Should I clean web data before inserting it into NoSQL ? Does it make sense to load data in NoSQL if I plan to put it in ML model later?

Question

So in general as far as I get the advantage of NoSQL is high data load and specifically it can be used for parsing websites and social networks.

I am parsing various