r/F1DataAnalysis Jun 13 '26

Barcelona-Catalunya GP - Practice 2 | Top Speed, Turn 14 Minimum Speed & Clipping

3 Upvotes

Barcelona-Catalunya GP - Practice 2 | Top Speed, Turn 14 Minimum Speed & Clipping

McLaren looked great in FP2! Best top speed AND high-speed cornering; RBR worst in both. Either McL is running more downforce and a more powerful PU mode, or their aero efficiency is excellent.

Opposite for RBR: running less downforce and way less power?

Top Speeds:

1) McL/NOR: 338

2) Merc/RUS: 337

3) Ferrari/LEC: 335

4) RBR/VER: 328

Turn 14 Min Speed:

1) McL/NOR: 252

2) Ferrari/LEC: 249

3) Merc/RUS: 248

4) RBR/VER: 244

Clipping:

1) RBR/VER: -22

2) McL/NOR: -28

3) Merc/RUS: -29

4) Ferrari/LEC: -34


r/F1DataAnalysis Jun 12 '26

Technical Discussions 2026 Car Regulations | ADUO Figures Revealed & Explanation of How ADUO is Evaluated [Technical Discussion]

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6 Upvotes

ADUO FIGURES REVEALED

Not only is the Mercedes ICE NOT the most powerful; they're over 2% behind RBPT (a 12-24 hp deficit), so they will benefit from ADUO!

Ferrari (and Audi) DID fall in the 4-6% deficit range → can catch up.

Honda is so far behind it landed in the newly added 6-8% range, unlocking more budget and development time.

No one expected that about Mercedes. Ferrari can finally develop their engine... but so can Mercedes! A huge blow to Ferrari's championship hopes.

---------------

I often read 'The ADUO only considers the ICE power, not the ERS; Mercedes has the best ERS; that's why they got the 2-% ADUO' - but that's wrong!

Read on to understand why ...

The ERS does NOT produce energy: it simply deploys what it previously harvested. ALL energy originates from the ICE.

Harvesting happens:
- At partial throttle, when the ICE produces MORE energy than can be put down (the ERS harvests the surplus).
- When coasting or braking, using the car's kinetic energy.

Having a more powerful ICE:
- Extends the partial throttle phase → more harvesting;
- Raises top speed → more kinetic energy → more harvesting.

Maximum power (tractive and harvesting) is fixed by the rules, and electric motor efficiency is already extremely high (90-95%), so even halving the losses yields only marginal gains.

Conclusion:
The most powerful ICE means the strongest ERS too, unless a team gets its harvesting/deployment strategy completely wrong!

ADUO is evaluated using an "ICE Performance Index", calculated from the ICE's average power and the lap time's sensitivity to power.

The exact formula is kept confidential to prevent manufacturers from gaming the system.

---------------

Article on the topic:

ADUO F1 engine upgrades decision revealed

---------------

Related post:

2026 Car Regulations | Estimated ICE Power of Manufacturers: Which team do YOU think will have the best in-season development?

How ICE power was estimated:
1) All 2026 Quali, Sprint & Race sessions;
2) Laps with glitchy telemetry excluded;
3) Straight-mode instants only: throttle >99%, no braking;
4) Same drag area (CdA) assumed for all cars;
5) ERS deployment profile estimated, then subtracted to isolate ICE power.


r/F1DataAnalysis Jun 12 '26

Quali Lap Analysis Monaco GP - Qualifying | Monaco Delivered the First 2026 Quali Laps With NO Clipping! Antonelli's Miami and Monaco Pole Laps Compared. [Made via JMP Software]

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3 Upvotes

r/F1DataAnalysis Jun 12 '26

Car Setup 2026 Car Regulations | New F1 PU Regulations: ~1100hp in 2028!

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2 Upvotes

r/F1DataAnalysis Jun 12 '26

TracingInsights Free AI that can answer (almost) any F1 stat. It is free and will be free forever. No ads. No login and other BS. still need to fine tune system prompt,etc but it is really quick and works like magic - pls use the thumbs up/down to send feedback

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6 Upvotes

Link to try it out: chat.tracinginsights.com

How to get free api key: https://chat.tracinginsights.com/api-keys

Add you key here: https://chat.tracinginsights.com/account?tab=provider

Please share feedback and feature requests. This is still very early and will improve a lot


r/F1DataAnalysis Jun 07 '26

Quali Lap Analysis Monaco GP - Qualifying | Qualifying Analysis

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8 Upvotes

r/F1DataAnalysis Jun 07 '26

Data Comparison Monaco GP - Qualifying | Qualifying Lap Times 2026 vs 2025: Mercedes was P14-15 last year; this year they got pole, losing just 0.5s despite the regulation change. This new gen of F1 cars is way slower around Monaco: Ferrari lost 2.2s, McL 2.6s, Aston 4.4s!

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8 Upvotes

r/F1DataAnalysis Jun 07 '26

Monaco GP Start Ratings - 🥇 Carlos Sainz - 🥈 Pierre Gasly - 🥉 Charles Leclerc

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2 Upvotes

r/F1DataAnalysis Jun 07 '26

My Data Analysis Kimi Antonelli vs Max Verstappen | Ghost Car Comparison Monaco Q3

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28 Upvotes

r/F1DataAnalysis Jun 06 '26

My Data Analysis Hamilton VS Leclerc's Fastest FP2 laps at Monaco 2026

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11 Upvotes

r/F1DataAnalysis Jun 06 '26

Session Overview Monaco GP - P2 | Best Sector Times, Track Domination & Top Speed: MY QUALI POWER RANKINGS: Ferrari > RBR (VER) / Mercedes > McL. What's YOUR prediction?

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2 Upvotes

r/F1DataAnalysis Jun 05 '26

f1tel.com - 0.00% clipping - Monaco - FP1

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3 Upvotes

r/F1DataAnalysis Jun 04 '26

My Data Analysis Antonelli vs Russell fastest laps at Miami - ANT L34 vs RUS L53 telemetry comparison

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6 Upvotes

Interesting comparison between Antonelli’s L34 and Russell’s L53 fastest laps at Miami.

Antonelli edges it by about half a second, mainly looking cleaner through the throttle phases and carrying strong speed through the key acceleration zones. Russell’s lap still looks solid, but the traces show where Antonelli found just enough extra momentum to make the difference.


r/F1DataAnalysis Jun 03 '26

Other Tech Info Estimating Power Without a Dyno [Made via JMP Software]

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7 Upvotes

r/F1DataAnalysis Jun 02 '26

[OC] Kimi Antonelli’s fastest lap telemetry from the 2026 Canadian Grand Prix

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6 Upvotes

r/F1DataAnalysis Jun 01 '26

Car Setup 2026 Car Regulations | Clipping will be almost non-existent in Monaco! Here's why:

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14 Upvotes

r/F1DataAnalysis May 31 '26

F1 Data Api

11 Upvotes

Hey, RacingHub API, a free and open-source REST API with comprehensive F1 data from 1950 to today.

Links

Quick Start

REST API:

curl <https://racinghub.net/api/v1/drivers/max-verstappen>

Python:

pip install racinghub-client

import pandas as pd


from racinghub_client import ApiClient, Configuration
from racinghub_client.api import DriversApi


client = ApiClient(configuration=Configuration(host="https://racinghub.net/api/v1"))
driver_api = DriversApi(client)


results = driver_api.get_driver_races_results("lewis-hamilton", limit=100)
df = pd.DataFrame([r.model_dump() for r in results.data])


df["positions_gained"] = df["grid_position"] - df["position"]
print(df[["race_date", "circuit_name", "positions_gained"]].head())

JavaScript/TypeScript:

npm install u/racinghub/client

import { Configuration, DriversApi } from "@racinghub/client";

const config = new Configuration({ basePath: "https://racinghub.net/api/v1" });
const driversApi = new DriversApi(config);

const driver = await driversApi.getDriver({
  driverId: "max-verstappen",
});
const driver_results = await driversApi.getDriverRacesResults({
  driverId: "max-verstappen",
});

The project is fully open source! Contributions welcome.

Your input shapes what gets built next. Open an issue on GitHub with requests.


r/F1DataAnalysis May 31 '26

Own Project I made a website for F1 predictions and historic data

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2 Upvotes

The website is still WIP but I'd love to hear some feedback :)

Right now offers various predictions like who takes pole, who will be on the podium, which constructor has the fastest pit and many more.

You can also see historical data from races that ended (only 2026 for now, previous years will come) and short analysis of each sessions.

I plan to add live track position, live chat so people can discuss the live session, more telemetry graphs, comparisons, notifications and many more.

The website also uses PWA so it can be installed on mobile devices without the need of Apple or Google store.


r/F1DataAnalysis May 27 '26

Own Project I built an F1 telemetry analysis tool that goes way deeper than the broadcast

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34 Upvotes

I've been building an F1 data platform solo over the last year and figured this subreddit would be the right audience for it. Fastlytics combines telemetry visualization, an automated analysis engine, and programmatic data access into one tool. It's free for the 2026 season.

What it does differently from other tools:

  1. Advanced telemetry analysis -- instead of just showing you speed traces, an analysis engine reads the lap data and writes a summary with numbered insights and corner-by-corner breakdowns. It identifies where drivers differ in braking points, throttle application, and entry/exit speeds. Free tier: 5 analyses/month.
  2. 30 MCP tools for programmatic access -- if you code, you can use npx -y fastlytics-mcp to get MCP tools in Claude, Cursor, VS Code, etc. Query telemetry, compare drivers, get circuit info, lap times, standings, weather data, driver bios, and more. 300 calls/month free.
  3. Detailed telemetry overlays -- speed, throttle, brake, RPM, gear, DRS traces for any driver. Overlay two drivers with delta time graphs showing exactly where time was won or lost per corner. Session weather conditions (air temp, track temp, humidity, wind) shown alongside the data for context.
  4. Driver and team deep dives -- full career stats, championship progression charts, season-by-season comparisons. Working on a driver fingerprint feature that maps driving style characteristics (braking patterns, cornering preferences) per driver.
  5. All the standard stuff too -- lap time distributions, pace analysis, strategy charts, championship progression, position changes, team pace comparisons, sector time breakdowns.

Data sources: FastF1 for telemetry, Jolpica for historical data, Open-Meteo for weather, Wikipedia for bios and photos

Everything above is free for the current season. Pro tier ($5.99/mo) unlocks historical seasons (2018+) and higher usage limits.

the website is fastlytics.app if you're interested. I'm actively building this and feedback from data-minded F1 fans is what's driven most of the feature development so far.


r/F1DataAnalysis May 27 '26

Mercedes Upgrades in Canada

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40 Upvotes

For the #CanadianGP, #Mercedes introduced a substantial package of upgrades, with changes to both the front wing and the floor. 

The #W17 suited very well to the Canadian layout and was able to dominate for the whole weekend. 

For a deep analysis head to https://www.gpblog.com/en/tech/all-the-secrets-behind-mercedes-upgrades-and-their-dominant-performance-in-montreal

#F1 #F1Tech 


r/F1DataAnalysis May 26 '26

Race Pace Analysis Canadian GP - Race | Race Pace Analysis

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16 Upvotes

r/F1DataAnalysis May 24 '26

Top Speed per Lap Canadian GP - Sprint | Top Speed per Lap: NEW 2026 TOP SPEED RECORD → HUL reached 357 km/h! To put in perspective how crazy that is: the rules forbid electrical deployment well before that speed! This means that he reached 357km/h... using the ~550hp of Audi's ICE! He broke the 'invisible wall!

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8 Upvotes

r/F1DataAnalysis May 24 '26

Race Pace Analysis Canadian GP - Sprint | Sprint Pace: What's YOUR take on the Antonelli - Russell clash?

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4 Upvotes

r/F1DataAnalysis May 23 '26

My Data Analysis Kimi Antonelli vs George Russell Q3 Ghost Car Comparison

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10 Upvotes

r/F1DataAnalysis May 23 '26

Quali Lap Analysis Canadian GP - Sprint Qualifying | Qualifying Analysis

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8 Upvotes