That's so weird to me because it seems to me like is eliminates vote secrecy. I mean, not literally but it must be pretty rare that someone registered as X votes for Y.

I suppose this exists in my country to some extent. Only registered members of the party vote for internal elections. But my country is smaller, as are the parties, and there are more of them.