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Topic modeling notebooks

This repo contains old Jupyter notebooks I used to preprocess a text corpus and generate various topic models. A corpus was dedicated to deterrence, and the main purpose of analysis was to see what subtopics authors typically write about, as well as how these subtopics vary over time.]

The notebooks were created largely for demonstrational/learning purposes, therefore the commentaries are quite vast and some procedures somewhat overlap.

deterrence_analysis.ipynb contains interacitve visualizations generated with PyLDAivs

Some parts of the notebooks were slightly changed (mainly file paths) because I can't really disclose them.