Baillargeon, Tara

Cook, Jennifer

Kowalik, Eric A.

English

epublications@Marquette

Marquette University e-Publications@Marquette Library Faculty Research and Publications Library (Raynor Memorial Libraries) 10-2019 Finding Needles in a Haystack: A Case Study of Text Mining the Corpus of 15 Academic Journals Tara Baillargeon Marquette University, tara.baillargeon@marquette.edu Eric A. Kowalik Marquette University, eric.kowalik@marquette.edu Jennifer Cook Marquette University Follow this and additional works at: https://epublications.marquette.edu/lib_fac Recommended Citation Baillargeon, Tara; Kowalik, Eric A.; and Cook, Jennifer, "Finding Needles in a Haystack: A Case Study of Text Mining the Corpus of 15 Academic Journals" (2019). Library Faculty Research and Publications. 129. https://epublications.marquette.edu/lib_fac/129 Tara Baillargeon, Eric Kowalik & Jennifer CookMarquette UniversityDLF 2019Finding Needles in a Haystack: A Case Study of Text Mining the Corpus of 15 Academic JournalsI MARQUETTE UNIVERSITY Raynor Memorial Libraries Aerial view of Marquette University’s campuso Curriculum supporto Project consultation o Workshops and programmingo Digital Scholarship Lab – open collaborative spaceDigital Scholarship ServicesRequest a Consultation Find Equipment Reserve Spaces OJ About 3Cl f'ri11ting _Media Editing_ e-Publications .......................................... Visualization Project Origins2016 - Faculty member approached libraryo  American Counseling Association (ACA) journal articleso  Full-text, 17 year span 2017 – Library partners with research teamo  Use of “social class” & “socioeconomic status” in articlesFrom Steal Like an Artist by Austin KleonDoes Marquette Have It?Library journal content access inconsistento Some through direct subscriptiono Some through content aggregatorso Some were open accessNegotiating AccessAccess to 6 Wiley Journalso Negotiated limited access license agreement o Restricted access for text data mining onlyo Content must be deleted after project endedConvert Articles Generate ReportsData JanitoringXMLPDFCrossref APIPDF DownloadSearch articles against keywordsGather ArticlesProject WorkflowGather Articleso CrossRef API to download full text PDFs of most journals.o Bulk download articles from Marquette’s  aggregator.  Either ProQuest or EBSCOHost.Convert Articleso Convert PDF to XML using pdfx.o Convert text to lower case using dd.o Use now BBEdit to remove References section.o Remove stop words, (i.e. class).Generate Reportso  Python script searched XML files against keyword list  If keyword was found, pulled 150 characters before and after keyword   Separate report file was createdo  Report files uploaded to research team Sharepoint site. ___ ...,. . .. -..,,. .,._ ~ .. _ (• .11._..,._·r .. ·- ~ ..,. . . , . ., .. - ... - ..-T .,_ ...... ~-,A_-• p - •L ' ~-- .._ . .. _._: __ ... . -. ,.. .;; ,.., ... . .:.r-.."' ..... ~:~: . '<J '• .- .. -~~ "'· . .-.•.§~-...... .. . >~~ .¥~---• ... . ,---. ........ . -· .. . ., ... _ ... ., .... ~. ·' '-... -- . - ·-, .. Journal Enter keywords, authors, DOI, O Counseling Outcome Research and Evaluation > Latest Articles 39 Views 0 CrossRef citations to date 0 A11me1ric G Select Language I T Translator disclaimer Original Articles A 17-Year Systematic Content Analysis of Social Class and Socioeconomic Status in Two Counseling Journals Jennifer M. Cook II, Madeline Clark Cl!), Katharine Wojcik, Dhanya Nair, Tara Ba il largeon & Eric Kowalik Received 06 Apr 2019, Accepted 06 Jun 2019, Published online: 03 Sep 2019 "Download citation ~ https://doi.org/10.1 080/21501378.2019.1647409 - ~ Figures & data ~ References "Citations I,!!!. Metrics .;. Reprints & Permissions Get access Abstract We conducted a qualitative, systematic content analysis of articles from 2 counseling journals (N= 636), Counselor Education and SupeNision and Counseling and Values, to understand social class and socioeconomic status (SES) term usage and operationalization. Through PRISMA Key Takeawayso Librarians are an important value add.o Embrace the anxiety, it will turn out okay!o Need understanding collaborators who #RespectTheProcess.o Managerial support is vital.o Document, document, then document some more.https://github.com/MarquetteRML/text-mining-scriptCome Join Us[Q).1.7 . 

Finding Needles in a Haystack: A Case Study of Text Mining the Corpus of 15 Academic Journals

https://epublications.marquette.edu/cgi/viewcontent.cgi?article=1131&context=lib_fac

Finding Needles in a Haystack: A Case Study of Text Mining the Corpus of 15 Academic Journals

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