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010   $a9781484259733
010   $a1484259734
024 7 $a10.1007/978-1-4842-5973-3
035   $a(CKB)4100000011343240
035   $a(DE-He213)978-1-4842-5973-3
035   $a(MiAaPQ)EBC6273708
035   $a(PPN)252511638
035   $a(CaSebORM)9781484259733
035   $a(OCoLC)1202027412
035   $a(OCoLC)on1202027412
035   $a(MiAaPQ)EBC6270788
035   $a(EXLCZ)994100000011343240
100   $a20200716d2020      u|         0
101 0 $aeng
135   $aurnn#008mamaa
181   $ctxt$2rdacontent
182   $cc$2rdamedia
183   $acr$2rdacarrier
200 10$aAdvanced R 4 Data Programming and the Cloud $eUsing PostgreSQL, AWS, and Shiny /$fby Matt Wiley, Joshua F. Wiley
205   $a2nd ed. 2020.
210  1$aBerkeley, CA :$cApress :$cImprint: Apress,$d2020.
215   $a1 online resource (XIII, 433 p. 65 illus., 9 illus. in color.)
300   $aIncludes index.
311 08$a9781484259726 
311 08$a1484259726 
320   $aIncludes bibliographical references.
327   $a1. Programming Basics -- 2. Programming Utilities -- 3. Programming Automation -- 4. Writing Functions -- 5. Writing Classes and Methods -- 6. Writing Packages -- 7. Introduction to data.table -- 8. Advanced data.table -- 9. Other Data Management Packages -- 10. Reading Big Data -- 11. Getting Your Cloud -- 12. Cloud Ubuntu for Windows Users -- 13. Every Cloud has a Shiny lining -- 14. Shiny Dashboard Sampler -- 15. Dynamic Reports and the Cloud -- Bibliography.
330   $aProgram for data analysis using R and learn practical skills to make your work more efficient. This revised book explores how to automate running code and the creation of reports to share your results, as well as writing functions and packages. It includes key R 4 features such as a new color palette for charts, an enhanced reference counting system, and normalization of matrix and array types where matrix objects now formally inherit from the array class, eliminating inconsistencies. Advanced R 4 Data Programming and the Cloud is not designed to teach advanced R programming nor to teach the theory behind statistical procedures. Rather, it is designed to be a practical guide moving beyond merely using R; it shows you how to program in R to automate tasks. This book will teach you how to manipulate data in modern R structures and includes connecting R to databases such as PostgreSQL, cloud services such as Amazon Web Services (AWS), and digital dashboards such as Shiny. Each chapter also includes a detailed bibliography with references to research articles and other resources that cover relevant conceptual and theoretical topics. You will: Write and document R functions using R 4 Make an R package and share it via GitHub or privately Add tests to R code to ensure it works as intended Use R to talk directly to databases and do complex data management Run R in the Amazon cloud Deploy a Shiny digital dashboard Generate presentation-ready tables and reports using R.
606   $aCompilers (Computer programs)
606   $aComputer science$xMathematics
606   $aMathematical statistics
606   $aMathematical statistics$xData processing
606   $aComputer programming
606   $aCompilers and Interpreters
606   $aProbability and Statistics in Computer Science
606   $aStatistics and Computing
606   $aProgramming Techniques
615  0$aCompilers (Computer programs).
615  0$aComputer science$xMathematics.
615  0$aMathematical statistics.
615  0$aMathematical statistics$xData processing.
615  0$aComputer programming.
615 14$aCompilers and Interpreters.
615 24$aProbability and Statistics in Computer Science.
615 24$aStatistics and Computing.
615 24$aProgramming Techniques.
676   $a005.133
700   $aWiley$b Matt$4aut$4http://id.loc.gov/vocabulary/relators/aut$0897297
702   $aWiley$b Joshua F.$4aut$4http://id.loc.gov/vocabulary/relators/aut
801  0$bMiAaPQ
801  1$bMiAaPQ
801  2$bMiAaPQ
906   $aBOOK
912   $a9910411930303321
996   $aAdvanced R 4 Data Programming and the Cloud$92106258
997   $aUNINA