While using Twitter and only using tweets with emojis bias our results, we felt these tradeoffs were necessary to pursue such a largescale, temporal project. Twitter biases our project towards analyzing feelings of Twitter’s younger, more techsavvy audience and opinions that can be expressed using strict word limits. Similarly, only using tweets with emojis may further bias our projects towards youth and more emotional rather than serious tweets.