爬虫需要模块:BeautifulSoup、requests
爬虫网站:去哪儿-https://travel.qunar.com/place/
1.爬取城市ID链接
例如:https://travel.qunar.com/p-cs300148-haikou
# -*- coding: utf-8 -*-
from bs4 import BeautifulSoup
import pandas as pd
import requests
def crawer_travel_static_url(url):
headers = {'User-Agent': 'Mozilla/5.0 (Windows NT 6.1; WOW64; rv:23.0) Gecko/20100101 Firefox/23.0'}
req=requests.get(url,headers=headers)
content=req.text
soup=BeautifulSoup(content,'lxml')
return soup
def crawer_travel_city_id():
url = 'http://travel.qunar.com/place/'
soup=crawer_travel_static_url(url)
cat_url = []
cat_name = []
sub_list=soup.find_all('div',attrs={'class':'sub_list'})
for i in range(0,len(sub_list)):
a_attr = sub_list[i].find_all('a')
for j in range(0,len(a_attr)):
cat_name.append(a_attr[j].text)
cat_url.append(a_attr[j].attrs['href'])
return cat_name,cat_url
city_name_list,city_url_list=crawer_travel_city_id()
city=pd.DataFrame({'city_name':city_name_list,'city_code':city_url_list})
city.to_csv('travel_city.csv',encoding='utf_8_sig',index=False)
2.爬取城市景点id链接
例如:https://travel.qunar.com/p-oi5740424-qiloulaojie
# -*- coding: utf-8 -*-
from bs4 import BeautifulSoup
import pandas as pd
import requests
def crawer_travel_url_content(url):
headers = {'User-Agent': 'Mozilla/5.0 (Windows NT 6.1; WOW64; rv:23.0) Gecko/20100101 Firefox/23.0'}
req=requests.get(url,headers=headers)
content=req.text
bsObj=BeautifulSoup(content,'lxml')
return bsObj
def crawer_travel_attraction_url(url):
#该城市最大景点数
maxnum = crawer_travel_url_content(url+'-jingdian').find('p',{'class':'nav_result'}).find('span').text
#提取数字
maxnum=int(''.join([x for x in maxnum if x.isdigit()]))
url=url+'-jingdian-1-'
cat_url = []
cat_name = []
# 这里取top10景点 每页10条 page从1开始
page=2
# 判断是否超过范围
if (page-1)*10>maxnum :
page=int(((maxnum+10)/10)+1)
for i in range(1,page):
url1=url+str(i)
bsObj=crawer_travel_url_content(url1)
bs=bsObj.find_all('a',attrs={'data-beacon':'poi','target':'_blank'})
for j in range(0, len(bs)):
if(bs[j].text!=''):
cat_name.append(bs[j].text)
cat_url.append(bs[j].attrs['href'])
print(cat_name,cat_url)
print(len(cat_name))
print(len(cat_url))
return cat_name, cat_url
#海口举例
url='https://travel.qunar.com/p-cs300148-haikou-jingdian'
city_name_list,city_url_list=crawer_travel_attraction_url(url)
city=pd.DataFrame({'city_name':city_name_list,'city_code':city_url_list})
city.to_csv('travel_attraction.csv',encoding='utf_8_sig')
3.爬取景点详细信息
# -*- coding: utf-8 -*-
from bs4 import BeautifulSoup
import pandas as pd
import json
import requests
import time
def get_static_url_content(url):
headers = {'User-Agent': 'Mozilla/5.0 (Windows NT 6.1; WOW64; rv:23.0) Gecko/20100101 Firefox/23.0'}
req = requests.get(url, headers=headers)
content = req.text
bsObj = BeautifulSoup(content, 'lxml')
return bsObj
def get_jd_comment(url):
# 该景点最大评论数
maxnum = get_static_url_content(url).find('span', {'class': 'e_nav_comet_num'}).text
maxnum = int(maxnum)
poi = ''.join([x for x in url if x.isdigit()])
cat_user_id = []
cat_user_name= []
cat_jd_poi = []
cat_score = []
cat_user_comment = []
cat_comment_time = []
url = 'http://travel.qunar.com/place/api/html/comments/poi/' + poi + '?poiList=true&sortField=1&rank=0&pageSize=50&page='
#这里页数暂时设为101,取的pageSize=50,即爬取100*50条评论
page = 101
if (page - 1) * 50 > maxnum:
page = int(((maxnum + 50) / 50)+1)
for i in range(1, page):
url1 = url + str(i)
json_str = requests.get(url1, headers={'User-Agent': 'Mozilla/5.0 (Windows NT 6.1; WOW64; rv:23.0) Gecko/20100101 Firefox/23.0'}).text
try:
json_data=json.loads(json_str)['data']
except:
continue
#print(json_data)
bsObj = BeautifulSoup(json_data, 'lxml')
bs=bsObj.find_all('li',{'class':'e_comment_item clrfix'})
for j in range(0,len(bs)):
try:
user=bs[j].find('div', {'class': 'e_comment_usr_name'}).find('a')
cat_user_id.append(''.join([x for x in user.attrs['href'] if x.isdigit()]))
cat_user_name.append(user.text)
cat_jd_poi.append(poi)
score=''.join([x for x in str(bs[j].find('span',{'class':'total_star'}).find('span')) if x.isdigit()])
cat_score.append(score)
a=bs[j].find('div',{'class':'e_comment_content'}).find_all('p')
cat_user_comment.append(''.join(x.text for x in a))
cat_comment_time.append(bs[j].find('div',{'class':'e_comment_add_info'}).find('li').text)
except:
print('i=',i,'j=',j,'有问题')
print('已完成poi=',poi,' ',i,'/',page-1)
time.sleep(3)
return cat_user_id,cat_user_name,cat_jd_poi,cat_score,cat_comment_time,cat_user_comment
# 西湖举例
url = 'http://travel.qunar.com/p-oi708952-xihu'
cat_user_id,cat_user_name,cat_jd_poi,cat_score,cat_comment_time,cat_user_comment=get_jd_comment(url)
city=pd.DataFrame({'user_id':cat_user_id,'user_name':cat_user_name,'jd_poi':cat_jd_poi,'score':cat_score,'time':cat_comment_time,'comment':cat_user_comment})
city.to_csv('travel_comment.csv',encoding='utf_8_sig')
【参考资料】
[1]https://zhuanlan.zhihu.com/p/41324232
[2]https://blog.csdn.net/sdozouhao2007/article/details/84404982
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