Working with XML data

Introduction

You will want to read this vignette if you are interested in contributing to {pegboard}, or if you would like to understand how to fine-tune the transition of a lesson from the styles infrastructure to The Workbench (see https://github.com/carpentries/lesson-transition#readme), or if you want to know how to better inspect the output of some of {pegboard}’s accessors. In this vignette, I assume that you are familiar with writing R functions and that R will default to passing an object’s value to a function and not a reference (though if you do not understand that last part, do not worry, I will try to dispell this).

The {pegboard} package is an enhancement of the {tinkr} package, which transforms Markdown to XML and back again. XML is a markup language that is derived from HTML designed to handle structured data. A more modern format for storing and transporting data on the web is JSON, but the advantage of using XML is that we are able to use the XPath language to parse it (more on that later). Moreover, because XML has the same structure as HTML, it can be parsed using the same tools, which is advantageous for a suite of packages that transforms Markdown to HTML. This transformation is facilitated by the {commonmark} for transforming Markdown to XML and {xslt} for transforming XML to Markdown.

Motivating Example

During the lesson transition, I was often faced with situations that required me to perform intricate replacements in documents while preserving the structure. One such example is transitioning the “workshop” or “overview” lessons that did not have any episodes and relied on separate child documents to separate out redundant elements. Let’s say we had a file called setup.md and two other files called setup-python.md and setup-r.md that look like this:

setup.md:

## Setup Instructions

### Python

{% include setup-python.md%}

### R

{% include setup-r.md %}

setup-python.md:

Install _python_ from **anaconda**

setup-r.md:

Install _R_ from **CRAN**

The output of setup.md when its rendered would include the text from both setup-python.md and setup-r.md, but the thing is, the {% include %} tags are a syntax that is specific to Jekyll. Instead, for The Workbench, we wanted to use the R Markdown child document declaration, so that setup.md would look like this:

setup.md:

## Setup Instructions

### Python

```{r child="files/setup-python.md"}
```

### R

```{r child="files/setup-r.md"}
```

setup_file <- tempfile(fileext=".md")
stp <- "## Setup Instructions

### Python

{% include setup-python.md%}

### R

{% include setup-r.md %}
"
writeLines(stp, setup_file)

By using the following function (originally in lesson-transition/datacarpentry/ecology-workshop.R), it was possible:

child_from_include <- function(from, to = NULL) {
  to <- if (is.null(to)) fs::path_ext_set(from, "Rmd") else to
  rlang::inform(c(i = from))
  ep <- pegboard::Episode$new(from)
  # find all the {% include file.ext %} statements
  includes <- xml2::xml_find_all(ep$body, 
    ".//md:text[starts-with(text(), '{% include')]", ns = ep$ns)
  # trim off everything but our precious file path
  f <- gsub("[%{ }]|include", "", xml2::xml_text(includes))
  # give it a name 
  fname <- paste0("include-", fs::path_ext_remove(f))
  # make sure the file path is correct
  f <- sQuote(fs::path("files", f), q = FALSE)
  p <- xml2::xml_parent(includes)
  # remove text node
  xml2::xml_remove(includes)
  # change paragraph node to a code block and add chunk attributes
  xml2::xml_set_name(p, "code_block")
  xml2::xml_set_attr(p, "language", "r")
  xml2::xml_set_attr(p, "child", f)
  xml2::xml_set_attr(p, "name", fname)
  fs::file_move(from, to)
  ep$write(fs::path_dir(to), format = "Rmd")
}
writeLines(readLines(setup_file)) # show the file 
#> ## Setup Instructions
#> 
#> ### Python
#> 
#> {% include setup-python.md%}
#> 
#> ### R
#> 
#> {% include setup-r.md %}
child_from_include(setup_file)
#> ℹ /tmp/RtmpebRZqN/file1c87731321fc.md
writeLines(readLines(fs::path_ext_set(setup_file, "Rmd"))) # show the file 

#> ## Setup Instructions
#> 
#> ### Python
#> 
#> ```{r include-setup-python, child='files/setup-python.md'}
#> ```
#> 
#> ### R
#> 
#> ```{r include-setup-r, child='files/setup-r.md'}
#> ```

This is only a small peek of what is possible with XML data and if you are familiar with R, some of this may seem like strange syntax. If you would like to understand a bit more, read on.

Working with XML data

Each Episode object contains a field (you can think of each field as a list element) called $body, which contains an {xml2} document. This is the core of the Episode object and every function works in some way with this field.

The memory of XML objects

For the casual R user (and even for the more experienced), the way you use this package may seem a little strange. This is because in R, functions will not have side effects, but the vast majority of methods in the Episode object will modify the object itself and this all has to do with the way XML data is handled in R by the {xml2} package.

Normally in R, when you pass data to a function, it will make a copy of the data and then apply the function to the copy of the data:

x <- 1:10
f <- function(x) {
  # insert 99 after the fourth position in a vector
  return(append(x, 99, after = 4))
}
print(f(x))
#>  [1]  1  2  3  4 99  5  6  7  8  9 10
# note that x is not modified
print(x)
#>  [1]  1  2  3  4  5  6  7  8  9 10

When working with XML in R, the {xml2} package is unparalleled, but it leads to surprising outcomes because when you modify content within an XML object, you are modifying the object in place:

x <- xml2::read_xml("<a><b></b></a>")
print(x)
#> {xml_document}
#> <a>
#> [1] <b/>
f <- function(x, new = "c") {
  xml2::xml_add_child(x, new, .where = xml2::xml_length(x))
  return(x)
}
y <- f(x)
# note that x and y are identical
print(x)
#> {xml_document}
#> <a>
#> [1] <b/>
#> [2] <c/>
print(y)
#> {xml_document}
#> <a>
#> [1] <b/>
#> [2] <c/>

It gets a bit stranger when you consider that in the above code, y and x are exactly the same object as shown with the fact that if I manipulate y, then x will also be modified:

f(y, "d")
#> {xml_document}
#> <a>
#> [1] <b/>
#> [2] <c/>
#> [3] <d/>
print(y)
#> {xml_document}
#> <a>
#> [1] <b/>
#> [2] <c/>
#> [3] <d/>
print(x)
#> {xml_document}
#> <a>
#> [1] <b/>
#> [2] <c/>
#> [3] <d/>

I can even extract child elements from the XML document and manipulate those and have them be reflected in the parent. For example, if I extract the second child of the document, and then apply the cool="verified" attribute to the child, it will be reflected in the parent document.

child <- xml2::xml_child(x, 2)
xml2::xml_set_attr(child, "cool", "verified")
print(child)
#> {xml_node}
#> <c cool="verified">
#> NULL
print(x)
#> {xml_document}
#> <a>
#> [1] <b/>
#> [2] <c cool="verified"/>
#> [3] <d/>
print(y)
#> {xml_document}
#> <a>
#> [1] <b/>
#> [2] <c cool="verified"/>
#> [3] <d/>

This persistance lends itself very well to using the {R6} package for creating objects that work in a more object-oriented way (where methods belong to classes instead of the other way around). If you are familiar with how Python methods work, then you will be mostly familiar with how the {R6} objects behave. It is worthwhile to read the {R6} introduction vignette if you want to understand how to program and modify this package.

In the example above, you notice that I use xml2::xml_child() to extract child nodes, but the real power of XML comes with searching for items using XPath syntax for traversing the XML nodes where I would be able to do one of the following to get the child called “c”

xml2::xml_find_first(x, ".//c")
#> {xml_node}
#> <c cool="verified">
xml2::xml_find_first(x, "/a/c")
#> {xml_node}
#> <c cool="verified">

The next section will cover a bit of XPath and provide some resources on how to practice and learn because this comes in very handy to quickly traverse the XML nodes without relying on loops.

Using XPath to parse XML

The structure of XPath

In the section, we will talk about XPath syntax, but it will be non-exhaustive. Unfortunately, good tutorials on the web are few and far between, but here are some that can help:

• The MDN documentation is usually pretty good, but instead, it’s better as a reference
  • MDN XPath Axes good for knowing how to navigate among nodes
  • MDN XPath functions good for knowing how to filter node matches
• The w3schools tutorial on XPath is actually one of the best out there, but this is an excpetion to the rule. Other than this tutorial, I would not trust any content from w3schools (they are not aligned at all with the web consortium).
• An XPath tester like a regex tester to allow you to try out complex queries in a visual manner.

It’s important to remember that an XML document is a tree-like structure that is similar to directories or folders on your computer. For example, if you look at the source directory structure of this package, you would see a folder called R/ and a nested folder called tests/testhat/. If you started from the root directory of this package, you would list the R files in the R/ folder with ls R/*.R similarly, if you wanted to list the R files in the tests/testthat/ folder, you would us ls tests/testthat/*.R. In this respect, XPath has a very similar syntax: to enter the next level of nesting, you add a slash (/). For example, let’s take a look a what the file structure would look like in XML form:

<ROOT>
  <R>
    <file ext="R">one</file>
    <file ext="R">two</file>
  </R>
  <tests>
    <testthat>
      <data>
        <file ext="txt">test-data</file>
      </data>
      <file ext="R">test-one</file>
      <file ext="R">test-two</file>
    </testthat>
  </tests>
</ROOT>

The XPath syntax to find all files in the the R and testthat folders would be the same if you started from the root: R/file and tests/testthat/file.

xml2::xml_find_all(xml, "R/file")
#> {xml_nodeset (2)}
#> [1] <file ext="R">one</file>
#> [2] <file ext="R">two</file>
xml2::xml_find_all(xml, "tests/testthat/file")
#> {xml_nodeset (2)}
#> [1] <file ext="R">test-one</file>
#> [2] <file ext="R">test-two</file>

However, XPath has one advantage that normal command line syntax doesn’t have: you can short-cut paths, so if we wanted to find all files in any given folder, you can use the double slash (//) to recursively search through nesting. By habit, I will normally use the precede these slashes with a dot (.) so that I can be sure to start with the node that I have in my variable:

xml2::xml_find_all(xml, ".//file")
#> {xml_nodeset (5)}
#> [1] <file ext="R">one</file>
#> [2] <file ext="R">two</file>
#> [3] <file ext="txt">test-data</file>
#> [4] <file ext="R">test-one</file>
#> [5] <file ext="R">test-two</file>

Of course, this method finds all files, so if you wanted to filter them, you can use the bracket notation to create filters for our selection based on the ext attribute, which are prefixed by @. With the bracket notation, you add brackets to a node selection with a condition. In this case, we want to test that the extension is ‘R’, so we would use [@ext='R']:

xml2::xml_find_all(xml, ".//file[@ext='R']")
#> {xml_nodeset (4)}
#> [1] <file ext="R">one</file>
#> [2] <file ext="R">two</file>
#> [3] <file ext="R">test-one</file>
#> [4] <file ext="R">test-two</file>

In this scheme, I’ve put the file names as the text of the nodes, so we can use the bracket notation again with XPath functions to filter for only files that contain “one”

xml2::xml_find_all(xml, ".//file[@ext='R'][contains(text(), 'one')]")
#> {xml_nodeset (2)}
#> [1] <file ext="R">one</file>
#> [2] <file ext="R">test-one</file>

If I only wanted to extract source files that contain “one”, I could also use the parent:: XPath axis:

xml2::xml_find_all(xml, ".//file[@ext='R'][contains(text(), 'one')][parent::R]")
#> {xml_nodeset (1)}
#> [1] <file ext="R">one</file>

Note that if I used a slash (/) instead of square brackets for the parent, I would get the parent back:

xml2::xml_find_all(xml, ".//file[@ext='R'][contains(text(), 'one')]/parent::R")
#> {xml_nodeset (1)}
#> [1] <R>\n  <file ext="R">one</file>\n  <file ext="R">two</file>\n</R>

As you an see, many times, an XPath query can get kind of hairy, which is why I often like to compose it into different parts during programming with {glue}:

predicate <- "[@ext='R'][contains(text(), 'one')]"
XPath <- glue::glue(".//file{predicate}/parent::R")
xml2::xml_find_all(xml, XPath)
#> {xml_nodeset (1)}
#> [1] <R>\n  <file ext="R">one</file>\n  <file ext="R">two</file>\n</R>

In the next section, I will discuss how to extract and manipulate XML that comes from Markdown with namespaces.

XML data from Markdown using namespaces

The XML from markdown transformation is fully handled by the {commonmark} package, which has the convenient commonmark::markdown_xml() function. For example, this is how how the following markdown is processed:

This is a bunch of [example markdown](https://example.com 'for example') text

- this
- is
- a **list**

This is a bunch of example markdown text

• this
• is
• a list

md <- c("This is a bunch of [example markdown](https://example.com 'for example') text",
  "",
  "- this",
  "- is",
  "- a **list**"
)
xml_txt <- commonmark::markdown_xml(paste(md, collapse = "\n"))
class(xml_txt)
#> [1] "character"
writeLines(xml_txt)
#> <?xml version="1.0" encoding="UTF-8"?>
#> <!DOCTYPE document SYSTEM "CommonMark.dtd">
#> <document xmlns="http://commonmark.org/xml/1.0">
#>   <paragraph>
#>     <text xml:space="preserve">This is a bunch of </text>
#>     <link destination="https://example.com" title="for example">
#>       <text xml:space="preserve">example markdown</text>
#>     </link>
#>     <text xml:space="preserve"> text</text>
#>   </paragraph>
#>   <list type="bullet" tight="true">
#>     <item>
#>       <paragraph>
#>         <text xml:space="preserve">this</text>
#>       </paragraph>
#>     </item>
#>     <item>
#>       <paragraph>
#>         <text xml:space="preserve">is</text>
#>       </paragraph>
#>     </item>
#>     <item>
#>       <paragraph>
#>         <text xml:space="preserve">a </text>
#>         <strong>
#>           <text xml:space="preserve">list</text>
#>         </strong>
#>       </paragraph>
#>     </item>
#>   </list>
#> </document>

You can see that it has successfully parsed the markdown into a paragraph and a list and then the various elements within.

The default namespace

Now here’s the catch: The commonmark markdown always starts with this basic skeleton which has the root node of <document xmlns="http://commonmark.org/xml/1.0">. The xmlns attribute defines the default XML namespace:

#> <?xml version="1.0" encoding="UTF-8"?>
#> <!DOCTYPE document SYSTEM "CommonMark.dtd">
#> <document xmlns="http://commonmark.org/xml/1.0">
#> 
#> MARKDOWN CONTENT HERE
#> 
#> </document>

In many XML applications, namespaces will come with prefixes, which are defined in the xmlns attribute (e.g. xmlns:svg="http://www.w3.org/2000/svg"). If a node has a namespace, it needs to be selected with the namespace prefix like so: .//svg:circle. For default namespaces, the same rule applies, but the question becomes: how do you know what the namespace prefix is? In {xml2}, the default namespace always begins with d1 and increments up as new namespaces are added. You can inspect the namespace with xml2::xml_ns():

xml <- xml2::read_xml(xml_txt)
xml2::xml_ns(xml)
#> d1 <-> http://commonmark.org/xml/1.0

Thus, the XPath query you would use to select a paragraph would be .//d1:paragraph:

# with namespace prefix
xml2::xml_find_all(xml, ".//d1:paragraph")
#> {xml_nodeset (4)}
#> [1] <paragraph>\n  <text xml:space="preserve">This is a bunch of </text>\n  < ...
#> [2] <paragraph>\n  <text xml:space="preserve">this</text>\n</paragraph>
#> [3] <paragraph>\n  <text xml:space="preserve">is</text>\n</paragraph>
#> [4] <paragraph>\n  <text xml:space="preserve">a </text>\n  <strong>\n    <tex ...

Of course, having a default namespace in {xml2} has some drawbacks in that adding new nodes will duplicate the namespace with a different identifier, so one way we have avoided this in {tinkr} (the package that does the basic conversion) is to define a namespace with a prefix in a function so that we can use it when querying:

tinkr::md_ns()
#> md <-> http://commonmark.org/xml/1.0
xml2::xml_find_all(xml, ".//md:paragraph", ns = tinkr::md_ns())
#> {xml_nodeset (4)}
#> [1] <paragraph>\n  <text xml:space="preserve">This is a bunch of </text>\n  < ...
#> [2] <paragraph>\n  <text xml:space="preserve">this</text>\n</paragraph>
#> [3] <paragraph>\n  <text xml:space="preserve">is</text>\n</paragraph>
#> [4] <paragraph>\n  <text xml:space="preserve">a </text>\n  <strong>\n    <tex ...

It’s also important to remember that all nodes will require this namespace prefix, so if we wanted to only select paragraphs that were inside of a list, we would need to specify use .//md:list//md:paragraph:

xml2::xml_find_all(xml, ".//md:list//md:paragraph", ns = tinkr::md_ns())
#> {xml_nodeset (3)}
#> [1] <paragraph>\n  <text xml:space="preserve">this</text>\n</paragraph>
#> [2] <paragraph>\n  <text xml:space="preserve">is</text>\n</paragraph>
#> [3] <paragraph>\n  <text xml:space="preserve">a </text>\n  <strong>\n    <tex ...

Pegboard namespace

One of the reasons why we created pegboard was to handle markdown content that also included fenced divs, but we needed a way to programmatically label and extract them without affecting the stylesheet that is used to translate the XML back to Markdown (not covered in this tutorial). To acheive this we place nodes under a different namespace around the fences and define our own namespace.

Here’s an example:

This is markdown with fenced divs

::: discussion

This is a discussion

:::

::: spoiler

This is a spoiler that is hidden by default

:::

When it’s parsed by commonmark, the fenced divs are treated as paragraphs:

md <- 'This is markdown with fenced divs

::: discussion

This is a discussion

:::

::: spoiler

This is a spoiler that is hidden by default

:::
'
fences <- xml2::read_xml(commonmark::markdown_xml(md))
fences
#> {xml_document}
#> <document xmlns="http://commonmark.org/xml/1.0">
#> [1] <paragraph>\n  <text xml:space="preserve">This is markdown with fenced di ...
#> [2] <paragraph>\n  <text xml:space="preserve">::: discussion</text>\n</paragr ...
#> [3] <paragraph>\n  <text xml:space="preserve">This is a discussion</text>\n</ ...
#> [4] <paragraph>\n  <text xml:space="preserve">:::</text>\n</paragraph>
#> [5] <paragraph>\n  <text xml:space="preserve">::: spoiler</text>\n</paragraph>
#> [6] <paragraph>\n  <text xml:space="preserve">This is a spoiler that is hidde ...
#> [7] <paragraph>\n  <text xml:space="preserve">:::</text>\n</paragraph>

In {pegboard}, we have an internal function called label_div_tags() that will allow us to label and parse these tags without affecting the markdown document:

pb <- asNamespace("pegboard")
pb$label_div_tags(fences)
fences
#> {xml_document}
#> <document xmlns="http://commonmark.org/xml/1.0">
#>  [1] <paragraph>\n  <text xml:space="preserve">This is markdown with fenced d ...
#>  [2] <dtag xmlns="http://carpentries.org/pegboard/" label="div-1-discussion"/>
#>  [3] <paragraph>\n  <text xml:space="preserve">::: discussion</text>\n</parag ...
#>  [4] <paragraph>\n  <text xml:space="preserve">This is a discussion</text>\n< ...
#>  [5] <paragraph>\n  <text xml:space="preserve">:::</text>\n</paragraph>
#>  [6] <dtag xmlns="http://carpentries.org/pegboard/" label="div-1-discussion"/>
#>  [7] <dtag xmlns="http://carpentries.org/pegboard/" label="div-2-spoiler"/>
#>  [8] <paragraph>\n  <text xml:space="preserve">::: spoiler</text>\n</paragraph>
#>  [9] <paragraph>\n  <text xml:space="preserve">This is a spoiler that is hidd ...
#> [10] <paragraph>\n  <text xml:space="preserve">:::</text>\n</paragraph>
#> [11] <dtag xmlns="http://carpentries.org/pegboard/" label="div-2-spoiler"/>

Note that we have defined a <dtag> XML node that is defined under the pegboard namespace. These sandwich the nodes that we want to query and allow us to use tinkr::find_between() to search for specific tags:

ns <- pb$get_ns()
ns # both md and pegboard namespaces
#> md <-> http://commonmark.org/xml/1.0
#> pb <-> http://carpentries.org/pegboard/
tinkr::find_between(fences, ns = ns, pattern = "pb:dtag[@label='div-1-discussion']")
#> {xml_nodeset (3)}
#> [1] <paragraph>\n  <text xml:space="preserve">::: discussion</text>\n</paragr ...
#> [2] <paragraph>\n  <text xml:space="preserve">This is a discussion</text>\n</ ...
#> [3] <paragraph>\n  <text xml:space="preserve">:::</text>\n</paragraph>

This is automated in the get_divs() internal function:

pb$get_divs(fences)
#> $`div-1-discussion`
#> {xml_nodeset (3)}
#> [1] <paragraph>\n  <text xml:space="preserve">::: discussion</text>\n</paragr ...
#> [2] <paragraph>\n  <text xml:space="preserve">This is a discussion</text>\n</ ...
#> [3] <paragraph>\n  <text xml:space="preserve">:::</text>\n</paragraph>
#> 
#> $`div-2-spoiler`
#> {xml_nodeset (3)}
#> [1] <paragraph>\n  <text xml:space="preserve">::: spoiler</text>\n</paragraph>
#> [2] <paragraph>\n  <text xml:space="preserve">This is a spoiler that is hidde ...
#> [3] <paragraph>\n  <text xml:space="preserve">:::</text>\n</paragraph>

Conclusion

This is but a short introduction to using XML with {pegboard}. You now have the basics of what the structure of XML is, how to use XPath (with further resources), how to use XPath with namespaces, and how we use namespaces in {pegboard} to allow us to parse specific items. It is a good idea to practices working with XPath because it is useful not only for working with XML representations of markdown documents, but it is also heavily used for post-processing of HTML in both {pkgdown} and the {sandpaper} packages.