I want to extract information from an XML file and transform it to a data frame.
The information is stored in nested nodes as XML text as well as XML attributes:
An example structure:
<xmlnode node-id = "Text about xmlnode">
<xmlsubnode subnode-id = "123">
<xmlsubsubnode>
I want to extract this text
</xmlsubsubnode>
<xmlsubsubnode>
I want to extract this text
</xmlsubsubnode>
<xmlsubsubnode>
I want to extract this text
</xmlsubsubnode>
<xmlsubsubnode>
I want to extract this text
</xmlsubsubnode>
</xmlsubnode>
<xmlsubnode subnode-id = "456">
<xmlsubsubnode>
I want to extract this text
</xmlsubsubnode>
<xmlsubsubnode>
I want to extract this text
</xmlsubsubnode>
<xmlsubsubnode>
I want to extract this text
</xmlsubsubnode>
<xmlsubsubnode>
I want to extract this text
</xmlsubsubnode>
</xmlsubnode>
</xmlnode>
<xmlnode node-id = "Text about xmlnode">
<xmlsubnode subnode-id = "123">
<xmlsubsubnode>
I want to extract this text
</xmlsubsubnode>
<xmlsubsubnode>
I want to extract this text
</xmlsubsubnode>
<xmlsubsubnode>
I want to extract this text
</xmlsubsubnode>
<xmlsubsubnode>
I want to extract this text
</xmlsubsubnode>
</xmlsubnode>
<xmlsubnode subnode-id = "456">
<xmlsubsubnode>
I want to extract this text
</xmlsubsubnode>
<xmlsubsubnode>
I want to extract this text
</xmlsubsubnode>
<xmlsubsubnode>
I want to extract this text
</xmlsubsubnode>
<xmlsubsubnode>
I want to extract this text
</xmlsubsubnode>
</xmlsubnode>
</xmlnode>
I want to get these information:
* node-id (attribute)
* subnode-id (attribute)
* text in `xmlsubnodenode` (text)
I need a longform dataframe like this:
node-id subnode-id text
Text about xmlnode 1 123 I want to extract this text
Text about xmlnode 1 123 I want to extract this text
Text about xmlnode 1 123 I want to extract this text
Text about xmlnode 1 123 I want to extract this text
Text about xmlnode 1 456 I want to extract this text
Text about xmlnode 1 456 I want to extract this text
Text about xmlnode 1 456 I want to extract this text
Text about xmlnode 1 456 I want to extract this text
Text about xmlnode 2 123 I want to extract this text
Text about xmlnode 2 123 I want to extract this text
Text about xmlnode 2 123 I want to extract this text
Text about xmlnode 2 123 I want to extract this text
Text about xmlnode 2 456 I want to extract this text
Text about xmlnode 2 456 I want to extract this text
Text about xmlnode 2 456 I want to extract this text
Text about xmlnode 2 456 I want to extract this text
I tried to follow Jenny Bryans approach "How to tame XML with nested data frames and purrr", but it only works on the first level.
xml <- xml2::read_xml("input/example.xml")
rows <-
xml %>%
xml_find_all("//xmlnode")
rows_df <- data_frame(row = seq_along(rows), nodeset = rows)
rows_df %>%
mutate(node_id = nodeset %>% map(~ xml_attr(., "node-id"))) %>%
select(row, node_id) %>%
unnest()
Do you have ideas in order to get these information with purrr
?
An approach without the need to unwind / adding rows to another dataframe: Create a dataframe containing a row for each subsubnode
and use purrr
together with xml2
to select and extract values of the xmlsubnode
parent and xmlnode
ancestor.
Working sample:
library(dplyr)
library(xml2)
library(purrr)
library(tidyr)
xml <- xml2::read_xml("input/example.xml")
rows <- xml %>% xml_find_all("//xmlsubsubnode")
rows_df <- data_frame(node = rows) %>%
mutate(node_id = node %>% map(~ xml_find_first(., "ancestor::xmlnode")) %>% map(~ xml_attr(., "node-id"))) %>%
mutate(subnode_id = node %>% map(~ xml_parent(.)) %>% map(~ xml_attr(., "subnode-id"))) %>%
mutate(text = node %>% map(~ xml_text(.))) %>%
select(-node)