网页新闻抓取(如何通过Python爬虫按关键词抓取相关的新闻(图) )
优采云 发布时间: 2022-04-17 18:00网页新闻抓取(如何通过Python爬虫按关键词抓取相关的新闻(图)
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输入 网站
现在各大网站的反爬机制可以说是疯了,比如大众点评的字符加密、微博的登录验证等等。相比之下,新闻网站的反爬机制@> 稍微弱一些。那么今天就以新浪新闻为例,分析一下如何通过Python爬虫按关键词抓取相关新闻。首先,如果你直接从新闻中搜索,你会发现它的内容最多显示20页,所以我们必须从新浪首页搜索,这样就没有页数限制。
网页结构分析
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进入新浪网,进行关键词搜索后,发现无论怎么翻页,URL都不会改变,但页面内容却更新了。我的经验告诉我这是通过ajax完成的,所以我把新浪的页面代码拿下来看了看。看。显然,每次翻页都是通过点击a标签向一个地址发送请求,如果你把这个地址直接放到浏览器的地址栏,然后回车:
那么恭喜,收到错误,仔细查看html的onclick,发现调用了一个叫getNewsData的函数,于是在相关的js文件中查找这个函数,可以看到它是在每次ajax请求之前构造的请求的url使用,使用get请求,返回数据格式为jsonp(跨域)。所以我们只需要模仿它的请求格式来获取数据。
var loopnum = 0;function getNewsData(url){var oldurl = url;if(!key){<br /> $("#result").html("无搜索热词");return false;<br /> }if(!url){<br /> url = 'https://interface.sina.cn/homepage/search.d.json?q='+encodeURIComponent(key);<br /> }var stime = getStartDay();var etime = getEndDay();<br /> url +='&stime='+stime+'&etime='+etime+'&sort=rel&highlight=1&num=10&ie=utf-8'; //'&from=sina_index_hot_words&sort=time&highlight=1&num=10&ie=utf-8';<br /> $.ajax({type: 'GET',dataType: 'jsonp',cache : false,url:url,success: //回调函数太长了就不写了<br /> })
发送请求
import requests<br />headers = {"User-Agent": "Mozilla/5.0 (Windows NT 10.0; Win64; x64; rv:74.0) Gecko/20100101 Firefox/74.0",<br />}<br />params = {"t":"","q":"旅游","pf":"0","ps":"0","page":"1","stime":"2019-03-30","etime":"2020-03-31","sort":"rel","highlight":"1","num":"10","ie":"utf-8"<br />}<br />response = requests.get("https://interface.sina.cn/homepage/search.d.json?", params=params, headers=headers)<br />print(response)
这次使用requests库,构造相同的url,发送请求。收到的结果是一个冷的 403Forbidden:
所以回到 网站 看看出了什么问题
从开发工具中找到返回的json文件,查看请求头,发现它的请求头有一个cookie,所以在构造头的时候,我们直接复制它的请求头即可。再次运行,response200!剩下的很简单,只需解析返回的数据,写入Excel即可。
完整代码
import requestsimport jsonimport xlwtdef getData(page, news):<br /> headers = {"Host": "interface.sina.cn","User-Agent": "Mozilla/5.0 (Windows NT 10.0; Win64; x64; rv:74.0) Gecko/20100101 Firefox/74.0","Accept": "*/*","Accept-Language": "zh-CN,zh;q=0.8,zh-TW;q=0.7,zh-HK;q=0.5,en-US;q=0.3,en;q=0.2","Accept-Encoding": "gzip, deflate, br","Connection": "keep-alive","Referer": r"http://www.sina.com.cn/mid/search.shtml?range=all&c=news&q=%E6%97%85%E6%B8%B8&from=home&ie=utf-8","Cookie": "ustat=__172.16.93.31_1580710312_0.68442000; genTime=1580710312; vt=99; Apache=9855012519393.69.1585552043971; SINAGLOBAL=9855012519393.69.1585552043971; ULV=1585552043972:1:1:1:9855012519393.69.1585552043971:; historyRecord={'href':'https://news.sina.cn/','refer':'https://sina.cn/'}; SMART=0; dfz_loc=gd-default","TE": "Trailers"<br /> }<br /> params = {"t":"","q":"旅游","pf":"0","ps":"0","page":page,"stime":"2019-03-30","etime":"2020-03-31","sort":"rel","highlight":"1","num":"10","ie":"utf-8"<br /> }<br /> response = requests.get("https://interface.sina.cn/homepage/search.d.json?", params=params, headers=headers)<br /> dic = json.loads(response.text)<br /> news += dic["result"]["list"]return newsdef writeData(news):<br /> workbook = xlwt.Workbook(encoding = 'utf-8')<br /> worksheet = workbook.add_sheet('MySheet')<br /> worksheet.write(0, 0, "标题")<br /> worksheet.write(0, 1, "时间")<br /> worksheet.write(0, 2, "媒体")<br /> worksheet.write(0, 3, "网址")for i in range(len(news)):<br /> print(news[i])<br /> worksheet.write(i+1, 0, news[i]["origin_title"])<br /> worksheet.write(i+1, 1, news[i]["datetime"])<br /> worksheet.write(i+1, 2, news[i]["media"])<br /> worksheet.write(i+1, 3, news[i]["url"])<br /> workbook.save('data.xls')def main():<br /> news = []for i in range(1,501):<br /> news = getData(i, news)<br /> writeData(news)if __name__ == '__main__':<br /> main()
最后结果