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application of multiple text analyses and mining techniques to a short corpus of academic articles

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mmuratardag/DS_pol_psy_nlp

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Text Analyses of Political Psychology Articles

Pulled a sample of 1382 academic article abstracts from two main political psychology journals

Applied the following techniques:

  1. EDA consists of
    • Document clustering of article titles

MDS plot

  • Bi-term topic modeling on article titles

BTM

  1. Text map/landscape after parts of speech tagging for visualization

text landscape

  1. Semi-supervised (keyword-assisted topic modeling) for content analysis

word prob

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