Python爬虫：记录一次字体反爬的过程

近期实践对中国供应商网的字体反爬进行一次练习，并写博文作为记录

运行环境 Runtime environment

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操作系统： Windos10  
IDE: JetBrains Pycharm 2019.2.4 x64  
语言: Python 3.7.4

背景

为了吃饭。

目标

从中国供应商网上，将公开的电话号码采集下来

https://ph0101.cn.china.cn/contact-information/

目标网站HTML

考虑到网站可能会改版，导致博文例子失效，所以把当时网站前端HTML单独保存下来，
方便以后即使网站改版也能用旧的HTML来对比理解博文内容。

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<!DOCTYPE html>
<html lang="zh-cn">
<head>
<meta http-equiv="X-UA-Compatible" content="IE=edge,chrome=1">
<meta charset="gbk">
<title>¹ãÖÝм¯Ô˹ú¼Ê»õÔËÓÐÏÞ¹«Ë¾ÁªÏµ·½Ê½</title>
<meta name="keywords" content="º£ÔË»õÎï,¿ÕÔË¿ìµÝ,¼Ò¾ßÔËÊä,ÈÕ³£Éú»îÓÃÆ·ÔËÊä"/>
<meta name="description" content="¹ãÖÝм¯Ô˹ú¼Ê»õÔËÓÐÏÞ¹«Ë¾¾­ÀíÅíÏÈÉúÁªÏµ·½Ê½"/>
<meta name="location" content="province=¹ã¶«;city=¹ãÖÝ">
<meta name="applicable-device" content="pc">
<link rel="alternate" media="only screen and (max-width: 640px)" href="https://site.china.cn/baiyun/ph0101/contact-information.html"/>
<meta name="mobile-agent" content="format=html5; url=https://site.china.cn/baiyun/ph0101/contact-information.html"/>
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</head>
<body>
<div class="top-bor fl-clr" id="topaBar" data-type="shopTemplate">
<div class="top_box bw_1190">
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<dd><a data-scode="33403" href="https://www.china.cn/jiaotonggongjuxiangmhz/4406148292.html" title="¹ú¼Êº£Ô˼Ҿߵ½°Ä´óÀûÑÇ,ÓÐÈËÖªµÀº£Ô˸ÃÔõô²Ù×÷ô?¼Û¸ñÄØ?" target="_blank">¹ú¼Êº£Ô˼Ҿߵ½°Ä´óÀûÑÇ,ÓÐÈËÖªµÀº£Ô˸ÃÔõô²Ù×÷ô?¼Û¸ñÄØ?</a>
</dd>
</dl>
</li>
</ul>
</div>
</div>
<div class="company-intro ggjj remove_show" style="width:1150px; margin:0 auto 20px;">
<span data-remove="remove_r"></span>
<div class="h2-bg section">
<span class="sh1">ÍƼöÐÅÏ¢</span>
</div>
<div style="margin:0px auto 20px auto;" align="center">
<script type="text/javascript">
					var cpro_id="u2767536";
					(window["cproStyleApi"] = window["cproStyleApi"] || {})[cpro_id]={at:"3",rsi0:"1150",rsi1:"190",pat:"6",tn:"baiduCustNativeAD",rss1:"#FFFFFF",conBW:"0",adp:"1",ptt:"0",titFF:"%E5%BE%AE%E8%BD%AF%E9%9B%85%E9%BB%91",titFS:"14",rss2:"#000000",titSU:"0",ptbg:"90",piw:"168",pih:"160",ptp:"0"}
				</script>
<script src="//cpro.baidustatic.com/cpro/ui/c.js" type="text/javascript"></script>
</div>
</div>
<div class="warn_wrap">
<div class="warn fl-clr">
<div class="warn-pic fl-left"></div>
<div class="fl-right">
<dl class="ffly">
<dt>ÃâÔðÉùÃ÷£º</dt>
<dd>±¾Ò³ÃæËùÕ¹ÏֵĹ«Ë¾ÐÅÏ¢¡¢²úÆ·ÐÅÏ¢¼°ÆäËûÏà¹ØÐÅÏ¢£¬¾ùÀ´Ô´ÓÚÆä¶ÔÓ¦µÄÉÌÆÌ£¬ÐÅÏ¢µÄÕæʵÐÔ¡¢×¼È·ÐԺͺϷ¨ÐÔÓɸÃÐÅÏ¢À´Ô´ÉÌÆ̵ÄËùÊô·¢²¼ÕßÍêÈ«¸ºÔð£¬Öйú¹©Ó¦É̶Դ˲»³Ðµ£Èκα£Ö¤ÔðÈΡ£</dd>
</dl>
<dl class="ffly">
<dt>ÓÑÇéÌáÐÑ£º</dt>
<dd>½¨ÒéÄúÔÚ¹ºÂòÏà¹Ø²úÆ·Ç°Îñ±ØÈ·ÈϹ©Ó¦ÉÌ×ÊÖʼ°²úÆ·ÖÊÁ¿£¬¹ýµÍµÄ¼Û¸ñÓпÉÄÜÊÇÐé¼ÙÐÅÏ¢£¬Çë½÷É÷¶Ô´ý£¬½÷·ÀÆÛÕ©ÐÐΪ¡£</dd>
<dt>&nbsp;</dt>
<dd>½¨ÒéÄúÔÚËÑË÷²úƷʱ£¬ÓÅÏÈÑ¡Ôñ´øÓÐ<a href="https://cn.china.cn/newxmt.html" target="_blank" title="Öйú¹©Ó¦ÉÌÓÅÖÊÉ̼Ò" data-scode="60039" class="ioc_xmt" rel="nofollow"></a> »ò<a href="https://cn.china.cn/tgt.html" target="_blank" title="Öйú¹©Ó¦ÉÌÓÅÖÊÉ̼Ò" data-scode="60040" class="ioc_tgt" rel="nofollow"></a> ±êʶµÄ»áÔ±£¬¸ÃΪÖйú¹©Ó¦ÉÌVIP»áÔ±±êʶ£¬ÐÅÓþ¶È¸ü¸ß¡£</dd>
</dl>
</div>
</div>
</div>
</div>
<div class="ft">
<div class="ft_0 ffly fl-clr">
<div class="ft_lf">
<a href="https://cn.china.cn" class="logo" data-scode="32066" target="_blank" title="Öйú¹©Ó¦ÉÌ" rel="nofollow"><img src="https://himg.china.cn/img/common/logo/200x44_white.png" width="200" height="44" alt="Öйú¹©Ó¦ÉÌ" /></a>
<p>Ö÷°ìµ¥Î»£ºÖйú»¥ÁªÍøÐÂÎÅÖÐÐÄ</p>
<p><a href="http://www.beian.miit.gov.cn/" target="_blank" rel="nofollow">¾©ICP±¸18043816ºÅ</a></p>
</div>
<div class="ft_rt">
<div class="fl-clr">
<dl class="fl-clr">
<dt>¹ÜÀíÔ±Èë¿Ú</dt>
<dd><a href="https://my.cn.china.cn/manage.php?op=AdminIndex" data-scode="32047" title="µêÆ̹ÜÀí" target="_blank" rel="nofollow">µêÆ̹ÜÀí</a></dd>
<dd><a href="https://www.china.cn/buy/purchase/" data-scode="32048" title="ÕÒÇó¹º" target="_blank" rel="nofollow">ÕÒÇó¹º</a></dd>
</dl>
<dl class="fl-clr">
<dt>¹ØÓÚÎÒÃÇ</dt>
<dd><a href="https://ph0101.cn.china.cn/company-information.html" data-scode="32049" title="ÆóÒµ½éÉÜ" target="_blank" rel="nofollow">ÆóÒµ½éÉÜ</a></dd>
<dd><a href="https://ph0101.cn.china.cn/certificates.html" data-scode="32050" title="ÆóÒµ×ÊÖÊ" target="_blank" rel="nofollow">ÆóÒµ×ÊÖÊ</a></dd>
</dl>
<dl class="fl-clr">
<dt>ÁªÏµÎÒÃÇ</dt>
<dd><a href="javascript:;" onclick="chinacn.openQQ('2630929254',32051);" title="QQ½»Ì¸" class="qjt" rel="nofollow">QQ½»Ì¸</a></dd>
<dd><a href="https://ph0101.cn.china.cn/message/1.html" target="_blank" data-scode="32052" title="·¢ËÍѯÅÌ" class="zxly" rel="nofollow">·¢ËÍѯÅÌ</a></dd>
</dl>
<dl class="fl-clr">
<dt>Ö÷Óª²úÆ·</dt>
<dd>
<a href="https://www.china.cn/search/3kkzj.shtml" data-scode="32067" title="º£ÔË»õÎï" target="_blank" rel="nofollow">º£ÔË»õÎï</a>
<a href="https://www.china.cn/search/4ptpoa.shtml" data-scode="32067" title="¿ÕÔË¿ìµÝ" target="_blank" rel="nofollow">¿ÕÔË¿ìµÝ</a>
<a href="https://www.china.cn/search/35wd9.shtml" data-scode="32067" title="¼Ò¾ßÔËÊä" target="_blank" rel="nofollow">¼Ò¾ßÔËÊä</a>
<a href="https://www.china.cn/search/3p2rrsy.shtml" data-scode="32067" title="ÈÕ³£Éú»îÓÃÆ·ÔËÊä" target="_blank" rel="nofollow">ÈÕ³£Éú»îÓÃÆ·ÔËÊä</a>
</dd>
</dl>
</div>
<div class="ft_dz">
<p>
<span><a href="https://www.china.cn/baiyun/ph0101.html" target="_blank" data-scode="32053" title="¹ãÖÝм¯Ô˹ú¼Ê»õÔËÓÐÏÞ¹«Ë¾">¹ãÖÝм¯Ô˹ú¼Ê»õÔËÓÐÏÞ¹«Ë¾</a></span> <span class="secret">ÊÖ»ú£º&#x10089;&#x1008a;&#x1008b;&#x10089;&#x1008c;&#x1008c;&#x1008c;&#x1008a;&#x1008d;&#x1008d;&#x1008e;</span>
<span class="secret">µç»°£º&#x1008a;&#x10089;&#x1008f;&#x10090;&#x1008b;&#x10090;&#x1008f;&#x10091;&#x1008b;&#x1008a;&#x1008c;&#x1008c;&#x1008d;&#x1008a;&#x10089;&#x1008f;&#x1008c;&#x1008c;&#x1008d;&#x1008a;&#x10089;</span>
<span>µØÖ·£º¹ã¶« ¹ãÖÝ °×ÔÆÇø °×ÔÆÇø¾ùºÌ½ÖÐÂʯ·147ºÅÐÂ˼ά´´ÒµÔ°A4¶°305·¿</span>
</p>
</div>
</div>
</div>
</div>
<div class="pin-online ffly fl-clr"> <a href="javascript:;" class="pin-bar" style="display:none;">ÆóÒµÔÚÏß<span class="fdzs"></span></a>
<div class="online-ct">
<div class="tit"> <a href="javascript:;" class="" id="onlineClose"><span class="fdzs"></span></a>
<dl class="fdzx">
<dt>ÆóÒµÔÚÏß</dt>
<dd><span class="fdyy"> ÄúºÃ£¡Ð¼¯Ô˹ú¼Ê»¶Ó­Äú£¡</span><br/>
<a href="javascript:;" class="fdxs"></a></dd>
</dl>
</div>
<div class="on-bd">
<div class="contact-mod">
<span><span>Jay</span>
<a onclick="chinacn.openQQ(2630929254, 32056)" rel="nofollow" target="_blank" title="µã»÷ÕâÀï¸øÎÒ·¢ÏûÏ¢" class="qqjt"></a>
</span>
</div>
<div class="contact-mod dhsj">
<span class="secret">µç»°£º&#x1008a;&#x10089;&#x1008f;&#x10090;&#x1008b;&#x10090;&#x1008f;&#x10091;&#x1008b;&#x1008a;&#x1008c;&#x1008c;&#x1008d;&#x1008a;&#x10089;&#x1008f;&#x1008c;&#x1008c;&#x1008d;&#x1008a;&#x10089;</span>
<span class="secret">ÊÖ»ú£º&#x10089;&#x1008a;&#x1008b;&#x10089;&#x1008c;&#x1008c;&#x1008c;&#x1008a;&#x1008d;&#x1008d;&#x1008e;</span>
</div>
<div class="send-btn contact-mod"> <a href="https://ph0101.cn.china.cn/message/1.html" data-scode="32057" title="·¢ËÍѯÅÌ" rel="nofollow">·¢ËÍѯÅÌ</a> </div>
<div class="rt-qrcode" data-role="qrcode" data-config="{
    'url':[&quot;https:\/\/www.china.cn\/common\/qrcode\/corporations\/ph0101.png&quot;,&quot;https:\/\/www.china.cn\/common\/qrcode\/wechat\/ph0101.png&quot;],
    'width':'120px','height':'120px','padding':'0px 25px',
    'txt':[&quot;\u624b\u673a\u626b\u63cf\u4e8c\u7ef4\u7801#\u4e00\u952e\u6253\u7535\u8bdd\u7ed9\u5546\u5bb6&quot;,&quot;\u626b\u4e00\u626b#\u6dfb\u52a0\u5546\u5bb6\u5fae\u4fe1&quot;],'top':'0px','border':'none','loadThumb':0,
    'txtCss':{'pos':'0'}}">
</div>
</div>
</div>
</div>
</div>
<div class="modal fade" id="collection" tabindex="-1" role="dialog" aria-labelledby="myModalLabel" aria-hidden="true">
<div class="modal-dialog">
<div class="modal-content">
<div class="modal-header">
<p class="modal-title"></p>
<a class="closer" href="javascript:;" data-dismiss="modal"></a>
</div>
<div class="modal-body">
<div class="collection_tip fl-clr">
<span class="icon icon-success-default"></span>
<div class="box">
<p class="title">³É¹¦Êղش˲úÆ·</p>
<p class="outcome">Äú¿ÉÒÔ<a href="#">²é¿´ÎÒµÄÊղؼÐ</a></p>
</div>
</div>
<div class="collection_tip fl-clr" style="display:none">
<span class="icon icon-warning-default"></span>
<div class="box">
<p class="title">ÊղؼÐÖÐÒÑ´æÔÚ</p>
<p class="outcome">Äú¿ÉÒÔ<a href="#">²é¿´ÎÒµÄÊղؼÐ</a></p>
</div>
</div>
</div>
<div class="modal-footer"><a href="javascript:;" class="btn btn-default btn-success" data-dismiss="modal">È·¶¨</a></div>
<div class="collection_load"></div>
</div>
</div>
</div>
<input type="hidden" id="shop_name" value="ph0101"/>
<input type="hidden" id="shop_domain" value="https://ph0101.cn.china.cn"/>
<script charset="utf-8" type="text/javascript" src="https://himg.china.cn/js/config.min.js"></script><script charset="utf-8" type="text/javascript" src="https://himg.china.cn/js/jquery-1.7.2.min.js"></script><script charset="utf-8" type="text/javascript" src="https://himg.china.cn/js/common/cerberus/master/cerberus.min.js?t=20190529"></script><script charset="utf-8" type="text/javascript" src="https://himg.china.cn/js/common/jquery.cookie/1.4.1/jquery.cookie.min.js"></script><script charset="utf-8" type="text/javascript" src="https://himg.china.cn/js/common/md5/1.2.1/md5.min.js"></script><script charset="utf-8" type="text/javascript" src="https://himg.china.cn/js/common/turkey/master/turkey.min.js"></script><script charset="utf-8" type="text/javascript" src="https://himg.china.cn/js/common/jquery.lazyload/1.9.3/jquery.lazyload.min.js?t=20190620" data-img="lazyload"></script><script charset="utf-8" type="text/javascript" src="https://himg.china.cn/js/common/cn/2.0.5/cn.min.js?t=20190710" data-cnjs="{cid: '4396021956',subdomain: 'ph0101'}"></script><script charset="utf-8" type="text/javascript" src="https://himg.china.cn/js/common/search/1.1.4/search.min.js"></script><script charset="utf-8" type="text/javascript" src="https://himg.china.cn/js/common/qrcode/master/qrcode.min.js?t=20190327"></script><script charset="utf-8" type="text/javascript" src="https://himg.china.cn/js/store_v2/shopnew-1.1.min.js?t=20190327"></script><script charset="utf-8" type="text/javascript" src="https://himg.china.cn/js/store_v2/page.min.js"></script><script charset="utf-8" type="text/javascript" src="https://himg.china.cn/js/www/collection2017.min.js?t=20190307"></script><script charset="utf-8" type="text/javascript" src="https://himg.china.cn/js/bootstrap-2.3.2.min.js"></script><script charset="utf-8" type="text/javascript" src="https://himg.china.cn/js/www/hot_show.min.js?t=201905091"></script><script charset="utf-8" type="text/javascript" src="https://himg.china.cn/js/common/autosubmit/autosubmit.min.js?t=20180709"></script><script charset="utf-8" type="text/javascript" src="https://himg.china.cn/js/common/Timing_tasks.min.js?t=20191017"></script> 
<script type="text/javascript" src="//api.map.baidu.com/api?v=2.0&ak=hfhMHMS70C3NwvkHhxrLyXcI"></script>
<script charset="utf-8" type="text/javascript" data-gisjs="{domId: 'bdmap',companyName:'¹ãÖÝм¯Ô˹ú¼Ê»õÔËÓÐÏÞ¹«Ë¾', address: '¹ã¶« ¹ãÖÝ °×ÔÆÇø °×ÔÆÇø¾ùºÌ½ÖÐÂʯ·147ºÅÐÂ˼ά´´ÒµÔ°A4¶°305·¿',longitude:0, latitude:0,province:'¹ã¶«',city:'¹ãÖÝ',copyright:'Öйú¹©Ó¦ÉÌ'}" src="https://himg.china.cn/js/gisjs-2.0.js"></script>
<script type="text/javascript">
    var getId = getName('gisjs-2.0', 'domId', 'data-gisjs');
    new chinacn.BaiduMap.MapBuild(getId);
</script> 
</body>
</html>

代码样例以及注释说明

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import requests
import base64
import re
import io
from fontTools.ttLib import TTFont
from lxml import etree
url = 'https://ph0101.cn.china.cn/contact-information/'
res = requests.get(url).text
print(res)

# 使用正则清洗出base64,并用group方法方便的从re.match对象中多个成立结果选取第一个。
base64_str = re.search("base64,(.*?)'\)",res).group(1)
# print(base64_str)

# base64字符串解码成字节流
b = base64.b64decode(base64_str)
# print(b)


# 通过fontTools库， 将字库文件转换成xml格式
font = TTFont(io.BytesIO(b))
# 保存成XML文件
font.saveXML('ts.xml')



# 获取GlyphOrder标签下所有name属性值
# ['.notdef', 'uni10088', 'uni10089', 'uni1008a', 'uni1008b', 'uni1008c', 'uni1008d', 'uni1008e', 'uni1008f', 'uni10090']
# 将第一个不是数字的元素去掉
bestcmap = font.getGlyphOrder()[1:]
print("bestcmap:%s" % bestcmap)



# 读取XML文件
with open('ts.xml','r') as f:
    t = f.read()
# 替换那一步是为了使用原生xpath
# xpath不支持带有编码文件的xml
t = t.replace('<?xml version="1.0" encoding="UTF-8"?>','')
root = etree.XML(t)
# < CharString
# name = ".notdef" >
# 1024
# endchar
# < / CharString >
# 去除第一没用的元素
s = root.xpath('//CharString')[1:]
print("s:%s" % s)



# 整理字体映射关系
dic = {}
for i in s:
    name = i.xpath('./@name')[0].replace('uni','')
    # 取出<CharString name="uniXXXXX">标签里的文本，并把前面的左边号整理出来
    temp = i.xpath('./text()')[0].split()
    fon = temp[0] + temp[1] + temp[2]
    dic[name] = fon
print("dic:%s" % dic)


# 用构建好的字体映射关系来处理请求到的网页结果
r = etree.HTML(res)
# 获取电话号码
tel = r.xpath('string(//span[@class="rrdh secret"])')
# 获取到号码框框
print("tel:%s" % tel)
# 可以发现指定的编码格式是没用的
c = tel.encode('utf-8')
print("c:%s" % c)

# 查看网页，通过框框对号码位置，整理出来以下规律
test = {
    '12663173': '0',
    '126983':'1',
    '12610656': '2',
    '14012694': '3',
    '1269460': '4',
    '12698156': '5',
    '126111181': '6',
    '12611177': '7',
    '1265483': '8',
    '12615-1': '9'
}
dc = {}
for ka,va in test.items():
    for ka1, va1 in dic.items():
        print(ka,va,ka1, va1)
        if ka == va1:
            # &#x100c4;
            ka1 = f'&#x{ka1};'
            print(ka1)
            dc[ka1] = va
for k,v in dc.items():
    print(k,v)


# 循环处理后的字体映射表
response_ = res
for k, v in dc.items():
    # 拼接页面中完整的乱码字符
    uni_font = k
    # 判断乱码字符是否存在抓取下来的网页内容中
    if uni_font in response_:
        # 如果存在，将其替换为解码后的汉字
        response_ = response_.replace(uni_font, dc[k])
r = etree.HTML(response_)
tel = r.xpath('string(//span[@class="rrdh secret"])')
print(tel)

结果对比

网页

运行结果

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本文标题:Python爬虫：记录一次字体反爬的过程

文章作者:RaXianch

发布时间:2020年04月22日 - 14时29分

最后更新:2020年04月22日 - 18时42分

原始链接:https://blog.raxianch.moe/oldBlog/2020/04/22/Python爬虫：记录一次字体反爬的过程/

许可协议: "署名-非商用-相同方式共享 3.0" 转载请保留原文链接及作者。

文章目录
  1. 1. 运行环境 Runtime environment
  • 背景
  • 目标
  • 目标网站HTML
  • 代码样例以及注释说明
  • 结果对比
    • ,