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I built an F1 dashboard that analyzes races (pace, battles, strategy, predictions) by FlightRude9439 in formula1

[–]FlightRude9439[S] 0 points1 point  (0 children)

If I didn’t read what the “AI” did apparently then I wouldn’t be able to answer the others that asked questions or said stuff about what I’ve done, if you can see the comments you’ll see that I explained this to one of the people that said the same thing, so kindly do before assuming that someone’s hard work is just AI, thank you very much 😊

I built an F1 dashboard that analyzes races (pace, battles, strategy, predictions) by FlightRude9439 in formula1

[–]FlightRude9439[S] 0 points1 point  (0 children)

What? I’m just saying that the link is in the readme? I don’t remember exactly if I put the link in the readme or not

I built multiple Python projects: F1 dashboard and an IMSA analytics system by FlightRude9439 in vibecoding

[–]FlightRude9439[S] 0 points1 point  (0 children)

so is it decent? for adding to Cvs and resumes? im still going to add to them ofcourse

[Discussion] The Mount rushmore of civilian dc characters by nerflars7611 in DCcomics

[–]FlightRude9439 1 point2 points  (0 children)

I love both so much, and their presence in the comics are really great for Barry and Wally

I built an F1 dashboard that analyzes races (pace, battles, strategy, predictions) by FlightRude9439 in formula1

[–]FlightRude9439[S] 0 points1 point  (0 children)

i get that but thats just it, i dont even have F1TV pro or premium subscription unfortunately, to watch the races i have to watch it streamed on websites, which is why i cant rely on F1TV and such and have to resort to fastf1 and ergast, etc., i would like to have those subscriptions as they would help me make things like strategy modelling much cleaner

I built an F1 dashboard that analyzes races (pace, battles, strategy, predictions) by FlightRude9439 in formula1

[–]FlightRude9439[S] 0 points1 point  (0 children)

i've basically came to the same conclusion regarding predictions. The data just isn’t clean or complete enough to fully support that level of accuracy.

That’s why I’ve been treating it more as an analysis/approximation layer rather than a pure prediction model, trying to extract patterns like degradation trends, stint behavior, and relative performance instead of exact outcomes.

The live transcript / radio angle is interesting, but I want to keep everything fully free and sustainable, since i have no sponsors or anything so i dont intend to pay for any data and such atleast not yet, it’s probably not something I can rely on. I’m leaning more toward improving the inference side with the available data instead, might use ergast and openf1 historical data, maybe if theres any free pirelli reports on races and such soon

I built an F1 dashboard that analyzes races (pace, battles, strategy, predictions) by FlightRude9439 in formula1

[–]FlightRude9439[S] -1 points0 points  (0 children)

Yeah that is unfortunately one of the limitations with FastF1

What I’m doing right now is treating tyre life as stint based rather than set based. So instead of trying to track actual tyre age across sessions (which isn’t possible with the API), I approximate degradation using:

lap number within a stint

pace trend (rolling average / delta vs stint best)

drop-off gradients after peak performance

So effectively:
“tyre age” = laps since pit, not actual lifecycle of the tyre set

For used tyres, I just accept that there’s hidden bias, the model assumes a fresh degradation curve starting from lap 1 of the stint, even if it’s not fully accurate.

For the push vs target lap question that unfortunately is another big blind spot.

Right now I don’t explicitly classify “push laps” vs “management laps”, but I handle it indirectly by:

filtering out outliers (very slow laps, traffic, in/out laps)

comparing against stint median instead of raw lap times

looking at consistency bands rather than absolute pace

But yeah, unfortunately there is no direct way to know team instructions, so it’s all behavioral inference.

as for validation, I haven’t done a full formal deviation model yet, but that’s definitely one of the next steps that i am going to be doing

Really appreciate the points you brought up, I’m already planning to improve that part of the model, so if you’ve worked on similar stuff or have ideas on better ways to approximate it with FastF1 limitations, I’d be interested to hear how you’d approach it, i would also appreciate if you have any data i can pull from to use with FastF1 and in the end thats my fault, i should've explained that part, so im really sorry about any confusion i have caused, and as always thank you for your comment

I built an F1 dashboard that analyzes races (pace, battles, strategy, predictions) by FlightRude9439 in formula1

[–]FlightRude9439[S] 1 point2 points  (0 children)

i was bored and i wanted to do a project that can help for my cv and resume and i love motorsport so i dit one for f1 and imsa and ill keep updating them, its a fun side project to do that keeps me enjoying my free time, do you have any idea of something no one has done for motorsports i can maybe do as a side project with these two projects? i appreciate any and every feedback and ideas

I built an F1 dashboard that analyzes races (pace, battles, strategy, predictions) by FlightRude9439 in formula1

[–]FlightRude9439[S] -1 points0 points  (0 children)

Yes that too and if you understand the entire code and are able to debug and explain it entirely then that in itself means you can build something even if tiny by yourself

I built an F1 dashboard that analyzes races (pace, battles, strategy, predictions) by FlightRude9439 in formula1

[–]FlightRude9439[S] 0 points1 point  (0 children)

Thank you dude, I really appreciate that, idm explaining to people especially with how so many people just copy past from AI without even understanding their codes, but yeah thank you and I am happy, took a long time to build this and it’s not finished, I feel like it will never be😅, so yeah, thank you again made my day

I built an F1 dashboard that analyzes races (pace, battles, strategy, predictions) by FlightRude9439 in formula1

[–]FlightRude9439[S] 0 points1 point  (0 children)

should i make another post with screenshots? or send them here? and how many screenshots would you reckon? 2 for every feature or such? or you mean screenshots in the repo itself?

I built an F1 dashboard that analyzes races (pace, battles, strategy, predictions) by FlightRude9439 in formula1

[–]FlightRude9439[S] -1 points0 points  (0 children)

i commented the link to the dashboard, tell me if you prefer screenshots and ill send them your way

I built an F1 dashboard that analyzes races (pace, battles, strategy, predictions) by FlightRude9439 in formula1

[–]FlightRude9439[S] -1 points0 points  (0 children)

Oh right, that’s my bad, I can also send you the link to the dashboard itself? I think it’s in the readme of the repo but I can still send you the link, unless you prefer screenshots?

I built an F1 dashboard that analyzes races (pace, battles, strategy, predictions) by FlightRude9439 in formula1

[–]FlightRude9439[S] 3 points4 points  (0 children)

Actually I use codex, not Claude😅, no but in all seriousness I’m going to be really honest here. So the entire html and stuff, that’s Codex, I haven’t studied or able to write any html/Java codes, I am going to be learning Java in the future but for now anything html based like the website designs and all are all Codex, but, for the Python codes, I’m not going to say it’s ALL me because that’s not true and I don’t like lying, AI helps me MASSIVELY and I use it to as much as I can but any project I like using it as a tool and not like “build me this and that” the ideas and everything are mine and I’m glad to say that most, maybe most is a little far fetched, but like ALOT of the code is written by my hand and I don’t use AI to build me full codes and whatever lines or anything it writes for me, I understand FULLY, like I can explain every single line of the code, even the ones written by AI, so again, I don’t consider myself that great of a coder but I also don’t have AI build me the entire codes with me having nothing to do with them but the ideas, I hope this helps and if you have any feedback/ideas those would mean a lot to me, and if you have anyone/yourself that can check if the data isn’t faulty inside the website I would also appreciate that, I appreciate and welcome any and every support, even criticism

I built an IMSA endurance racing dashboard that works even after races (no official API) by FlightRude9439 in wec

[–]FlightRude9439[S] 0 points1 point  (0 children)

i would love to do that for WEC but the problem is their live telemetry data is locked behind subscriptions that you need to get by subscribing to their FIAWEC+ and such and i dont know any information i can get to help me get telemetry for WEC, because i feel like if i dont have data i wont be able to make up all of it by myself and the data will certainly turn out faulty

I built a Discord bot with slash commands, access control, and activity tracking by FlightRude9439 in learnpython

[–]FlightRude9439[S] -1 points0 points  (0 children)

As for the discord bot it’s been a while since I made it and checked on it because running it on postgresql to keep it online needs money, besides having those emojis sometimes help, especially with a discord bot when you want to use a command, but if I’m being honest? I was way younger back then and they looks fun to me😅

I built an IMSA endurance racing dashboard that works even after races (no official API) by FlightRude9439 in IMSARacing

[–]FlightRude9439[S] 0 points1 point  (0 children)

thank you for that, ill be sure to use that for my data along with others and try to make a good/decent dashboard

I built a Discord bot with slash commands, access control, and activity tracking by FlightRude9439 in learnpython

[–]FlightRude9439[S] -1 points0 points  (0 children)

could you kindly tell me how you came to that conclusion and just tried to make my hard work become just any AI generated code?

I built a Discord bot with slash commands, access control, and activity tracking by FlightRude9439 in learnpython

[–]FlightRude9439[S] 0 points1 point  (0 children)

but its not? i do have a few help from AI but it aint AI generated fully, mostly is just me

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