kbr*_*ner 2 r dplyr xml2 purrr tidyverse
我想从 XML 文件中提取信息并将其转换为数据框架。
信息以 XML 文本和 XML 属性的形式存储在嵌套节点中:
结构示例:
<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>
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我想获取这些信息:
* node-id (attribute)
* subnode-id (attribute)
* text in `xmlsubnodenode` (text)
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我需要一个像这样的长格式数据框:
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
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我尝试遵循 Jenny Bryans 的方法“如何使用嵌套数据帧和 purrr 来驯服 XML”,但它仅适用于第一级。
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()
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您有想法来获取这些信息吗purrr?
一种无需展开/添加行到另一个数据帧的方法:创建一个数据帧,其中每个数据帧包含一行,并与 一起subsubnode使用来选择和提取父级和祖先的值。purrrxml2xmlsubnodexmlnode
工作样本:
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)
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