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Table 1.

Recent literature on topic modeling: LDA advancements and variants.

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Table 1 Expand

Table 2.

Twitter API services & limitations.

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Fig 1.

Dataset preprocessing stages.

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Fig 2.

Distribution of preprocessed Tweets.

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Fig 3.

Original LDA representation.

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Fig 4.

Original DTM representation.

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Fig 5.

Static LDA coherence scores for varied numbers of topics.

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Table 3.

Cluster & model configurations.

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Fig 6.

Time-series representation of the changes in topic dominance over time.

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Fig 7.

Changes in topic-word probabilities over time.

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Table 4.

Topic word representations for April 13th and custom labels.

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Fig 8.

Custom hierarchical coloring.

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Fig 9.

t-SNE clustering visualized.

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Fig 10.

t-SNE sample clustering visualized.

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