LearningR-XML
因为要读取一个XML格式的数据,学习整理XML包。 1.XML包1.1. 载入XML文件有两种方法:
library(RCurl) library(XML) url<-"http://www.w3school.com.cn/example/xdom/books.xml" #注,也可以为url复制本地文件的路径 doc<-xmlTreeParse(getURL(url),useInternal = TRUE) d <- xmlRoot(doc) 1.2. 获取特定的节点详细XPath语言见XPath 语法 使用函数getNodeSet(doc,XPath) XPath的常见用法:
getNodeSet(d,"/bookstore/book[1]")
getNodeSet(d,"/bookstore/book[last()]")
getNodeSet(d,"/bookstore/book[position() < 3]")
getNodeSet(d,"/bookstore/book") getNodeSet(d,"/bookstore/book/title")
getNodeSet(d,"//book[@category]")
getNodeSet(d,"//book[@category='web']")
getNodeSet(d,"/bookstore/*")
getNodeSet(d,"//book[@*]") 节点相关函数
node[1]]:查看第一个子目录的第二个节点
class(d) xmlName(d) xmlSize(d) xmlAttrs(d) xmlAttrs(d[[1]]) xmlAttrs(d[[1]][[1]]) xmlGetAttr(d[[1]][[1]],"lang") xmlChildren(d[[1]]) #通过以下方式获得的节点类型不同,建议使用getNodeSet d[[1]][[1]] getNodeSet(d,"//book/title")[[1]] getNodeSet(d,"//book[1]/title") 1.3 xmlSApply和xmlApply
#读取第一本书的"title"的值 d[[1]][[1]][[1]] xmlValue(d[[1]][[1]]) xpathSApply(d,"/bookstore/book[1]/title",xmlValue) xpathSApply(d,"//book[1]/title",xmlValue) xpathSApply(d,"//book/title",xmlName) xpathSApply(d,xmlSize) xpathSApply(d,xmlAttrs) #xpathSApply和xpathApply的区别: #xpathSApply是xpathApply读取值的一个因子 xpathApply(d,xmlName) xpathApply(d,xmlSize) xpathApply(d,xmlAttrs)
xmlGetAttr(d[[1]][[1]],"lang") title<-getNodeSet(d,"//book[1]/title") title_lang<-sapply(title,xmlGetAttr,"lang") sapply(xmlChildren(d),"category") #也可以通过该方法读取节点的值 title_value<-sapply(title,xmlValue) sapply(xmlChildren(d[["book"]]),xmlValue) 1.4 xml格式转dataframebook <- getNodeSet(d,"//book") mybook <- sapply(book,xmlValue) #第一种方式,直接用xmlToDataFrame()函数 xmlToDataFrame(d) #由于book[4]不规范,导致转化失败 xmlToDataFrame(xmlChildren(d)[["book"]]) xmlToDataFrame(getNodeSet(d,"//book[1]")) xmlToDataFrame(nodes = getNodeSet(d,"//book/title")) #第二种方式,数据格式处理专用包plyr library("plyr") #先转成list,再转dataframe MyBooks <- ldply(xmlToList(d),data.frame) MyBooks <- ldply(xmlToList(getNodeSet(d,"//book")),data.frame) #第三种方式,读取单个值后组合为dataframe author <- xpathSApply(d,"//book/author",xmlValue) #对第四个book的author值做特殊处理 author4 <- xpathSApply(d,"//book[4]/author",xmlValue) author4 <- paste(author4,collapse = ",") author <- c(author[1:3],author4) MyBooks <- data.frame( category=sapply(xmlChildren(d),"category"),title=xpathSApply(d,xmlValue),author,year=xpathSApply(d,"//book/year",price=xpathSApply(d,"//book/price",xmlValue)) (编辑:李大同) 【声明】本站内容均来自网络,其相关言论仅代表作者个人观点,不代表本站立场。若无意侵犯到您的权利,请及时与联系站长删除相关内容! |