How can I remove the query string from the url after the page loads?

I have a URL with a long query string attached to it. After the page loads, I do not require the query string. So I want to remove the query string from the address bar without a page reload.

I tried parent.location.hash = ''; and window.location.href = '/#'

They did not make a difference.