You need to give your anchor tag’s href property some value.
<a href="https://stackoverflow.com/questions/35997885/<?php echo $results["Website'] ?>"><?php echo $results[ 'Website']?></a>
As it is now, the href property is empty, which some browsers will interpret as pointing to your current page. This is what’s causing your page to reload.
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solved Retrieving URL from MySQL database