Starting over...got some questions

So I just lost my 1900 subs monetized channel and because I used copyrighted music in a video, I got terminated from the partner program. It was my fault entirely I know...

My whole channel was about comics, anime, and manga and I'd been on it for four years now. The whole experience of getting monetzed and getting my paycheck was jarring.

I don't want to keep on doing this channel so I've decided to start over with a shorts only channel that has like 184 subs with only 10-15 videos.

My question is:

If I disconnect my analytics account and delete it entirely and then start over with a new channel and new google account to connect analytics to...will it affect my channel's monetization down the road? I know there are other factors that go into monetization but this one in particular grinds my gears.

What should I do with my current channel with over 1900 subs?