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_data/ph_authors.yml

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The Pennsylvania State University, Estados Unidos
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bio:
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Jennifer Isasi is an Assistant Research Professor of Digital Scholarship and Director of the Digital Liberal Arts Research Initiative at Penn State, and a PhD on Hispanic Studies.
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Jennifer Isasi is an Associate Research Professor of Digital Scholarship and Director of the Digital Liberal Arts Research Initiative at Penn State, and a PhD on Hispanic Studies.
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Jennifer Isasi es Profesora asistente de investigación digital y Directora de la Iniciativa de Investigación Digital en Artes Liberales en Penn State, y doctora en Estudios Hispánicos.
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Jennifer Isasi es Profesora asociada de investigación digital y Directora de la Iniciativa de Investigación Digital en Artes Liberales en Penn State, y doctora en Estudios Hispánicos.
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Jennifer Isasi est professeure adjointe de recherche en études numériques et directrice de la Digital Liberal Arts Research Initiative à Penn State, et titulaire d'un doctorat en Études Hispaniques.
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Jennifer Isasi est professeure associé de recherche en études numériques et directrice de la Digital Liberal Arts Research Initiative à Penn State, et titulaire d'un doctorat en Études Hispaniques.
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Jennifer Isasi é professora assistente e pesquisadora digital, diretora da Digital Liberal Arts Research Initiative na Penn State e doutorada em Estudos Hispânicos.
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Jennifer Isasi é professora associada e pesquisadora digital, diretora da Digital Liberal Arts Research Initiative na Penn State e doutorada em Estudos Hispânicos.
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team_roles:
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- spanish
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- managing
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- name: Matthias Gille Levenson
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twitter:
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email: matthias.gille-levenson@ens-lyon.fr
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url: "https://perso.ens-lyon.fr/matthias.gille-levenson/accueil.html"
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url: "https://cv.hal.science/matthias-gille-levenson"
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orcid: 0000-0001-9488-5986
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github: matgille
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team: true

en/lessons/analyzing-documents-with-tfidf.md

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# References and Further Reading
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- Beckman, Milo. "These Are The Phrases Each GOP Candidate Repeats Most," _FiveThirtyEight_, March 10, 2016. https://fivethirtyeight.com/features/these-are-the-phrases-each-gop-candidate-repeats-most/
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- Beckman, Milo. "These Are The Phrases Each GOP Candidate Repeats Most," _FiveThirtyEight_, March 10, 2016. [https://fivethirtyeight.com/features/these-are-the-phrases-each-gop-candidate-repeats-most/](https://perma.cc/37WS-MB8F).
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- Bennett, Jessica, and Amisha Padnani. "Overlooked," March 8, 2018. https://www.nytimes.com/interactive/2018/obituaries/overlooked.html
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- Bowles, Nellie. "Overlooked No More: Karen Sparck Jones, Who Established the Basis for Search Engines" _The New York Times_, January 2, 2019. https://www.nytimes.com/2019/01/02/obituaries/karen-sparck-jones-overlooked.html
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- Documentation for TfidfVectorizer. https://scikit-learn.org/stable/modules/generated/sklearn.feature_extraction.text.TfidfVectorizer.html
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- Documentation for TfidfVectorizer. [https://scikit-learn.org/stable/modules/generated/sklearn.feature_extraction.text.TfidfVectorizer.html](https://perma.cc/JUN8-39Z6).
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- Grimmer, Justin and King, Gary, Quantitative Discovery from Qualitative Information: A General-Purpose Document Clustering Methodology (2009). APSA 2009 Toronto Meeting Paper. Available at SSRN: https://ssrn.com/abstract=1450070
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- Grimmer, Justin and King, Gary, Quantitative Discovery from Qualitative Information: A General-Purpose Document Clustering Methodology [2009](https://perma.cc/4YAL-H6VN). APSA 2009 Toronto Meeting Paper [PDF](https://perma.cc/NUS2-J3YP).
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- "Ida M. Tarbell, 86, Dies in Bridgeport" _The New York Times_, January 7, 1944, 17. https://www.nytimes.com
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- Salton, G. and M.J. McGill, _Introduction to Modern Information Retrieval_. New York: McGraw-Hill, 1983.
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- Schmidt, Ben. "Do Digital Humanists Need to Understand Algorithms?" _Debates in the Digital Humanities 2016_. Online edition. Minneapois: University of Minnesota Press. http://dhdebates.gc.cuny.edu/debates/text/99
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- Schmidt, Ben. "Do Digital Humanists Need to Understand Algorithms?" _Debates in the Digital Humanities 2016_. Online edition. Minneapois: University of Minnesota Press. [http://dhdebates.gc.cuny.edu/debates/text/99](https://perma.cc/95WD-SDM5)
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- --. "Words Alone: Dismantling Topic Models in the Humanities," _Journal of Digital Humanities_. Vol. 2, No. 1 (2012): n.p. http://journalofdigitalhumanities.org/2-1/words-alone-by-benjamin-m-schmidt/
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- --. "Words Alone: Dismantling Topic Models in the Humanities," _Journal of Digital Humanities_. Vol. 2, No. 1 (2012): n.p. [http://journalofdigitalhumanities.org/2-1/words-alone-by-benjamin-m-schmidt/](https://perma.cc/LT4N-X4MZ).
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- Spärck Jones, Karen. "A Statistical Interpretation of Term Specificity and Its Application in Retrieval." Journal of Documentation 28, no. 1 (1972): 11–21.
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- Stray, Jonathan, and Julian Burgess. "A Full-text Visualization of the Iraq War Logs," December 10, 2010 (Update April 2012). http://jonathanstray.com/a-full-text-visualization-of-the-iraq-war-logs
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- Stray, Jonathan, and Julian Burgess. "A Full-text Visualization of the Iraq War Logs," December 10, 2010 (Update April 2012). [http://jonathanstray.com/a-full-text-visualization-of-the-iraq-war-logs](https://perma.cc/QBZ4-DKTE).
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- Underwood, Ted. "Identifying diction that characterizes an author or genre: why Dunning's may not be the best method," _The Stone and the Shell_, November 9, 2011. https://tedunderwood.com/2011/11/09/identifying-the-terms-that-characterize-an-author-or-genre-why-dunnings-may-not-be-the-best-method/
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- Underwood, Ted. "Identifying diction that characterizes an author or genre: why Dunning's may not be the best method," _The Stone and the Shell_, November 9, 2011. [https://tedunderwood.com/2011/11/09/identifying-the-terms-that-characterize-an-author-or-genre-why-dunnings-may-not-be-the-best-method/](https://perma.cc/SY25-UXK3).
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- --. "The Historical Significance of Textual Distances", Preprint of LaTeCH-CLfL Workshop, COLING, Santa Fe, 2018. https://arxiv.org/abs/1807.00181
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- --. "The Historical Significance of Textual Distances", Preprint of LaTeCH-CLfL Workshop, COLING, Santa Fe, 2018. [https://doi.org/10.48550/arXiv.1807.00181](https://doi.org/10.48550/arXiv.1807.00181).
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- van Rossum, Guido, Barry Warsaw, and Nick Coghlan. "PEP 8 -- Style Guide for Python Code." July 5, 2001. Updated July 2013. https://www.python.org/dev/peps/pep-0008/
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- van Rossum, Guido, Barry Warsaw, and Nick Coghlan. "PEP 8 -- Style Guide for Python Code." July 5, 2001. Updated July 2013. [https://www.python.org/dev/peps/pep-0008/](https://perma.cc/P2ZM-VPQM).
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- Whitman, Alden. "Upton Sinclair, Author, Dead; Crusader for Social Justice, 90" _The New York Times_, November 26, 1968, 1, 34. https://www.nytimes.com
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# Endnotes
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[^1]: Underwood, Ted. "Identifying diction that characterizes an author or genre: why Dunning's may not be the best method," _The Stone and the Shell_, November 9, 2011. <https://tedunderwood.com/2011/11/09/identifying-the-terms-that-characterize-an-author-or-genre-why-dunnings-may-not-be-the-best-method/>
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[^1]: Underwood, Ted. "Identifying diction that characterizes an author or genre: why Dunning's may not be the best method," _The Stone and the Shell_, November 9, 2011. [https://tedunderwood.com/2011/11/09/identifying-the-terms-that-characterize-an-author-or-genre-why-dunnings-may-not-be-the-best-method/](https://perma.cc/SY25-UXK3).
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[^2]: Bennett, Jessica, and Amisha Padnani. "Overlooked," March 8, 2018. <https://www.nytimes.com/interactive/2018/obituaries/overlooked.html>
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[^6]: "Nellie Bly, Journalist, Dies of Pneumonia" _The New York Times_, January 28, 1922, 11. <https://www.nytimes.com>
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[^7]: Documentation for TfidfVectorizer. <https://scikit-learn.org/stable/modules/generated/sklearn.feature_extraction.text.TfidfVectorizer.html>
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[^7]: Documentation for TfidfVectorizer. [https://scikit-learn.org/stable/modules/generated/sklearn.feature_extraction.text.TfidfVectorizer.html](https://perma.cc/JUN8-39Z6).
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[^8]: Schmidt, Ben. "Do Digital Humanists Need to Understand Algorithms?" _Debates in the Digital Humanities 2016_. Online edition. (Minneapois: University of Minnesota Press): n.p. <http://dhdebates.gc.cuny.edu/debates/text/99>
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[^8]: Schmidt, Ben. "Do Digital Humanists Need to Understand Algorithms?" _Debates in the Digital Humanities 2016_. Online edition. (Minneapois: University of Minnesota Press): n.p. [http://dhdebates.gc.cuny.edu/debates/text/99](https://perma.cc/95WD-SDM5)
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[^9]: van Rossum, Guido, Barry Warsaw, and Nick Coghlan. "PEP 8 -- Style Guide for Python Code." July 5, 2001. Updated July 2013. <https://www.python.org/dev/peps/pep-0008/>
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[^9]: van Rossum, Guido, Barry Warsaw, and Nick Coghlan. "PEP 8 -- Style Guide for Python Code." July 5, 2001. Updated July 2013. [https://www.python.org/dev/peps/pep-0008/](https://perma.cc/P2ZM-VPQM).
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[^10]: "Ida M. Tarbell, 86, Dies in Bridgeport" _The New York Times_, January 7, 1944, 17. <https://www.nytimes.com>; "Nellie Bly, Journalist, Dies of Pneumonia" _The New York Times_, January 28, 1922, 11. <https://www.nytimes.com>; "W. E. B. DuBois Dies in Ghana; Negro Leader and Author, 95" _The New York Times_, August 28, 1963, 27. <https://www.nytimes.com>; Whitman, Alden. "Upton Sinclair, Author, Dead; Crusader for Social Justice, 90" _The New York Times_, November 26, 1968, 1, 34. <https://www.nytimes.com>; "Willa Cather Dies; Noted Novelist, 70" _The New York Times_, April 25, 1947, 21. <https://www.nytimes.com>
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[^11]: Stray, Jonathan, and Julian Burgess. "A Full-text Visualization of the Iraq War Logs," December 10, 2010 (Update April 2012). <http://jonathanstray.com/a-full-text-visualization-of-the-iraq-war-logs>
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[^11]: Stray, Jonathan, and Julian Burgess. "A Full-text Visualization of the Iraq War Logs," December 10, 2010 (Update April 2012). [http://jonathanstray.com/a-full-text-visualization-of-the-iraq-war-logs](https://perma.cc/QBZ4-DKTE).
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[^12]: Manning, C.D., P. Raghavan, and H. Schütze, _Introduction to Information Retrieval_. (Cambridge: Cambridge University Press, 2008): 118-120.
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[^13]: Beckman, Milo. "These Are The Phrases Each GOP Candidate Repeats Most," _FiveThirtyEight_, March 10, 2016. <https://fivethirtyeight.com/features/these-are-the-phrases-each-gop-candidate-repeats-most/>
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[^13]: Beckman, Milo. "These Are The Phrases Each GOP Candidate Repeats Most," _FiveThirtyEight_, March 10, 2016. [https://fivethirtyeight.com/features/these-are-the-phrases-each-gop-candidate-repeats-most/](https://perma.cc/37WS-MB8F).
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[^14]: Bondi, Marina, and Mike Scott, eds. _Keyness in Texts_. (Philadelphia: John Benjamins, 2010).
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[^15]: __Tf-idf__ is not typically a recommended pre-processing step when generating topic models. See <https://datascience.stackexchange.com/questions/21950/why-we-should-not-feed-lda-with-tfidf>
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[^15]: __Tf-idf__ is not typically a recommended pre-processing step when generating topic models. See [https://datascience.stackexchange.com/questions/21950/why-we-should-not-feed-lda-with-tfidf](https://perma.cc/N5W9-TYX7).
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[^16]: Schmidt, Ben. "Words Alone: Dismantling Topic Models in the Humanities," _Journal of Digital Humanities_. Vol. 2, No. 1 (2012): n.p. <http://journalofdigitalhumanities.org/2-1/words-alone-by-benjamin-m-schmidt/>
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[^16]: Schmidt, Ben. "Words Alone: Dismantling Topic Models in the Humanities," _Journal of Digital Humanities_. Vol. 2, No. 1 (2012): n.p. [http://journalofdigitalhumanities.org/2-1/words-alone-by-benjamin-m-schmidt/](https://perma.cc/LT4N-X4MZ).
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[^17]: Mihalcea, Rada, and Paul Tarau. "Textrank: Bringing order into text." In _Proceedings of the 2004 conference on empirical methods in natural language processing_. 2004.
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[^17]: Mihalcea, Rada, and Paul Tarau. "Textrank: Bringing order into text." In _Proceedings of the 2004 conference on empirical methods in natural language processing_. 2004. [http://www.aclweb.org/anthology/W04-3252](https://perma.cc/SMV5-7MYY).

en/supporters.md

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- [Center for Digital Research in the Humanities, University of Nebraska-Lincoln](http://cdrh.unl.edu/), United States
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- [The National Archives](https://www.nationalarchives.gov.uk/), United Kingdom
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- [College of the Liberal Arts, Penn State University](https://la.psu.edu/), United States
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- [Purdue University](https://www.purdue.edu/), United States
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- [University of Bristol Library](https://www.bristol.ac.uk/library/), United Kingdom
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- [University of Sheffield Library](https://www.sheffield.ac.uk/library), United Kingdom
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- [School of Advanced Study, University of London](https://www.sas.ac.uk/), United Kingdom
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- [Roskilde University Library](https://ruc.dk/en/roskilde-university-library), Denmark [2021-2024]
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- [Sussex Humanities Lab](https://www.sussex.ac.uk/research/centres/sussex-humanities-lab/), United Kingdom [2022-2024]
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- [University of Lancaster Library](https://www.lancaster.ac.uk/), United Kingdom [2022-2024]
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- [Purdue University](https://www.purdue.edu/), United States [2021-2025]
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## Additional Supporters
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Organizations that have or continue to give support ranging from in kind services, to project-specific funding:

es/colaboradores.md

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- [Center for Digital Research in the Humanities, University of Nebraska-Lincoln](http://cdrh.unl.edu/), Estados Unidos
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- [The National Archives](https://www.nationalarchives.gov.uk/), Reino Unido
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- [College of the Liberal Arts, Penn State University](https://la.psu.edu/), Estados Unidos
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- [Purdue University](https://www.purdue.edu/), Estados Unidos
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- [University of Bristol Library](https://www.bristol.ac.uk/library/), Reino Unido
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- [University of Sheffield Library](https://www.sheffield.ac.uk/library), Reino Unido
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- [School of Advanced Study, University of London](https://www.sas.ac.uk/), Reino Unido
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- [Roskilde University Library](https://ruc.dk/en/roskilde-university-library), Dinamarca [2021-2024]
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- [Sussex Humanities Lab](https://www.sussex.ac.uk/research/centres/sussex-humanities-lab/), Reino Unido [2022-2024]
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- [University of Lancaster Library](https://www.lancaster.ac.uk/), Reino Unido [2022-2024]
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- [Purdue University](https://www.purdue.edu/), Estados Unidos [2021-2025]
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## Colaboradores adicionales
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Organizaciones que han o continúan brindando apoyo en forma de contribuciones en especie o de financiamiento específico para proyectos:

fr/nos-soutiens.md

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- [Center for Digital Research in the Humanities, University of Nebraska-Lincoln](http://cdrh.unl.edu/), États-Unis
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- [The National Archives](https://www.nationalarchives.gov.uk/), Royaume-Uni
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- [College of the Liberal Arts, Penn State University](https://la.psu.edu/), États-Unis
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- [Purdue University](https://www.purdue.edu/), États-Unis
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- [University of Bristol Library](https://www.bristol.ac.uk/library/), Royaume-Uni
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- [University of Sheffield Library](https://www.sheffield.ac.uk/library), Royaume-Uni
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- [School of Advanced Study, University of London](https://www.sas.ac.uk/), Royaume-Uni
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- [Roskilde University Library](https://ruc.dk/en/roskilde-university-library), Danemark [2021-2024]
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- [Sussex Humanities Lab](https://www.sussex.ac.uk/research/centres/sussex-humanities-lab/), Royaume-Uni [2022-2024]
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- [University of Lancaster Library](https://www.lancaster.ac.uk/), Royaume-Uni [2022-2024]
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- [Purdue University](https://www.purdue.edu/), États-Unis [2021-2025]
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## Soutien additionnel
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Les organisations suivantes ont apporté ou continuent d'apporter un soutien allant de services en nature au financement de projets spécifiques&nbsp;:

pt/apoiadores.md

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- [The National Archives](https://www.nationalarchives.gov.uk/), Reino Unido
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- [College of the Liberal Arts, Penn State University](https://la.psu.edu/), Estados Unidos
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- [Purdue University](https://www.purdue.edu/), Estados Unidos
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- [University of Bristol Library](https://www.bristol.ac.uk/library/), Reino Unido
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- [University of Sheffield Library](https://www.sheffield.ac.uk/library), Reino Unido
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- [School of Advanced Study, University of London](https://www.sas.ac.uk/), Reino Unido
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- [Roskilde University Library](https://ruc.dk/en/roskilde-university-library), Dinamarca [2021-2024]
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- [Sussex Humanities Lab](https://www.sussex.ac.uk/research/centres/sussex-humanities-lab/), Reino Unido [2022-2024]
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- [University of Lancaster Library](https://www.lancaster.ac.uk/), Reino Unido [2022-2024]
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- [Purdue University](https://www.purdue.edu/), Estados Unidos [2021-2025]
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## Parceiros adicionais
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Organizações que contribuíram ou continuam a dar apoio em forma de serviços, em espécie e até financiamento para projetos específicos:

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