LiveF1 - An Open-Source Formula 1 Data Processing Toolkit

LiveF1 is a powerful Python toolkit for accessing and analyzing Formula 1 data in real-time or from historical archives. It's designed for developers, analysts, and F1 fans building applications around Formula 1 insights.

Features

• Real-Time Race Data: Provides live telemetry, timing, and position updates, ideal for powering dashboards and live analytics.
• Historical Data Access: Includes comprehensive race data from past seasons, perfect for performance analysis and comparisons.
• Data Processing Modules: Built-in ETL tools make raw data immediately usable, supporting analysis and seamless data storage.
• Easy Integration: Simple API for both real-time and historical data

In a nutshell:

Using LiveF1, you can access real-time and historical racing data, making it easy to feed analytics and visualizations.

Installation

Install using pip:

pip install livef1

Quick Start

Historical Data

Access data from past races:

import livef1

# Get a specific race session
session = livef1.get_session(
    season=2024,
    meeting_identifier="Spa",
    session_identifier="Race"
)

# Load position data
position_data = session.get_data(
    dataNames="Position.z"
)

print(position_data.head())

  |    |   SessionKey | timestamp    | Utc                          |   DriverNo | Status   |   X |   Y |   Z |
  |---:|-------------:|:-------------|:-----------------------------|-----------:|:---------|----:|----:|----:|
  |  0 |         9574 | 00:01:45.570 | 2024-07-28T12:10:22.7877313Z |          1 | OnTrack  |   0 |   0 |   0 |
  |  1 |         9574 | 00:01:45.570 | 2024-07-28T12:10:22.7877313Z |          2 | OnTrack  |   0 |   0 |   0 |
  |  2 |         9574 | 00:01:45.570 | 2024-07-28T12:10:22.7877313Z |          3 | OnTrack  |   0 |   0 |   0 |
  |  3 |         9574 | 00:01:45.570 | 2024-07-28T12:10:22.7877313Z |          4 | OnTrack  |   0 |   0 |   0 |
  |  4 |         9574 | 00:01:45.570 | 2024-07-28T12:10:22.7877313Z |         10 | OnTrack  |   0 |   0 |   0 |

Data Processing

LiveF1 uses a medallion architecture to process F1 data into analysis-ready formats:

# Generate processed data tables
session.generate(silver=True)

# Access refined data
laps_data = session.get_laps()
telemetry_data = session.get_car_telemetry()

print(laps_data.head())

    |    |   lap_number | lap_time               | in_pit                 | pit_out   | sector1_time           | sector2_time           | sector3_time           | None   |   speed_I1 |   speed_I2 |   speed_FL |   speed_ST |   no_pits | lap_start_time         |   DriverNo | lap_start_date             |
    |---:|-------------:|:-----------------------|:-----------------------|:----------|:-----------------------|:-----------------------|:-----------------------|:-------|-----------:|-----------:|-----------:|-----------:|----------:|:-----------------------|-----------:|:---------------------------|
    |  0 |            1 | NaT                    | 0 days 00:17:07.661000 | NaT       | NaT                    | 0 days 00:00:48.663000 | 0 days 00:00:29.571000 |        |        314 |        204 |            |        303 |         0 | NaT                    |         16 | 2024-07-28 13:03:52.742000 |
    |  1 |            2 | 0 days 00:01:50.240000 | NaT                    | NaT       | 0 days 00:00:31.831000 | 0 days 00:00:48.675000 | 0 days 00:00:29.734000 |        |        303 |        203 |        219 |            |         0 | 0 days 00:57:07.067000 |         16 | 2024-07-28 13:05:45.045000 |
    |  2 |            3 | 0 days 00:01:50.519000 | NaT                    | NaT       | 0 days 00:00:31.833000 | 0 days 00:00:49.132000 | 0 days 00:00:29.554000 |        |        311 |        202 |        215 |        304 |         0 | 0 days 00:58:57.307000 |         16 | 2024-07-28 13:07:35.285000 |
    |  3 |            4 | 0 days 00:01:49.796000 | NaT                    | NaT       | 0 days 00:00:31.592000 | 0 days 00:00:48.778000 | 0 days 00:00:29.426000 |        |        312 |        201 |        217 |        309 |         0 | 0 days 01:00:47.870000 |         16 | 2024-07-28 13:09:25.848000 |
    |  4 |            5 | 0 days 00:01:49.494000 | NaT                    | NaT       | 0 days 00:00:31.394000 | 0 days 00:00:48.729000 | 0 days 00:00:29.371000 |        |        313 |        197 |        217 |        311 |         0 | 0 days 01:02:37.721000 |         16 | 2024-07-28 13:11:15.699000 |

Real-Time Data

Stream live race data:

from livef1.adapters import RealF1Client

# Initialize client with topics to subscribe
client = RealF1Client(
    topics=["CarData.z", "Position.z"],
    log_file_name="race_data.json"  # Optional: log data to file
)

# Define callback for incoming data
@client.callback("telemetry_handler")
async def handle_data(records):
    for record in records:
        print(record)  # Process incoming data

# Start receiving data
client.run()

Documentation

For detailed documentation, examples, and API reference, visit our documentation page.

Testing

The project uses pytest for unit tests. Install dev dependencies and run the test suite:

pip install -r requirements-dev.txt
pytest tests/ -v

With coverage:

pytest tests/ -v --cov=livef1 --cov-report=term-missing

Example scripts that use the library (without assertions) live in the examples/ directory.

Contributing

Contributions are welcome! Please feel free to submit a Pull Request. For major changes, please open an issue first to discuss what you would like to change.

License

This project is licensed under the MIT License - see the LICENSE file for details.

Support

• Report bugs and request features in GitHub Issues
• For questions and discussions, use GitHub Discussions

FEEL FREE TO CONTACT ME