数据分析⚠️走进数据分析 2⚠️ 爬虫简介

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【数据分析】⚠️走进数据分析 2⚠️ 爬虫简介

概述

数据分析 (Data Analyze) 可以在工作中的各个方面帮助我们. 本专栏为量化交易专栏下的子专栏, 主要讲解一些数据分析的基础知识.

爬虫

爬虫 (Web Crawler) 是一个自动提取网页的程序. 可以自动化浏览网络中的信息, 对信息进行自动化检索.

爬取网页

urlopen()可以帮助我们打开一个远程的 url 链接, 并向这个链接发出请求, 获取响应结果. 返回的是一个 http 响应对象, 记录了本次 http 访问的响应头和响应体.

格式:

urllib.request.urlopen(url, data=None, timeout=socket._GLOBAL_DEFAULT_TIMEOUT,
            *, cafile=None, capath=None, cadefault=False, context=None):

例子:

import urllib.request

# 网页
url = "https://iamarookie.blog.csdn.net/"

# 发送请求
response = urllib.request.urlopen(url)

# 如果请求成功
if response.getcode() == 200:
    
    # 打印信息
    print(response.read().decode("utf-8"))

输出结果:

C:\\Users\\Windows\\Anaconda3\\pythonw.exe C:/Users/Windows/Desktop/爬虫/爬取网页.py
<!doctype html><html lang="zh" data-server-rendered="true" data-v-52866abc><head><title>我是小白呀的博客_CSDN博客-Python 基础,我要偷偷学 Java, 然后惊呆所有人,Python 机器学习基础领域博主</title> <meta name="keywords" content=""> <meta name="description" content="我是小白呀擅长Python 基础,我要偷偷学 Java, 然后惊呆所有人,Python 机器学习基础,等方面的知识,我是小白呀关注Python,深度学习领域."> <meta http-equiv="content-type" content="text/html;charset=utf-8"> <meta name="viewport" content="initial-scale=1, maximum-scale=1, user-scalable=no, minimal-ui"> <meta name="referrer" content="always"> <meta http-equiv="Cache-Control" content="no-siteapp"> <!----> <meta name="applicable-device" content="pc"> <!----> <!----> <!----> 
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          吾本布衣, 出自纽约, 四周大山. 箪瓢屡空, 环堵萧然, 不弊风日. 吾好读书, 滴水石穿, 笨鸟先飞, 求知不断, 方能立足. 不羡孔北海之座上客常满, 但求吾辈架上书常在. 涸辙遗鲋, 暮成枯, 人而无志, 与彼何殊. Self-study Computer Science. 愿为 open source 自效微力. 天高地阔,欲往观之. 

因为啥也不会, 默默做一只小白
        </p> <!----></div></div> <div class="user-profile-head-info-b" data-v-d1dbb6f8><ul data-v-d1dbb6f8><li data-v-d1dbb6f8><div class="user-profile-statistics-num" data-v-d1dbb6f8>657,157</div> <div class="user-profile-statistics-name" data-v-d1dbb6f8>被访问量</div></li> <li data-v-d1dbb6f8><a href="javascript:;" data-v-d1dbb6f8><div class="user-profile-statistics-num" data-v-d1dbb6f8>611</div> <div class="user-profile-statistics-name" data-v-d1dbb6f8>原创文章</div></a></li> <li data-v-d1dbb6f8><a href="https://blog.csdn.net/rank/list/total" target="_blank" data-report-click="{&quot;spm&quot;:&quot;3001.5476&quot;}" data-report-query="spm=3001.5476" data-v-d1dbb6f8><div class="user-profile-statistics-num" data-v-d1dbb6f8>242</div> <div class="user-profile-statistics-name" data-v-d1dbb6f8>作者排名</div></a></li> <li data-v-d1dbb6f8><a href="javascript:;" data-v-d1dbb6f8><div class="user-profile-statistics-num" data-v-d1dbb6f8>48,734</div> <div class="user-profile-statistics-name" data-v-d1dbb6f8>粉丝数量</div></a></li></ul></div></div></div> <div class="user-profile-body" data-v-3f0fdf46 data-v-80922f46><div class="user-profile-body-inner" data-v-3f0fdf46><div class="user-profile-body-left" data-v-3f0fdf46><div class="user-profile-aside" data-v-d487ed78 data-v-3f0fdf46><div class="user-general-info single-general-info" data-v-d487ed78><ul data-v-d487ed78><!----> <!----> <li class="user-general-info-join-csdn" data-v-d487ed78><i data-v-d487ed78></i> <span data-v-d487ed78>于</span> <span class="user-general-info-key-word" data-v-d487ed78>2020-02-05</span> <span data-v-d487ed78>加入CSDN</span></li></ul></div> <div class="user-influence-list" data-v-d487ed78><ul data-v-d487ed78><li style="background-image:url(https://img-home.csdnimg.cn/images/20210914024133.png);" data-v-d487ed78><a href="https://blog.csdn.net/SoftwareTeacher/article/details/114499372" target="_blank" data-report-click='{"spm":"1001.2014.3001.6421"}'
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          <span>6,251</span>分
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        <div>获得<span>4,381</span>次收藏</div>
      </li></ul></div></div></div> <!----> <div class="user-profile-medal user-profile-aside-common-box" data-v-d487ed78><div class="aside-common-box-head" data-v-d487ed78>荣誉勋章</div> <div class="aside-common-box-bottom" data-v-d487ed78><div class="aside-common-box-content" data-v-d487ed78><ul data-v-d487ed78><li data-nickname="我是小白呀" data-username="weixin_46274168" data-avatar="https://profile.csdnimg.cn/4/5/4/1_weixin_46274168" data-report-click="{&quot;spm&quot;:&quot;3001.5481&quot;}" class="csdn-user-medal-btn" data-v-d487ed78><img src="https://csdnimg.cn/medal/blinknewcomer@240.png" alt data-v-d487ed78></li><li data-nickname="我是小白呀" data-username="weixin_46274168" data-avatar="https://profile.csdnimg.cn/4/5/4/1_weixin_46274168" data-report-click="{&quot;spm&quot;:&quot;3001.5481&quot;}" class="csdn-user-medal-btn" data-v-d487ed78><img src="https://csdnimg.cn/medal/linkedin@240.png" alt data-v-d487ed78></li><li data-nickname="我是小白呀" data-username="weixin_46274168" data-avatar="https://profile.csdnimg.cn/4/5/4/1_weixin_46274168" data-report-click="{&quot;spm&quot;:&quot;3001.5481&quot;}" class="csdn-user-medal-btn" data-v-d487ed78><img src="https://csdnimg.cn/medal/qiandao200@240.png" alt data-v-d487ed78></li><li data-nickname="我是小白呀" data-username="weixin_46274168" data-avatar="https://profile.csdnimg.cn/4/5/4/1_weixin_46274168" data-report-click="{&quot;spm&quot;:&quot;3001.5481&quot;}" class="csdn-user-medal-btn" data-v-d487ed78><img src="https://csdnimg.cn/medal/yuedu90@240.png" alt data-v-d487ed78></li><li data-nickname="我是小白呀" data-username="weixin_46274168" data-avatar="https://profile.csdnimg.cn/4/5/4/1_weixin_46274168" data-report-click="{&quot;spm&quot;:&quot;3001.5481&quot;}" class="csdn-user-medal-btn" data-v-d487ed78><img src="https://csdnimg.cn/medal/chizhiyiheng@240.png" alt data-v-d487ed78></li><li data-nickname="我是小白呀" data-username="weixin_46274168" data-avatar="https://profile.csdnimg.cn/4/5/4/1_weixin_46274168" data-report-click="{&quot;spm&quot;:&quot;3001.5481&quot;}" class="csdn-user-medal-btn" data-v-d487ed78><img src="https://csdnimg.cn/medal/1024@240.png" alt data-v-d487ed78></li><li data-nickname="我是小白呀" data-username="weixin_46274168" data-avatar="https://profile.csdnimg.cn/4/5/4/1_weixin_46274168" data-report-click="{&quot;spm&quot;:&quot;3001.5481&quot;}" class="csdn-user-medal-btn" data-v-d487ed78><img src="https://csdnimg.cn/medal/qixiebiaobing4@240.png" alt data-v-d487ed78></li><li data-nickname="我是小白呀" data-username="weixin_46274168" data-avatar="https://profile.csdnimg.cn/4/5/4/1_weixin_46274168" data-report-click="{&quot;spm&quot;:&quot;3001.5481&quot;}" class="csdn-user-medal-btn" data-v-d487ed78><img src="https://csdnimg.cn/medal/fenxiangdaren@240.png" alt data-v-d487ed78></li></ul></div> <button data-nickname="我是小白呀" data-username="weixin_46274168" data-avatar="https://profile.csdnimg.cn/4/5/4/1_weixin_46274168" data-report-click="{&quot;spm&quot;:&quot;3001.5481&quot;}" class="aside-common-box-bottom-btn csdn-user-medal-btn" data-v-d487ed78>所有勋章<i class="el-icon-arrow-right" data-v-d487ed78></i></button></div></div> <div class="user-interest-area user-profile-aside-common-box" data-v-d487ed78><div class="aside-common-box-head" data-v-d487ed78>兴趣领域</div> <div class="aside-common-box-bottom" data-v-d487ed78><div class="aside-common-box-content aside-box-fold" data-v-d487ed78><ul data-v-d487ed78><li data-v-d487ed78><div class="interest-area-main" data-v-d487ed78><div class="interest-area-name" data-v-d487ed78>#人工智能</div> <!----></div> <div class="interest-area-sub" data-v-d487ed78><span data-v-d487ed78>#深度学习</span><span data-v-d487ed78>#Python</span></div></li></ul></div> <!----></div></div> <div class="user-special-column user-profile-aside-common-box" data-v-d487ed78><div class="aside-common-box-head" data-v-d487ed78>TA的专栏</div> <div class="aside-common-box-bottom" data-v-d487ed78><div class="aside-common-box-content aside-box-fold" data-v-d487ed78><ul data-v-d487ed78><li data-v-d487ed78><a href="https://blog.csdn.net/weixin_46274168/category_11391177.html" target="_blank" data-report-click="{&quot;spm&quot;:&quot;3001.5482&quot;}" data-report-query="spm=3001.5482" class="special-column-name" data-v-d487ed78><img src="https://img-blog.csdnimg.cn/20190918140053667.png?x-oss-process=image/resize,m_fixed,h_64,w_64" alt data-v-d487ed78> <span title="深度学习" data-v-d487ed78>深度学习</span> <!----></a> <!----></li><li class="second-column" data-v-d487ed78><a href="https://blog.csdn.net/weixin_46274168/category_10858635.html" target="_blank" data-report-click="{&quot;spm&quot;:&quot;3001.5482&quot;}" data-report-query="spm=3001.5482" class="special-column-name" data-v-d487ed78><img src="https://img-blog.csdnimg.cn/20190918140053667.png?x-oss-process=image/resize,m_fixed,h_64,w_64" alt data-v-d487ed78> <span title="NLP 自然语言处理" data-v-d487ed78>NLP 自然语言处理</span> <!----></a> <div class="special-column-num" data-v-d487ed78>10篇</div></li><li class="second-column" data-v-d487ed78><a href="https://blog.csdn.net/weixin_46274168/category_11391178.html" target="_blank" data-report-click="{&quot;spm&quot;:&quot;3001.5482&quot;}" data-report-query="spm=3001.5482" class="special-column-name" data-v-d487ed78><img src="https://img-blog.csdnimg.cn/20190918140129601.png?x-oss-process=image/resize,m_fixed,h_64,w_64" alt data-v-d487ed78> <span title="强化学习" data-v-d487ed78>强化学习</span> <!----></a> <div class="special-column-num" data-v-d487ed78>3篇</div></li><li data-v-d487ed78><a href="https://blog.csdn.net/weixin_46274168/category_11175035.html" target="_blank" data-report-click="{&quot;spm&quot;:&quot;3001.5482&quot;}" data-report-query="spm=3001.5482" class="special-column-name" data-v-d487ed78><img src="https://img-blog.csdnimg.cn/20190918135101160.png?x-oss-process=image/resize,m_fixed,h_64,w_64" alt data-v-d487ed78> <span title="视觉" data-v-d487ed78>视觉</span> <!----></a> <div class="special-column-num" data-v-d487ed78>37篇</div></li><li class="second-column" data-v-d487ed78><a href="https://blog.csdn.net/weixin_46274168/category_11218743.html" target="_blank" data-report-click="{&quot;spm&quot;:&quot;3001.5482&quot;}" data-report-query="spm=3001.5482" class="special-column-name" data-v-d487ed78><img src="https://img-blog.csdnimg.cn/2019091813595558.png?x-oss-process=image/resize,m_fixed,h_64,w_64" alt data-v-d487ed78> <span title="OpenCV" data-v-d487ed78>OpenCV</span> <!----></a> <div class="special-column-num" data-v-d487ed78>29篇</div></li><li class="second-column" data-v-d487ed78><a href="https://blog.csdn.net/weixin_46274168/category_11175036.html" target="_blank" data-report-click="{&quot;spm&quot;:&quot;3001.5482&quot;}" data-report-query="spm=3001.5482" class="special-column-name" data-v-d487ed78><img src="https://img-blog.csdnimg.cn/2019091813595558.png?x-oss-process=image/resize,m_fixed,h_64,w_64" alt data-v-d487ed78> <span title="Yolo" data-v-d487ed78>Yolo</span> <!----></a> 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user-profile-aside-common-box" data-v-d487ed78><div title="学无止境" class="aside-common-box-head" data-v-d487ed78>学无止境</div> <div class="aside-common-box-bottom" data-v-d487ed78><div class="aside-common-box-content" data-v-d487ed78><center> 
... ...
... ...

设置超时时间

通过 urlopen 方法发出的请求, 如果长时间没得到响应, 我们应终止该请求. 如果再继续维持, 不仅会继续耗费本地客户端和对方服务器的资源, 更会让用户长时间得不到响应, 从而降低用户体验. 用 urlopen 方法时, 我们可以加入 timeout 参数来指定超时时间, 单位为秒.

例子:

import urllib.request

# 网页
url = "https://iamarookie.blog.csdn.net/"

# 发送请求
response = urllib.request.urlopen(url, timeout=10)

# 如果请求成功
if response.getcode() == 200:

    # 打印信息
    print(response.read().decode("utf-8"))

处理网络异常

URLError可以帮助我们处理网络异常.

例子:

from urllib import request, error

# 网页
url = "https://iamarookie.blog.csdn.net/"

# 发送请求
try:
    response = request.urlopen(url, timeout=10)
except error.URLError as e:
    # 打印错误
    print(e.reason)

    # 退出
    exit(1)

# 如果请求成功
if response.getcode() == 200:

    # 打印信息
    print(response.read().decode("utf-8"))

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