LEADER 03065nam 22005895 450 001 9911022465203321 005 20250831130228.0 010 $a3-031-96618-X 024 7 $a10.1007/978-3-031-96618-7 035 $a(MiAaPQ)EBC32275596 035 $a(Au-PeEL)EBL32275596 035 $a(CKB)40832351700041 035 $a(DE-He213)978-3-031-96618-7 035 $a(OCoLC)1535978888 035 $a(EXLCZ)9940832351700041 100 $a20250831d2025 u| 0 101 0 $aeng 135 $aurcnu|||||||| 181 $ctxt$2rdacontent 182 $cc$2rdamedia 183 $acr$2rdacarrier 200 10$aCultural Analytics in R: A Tidy Approach /$fby Nabeel Siddiqui 205 $a1st ed. 2025. 210 1$aCham :$cSpringer Nature Switzerland :$cImprint: Springer,$d2025. 215 $a1 online resource (292 pages) 225 1 $aUse R!,$x2197-5744 311 08$a3-031-96617-1 327 $a- 1. Introduction -- 2. Understanding Base R -- 3. Dplyr and TidyR -- 4. Understanding the Grammar of Graphics -- 5. Analyzing Text the Tidy Way -- 6. Understanding Regression -- 7. Tidy Networks -- 8. Machine Learning with Tidy Model -- 9. Conclusions. 330 $aThis book offers an introduction to computational analysis for humanities scholars and researchers, systematically bridging traditional inquiry with the data-intensive capabilities of the R programming language. Employing diverse cultural datasets about gaming, film, literature, and music, it emphasizes the need to structure data, particularly through the ?tidy data? paradigm, as a foundational practice for efficient analysis. Beginning with the fundamentals of R, the book progresses through sophisticated analytical techniques, including text mining, sentiment analysis, network analysis, and machine learning, all contextualized with rich cultural examples. In doing so, it demystifies complex computational procedures, empowering readers to apply these tools to critical cultural research and fostering a new generation of data-literate humanists equipped to navigate and interpret the increasingly digital cultural record. 410 0$aUse R!,$x2197-5744 606 $aQuantitative research 606 $aSocial sciences$xStatistical methods 606 $aDigital humanities 606 $aData Analysis and Big Data 606 $aStatistics in Social Sciences, Humanities, Law, Education, Behavorial Sciences, Public Policy 606 $aDigital Humanities 615 0$aQuantitative research. 615 0$aSocial sciences$xStatistical methods. 615 0$aDigital humanities. 615 14$aData Analysis and Big Data. 615 24$aStatistics in Social Sciences, Humanities, Law, Education, Behavorial Sciences, Public Policy. 615 24$aDigital Humanities. 676 $a001.422 676 $a005.7 700 $aSiddiqui$b Nabeel$01846179 801 0$bMiAaPQ 801 1$bMiAaPQ 801 2$bMiAaPQ 906 $aBOOK 912 $a9911022465203321 996 $aCultural Analytics in R: A Tidy Approach$94430317 997 $aUNINA