Module #12

 For this assignment, the use of social network analysis skills were the highlight. I was somewhat confused with the inclusion of Python in addition to using NodeXL for this module. I was able to run the provided code and attempted some of my own articulations with different online data, but it was behaving in a way that made it seem incompatible with the NodeXL software and I was getting errors. I took to Google to see if I could instead use R itself and found a helpful resource that relied on an API key, which I had already setup, but was unable to get the API key to allow the raw Twitter data to load into R and become accessible. I'm not sure what I am doing wrong, but regardless I have a handle on the conceptual side of Social Network Analysis. It is a very useful tool that offers a wide range of practical application in numerous fields of study and occupations. It is definitely beneficial to people needing insights that rely on data mining and data visualization techniques and I am excited to explore them in the future.