About Dataset
This dataset is designed for Formula 1 (F1) enthusiasts, researchers, and data scientists aiming to analyze performance metrics of F1 drivers and cars. It includes telemetry data collected and preprocessed from FastF1 and Ergast APIs, offering valuable insights into driver performance across various races and scenarios.
The dataset is structured to facilitate dynamic updates and high-quality visualizations, making it suitable for advanced analyses such as race strategy optimization, performance comparisons, and machine learning applications. Key metrics include lap times, sector splits, RPM, throttle, speed, and more, enabling users to identify critical performance bottlenecks and trends.
Features
High-Resolution Telemetry Data: Every tenth of a second for temporal data and lap-based aggregates.
Sector and Mini-Sector Analysis: Performance indices calculated for each driver in every circuit mini-sector.
Driver and Race Comparisons: Facilitate multi-driver evaluations with ready-to-use datasets.
Dynamic Database: Updates automatically with preprocessed data after each race.
Use Cases
Build advanced visualizations to understand F1 performance dynamics.
Apply machine learning models to predict driver or team success.
Study the impact of car setups and driving styles on race outcomes.
Structure
Driver Data: Includes detailed lap times, RPM, and braking data.
Race Information: Metadata about circuits, weather, and track conditions.
Preprocessed Tables: Optimized for quick access and analysis.
Intended Audience
F1 fans exploring race telemetry.
Researchers in motorsports analytics.
Developers building visualization or simulation tools.
Use case
Reinforcement learning for real-time driver command automation in auto sport
| Example observations | Speed (km/h) Longitudinal & lateral acceleration Track position (distance along the racing line + X-Y coordinates) Steering angle Current gear (1–8) Engine RPM Throttle position [0–1] Brake pressure [0–1] Tire temperatures (all 4 wheels) Current ERS deployment Weather conditions: rain, air/track temperature, wind Race flags/status: Safety Car, VSC, yellow sectors, etc. |
| Example actions | Throttle Δ ∈ [-0.2 … +0.2] or absolute value [0–1] Brake Δ ∈ [-0.2 … +0.2] or absolute value [0–1] Gear shift: Shift Up / Shift Down / None DRS: Open / Close (if within an allowed zone) ERS mode: {No Deploy, Medium, Hot-Lap} |
| Example reward | Δdistance/track_length – 0.001 × (throttle² + brake²) −5 penalty is given in case of going off-track or overspeeding in a corner −1 penalty is applied for each gear shift that occurs above 12,000 RPM |