You'll need to place that inside one of your template files. If you don't already, you should use a child theme so that your changes don't get over-written on your themes next update.
Depending on where the code is meant to go, I'd think that it's probably best in the footer.php file. Just make sure that it's not pasted inside any <?php ?> tags and you should be fine.