<style> h1 {color: rgb(0, 128, 128);} h2 {color: rgb(0, 128, 128);} h3 {color: rgb(0, 128, 128);} h4 {color: rgb(0, 128, 128);} /* .remark-slide-content { */ /* padding-top: 20px; */ /* padding-left: 20px; */ /* padding-right: 20px; */ /* padding-bottom: 20px; */ /* } */ .remark-slide-content > h1:first-of-type { margin-top: 0px; margin-bottom: 0px; } .remark-slide-content > h2:first-of-type { margin-top: 0px; margin-bottom: 0px; } a:link { color: #1f618d; } a:visited { color: #1f618d; } .small { font-size: 70% } </style> # An introduction to R markdown for reproducible research <br> ``` Stephen J Eglen Cambridge Computational Biology Institute https://sje30.github.io University of Cambridge sje30@cam.ac.uk @StephenEglen ``` Slides: http://bit.ly/eglen2018-rmd (CC-BY license) <br> #### Acknowledgements Laurent Gatto, Mike Smith. (Last update Thu Jul 4 22:46:14 2019) --- ## Literate programming Donald Knuth invented the literate programming environment to combine code and documentation into one file. In our context, we interweave R code and markdown. R code is executed and results (text, figures, tables) fed back into markdown. Markdown then translated into html (or pdf or Word or slides...). <center><img 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", height=400></center> --- ## Simple example of reproducible research Eglen SJ (2016) Bivariate spatial point patterns in the retina: a reproducible review. Journal de la Société Française de Statistique 157:33–48. <center><img 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height=400></center> See <!-- [paper](http://journal-sfds.fr/index.php/J-SFdS/article/view/518/490) --> [paper](https://doi.org/10.1101/029348) or [code](http://github.com/sje30/eglen2015). [Docker image](https://hub.docker.com/r/sje30/eglen2015/). See other examples at: <https://rmarkdown.rstudio.com/gallery.html> --- ## What is markdown? A light-weight markup language for generating HTML. ``` ### Example Here is some *markup text* with **bold** and a [link](http://www.rstudio.org). Maths can be included $x^2 + y^2 = z^2$. ``` ### Example Here is some *markup text* with **bold** and a [link](http://www.rstudio.org). Maths can be included `\(x^2 + y^2 = z^2\)`. --- ## Embedding code: inline Take a chunk like: Simple snippets of code can be embedded like ‘r sqrt(144)‘ is the square root of 144. (NB: the backtick character above.) which makes: Simple snippets of code can be embedded like 12 is the square root of 144. --- ## Embedding code: chunks Or a chunk of code ```{r eval=TRUE} n = 10 rnorm(n) ``` which makes this output: ```r n = 10 rnorm(n) ``` ``` ## [1] 0.8227833 2.6746684 0.5456923 1.1488790 -0.5290906 0.8224489 ## [7] -0.3450447 1.5241996 0.2439829 0.9147421 ``` --- ## Figures If your code generates a figure, it is saved into `figures/` folder and included in output. (See bookdown for captions and references). ‘‘‘{r eval=TRUE, echo=TRUE, fig.height=4} x = rnorm(300, mean=4, sd=2) hist(x) ‘‘‘ ```r x = rnorm(300, mean=4, sd=2) hist(x) ``` ![](rmd-intro_files/figure-html/unnamed-chunk-3-1.png)<!-- --> --- ## Reproducible figures Never mind making a whole paper reproducible, how about just one figure? ```r library(ggplot2); library(patchwork) # github.com/thomasp85/patchwork p1 = ggplot(mtcars) + geom_point(aes(mpg, disp)) + labs(tag="A") p2 = ggplot(mtcars) + geom_boxplot(aes(gear, disp, group = gear)) + labs(tag="B") p3 = ggplot(mtcars) + geom_smooth(aes(disp, qsec)) + labs(tag="C") p4 = ggplot(mtcars) + geom_bar(aes(carb)) + labs(tag="D") ((p1 | p2 | p3) / p4 ) + theme_bw() ``` ![](rmd-intro_files/figure-html/p1-1.png)<!-- --> --- ## Won't this be slow? Q: "If R is always re-running the analysis every time I edit my paper, won't this be slow?" A: Yes. In which case, use the **cache**. --- ## Rstudio demonstration Create a new document with a simple structure. See header and options for compiling document. --- ## Bookdown Bookdown sits atop knitr and provides extra features for writing a book (captioning figures and tables, labels to refer to sections). <https://bookdown.org/> <https://bookdown.org/yihui/bookdown/> --- ## Challenges * Long computation times (CODE CHECK). * licensed software complicates everything. * Can journals handle reproducible documents? * When is the best time to think reproducibly? - Too early (explore first) - Too late (paper now out)? * Technical challenges << Societal challenges --- ## Extended example Let's work through the document to estimate pi. You will need `estimatek.Rmd` and `refs.bib` (References are in BiBTeX format; you can get them from google scholar, or e.g. from <https://www.bioinformatics.org/texmed/> which is pubmed with BiBTeX.) --- ## rticles The `rticles` package allows you to make Rmd templates for a growing number of journals, easing the adoption of formatting for journals. <https://github.com/rstudio/rticles> --- ## Next steps * Material from today at: <http://github.com/sje30/2018-12-07-rmd> * Jupyter <www.jupyter.org> as alternative format for notebook computation. * Two-way Rmd <-> docx conversion: <https://noamross.github.io/redoc/> * officedown <https://github.com/davidgohel/officedown> * pandoc toolkit <https://pandoc.org/> drives a lot of conversion from markdown into other formats (EPUB, Word, PDF, XML...)