speed_kmh
float64
Accel_%
float64
Total_Alpha
float64
Alpha_Adjust_RL
int64
Final_Alpha
int64
live_reward
int64
total_reward
int64
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End of preview. Expand in Data Studio

Dataset Card for 15 Laps of 30Hz NGSIM-Style Telemetry

This is a Lite Version of a larger research dataset focusing on human driving signatures in high-fidelity simulations. It includes 15 full laps of telemetry captured at 30Hz within Unreal Engine 5, specifically formatted to match NGSIM standards.

Dataset Details

Dataset Description

This Lite Version dataset contains 15 laps of high-fidelity human driving telemetry. It is intended for researchers and students to verify data compatibility and test behavioral cloning scripts using a 27-dimensional input vector (Steering, Throttle, 12-Ray Sensors, etc.).

  • Curated by: Atlas Built

Dataset Sources

Uses

Direct Use

Verification of data compatibility for vehicle simulation pipelines and testing of initial behavioral cloning or reinforcement learning scripts.

Out-of-Scope Use

Commercial use without explicit permission; safety-critical real-world autonomous driving deployment without further validation.

Dataset Structure

The data is structured in .CSV format following NGSIM-style telemetry standards. It includes vehicle control inputs (Throttle, Brake, Steering), kinematic data (Velocity, Heading), and environmental perception data (12-Ray sensor arrays).

Dataset Creation

Curation Rationale

To provide a lightweight, accessible sample of high-fidelity simulation data for researchers focusing on human-in-the-loop driving and shared control.

Source Data

Data Collection and Processing

Data was collected at a constant 30Hz sampling rate using Unreal Engine 5 Chaos Physics vehicle templates during manual human-driven sessions.

Who are the source data producers?

Human operators interacting with the UE5 vehicle physics simulation.

Personal and Sensitive Information

The dataset contains no personal or sensitive information. It consists entirely of mechanical and environmental telemetry from a simulated environment.

Bias, Risks, and Limitations

The dataset is limited to a specific vehicle physics model in UE5 and may not perfectly represent real-world tire-road dynamics. It represents a specific subset of driving behaviors (15 laps).

Recommendations

Users should be made aware of the risks, biases and limitations of the dataset. This is a Lite Version; for larger-scale training, the full 120,000+ row dataset is recommended.

Dataset Card Contact

https://atlasbuiltit.etsy.com/

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