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This footer should be created for you in advance. When creating a new page, unsurprisingly is the default footer selected.
The process is the same for both footers and sidebars. First, find the page. Then, do this.
To create a page with no footer or remove the footer from an existing page:
First, expand Sidebar and Footer Options
Then choose the first option from the drop-down labelled Custom Footer
Finally, click the Save button at the bottom right.
Note: This simply removes the footer from the page. See the next section if you want to completely remove the footer.