You should add a forward slash (/) in front of the menu links.
So #about should be /#about
That will link to the proper sections on the home page.
As for the Woocommerce pages, you will have to edit the theme file for Woocommerce.
Navigate to Appearance > Editor and select woocommerce.php
Delete line 23 and save your changes.