HTTP返回码中301与302的区别

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<p>支持向量机(Support Vector Machine)是Cortes和Vapnik于1995年首先提出的，它在解决<strong>小样本</strong> 、<strong>非线性</strong>及<strong>高维模式识别</strong> 中表现出许多特有的优势，并能够推广应用到函数拟合等其他机器学习问题中。支持向量机方法是建立在统计学习理论的<strong>VC 维理论和结构风险最小</strong> 原理基础上的，根据有限的样本信息在模型的复杂性（即对特定训练样本的学习精度，Accuracy）和学习能力（即无错误地识别任意样本的能力）之间寻求最佳折衷，以期获得最好的推广能力（或称泛化能力）。SVM理论的学习，请参考<a style="color: #336699; text-decoration: none;" href="http://www.blogjava.net/zhenandaci/category/31868.html">jasper的博客</a> 。</p>
<p>    LIBSVM 是台湾大学林智仁(Chih-Jen Lin)博士等开发设计的一个操作简单、易于使用、快速有效的通用 SVM 软件包,可以解决分类问题(包括 C−SVC 、ν−SVC )， 回归问题(包括 ε − SVR 、v− SVR )  以及分布估计(one − class − SVM ) 等问题,提供了线性、多项式、径向基和 S 形函数四种常用的核函数供选择，可以有效地解决多类问题、交叉验证选择参数、对不平衡样本加权、多类问题的概率估计等。<a style="color: #336699; text-decoration: none;" href="http://www.csie.ntu.edu.tw/~cjlin/libsvm/">LIBSVM</a> 是一个开源的软件包,。他不仅提供了 LIBSVM 的 C++语言的算法源代码,还提供了 Python、Java、R、MATLAB、Perl、Ruby、LabVIEW以及 C#.net 等各种语言的接口,可以方便的在 Windows 或 UNIX 平台下使用,也便于科研工作者根据自己的需要进行改进(譬如设计使用符合自己特定问题需要的核函数等)。</p>
<p>    文本分类，大致分为如下几件事情：<strong>样本</strong> ，<strong>分词</strong> ，<strong>特征提取</strong> ，<strong>向量计算</strong> ，<strong>分类训练</strong> ，<strong>测试和调试</strong> 。</p>
<p> </p>
<p><span style="font-size: medium;"><strong>1.样本选择</strong></span></p>
<p>搜狗语料 <a style="color: #336699; text-decoration: none;" href="http://www.sogou.com/labs/dl/c.html">http://www.sogou.com/labs/dl/c.html</a> ，下精简版吧，如果实验用用，这足够了，你要下107M的也可以。当然，你也可以自己找语料，不过麻烦点而已，把各大门户网站的对应频道下的文章都爬下来。</p>
<p> </p>
<p><span style="font-size: medium;">2.<strong>分词</strong></span></p>
<p>Bamboo分词，这是基于CRF++的分词模块，既然是研究统计学习，分词也得用基于统计的不是，如果还是用一字典来分词，那就太out啦。</p>
<p><a style="color: #336699; text-decoration: none;" href="http://code.google.com/p/nlpbamboo/wiki/GettingStarted">http://code.google.com/p/nlpbamboo/wiki/GettingStarted</a> 。安装完毕bamboo，还要下载训练好的模型（这个模型是基于人民日报1月语料）</p>
<p><a style="color: #336699; text-decoration: none;" href="http://code.google.com/p/nlpbamboo/downloads/list">http://code.google.com/p/nlpbamboo/downloads/list</a> ，下载index.tar.bz2， 解压到/opt/bamboo/index下。</p>
<p>因为咱主要目的是研究分类，不是分词，就不要去搞分词的训练了，如果想训练可以看我的另外一篇博客：<a style="color: #336699; text-decoration: none;" href="http://blog.csdn.net/marising/archive/2010/07/27/5769653.aspx">CRF++中文分词指南</a> 。</p>
<p>可以试试：/opt/bamboo/bin/bamboo -p crf_seg filename，如果成功证明装好了。</p>
<p>    稍微注意以下，搜狗的词库是gb2312的，所以，请转为utf8，再分词，这是python写的函数：输入一个文件名，转为utf8，再分词，分词文件以.seg为后缀。</p>
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<ol class="dp-py" style="margin-top: 0px !important; margin-right: 0px !important; margin-bottom: 1px !important; margin-left: 45px !important; background-color: #ffffff; color: #5c5c5c; padding: 0px;">
<li class="alt" style="padding-top: 0px !important; padding-right: 3px !important; padding-bottom: 0px !important; padding-left: 10px !important; border-top-style: none; border-right-style: none; border-bottom-style: none; border-left-style: solid; border-color: initial; border-left-width: 3px; border-left-color: #6ce26c; background-color: #ffffff; color: inherit; line-height: 18px; margin: 0px !important;"><span style="color: black; background-color: inherit; padding: 0px; margin: 0px;"><span class="keyword" style="color: #006699; background-color: inherit; font-weight: bold; padding: 0px; margin: 0px;">def</span><span style="color: black; background-color: inherit; padding: 0px; margin: 0px;"> seg(fn):  </span></span></li>
<li style="padding-top: 0px !important; padding-right: 3px !important; padding-bottom: 0px !important; padding-left: 10px !important; border-top-style: none; border-right-style: none; border-bottom-style: none; border-left-style: solid; border-color: initial; border-left-width: 3px; border-left-color: #6ce26c; background-color: #f8f8f8; color: #5c5c5c; line-height: 18px; margin: 0px !important;"><span style="color: black; background-color: inherit; padding: 0px; margin: 0px;">    <span class="keyword" style="color: #006699; background-color: inherit; font-weight: bold; padding: 0px; margin: 0px;">if</span><span style="color: black; background-color: inherit; padding: 0px; margin: 0px;"> </span><span class="keyword" style="color: #006699; background-color: inherit; font-weight: bold; padding: 0px; margin: 0px;">not</span><span style="color: black; background-color: inherit; padding: 0px; margin: 0px;"> os.path.isfile(fn+</span><span class="string" style="color: blue; background-color: inherit; padding: 0px; margin: 0px;">'.utf8'</span><span style="color: black; background-color: inherit; padding: 0px; margin: 0px;">):  </span></span></li>
<li class="alt" style="padding-top: 0px !important; padding-right: 3px !important; padding-bottom: 0px !important; padding-left: 10px !important; border-top-style: none; border-right-style: none; border-bottom-style: none; border-left-style: solid; border-color: initial; border-left-width: 3px; border-left-color: #6ce26c; background-color: #ffffff; color: inherit; line-height: 18px; margin: 0px !important;"><span style="color: black; background-color: inherit; padding: 0px; margin: 0px;">    cmd = <span class="string" style="color: blue; background-color: inherit; padding: 0px; margin: 0px;">'iconv -f gb2312 -t utf8 -c %s &gt; %s.utf8'</span><span style="color: black; background-color: inherit; padding: 0px; margin: 0px;"> %(fn,fn)  </span></span></li>
<li style="padding-top: 0px !important; padding-right: 3px !important; padding-bottom: 0px !important; padding-left: 10px !important; border-top-style: none; border-right-style: none; border-bottom-style: none; border-left-style: solid; border-color: initial; border-left-width: 3px; border-left-color: #6ce26c; background-color: #f8f8f8; color: #5c5c5c; line-height: 18px; margin: 0px !important;"><span style="color: black; background-color: inherit; padding: 0px; margin: 0px;">    <span class="keyword" style="color: #006699; background-color: inherit; font-weight: bold; padding: 0px; margin: 0px;">print</span><span style="color: black; background-color: inherit; padding: 0px; margin: 0px;"> cmd  </span></span></li>
<li class="alt" style="padding-top: 0px !important; padding-right: 3px !important; padding-bottom: 0px !important; padding-left: 10px !important; border-top-style: none; border-right-style: none; border-bottom-style: none; border-left-style: solid; border-color: initial; border-left-width: 3px; border-left-color: #6ce26c; background-color: #ffffff; color: inherit; line-height: 18px; margin: 0px !important;"><span style="color: black; background-color: inherit; padding: 0px; margin: 0px;">    os.system(cmd)  </span></li>
<li style="padding-top: 0px !important; padding-right: 3px !important; padding-bottom: 0px !important; padding-left: 10px !important; border-top-style: none; border-right-style: none; border-bottom-style: none; border-left-style: solid; border-color: initial; border-left-width: 3px; border-left-color: #6ce26c; background-color: #f8f8f8; color: #5c5c5c; line-height: 18px; margin: 0px !important;"><span style="color: black; background-color: inherit; padding: 0px; margin: 0px;">    cmd = <span class="string" style="color: blue; background-color: inherit; padding: 0px; margin: 0px;">'/opt/bamboo/bin/bamboo -p crf_seg %s.utf8 &gt; %s.seg'</span><span style="color: black; background-color: inherit; padding: 0px; margin: 0px;"> % (fn,fn)  </span></span></li>
<li class="alt" style="padding-top: 0px !important; padding-right: 3px !important; padding-bottom: 0px !important; padding-left: 10px !important; border-top-style: none; border-right-style: none; border-bottom-style: none; border-left-style: solid; border-color: initial; border-left-width: 3px; border-left-color: #6ce26c; background-color: #ffffff; color: inherit; line-height: 18px; margin: 0px !important;"><span style="color: black; background-color: inherit; padding: 0px; margin: 0px;">    <span class="keyword" style="color: #006699; background-color: inherit; font-weight: bold; padding: 0px; margin: 0px;">print</span><span style="color: black; background-color: inherit; padding: 0px; margin: 0px;"> cmd  </span></span></li>
<li style="padding-top: 0px !important; padding-right: 3px !important; padding-bottom: 0px !important; padding-left: 10px !important; border-top-style: none; border-right-style: none; border-bottom-style: none; border-left-style: solid; border-color: initial; border-left-width: 3px; border-left-color: #6ce26c; background-color: #f8f8f8; color: #5c5c5c; line-height: 18px; margin: 0px !important;"><span style="color: black; background-color: inherit; padding: 0px; margin: 0px;">    os.system(cmd)   </span></li>
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<p> </p>
<p>分词结果如下：</p>
<p>一 家 刚刚 成立 两 年 的 网络 支付 公司 ， 它 的 目标 是 成为 市值 100亿 美元 的 上市 公司 。<br>这家 公司 叫做 快 钱 ， 说 这 句 话 的 是 快钱 的 CEO 关 国光 。 他 之前 曾 任 网易 的 高级 副 总裁 ， 负责 过 网易 的 上市 工作 。 对于 为什么 选择 第三 方 支付 作为 创业 方向 ， 他 曾经 对 媒体 这样 说 ： “ 我 能 看到 这个 胡同 对面 是 什么 ， 别人 只能 看到 这个 胡同 。 ” 自信 与 狂妄 只 有 一 步 之 遥 ―― 这 几乎 是 所有 创业者 的 共同 特征 ， 是 自信 还是 狂妄 也许 需要 留待 时间 来 考证 。</p>
<p> </p>
<p><span style="font-size: medium;"><strong>3.特征提取</strong></span></p>
<p>    svm不是在高维模式识别具有优势吗，咋还要特征提取呢，把所有词都当成特征不就行了吗？对于词库来说，十几万的词是很常见的，把对类别区分度（GDP，CPI，股票对经济类的区分度就高，其他一些高频词，如我们，大家，一起等就没有区分度）高的词挑选出来，一来可以减少计算量，二来应该是可以提高分类效果。</p>
<p>     据说，开方检验（CHI）信息增益（IG）对于挑选特征好，我选择的是CHI。两者的概念，请google。</p>
<p>    首先统计词在文档中的次数</p>
<p> </p>
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<li class="alt" style="padding-top: 0px !important; padding-right: 3px !important; padding-bottom: 0px !important; padding-left: 10px !important; border-top-style: none; border-right-style: none; border-bottom-style: none; border-left-style: solid; border-color: initial; border-left-width: 3px; border-left-color: #6ce26c; background-color: #ffffff; color: inherit; line-height: 18px; margin: 0px !important;"><span style="color: black; background-color: inherit; padding: 0px; margin: 0px;"><span class="comment" style="color: #008200; background-color: inherit; padding: 0px; margin: 0px;">#ingore some term</span><span style="color: black; background-color: inherit; padding: 0px; margin: 0px;">  </span></span></li>
<li style="padding-top: 0px !important; padding-right: 3px !important; padding-bottom: 0px !important; padding-left: 10px !important; border-top-style: none; border-right-style: none; border-bottom-style: none; border-left-style: solid; border-color: initial; border-left-width: 3px; border-left-color: #6ce26c; background-color: #f8f8f8; color: #5c5c5c; line-height: 18px; margin: 0px !important;"><span style="color: black; background-color: inherit; padding: 0px; margin: 0px;"><span class="keyword" style="color: #006699; background-color: inherit; font-weight: bold; padding: 0px; margin: 0px;">def</span><span style="color: black; background-color: inherit; padding: 0px; margin: 0px;"> ingore(s):  </span></span></li>
<li class="alt" style="padding-top: 0px !important; padding-right: 3px !important; padding-bottom: 0px !important; padding-left: 10px !important; border-top-style: none; border-right-style: none; border-bottom-style: none; border-left-style: solid; border-color: initial; border-left-width: 3px; border-left-color: #6ce26c; background-color: #ffffff; color: inherit; line-height: 18px; margin: 0px !important;"><span style="color: black; background-color: inherit; padding: 0px; margin: 0px;">    <span class="keyword" style="color: #006699; background-color: inherit; font-weight: bold; padding: 0px; margin: 0px;">return</span><span style="color: black; background-color: inherit; padding: 0px; margin: 0px;"> s == </span><span class="string" style="color: blue; background-color: inherit; padding: 0px; margin: 0px;">'nbsp'</span><span style="color: black; background-color: inherit; padding: 0px; margin: 0px;"> </span><span class="keyword" style="color: #006699; background-color: inherit; font-weight: bold; padding: 0px; margin: 0px;">or</span><span style="color: black; background-color: inherit; padding: 0px; margin: 0px;"> s == </span><span class="string" style="color: blue; background-color: inherit; padding: 0px; margin: 0px;">' '</span><span style="color: black; background-color: inherit; padding: 0px; margin: 0px;"> </span><span class="keyword" style="color: #006699; background-color: inherit; font-weight: bold; padding: 0px; margin: 0px;">or</span><span style="color: black; background-color: inherit; padding: 0px; margin: 0px;"> s == </span><span class="string" style="color: blue; background-color: inherit; padding: 0px; margin: 0px;">' '</span><span style="color: black; background-color: inherit; padding: 0px; margin: 0px;"> </span><span class="keyword" style="color: #006699; background-color: inherit; font-weight: bold; padding: 0px; margin: 0px;">or</span><span style="color: black; background-color: inherit; padding: 0px; margin: 0px;"> s == </span><span class="string" style="color: blue; background-color: inherit; padding: 0px; margin: 0px;">'/t'</span><span style="color: black; background-color: inherit; padding: 0px; margin: 0px;"> </span><span class="keyword" style="color: #006699; background-color: inherit; font-weight: bold; padding: 0px; margin: 0px;">or</span><span style="color: black; background-color: inherit; padding: 0px; margin: 0px;"> s == </span><span class="string" style="color: blue; background-color: inherit; padding: 0px; margin: 0px;">'/n'</span><span style="color: black; background-color: inherit; padding: 0px; margin: 0px;"> /  </span></span></li>
<li style="padding-top: 0px !important; padding-right: 3px !important; padding-bottom: 0px !important; padding-left: 10px !important; border-top-style: none; border-right-style: none; border-bottom-style: none; border-left-style: solid; border-color: initial; border-left-width: 3px; border-left-color: #6ce26c; background-color: #f8f8f8; color: #5c5c5c; line-height: 18px; margin: 0px !important;"><span style="color: black; background-color: inherit; padding: 0px; margin: 0px;">           <span class="keyword" style="color: #006699; background-color: inherit; font-weight: bold; padding: 0px; margin: 0px;">or</span><span style="color: black; background-color: inherit; padding: 0px; margin: 0px;"> s == </span><span class="string" style="color: blue; background-color: inherit; padding: 0px; margin: 0px;">'，'</span><span style="color: black; background-color: inherit; padding: 0px; margin: 0px;"> </span><span class="keyword" style="color: #006699; background-color: inherit; font-weight: bold; padding: 0px; margin: 0px;">or</span><span style="color: black; background-color: inherit; padding: 0px; margin: 0px;"> s == </span><span class="string" style="color: blue; background-color: inherit; padding: 0px; margin: 0px;">'。'</span><span style="color: black; background-color: inherit; padding: 0px; margin: 0px;"> </span><span class="keyword" style="color: #006699; background-color: inherit; font-weight: bold; padding: 0px; margin: 0px;">or</span><span style="color: black; background-color: inherit; padding: 0px; margin: 0px;"> s == </span><span class="string" style="color: blue; background-color: inherit; padding: 0px; margin: 0px;">'！'</span><span style="color: black; background-color: inherit; padding: 0px; margin: 0px;"> </span><span class="keyword" style="color: #006699; background-color: inherit; font-weight: bold; padding: 0px; margin: 0px;">or</span><span style="color: black; background-color: inherit; padding: 0px; margin: 0px;"> s == </span><span class="string" style="color: blue; background-color: inherit; padding: 0px; margin: 0px;">'、'</span><span style="color: black; background-color: inherit; padding: 0px; margin: 0px;"> </span><span class="keyword" style="color: #006699; background-color: inherit; font-weight: bold; padding: 0px; margin: 0px;">or</span><span style="color: black; background-color: inherit; padding: 0px; margin: 0px;"> s == </span><span class="string" style="color: blue; background-color: inherit; padding: 0px; margin: 0px;">'―'</span><span style="color: black; background-color: inherit; padding: 0px; margin: 0px;">/  </span></span></li>
<li class="alt" style="padding-top: 0px !important; padding-right: 3px !important; padding-bottom: 0px !important; padding-left: 10px !important; border-top-style: none; border-right-style: none; border-bottom-style: none; border-left-style: solid; border-color: initial; border-left-width: 3px; border-left-color: #6ce26c; background-color: #ffffff; color: inherit; line-height: 18px; margin: 0px !important;"><span style="color: black; background-color: inherit; padding: 0px; margin: 0px;">           <span class="keyword" style="color: #006699; background-color: inherit; font-weight: bold; padding: 0px; margin: 0px;">or</span><span style="color: black; background-color: inherit; padding: 0px; margin: 0px;"> s == </span><span class="string" style="color: blue; background-color: inherit; padding: 0px; margin: 0px;">'？'</span><span style="color: black; background-color: inherit; padding: 0px; margin: 0px;">  </span><span class="keyword" style="color: #006699; background-color: inherit; font-weight: bold; padding: 0px; margin: 0px;">or</span><span style="color: black; background-color: inherit; padding: 0px; margin: 0px;"> s == </span><span class="string" style="color: blue; background-color: inherit; padding: 0px; margin: 0px;">'＠'</span><span style="color: black; background-color: inherit; padding: 0px; margin: 0px;"> </span><span class="keyword" style="color: #006699; background-color: inherit; font-weight: bold; padding: 0px; margin: 0px;">or</span><span style="color: black; background-color: inherit; padding: 0px; margin: 0px;"> s == </span><span class="string" style="color: blue; background-color: inherit; padding: 0px; margin: 0px;">'：'</span><span style="color: black; background-color: inherit; padding: 0px; margin: 0px;"> /  </span></span></li>
<li style="padding-top: 0px !important; padding-right: 3px !important; padding-bottom: 0px !important; padding-left: 10px !important; border-top-style: none; border-right-style: none; border-bottom-style: none; border-left-style: solid; border-color: initial; border-left-width: 3px; border-left-color: #6ce26c; background-color: #f8f8f8; color: #5c5c5c; line-height: 18px; margin: 0px !important;"><span style="color: black; background-color: inherit; padding: 0px; margin: 0px;">           <span class="keyword" style="color: #006699; background-color: inherit; font-weight: bold; padding: 0px; margin: 0px;">or</span><span style="color: black; background-color: inherit; padding: 0px; margin: 0px;"> s == </span><span class="string" style="color: blue; background-color: inherit; padding: 0px; margin: 0px;">'＃'</span><span style="color: black; background-color: inherit; padding: 0px; margin: 0px;"> </span><span class="keyword" style="color: #006699; background-color: inherit; font-weight: bold; padding: 0px; margin: 0px;">or</span><span style="color: black; background-color: inherit; padding: 0px; margin: 0px;"> s == </span><span class="string" style="color: blue; background-color: inherit; padding: 0px; margin: 0px;">'%'</span><span style="color: black; background-color: inherit; padding: 0px; margin: 0px;">  </span><span class="keyword" style="color: #006699; background-color: inherit; font-weight: bold; padding: 0px; margin: 0px;">or</span><span style="color: black; background-color: inherit; padding: 0px; margin: 0px;"> s == </span><span class="string" style="color: blue; background-color: inherit; padding: 0px; margin: 0px;">'＆'</span><span style="color: black; background-color: inherit; padding: 0px; margin: 0px;"> /  </span></span></li>
<li class="alt" style="padding-top: 0px !important; padding-right: 3px !important; padding-bottom: 0px !important; padding-left: 10px !important; border-top-style: none; border-right-style: none; border-bottom-style: none; border-left-style: solid; border-color: initial; border-left-width: 3px; border-left-color: #6ce26c; background-color: #ffffff; color: inherit; line-height: 18px; margin: 0px !important;"><span style="color: black; background-color: inherit; padding: 0px; margin: 0px;">           <span class="keyword" style="color: #006699; background-color: inherit; font-weight: bold; padding: 0px; margin: 0px;">or</span><span style="color: black; background-color: inherit; padding: 0px; margin: 0px;"> s == </span><span class="string" style="color: blue; background-color: inherit; padding: 0px; margin: 0px;">'（'</span><span style="color: black; background-color: inherit; padding: 0px; margin: 0px;"> </span><span class="keyword" style="color: #006699; background-color: inherit; font-weight: bold; padding: 0px; margin: 0px;">or</span><span style="color: black; background-color: inherit; padding: 0px; margin: 0px;"> s == </span><span class="string" style="color: blue; background-color: inherit; padding: 0px; margin: 0px;">'）'</span><span style="color: black; background-color: inherit; padding: 0px; margin: 0px;"> </span><span class="keyword" style="color: #006699; background-color: inherit; font-weight: bold; padding: 0px; margin: 0px;">or</span><span style="color: black; background-color: inherit; padding: 0px; margin: 0px;"> s == </span><span class="string" style="color: blue; background-color: inherit; padding: 0px; margin: 0px;">'《'</span><span style="color: black; background-color: inherit; padding: 0px; margin: 0px;"> </span><span class="keyword" style="color: #006699; background-color: inherit; font-weight: bold; padding: 0px; margin: 0px;">or</span><span style="color: black; background-color: inherit; padding: 0px; margin: 0px;"> s == </span><span class="string" style="color: blue; background-color: inherit; padding: 0px; margin: 0px;">'》'</span><span style="color: black; background-color: inherit; padding: 0px; margin: 0px;"> /  </span></span></li>
<li style="padding-top: 0px !important; padding-right: 3px !important; padding-bottom: 0px !important; padding-left: 10px !important; border-top-style: none; border-right-style: none; border-bottom-style: none; border-left-style: solid; border-color: initial; border-left-width: 3px; border-left-color: #6ce26c; background-color: #f8f8f8; color: #5c5c5c; line-height: 18px; margin: 0px !important;"><span style="color: black; background-color: inherit; padding: 0px; margin: 0px;">           <span class="keyword" style="color: #006699; background-color: inherit; font-weight: bold; padding: 0px; margin: 0px;">or</span><span style="color: black; background-color: inherit; padding: 0px; margin: 0px;"> s == </span><span class="string" style="color: blue; background-color: inherit; padding: 0px; margin: 0px;">'［'</span><span style="color: black; background-color: inherit; padding: 0px; margin: 0px;"> </span><span class="keyword" style="color: #006699; background-color: inherit; font-weight: bold; padding: 0px; margin: 0px;">or</span><span style="color: black; background-color: inherit; padding: 0px; margin: 0px;"> s == </span><span class="string" style="color: blue; background-color: inherit; padding: 0px; margin: 0px;">'］'</span><span style="color: black; background-color: inherit; padding: 0px; margin: 0px;"> </span><span class="keyword" style="color: #006699; background-color: inherit; font-weight: bold; padding: 0px; margin: 0px;">or</span><span style="color: black; background-color: inherit; padding: 0px; margin: 0px;"> s == </span><span class="string" style="color: blue; background-color: inherit; padding: 0px; margin: 0px;">'｛'</span><span style="color: black; background-color: inherit; padding: 0px; margin: 0px;"> </span><span class="keyword" style="color: #006699; background-color: inherit; font-weight: bold; padding: 0px; margin: 0px;">or</span><span style="color: black; background-color: inherit; padding: 0px; margin: 0px;"> s == </span><span class="string" style="color: blue; background-color: inherit; padding: 0px; margin: 0px;">'｝'</span><span style="color: black; background-color: inherit; padding: 0px; margin: 0px;"> /  </span></span></li>
<li class="alt" style="padding-top: 0px !important; padding-right: 3px !important; padding-bottom: 0px !important; padding-left: 10px !important; border-top-style: none; border-right-style: none; border-bottom-style: none; border-left-style: solid; border-color: initial; border-left-width: 3px; border-left-color: #6ce26c; background-color: #ffffff; color: inherit; line-height: 18px; margin: 0px !important;"><span style="color: black; background-color: inherit; padding: 0px; margin: 0px;">           <span class="keyword" style="color: #006699; background-color: inherit; font-weight: bold; padding: 0px; margin: 0px;">or</span><span style="color: black; background-color: inherit; padding: 0px; margin: 0px;"> s == </span><span class="string" style="color: blue; background-color: inherit; padding: 0px; margin: 0px;">'*'</span><span style="color: black; background-color: inherit; padding: 0px; margin: 0px;"> </span><span class="keyword" style="color: #006699; background-color: inherit; font-weight: bold; padding: 0px; margin: 0px;">or</span><span style="color: black; background-color: inherit; padding: 0px; margin: 0px;"> s == </span><span class="string" style="color: blue; background-color: inherit; padding: 0px; margin: 0px;">','</span><span style="color: black; background-color: inherit; padding: 0px; margin: 0px;"> </span><span class="keyword" style="color: #006699; background-color: inherit; font-weight: bold; padding: 0px; margin: 0px;">or</span><span style="color: black; background-color: inherit; padding: 0px; margin: 0px;"> s == </span><span class="string" style="color: blue; background-color: inherit; padding: 0px; margin: 0px;">'.'</span><span style="color: black; background-color: inherit; padding: 0px; margin: 0px;">  </span><span class="keyword" style="color: #006699; background-color: inherit; font-weight: bold; padding: 0px; margin: 0px;">or</span><span style="color: black; background-color: inherit; padding: 0px; margin: 0px;"> s == </span><span class="string" style="color: blue; background-color: inherit; padding: 0px; margin: 0px;">'&amp;'</span><span style="color: black; background-color: inherit; padding: 0px; margin: 0px;"> /  </span></span></li>
<li style="padding-top: 0px !important; padding-right: 3px !important; padding-bottom: 0px !important; padding-left: 10px !important; border-top-style: none; border-right-style: none; border-bottom-style: none; border-left-style: solid; border-color: initial; border-left-width: 3px; border-left-color: #6ce26c; background-color: #f8f8f8; color: #5c5c5c; line-height: 18px; margin: 0px !important;"><span style="color: black; background-color: inherit; padding: 0px; margin: 0px;">           <span class="keyword" style="color: #006699; background-color: inherit; font-weight: bold; padding: 0px; margin: 0px;">or</span><span style="color: black; background-color: inherit; padding: 0px; margin: 0px;"> s == </span><span class="string" style="color: blue; background-color: inherit; padding: 0px; margin: 0px;">'!'</span><span style="color: black; background-color: inherit; padding: 0px; margin: 0px;"> </span><span class="keyword" style="color: #006699; background-color: inherit; font-weight: bold; padding: 0px; margin: 0px;">or</span><span style="color: black; background-color: inherit; padding: 0px; margin: 0px;"> s == </span><span class="string" style="color: blue; background-color: inherit; padding: 0px; margin: 0px;">'?'</span><span style="color: black; background-color: inherit; padding: 0px; margin: 0px;"> </span><span class="keyword" style="color: #006699; background-color: inherit; font-weight: bold; padding: 0px; margin: 0px;">or</span><span style="color: black; background-color: inherit; padding: 0px; margin: 0px;"> s == </span><span class="string" style="color: blue; background-color: inherit; padding: 0px; margin: 0px;">':'</span><span style="color: black; background-color: inherit; padding: 0px; margin: 0px;"> </span><span class="keyword" style="color: #006699; background-color: inherit; font-weight: bold; padding: 0px; margin: 0px;">or</span><span style="color: black; background-color: inherit; padding: 0px; margin: 0px;"> s == </span><span class="string" style="color: blue; background-color: inherit; padding: 0px; margin: 0px;">';'</span><span style="color: black; background-color: inherit; padding: 0px; margin: 0px;">/  </span></span></li>
<li class="alt" style="padding-top: 0px !important; padding-right: 3px !important; padding-bottom: 0px !important; padding-left: 10px !important; border-top-style: none; border-right-style: none; border-bottom-style: none; border-left-style: solid; border-color: initial; border-left-width: 3px; border-left-color: #6ce26c; background-color: #ffffff; color: inherit; line-height: 18px; margin: 0px !important;"><span style="color: black; background-color: inherit; padding: 0px; margin: 0px;">           <span class="keyword" style="color: #006699; background-color: inherit; font-weight: bold; padding: 0px; margin: 0px;">or</span><span style="color: black; background-color: inherit; padding: 0px; margin: 0px;"> s == </span><span class="string" style="color: blue; background-color: inherit; padding: 0px; margin: 0px;">'-'</span><span style="color: black; background-color: inherit; padding: 0px; margin: 0px;"> </span><span class="keyword" style="color: #006699; background-color: inherit; font-weight: bold; padding: 0px; margin: 0px;">or</span><span style="color: black; background-color: inherit; padding: 0px; margin: 0px;"> s == </span><span class="string" style="color: blue; background-color: inherit; padding: 0px; margin: 0px;">'&amp;'</span><span style="color: black; background-color: inherit; padding: 0px; margin: 0px;">/  </span></span></li>
<li style="padding-top: 0px !important; padding-right: 3px !important; padding-bottom: 0px !important; padding-left: 10px !important; border-top-style: none; border-right-style: none; border-bottom-style: none; border-left-style: solid; border-color: initial; border-left-width: 3px; border-left-color: #6ce26c; background-color: #f8f8f8; color: #5c5c5c; line-height: 18px; margin: 0px !important;"><span style="color: black; background-color: inherit; padding: 0px; margin: 0px;">           <span class="keyword" style="color: #006699; background-color: inherit; font-weight: bold; padding: 0px; margin: 0px;">or</span><span style="color: black; background-color: inherit; padding: 0px; margin: 0px;"> s == </span><span class="string" style="color: blue; background-color: inherit; padding: 0px; margin: 0px;">'&lt;'</span><span style="color: black; background-color: inherit; padding: 0px; margin: 0px;"> </span><span class="keyword" style="color: #006699; background-color: inherit; font-weight: bold; padding: 0px; margin: 0px;">or</span><span style="color: black; background-color: inherit; padding: 0px; margin: 0px;"> s == </span><span class="string" style="color: blue; background-color: inherit; padding: 0px; margin: 0px;">'&gt;'</span><span style="color: black; background-color: inherit; padding: 0px; margin: 0px;"> </span><span class="keyword" style="color: #006699; background-color: inherit; font-weight: bold; padding: 0px; margin: 0px;">or</span><span style="color: black; background-color: inherit; padding: 0px; margin: 0px;"> s == </span><span class="string" style="color: blue; background-color: inherit; padding: 0px; margin: 0px;">'('</span><span style="color: black; background-color: inherit; padding: 0px; margin: 0px;"> </span><span class="keyword" style="color: #006699; background-color: inherit; font-weight: bold; padding: 0px; margin: 0px;">or</span><span style="color: black; background-color: inherit; padding: 0px; margin: 0px;"> s == </span><span class="string" style="color: blue; background-color: inherit; padding: 0px; margin: 0px;">')'</span><span style="color: black; background-color: inherit; padding: 0px; margin: 0px;"> /  </span></span></li>
<li class="alt" style="padding-top: 0px !important; padding-right: 3px !important; padding-bottom: 0px !important; padding-left: 10px !important; border-top-style: none; border-right-style: none; border-bottom-style: none; border-left-style: solid; border-color: initial; border-left-width: 3px; border-left-color: #6ce26c; background-color: #ffffff; color: inherit; line-height: 18px; margin: 0px !important;"><span style="color: black; background-color: inherit; padding: 0px; margin: 0px;">           <span class="keyword" style="color: #006699; background-color: inherit; font-weight: bold; padding: 0px; margin: 0px;">or</span><span style="color: black; background-color: inherit; padding: 0px; margin: 0px;"> s == </span><span class="string" style="color: blue; background-color: inherit; padding: 0px; margin: 0px;">'['</span><span style="color: black; background-color: inherit; padding: 0px; margin: 0px;"> </span><span class="keyword" style="color: #006699; background-color: inherit; font-weight: bold; padding: 0px; margin: 0px;">or</span><span style="color: black; background-color: inherit; padding: 0px; margin: 0px;"> s == </span><span class="string" style="color: blue; background-color: inherit; padding: 0px; margin: 0px;">']'</span><span style="color: black; background-color: inherit; padding: 0px; margin: 0px;"> </span><span class="keyword" style="color: #006699; background-color: inherit; font-weight: bold; padding: 0px; margin: 0px;">or</span><span style="color: black; background-color: inherit; padding: 0px; margin: 0px;"> s == </span><span class="string" style="color: blue; background-color: inherit; padding: 0px; margin: 0px;">'{'</span><span style="color: black; background-color: inherit; padding: 0px; margin: 0px;"> </span><span class="keyword" style="color: #006699; background-color: inherit; font-weight: bold; padding: 0px; margin: 0px;">or</span><span style="color: black; background-color: inherit; padding: 0px; margin: 0px;"> s == </span><span class="string" style="color: blue; background-color: inherit; padding: 0px; margin: 0px;">'}'</span><span style="color: black; background-color: inherit; padding: 0px; margin: 0px;">    </span></span></li>
<li style="padding-top: 0px !important; padding-right: 3px !important; padding-bottom: 0px !important; padding-left: 10px !important; border-top-style: none; border-right-style: none; border-bottom-style: none; border-left-style: solid; border-color: initial; border-left-width: 3px; border-left-color: #6ce26c; background-color: #f8f8f8; color: #5c5c5c; line-height: 18px; margin: 0px !important;"><span style="color: black; background-color: inherit; padding: 0px; margin: 0px;">     </span></li>
<li class="alt" style="padding-top: 0px !important; padding-right: 3px !important; padding-bottom: 0px !important; padding-left: 10px !important; border-top-style: none; border-right-style: none; border-bottom-style: none; border-left-style: solid; border-color: initial; border-left-width: 3px; border-left-color: #6ce26c; background-color: #ffffff; color: inherit; line-height: 18px; margin: 0px !important;"><span style="color: black; background-color: inherit; padding: 0px; margin: 0px;"><span class="comment" style="color: #008200; background-color: inherit; padding: 0px; margin: 0px;">#term times</span><span style="color: black; background-color: inherit; padding: 0px; margin: 0px;">  </span></span></li>
<li style="padding-top: 0px !important; padding-right: 3px !important; padding-bottom: 0px !important; padding-left: 10px !important; border-top-style: none; border-right-style: none; border-bottom-style: none; border-left-style: solid; border-color: initial; border-left-width: 3px; border-left-color: #6ce26c; background-color: #f8f8f8; color: #5c5c5c; line-height: 18px; margin: 0px !important;"><span style="color: black; background-color: inherit; padding: 0px; margin: 0px;"><span class="keyword" style="color: #006699; background-color: inherit; font-weight: bold; padding: 0px; margin: 0px;">def</span><span style="color: black; background-color: inherit; padding: 0px; margin: 0px;"> getterm(fn):  </span></span></li>
<li class="alt" style="padding-top: 0px !important; padding-right: 3px !important; padding-bottom: 0px !important; padding-left: 10px !important; border-top-style: none; border-right-style: none; border-bottom-style: none; border-left-style: solid; border-color: initial; border-left-width: 3px; border-left-color: #6ce26c; background-color: #ffffff; color: inherit; line-height: 18px; margin: 0px !important;"><span style="color: black; background-color: inherit; padding: 0px; margin: 0px;">    fnobj = open(fn,<span class="string" style="color: blue; background-color: inherit; padding: 0px; margin: 0px;">'r'</span><span style="color: black; background-color: inherit; padding: 0px; margin: 0px;">)  </span></span></li>
<li style="padding-top: 0px !important; padding-right: 3px !important; padding-bottom: 0px !important; padding-left: 10px !important; border-top-style: none; border-right-style: none; border-bottom-style: none; border-left-style: solid; border-color: initial; border-left-width: 3px; border-left-color: #6ce26c; background-color: #f8f8f8; color: #5c5c5c; line-height: 18px; margin: 0px !important;"><span style="color: black; background-color: inherit; padding: 0px; margin: 0px;">    data = fnobj.read()  </span></li>
<li class="alt" style="padding-top: 0px !important; padding-right: 3px !important; padding-bottom: 0px !important; padding-left: 10px !important; border-top-style: none; border-right-style: none; border-bottom-style: none; border-left-style: solid; border-color: initial; border-left-width: 3px; border-left-color: #6ce26c; background-color: #ffffff; color: inherit; line-height: 18px; margin: 0px !important;"><span style="color: black; background-color: inherit; padding: 0px; margin: 0px;">    fnobj.close()  </span></li>
<li style="padding-top: 0px !important; padding-right: 3px !important; padding-bottom: 0px !important; padding-left: 10px !important; border-top-style: none; border-right-style: none; border-bottom-style: none; border-left-style: solid; border-color: initial; border-left-width: 3px; border-left-color: #6ce26c; background-color: #f8f8f8; color: #5c5c5c; line-height: 18px; margin: 0px !important;"><span style="color: black; background-color: inherit; padding: 0px; margin: 0px;">    arr = data.split(<span class="string" style="color: blue; background-color: inherit; padding: 0px; margin: 0px;">' '</span><span style="color: black; background-color: inherit; padding: 0px; margin: 0px;">)  </span></span></li>
<li class="alt" style="padding-top: 0px !important; padding-right: 3px !important; padding-bottom: 0px !important; padding-left: 10px !important; border-top-style: none; border-right-style: none; border-bottom-style: none; border-left-style: solid; border-color: initial; border-left-width: 3px; border-left-color: #6ce26c; background-color: #ffffff; color: inherit; line-height: 18px; margin: 0px !important;"><span style="color: black; background-color: inherit; padding: 0px; margin: 0px;">    docterm = dict()  </span></li>
<li style="padding-top: 0px !important; padding-right: 3px !important; padding-bottom: 0px !important; padding-left: 10px !important; border-top-style: none; border-right-style: none; border-bottom-style: none; border-left-style: solid; border-color: initial; border-left-width: 3px; border-left-color: #6ce26c; background-color: #f8f8f8; color: #5c5c5c; line-height: 18px; margin: 0px !important;"><span style="color: black; background-color: inherit; padding: 0px; margin: 0px;">    <span class="keyword" style="color: #006699; background-color: inherit; font-weight: bold; padding: 0px; margin: 0px;">for</span><span style="color: black; background-color: inherit; padding: 0px; margin: 0px;"> a </span><span class="keyword" style="color: #006699; background-color: inherit; font-weight: bold; padding: 0px; margin: 0px;">in</span><span style="color: black; background-color: inherit; padding: 0px; margin: 0px;"> arr:     </span></span></li>
<li class="alt" style="padding-top: 0px !important; padding-right: 3px !important; padding-bottom: 0px !important; padding-left: 10px !important; border-top-style: none; border-right-style: none; border-bottom-style: none; border-left-style: solid; border-color: initial; border-left-width: 3px; border-left-color: #6ce26c; background-color: #ffffff; color: inherit; line-height: 18px; margin: 0px !important;"><span style="color: black; background-color: inherit; padding: 0px; margin: 0px;">    a = a.strip(<span class="string" style="color: blue; background-color: inherit; padding: 0px; margin: 0px;">' /n/t'</span><span style="color: black; background-color: inherit; padding: 0px; margin: 0px;">)  </span></span></li>
<li style="padding-top: 0px !important; padding-right: 3px !important; padding-bottom: 0px !important; padding-left: 10px !important; border-top-style: none; border-right-style: none; border-bottom-style: none; border-left-style: solid; border-color: initial; border-left-width: 3px; border-left-color: #6ce26c; background-color: #f8f8f8; color: #5c5c5c; line-height: 18px; margin: 0px !important;"><span style="color: black; background-color: inherit; padding: 0px; margin: 0px;">    <span class="keyword" style="color: #006699; background-color: inherit; font-weight: bold; padding: 0px; margin: 0px;">if</span><span style="color: black; background-color: inherit; padding: 0px; margin: 0px;"> </span><span class="keyword" style="color: #006699; background-color: inherit; font-weight: bold; padding: 0px; margin: 0px;">not</span><span style="color: black; background-color: inherit; padding: 0px; margin: 0px;"> ingore(a) </span><span class="keyword" style="color: #006699; background-color: inherit; font-weight: bold; padding: 0px; margin: 0px;">and</span><span style="color: black; background-color: inherit; padding: 0px; margin: 0px;"> len( a.decode(</span><span class="string" style="color: blue; background-color: inherit; padding: 0px; margin: 0px;">'utf-8'</span><span style="color: black; background-color: inherit; padding: 0px; margin: 0px;">)) &gt;=</span><span class="number" style="color: black; background-color: inherit; padding: 0px; margin: 0px;">2</span><span style="color: black; background-color: inherit; padding: 0px; margin: 0px;">:  </span></span></li>
<li class="alt" style="padding-top: 0px !important; padding-right: 3px !important; padding-bottom: 0px !important; padding-left: 10px !important; border-top-style: none; border-right-style: none; border-bottom-style: none; border-left-style: solid; border-color: initial; border-left-width: 3px; border-left-color: #6ce26c; background-color: #ffffff; color: inherit; line-height: 18px; margin: 0px !important;"><span style="color: black; background-color: inherit; padding: 0px; margin: 0px;">        times = docterm.get(a)  </span></li>
<li style="padding-top: 0px !important; padding-right: 3px !important; padding-bottom: 0px !important; padding-left: 10px !important; border-top-style: none; border-right-style: none; border-bottom-style: none; border-left-style: solid; border-color: initial; border-left-width: 3px; border-left-color: #6ce26c; background-color: #f8f8f8; color: #5c5c5c; line-height: 18px; margin: 0px !important;"><span style="color: black; background-color: inherit; padding: 0px; margin: 0px;">        <span class="keyword" style="color: #006699; background-color: inherit; font-weight: bold; padding: 0px; margin: 0px;">if</span><span style="color: black; background-color: inherit; padding: 0px; margin: 0px;"> times:  </span></span></li>
<li class="alt" style="padding-top: 0px !important; padding-right: 3px !important; padding-bottom: 0px !important; padding-left: 10px !important; border-top-style: none; border-right-style: none; border-bottom-style: none; border-left-style: solid; border-color: initial; border-left-width: 3px; border-left-color: #6ce26c; background-color: #ffffff; color: inherit; line-height: 18px; margin: 0px !important;"><span style="color: black; background-color: inherit; padding: 0px; margin: 0px;">        docterm[a] = times + <span class="number" style="color: black; background-color: inherit; padding: 0px; margin: 0px;">1</span><span style="color: black; background-color: inherit; padding: 0px; margin: 0px;">  </span></span></li>
<li style="padding-top: 0px !important; padding-right: 3px !important; padding-bottom: 0px !important; padding-left: 10px !important; border-top-style: none; border-right-style: none; border-bottom-style: none; border-left-style: solid; border-color: initial; border-left-width: 3px; border-left-color: #6ce26c; background-color: #f8f8f8; color: #5c5c5c; line-height: 18px; margin: 0px !important;"><span style="color: black; background-color: inherit; padding: 0px; margin: 0px;">        <span class="keyword" style="color: #006699; background-color: inherit; font-weight: bold; padding: 0px; margin: 0px;">else</span><span style="color: black; background-color: inherit; padding: 0px; margin: 0px;">:  </span></span></li>
<li class="alt" style="padding-top: 0px !important; padding-right: 3px !important; padding-bottom: 0px !important; padding-left: 10px !important; border-top-style: none; border-right-style: none; border-bottom-style: none; border-left-style: solid; border-color: initial; border-left-width: 3px; border-left-color: #6ce26c; background-color: #ffffff; color: inherit; line-height: 18px; margin: 0px !important;"><span style="color: black; background-color: inherit; padding: 0px; margin: 0px;">        docterm[a] = <span class="number" style="color: black; background-color: inherit; padding: 0px; margin: 0px;">1</span><span style="color: black; background-color: inherit; padding: 0px; margin: 0px;">        </span></span></li>
<li style="padding-top: 0px !important; padding-right: 3px !important; padding-bottom: 0px !important; padding-left: 10px !important; border-top-style: none; border-right-style: none; border-bottom-style: none; border-left-style: solid; border-color: initial; border-left-width: 3px; border-left-color: #6ce26c; background-color: #f8f8f8; color: #5c5c5c; line-height: 18px; margin: 0px !important;"><span style="color: black; background-color: inherit; padding: 0px; margin: 0px;">    <span class="keyword" style="color: #006699; background-color: inherit; font-weight: bold; padding: 0px; margin: 0px;">return</span><span style="color: black; background-color: inherit; padding: 0px; margin: 0px;"> docte  </span></span></li>
<li class="alt" style="padding-top: 0px !important; padding-right: 3px !important; padding-bottom: 0px !important; padding-left: 10px !important; border-top-style: none; border-right-style: none; border-bottom-style: none; border-left-style: solid; border-color: initial; border-left-width: 3px; border-left-color: #6ce26c; background-color: #ffffff; color: inherit; line-height: 18px; margin: 0px !important;"><span style="color: black; background-color: inherit; padding: 0px; margin: 0px;"><span class="comment" style="color: #008200; background-color: inherit; padding: 0px; margin: 0px;">#cls_term:cls,term,artcount</span><span style="color: black; background-color: inherit; padding: 0px; margin: 0px;">  </span></span></li>
<li style="padding-top: 0px !important; padding-right: 3px !important; padding-bottom: 0px !important; padding-left: 10px !important; border-top-style: none; border-right-style: none; border-bottom-style: none; border-left-style: solid; border-color: initial; border-left-width: 3px; border-left-color: #6ce26c; background-color: #f8f8f8; color: #5c5c5c; line-height: 18px; margin: 0px !important;"><span style="color: black; background-color: inherit; padding: 0px; margin: 0px;"><span class="comment" style="color: #008200; background-color: inherit; padding: 0px; margin: 0px;">#term_cls:term,cls,artcount</span><span style="color: black; background-color: inherit; padding: 0px; margin: 0px;">  </span></span></li>
<li class="alt" style="padding-top: 0px !important; padding-right: 3px !important; padding-bottom: 0px !important; padding-left: 10px !important; border-top-style: none; border-right-style: none; border-bottom-style: none; border-left-style: solid; border-color: initial; border-left-width: 3px; border-left-color: #6ce26c; background-color: #ffffff; color: inherit; line-height: 18px; margin: 0px !important;"><span style="color: black; background-color: inherit; padding: 0px; margin: 0px;"><span class="keyword" style="color: #006699; background-color: inherit; font-weight: bold; padding: 0px; margin: 0px;">def</span><span style="color: black; background-color: inherit; padding: 0px; margin: 0px;"> stat(</span><span class="special" style="color: black; background-color: inherit; padding: 0px; margin: 0px;">cls</span><span style="color: black; background-color: inherit; padding: 0px; margin: 0px;">,fn,cls_term,term_cls):  </span></span></li>
<li style="padding-top: 0px !important; padding-right: 3px !important; padding-bottom: 0px !important; padding-left: 10px !important; border-top-style: none; border-right-style: none; border-bottom-style: none; border-left-style: solid; border-color: initial; border-left-width: 3px; border-left-color: #6ce26c; background-color: #f8f8f8; color: #5c5c5c; line-height: 18px; margin: 0px !important;"><span style="color: black; background-color: inherit; padding: 0px; margin: 0px;">    docterm = getterm(fn)  </span></li>
<li class="alt" style="padding-top: 0px !important; padding-right: 3px !important; padding-bottom: 0px !important; padding-left: 10px !important; border-top-style: none; border-right-style: none; border-bottom-style: none; border-left-style: solid; border-color: initial; border-left-width: 3px; border-left-color: #6ce26c; background-color: #ffffff; color: inherit; line-height: 18px; margin: 0px !important;"><span style="color: black; background-color: inherit; padding: 0px; margin: 0px;">    termdi = cls_term.get(<span class="special" style="color: black; background-color: inherit; padding: 0px; margin: 0px;">cls</span><span style="color: black; background-color: inherit; padding: 0px; margin: 0px;">)  </span></span></li>
<li style="padding-top: 0px !important; padding-right: 3px !important; padding-bottom: 0px !important; padding-left: 10px !important; border-top-style: none; border-right-style: none; border-bottom-style: none; border-left-style: solid; border-color: initial; border-left-width: 3px; border-left-color: #6ce26c; background-color: #f8f8f8; color: #5c5c5c; line-height: 18px; margin: 0px !important;"><span style="color: black; background-color: inherit; padding: 0px; margin: 0px;">    <span class="keyword" style="color: #006699; background-color: inherit; font-weight: bold; padding: 0px; margin: 0px;">if</span><span style="color: black; background-color: inherit; padding: 0px; margin: 0px;"> </span><span class="keyword" style="color: #006699; background-color: inherit; font-weight: bold; padding: 0px; margin: 0px;">not</span><span style="color: black; background-color: inherit; padding: 0px; margin: 0px;"> termdi:  </span></span></li>
<li class="alt" style="padding-top: 0px !important; padding-right: 3px !important; padding-bottom: 0px !important; padding-left: 10px !important; border-top-style: none; border-right-style: none; border-bottom-style: none; border-left-style: solid; border-color: initial; border-left-width: 3px; border-left-color: #6ce26c; background-color: #ffffff; color: inherit; line-height: 18px; margin: 0px !important;"><span style="color: black; background-color: inherit; padding: 0px; margin: 0px;">    termdi  = dict()  </span></li>
<li style="padding-top: 0px !important; padding-right: 3px !important; padding-bottom: 0px !important; padding-left: 10px !important; border-top-style: none; border-right-style: none; border-bottom-style: none; border-left-style: solid; border-color: initial; border-left-width: 3px; border-left-color: #6ce26c; background-color: #f8f8f8; color: #5c5c5c; line-height: 18px; margin: 0px !important;"><span style="color: black; background-color: inherit; padding: 0px; margin: 0px;">    cls_term[<span class="special" style="color: black; background-color: inherit; padding: 0px; margin: 0px;">cls</span><span style="color: black; background-color: inherit; padding: 0px; margin: 0px;">] = termdi  </span></span></li>
<li class="alt" style="padding-top: 0px !important; padding-right: 3px !important; padding-bottom: 0px !important; padding-left: 10px !important; border-top-style: none; border-right-style: none; border-bottom-style: none; border-left-style: solid; border-color: initial; border-left-width: 3px; border-left-color: #6ce26c; background-color: #ffffff; color: inherit; line-height: 18px; margin: 0px !important;"><span style="color: black; background-color: inherit; padding: 0px; margin: 0px;">    <span class="comment" style="color: #008200; background-color: inherit; padding: 0px; margin: 0px;">#term,times</span><span style="color: black; background-color: inherit; padding: 0px; margin: 0px;">  </span></span></li>
<li style="padding-top: 0px !important; padding-right: 3px !important; padding-bottom: 0px !important; padding-left: 10px !important; border-top-style: none; border-right-style: none; border-bottom-style: none; border-left-style: solid; border-color: initial; border-left-width: 3px; border-left-color: #6ce26c; background-color: #f8f8f8; color: #5c5c5c; line-height: 18px; margin: 0px !important;"><span style="color: black; background-color: inherit; padding: 0px; margin: 0px;">    <span class="keyword" style="color: #006699; background-color: inherit; font-weight: bold; padding: 0px; margin: 0px;">for</span><span style="color: black; background-color: inherit; padding: 0px; margin: 0px;"> t </span><span class="keyword" style="color: #006699; background-color: inherit; font-weight: bold; padding: 0px; margin: 0px;">in</span><span style="color: black; background-color: inherit; padding: 0px; margin: 0px;"> docterm.iterkeys():  </span></span></li>
<li class="alt" style="padding-top: 0px !important; padding-right: 3px !important; padding-bottom: 0px !important; padding-left: 10px !important; border-top-style: none; border-right-style: none; border-bottom-style: none; border-left-style: solid; border-color: initial; border-left-width: 3px; border-left-color: #6ce26c; background-color: #ffffff; color: inherit; line-height: 18px; margin: 0px !important;"><span style="color: black; background-color: inherit; padding: 0px; margin: 0px;">    artcount = termdi.get(t)  </span></li>
<li style="padding-top: 0px !important; padding-right: 3px !important; padding-bottom: 0px !important; padding-left: 10px !important; border-top-style: none; border-right-style: none; border-bottom-style: none; border-left-style: solid; border-color: initial; border-left-width: 3px; border-left-color: #6ce26c; background-color: #f8f8f8; color: #5c5c5c; line-height: 18px; margin: 0px !important;"><span style="color: black; background-color: inherit; padding: 0px; margin: 0px;">    <span class="keyword" style="color: #006699; background-color: inherit; font-weight: bold; padding: 0px; margin: 0px;">if</span><span style="color: black; background-color: inherit; padding: 0px; margin: 0px;"> </span><span class="keyword" style="color: #006699; background-color: inherit; font-weight: bold; padding: 0px; margin: 0px;">not</span><span style="color: black; background-color: inherit; padding: 0px; margin: 0px;"> artcount:  </span></span></li>
<li class="alt" style="padding-top: 0px !important; padding-right: 3px !important; padding-bottom: 0px !important; padding-left: 10px !important; border-top-style: none; border-right-style: none; border-bottom-style: none; border-left-style: solid; border-color: initial; border-left-width: 3px; border-left-color: #6ce26c; background-color: #ffffff; color: inherit; line-height: 18px; margin: 0px !important;"><span style="color: black; background-color: inherit; padding: 0px; margin: 0px;">        artcount = <span class="number" style="color: black; background-color: inherit; padding: 0px; margin: 0px;">0</span><span style="color: black; background-color: inherit; padding: 0px; margin: 0px;">      </span></span></li>
<li style="padding-top: 0px !important; padding-right: 3px !important; padding-bottom: 0px !important; padding-left: 10px !important; border-top-style: none; border-right-style: none; border-bottom-style: none; border-left-style: solid; border-color: initial; border-left-width: 3px; border-left-color: #6ce26c; background-color: #f8f8f8; color: #5c5c5c; line-height: 18px; margin: 0px !important;"><span style="color: black; background-color: inherit; padding: 0px; margin: 0px;">    termdi[k] = artcount + <span class="number" style="color: black; background-color: inherit; padding: 0px; margin: 0px;">1</span><span style="color: black; background-color: inherit; padding: 0px; margin: 0px;">  </span></span></li>
<li class="alt" style="padding-top: 0px !important; padding-right: 3px !important; padding-bottom: 0px !important; padding-left: 10px !important; border-top-style: none; border-right-style: none; border-bottom-style: none; border-left-style: solid; border-color: initial; border-left-width: 3px; border-left-color: #6ce26c; background-color: #ffffff; color: inherit; line-height: 18px; margin: 0px !important;"><span style="color: black; background-color: inherit; padding: 0px; margin: 0px;">    clsdi = term_cls.get(t)  </span></li>
<li style="padding-top: 0px !important; padding-right: 3px !important; padding-bottom: 0px !important; padding-left: 10px !important; border-top-style: none; border-right-style: none; border-bottom-style: none; border-left-style: solid; border-color: initial; border-left-width: 3px; border-left-color: #6ce26c; background-color: #f8f8f8; color: #5c5c5c; line-height: 18px; margin: 0px !important;"><span style="color: black; background-color: inherit; padding: 0px; margin: 0px;">    <span class="keyword" style="color: #006699; background-color: inherit; font-weight: bold; padding: 0px; margin: 0px;">if</span><span style="color: black; background-color: inherit; padding: 0px; margin: 0px;"> </span><span class="keyword" style="color: #006699; background-color: inherit; font-weight: bold; padding: 0px; margin: 0px;">not</span><span style="color: black; background-color: inherit; padding: 0px; margin: 0px;"> clsdi:  </span></span></li>
<li class="alt" style="padding-top: 0px !important; padding-right: 3px !important; padding-bottom: 0px !important; padding-left: 10px !important; border-top-style: none; border-right-style: none; border-bottom-style: none; border-left-style: solid; border-color: initial; border-left-width: 3px; border-left-color: #6ce26c; background-color: #ffffff; color: inherit; line-height: 18px; margin: 0px !important;"><span style="color: black; background-color: inherit; padding: 0px; margin: 0px;">        clsdi = {}  </span></li>
<li style="padding-top: 0px !important; padding-right: 3px !important; padding-bottom: 0px !important; padding-left: 10px !important; border-top-style: none; border-right-style: none; border-bottom-style: none; border-left-style: solid; border-color: initial; border-left-width: 3px; border-left-color: #6ce26c; background-color: #f8f8f8; color: #5c5c5c; line-height: 18px; margin: 0px !important;"><span style="color: black; background-color: inherit; padding: 0px; margin: 0px;">        term_cls[k] = clsdi  </span></li>
<li class="alt" style="padding-top: 0px !important; padding-right: 3px !important; padding-bottom: 0px !important; padding-left: 10px !important; border-top-style: none; border-right-style: none; border-bottom-style: none; border-left-style: solid; border-color: initial; border-left-width: 3px; border-left-color: #6ce26c; background-color: #ffffff; color: inherit; line-height: 18px; margin: 0px !important;"><span style="color: black; background-color: inherit; padding: 0px; margin: 0px;">    artcount = clsdi.get(<span class="special" style="color: black; background-color: inherit; padding: 0px; margin: 0px;">cls</span><span style="color: black; background-color: inherit; padding: 0px; margin: 0px;">)  </span></span></li>
<li style="padding-top: 0px !important; padding-right: 3px !important; padding-bottom: 0px !important; padding-left: 10px !important; border-top-style: none; border-right-style: none; border-bottom-style: none; border-left-style: solid; border-color: initial; border-left-width: 3px; border-left-color: #6ce26c; background-color: #f8f8f8; color: #5c5c5c; line-height: 18px; margin: 0px !important;"><span style="color: black; background-color: inherit; padding: 0px; margin: 0px;">    <span class="keyword" style="color: #006699; background-color: inherit; font-weight: bold; padding: 0px; margin: 0px;">if</span><span style="color: black; background-color: inherit; padding: 0px; margin: 0px;"> </span><span class="keyword" style="color: #006699; background-color: inherit; font-weight: bold; padding: 0px; margin: 0px;">not</span><span style="color: black; background-color: inherit; padding: 0px; margin: 0px;"> artcount:  </span></span></li>
<li class="alt" style="padding-top: 0px !important; padding-right: 3px !important; padding-bottom: 0px !important; padding-left: 10px !important; border-top-style: none; border-ri