网页爬虫(Scraping)是现代数据采集的重要渠道，爬虫技术应该说也一直伴随互联网的的快速发展而不断演进着。大部分网站也不甘心自己的宝贵数据就这么被爬虫给一个个爬了下来，于是网页技术中的反爬虫技巧也在不断的提高，爬虫与反爬虫这两个对手就在这‘你来我往’中不断提升各自的修行。
我们这一次开一个头，先解决9.9公益日面对的问题，由此稍微展开一小点，让彭小天天朋友以小见大，以后见到其他的类型的时候，不会慌，知道应该往哪个方向寻找解决方案
在讲网页爬虫之前，我们要先讲一下网页web page，我们爬数据都是从网页上爬下来，那网页是怎样的一种格式？我们到底爬的是什么东西？
我们看到的网页都是有浏览器解析后的呈现，浏览器解析的是网页的代码文件。网页代码文件分几种，基本的是 html, css, javascript, 其中
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可以了可以了，看个十七八遍就行了。梦想是美好的，现实是骨感的。我们讲网络爬虫呢，主要还是针对html，诶，诶，不要走啊，不要走啊～～～～
你要这样想，我们都是真诚的人，我们都喜欢透过现象看本质，要抓重点，有了重点，才有李云龙，才有新垣结衣，来来来，我们来看看html长成什么样子
My first paragraph.
（有没有看到，每一个部分写完了都要以反斜杠结尾，表示已经描述完成这个部分，就跟用对讲机结尾时讲的'Over'一样。脑补“导演，导演，这是第一幕，over“ － "导演，导演，这是第二幕第1场，over“。） html是非常结构化的语言，一层结构下面有另外一层结构，一环套一环，每一环节里面再详细描述，这个部分应该写什么内容，怎么写。像上面这段html，作用是搭建出网页的结构，头(head)是什么，主体(body)内容是什么，主体内容中的标题(h1)是什么，段落内容(p)是什么。这里的head, body, title, h1, p， 都叫tag（标签）。在浏览器解析了这段代码，读取、建立网页的树形结构，并渲染、绘制出我们看到的网页。 我们要爬的数据，就嵌在这些层级结构中。这是一般的结构，看起来如果不习惯的话，没关系，我想一个例子
这里面的层级结构更简单
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比如在这里，我们需要网络爬虫沿着html的层级结构，定位到乔帮主的姓名和生卒年信息，然后copy下来。 但首先，我们需要查看html代码，确定这样的信息能不能爬下来，应该用什么样的方法来爬，然后用人工的方式定位这些信息的位置，然后再用其他工具，将人工定位转为用工具来识别位置的特征，实现定位。
所以，最基本的网络爬虫中，有两个方面是最主要的：
通过查看html网页结构，我们必须了解
来来来，这样，以chrome为例，将网址（http://ssl.gongyi.qq.com/m/201799/realtime.html?tp=2&o=1） copy到地址栏，回车，然后在页面上用鼠标右键点击，选择 inspect ，chrome就将你带入查看网页代码的界面了
那么为什么我们会看到页面上出现“为了更好的体验，请是用竖屏浏览”, 这是因为这个网页是专门给手机看的。没事儿，在inspect模式中, 选择右上方的“手机阅览模式 toggle divice toolbar”自然就去掉这个页面，然后就能够看到最关心的榜单页面了
点击页面右上方的Elements一栏，进入HTML代码查看页面，
我们可以清楚的看到HTML的层次结构，点击小三角还能够展开这一项的内容，同时，左边页面将显示该段代码对应的网页位置。
我们也可以直接用鼠标右键移到左边网页中的位置，右键点击，然后在出现菜单中点击inspect，就可以在右侧的代码页面中看到对应的代码，非常方便
我们关注的有这几个关键信息：
在HTML中，我们看到了相应的信息以及他们的位置，那我们试着把这页html拿下来，仔细看看怎么爬。
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我们要用到的是python 的几个经典包，包括 BeautifulSoup, urllib, 或者requests
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from bs4 import BeautifulSoup
import urllib.request
import urllib.parse
import requests
# urllib.request
import re
import json
import json2html
import pandas as pd
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#
url = "http://ssl.gongyi.qq.com/m/201799/realtime.html?tp=2&o=1"
page = urllib.request.urlopen(url)
soup = BeautifulSoup(page, 'lxml')
该网页的 HTML信息就存到了soup这个变量里面，然后我们看一看这些HTML信息是什么
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soup #可以用 ctrl+F 来搜索关键词"携手“ 然后就可以看到相应的HTML代码
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令人奇怪的是，这里我们没有看到任何数字，没有携手多少人的具体数字，也没有具体筹款额的数字，甚至连基金会的名称也没有，这是怎么回事？
这里的显示结果表明：我们在页面看到的“携手”和“筹款额”，并不是静止的数字，而应该是从数据库里面提取出来的结果，我们现在拿下来的HTML代码，在相应的位置上，显示的是在从数据库里面提取具体数字结果的地址和变量。
这就引出了网页的另外几个知识点
我们看到的这个腾讯的公益日排行的页面，是html结尾，一般来说是静态的网页，但是他的数据肯定是要从后台数据库中去调用，那我们的关键就要找这个与后台数据库交互的接口，这种接口叫做API （Application Programming Interface）。那么问题来了，如何找到这个API？
我是通过这样的方式找的：（很可惜，现在这样的方式已经失效了，可能是我去爬腾讯的数据，他们发现了，结果把这个API关了）
2.点击左方网页底部的“查看更多”，之后浏览器会显示后面20个基金会的名单， 这个时候，我们可以看到在Network一栏，有更新的文件和数据进来了，点击最新的文件，（现在这个方法已经失效，最新文件出不来，腾讯给改了，所以按照这个方式对待最新的页面是找不到API的）
（在旧的网站中）在response headers中可以找到以下API http://ssl.gongyi.qq.com/cgi-bin/1799_rank_ngo?type=ngobym&pg=1&md=9&jsoncallback=_martch99_sear_fn_ (现在已经失效了） 其中， pg=1 就是代表这第一页，你将这个编程 pg=2，那么就是第二页，那么我们就可以爬下来这样的所有数据！
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url_page1='http://ssl.gongyi.qq.com/cgi-bin/1799_rank_ngo?type=ngobym&pg=1&md=9&jsoncallback=_martch99_sear_fn_'
url_page2='http://ssl.gongyi.qq.com/cgi-bin/1799_rank_ngo?type=ngobym&pg=2&md=9&jsoncallback=_martch99_sear_fn_'
url_page3='http://ssl.gongyi.qq.com/cgi-bin/1799_rank_ngo?type=ngobym&pg=3&md=9&jsoncallback=_martch99_sear_fn_'
url_page4='http://ssl.gongyi.qq.com/cgi-bin/1799_rank_ngo?type=ngobym&pg=4&md=9&jsoncallback=_martch99_sear_fn_'
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page1 = requests.get(url_page1).text #现在这个应该没用了，这个url失效了，但方法依然有效
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page1_json_text = re.search(r'{(.*)\}',page1).group() #通过这样方法提取我们想要的位置的文字
#这种方法叫做正则表达，学起来学习曲线稍微有点陡。
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#以下是变量 page1_json_text 的内容。需要观察这个数据类型，是json数据格式，表达形式是
#｛“变量1”：值1，“变量2“：值2，。。。｝
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page1_json_text = 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In [5]:
page1_json_text
Out[5]:
既然是这样的json数据，那么就要用json数据的读取工具来读取
In [6]:
json_page1 = json.loads(page1_json_text)
这是第一页的数据，同理，我们可以读取第2，3，4，5，6，。。。页的数据，但我们需要把这些数据整合在一起
In [ ]:
#读取相应页面的html
page2 = requests.get(url_page2).text
page3 = requests.get(url_page3).text
page4 = requests.get(url_page4).text
In [ ]:
#抓取对应位置的段落
page2_json_text = re.search(r'\{(.*)\}',page2).group()
page3_json_text = re.search(r'\{(.*)\}',page3).group()
page4_json_text = re.search(r'\{(.*)\}',page4).group()
In [ ]:
#将对应段落的数据串读进json格式
json_page2 = json.loads(page2_json_text)
json_page3 = json.loads(page3_json_text)
json_page4 = json.loads(page4_json_text)
In [ ]:
#将json格式中的重要数据项内容分配给 其他变量，这样的数据都是list类型
list_page2 = json_page2['data']['ngo']['list']
list_page3 = json_page3['data']['ngo']['list']
list_page4 = json_page4['data']['ngo']['list']
In [ ]:
page2_json_text
In [ ]:
#合并list类型的变量
combined_list = list_page1 + list_page2 + list_page3 + list_page4
In [8]:
#这些都是以前爬出来的信息了，现在同样的方法已经被腾讯屏蔽了
combined_list = [{'desc': '%E4%B8%AD%E5%8D%8E%E5%B0%91%E5%B9%B4%E5%84%BF%E7%AB%A5%E6%85%88%E5%96%84%E6%95%91%E5%8A%A9%E5%9F%BA%E9%87%91%E4%BC%9A%E6%98%AF%E5%85%B7%E6%9C%89%E5%85%AC%E5%8B%9F%E8%B5%84%E6%A0%BC%E7%9A%84%E6%85%88%E5%96%84%E7%BB%84%E7%BB%87%E3%80%82%E6%8C%89%E7%85%A7%E6%B0%91%E9%97%B4%E6%80%A7%E3%80%81%E8%B5%84%E5%8A%A9%E5%9E%8B%E3%80%81%E5%90%88%E4%BD%9C%E5%8A%9E%E3%80%81%E5%85%A8%E9%80%8F%E6%98%8E%E7%9A%84%E6%96%B9%E9%92%88%EF%BC%8C%E5%AF%B9%E5%9B%B0%E5%A2%83%E5%B0%91%E5%B9%B4%E5%84%BF%E7%AB%A5%E8%BF%9B%E8%A1%8C%E6%95%91%E5%8A%A9%E3%80%82',
'id': '105',
'logo': 'http%3A%2F%2Fimgcdn%2Egongyi%2Eqq%2Ecom%2Fgongyi%2F6a335576a1d92cb02c1d1e85c613266cee8519851c922856aaf089b341875caffb84f65f1a720d6ca8aba90545558a50',
'mn': 4456857294,
'rk': '1',
'title': '%E4%B8%AD%E5%8D%8E%E5%B0%91%E5%B9%B4%E5%84%BF%E7%AB%A5%E6%85%88%E5%96%84%E6%95%91%E5%8A%A9%E5%9F%BA%E9%87%91%E4%BC%9A',
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'id': '166',
'logo': 'http%3A%2F%2Fimgcdn%2Egongyi%2Eqq%2Ecom%2Fgongyi%2F521d77b7abda0a1951facbe1fcdf05f6d7a8854f17dc4aa28d7bd1ad19cc65deca2412c4796514b454b0dab70bb4b141',
'mn': 6845561,
'rk': '79',
'title': '%E5%A4%A9%E6%B4%A5%E5%B8%82%E5%A6%87%E5%A5%B3%E5%84%BF%E7%AB%A5%E5%8F%91%E5%B1%95%E5%9F%BA%E9%87%91%E4%BC%9A',
'tms': 651,
'uin': '1043909519'},
{'desc': '%E5%9B%9B%E5%B7%9D%E7%9C%81%E7%A7%91%E6%8A%80%E6%89%B6%E8%B4%AB%E5%9F%BA%E9%87%91%E4%BC%9A%EF%BC%88%E4%BB%A5%E4%B8%8B%E7%AE%80%E7%A7%B0%E5%9F%BA%E9%87%91%E4%BC%9A%EF%BC%89%E6%88%90%E7%AB%8B%E4%BA%8E2010%E5%B9%B46%E6%9C%88%EF%BC%8C%E7%99%BB%E8%AE%B0%E6%9C%BA%E5%85%B3%E6%98%AF%E5%9B%9B%E5%B7%9D%E7%9C%81%E6%B0%91%E6%94%BF%E5%8E%85%EF%BC%8C%E6%98%AF%E7%BB%8F%E7%99%BB%E8%AE%B0%E7%AE%A1%E7%90%86%E6%9C%BA%E5%85%B3%E8%AE%A4%E5%AE%9A%E7%9A%84%E5%85%B7%E6%9C%89%E5%85%AC%E5%8B%9F%E8%B5%84%E6%A0%BC%E7%9A%84%E6%85%88%E5%96%84%E7%BB%84%E7%BB%87%E3%80%82%E5%9F%BA%E9%87%91%E4%BC%9A%E4%BA%8E2017%E5%B9%B43%E6%9C%881%E6%97%A5%E4%BD%9C%E4%B8%BA%E5%9B%9B%E5%B7%9D%E7%9C%81%E9%A6%96%E6%89%B9%EF%BC%8C%E5%85%A8%E7%9C%81%E9%A6%96%E4%B8%AA%E5%9F%BA%E9%87%91%E4%BC%9A%E6%8D%A2%E9%A2%86%E6%96%B0%E6%85%88%E5%96%84%E7%BB%84%E7%BB%87%E8%AF%81%E4%B9%A6%E4%BB%A5%E5%8F%8A%E5%85%AC%E5%8B%9F%E8%AF%81%E4%B9%A6%E3%80%82%E6%98%AF%E5%85%B7%E6%9C%89%E7%A8%8E%E5%8A%A1%E6%8A%B5%E6%89%A3%E8%B5%84%E6%A0%BC%E7%9A%84%E5%9F%BA%E9%87%91%E4%BC%9A%E3%80%82%E5%9F%BA%E9%87%91%E4%BC%9A%E4%B8%BB%E8%A6%81%E7%9A%84%E5%B7%A5%E4%BD%9C%E9%A2%86%E5%9F%9F%E5%8C%85%E6%8B%AC%EF%BC%9A%E2%80%9C%E5%85%B3%E7%88%B1%E7%95%99%E5%AE%88%E5%84%BF%E7%AB%A5%E2%80%9D%E2%80%9C%E7%AD%91%E6%A2%A6%E5%B0%8F%E8%84%9A%E5%8D%B0%E5%85%AC%E7%9B%8A%E5%BE%92%E6%AD%A5%E6%B4%BB%E5%8A%A8%E2%80%9D%E2%80%9C%E5%B1%B1%E5%8C%BA%E5%AE%89%E5%85%A8%E9%A5%AE%E6%B0%B4%E2%80%9D%E2%80%9C%E6%95%91%E7%81%BE%E4%B8%8E%E7%81%BE%E5%90%8E%E9%87%8D%E5%BB%BA%E2%80%9D%E2%80%9C%E7%A7%91%E6%8A%80%E5%88%9B%E6%96%B0%E6%89%B6%E8%B4%AB%E2%80%9D%E2%80%9C%E5%8A%A9%E5%AD%A6%E4%B8%8E%E6%94%AF%E6%95%99%E2%80%9D%E7%AD%89%E3%80%82%E5%9F%BA%E9%87%91%E4%BC%9A%E7%9B%AE%E5%89%8D%E5%9C%A8%E5%9F%BA%E9%87%91%E4%BC%9A%E4%B8%AD%E5%BF%83%E7%BD%91%E5%85%A8%E5%9B%BD5900%E4%BD%99%E5%AE%B6%E5%9F%BA%E9%87%91%E4%BC%9A%E8%B4%A2%E5%8A%A1%E9%80%8F%E6%98%8E%E5%BA%A6%E4%BB%A5%E5%8F%8A%E4%BF%A1%E6%81%AF%E5%85%AC%E5%BC%80%E6%8A%AB%E9%9C%B2%E4%B8%8A%EF%BC%8C%E5%9D%87%E4%B8%BA%E6%BB%A1%E5%88%86100%E5%88%86%EF%BC%8C%E5%B9%B6%E5%88%97%E7%AC%AC%E4%B8%80%E3%80%82',
'id': '244',
'logo': 'http%3A%2F%2Fimgcdn%2Egongyi%2Eqq%2Ecom%2Fgongyi%2F9495f50263f61bed81a7140939a8a1b080f6c0c8af6e738629cd4d2331a7995226f9a0b0304df5f271fb1b8a8d37e015',
'mn': 6366826,
'rk': '80',
'title': '%E5%9B%9B%E5%B7%9D%E7%9C%81%E7%A7%91%E6%8A%80%E6%89%B6%E8%B4%AB%E5%9F%BA%E9%87%91%E4%BC%9A',
'tms': 1560,
'uin': '2771213466'}]
In [11]:
len(combined_list)
#combined_list有80家基金会的捐款信息
Out[11]:
我们看到其实raw data根本不是人类能够阅读的，比如某家基金会的名称是： 'title': '%E5%9B%9B%E5%B7%9D%E7%9C%81%E7%A7%91%E6%8A%80%E6%89%B6%E8%B4%AB%E5%9F%BA%E9%87%91%E4%BC%9A',
这是因为这些内容是以 16进制UTF-8的格式编码的，需要解码
In [3]:
def decode_ngo_list(ngo_list):
for i in range(len(ngo_list)):
ngo_list[i]['desc'] = urllib.parse.unquote(ngo_list[i]['desc'])
ngo_list[i]['logo'] = urllib.parse.unquote(ngo_list[i]['logo'])
ngo_list[i]['title'] = urllib.parse.unquote(ngo_list[i]['title'])
return ngo_list
In [15]:
ngo_list = decode_ngo_list(combined_list)
In [16]:
ngo_list
Out[16]:
In [17]:
sorted_data_ngo_list = sorted(ngo_list,key = lambda x:int(x['rk']), reverse=False)
在整理好了数据之后，就要输出这样的数据
In [ ]:
In [19]:
from json2html import *
with open('NGO_Table.html','a') as html_file:
for i in range(len(sorted_data_ngo_list)):
html_table_script = json2html.convert(json = sorted_data_ngo_list[i])
html_file.write(html_table_script)
html_file.write('\n')
empty_line = '<br> \n <br>'
html_file.write(empty_line)
html_file.write('\n')
html_file.close()
附件里面有一个文档NGO_Table.html，双击这个文件就可以看到用html简单呈现的爬取结果，都是一个一个的表
In [21]:
DF_NGO = pd.DataFrame(sorted_data_ngo_list)
In [22]:
DF_NGO.columns
Out[22]:
In [23]:
DF_NGO_Yuan = DF_NGO['mn']/100
In [24]:
# 重新调整列的顺序
DF_NGO_result = pd.concat([DF_NGO['rk'],DF_NGO['id'],DF_NGO['title'],\
DF_NGO_Yuan,DF_NGO['tms'],\
DF_NGO['desc'],DF_NGO['uin']],axis = 1)
In [25]:
DF_NGO_result
Out[25]:
In [ ]:
# 写进 csv 文件
DF_NGO_result.to_csv('NGO_founding_record.csv')
In [ ]:
In [ ]:
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