python爬取杭州市幼儿园信息
一、爬取前准备
1、IDE使用pycharm
2、安装相关的库,requests,re,xlsxwritter,beautifulsoup
3、分析杭州教育地图网页结构
如图看到,网页由顶部的区域,中间的学校列表和底部的分页等几个重要的部分组成。查看网页源码,可以看到上述的三个部分都可以在页面中找到,不需要填写浏览器信息和cookie验证等.
二、爬取信息
1、引入相关库
import requests
import re
import xlsxwriter
from bs4 import BeautifulSoup
2、获取请求
def get_soup(url, param):
response = requests.get(url, params=param)
soup = BeautifulSoup(response.text, 'html.parser')
return soup
param为url后面的地址,在该网页中,不同地区、不同学校的信息都是通过参数的变化实现的,url的前面不变
3、获取地区列表,保存在数组中
分析地区的结构可知,所有的地区都保存在role属性为presentation的<li> 的<a>中
传入的参数S为包含网页信息的Beautisoup 对象,遍历beautisoup查找的结果集,除“全部”外都保存在数组res_areas中
def get_area(s):
res_areas = []
areas = s.find_all(name='li', attrs={"role": "presentation"})
for area in areas:
t = area.find('a').string
if t != '全部':
res_areas.append(t)
return res_areas
4、获取某地区学校的分页总数
def get_page_num(s):
r = s.find_all(name="div", attrs={"class": re.compile(r'page')})[0]
if r.find("strong") is None:
return 0
else:
n = r.find("strong").find_next_siblings()[0].get_text()
return int(n)
分页的子页和总数用<strong>包括,被外层div包含,很容易找到。这里做的判断为了避免出现某地区没有学校的现象,否则程序会报错。
5、写主函数main,导出xlsx
三、总结
1、实现了快速提取所有杭州市幼儿园信息,节省了人力物力
2、页面结构简单,提取相对容易
附上源码
import requests
import re
import xlsxwriter
from bs4 import BeautifulSoup
# 获取请求
def get_soup(url, param):
response = requests.get(url, params=param)
soup = BeautifulSoup(response.text, 'html.parser')
return soup
# 获取某地区分页数
def get_page_num(s):
r = s.find_all(name="div", attrs={"class": re.compile(r'page')})[0]
if r.find("strong") is None:
return 0
else:
n = r.find("strong").find_next_siblings()[0].get_text()
return int(n)
# 获取url参数
def get_param(grade, area, page):
para = {'grade_type': '1', 'area_type': area, "page": page}
return para
# 获取地区
def get_area(s):
res_areas = []
areas = s.find_all(name='li', attrs={"role": "presentation"})
for area in areas:
t = area.find('a').string
if t != '全部':
res_areas.append(t)
return res_areas
def main():
url = "http://hzjiaoyufb.hangzhou.com.cn/school_list.php"
soup = get_soup(url, {'grade_type': '1'})
# 初始化xlsx
print('初始化xlsx...')
workbook = xlsxwriter.Workbook('school.xlsx')
worksheet = workbook.add_worksheet()
bold = workbook.add_format({'bold': True})
worksheet.write('A1', '学校名称', bold)
worksheet.write('B1', '学校地址', bold)
worksheet.write('C1', '学校网址', bold)
worksheet.write('D1', '学校电话', bold)
worksheet.write('E1', '学校微信', bold)
worksheet.write('F1', '学校微博', bold)
worksheet.write('G1', '班级数目', bold)
worksheet.write('H1', '学校类型', bold)
worksheet.write('I1', '学校层次', bold)
worksheet.write('J1', '地区', bold)
# 根据地点和分页的遍历获取所有的子叶超链接,保存在arr中
arr = [] # 存储链接地址
area = [] # 存储地址信息
school_name = []
school_location = []
school_website = []
school_tel = []
school_wx = []
school_nature = []
school_class = []
school_pic = []
school_wb = []
school_type = []
school_level = []
print('获取所有区域...')
for res_area in get_area(soup):
soup = get_soup(url, get_param('1', res_area, '1'))
for num in range(get_page_num(soup)):
soup = get_soup(url, get_param('1', res_area, num - 1))
schools = soup.find_all('div', class_="pInfo")
for school in schools:
arr.append('http://hzjiaoyufb.hangzhou.com.cn/' + school.find('a').attrs['href'])
area.append(res_area)
# 遍历arr中url,获取子叶信息
print('获取所有学校数据...')
for item in enumerate(arr):
response = requests.get(item[1])
soup = BeautifulSoup(response.text, 'html.parser')
panel1 = soup.find('h2').text
panel2 = soup.find_all(name='div', attrs='panel-body')
school_name.append(panel1)
array = []
for panel in panel2:
if panel.find('h6') is not None:
array.append(panel.find('h6').text.strip())
school_location.append(array[1])
school_website.append(array[4])
school_tel.append(array[5])
school_wx.append(array[6])
school_wb.append(array[7])
school_nature.append(array[8])
school_type.append(array[9])
school_level.append(array[10])
school_class.append(array[11])
row = 1
print('写入elsx文件...')
for i in range(len(school_name)):
worksheet.write(row, 0, school_name[i])
worksheet.write(row, 1, school_location[i])
worksheet.write(row, 2, school_website[i])
worksheet.write(row, 3, school_tel[i])
worksheet.write(row, 4, school_wx[i])
worksheet.write(row, 5, school_wb[i])
worksheet.write(row, 6, school_class[i])
worksheet.write(row, 7, school_type[i])
worksheet.write(row, 8, school_level[i])
worksheet.write(row, 9, area[i])
row += 1
workbook.close()
if __name__ == '__main__':
main()