Earlier quoted context omitted.
Wait, I thought the whole point was to find pump and dumps early. I'm not sure what you're trying to do now. The most interesting (for me anyway) would be to figure out what is going to be on Reddit before it appears by analyzing spam/pump and dump groups etc. If you're analyzing Reddit after the fact, isn't that kinda late?
No, not pump and dumps. Just stocks that a large amount of people are about to buy into. A pump and dump is a coordinated effort, whereas I'm looking for something more organic. It might be late in that you might make less money than you would if you were in those groups but I can't say that I'm unhappy with what the algorithm is currently finding. It's primarily built for day trading, so you're in and out of trades…
I guess what you call "organic", I call the very end of the tail of a "pump". I believe that Reddit sentiment is largely manipulated. When GME was going crazy, there was definitely a coordinated effort to pump AMC, BB and some other garbage that I forget.
I don't believe that suddenly a group of people will all randomly pick the same tickers to start hyping up. I'm not saying everyone involved is trying to pump/dump those stocks, I think it's a small group of people posting bullshit analysis in random places trying to get other people to buy + hype up the stock to create that "organic" interest that you are capturing.
I reckon BBBY was definitely an organized pump and dump for example, but only a small amount of threads/comments were organized. A lot of people buy into the hype and continue to hype it up themselves.
The most interesting part is identifying which stocks will end up "going" viral, by analyzing who/when/how the first mention of these tickers starts up. Maybe a certain writing style works really well, maybe if some ticker gets mentioned at the same time in 3 specific discord channels then that stock goes on to do well. Maybe if a certain reddit account posts it first it goes well, etc.
Using PRAW to get counts of ticker mentions in some subreddits isn't super interesting, at least in my eyes.