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Welcome to TracingInsights 2026 F1 Data

The TracingInsights 2026 F1 data repository provides free, comprehensive Formula 1 telemetry and race data for the 2026 season. This data platform offers detailed insights into every aspect of F1 sessions, from driver telemetry to race control messages, enabling deep analysis, visualization, and research.
No API Keys Required — All data is freely accessible through GitHub. Simply clone the repository and start exploring.

What’s Inside

The repository contains extensive Formula 1 data organized by Grand Prix and session type:

Telemetry Data

High-frequency car data including speed, throttle, brake, DRS, RPM, gear, and 3D position coordinates sampled at ~3.7 Hz

Lap Times

Comprehensive lap timing data with sector times, speed traps, tire information, pit stops, and track position

Weather Data

Environmental conditions recorded every minute including air/track temperature, humidity, pressure, rainfall, and wind

Race Control

Official race control messages covering flags, DRS status, safety cars, and driver-specific events

Circuit Data

Track layout information including corner positions, angles, distances, and coordinate systems

Driver Info

Driver and team metadata including names, numbers, team colors, and official headshots

Key Features

Detailed Telemetry

Access second-by-second data from every car on track:
  • Speed, throttle, brake, and DRS — Understand driving inputs and performance
  • RPM and gear selection — Analyze engine usage and gear strategies
  • 3D position data (X, Y, Z) — Track car position and elevation changes
  • Acceleration vectors — Lateral, longitudinal, and vertical G-forces
  • Gap data — Distance to driver ahead for race position analysis

Comprehensive Timing Data

Every lap is captured with complete timing information:
  • Full lap times and individual sector times
  • Speed trap measurements at multiple track locations
  • Tire compound, age, and stint information
  • Pit stop in/out times
  • Track status and deleted lap reasons

Session Coverage

Data is available for all session types:
  • Practice Sessions — FP1, FP2, FP3
  • Qualifying — Full qualifying sessions
  • Sprint Sessions — Sprint Shootout and Sprint Race
  • Race — Complete race data
  • Pre-Season Testing — Testing sessions included

Repository Structure

The data is organized hierarchically by event and session:
2026/
├── Australian Grand Prix/
│   ├── Practice 1/
│   │   ├── drivers.json      # Driver and team information
│   │   ├── weather.json      # Weather conditions
│   │   ├── rcm.json          # Race control messages
│   │   ├── corners.json      # Circuit corner data
│   │   ├── ALB/              # Driver-specific folder
│   │   │   ├── 1_tel.json    # Lap 1 telemetry
│   │   │   ├── 2_tel.json    # Lap 2 telemetry
│   │   │   └── ...
│   │   ├── VER/
│   │   └── ...
│   ├── Practice 2/
│   ├── Qualifying/
│   └── Race/
├── Pre-Season Testing/
└── ...

Use Cases

This data platform supports a wide range of applications:
1

Data Analysis

Analyze driver performance, compare lap times, study tire degradation, and identify optimal racing lines
2

Visualization

Create interactive track maps, telemetry overlays, speed comparisons, and race progression charts
3

Research & Academic Work

Conduct motorsport research, study aerodynamics effects, analyze strategy decisions, and publish findings
4

Machine Learning

Train predictive models for lap time prediction, strategy optimization, and performance forecasting

Data Quality & Updates

  • Update Frequency: Data is typically updated 30 minutes after each session completes
  • Accuracy: All data is sourced from official F1 timing feeds and telemetry broadcasts
  • Format: Consistent JSON structure across all sessions for easy parsing
  • Validation: Data includes accuracy flags and quality indicators
The data is processed using FastF1, a well-established Python library for F1 data analysis, ensuring reliability and accuracy.

Getting Started

Ready to explore the data? Check out the Quickstart Guide to learn how to access and work with the repository. For detailed information about every field and data structure, see the Telemetry Reference and Field Specifications documentation.

License & Attribution

This data is provided under the Apache-2.0 license. You are free to use this data for:
  • Personal projects and applications
  • Data analysis and research
  • Visualization and creative works
  • Academic publications
Attribution to TracingInsights is appreciated but not required.
Trademark Notice: TracingInsights is not affiliated with Formula 1, FIA, or any F1 team. F1, FORMULA ONE, FORMULA 1, FIA FORMULA ONE WORLD CHAMPIONSHIP, GRAND PRIX and related marks are trademarks of Formula One Licensing B.V.

Community & Support

Have questions or found an issue?

Credits

This project builds on excellent work from the F1 data community:

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