Worldwide, many people were shocked by the outcome of the U.S. presidential election of 2016. It’s been just over one full year since Trump’s electoral win and, although the race between Trump and Clinton was close, many of the electoral polls forecasted Clinton as the likely winner of the 2016 election (Perez, 2016). While the outcome of said election left many data scientists confused, many social media analytics firms are claiming that their measurements would have been a much better predictor (Perez, 2016).