This dataset is designed for teaching common pre-processing methods for text analysis. The dataset is a subset of data derived from the 2016 How ISIS Uses Twitter dataset, and the example demonstrates the importance of pre-processing in counting word frequencies from the tweets. The dataset file is accompanied by a Teaching Guide, a Student Guide, and a How-to Guide for R