我有大量的取水许可证可在线获取,我想从中提取一些数据。例如
url <- "https://www.ecan.govt.nz/data/consent-search/consentdetails/CRC000002.1"
我一点都不懂html,但是一直在Google和一位朋友的帮助下插手。我可以使用xpath或css选择器到达某些节点,而不会出现任何问题,例如,获得标题:
library(rvest)
url %>%
read_html() %>%
html_nodes(xpath = '//*[@id="main"]/div/h1') %>%
html_text()
[1] "Details for CRC000002.1"
或使用CSS选择器:
url %>%
read_html() %>%
html_nodes(css = "#main") %>%
html_nodes(css = "div") %>%
html_nodes(css = "h1") %>%
html_text()
[1] "Details for CRC000002.1"
到目前为止,还不错,但是我真正想要的信息被深层掩盖了,我似乎无法理解。例如,客户名称字段(在本例中为“ Killermont Station Limited”)具有以下xpath:
clientxpath <- '//*[@id="main"]/div/div[1]/div/table/tbody/tr[1]/td[2]'
url %>%
read_html() %>%
html_nodes(xpath = clientxpath) %>%
html_text()
character(0)
css选择器变得相当复杂,但是我得到了相同的结果。 html_nodes()的帮助文件说:
# XPath selectors ---------------------------------------------
# chaining with XPath is a little trickier - you may need to vary
# the prefix you're using - // always selects from the root noot
# regardless of where you currently are in the doc
但是它并没有为我提供任何在xpath中使用替代前缀的线索(如果我知道html的话,可能会很明显)。
我的朋友指出,某些文档位于javascript(ajax)中,这也可能是问题的一部分。就是说,我要介绍的内容在html中显示,但它位于名为“ div.ajax-block”的节点内。
css selectors: #main > div > div.ajax-block > div > table > tbody > tr:nth-child(1) > td:nth-child(4)
有人可以帮忙吗?谢谢!
答案 0 :(得分:4)
非常令人不安的是,大多数(即使不是全部)SO R贡献者默认在刮除“答案”时默认“使用重量级第三方依赖关系”。 99%的时间您不需要硒。您只需要锻炼灰色小细胞即可。
首先,出现的 big 线索是页面异步加载内容。第二个是在您的代码段中,其中div
实际上具有选择器名称的一部分,其中包含ajax
。正在进行XHR请求的告示牌。
如果在浏览器中打开“开发人员工具”并重新加载页面,然后转到“网络”,然后转到“ XHR”标签,您将看到:
页面上的大多数“真实”数据都是动态加载的。我们可以编写模仿浏览器调用的httr
调用。
但是…
我们首先需要对主页进行一次GET
调用,以灌注一些cookie,这些cookie将留给我们使用,然后找到每个生成的会话令牌,用于防止对该站点的滥用。它是使用JavaScript定义的,因此我们将使用V8
包对其进行评估。我们可以使用正则表达式来查找字符串。做你喜欢的事。
library(httr)
library(rvest)
library(dplyr)
library(V8)
ctx <- v8() # we need this to eval some javascript
# Prime Cookies -----------------------------------------------------------
res <- httr::GET("https://www.ecan.govt.nz/data/consent-search/consentdetails/CRC000002.1")
httr::cookies(res)
## domain flag path secure expiration name
## 1 .ecan.govt.nz TRUE / FALSE 2019-11-24 11:46:13 visid_incap_927063
## 2 .ecan.govt.nz TRUE / FALSE <NA> incap_ses_148_927063
## value
## 1 +p8XAM6uReGmEnVIdnaxoxWL+VsAAAAAQUIPAAAAAABjdOjQDbXt7PG3tpBpELha
## 2 nXJSYz8zbCRj8tGhzNANAhaL+VsAAAAA7JyOH7Gu4qeIb6KKk/iSYQ==
pg <- httr::content(res)
html_node(pg, xpath=".//script[contains(., '_monsido')]") %>%
html_text() %>%
ctx$eval()
## [1] "2"
monsido_token <- ctx$get("_monsido")[1,2]
这是searchlist
(实际上是空的):
httr::VERB(
verb = "POST", url = "https://www.ecan.govt.nz/data/document-library/searchlist",
httr::add_headers(
Referer = "https://www.ecan.govt.nz/data/consent-search/consentdetails/CRC000002.1",
`X-Requested-With` = "XMLHttpRequest",
TE = "Trailers"
), httr::set_cookies(
monsido = monsido_token
),
body = list(
name = "CRC000002.1",
pageSize = "999999"
),
encode = "form"
) -> res
httr::content(res)
## NULL ## <<=== this is OK as there is no response
这是“同意概述”部分:
httr::GET(
url = "https://www.ecan.govt.nz/data/consent-search/consentoverview/CRC000002.1",
httr::add_headers(
Referer = "https://www.ecan.govt.nz/data/consent-search/consentdetails/CRC000002.1",
Authority = "www.ecan.govt.nz",
`X-Requested-With` = "XMLHttpRequest"
),
httr::set_cookies(
monsido = monsido_token
)
) -> res
httr::content(res) %>%
html_table() %>%
glimpse()
## List of 1
## $ :'data.frame': 5 obs. of 4 variables:
## ..$ X1: chr [1:5] "RMA Authorisation Number" "Consent Location" "To" "Commencement Date" ...
## ..$ X2: chr [1:5] "CRC000002.1" "Manuka Creek, KILLERMONT STATION" "To take water from Manuka Creek at or about map reference NZMS 260 H39:5588-2366 for irrigation of up to 40.8 hectares." "29 Apr 2010" ...
## ..$ X3: chr [1:5] "Client Name" "State" "To take water from Manuka Creek at or about map reference NZMS 260 H39:5588-2366 for irrigation of up to 40.8 hectares." "29 Apr 2010" ...
## ..$ X4: chr [1:5] "Killermont Station Limited" "Issued - Active" "To take water from Manuka Creek at or about map reference NZMS 260 H39:5588-2366 for irrigation of up to 40.8 hectares." "29 Apr 2010" ...
以下是“同意条件”:
httr::GET(
url = "https://www.ecan.govt.nz/data/consent-search/consentconditions/CRC000002.1",
httr::add_headers(
Referer = "https://www.ecan.govt.nz/data/consent-search/consentdetails/CRC000002.1",
Authority = "www.ecan.govt.nz",
`X-Requested-With` = "XMLHttpRequest"
),
httr::set_cookies(
monsido = monsido_token
)
) -> res
httr::content(res) %>%
as.character() %>%
substring(1, 300) %>%
cat()
## <!DOCTYPE html PUBLIC "-//W3C//DTD HTML 4.0 Transitional//EN" "http://www.w3.org/TR/REC-html40/loose.dtd">
## <html><body><div class="consentDetails">
## <ul class="unstyled-list">
## <li>
##
##
## <strong class="pull-left">1</strong> <div class="pad-left1">The rate at which wa
这是“同意相关”:
httr::GET(
url = "https://www.ecan.govt.nz/data/consent-search/consentrelated/CRC000002.1",
httr::add_headers(
Referer = "https://www.ecan.govt.nz/data/consent-search/consentdetails/CRC000002.1",
Authority = "www.ecan.govt.nz",
`X-Requested-With` = "XMLHttpRequest"
),
httr::set_cookies(
monsido = monsido_token
)
) -> res
httr::content(res) %>%
as.character() %>%
substring(1, 300) %>%
cat()
## <!DOCTYPE html PUBLIC "-//W3C//DTD HTML 4.0 Transitional//EN" "http://www.w3.org/TR/REC-html40/loose.dtd">
## <html><body>
## <p>There are no related documents.</p>
##
##
##
##
##
## <div class="summary-table-wrapper">
## <table class="summary-table left">
## <thead><tr>
## <th>Relationship</th>
## <th>Recor
这是“工作流程:
httr::GET(
url = "https://www.ecan.govt.nz/data/consent-search/consentworkflow/CRC000002.1",
httr::add_headers(
Referer = "https://www.ecan.govt.nz/data/consent-search/consentdetails/CRC000002.1",
Authority = "www.ecan.govt.nz",
`X-Requested-With` = "XMLHttpRequest"
),
httr::set_cookies(
monsido = monsido_token
)
) -> res
httr::content(res)
## {xml_document}
## <html>
## [1] <body><p>No workflow</p></body>
以下是“允许流量限制”:
httr::GET(
url = "https://www.ecan.govt.nz/data/consent-search/consentflowrestrictions/CRC000002.1",
httr::add_headers(
Referer = "https://www.ecan.govt.nz/data/consent-search/consentdetails/CRC000002.1",
Authority = "www.ecan.govt.nz",
`X-Requested-With` = "XMLHttpRequest"
),
httr::set_cookies(
monsido = monsido_token
)
) -> res
httr::content(res) %>%
as.character() %>%
substring(1, 300) %>%
cat()
## <!DOCTYPE html PUBLIC "-//W3C//DTD HTML 4.0 Transitional//EN" "http://www.w3.org/TR/REC-html40/loose.dtd">
## <html><body><div class="summary-table-wrapper">
## <table class="summary-table left">
## <thead>
## <th colspan="2">Low Flow Site</th>
## <th>Todays Flow <span class="lower">(m3/s)</span>
## </th>
您仍然需要解析HTML,但是现在您只需使用普通的R包就可以完成所有操作。