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<article article-type="research-article" dtd-version="1.3" xmlns:mml="http://www.w3.org/1998/Math/MathML" xmlns:xlink="http://www.w3.org/1999/xlink" xmlns:xsi="http://www.w3.org/2001/XMLSchema-instance" xml:lang="en"><front><journal-meta><journal-id journal-id-type="publisher-id">mgimorusculture</journal-id><journal-title-group><journal-title xml:lang="en">The Russian Journal of Cultural Studies and Communication</journal-title><trans-title-group xml:lang="ru"><trans-title>The Russian Journal of Cultural Studies and Communication</trans-title></trans-title-group></journal-title-group><issn pub-type="epub">2949-6330</issn><publisher><publisher-name>МГИМО МИД России</publisher-name></publisher></journal-meta><article-meta><article-id pub-id-type="doi">10.24833/RJCSC-2024-3-3-81-95</article-id><article-id custom-type="elpub" pub-id-type="custom">mgimorusculture-71</article-id><article-categories><subj-group subj-group-type="heading"><subject>Research Article</subject></subj-group><subj-group subj-group-type="section-heading" xml:lang="en"><subject>SCIENTIFIC DISCOURSES</subject></subj-group><subj-group subj-group-type="section-heading" xml:lang="ru"><subject>SCIENTIFIC DISCOURSES</subject></subj-group></article-categories><title-group><article-title>Getting a Handle on Hansard with Python and NLTK, or How to Tame the Linguistic Picture of British Politics with NLP</article-title><trans-title-group xml:lang="ru"><trans-title></trans-title></trans-title-group></title-group><contrib-group><contrib contrib-type="author" corresp="yes"><contrib-id contrib-id-type="orcid">https://orcid.org/0000-0002-8893-5083</contrib-id><name-alternatives><name name-style="western" xml:lang="en"><surname>Gagarin</surname><given-names>S. N.</given-names></name></name-alternatives><bio xml:lang="en"><p>Sergey N. Gagarin – Candidate of Philology, a Senior Lecturer at English Language Department No. 1</p><p>Moscow</p></bio><email xlink:type="simple">lexicogr@mail.ru</email><xref ref-type="aff" rid="aff-1"/></contrib></contrib-group><aff xml:lang="en" id="aff-1"><institution>MGIMO University</institution><country>Russian Federation</country></aff><pub-date pub-type="collection"><year>2024</year></pub-date><pub-date pub-type="epub"><day>06</day><month>12</month><year>2025</year></pub-date><volume>3</volume><issue>3</issue><fpage>81</fpage><lpage>95</lpage><permissions><copyright-statement>Copyright &amp;#x00A9; Gagarin S.N., 2025</copyright-statement><copyright-year>2025</copyright-year><copyright-holder xml:lang="ru">Gagarin S.N.</copyright-holder><copyright-holder xml:lang="en">Gagarin S.N.</copyright-holder><license xml:lang="ru" license-type="creative-commons-attribution" xlink:href="https://creativecommons.org/licenses/by/4.0/" xlink:type="simple"><license-p>Данная работа распространяется под лицензией Creative Commons Attribution 4.0.</license-p></license><license xml:lang="en" license-type="creative-commons-attribution" xlink:href="https://creativecommons.org/licenses/by/4.0/" xlink:type="simple"><license-p>This work is licensed under a Creative Commons Attribution 4.0 License.</license-p></license></permissions><self-uri xlink:href="https://cultures.mgimo.ru/jour/article/view/71">https://cultures.mgimo.ru/jour/article/view/71</self-uri><abstract><p>This article proposes an optimised starter’s set of basic Python and NLTK (Natural Language Toolkit) methods that are essential to the analysis of massive textual corpora conducted as part of research investigating linguistic images of the world. The need to specify and detail these applied techniques stems from the nature and scope of the inexorable challenges confronted by contemporary cognitive linguistics and lexicology in the realm of unstructured big data analysis. Their viability and practical value are demonstrated in a series of illustrative examples where they are applied to the processing of continuous parallel diachronic corpora of Hansard that capture the discourse of both chambers of the British Parliament produced in the years 2006–2023 and jointly amounting to over a third of a billion tokens. The article suggests that the methods it outlines and classifies can be seen as forming an indispensable minimum of IT competences that is capable of delivering a substantial boost to the level of research both as regards its overall quality and its competitive edge. The proposed toolkit includes an essential set of instruments for target vocabulary processing as well as for the assessment and visualization of word and phrase frequency and collocation. The author presumes that, urged by the need to keep abreast of prevailing trends, the contemporary Russian researcher of linguistic images of the world is highly likely to find themselves compelled at some point to embrace the quantitative analysis methods made possible by combining Python and NLTK. As part of its substantial and varied range of benefits, the latter would arguably help them design and customize research protocols, adapting them with ease and versatility. Lastly and most importantly, the author suggests that Python and NLTK skills may serve as a comfortable gateway towards eventually upgrading one’s linguistic research to cutting-edge global standards of technological sophistication and marketability.</p><p>English translation from the Russian text: Gagarin S. N. 2024. Getting a handle on a Hansard with Python and NLTK, or how to tame the linguistic picture of British politics with NLP. Linguistics &amp; Polyglot Studies. 10(2). P. 125–140. DOI: https:// doi.org/10.24833/2410-2423-2024-2-39-125-140</p></abstract><kwd-group xml:lang="en"><kwd>pcorpus linguistics</kwd><kwd>natural language processing</kwd><kwd>big data</kwd><kwd>cognitive linguistics</kwd><kwd>parliamentary discourse</kwd></kwd-group></article-meta></front><back><ref-list><title>References</title><ref id="cit1"><label>1</label><citation-alternatives><mixed-citation xml:lang="ru">Aizenshtat M. P. 2016a. Novatsii v parlamentskoi praktike Britanii XVIII stoletiia [Innovations in Britain’s Parliamentary practice of the 18th and 19th centuries]. In Honoris causa. Sbornik nauchnykh statei, posviashchennyi 70-letiiu professora Viktora Vladimirovicha Sergeeva [Honoris causa. Collected Articles of the scientific conference celebrating the 70th anniversary of Professor Viktor Sergeev]. 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