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You'll notice that your active theme is always on the left. Click on the other theme tab that you want to active. If you do not have an additional theme, click on the theme gallery tab to install a new one or duplicate the existing theme.
Hover your mouse over the image of the theme and buttons will appear. Click on the active button as shown below.
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