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But once you learn the language, there are many benefits. That may sound daunting, but it's an easy language to learn, and a very natural and expressive one for data analysis. In R, you do data analysis by writing functions and scripts, not by pointing and clicking. Thousands of experts around the world have done just that, and their contributions benefit the millions of people who use R today.
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But just as importantly, R is open: you can inspect the code and tinker with it as much as you like (provided you respect the terms of the GNU General Public License version 2 under which it is distributed).
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As an open-source project, you can use R free of charge: no worries about subscription fees, license managers, or user limits.
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There's lots of software available for data analysis today: spreadsheets like Excel, batch-oriented procedure-based systems like SAS point-and-click GUI-based systems like SPSS data mining systems, and so on. The HTML code generated by tools::Rd2HTML() has been improved to pass tidy 5.8.0.The search for a CRAN mirror when checking packages now uses getOption("repos") if that specifies a CRAN mirror, even when it does not also specify all three Bioconductor repositories (as was previously required).Rd cross-references in R CMD check (as documented) and not for other uses looking for a CRAN mirror. Environment variable _R_CHECK_XREFS_REPOSITORIES_ is only used for checking.sort(x, partial = ind, *) now works correctly notably for the non-default na.last = FALSE or TRUE, fixing PR#18335 reported by James Edwards.tk_choose.files() with multi = FALSE misbehaved on paths containing spaces (PR#18334) (regression introduced in R 4.0.0).tar(., files=*) now produces correctly the warning about invalid uid or gid of files, fixing PR#18344, reported by Martin Morgan.fisher.test(d) no longer segfaults for "large" d fixing PR#18336 by preventing/detecting an integer overflow reliably.The undocumented legacy declarations of Sint, Sfloat, SINT_MAX and SINT_MIN in header R.h are deprecated.The 2006 version that ships with macOS is always skipped.This provides a way to circumvent a problematic tidy. Setting environment variable _R_CHECK_RD_VALIDATE_RD2HTML_ to a false value will override R CMD check -as-cran and turn off HTML validation.The (full path to) the command tidy to be used for HTML validation can be set by environment variable R_TIDYCMD.The included LAPACK sources have been updated to 3.10.1.(This is patterned after the AX_BLAS macro from the Autoconf Archive.) And on macOS, the Accelerate framework (after ATLAS). The libraries searched for by -with-blas (without a value) now include BLIS (after OpenBLAS but before ATLAS).
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Great care has been taken over the defaults for the minor design choices in graphics, but the user retains full control. One of R's strengths is the ease with which well-designed publication-quality plots can be produced, including mathematical symbols and formulae where needed. The S language is often the vehicle of choice for research in statistical methodology, and R provides an Open Source route to participation in that activity. ) and graphical techniques, and is highly extensible.
R provides a wide variety of statistical (linear and nonlinear modelling, classical statistical tests, time-series analysis, classification, clustering. There are some important differences, but much code written for S runs unaltered under R. R can be considered as a different implementation of S. It is a GNU project which is similar to the S language and environment which was developed at Bell Laboratories (formerly AT&T, now Lucent Technologies) by John Chambers and colleagues. R is a language and environment for statistical computing and graphics.
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