F1 DATA RESOURCES
Curated from awesome-f1 — APIs, datasets, tools, and dashboards for F1 data analysis.
63Resources
9Categories
11Featured
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01
{ }APIs & Libraries11
Programmatic access to F1 data — timing, telemetry, standings, and results.
FastF1
Python library for F1 timing, telemetry, weather. The de facto standard for F1 data analysis.Python
OpenF1
Open API for real-time lap data, positions, team radio, stints, weather. 2023+ seasons.API
Jolpica-F1
Ergast-compatible F1 API. Community standard replacement with data from 1950.API
F1DB
Full F1 database as JSON, CSV, SQL dumps. Comprehensive and well-structured.JSONSQL
LiveF1
Python toolkit for real-time and historical F1 data via official live timing.Python
f1dataR
R package wrapping FastF1 and Jolpica for R-based analysis workflows.R
f1api.dev
Developer-focused F1 API with clean SDK surface and modern documentation.API
F1PyStats
Python package for standings, results, and historical summaries.Python
theOehrly/f1-telemetry-rs
Rust parser for F1 game telemetry UDP packets.Rust
MultiviewerF1 API
API for circuit data, track maps, and live timing used by MultiViewer.API
API-Sports F1
Commercial API with free tier (100 req/day). Seasons, standings, results.API
02
DBDatasets & Archives8
Static datasets, CSV archives, and ML-ready data for offline analysis.
Tracing Insights Archive
Season-by-season telemetry CSV archives. Raw FastF1 data exports.CSV
TracingInsights (HuggingFace)
Full Ergast-schema mirror, auto-updated within 3 hours of each race.HF
F1 World Championship (Kaggle)
Canonical F1 dataset. 14 CSV tables from 1950. 153K+ downloads.CSV
Formula 1 Race Data (Kaggle)
Maintained post-Ergast via Jolpica. 1950 to current season.CSV
renumics/f1_dataset
Montreal 2023 GP telemetry with 40+ columns + embeddings for ML.HFML
F1 Telemetry Datasets
Per-season telemetry exports with lap-by-lap car data.CSV
F1 Drivers Dataset (Kaggle)
All F1 drivers from Wikipedia with career stats. 4.6K+ downloads.CSV
Tracing Insights Data
Download hub for telemetry and session data. Web interface for the archive.Web
03
LIVELive Timing & Replay5
Real-time race data, session replay, and live telemetry visualization.
undercut-f1
Terminal-based live timing with variable delay, session replay, team radio.CLI
MultiViewer for F1
Desktop app for synced multi-stream live timing and mini sectors.App
F1 Pitwall
Live race replay and telemetry dashboard in the browser.Web
F1Viewer
TUI for F1TV streams. Watch sessions from terminal.CLIGo
F1 Replay Timing
Replay viewer with timing overlays, telemetry charts, and track map.Web
04
VIZDashboards & Analytics9
Interactive dashboards for lap analysis, strategy comparison, and race visualization.
F1THEDATA
F1 telemetry dashboard with driver comparisons, bump charts, and historical data.Web
F1 Cosmos
Comprehensive F1 data dashboard with rich interactive visualizations.Web
Pitwall
F1 database with lap data, pitstop data, race progression from 1950.Web
F1 DataStop
Lap time deltas, stint strategy, driver vs teammate comparisons.Web
f1-dash
Real-time F1 dashboard built with Next.js. Live at f1-dash.vercel.app.WebJS
Armchair Strategist
Strategy-focused dashboard for pit windows and pace comparison.Python
F1pace
In-depth F1 data analysis with pace comparison and performance visualization.Web
f1-live-data
Real-time F1 visualization using FastF1 live timing, InfluxDB, and Grafana.PythonWeb
TracingInsights
Interactive charts for lap times, telemetry, and performance analysis. 2018+.Web
05
HISTHistorical & Statistics5
Deep historical records, all-time statistics, and driver rating systems.
STATS F1
All F1 results and statistics from 1950. The most complete stats site.Web
F1 BigData
Comprehensive historical statistics database, 1950 to present.Web
Formula 1 Archive
1,100+ races, 900+ drivers, 75+ seasons of complete records.Web
f1metrics
Mathematical and statistical F1 modeling and driver ratings.Blog
f1-elo
Chess-style Elo rating system for all F1 drivers across eras.Web
06
MLPrediction & ML3
Machine learning models, race predictions, and statistical forecasting.
07
EDULearning & Media14
Documentation, books, YouTube channels, podcasts, and developer tools.
FastF1 Docs
Primary documentation for F1 analysis workflows in Python.Docs
Wrangling F1 Data With Python
Free book covering FastF1 demos and Python analysis workflows.PythonBook
Wrangling F1 Data With R
Book by Tony Hirst on F1 data manipulation and charting in R.RBook
F1 Data Junkie
Long-running F1 data analysis blog by Tony Hirst.Blog
RaceFans Race Data
Independent analysis articles with race data and statistics.Blog
Chain Bear
Visual explanations of F1 rules, strategy, and technical concepts.YouTube
Driver61
Racing technique, car setup science, F1 engineering deep dives.YouTube
Kyle Engineers
F1 engineering analysis from a practicing engineer.YouTube
Beyond the Grid
Official F1 podcast. Driver and team principal interviews.Podcast
Shift+F1
Data-driven, technically focused F1 podcast.Podcast
The Race F1 Podcast
Expert analysis from The Race's F1 journalists.Podcast
F1 Calendar
Open-source F1 calendar with timezone support and email reminders.Web
Apify F1 Extractor
Scrapes formula1.com for race/qualifying/practice data from 1950.Scraper
awesome-f1
Full curated list of F1 data resources. Source for this page.GitHub
08
SIMSim Racing & Game Telemetry6
Telemetry tools, overlays, and dashboards for F1 games and sim racing.
SimHub
Multi-sim dashboard, bass shaker driver, and plugin platform. Industry standard.App
MoTeC i2
Professional telemetry analysis tool used by real teams. Free Standard tier.App
f1-telemetry-client
TypeScript UDP client/parser for F1 2018 through F1 23 game data.JS
Pits n' Giggles
Live telemetry tool for F1 23/24/25 with overlays and race engineer.Python
RaceLab
Commercial overlay app with free tier for iRacing, ACC, rF2, and F1.App
TinyPedal
Open-source telemetry overlay for rFactor 2 and Le Mans Ultimate.Python
09
FANFantasy F12
APIs and tools for the official F1 Fantasy game.