The same data set with spatial clustering, I also analyze those people's emotion when they posted tweets. Here is the python program I have down in Jupyter Notebook.
Analyzing people's Emotional tendency by calculate each tweet's emotion index, some words tend to be positive, some tends to be negative. By calculating it base on SentiWordNet_3.0.0, a text file records different word's tendency index.