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Historical Corpus Text Mining

Historical corpus text mining applies computational methods to thousands or millions of historical documents at once, seeking macro-scale patterns that close reading of individual texts could never reveal. Associated above all with Franco Moretti's program of distant reading, the approach treats large bodies of text, newspapers, parliamentary records, novels, correspondence, as data to be measured rather than works to be interpreted one by one. By counting word frequencies, computing weighted term importance, fitting topic models, and tracking how vocabulary shifts across decades, researchers can chart the rise and fall of concepts, the diffusion of ideas, and the changing texture of public discourse over long spans. The method is explicitly quantitative and aggregative: its claims concern populations of documents, not exemplary passages. Adapting modern natural-language processing to historical material, however, requires confronting archaic spelling, OCR noise, and shifting word meanings. Done carefully, corpus text mining turns vast unread archives into evidence about how language, and the thought it carries, evolved historically.

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Lähteet

  1. Moretti, F. (2013). Distant Reading. Verso. ISBN: 9781781680841
  2. Muehlberger, G., Seaward, L., Terras, M., et al. (2019). Transforming scholarship in the archives through handwritten text recognition: Transkribus as a case study. Journal of Documentation, 75(5), 954-976. DOI: 10.1108/JD-07-2018-0114

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ScholarGate. (2026, June 23). Historical Corpus Text Mining (Distant Reading). ScholarGate. https://scholargate.app/fi/digital-history/historical-corpus-text-mining

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ScholarGateHistorical Corpus Text Mining (Historical Corpus Text Mining (Distant Reading)). Haettu 2026-06-24 osoitteesta https://scholargate.app/fi/digital-history/historical-corpus-text-mining · Aineisto: https://doi.org/10.5281/zenodo.20539026