3 of 3 spelling, grammar

Does Hashtag in the URL affect SEO rankings for as Angular JS web application

I am using Angular JS to develop my web application. My current URL will be like this: localhost:8080/#!/home.

I can remove hash tag from the url and make it: localhost:8080/home but does that help me in getting good SEO ranking in Google?

If adding the hashtag doesn't affect my SEO rankings (even not that much), I can use this.

Note: All my page URLs will be added only after #!