The saves normally stay if you download the game again.
Something to note, if you're on android don't uninstall the app, use the new apk as an update.
If you're not on android I'd recommend getting the itch.io launcher and downloading the game with it, if you use the launcher to update you won't have to download the entire thing over and over.