r/F1DataAnalysis

▲ 1 r/F1DataAnalysis+1 crossposts

Russell's Race pace

While I understand that qualifying pace and race pace are two different disciplines, Russell's terrible race pace compared to his really good qualifying pace always amazes me.

​If you compare Russell with Norris and Leclerc—given they are of a similar age and drive for top teams—you realize that while Norris and Leclerc are strong in both areas, they are significantly better in one (Leclerc in qualifying and Norris in race pace). With Russell, however, he is easily top-three in qualifying, but at the same time, he has the second-worst race pace among top-team drivers.

​The problem for Russell is that in the ground-effect era, qualifying pace was valued more than race pace. Taking last year into consideration, it was nearly impossible to overtake your teammate under the same conditions, so his race pace deficit was largely masked. This year, the situation is different: the qualifying margin between teammates has shrunk, and a qualifying lap can easily be compromised by poor energy deployment. Moreover, race pace is now far more critical because, in almost every race this year (excluding Hungary and Monaco), you can overtake your teammate if you are faster. Consequently, his race pace issues have become much more exposed. What surprises me even more is that across all races this year, Antonelli has held the average race pace advantage, even in Australia.

​Another problem is that true race pace usually starts to develop in a driver’s second year and continues to improve until they reach their prime. This means we haven't even seen Antonelli's full race pace yet, suggesting the gap will only get bigger next year.

​In the end, what is the reason for Russell's poor race pace, and how can he have such good qualifying pace alongside bad race pace? Ps I'm not talking about his race pace problem this year only I'm talking overall from his Williams days

reddit.com
u/Able-Rip4992 — 1 day ago
▲ 8 r/F1DataAnalysis+2 crossposts

New in app.tracinginsights.com use @ to select any driver, grand prix, team, or circuit. It’s RAWE CEEK so, get your Dutch GP stats pack: use '/race-weekend-stat-pack @Dutch Grand Prix 2026' - No AI needed. this works for past races too.

New in app.tracinginsights.com

use @ to select any driver, grand prix, team, or circuit.

It’s RAWE CEEK so, get your Dutch GP stats pack: use '/race-weekend-stat-pack @Dutch Grand Prix 2026'

  • No AI needed.

this works for past races too.

u/TracingInsights — 4 days ago
▲ 4 r/F1DataAnalysis+1 crossposts

Any Free Way to get live telemetry and driver tracker (map) data live? (I'm a Rookie)

So I’ve been trying to build my own F1 live dashboard, but the problem is I don’t really have a way to integrate live telemetry or circuit/driver tracker location data into it, because most F1 live data providers seem to put that stuff behind a paywall.

I’ve tried using WebSockets from different websites, but honestly I felt kinda bad about doing that, so I stopped.

I’m still pretty new to this stuff, so correct me if I’m wrong, but are there any legit/free ways to get live F1 data like telemetry, driver positions, track locations, etc. that I could use for my own project?

Any advice would be appreciated 🙏

https://preview.redd.it/hnlqkk7iyijh1.png?width=1919&format=png&auto=webp&s=e419422dbf90b074297cbe89b7f88dabe29855c1

reddit.com
u/ShapePrudent9389 — 6 days ago
▲ 197 r/F1DataAnalysis+1 crossposts

Formula 1 race visualizer

Hello, I made a formula 1 race visualizer using an Uno R4, sd card module and individually addressable LEDs. I 3d printed the chassis using white pla for the diffuser and black pla for the outer shell.

The visualizer works with data I collected from fast f1 API stored in a csv. I have the uno r4 acting as a server to host a very simple web app that lets you pick the race year, number of drivers you want to see and set a race speed (2x,10x,20x etc). And then you watch as the LEDs race about. I tried making this as simplistic as possible which is why I opted for the r4 so I didn’t have to add buttons or a rotary encoded for input.

Happy to answer any and all questions

u/Purple-Basil2419 — 10 days ago
▲ 4 r/F1DataAnalysis+3 crossposts

F1 stats app (Race Pace)

So I was getting really sick of the normal F1 app, it was quite confusing to use there was a lot going on so I made my own F1 stat app so you can see the current standings, calendar, results. There’s also a pro feature where you can get the live data for a race. You can also see like pitstops, race radios and race control data.

https://apps.apple.com/gb/app/race-pace-formula-stats/id6792368690

u/ZondaF12 — 8 days ago

Thought I'd share this F1 telemetry tool I've been building — has an AI race engineer + community stuff, would love feedback

Hey all — spent the last few months building a telemetry tool for F1 25 (and 24/25/26 content), mostly because I wanted something that combined lap analysis with an actual race engineer to talk to about my data, and community stuff to compare with friends. Sharing here for feedback, good or bad.

Would genuinely love any criticism — what's missing, what's confusing, what you'd actually want from something like this!

Try it with zero signup — there's a demo/sample session you can load and poke around in without creating an account. Account is only needed if you want to save your own sessions or use Community features.

Works for both PC and console players — console players use our free PC companion app to capture telemetry. Mac/native builds and full Apple support still in progress.

Github: https://github.com/Litle-Drip/Sim-Racing-Hub

Dashboard — quick view of your last session, live heatmap, summary stats.

https://preview.redd.it/1ilk02viv4jh1.png?width=1429&format=png&auto=webp&s=a69a6e5831f7e3289b2078a7da44916a6179e511

Tracks — corner breakdown notes, tyre strategy guide, and a "circuit school" section per track

https://preview.redd.it/cjxqaetnv4jh1.png?width=1429&format=png&auto=webp&s=dc45c8101ff7fce844318de23636c2e295ca08b6

 

https://preview.redd.it/ush4pv2tv4jh1.png?width=1429&format=png&auto=webp&s=a09c67090abffc0029e3d3f20a6068e393889f73

 Sessions — lap data broken down with braking/throttle telemetry, organized per session.

https://preview.redd.it/qlkv5aqwv4jh1.png?width=1429&format=png&auto=webp&s=989ed1e9e16975dab32f2118ff182c4144257e57

Race Engineer — this is the one I'm most excited about. Feed it your lap data and it'll actually talk through where you're losing time, like a real race engineer would.

https://preview.redd.it/7lh6l5a1w4jh1.png?width=1429&format=png&auto=webp&s=518690ca7968ea65669471e0104aa1b5076a2cdd

Progression - track individual progress and lap history over time.

https://preview.redd.it/wrrw9zj6w4jh1.png?width=1429&format=png&auto=webp&s=e1132cda1fd0c87456843047f77085d5d3ef1405

Rivals — set a clean lap, challenge a friend to beat it

https://preview.redd.it/1ut0panbw4jh1.png?width=1429&format=png&auto=webp&s=12ddf56121bbdc7e2fc93d7270d8c0c9607e6d48

Community — leaderboards, shared setups, shared sessions/challenges

https://preview.redd.it/q27en5zew4jh1.png?width=1429&format=png&auto=webp&s=49daa5f6dff506210d91943b03552ed2ab6ada6a

Github: https://github.com/Litle-Drip/Sim-Racing-Hub

reddit.com
u/DaBubbaMonster — 8 days ago

Create YOUR dream F1 Ruleset! Comment!

Create YOUR dream F1 Ruleset!

  • Engine: displacement and cylinders, hybrid or not, turbocharged vs naturally aspirated?
  • Chassis: active vs passive aero, ground effect vs flat floors?
  • Tyres: single manufacturer vs tyre war?
  • Refuelling: yes or no?
  • Overtake aids: yes or no?

Comment your ideas!

u/miinibox — 10 days ago

Formula 1 race visualizer

Hello, I made a formula 1 race repeater using an Uno R4, sd card module and individually addressable LEDs. I 3d printed the chassis using white pla for the diffuser and black pla for the outer shell.

The visualizer works with data I collected from fast f1 API stored in a csv. I have the uno r4 acting as a server to host a very simple web app that lets you pick the race year, number of drivers you want to see and set a race speed (2x,10x,20x etc). And then you watch as the LEDs race about. I tried making this as simplistic as possible which is why I opted for the r4 so I didn’t have to add buttons or a rotary encoded for input.

Happy to answer any questions

If you like the project please head on over to my TikTok video to see the process: https://vt.tiktok.com/ZS4WK521m/

u/Purple-Basil2419 — 10 days ago
▲ 4 r/F1DataAnalysis+2 crossposts

Built an open-source F1 analytics platform, would love feedback

Hello everyone,

So I have been working on this for a while and finally have something worth sharing.

It's called Slipstream; it pulls real F1 telemetry, lap times, and race data, and runs it through an ML model (FLAML/XGBoost) to predict race outcomes, plus proper telemetry comparisons between drivers.

I am thinking of adding an AI agentic system to this and will update soon.

I would appreciate feedback on what I should add and what you would like to see in this.

Live Demo: https://slipstream-f1.vercel.app

reddit.com
u/must-be-the-water_16 — 11 days ago
▲ 10 r/F1DataAnalysis+2 crossposts

Engine Development Under the Previous and New Regs [Made via JMP Software]

u/miinibox — 14 days ago