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Does Hashtag in the url affect SEO rankings for a 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 as below.

localhost:8080/home

But does that help me in getting good SEO ranking in google.

If adding the hastag doesn't affect my SEO rankings (event not that much) , i can use this.

please suggest me on this.

Also, I need some documentation/links on SEO for Angular js application. Please share me.

Thanks in advance.

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