For sampling, we opted for using the results of our word embedding analysis to inform our sampling by choosing words correlated with the temporal window to input into a TF-IDF matrix and selecting posts where tfidf_df[TERM] >= 0.2. Each bulletpoint below links to subpages with posts corresponding to the temporal window and their brief close reading analysis.