*3.1.2. Kaci Fennell's placing in Miss Universe*

As depicted in **Figure 4** above, majority (2333) tweets of the three thousand two hundred and forty three (3243) tweets collected on Kaci Fennell's placing in the Miss Universe competition were negative. Upon examination of the tweets collected the negative tweets were expressions of anger and disappointment that Kaci did not win the Miss Universe competition or that she did not receive a higher placing than the fifth place ranking that she received. On the contrary, six hundred and five (605) tweets were classified as positive by the RStudio application.
