Python爬取鏈家房產信息
需要的庫
- requests
- BeautifulSoup
- re
- pandas
程序如下:
import requests
from bs4 import BeautifulSoup
import pandas as pd
import re
def removenone(mylist):
#移除空信息
while '' in mylist:
mylist.remove('')
return mylist
def addnone(mylist,length,cha):
#未填入的信息補全
while len(mylist) < length:
mylist.append(cha)
return mylist
def regnum(s):
#提取字符串中的數值
mylist = re.findall(r'[\d+\.\d]*', s)
mylist = removenone(mylist)
return mylist
def lianjia(url,page_range,district):
#Initialization
colum_name = ['Title','Position','Tag','followInfo','VR','Info','Total_price','RMB/m^2','Attention','Update day','Bed room','Living room','Area','Floors','Year','WebPage'] #表頭
data_list = [] #空列表
for page in range(page_range):
pgurl = url+'/pg'+str(page+1)
print (pgurl)
header = {
'User-Agent': 'Mozilla/5.0 (Macintosh; Intel Mac OS X 10_13_6) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/72.0.3626.109 Safari/537.36'}
page = requests.get(pgurl, headers=header) #訪問網址 獲取該 html內容
a = page.text
soup = BeautifulSoup(a,"lxml") #解析該網頁內容
for b in soup.find_all('div',class_='info clear'): #find_all 找到 div class='info clear' 的標籤
temp = []
for wz in b.find_all('div',class_ = ['title','positionInfo','tag','houseInfo','priceInfo','followInfo']):
temp.append(wz.get_text())
# price = temp[3].split('萬')
# price = temp[3].split('元')
tag = regnum(temp[2])
date = regnum(temp[3])
date = addnone(date,2,'>365')
price = regnum(temp[5])
temp.extend(price)
temp.extend(date)
temp.extend(tag)
# print (temp)
temp = addnone(temp,15,'0')
for title in b.find_all('div',class_ = 'title'):
for link in title.find_all('a'):
temp.append(link.get('href'))
data_list.append(temp)
data = pd.DataFrame(data_list,columns=colum_name)
data.to_csv(district+'.csv') #保存信息到文件
return data
if __name__ == '__main__':
#User defined
district_list = ['anting'] #輸入想獲取的區域,如果區域不存在將獲得上一級網頁的房產信息
for district in district_list:
url = "https://sh.lianjia.com/ershoufang/"+district
# url = "https://xinxiang.lianjia.com/ershoufang/"+district
page_range=30 #輸入獲得翻頁數量
my = lianjia(url,page_range,district)