I am an instructor looking to make a homework assignment and homework solution guide from the same Rmarkdown file by changing a document parameter I created called soln
. When soln=FALSE
the assignment document is generated, and when soln=TRUE
the homework solution guide is generated. I can control R code chunk execution using the document parameter, but I would also like conditional inclusion of markdown text.
My current workaround is ugly:
--- title: "Homework" output: word_document params: soln: TRUE --- Fit the linear regression model $Y \sim X$ with the following data. Interpret the coefficient estimates. ```{r promptchunk, include = TRUE, echo = TRUE} # R code I want to show in the question prompt goes here # This executes in both assignment and solution versions set.seed(123) X <- c(1, 1, 0, 0) Y <- rnorm(4) ``` ```{r, include = params$soln, echo = FALSE, results = "asis"} cat(" **ANSWER** ") ``` ```{r, echo = params$soln, include = params$soln, eval = params$soln} # R code corresponding to the solution fit1 <- lm(Y ~ X) summary(fit1) ``` ```{r, include = params$soln, echo = FALSE, eval = params$soln, results = "asis"} cat(" The interpretation of the intercept is.... Our estimate $\\hat{\\beta}_0$ is ",coef(fit1)[1],". The estimated X coefficient $\\hat{\\beta}_1$ is ",coef(fit1)[2]," This can be interpreted as.... You can imagine that for more difficult questions, this section could be quite long. ") ```
What I would like to do is to replace the chunks containing cat
functions with something more elegant and readable for the person writing the solutions guide. My current approach works enough for me, but it is not something that I could ask my co-instructors to use because it is so unpleasant to write the solutions inside of the cat
function. (As a LaTeX user, it is also annoying to need double slashes for everything inside the math commands.)
Is there another way to do this?
knitr is an engine for dynamic report generation with R. It is a package in the programming language R that enables integration of R code into LaTeX, LyX, HTML, Markdown, AsciiDoc, and reStructuredText documents. The purpose of knitr is to allow reproducible research in R through the means of literate programming.
R Markdown (markup language)R Markdown files are plain text files that typically have the file extension . Rmd . They are written using an extension of markdown syntax that enables R code to be embedded in them in a way which can later be executed.
If you wrap this code within a markdown code block, the rendered output will display the verbatim R code chunk — including backticks. Start and end the R code chunk you want to display: ```{}...```
Instead of using cat
to print the solution from within an R code chunk, you could write the solution as you usually would in rmarkdown
(i.e., with the usual combination of text, latex
, and R code chunks), and use the parameter soln
to comment out that section when you don't want to include the solution in the final document.
In the sample rmarkdown
document below, if the parameter soln
is FALSE
, then the line r if(!params$soln) {"\\begin{comment}"}
inserts \begin{comment}
to comment out the solution (with matching code at the end to insert \end{comment}
). I've also indented everything with two tabs, so that the question numbers are formatted with a hanging-indent. (If you like this format, you don't have to type the double-tab for each new paragraph or chunk. If you do this for one line, then each subsequent time you press the Enter
key, the new line will automatically be formatted with the double-tab. Or, just type in all your text and code for a given question, then when you're done, highlight all of it and type tab
twice.)
--- title: "Homework" output: word_document header-includes: - \usepackage{comment} params: soln: TRUE --- 1. Fit the linear regression model $Y \sim X$ with the following data. Interpret the coefficient estimates. ```{r promptchunk, echo = TRUE} set.seed(123) X <- c(1, 1, 0, 0) Y <- rnorm(4) ``` `r if(!params$soln) {"\\begin{comment}"}` **Solution:** Run the following R code to fit the linear regression model: ```{r, include = params$soln, echo = TRUE, results = "asis"} fit1 = lm(Y ~ X) ``` To see a summary of the regression results, run the following code and review the output: ```{r, include = params$soln, echo=TRUE} summary(fit1) ``` The interpretation of the intercept is.... Our estimate $\hat{\beta}_0$ is `r round(coef(fit1)[1], 2)`. The estimated X coefficient $\hat{\beta}_1$ is `r round(coef(fit1)[2], 2)`. This can be interpreted as.... `r if(!params$soln) {"\\end{comment}"}`
Also, instead of knitting the file above interactively, you can render both versions by running the render
function in a separate R script. For example, assuming the file above is called hw.Rmd
, open a separate R script file and run the following:
for (i in c(TRUE, FALSE)) { rmarkdown::render("hw.Rmd", params = list(soln = i), output_file=ifelse(i, "Solutions.doc", "Homework.doc")) }
Below is what Solutions.doc
looks like. Homework.doc
is similar, except everything from the bold word Solution:
onward is excluded:
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