I tried to rewrite the code based on the same approach, but after running it, it still isn’t quite working well. The experimental coin pair is $BLUAI . The alert time was August 13 at 14:45:05. The price was 0.011812, and later it rose to a peak of 0.013669, for a calculated increase of +15.7%. It didn’t reach the kind of 100%+ result I was expecting. I analyzed the biggest reason: there isn’t enough K-line (candlestick) data. Right now I only have at most 40,000 K-lines, but the K-lines I need may be more than that. In my code, I used 10 years’ worth of K-lines, so the data volume is too large—so I guess it’s also not sufficient.

So the only possible solution now is to find an analysis software that doesn’t limit the number of K-lines. My initial target is MT5, but there are also many shortcomings. Friends, what do you think?