What Is Web Scraping?¶
Web scraping is most commonly accomplished by writing an automated program that queries a web server, requests data (usually in the form of HTML and other files that compose web pages), and then parses that data to extract needed information.
In practice, web scraping encompasses a wide variety of programming techniques and technologies, such as data analysis, natural language parsing, and information security. We focus on web scraping and crawling.
Structure of a html (tags)¶
When we do web scraping, we deal with html tags to find the path of the information we want to extract.
A simple html source code: tree structure of html tags. HTML tags normally come in pairs.
<!DOCTYPE html>
<html>
<title> My title
</title>
<body>
<h1> My first heading </h1>
<p> My first paragraph </p>
</body>
</html>
<!DOCTYPE html>: HTML documents must start with a type declaration- HTML document is contained between
<html>and</html> - The visible part of the HTML document is between
<body>and</body> - HTML headings are defined with the
<h1>to<h6>tags - HTML paragraphs are defined with the
<p>tag
Work with other useful tags¶
- HTML links are defined with the
<a>tag
<a href="http://www.test.com">This is a link for test.com</a>
- HTML tables are defined with
<table>, row as<tr>and rows are divided into data as<td>
<table style="width:100%">
<tr>
<td> 中文名称 </td>
<td> 英文名称 </td>
<td> 简称 </td>
</tr>
<tr>
<td> 北京航空航天大学 </td>
<td> Beihang University </td>
<td> 北航 </td>
</tr>
</table>
- HTML list starts with
<ul>(unordered) and<ol>(ordered). Each item of list starts with<li>
<ol>
<li> 科技获奖 </li>
<li> 服务国家战略 </li>
<li> 标志性成果 </li>
</ol>
You can try https://html-online.com/editor/ to learn more about html.
In [1]:
html_doc = """
<html><head><title>The Dormouse's story</title></head>
<body>
<p class="title"><b>The Dormouse's story</b></p>
<p class="story">Once upon a time there were three little sisters; and their names were
<a href="http://example.com/elsie" class="sister" id="link1">Elsie</a>,
<a href="http://example.com/lacie" class="sister" id="link2">Lacie</a> and
<a href="http://example.com/tillie" class="sister" id="link3">Tillie</a>;
and they lived at the bottom of a well.</p>
<p class="story">...</p>
"""
What is BeautifulSoup?¶
- A Python library for pulling data out of HTML and XML files.
- It works with your favorite parser to provide idiomatic ways of navigating, searching, and modifying the parse tree.
- It commonly saves programmers hours or days of work.
In [2]:
from bs4 import BeautifulSoup
soup = BeautifulSoup(html_doc)
print(soup.prettify())
<html>
<head>
<title>
The Dormouse's story
</title>
</head>
<body>
<p class="title">
<b>
The Dormouse's story
</b>
</p>
<p class="story">
Once upon a time there were three little sisters; and their names were
<a class="sister" href="http://example.com/elsie" id="link1">
Elsie
</a>
,
<a class="sister" href="http://example.com/lacie" id="link2">
Lacie
</a>
and
<a class="sister" href="http://example.com/tillie" id="link3">
Tillie
</a>
;
and they lived at the bottom of a well.
</p>
<p class="story">
...
</p>
</body>
</html>
In [3]:
soup.title
# <title>The Dormouse's story</title>
soup.title.name
# u'title'
soup.title.string
# u'The Dormouse's story'
soup.title.parent.name
# u'head'
soup.p
# <p class="title"><b>The Dormouse's story</b></p>
soup.p['class']
# u'title'
soup.a
# <a class="sister" href="http://example.com/elsie" id="link1">Elsie</a>
soup.find_all('a')
# [<a class="sister" href="http://example.com/elsie" id="link1">Elsie</a>,
# <a class="sister" href="http://example.com/lacie" id="link2">Lacie</a>,
# <a class="sister" href="http://example.com/tillie" id="link3">Tillie</a>]
soup.find(id="link3")
Out[3]:
<a class="sister" href="http://example.com/tillie" id="link3">Tillie</a>
Your First Web Scraper¶
Let's try the toy first
In [12]:
import requests
from bs4 import BeautifulSoup
# Send a GET request to the webpage
url = 'https://yanfei.site/teaching/'
response = requests.get(url)
soup = BeautifulSoup(response.content, 'html.parser')
print(soup.prettify())
<!DOCTYPE html>
<html class="no-js" lang="en-US">
<head>
<meta charset="utf-8"/>
<meta content="width=device-width" name="viewport"/>
<link href="https://gmpg.org/xfn/11" rel="profile"/>
<link href="https://yanfei.site/xmlrpc.php" rel="pingback"/>
<script>
(function(html){html.className = html.className.replace(/\bno-js\b/,'js')})(document.documentElement);
</script>
<title>
Teaching – Yanfei Kang, Ph.D.
</title>
<meta content="max-image-preview:large" name="robots">
<link href="//yanfei.site" rel="dns-prefetch">
<link href="https://yanfei.site/feed/" rel="alternate" title="Yanfei Kang, Ph.D. » Feed" type="application/rss+xml">
<link href="https://yanfei.site/comments/feed/" rel="alternate" title="Yanfei Kang, Ph.D. » Comments Feed" type="application/rss+xml"/>
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Dr. Yanfei Kang is Associate Professor of Statistics at Beihang University in China. Prior to that, she was Senior R&D Engineer in Big Data Group of Baidu Inc. Yanfei obtained her Ph.D. degree at Monash University in 2014. She worked as a postdoctoral research fellow during 2014 and 2015 at Monash University. Her research interests include time series forecasting, time series visualization, text mining and statistical computing.
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December 30, 2022
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</li>
<li>
<a class="rsswidget" href="https://kllab.org/feature-based-intermittent-demand-forecast-combinations/">
Paper “Feature-based intermittent demand forecast combinations: accuracy and inventory implications” appeared in International Journal of Production Research
</a>
<span class="rss-date">
December 15, 2022
</span>
</li>
<li>
<a class="rsswidget" href="https://kllab.org/new-paper-optimal-reconciliation-with-immutable-forecasts-appeared-in-european-journal-of-operational-researchnew-paper/">
New Paper: “Optimal reconciliation with immutable forecasts” appeared in European Journal of Operational Research
</a>
<span class="rss-date">
November 24, 2022
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<article class="post-11 page type-page status-publish hentry" id="post-11">
<header class="entry-header">
<h1 class="entry-title">
Teaching
</h1>
</header>
<!-- .entry-header -->
<div class="entry-content">
<h2>
Current courses
</h2>
<ul>
<li>
<a href="https://yanfei.site/teaching/as/">
应用统计学
</a>
（大二本科生），2024春，北京航空航天大学
</li>
<li>
<a href="https://yanfei.site/teaching/bde/">
Big Data Essentials
</a>
(undergraduate level), 2024 Spring, Beihang University.
</li>
<li>
<a href="https://yanfei.site/teaching/bf">
Business Forecasting
</a>
(for MBA and MPAcc students), 2024 Spring, Beihang University.
</li>
</ul>
<h2>
Courses in the past
</h2>
<ul>
<li>
<a href="https://yanfei.site/teaching/bsc/">
Bayesian Statistics and Computing
</a>
(undergraduate level), 2023 Autumn, 2023 Spring, 2022 Spring,
<a href="https://yanfei.site/teaching/bsc2021">
2021 Spring
</a>
,
<a href="https://yanfei.site/teaching/bsc2020">
2020 Spring
</a>
, Beihang University.
</li>
<li>
<a href="https://yanfei.site/teaching/as/">
应用统计学
</a>
（大二本科生）, 2023春、2022年春、2021年春、
<a href="https://yanfei.site/teaching/as2">
2020年春
</a>
，北京航空航天大学
</li>
<li>
<a href="https://yanfei.site/teaching/bde/">
Big Data Essentials
</a>
(undergraduate level), 2023 Autumn, 2022 Autumn,
<a href="https://yanfei.site/teaching/bde">
2021 Autumn
</a>
,
<a href="https://yanfei.site/teaching/bde2020/">
2020 Autumn
</a>
,
<a href="https://yanfei.site/teaching/bde2019">
2019 Spring
</a>
, Beihang University.
</li>
<li>
<a href="https://yanfei.site/teaching/bs">
Bayesian Statistics
</a>
(undergraduate level), 2019 Autumn, Beihang University.
</li>
<li>
<a href="https://yanfei.site/teaching/bf">
Business Forecasting
</a>
(for MBA and MPAcc students), 2023 Autumn, 2023 Spring,
<a href="https://yanfei.site/teaching/bf2022/">
2022 Autumn
</a>
,
<a href="https://yanfei.site/teaching/bf2020">
2020 Autumn
</a>
,
<a href="https://yanfei.site/teaching/bf2019">
2019 Autumn
</a>
, Beihang University.
</li>
<li>
<a href="https://yanfei.site/teaching/sc/">
Statistical Computing
</a>
(undergraduate level), 2019 Spring, Beihang University.
</li>
<li>
Generalized Linear Models (undergraduate level), 2018 spring, Beihang University.
</li>
<li>
Advanced Econometrics (Time Series Analysis Part) (graduate level), 2018 spring, Beihang University.
</li>
<li>
Econometrics (for overseas students, undergraduate level), 2017 spring, 2018 spring, Beihang University.
</li>
<li>
<a href="https://yanfei.site/teaching/dpsa/">
Data Processing and Statistical Analysis
</a>
(graduate level), 2017 spring, 2018 spring, 2019 spring, Beihang University.
</li>
<li>
Advanced Engineering Mathematics, Monash University, Australia.
</li>
<li>
Optimisation, Estimation and Numerical Methods, Monash University, Australia.
</li>
</ul>
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<li style="list-style-type: none">
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In [7]:
title = soup.title
print(title.string)
Teaching – Yanfei Kang, Ph.D.
The complete case¶
In [1]:
import requests
from bs4 import BeautifulSoup
html = requests.get('https://yanfei.site/teaching/')
bs = BeautifulSoup(html.content, 'html.parser')
nameList = bs.findAll('div', {'class':'content-area'})
for name in nameList:
print(name.get_text())
Teaching Current courses 应用统计学（大二本科生），2024春，北京航空航天大学 Big Data Essentials (undergraduate level), 2024 Spring, Beihang University. Business Forecasting (for MBA and MPAcc students), 2024 Spring, Beihang University. Courses in the past Bayesian Statistics and Computing (undergraduate level), 2023 Autumn, 2023 Spring, 2022 Spring, 2021 Spring, 2020 Spring, Beihang University. 应用统计学（大二本科生）, 2023春、2022年春、2021年春、2020年春，北京航空航天大学 Big Data Essentials (undergraduate level), 2023 Autumn, 2022 Autumn, 2021 Autumn, 2020 Autumn, 2019 Spring, Beihang University. Bayesian Statistics (undergraduate level), 2019 Autumn, Beihang University. Business Forecasting (for MBA and MPAcc students), 2023 Autumn, 2023 Spring, 2022 Autumn, 2020 Autumn, 2019 Autumn, Beihang University. Statistical Computing (undergraduate level), 2019 Spring, Beihang University. Generalized Linear Models (undergraduate level), 2018 spring, Beihang University. Advanced Econometrics (Time Series Analysis Part) (graduate level), 2018 spring, Beihang University. Econometrics (for overseas students, undergraduate level), 2017 spring, 2018 spring, Beihang University. Data Processing and Statistical Analysis (graduate level), 2017 spring, 2018 spring, 2019 spring, Beihang University. Advanced Engineering Mathematics, Monash University, Australia. Optimisation, Estimation and Numerical Methods, Monash University, Australia.
Web Scraping with BeautifulSoup¶
- Let's start with this page: https://guba.eastmoney.com/list,600006.html
In [9]:
#! /usr/bin/env python3
import requests
from bs4 import BeautifulSoup
href = 'https://guba.eastmoney.com/list,600006.html'
# Telling the server that the request is coming from a browser using Firefox version 5.0.
# headers = {'user-agent': 'Mozilla/5.0'}
headers = {'user-agent': 'Safari/15.0'}
html = requests.get(href, headers = headers)
soup = BeautifulSoup(html.content, 'html.parser')
print(soup.prettify())
<!DOCTYPE html>
<html lang="en">
<meta charset="utf-8"/>
<head>
<meta content="pj, render at 2024-03-21 09:12:32" name="env"/>
<meta content="IE=edge,chrome=1" http-equiv="X-UA-Compatible"/>
<meta content="webkit" name="renderer"/>
<meta charset="utf-8"/>
<link href="//gbfek.dfcfw.com/project/guba2022/img/favicon.ico" rel="icon"/>
<title>
东风汽车(600006)股吧_东风汽车怎么样_分析讨论社区—东方财富网
</title>
<meta content="东风汽车股吧,600006股吧,东风汽车怎么样,东风汽车分析" name="keywords"/>
<meta content="东风汽车(600006)股吧，股民朋友可以在这里畅所欲言，分析讨论股票名的最新动态。东方财富股吧，专业的股票论坛社区。" name="description"/>
<meta content="" name="mobile-agent"/>
<link href="" rel="canonical"/>
<base target="_blank"/>
<script>
window.shimingOption = 2;
</script>
<script src="//gbfek.dfcfw.com/project/guba/modules/h5Adaptation.js?r=6">
</script>
<img id="weixin-share" src="//cmsjs.eastmoney.com/common/weixin-share.png" style="position:absolute;height:0px;width:0px;left:-10000px"/>
</head>
<base target="_blank"/>
<link href="//gbfek.dfcfw.com/deploy/fd_guba_web2022/work/list.css" rel="stylesheet"/>
<body>
<div class="listpage" id="pageContent">
<div id="menu">
</div>
<div id="top">
<div id="search">
<div class="skeleton">
<div class="container h68">
</div>
</div>
<div class="skeleton" style="margin-top:10px">
<div class="container h68">
<div class="square w40 h40">
</div>
</div>
</div>
</div>
<div id="hotlist">
<div class="stock-head">
</div>
</div>
</div>
<div class="cl" id="middle">
<div class="cl" id="left">
<div id="mainlist">
<div class="table_list">
<div class="table_header cl">
<ul class="hd_left fl cl">
<li class="tab_item active">
<a href="" target="_self">
全部
</a>
</li>
<li class="tab_item">
<a href="" target="_self">
热门
</a>
</li>
<li class="tab_item">
<a href="" target="_self">
资讯
</a>
</li>
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<a href="" target="_self">
公告
</a>
</li>
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<a href="" target="_self">
研报
</a>
</li>
<li class="tab_item">
<a href="" target="_self">
问董秘
</a>
</li>
<li class="tab_item">
<a href="" target="_self">
视频
</a>
</li>
</ul>
<div class="hd_right fr cl">
<ul class="tab_switch fl cl">
<li class="default_list on">
列表
</li>
<li class="abs_list">
摘要
</li>
</ul>
<div class="fastpost fl">
<div class="fastpost_btn">
发新帖
</div>
<ul class="post_slide clearfix">
<li class="slide_post">
发表新帖
</li>
<li class="slide_wdm">
问董秘
</li>
<li class="slide_dg">
发起斗股
</li>
</ul>
</div>
</div>
</div>
<div class="listsort cl">
<ul class="sort fl" style="display:block">
<li class="on">
<a href="">
最新评论
</a>
</li>
<li>
<a href="">
最新发帖
</a>
</li>
</ul>
<div class="search_result fl" style="display:none">
<span>
找到关于“
<span class="orange">
</span>
”的结果共
<span class="orange">
0
</span>
条
</span>
<span class="searchback orange">
返回
</span>
</div>
<div class="searchbox">
<input class="list_search" placeholder="搜索该股票相关信息" type="text"/>
</div>
</div>
<ul class="tab_content">
<li class="defaultlist" style="display:block">
<table class="default_list">
<thead class="listhead">
<tr>
<td>
<div>
阅读
</div>
</td>
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<div>
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</div>
</td>
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</div>
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</div>
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<td>
<div>
最后更新
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</td>
</tr>
</thead>
<tbody class="listbody">
<tr class="listitem">
<td>
<div class="read">
3857
</div>
</td>
<td>
<div class="reply">
12
</div>
</td>
<td>
<div class="title">
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东风汽车:东风汽车股份有限公司股票交易异常波动公告
</a>
</div>
</td>
<td>
<div class="author">
<a href="//i.eastmoney.com/7467113638897892">
东风汽车资讯
</a>
</div>
</td>
<td>
<div class="update">
03-19 07:32
</div>
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48
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开盘跑不跑？？？
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活力的大飞锅
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炒手乐哥A
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03-21 06:03
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都认为今天要做头了，真的么。
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温情的吴顺昊1
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恭喜车上的股民，明天开始数板，我拔网线拍大腿[呲牙][呲牙][呲牙][呲牙]。
</a>
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</td>
<td>
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<a href="//i.eastmoney.com/6127346588500228">
最强00000000
</a>
</div>
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<td>
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03-20 10:53
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2829
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AI手机，应用端还能上，因赛集团，蔚蓝锂芯，东安动力，引力传媒，东风汽车，格林美，欧菲光，福蓉科技，盘前策略
</a>
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<a href="//i.eastmoney.com/2972113995563472">
新作阿甘A
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03-21 06:08
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1361
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给大家带来一个新质概念的话题——新质概念关注龙头东风汽车。东风汽车作为国内汽车行业的领军企业，一直致力于技术创新和品质提升，不断
</a>
</div>
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<a href="//i.eastmoney.com/7498326304100688">
股帮龙
</a>
</div>
</td>
<td>
<div class="update">
03-20 11:29
</div>
</td>
</tr>
<tr class="listitem">
<td>
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214
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<a data-postid="1409892983" data-posttype="0" href="/news,600006,1409892983.html">
要重组起飞了！28元见！
</a>
</div>
</td>
<td>
<div class="author">
<a href="//i.eastmoney.com/9853094207358018">
发了啦
</a>
</div>
</td>
<td>
<div class="update">
03-21 08:01
</div>
</td>
</tr>
<tr class="listitem">
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1
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<a data-postid="1409906277" data-posttype="0" href="/news,600006,1409906277.html">
尿性一点，直接板一个月给其他股做个表率
</a>
</div>
</td>
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<a href="//i.eastmoney.com/4638026969998912">
股友25Y1v77568
</a>
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<div class="update">
03-21 09:09
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3334
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</a>
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<a href="//i.eastmoney.com/9598013344721232">
趋势老顾
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<div class="update">
03-21 12:46
</div>
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75
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今天比谁盘的快，哈哈哈
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<a href="//i.eastmoney.com/9585345522857030">
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<a href="//i.eastmoney.com/4330094412364794">
小家伙好4000
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1794
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格隆汇
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东风凭借力，送我上青云！
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知行合一的温晨光
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东风，东风，东风汽车引爆央企重估！
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我上午9.30分约了晓婷打台球，没空看盘，东风汽车涨停的时候兄弟们@我一下！
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黄河路营业部
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东风汽车：融资余额7.52亿元，创近一年新高（03-20）
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这个走势不简单
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逐鹿大北交股2
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来个一字涨停，才能带动经济！！！！
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攻守兼备Y回马枪
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到尾盘才涨停，已经没仓位给你了
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人定胜天事在人为
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东风汽车资讯
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康桥之夜6012
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03-21 06:51
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恭喜持有东风汽车的股民，现价一股东风汽车股票卖出可以买回港股东风集团三股，也就是
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股友vHPbHE
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股友1R250512X1
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大佬们，请你们透露一下东风汽车今天是利多还是利空呀？谢谢！
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基民8juPLz
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03-21 03:53
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东风汽车
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理财起家
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03-20 08:29
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盘子太大，直接封板不现实，还得上下反复起落
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诚恳的钱伟涛
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手上有活
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大盘如期修复、反弹持续! 福蓉科技、工业富联、东风汽车
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炒手乐哥A
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今天要砸盘，好大一碗面
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小基友001
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不懂就问，东风快递，东风汽车是不是一家的[微笑]
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股海沉浮16888
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03-20 08:42
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今天必有大动作！
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股友A71Q572582
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必有大动作
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股友A71Q572582
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东风汽车(600006.SH)：不涉及飞行汽车相关业务
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格隆汇
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东风汽车加速转型升级 挑战全年目标销量320万辆
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经济观察报
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4.12号年报，东风卡车是亏损企业嘛？
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东财网友1314513802684474
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无语中[大哭]
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富暴4202
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10元是个目标，早在我预计中
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03-21 02:26
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咋都上不了龙虎榜？
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03-21 12:06
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2048
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<a data-postid="1409832866" data-posttype="0" href="/news,600006,1409832866.html">
明天可能东风汽车开盘一字板了如果一字板后天开始连板概率就大了。本来就是妖股了，叠
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href="//caifuhao.eastmoney.com/news/20240320180559923730600">东风凭借力，送我上青云！</a></div></td><td><div class="author"><a href="//i.eastmoney.com/1640094364930934">知行合一的温晨光</a></div></td><td><div class="update">03-20 06:05</div></td></tr>, <tr class="listitem"><td><div class="read">3086</div></td><td><div class="reply">10</div></td><td><div class="title"><a data-postid="1409796293" data-posttype="20" href="//caifuhao.eastmoney.com/news/20240320175041825026520">东风，东风，东风汽车引爆央企重估！</a></div></td><td><div class="author"><a href="//i.eastmoney.com/7056355900248620">上善财经深度研究</a></div></td><td><div class="update">03-20 05:50</div></td></tr>, <tr class="listitem"><td><div class="read">96</div></td><td><div class="reply">0</div></td><td><div class="title"><a data-postid="1409892992" data-posttype="0" href="/news,600006,1409892992.html">我上午9.30分约了晓婷打台球，没空看盘，东风汽车涨停的时候兄弟们@我一下！</a></div></td><td><div class="author"><a href="//i.eastmoney.com/1620013233065970">黄河路营业部</a></div></td><td><div class="update">03-21 08:02</div></td></tr>, <tr class="listitem"><td><div class="read">145</div></td><td><div class="reply">0</div></td><td><div class="title"><a data-postid="1409891323" data-posttype="1" href="/news,600006,1409891323.html">东风汽车：融资余额7.52亿元，创近一年新高（03-20）</a></div></td><td><div class="author"><a href="//i.eastmoney.com/7467113638897892">东风汽车资讯</a></div></td><td><div class="update">03-21 07:50</div></td></tr>, <tr class="listitem"><td><div class="read">80</div></td><td><div class="reply">0</div></td><td><div class="title"><a data-postid="1409890744" data-posttype="0" href="/news,600006,1409890744.html">这个走势不简单</a></div></td><td><div class="author"><a href="//i.eastmoney.com/6106376432563058">逐鹿大北交股2</a></div></td><td><div class="update">03-21 07:45</div></td></tr>, <tr class="listitem"><td><div class="read">142</div></td><td><div class="reply">0</div></td><td><div class="title"><a data-postid="1409890523" data-posttype="0" href="/news,600006,1409890523.html">来个一字涨停，才能带动经济！！！！</a></div></td><td><div class="author"><a href="//i.eastmoney.com/9494094561973982">攻守兼备Y回马枪</a></div></td><td><div class="update">03-21 07:43</div></td></tr>, <tr class="listitem"><td><div class="read">162</div></td><td><div class="reply">0</div></td><td><div class="title"><a data-postid="1409888227" data-posttype="0" href="/news,600006,1409888227.html">东风汽车虽然有13万股东，但在股吧的热度始终进不了前5，对我们来说是好消息，越冷</a></div></td><td><div class="author"><a href="//i.eastmoney.com/1620013233065970">黄河路营业部</a></div></td><td><div class="update">03-21 07:28</div></td></tr>, <tr class="listitem"><td><div class="read">205</div></td><td><div class="reply">1</div></td><td><div class="title"><a data-postid="1409852634" data-posttype="0" href="/news,600006,1409852634.html">到尾盘才涨停，已经没仓位给你了</a></div></td><td><div class="author"><a href="//i.eastmoney.com/6154395675663284">人定胜天事在人为</a></div></td><td><div class="update">03-20 10:21</div></td></tr>, <tr 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href="//i.eastmoney.com/4754326364705912">理财起家</a></div></td><td><div class="update">03-20 08:29</div></td></tr>, <tr class="listitem"><td><div class="read">129</div></td><td><div class="reply">0</div></td><td><div class="title"><a data-postid="1409884526" data-posttype="0" href="/news,600006,1409884526.html">盘子太大，直接封板不现实，还得上下反复起落</a></div></td><td><div class="author"><a href="//i.eastmoney.com/4769376349007798">诚恳的钱伟涛</a></div></td><td><div class="update">03-21 06:41</div></td></tr>, <tr class="listitem"><td><div class="read">213</div></td><td><div class="reply">0</div></td><td><div class="title"><a data-postid="1409882359" data-posttype="0" href="/news,600006,1409882359.html">呃，拉萨拉萨，满地找牙</a></div></td><td><div class="author"><a href="//i.eastmoney.com/2438346244945364">手上有活</a></div></td><td><div class="update">03-21 06:02</div></td></tr>, <tr class="listitem"><td><div class="read">1934</div></td><td><div class="reply">16</div></td><td><div class="title"><a data-postid="1409778900" 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In [11]:
import csv
gubaData = open("data/gubaData.csv", 'w')
csv_writer = csv.writer(gubaData, delimiter="\001")
for tr in trs:
# post read
readno = tr.find('div', {"class": "read"}).get_text().strip()
# post reply
replyno = tr.find('div', {"class": "reply"}).get_text().strip()
# post title
titleinfo = tr.find('div', {"class": "title"})
# title
title = titleinfo.find('a').get_text().strip()
# post url
url = titleinfo.find('a')['href']
# post author
author = tr.find('div', {"class": "author"}).find('a').get_text().strip()
# Time
time = tr.find('div', {"class": "update"}).get_text().strip()
print([readno, replyno, title, url, author, time])
csv_writer.writerow([readno, replyno, title, url, author, time])
newsData.close()
['3857', '12', '东风汽车:东风汽车股份有限公司股票交易异常波动公告', '/news,600006,1409355063.html', '东风汽车资讯', '03-19 07:32'] ['48', '2', '开盘跑不跑？？？', '/news,600006,1409898109.html', '活力的大飞锅', '03-21 08:37'] ['11284', '51', '新的概念（Kimi）来了，它能否持续，今日很关键、中文在线、福蓉科技、科大讯飞、工业富联、万丰奥威、东风汽车、欧菲光', '//caifuhao.eastmoney.com/news/20240321060348480515560', '炒手乐哥A', '03-21 06:03'] ['68', '3', '都认为今天要做头了，真的么。', '/news,600006,1409898967.html', '温情的吴顺昊1', '03-21 08:42'] ['132', '1', '恭喜车上的股民，明天开始数板，我拔网线拍大腿[呲牙][呲牙][呲牙][呲牙]。', '/news,600006,1409858792.html', '最强00000000', '03-20 10:53'] ['2829', '17', 'AI手机，应用端还能上，因赛集团，蔚蓝锂芯，东安动力，引力传媒，东风汽车，格林美，欧菲光，福蓉科技，盘前策略', '//caifuhao.eastmoney.com/news/20240320234507109741960', '新作阿甘A', '03-21 06:08'] ['1361', '2', '给大家带来一个新质概念的话题——新质概念关注龙头东风汽车。东风汽车作为国内汽车行业的领军企业，一直致力于技术创新和品质提升，不断', '//caifuhao.eastmoney.com/news/20240320232907159314920', '股帮龙', '03-20 11:29'] ['214', '3', '要重组起飞了！28元见！', '/news,600006,1409892983.html', '发了啦', '03-21 08:01'] ['1', '0', '尿性一点，直接板一个月给其他股做个表率', '/news,600006,1409906277.html', '股友25Y1v77568', '03-21 09:09'] ['3334', '35', '低空经济的四川九洲有望加速，东风汽车、福蓉科技或将面临分歧', '//caifuhao.eastmoney.com/news/20240321004651811411280', '趋势老顾', '03-21 12:46'] ['75', '4', '今天比谁盘的快，哈哈哈', '/news,600006,1409902717.html', '周包周五见', '03-21 08:56'] ['29', '1', '东东，别这样，还不是时侯[捂脸]', '/news,600006,1409713327.html', '最强00000000', '03-20 02:19'] ['1306', '2', '3100点有望。工业富联、万丰奥威、欧菲光、中文在线、福蓉科技、科大讯飞、东风汽车', '//caifuhao.eastmoney.com/news/20240321061319330078170', '炒手乐哥', '03-21 08:13'] ['46', '1', '今天开盘涨的话又得套牢一批人 主力出货 继续下行盘整 这个主力很狡猾', '/news,600006,1409904417.html', '小家伙好4000', '03-21 09:02'] ['1794', '13', '4天3个涨停板！前几天进入，没想到走的这么强！汽车板块龙头！能走出连板行情，实在', '/news,600006,1409836435.html', '财富捉妖龙哥', '03-20 09:08'] ['72', '2', '国家强力推动中部崛起，利好中部核心企业东风汽车！', '/news,600006,1409899993.html', '大发广进地李寻欢', '03-21 08:46'] ['371', '1', '从四川九洲，东风汽车看超级大量和N型战法共振的威力', '//caifuhao.eastmoney.com/news/20240320185333544217510', '大海深处', '03-20 06:53'] ['14', '0', '$东风汽车(SH600006)$', '/news,600006,1409905198.html', '挣够十万就退休', '03-21 09:05'] ['1121', '15', '东安动力，福蓉科技昨日双板，引力传媒，因赛集团，蔚蓝锂芯，盘前策略，东风汽车，格林美，欧菲光，今日何去何从', '//caifuhao.eastmoney.com/news/20240321070138065041590', '新作阿甘', '03-21 07:01'] ['921', '26', '看邻居提了梦想家，给我来四个涨停板，马上我买一辆梦想家，立贴为证！', '/news,600006,1406130205.html', '辛勤工作de雪雁', '03-10 06:26'] ['827', '8', '东风汽车03月20日被沪股通减持768.12万股', '/news,600006,1409877290.html', '东风汽车资讯', '03-21 03:54'] ['738', '1', '3月21号周四，大概率继续强势的龙头！九安医疗，东风汽车，四川九洲。（1）九安医', '//caifuhao.eastmoney.com/news/20240321085041566531460', '大奇先知', '03-21 08:50'] ['921', '19', '自动驾驶，鸿蒙系统，飞行汽车，固态电池，英伟达芯片都有', '/news,601238,1409644643.html', '基因生物', '03-20 01:06'] ['5931', '17', '明日变盘，看他们三决定大盘走势。', '//caifuhao.eastmoney.com/news/20240320154808032515010', '烟竹yyds', '03-20 03:48'] ['8250', '54', '东风汽车（600006）尾盘突袭上板，明日周四怎么操作？', '//caifuhao.eastmoney.com/news/20240320155534841707430', '昆仑真人', '03-20 03:55'] ['48', '1', '能上十五全部清光', '/news,600006,1409893833.html', '股友GCPtTJ', '03-21 08:08'] ['28', '0', '转发', '/news,600006,1409902240.html', '打发沙发啊', '03-21 08:55'] ['136', '1', '昨天增加了1.5亿融资，可见主力动用了大笔杠杆，而外资减仓700多万股，预计今天', '/news,600006,1409898587.html', '东山再起998', '03-21 08:40'] ['881', '13', '大盘兵临年线，牛熊分水岭何去何从？', '//caifuhao.eastmoney.com/news/20240321070046265520670', '乐投日记', '03-21 07:00'] ['245', '0', '尾盘转一致拉涨停，今天必须半个小时之内强势上涨百分之五以上，不出现大尖顶就还能进', '/news,600006,1409900942.html', '牛股半仙', '03-21 08:50'] ['71', '0', '东风集团股份（00489.HK）旗下神龙汽车有限公司新增一则股权冻结信息，股权被', '/news,600006,1409900589.html', '艰苦的何灿怡4', '03-21 08:48'] ['38', '0', '这波最高到15.3，标记一下，回头来看', '/news,600006,1409900575.html', '股友HkzxaM', '03-21 08:48'] ['88', '2', '两市融资余额连续9日增加，累计490.12亿元（03-20）', '/news,603963,1409898401.html', '数据快报', '03-21 08:39'] ['4102', '7', '多重利好加持，汽车产业链个股大涨，机构：供需两端共振可期', '/news,600213,1409579139.html', '亚星客车资讯', '03-20 10:56'] ['27', '0', '中部崛起怎么能少了央企作用', '/news,600006,1409900299.html', '天宇魂', '03-21 08:47'] ['950', '8', '下午开盘跌破开盘价的人时候本来想全部卖出底仓，点成全部买入了！这个乌龙大肉也是莫', '/news,600006,1409797901.html', '原麦山丘', '03-20 05:59'] ['224', '5', '恭喜相信我的又拿下一板', '/news,600006,1409742248.html', '股市伯乐', '03-20 02:50'] ['203', '3', '涨跌不重要了，这股庄家太会玩，玩不过他，昨天清仓就发现了，在他这我这操作习惯赚不', '/news,600006,1409894087.html', '易初始素元', '03-21 08:09'] ['37', '1', '$东风汽车(SH600006)$', '/news,600006,1409898245.html', '财运腾达得莱文狄', '03-21 08:38'] ['404', '4', '东风汽车：区区川渝小儿赛力斯仅仅靠攀附竟然窜到近1400亿市值，我堂堂王牌央企仅', '//caifuhao.eastmoney.com/news/20240321075336525328720', '十二金钗', '03-21 07:53'] ['487', '7', '今天板定了，我失眠了[哭]', '/news,600006,1409886371.html', '最强00000000', '03-21 07:07'] ['2286', '18', '2024年3月20号复盘记录', '//caifuhao.eastmoney.com/news/20240320194639347819760', '方展博丨大奇迹日', '03-20 07:46'] ['26', '0', '吃了点肉，希望车上的大家都赚大钱[上涨][上涨][上涨]', '/news,600006,1409898577.html', '卜度圣', '03-21 08:40'] ['210', '9', '好郁闷，成本价被洗出来了。今天又板8.32了[大哭]', '/news,600006,1408608503.html', '孤独与美', '03-18 10:08'] ['2855', '17', '跟着感觉走', '//caifuhao.eastmoney.com/news/20240320193625048178000', '牙齿都掉了', '03-20 07:36'] ['422', '1', '庄家擅长骗术，面对那些熟知技术分析的投资者，庄家精心的为这批人打造了一个陷阱，今', '//caifuhao.eastmoney.com/news/20240321074815461725730', '赵灵儿笔记', '03-21 07:48'] ['46', '0', '拉尾盘，非奸即盗。今天低开低走。', '/news,600006,1409898150.html', '招财如意de猫', '03-21 08:37'] ['137', '1', '最少还有20个板，坐稳扶好', '/news,600006,1409888702.html', '星星之火燎原', '03-21 07:33'] ['163', '2', '今天继续涨停', '/news,600006,1409883454.html', '石破天惊震撼', '03-21 06:23'] ['1017', '1', '东风汽车(600006.SH)：主营业务未发生重大变化，生产经营活动正常', '//caifuhao.eastmoney.com/news/20240320235607036422750', '格隆汇', '03-20 11:56'] ['1921', '31', '东风凭借力，送我上青云！', '//caifuhao.eastmoney.com/news/20240320180559923730600', '知行合一的温晨光', '03-20 06:05'] ['3086', '10', '东风，东风，东风汽车引爆央企重估！', '//caifuhao.eastmoney.com/news/20240320175041825026520', '上善财经深度研究', '03-20 05:50'] ['96', '0', '我上午9.30分约了晓婷打台球，没空看盘，东风汽车涨停的时候兄弟们@我一下！', '/news,600006,1409892992.html', '黄河路营业部', '03-21 08:02'] ['145', '0', '东风汽车：融资余额7.52亿元，创近一年新高（03-20）', '/news,600006,1409891323.html', '东风汽车资讯', '03-21 07:50'] ['80', '0', '这个走势不简单', '/news,600006,1409890744.html', '逐鹿大北交股2', '03-21 07:45'] ['142', '0', '来个一字涨停，才能带动经济！！！！', '/news,600006,1409890523.html', '攻守兼备Y回马枪', '03-21 07:43'] ['162', '0', '东风汽车虽然有13万股东，但在股吧的热度始终进不了前5，对我们来说是好消息，越冷', '/news,600006,1409888227.html', '黄河路营业部', '03-21 07:28'] ['205', '1', '到尾盘才涨停，已经没仓位给你了', '/news,600006,1409852634.html', '人定胜天事在人为', '03-20 10:21'] ['1000', '38', '兄弟们，，砸盘啊，，，一起砸盘啊。。。[看空][下跌][下跌][下跌]', '/news,600006,1393882839.html', '狮子偶像', '01-23 12:22'] ['1989', '42', '游资小鳄鱼要来拉板了，，，[上涨][上涨][上涨]', '/news,600006,1403177891.html', '狮子偶像', '02-29 03:42'] ['4266', '50', '东风汽车录得4天3板', '/news,600006,1409759185.html', '东风汽车资讯', '03-20 03:16'] ['168', '0', '这个们不能再来个板[呲牙]', '/news,600006,1409885177.html', '康桥之夜6012', '03-21 06:51'] ['1030', '3', '恭喜持有东风汽车的股民，现价一股东风汽车股票卖出可以买回港股东风集团三股，也就是', '/news,600006,1409864225.html', '股友vHPbHE', '03-20 11:24'] ['198', '0', '昨天挂了两次9.18，最后都撤单了。，结果证明是对的。没有把握就不做T了，东风汽', '/news,600006,1409884695.html', '股友1R250512X1', '03-21 06:43'] ['177', '1', '大佬们，请你们透露一下东风汽车今天是利多还是利空呀？谢谢！', '/news,600006,1409877247.html', '基民8juPLz', '03-21 03:53'] ['3874', '4', '东风汽车', '//caifuhao.eastmoney.com/news/20240320202924345716750', '理财起家', '03-20 08:29'] ['129', '0', '盘子太大，直接封板不现实，还得上下反复起落', '/news,600006,1409884526.html', '诚恳的钱伟涛', '03-21 06:41'] ['213', '0', '呃，拉萨拉萨，满地找牙', '/news,600006,1409882359.html', '手上有活', '03-21 06:02'] ['1934', '16', '大盘如期修复、反弹持续! 福蓉科技、工业富联、东风汽车', '//caifuhao.eastmoney.com/news/20240320163152705153720', '炒手乐哥A', '03-20 04:31'] ['146', '1', '今天要砸盘，好大一碗面', '/news,600006,1409881918.html', '小基友001', '03-21 05:51'] ['189', '2', '不懂就问，东风快递，东风汽车是不是一家的[微笑]', '/news,600006,1409830265.html', '股海沉浮16888', '03-20 08:42'] ['54', '1', '今天必有大动作！', '/news,600006,1409881133.html', '股友A71Q572582', '03-21 05:31'] ['92', '0', '必有大动作', '/news,600006,1409881148.html', '股友A71Q572582', '03-21 05:31'] ['968', '4', '东风汽车(600006.SH)：不涉及飞行汽车相关业务', '//caifuhao.eastmoney.com/news/20240320190602882444400', '格隆汇', '03-20 07:06'] ['1873', '6', '东风汽车加速转型升级 挑战全年目标销量320万辆', '//caifuhao.eastmoney.com/news/20240320192728354223150', '经济观察报', '03-20 07:27'] ['248', '0', '4.12号年报，东风卡车是亏损企业嘛？', '/news,600006,1409877230.html', '东财网友1314513802684474', '03-21 03:52'] ['272', '2', '无语中[大哭]', '/news,600006,1409869331.html', '富暴4202', '03-21 12:03'] ['235', '0', '10元是个目标，早在我预计中', '/news,600006,1409875491.html', '股友1L7000R199', '03-21 02:26'] ['409', '3', '咋都上不了龙虎榜？', '/news,600006,1409869636.html', '左侧躺右侧立', '03-21 12:06'] ['2048', '15', '明天可能东风汽车开盘一字板了如果一字板后天开始连板概率就大了。本来就是妖股了，叠', '/news,600006,1409832866.html', '中兴见投', '03-20 08:52']
--------------------------------------------------------------------------- NameError Traceback (most recent call last) Cell In[11], line 22 20 print([readno, replyno, title, url, author, time]) 21 csv_writer.writerow([readno, replyno, title, url, author, time]) ---> 22 newsData.close() NameError: name 'newsData' is not defined
Tools for web scraping with Python¶
scrapy: an open source and collaborative framework for extracting the data you need from websites.selenium: Selenium WebDriver is created for browser automation, it can be easily used for scraping data from the web. Selenium is to select and navigate the components of a website that are non-static and need to be clicked or chosen from drop-down menus.