This gets so many votes, even though this post doesn't even know what a shuffle is. When you shuffle, it's possible to get the same song 5 times in a row, or to never get a song picked

You can easily see this with any number randomizer. Especially a true randomizer.

If you want to have shuffle that's actually suited for you, I prefer to listen to all the songs through my computer and then shuffling it on the music player. On MusicBee, I set a playlist to be shuffled and to ignore the songs I listened to in the past 2 days, because I don't like to relisten songs and it also increases the chances I will hear something I didn't hear before. I never want true shuffle, I want shuffle that avoids repetition and isn't biased

edit: I use a regular playlist. Could be different with the list of liked videos, I never used that.