我可以从 highcharts.js 中抓取原始数据吗?
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【中文标题】我可以从 highcharts.js 中抓取原始数据吗?【英文标题】:Can I scrape the raw data from highcharts.js? 【发布时间】:2017-01-11 08:46:21 【问题描述】:我想从显示使用highcharts.js
的图表的页面中抓取数据,因此我完成了对所有页面的解析以到达following page。但是,显示数据集的最后一页使用highcharts.js
显示图形,似乎几乎不可能访问原始数据。
我使用 Python 3.5 和 BeautifulSoup。
是否仍然可以解析它?如果是这样,我怎样才能刮掉它?
【问题讨论】:
见***.com/a/66963759/4539999 【参考方案1】:数据在脚本标签中。您可以使用 bs4 和正则表达式获取脚本标签。您也可以使用正则表达式提取数据,但我喜欢使用 /js2xml 将 js 函数解析为 xml 树:
from bs4 import BeautifulSoup
import requests
import re
import js2xml
soup = BeautifulSoup(requests.get("http://www.worldweatheronline.com/brussels-weather-averages/be.aspx").content, "html.parser")
script = soup.find("script", text=re.compile("Highcharts.Chart")).text
# script = soup.find("script", text=re.compile("precipchartcontainer")).text if you want precipitation data
parsed = js2xml.parse(script)
print js2xml.pretty_print(parsed)
这给了你:
<program>
<functioncall>
<function>
<identifier name="$"/>
</function>
<arguments>
<funcexpr>
<identifier/>
<parameters/>
<body>
<var name="chart"/>
<functioncall>
<function>
<dotaccessor>
<object>
<functioncall>
<function>
<identifier name="$"/>
</function>
<arguments>
<identifier name="document"/>
</arguments>
</functioncall>
</object>
<property>
<identifier name="ready"/>
</property>
</dotaccessor>
</function>
<arguments>
<funcexpr>
<identifier/>
<parameters/>
<body>
<assign operator="=">
<left>
<identifier name="chart"/>
</left>
<right>
<new>
<dotaccessor>
<object>
<identifier name="Highcharts"/>
</object>
<property>
<identifier name="Chart"/>
</property>
</dotaccessor>
<arguments>
<object>
<property name="chart">
<object>
<property name="renderTo">
<string>tempchartcontainer</string>
</property>
<property name="type">
<string>spline</string>
</property>
</object>
</property>
<property name="credits">
<object>
<property name="enabled">
<boolean>false</boolean>
</property>
</object>
</property>
<property name="colors">
<array>
<string>#FF8533</string>
<string>#4572A7</string>
</array>
</property>
<property name="title">
<object>
<property name="text">
<string>Average Temperature (°c) Graph for Brussels</string>
</property>
</object>
</property>
<property name="xAxis">
<object>
<property name="categories">
<array>
<string>January</string>
<string>February</string>
<string>March</string>
<string>April</string>
<string>May</string>
<string>June</string>
<string>July</string>
<string>August</string>
<string>September</string>
<string>October</string>
<string>November</string>
<string>December</string>
</array>
</property>
<property name="labels">
<object>
<property name="rotation">
<number value="270"/>
</property>
<property name="y">
<number value="40"/>
</property>
</object>
</property>
</object>
</property>
<property name="yAxis">
<object>
<property name="title">
<object>
<property name="text">
<string>Temperature (°c)</string>
</property>
</object>
</property>
</object>
</property>
<property name="tooltip">
<object>
<property name="enabled">
<boolean>true</boolean>
</property>
</object>
</property>
<property name="plotOptions">
<object>
<property name="spline">
<object>
<property name="dataLabels">
<object>
<property name="enabled">
<boolean>true</boolean>
</property>
</object>
</property>
<property name="enableMouseTracking">
<boolean>false</boolean>
</property>
</object>
</property>
</object>
</property>
<property name="series">
<array>
<object>
<property name="name">
<string>Average High Temp (°c)</string>
</property>
<property name="color">
<string>#FF8533</string>
</property>
<property name="data">
<array>
<number value="6"/>
<number value="8"/>
<number value="11"/>
<number value="14"/>
<number value="19"/>
<number value="21"/>
<number value="23"/>
<number value="23"/>
<number value="19"/>
<number value="15"/>
<number value="9"/>
<number value="6"/>
</array>
</property>
</object>
<object>
<property name="name">
<string>Average Low Temp (°c)</string>
</property>
<property name="color">
<string>#4572A7</string>
</property>
<property name="data">
<array>
<number value="2"/>
<number value="2"/>
<number value="4"/>
<number value="6"/>
<number value="10"/>
<number value="12"/>
<number value="14"/>
<number value="14"/>
<number value="11"/>
<number value="8"/>
<number value="5"/>
<number value="2"/>
</array>
</property>
</object>
</array>
</property>
</object>
</arguments>
</new>
</right>
</assign>
</body>
</funcexpr>
</arguments>
</functioncall>
</body>
</funcexpr>
</arguments>
</functioncall>
</program>
所以要获取所有数据:
In [28]: from bs4 import BeautifulSoup
In [29]: import requests
In [30]: import re
In [31]: import js2xml
In [32]: from itertools import repeat
In [33]: from pprint import pprint as pp
In [34]: soup = BeautifulSoup(requests.get("http://www.worldweatheronline.com/brussels-weather-averages/be.aspx").content, "html.parser")
In [35]: script = soup.find("script", text=re.compile("Highcharts.Chart")).text
In [36]: parsed = js2xml.parse(script)
In [37]: data = [d.xpath(".//array/number/@value") for d in parsed.xpath("//property[@name='data']")]
In [38]: categories = parsed.xpath("//property[@name='categories']//string/text()")
In [39]: output = list(zip(repeat(categories), data))
In [40]: pp(output)
[(['January',
'February',
'March',
'April',
'May',
'June',
'July',
'August',
'September',
'October',
'November',
'December'],
['6', '8', '11', '14', '19', '21', '23', '23', '19', '15', '9', '6']),
(['January',
'February',
'March',
'April',
'May',
'June',
'July',
'August',
'September',
'October',
'November',
'December'],
['2', '2', '4', '6', '10', '12', '14', '14', '11', '8', '5', '2'])]
就像我说的那样,您可以只使用正则表达式,但 js2xml 我发现它更可靠,因为错误的空格等不会破坏它。
【讨论】:
不用担心,就像我在答案中所说的那样,您可以使用 re 但 js2xml 会为您完成所有工作。以上是关于我可以从 highcharts.js 中抓取原始数据吗?的主要内容,如果未能解决你的问题,请参考以下文章