That's a 10440 lithium ion cell. It's the size of a AAA battery. Probably bigger than the keyboard needs but they are cheap, standardized, and easy to source.
This surprised me because I’d watched No Sudden Move by Soderbergh relatively recently and thought it looked pretty good. Reading more it seems like only Unsane and High Flying Bird were shot on phones (the latest of which was 2019).