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Efficient R programming : a practical guide to smarter programming /

Detalles Bibliográficos
Clasificación:Libro Electrónico
Autores principales: Gillespie, Colin (Colin Stevenson) (Autor), Lovelace, Robin (Autor)
Formato: Electrónico eBook
Idioma:Inglés
Publicado: Sebastopol, CA : O'Reilly Media, 2016.
Temas:
Acceso en línea:Texto completo (Requiere registro previo con correo institucional)

MARC

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100 1 |a Gillespie, Colin  |q (Colin Stevenson),  |e author. 
245 1 0 |a Efficient R programming :  |b a practical guide to smarter programming /  |c Colin Gillespie and Robin Lovelace. 
246 3 0 |a Practical guide to smarter programming 
264 1 |a Sebastopol, CA :  |b O'Reilly Media,  |c 2016. 
264 4 |c Ã2017 
300 |a 1 online resource (viii, 203 pages) :  |b color illustrations 
336 |a text  |b txt  |2 rdacontent 
337 |a computer  |b c  |2 rdamedia 
338 |a online resource  |b cr  |2 rdacarrier 
588 0 |a Online resource; title from title page (Safari, viewed December 16, 2016). 
504 |a Includes bibliographical references and index. 
505 0 |a Copyright; Table of Contents; Preface; Conventions Used in This Book; Using Code Examples; O'Reilly Safari; How to Contact Us; Acknowledgments; Colin; Robin; Chapter 1. Introduction; Prerequisites; Who This Book Is for and How to Use It; What Is Efficiency?; What Is Efficient R Programming?; Why Efficiency?; Cross-Transferable Skills for Efficiency; Touch Typing; Consistent Style and Code Conventions; Benchmarking and Profiling; Benchmarking; Benchmarking Example; Profiling; Book Resources; R Package; Online Version; References; Chapter 2. Efficient Setup; Prerequisites. 
505 8 |a Top Five Tips for an Efficient R SetupOperating System; Operating System and Resource Monitoring; R Version; Installing R; Updating R; Installing R Packages; Installing R Packages with Dependencies; Updating R Packages; R Startup; R Startup Arguments; An Overview of R's Startup Files; The Location of Startup Files; The .Rprofile File; Example .Rprofile File; The .Renviron File; RStudio; Installing and Updating RStudio; Window Pane Layout; RStudio Options; Autocompletion; Keyboard Shortcuts; Object Display and Output Table; Project Management; BLAS and Alternative R Interpreters. 
505 8 |a Testing Performance Gains from BLASOther Interpreters; Useful BLAS/Benchmarking Resources; References; Chapter 3. Efficient Programming; Prerequisites; Top Five Tips for Efficient Programming; General Advice; Memory Allocation; Vectorized Code; Communicating with the User; Fatal Errors: stop(); Warnings: warning(); Informative Output: message() and cat(); Invisible Returns; Factors; Inherent Order; Fixed Set of Categories; The Apply Family; Example: Movies Dataset; Type Consistency; Caching Variables; Function Closures; The Byte Compiler; Example: The Mean Function; Compiling Code; References. 
505 8 |a Chapter 4. Efficient WorkflowPrerequisites; Top Five Tips for Efficient Workflow; A Project Planning Typology; Project Planning and Management; Chunking Your Work; Making Your Workflow SMART; Visualizing Plans with R; Package Selection; Searching for R Packages; How to Select a Package; Publication; Dynamic Documents with R Markdown; R Packages; Reference; Chapter 5. Efficient Input/Output; Prerequisites; Top Five Tips for Efficient Data I/O; Versatile Data Import with rio; Plain-Text Formats; Differences Between fread() and read_csv(); Preprocessing Text Outside R; Binary File Formats. 
505 8 |a Native Binary Formats: Rdata or Rds?The Feather File Format; Benchmarking Binary File Formats; Protocol Buffers; Getting Data from the Internet; Accessing Data Stored in Packages; References; Chapter 6. Efficient Data Carpentry; Prerequisites; Top Five Tips for Efficient Data Carpentry; Efficient Data Frames with tibble; Tidying Data with tidyr and Regular Expressions; Make Wide Tables Long with gather(); Split Joint Variables with separate(); Other tidyr Functions; Regular Expressions; Efficient Data Processing with dplyr; Renaming Columns; Changing Column Classes; Filtering Rows. 
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700 1 |a Lovelace, Robin,  |e author. 
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