F1 Data Resources — APIs, Datasets & Tools — F1THEDATA

63Resources

9Categories

11Featured

01

APIs & Libraries

Programmatic access to F1 data — timing, telemetry, standings, and results.

11 items

Python library for F1 timing, telemetry, weather. The de facto standard for F1 data analysis.

github.com/theOehrly/Fast-F1

Open API for real-time lap data, positions, team radio, stints, weather. 2023+ seasons.

Ergast-compatible F1 API. Community standard replacement with data from 1950.

github.com/jolpica/jolpica-f1

Full F1 database as JSON, CSV, SQL dumps. Comprehensive and well-structured.

github.com/f1db/f1db

Python toolkit for real-time and historical F1 data via official live timing.

github.com/GoktugOcal/LiveF1

R package wrapping FastF1 and Jolpica for R-based analysis workflows.

github.com/SCasanova/f1dataR

Developer-focused F1 API with clean SDK surface and modern documentation.

Python package for standings, results, and historical summaries.

github.com/alec-kr/F1PyStats

theOehrly/f1-telemetry-rs

Rust parser for F1 game telemetry UDP packets.

github.com/theOehrly/f1-telemetry-rs

MultiviewerF1 API

API for circuit data, track maps, and live timing used by MultiViewer.

api.multiviewer.app

Commercial API with free tier (100 req/day). Seasons, standings, results.

api-sports.io/documentation/formula-1/v1

02

Datasets & Archives

Static datasets, CSV archives, and ML-ready data for offline analysis.

8 items

Tracing Insights Archive

Season-by-season telemetry CSV archives. Raw FastF1 data exports.

github.com/TracingInsights-Archive

TracingInsights (HuggingFace)

Full Ergast-schema mirror, auto-updated within 3 hours of each race.

huggingface.co/datasets/tracinginsights/RaceData

F1 World Championship (Kaggle)

Canonical F1 dataset. 14 CSV tables from 1950. 153K+ downloads.

www.kaggle.com/datasets/rohanrao/formula-1-world-championship-1950-2020

Formula 1 Race Data (Kaggle)

Maintained post-Ergast via Jolpica. 1950 to current season.

www.kaggle.com/datasets/jtrotman/formula-1-race-data

renumics/f1_dataset

Montreal 2023 GP telemetry with 40+ columns + embeddings for ML.

huggingface.co/datasets/renumics/f1_dataset

F1 Telemetry Datasets

Per-season telemetry exports with lap-by-lap car data.

github.com/TracingInsights-Archive/2024

F1 Drivers Dataset (Kaggle)

All F1 drivers from Wikipedia with career stats. 4.6K+ downloads.

www.kaggle.com/datasets/dubradave/formula-1-drivers-dataset

Tracing Insights Data

Download hub for telemetry and session data. Web interface for the archive.

tracinginsights.com/data

03

Live Timing & Replay

Real-time race data, session replay, and live telemetry visualization.

5 items

Terminal-based live timing with variable delay, session replay, team radio.

github.com/JustAman62/undercut-f1

MultiViewer for F1

Desktop app for synced multi-stream live timing and mini sectors.

multiviewer.app

Live race replay and telemetry dashboard in the browser.

TUI for F1TV streams. Watch sessions from terminal.

github.com/SoMuchForSubtlety/f1viewer

F1 Replay Timing

Replay viewer with timing overlays, telemetry charts, and track map.

github.com/adn8naiagent/F1ReplayTiming

04

Dashboards & Analytics

Interactive dashboards for lap analysis, strategy comparison, and race visualization.

9 items

F1 telemetry dashboard with driver comparisons, bump charts, and historical data.

Comprehensive F1 data dashboard with rich interactive visualizations.

F1 database with lap data, pitstop data, race progression from 1950.

Lap time deltas, stint strategy, driver vs teammate comparisons.

Real-time F1 dashboard built with Next.js. Live at f1-dash.vercel.app.

github.com/slowlydev/f1-dash

Armchair Strategist

Strategy-focused dashboard for pit windows and pace comparison.

github.com/Casper-Guo/Armchair-Strategist

In-depth F1 data analysis with pace comparison and performance visualization.

Real-time F1 visualization using FastF1 live timing, InfluxDB, and Grafana.

github.com/f1stuff/f1-live-data

TracingInsights

Interactive charts for lap times, telemetry, and performance analysis. 2018+.

tracinginsights.com

05

Historical & Statistics

Deep historical records, all-time statistics, and driver rating systems.

5 items

All F1 results and statistics from 1950. The most complete stats site.

www.statsf1.com

Comprehensive historical statistics database, 1950 to present.

www.bigdataf1.com

Formula 1 Archive

1,100+ races, 900+ drivers, 75+ seasons of complete records.

www.formula1archive.com

Mathematical and statistical F1 modeling and driver ratings.

f1metrics.wordpress.com

Chess-style Elo rating system for all F1 drivers across eras.

matthewperron.github.io/f1-elo

06

Prediction & ML

Machine learning models, race predictions, and statistical forecasting.

3 items

Lap-by-lap prediction: lap times, positions, pit stops, collisions.

github.com/Jared-Chan/f1ml

Mathematical and statistical F1 analytics with predictive models.

f1-analysis.com

Tire degradation modeling from telemetry data.

github.com/Race-Strategy-Analysis/TyreWear

07

Learning & Media

Documentation, books, YouTube channels, podcasts, and developer tools.

14 items

Primary documentation for F1 analysis workflows in Python.

docs.fastf1.dev

Wrangling F1 Data With Python

Free book covering FastF1 demos and Python analysis workflows.

f1datajunkie.github.io/wranglingf1datawithpython/index.html

Wrangling F1 Data With R

Book by Tony Hirst on F1 data manipulation and charting in R.

leanpub.com/wranglingf1datawithr

Long-running F1 data analysis blog by Tony Hirst.

www.f1datajunkie.com

RaceFans Race Data

Independent analysis articles with race data and statistics.

www.racefans.net/category/race-data

Visual explanations of F1 rules, strategy, and technical concepts.

www.youtube.com/@chainbear

Racing technique, car setup science, F1 engineering deep dives.

www.youtube.com/@Driver61

F1 engineering analysis from a practicing engineer.

www.youtube.com/@KyleEngineers

Beyond the Grid

Official F1 podcast. Driver and team principal interviews.

www.youtube.com/@BeyondTheGridF1

Data-driven, technically focused F1 podcast.

The Race F1 Podcast

Expert analysis from The Race's F1 journalists.

the-race.com/podcasts

Open-source F1 calendar with timezone support and email reminders.

Apify F1 Extractor

Scrapes formula1.com for race/qualifying/practice data from 1950.

apify.com/richard.biros/f1-data-extractor

Full curated list of F1 data resources. Source for this page.

github.com/subinium/awesome-f1

08

Sim Racing & Game Telemetry

Telemetry tools, overlays, and dashboards for F1 games and sim racing.

6 items

Multi-sim dashboard, bass shaker driver, and plugin platform. Industry standard.

github.com/SHWotever/SimHub

Professional telemetry analysis tool used by real teams. Free Standard tier.

www.motec.com.au/i2/i2downloads

f1-telemetry-client

TypeScript UDP client/parser for F1 2018 through F1 23 game data.

github.com/racehub-io/f1-telemetry-client

Pits n' Giggles

Live telemetry tool for F1 23/24/25 with overlays and race engineer.

github.com/ashwin-nat/pits-n-giggles

Commercial overlay app with free tier for iRacing, ACC, rF2, and F1.

Open-source telemetry overlay for rFactor 2 and Le Mans Ultimate.

github.com/TinyPedal/TinyPedal

09

Fantasy F1

APIs and tools for the official F1 Fantasy game.

2 items

REST API docs for the official F1 Fantasy undocumented API.

documenter.getpostman.com/view/11462073/TzY68Dsi

Fantasy F1 Cheat Sheet

Comprehensive endpoint reference for Fantasy F1 API.

cheatography.com/sertalpbilal/cheat-sheets/fantasy-f1-api-endpoints

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