CrashScores - was you able to use historical aviator data?

[b1d]

hey folks, a week ago I started to scrap data (using screenshots and OCR) from crashscores page especially dedicated to aviator game. My goal is to collect solid amount of stats (hundreds of thousands records) and make data analysis: find patters, calculate averages, date/time distributions and so. I expect it may help me to understand the game better. what do you think? maybe anyone has any good/bad expirience with historical aviator data?

[cryptomaniac_xxx]

hey folks, a week ago I started to scrap data (using screenshots and OCR) from crashscores page especially dedicated to aviator game. My goal is to collect solid amount of stats (hundreds of thousands records) and make data analysis: find patters, calculate averages, date/time distributions and so. I expect it may help me to understand the game better. what do you think? maybe anyone has any good/bad expirience with historical aviator data?

Nah, just a waste of time if you are going to ask me. You can't find any patterns even if you collected one million data about this game. Why? It's because it's random and it's purely base on luck, just saying.

Been playing aviator during it's peak around 2018-2019, but I've lost interest on it. Not sure why, but it seems that there are no excitement or it's just like the initial burst of adrenaline and it become boring to me. But in any case, good luck to you, if you wanted to pursue it.

[b1d]

Nah, just a waste of time if you are going to ask me. You can't find any patterns even if you collected one million data about this game. Why? It's because it's random and it's purely base on luck, just saying.

Been playing aviator during it's peak around 2018-2019, but I've lost interest on it. Not sure why, but it seems that there are no excitement or it's just like the initial burst of adrenaline and it become boring to me. But in any case, good luck to you, if you wanted to pursue it.

Thanks for a quick response.
My assumption that patterns can be discovered was build on top of understanding that Aviator has Return to Player (RTP) 97%, meaning the game has a particular logic on the backend to keep their RTP at this specific level. If "The Random" allows players to win within specific time range RTP goes higher, that means "The Random" has to make "adjustments" and "return" to home some funds and vise versa.

Also I think millions of historical rows can be beneficial for long term analysis with close to zero usage for real-time bettings.
Short term full history with all detail like bets count, multiplier, cashouts should be more useful "to see signal".
Just checked 1xbet stats - it clearly shows "no-win gaps" between profitable rounds (attached). That's my goal to see such "waves" in statistic and try to get profit :-)

https://i.postimg.cc/RhzgLjLM/2026-04-03-13-16-11-D-N-(747).png

[adultcrypto]

hey folks, a week ago I started to scrap data (using screenshots and OCR) from crashscores page especially dedicated to aviator game. My goal is to collect solid amount of stats (hundreds of thousands records) and make data analysis: find patters, calculate averages, date/time distributions and so. I expect it may help me to understand the game better. what do you think? maybe anyone has any good/bad expirience with historical aviator data?

I have played aviator for a very long time so I find your project confusing and something that may not lead to anything serious. I don't mean to discourage you but I don't think aviator is built on patterns rather what dominates is randomness. I am therefore wondering how you are going to force randomness to follow a pattern, an effort I know will contravene the design of the game and therefore turned it from game of luck to a game of skill. I will keep an eye on this thread to see how you will prove me wrong.

[Hispo]

Before investing your time analyzing historial data on aviator and crash games as you intend, you should first check the house edge of the game and read a bit about laws of chances and the theory of gambling, so you understand basic theories behind crash/aviator, for example, the Gaussian bell (it is a very important concept within the world of gambling, specially when there is a house edge set in place).

As it stands, you should ask yourself whether you are the first one trying to pull something like that off, you are likely not the first one and your predecessors have come to the conclusion their efforts were fruitless and didn't yield any meaningful result in form of money.

[Russlenat]

I agree with @cryptomaniac_xxx. That game, no matter how interesting it is or how much you try to find a strategy based on stats, you’re just overcomplicating things.

The reality is it has a house edge, and no matter how small that edge is, we are still expected to lose in the long run. So stats won’t really help in that situation. At the end of the day, it all comes down to luck. Just hope you get lucky, enjoy the game, and don’t stress yourself too much.