Abstract

In this research, we explored how foundational issues can become subtext in political discourse by studying how statehood was debated in social media prior to two plebiscites in Puerto Rico. Historically in Puerto Rico, local parties are divided on this issue instead of along the more common conservative versus liberal division that is found in most parts of the United States. We collected the corpus of Twitter communication by members of Puerto Rico’s Legislature for the term of 2017-2021. Using latent topic modeling techniques, we classified the political discussion along party lines. Surprisingly, statehood was not a major topic in our model when using the full corpus of data. However, when we filtered the data to include only those tweets discussing statehood and sub-sampled them by major party, the sub-topics within statehood communication became clear and coherent as was the partisan divide. Ultimately, while there is a clear division about statehood between the parties, the issue has become so intrinsic to the political sphere in Puerto Rico that it no longer commanded significant attention in the political discourse during this period.

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