“搜狗问问”问答语料爬虫

    本人的毕业设计是构建一个基于机器学习的问答系统，需要用到大量的问题答案对，并且每个问题下都应有相应的分类标签。

    鉴于网络上有分类标签的问答语料很少被人公开，本人亲自编写爬虫来抓取语料。

    中文的问答网站有：百度知道、知乎、悟空问答、奇虎问答、搜狗问问等，通过筛选，最后我锁定“搜狗问问”网站。原因是：

1. 不具备反爬虫机制或者说连最基本的频繁次数限制都没有。
2. 每个问题都有一个大标签和多个小标签。
3. URL的结构分明

          

爬虫使用基于树的层次遍历算法：

      

使用Python编写，代码如下：

#coding:utf-8

import urllib2
import re
from bs4 import BeautifulSoup
import codecs
import sys
import json

stdi,stdo,stde=sys.stdin,sys.stdout,sys.stderr 
reload(sys)
sys.stdin,sys.stdout,sys.stderr=stdi,stdo,stde 
sys.setdefaultencoding('utf-8')

'''
从搜狗问问爬取每个分类标签下的问题答案集，每个问题追加为json格式：
{
    "answer": [
        "我一直用的是云末感觉还是挺稳定的。"
    ],
    "tag": {
        "75023": "英雄联盟"
    },
    "question": "网易uu加速器加速lol怎么样",
    "hasAnswer": true
}
'''
global rootUrl
#加载页面内容
def LoadPage(url):
    try:
        user_agent = "Mozilla/5.0 (Windows NT 6.1; WOW64; rv:6.0) Gecko/20100101 Firefox/6.0  "
        headers = {"User-Agent" : user_agent}
        request = urllib2.Request(url,headers = headers)
        response = urllib2.urlopen(request)
        html = response.read()
        allTitles = []
        allTitles = GetTitle(html)
        if allTitles:
           QuestionAnswers = []
           QuestionAnswers = GetQuestionAnswers(allTitles)
           if QuestionAnswers:
               return QuestionAnswers
    except Exception,e:
        print str(e)


#获取问题标题
def GetTitle(html):
    allTitles = []
    myAttrs={'class':'sort-lst-tab'}
    bs = BeautifulSoup(html)
    titles = bs.find_all(name='a',attrs=myAttrs)
    for titleInfo in titles:
        item = {}
        titleInfoStr = str(titleInfo)
        questionInfo = re.findall(r'sort-tit">(.*?)
',titleInfoStr,re.S)
        question = questionInfo[0]
        answerInfo = re.findall(r'sort-rgt-txt">(.*?)',titleInfoStr,re.S)
        if u'0个回答' in answerInfo:
            item['hasAnswer'] = False
        else:
            item['hasAnswer'] = True
        tags = re.findall(r'sort-tag" data-id=(.*?)/span>',titleInfoStr,re.S)
        tagInfo = {}
        for tag in tags:
            tagId = re.findall(r'"(.*?)">',tag,re.S)
            tagName = re.findall(r'>(.*?)<',tag,re.S)
            tagInfo[tagId[0]] = tagName[0]
            if tagId not in smalltags.keys():
                smalltags[tagId[0]] = tagName[0]
        subUrl = re.findall(r'href="(.*?)"',titleInfoStr,re.S)            
        url = rootUrl + subUrl[0]
        item['url'] = url
        item['question'] = question
        item['tag'] = tagInfo
        allTitles.append(item)
    return allTitles
        

#获取问题和答案
def GetQuestionAnswers(allTitles):
    QuestionAnswers = []
    for item in allTitles:
        QuestionAnswer = {}
        if item['hasAnswer']: 
            Answers = []
            url = item['url']
            try:
                user_agent = "Mozilla/5.0 (Windows NT 6.1; WOW64; rv:6.0) Gecko/20100101 Firefox/6.0  "
                headers = {"User-Agent" : user_agent}
                request = urllib2.Request(url,headers = headers)
                response = urllib2.urlopen(request)
                html = response.read()
                questionAttrs={'id':'question_title_val'}
                answerAttrs={'class':'replay-info-txt answer_con'}
                bs = BeautifulSoup(html)
                #questions = bs.find_all(name='span',attrs=questionAttrs)            
                questions = re.findall(r'question_title_val">(.*?)',html,re.S)
                question = questions[0]
                answers = bs.find_all(name='pre',attrs=answerAttrs)
                if answers:
                    for answer in answers:
                        answerStr = ''
                        if "
" in str(answer):
                            segements = re.findall(r'
(.*?)
',str(answer),re.S)
                            for seg in segements:
                                answerStr = answerStr + str(seg)
                            if answerStr.strip() != "":
                                Answers.append(answerStr.strip())
                        else:
                            noPanswer = re.findall(r'answer_con">(.*?)

',str(answer),re.S) Answers.append(noPanswer[0]) QuestionAnswer['answer'] = Answers QuestionAnswer['question'] = question QuestionAnswer['tag'] = item['tag'] QuestionAnswer['hasAnswer'] = True except Exception,e: print str(e) else: QuestionAnswer['question'] = item['question'] QuestionAnswer['tag'] = item['tag'] QuestionAnswer['answer'] = '' QuestionAnswer['hasAnswer'] = False QuestionAnswers.append(QuestionAnswer) return QuestionAnswers #if __name__ == '__main__': baseurl = "https://wenwen.sogou.com/cate/tag?" rootUrl = 'https://wenwen.sogou.com' #问题分类标签 tagids = ['101','146','111','163614','50000010','121','93474','9996','148','50000032','135','125','9990','465873'] global smalltags smalltags = {} #遍历标签 for tagid in tagids: f = codecs.open('../../../origin_data/wenwen_corpus/QuestionAnswers/'+str(tagid)+'/test.json','a',encoding='utf-8') t = codecs.open('../../../origin_data/wenwen_corpus/QuestionAnswers/'+ str(tagid) +'/smalltag.json','a',encoding="utf-8") #每个标签拉n个页面 print u'标签:',tagid for i in range(5000,0,-1): tag = 'tag_id='+ tagid tp = '&tp=0' pno = '&pno='+str(i) ch = '&ch=ww.fly.fy'+str(i+1)+'#questionList' url = baseurl + tag + tp + tp + pno + ch print url QuestionAnswers = [] QuestionAnswers = LoadPage(url) if QuestionAnswers: for qa in QuestionAnswers: jsonStr = json.dumps(qa,ensure_ascii=False) f.write(jsonStr.encode("utf-8")+'\n') #保存tag json.dump(smalltags,t,ensure_ascii=False) t.close() f.close()

爬取的数据格式：