python爬虫__第一个爬虫程序

时间:2021-06-11 04:53:08

前言

  机缘巧合,最近在学习机器学习实战,

  本来要用python来做实验和开发环境

  得到一个需求,要爬取大众点评中的一些商户信息,

  于是开启了我的第一个爬虫的编写,里面有好多心酸,主要是第一次。

  我的文章有幸被你看到的话,如果你也是个初学者,希望能让你也学习到一些东西,下面是干货。

需求:

aaarticlea/png;base64,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*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" alt="" width="769" height="357" />

aaarticlea/png;base64,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" alt="" width="760" height="296" />

环境:

  1、windows 7 +python2.7.3+BeautifulSoup包

   2、BeautifulSoup是用的最新版,4.x的,在bs4的包中,直接用pip install BeautifulSoup即可安装,前提你得有pip,或者easy_install也可以

   3、这里用到BeautifulSoup,主要是获取爬下来的html文档树,然后提供了一套获取网页数据内容的API,如指定标签属性或内容等。

   4、BeautifulSoup这个东西蛮好用的,但是涉及到一些特别的需求,还是要正则出马,正则我也不熟,有时间还是要专门学一下,共勉。

源码:

 # -*- coding: utf-8 -*-
import urllib2
import re
from bs4 import BeautifulSoup base_url = 'http://www.dianping.com'
url = 'http://www.dianping.com/search/category/1/10/g101r801'
html = urllib2.urlopen(url)
soup = BeautifulSoup(html,"html.parser")
flag = 0 while(url!=None):
html = urllib2.urlopen(url)
soup = BeautifulSoup(html,"html.parser") #餐厅总数
Sum = soup.find(attrs={'class':'num'}).string
#餐厅名称
names = soup.find_all('a',attrs={'data-hippo-type':'shop'})
#星级
levels = soup.find_all(['span'],attrs={'class':re.compile(r"sml-rank-stars(\s\w+)?")})
#评论数
nums = soup.find_all('a',attrs={'class':'review-num'})
#人均消费
prices = soup.find_all('a',attrs={'class':'mean-price'})
#菜系区域
caixis = soup.select('div[class="tag-addr"] a')
#详细地址
addrs = soup.find_all('span',attrs={'class':'addr'})
#口味、环境、服务评分
comments = soup.find_all('span',attrs={'class':'comment-list'})
if(flag==0):
info = 'Sum: '+ str(Sum).replace('(','').replace(')','') + '\n' + '#########################################' for (a,b,c,d,e,f,g) in zip(names,levels,nums,prices,caixis,addrs,comments):
info = info +'\n'+'name: '+ str(a.text.encode('gb18030').replace(' ',''))
info = info +'\n'+'level: '+ str(b.get('title').encode('gb18030').replace(' ',''))
info = info +'\n'+'num: '+ str(c.text.encode('gb18030').replace(' ',''))
info = info +'\n'+'price: '+ str(d.text.encode('gb18030').replace(' ',''))
info = info +'\n'+'caixi: '+ str(e.text.encode('gb18030').replace(' ',''))
info = info +'\n'+'addr: '+ str(f.text.encode('gb18030').replace(' ',''))
info = info +'\n'+'comment: '+ str(g.text.encode('gb18030').replace(' ',''))
info += '\n'+'#########################################' file = open('result.txt','a')
file = file.write(info) info = ''
flag = 1 url = soup.find('a',attrs={'class':'next','title':'下一页'})
if(url!=None):
url = url.get('href')
url = base_url+str(url) print("end")

test.py

结果:

 56
#########################################
海神诺富特大酒店海神宫中餐厅
-准四星商户-
147
条点评-
人均
¥135
-本帮江浙菜-浦东大道728号海神诺富特大酒店4楼-
口味7.3
环境7.6
服务7.5 #########################################
浦江六号
-准五星商户-
90
条点评-
人均
¥679
-陆家嘴-陆家嘴浦明路1888号6号楼-
口味8.5
环境9.1
服务8.9 #########################################
濱江22號
-五星商户-
40
条点评-
人均
¥1000
-本帮江浙菜-浦明路1888号黄浦江畔22号楼独栋-
口味8.9
环境8.9
服务8.9 #########################################
上海小南国(正大广场店)
-四星商户-
12086
条点评-
人均
¥201
-陆家嘴-陆家嘴西路168号正大广场9楼-
口味7.5
环境7.8
服务7.0 #########################################
廊亦舫酒楼(正大店)
-四星商户-
4658
条点评-
人均
¥156
-本帮江浙菜-陆家嘴西路168号正大广场5楼23号铺-
口味7.3
环境7.6
服务6.9 #########################################
金牌外婆家(上海国金中心店)
-四星商户-
5400
条点评-
人均
¥88
-陆家嘴-世纪大道8号上海国金中心内LG2层54号-
口味7.7
环境7.9
服务7.8 #########################################
张生记(正大广场店)
-四星商户-
5272
条点评-
人均
¥159
-本帮江浙菜-陆家嘴西路168号正大广场6楼-
口味7.6
环境8.1
服务7.0 #########################################
春在
-准五星商户-
1214
条点评-
人均
¥153
-陆家嘴-富城路182号-
口味8.7
环境8.6
服务8.1 #########################################
夏小馆(陆家嘴店)
-四星商户-
3161
条点评-
人均
¥86
-本帮江浙菜-陆家嘴街道正大广场8楼23号铺-
口味7.6
环境7.8
服务7.8 #########################################
孔乙己尚宴
-五星商户-
645
条点评-
人均
¥446
-陆家嘴-滨江大道2100-
口味9.1
环境9.2
服务9.0 #########################################
桂花楼
-准四星商户-
844
条点评-
人均
¥298
-本帮江浙菜-富城路33号香格里拉大酒店浦江楼1楼-
口味7.2
环境8.0
服务7.3 #########################################
爱玲EILEEN(环球金融中心店)
-准五星商户-
862
条点评-
人均
¥307
-陆家嘴-世纪大道100号环球金融中心3楼-
口味8.7
环境9.1
服务9.0 #########################################
上海小南国(国会店)
-四星商户-
842
条点评-
人均
¥223
-本帮江浙菜-滨江大道2727号东方滨江大酒店7楼-
口味8.0
环境8.7
服务7.8 #########################################
成隆行蟹王府(金茂店)
-五星商户-
2091
条点评-
人均
¥331
-陆家嘴-世纪大道88号裙房金茂时尚生活馆6楼-
口味9.1
环境8.7
服务8.9 #########################################
老上海8号餐厅
-准四星商户-
387
条点评-
人均
¥185
-本帮江浙菜-世纪大道1号东方明珠8号门国际新闻中心1楼-
口味7.3
环境8.2
服务7.2 #########################################
苏浙总会(国金中心店)
-准五星商户-
1014
条点评-
人均
¥491
-本帮江浙菜-世纪大道8号国金中心4楼L4-13-
口味8.5
环境9.0
服务8.6 #########################################
雍颐庭
-准五星商户-
460
条点评-
人均
¥653
-陆家嘴-浦东南路111号文华东方酒店LG层-
口味8.6
环境9.1
服务9.1 #########################################
汇尊滨江酒店
-准四星商户-
525
条点评-
人均
¥225
-本帮江浙菜-滨江大道3528号-
口味6.9
环境7.4
服务6.9 #########################################
上海小南国(国发店)
-四星商户-
1981
条点评-
人均
¥180
-陆家嘴-浦东南路500号国家开发银行4楼-
口味7.6
环境7.7
服务7.1 #########################################
汉宫
-准四星商户-
1430
条点评-
人均
¥122
-本帮江浙菜-浦东南路360号新上海国际大厦48楼-
口味6.5
环境6.5
服务6.1 #########################################
上海金茂俱乐部上海餐厅
-准五星商户-
640
条点评-
人均
¥510
-陆家嘴-世纪大道88号金茂君悦大酒店86楼-
口味7.7
环境9.0
服务8.4 #########################################
四季酒店尚席
-五星商户-
414
条点评-
人均
¥467
-本帮江浙菜-世纪大道210号酒店2楼-
口味8.9
环境9.1
服务8.5 #########################################
乐新皇朝(国金中心店)
-准五星商户-
5274
条点评-
人均
¥111
-陆家嘴-世纪大道8号国金中心二期L3-36-
口味8.7
环境8.6
服务8.7 #########################################
老弄堂上海菜
-准四星商户-
6
条点评-
人均
-
-本帮江浙菜-银城西路-
口味7.1
环境7.1
服务7.1 #########################################
克拉哈勃游艇俱乐部
-四星商户-
23
条点评-
人均
¥376
-陆家嘴-滨江大道4775号-
口味7.3
环境8.1
服务7.6 #########################################
上海本帮菜
-准四星商户-
9
条点评-
人均
-
-本帮江浙菜-浦东大道10号-
口味7.0
环境6.9
服务7.0 #########################################
国泰君安食堂
-四星商户-
14
条点评-
人均
-
-陆家嘴-银城中路168号上海银行大厦B1楼-
口味7.7
环境7.7
服务7.7 #########################################
海上盛宴
-准四星商户-
71
条点评-
人均
¥71
-粤菜-浦东大道281号东海宾馆2楼-
口味7.1
环境7.1
服务7.1 #########################################
彭氏农家大院(龙虾烧烤)
-准四星商户-
239
条点评-
人均
¥76
-陆家嘴-浦电路136号-
口味7.6
环境7.2
服务7.0 #########################################
汉宫酒家(银城中路店)
-准四星商户-
33
条点评-
人均
¥27
-本帮江浙菜-银城中路200号中银大厦6楼-
口味7.4
环境7.3
服务6.7 #########################################
周董好料
-三星商户-
11
条点评-
人均
¥32
-本帮江浙菜-世纪大道100号环球金融中心B2-
口味6.4
环境6.7
服务6.7 #########################################
银行家俱乐部
-准四星商户-
86
条点评-
人均
¥269
-陆家嘴-银城中路200号中银大厦银行家俱乐部52楼-
口味6.5
环境7.2
服务6.7 #########################################
香格格(栖霞路店)
-准四星商户-
153
条点评-
人均
¥34
-本帮江浙菜-栖霞路9号-
口味6.4
环境6.0
服务6.2 #########################################
Freshmind
-准四星商户-
15
条点评-
人均
¥17
-陆家嘴-杨高南路759号2层04A单元-
口味7.1
环境7.6
服务7.3 #########################################
鲜美100
-准四星商户-
8
条点评-
人均
-
-本帮江浙菜-世纪大道8号国金中心商场-
口味7.0
环境6.8
服务7.0 #########################################
有滋有味家常菜
-准四星商户-
4
条点评-
人均
-
-陆家嘴-崂山二村31号-
口味7.3
环境7.3
服务7.3 #########################################
东方滨江大酒店宴会厅
-准四星商户-
22
条点评-
人均
-
-本帮江浙菜-滨江大道2727号东方滨江大酒店内-
口味7.0
环境7.0
服务7.1 #########################################
徽姑娘乡土菜馆
-准四星商户-
68
条点评-
人均
¥45
-陆家嘴-栖霞路3号-
口味6.4
环境6.5
服务6.4 #########################################
苏鸿兴汤包馆(浦东大道店)
-三星商户-
24
条点评-
人均
¥15
-本帮江浙菜-浦东大道136号-
口味6.4
环境6.5
服务6.5 #########################################
汇丰银行食堂
-三星商户-
3
条点评-
人均
¥13
-陆家嘴-陆家嘴环路1000号汇丰大厦B1楼-
口味6.9
环境6.7
服务6.7 #########################################
阳澄湖大闸蟹
-准四星商户-
2
条点评-
人均
-
-本帮江浙菜-世纪大道100号上海环球金融中心B2F-
口味6.4
环境6.6
服务6.4 #########################################
农家土菜馆
-三星商户-
8
条点评-
人均
-
-本帮江浙菜-栖霞路129号-
口味7.1
环境6.8
服务6.8 #########################################
恋草堂
-准四星商户-
1
条点评-
人均
¥22
-陆家嘴-浦东大道287号-
口味6.8
环境6.8
服务6.8 #########################################
食尚居
-三星商户-
10
条点评-
人均
-
-本帮江浙菜-浦东大道307号-
口味6.5
环境6.5
服务6.5 #########################################
金世尊大闸蟹(陆家嘴店)
-三星商户-
3
条点评-
人均
-
-陆家嘴-松林路35号-
口味6.9
环境6.8
服务6.9 #########################################
王记小炒
-准四星商户-
17
条点评-
人均
-
-本帮江浙菜-招远路27号-
口味7.1
环境6.9
服务6.7 #########################################
露天海派时尚餐厅(二分店)
-准四星商户-
2
条点评-
人均
-
-陆家嘴-南泉北路35号甲-
口味6.9
环境6.9
服务6.9 #########################################

result.txt

总结:

  这个例子虽然很简单,但是作为我第一个爬虫程序,还是耗费了我一晚上,包括配置工具,了解一个新的包,以及在安装环境等等一系列问题,弄完的时候我也是已经筋疲力尽了,虽说完成了爬取的功能,但是还是有些问题需要后续再考虑的,还有一个问题是菜系和区域这两个东西有点乱,这是目前没有解决的,因为正则知识太差了,这两个信息的话很难区分开,后面再看看能不能解决吧。

  总的来说,收获还是有的,至少知道了如何在没有预先知识的情况下,从零开始去找资料实现一个不熟悉的东西。

  爬虫这东西应用也很广的,值得学一下,期望在下一份工作中用到这些知识吧。