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What are the different ways of Visualizing Textual Data?

Yes you are on the correct path. Wordclouds can be used to visualize the most frequent words (unigrams). But it can also be used to visualize bigrams , trigrams and so on. These links will be helpful: ...
spectre's user avatar
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How does 538 create interactive visualizations in their website?I

welcome to the forum. It looks like they use plotly for at least some of their interactive graphs :
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