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  • 数据结构化与保存

    import requests
    import re
    import pandas
    from bs4 import BeautifulSoup
    from datetime import datetime
    
    # 1. 将新闻的正文内容保存到文本文件。
    def writeNewsDetail(content):
        f = open('gzccNews.txt', 'a',encoding='utf-8')
        f.write(content)
        f.close()
    # 2. 将新闻数据结构化为字典的列
    def getClickCount(newsUrl):
        newsId = re.search('\_(.*).html', newsUrl).group(1).split('/')[-1]
        clickUrl = "http://oa.gzcc.cn/api.php?op=count&id={}&modelid=80".format(newsId)
        return(int(requests.get(clickUrl).text.split('.html')[-1].lstrip("('").rstrip("');")))
    
    def getNewDetail(newsUrl):
        resd = requests.get(newsUrl)
        resd.encoding = 'utf-8'
        soupd = BeautifulSoup(resd.text, 'html.parser')
        news = {}
        news['title']=soupd.select('.show-title')[0].text
        info = soupd.select('.show-info')[0].text
        news['dt'] = datetime.strptime(info.lstrip('发布时间')[1:20], '%Y-%m-%d %H:%M:%S')
        if info.find('来源:') > 0:
            news['source'] = info[info.find('来源:'):].split()[0].lstrip('来源:')
        else:
            news['source'] = 'none'
        news['content'] = soupd.select('.show-content')[0].text.strip()
        news['click'] = getClickCount(newsUrl)
        news['newsUrl'] = newsUrl
        return (news)
    
    
    def getListPage(pageUrl):
        res = requests.get(pageUrl)
        res.encoding = 'utf-8'
        soup = BeautifulSoup(res.text, 'html.parser')
        newsList = []
        for news in soup.select('li'):
            if len(news.select('.news-list-title')) > 0:
                newsUrl = news.select('a')[0].attrs['href'] #链接
                newsList.append(getNewDetail(newsUrl))
        return (newsList)
    
    def getPageN():  # 新闻列表页的总页数
        res = requests.get('http://news.gzcc.cn/html/xiaoyuanxinwen/')
        res.encoding = 'utf-8'
        soup = BeautifulSoup(res.text, 'html.parser')
        n = int(soup.select('.a1')[0].text.rstrip('条'))
        return (n // 10 + 1)
    
    newsTotal = []
    fristPageUrl = 'http://news.gzcc.cn/html/xiaoyuanxinwen/'
    newsTotal.extend(getListPage(fristPageUrl))
    
    n = getPageN()
    for i in range(n,n+1):
        listPageUrl = 'http://news.gzcc.cn/html/xiaoyuanxinwen/{}.html'.format(i)
        newsTotal.extend(getListPage(listPageUrl))
    
    # 3. 安装pandas,用pandas.DataFrame(newstotal),创建一个DataFrame对象df.
    df = pandas.DataFrame(newsTotal)
    # 4. 通过df将提取的数据保存到csv或excel 文件。
    df.to_excel('416.xlsx')
    
    # 5. 用pandas提供的函数和方法进行数据分析:
    print(df[['click','title','source']].head(6))
    print(df[(df['source'] == '学校综合办') | (df['click']>3000) ])
    sourcelist = ['国际学院','学生工作处']
    print(df[df['source'].isin(sourcelist)])
    

      

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  • 原文地址:https://www.cnblogs.com/18128319239F/p/8858650.html
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