getCompanyNamesFromNews.ipynb

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 "worksheets": [
  {
   "cells": [
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "import pandas as pd\n",
      "import re\n",
      "import regex\n",
      "import json\n",
      "import mysql.connector\n",
      "import pandas.io.sql as psql\n",
      "import urllib\n",
      "import boto\n",
      "import boto.s3.connection\n",
      "import pickle\n",
      "import jpype\n",
      "import re\n",
      "import random"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 95
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "db = mysql.connector.connect(\n",
      "host='security01-dev.datayes.com', db='news', user='news_app', passwd='lKTOAIyoewzvCyc')\n",
      "table_name = 'news_detail_backup'"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 96
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "data = psql.read_sql('select news_id, news_title,news_body,main_related_company_id from %s where isActive = 1 and news_tag = 0 and news_publish_time > \"2014-05-01\";' % table_name, db)\n",
      "\n"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 97
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "data.to_pickle(\"news.ser\")"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 98
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "data=pd.read_pickle(\"news.ser\")"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 99
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "db2 = mysql.connector.connect(host='10.20.111.101', db='securityMaster2', user='weifu.du', passwd='Welcome2012')"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 6
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "selectSql = \"select ins.PARTY_ID, equ.TICKER_SYMBOL, ins.REGISTER_FULL_NAME, sec.SECURITY_NAME_ABBR, ins_ind.LEVEL3_INDUST_NM\";\n",
      "selectSql += \" from INSTITUTION ins, INSTITUTION_INDUSTRY ins_ind, SECURITY sec, EQUITY equ\";\n",
      "selectSql += \" where  ins_ind.DATA_SOURCE_NM ='\u7533\u4e07\u884c\u4e1a\u5206\u7c7b'\";\n",
      "selectSql += \" and ins_ind.IS_CURRENT =1\";\n",
      "selectSql += \" and ins.PARTY_ID = ins_ind.PARTY_ID\";\n",
      "selectSql += \" and sec.ASSET_CLASS=3\";\n",
      "selectSql += \" and sec.PARTY_ID = ins.PARTY_ID\";\n",
      "selectSql += \" and equ.EQUITY_TYPE in(1,2)\";\n",
      "selectSql += \" and equ.SECURITY_ID = sec.SECURITY_ID\";"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 7
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "companyInfo = psql.read_sql(selectSql,db2)"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 8
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "companyShortName = pd.read_csv(\"/home/jiminzhou/data/\u4e0a\u5e02\u516c\u53f8\u5e38\u7528\u540d.txt\")"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 9
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "companyShortName = companyShortName.dropna(how = 'any')"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 10
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "companyShortName['shortName'] = companyShortName['shortName'].apply(lambda x : x.decode('utf-8'))"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 11
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "companyNames = pd.DataFrame(companyInfo['SECURITY_NAME_ABBR'].append(companyInfo['REGISTER_FULL_NAME']).\n",
      "                                                                     append(companyShortName['shortName']), columns=['name'])"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 77
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "def hit(content):\n",
      "    return sum(companyNames['name'].apply(lambda x: content.count(x)))"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 79
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "#\u53bb\u9664\u7b80\u79f0\u8868\u4e2d\u7684X\u3002\u3002\u3002\u80a1\u8868ticker\n",
      "companyInfo['TICKER_SYMBOL'] = companyInfo['TICKER_SYMBOL'].apply(lambda x : int(x) if x.find('X') < 0 else -1)"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 14
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "#combine\u516c\u53f8\u8868\u548c\u7b80\u79f0\u8868\n",
      "companyInfo = companyInfo.merge(companyShortName, right_on='ticker', left_on='TICKER_SYMBOL', how ='outer')"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 15
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "#\u53bb\u9664\u7b80\u79f0\u8868\u4e2d\u7684\u975e\u6cd5\u884c\n",
      "companyInfo = companyInfo.ix[companyInfo['TICKER_SYMBOL'] != NaN] "
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 16
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "#\u53bb\u9664\u7b80\u79f0\u8868\u4e2d\u7684\u975e\u6cd5\u884c\n",
      "companyInfo = companyInfo.ix[0:2665]"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 17
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "#\u5220\u9664AB\uff0c\u5168\u89d2\u534a\u89d2\n",
      "def removeAB(name):\n",
      "    return re.sub('[AB]','',re.sub(ur'[\\uFF21\\uff22]','',name))"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 50
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [],
     "language": "python",
     "metadata": {},
     "outputs": []
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "companyInfo['SECURITY_NAME_ABBR'].iloc[2]"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 46,
       "text": [
        "u'\\u4e07\\u79d1\\uff22'"
       ]
      }
     ],
     "prompt_number": 46
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "removeAB(u'\u4e07\u79d1\uff22')"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 47,
       "text": [
        "u'\\u4e07\\u79d1'"
       ]
      }
     ],
     "prompt_number": 47
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "companyInfo['SECURITY_NAME_ABBR'] = companyInfo['SECURITY_NAME_ABBR'].apply(removeAB)"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 51
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "#\u8fc7\u6ee4\u7a7a\u683c\n",
      "data['news_title'] = data['news_title'].apply(lambda x: re.sub(' ', '', x))\n",
      "data['news_body'] = data['news_body'].apply(lambda x: re.sub(' ','',x))"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 100
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "#\u7edf\u8ba1\u516c\u53f8\u5173\u8054\u65b0\u95fb\u4e2a\u6570\uff0c\u57fa\u4e8e \u5168\u79f0\uff0c\u5b98\u7b80\u79f0\uff0c \u4fd7\u79f0\n",
      "def calCount(info):\n",
      "    newsCnt = [0]\n",
      "    nameList = []\n",
      "    name = info.REGISTER_FULL_NAME\n",
      "    if name is not nan and nameList.count(name) == 0:\n",
      "        nameList.append(name)\n",
      "        newsCnt =  newsCnt + data['news_title'].apply(lambda x: x.count(name)) + data['news_body'].apply(lambda x: x.count(name))\n",
      "    name = info.SECURITY_NAME_ABBR\n",
      "    if name is not nan and nameList.count(name) == 0:\n",
      "        nameList.append(name)\n",
      "        newsCnt =  newsCnt + data['news_title'].apply(lambda x: x.count(name)) + data['news_body'].apply(lambda x: x.count(name))\n",
      "    name = info.shortName\n",
      "    if name is not nan and nameList.count(name) == 0:\n",
      "        nameList.append(name)\n",
      "        newsCnt =  newsCnt+ data['news_title'].apply(lambda x: x.count(name)) + data['news_body'].apply(lambda x: x.count(name))\n",
      "    return newsCnt[newsCnt>0].count()"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 54
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "companyInfo.count()"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 55,
       "text": [
        "PARTY_ID              2666\n",
        "TICKER_SYMBOL         2666\n",
        "REGISTER_FULL_NAME    2666\n",
        "SECURITY_NAME_ABBR    2666\n",
        "LEVEL3_INDUST_NM      2666\n",
        "ticker                 496\n",
        "exchstnge              496\n",
        "security               496\n",
        "pv                     496\n",
        "shortName              496\n",
        "dtype: int64"
       ]
      }
     ],
     "prompt_number": 55
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "calCount(companyInfo.ix[0])"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 56,
       "text": [
        "179"
       ]
      }
     ],
     "prompt_number": 56
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "companyInfo.ix[2665]"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 57,
       "text": [
        "PARTY_ID                      1131\n",
        "TICKER_SYMBOL               420008\n",
        "REGISTER_FULL_NAME    \u4e0a\u6d77\u6c34\u4ed9\u7535\u5668\u80a1\u4efd\u6709\u9650\u516c\u53f8\n",
        "SECURITY_NAME_ABBR             \u6c34\u4ed9\uff13\n",
        "LEVEL3_INDUST_NM               \u6d17\u8863\u673a\n",
        "ticker                         NaN\n",
        "exchstnge                      NaN\n",
        "security                       NaN\n",
        "pv                             NaN\n",
        "shortName                      NaN\n",
        "Name: 2665, dtype: object"
       ]
      }
     ],
     "prompt_number": 57
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "#caculate company coverage rate\n",
      "companyInfo['news_cover_count'] = companyInfo.apply(calCount, axis=1)"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 58
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "res=companyInfo['news_cover_count']"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 83
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "res[res>20] = 20"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 84
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "res = res.value_counts()"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 85
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "res.sort_index()[0:19].plot(kind = 'bar')"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 86,
       "text": [
        "<matplotlib.axes.AxesSubplot at 0x4b786d0>"
       ]
      },
      {
       "metadata": {},
       "output_type": "display_data",
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qOGR5ZDhkeWQ4gjDMOzs78ctf/hLbt29HfX09Nm/ejAMHDgRg7P93Rr8fhyyP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\n",
       "text": [
        "<matplotlib.figure.Figure at 0x387c350>"
       ]
      }
     ],
     "prompt_number": 86
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "(2666-res[0])/2666.0"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 87,
       "text": [
        "0.85146286571642915"
       ]
      }
     ],
     "prompt_number": 87
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "res2 = data[data['main_related_company_id'] != -1]['main_related_company_id'].value_counts().value_counts().sort_index()"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 427
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "sums = 0\n",
      "for i in res2.index:\n",
      "    sums = sums + i* res2[i]\n",
      "print sums\n",
      "        "
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "2809\n"
       ]
      }
     ],
     "prompt_number": 447
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "res2[0] = 33877-2809"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 454
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "res2 = res2.sort_index()"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 452
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "res2 = res2[0:19]"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 453
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "res2.plot(kind = 'bar')"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 455,
       "text": [
        "<matplotlib.axes.AxesSubplot at 0x3092e150>"
       ]
      },
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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yb7qPW85hyPP9v7z8/PxBjz0eT8jzkRx7PJ4RXa/ymPsZ/Lgf96P+WMXzhfsZ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\niOgL6P8BvNdZOekAgPkAAAAASUVORK5CYII=\n",
       "text": [
        "<matplotlib.figure.Figure at 0x2fdbb750>"
       ]
      }
     ],
     "prompt_number": 455
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "allres=pd.DataFrame(res)"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 420
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "allres[1] = res2"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 422
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "ct = data[data['main_related_company_id'] != -1]['main_related_company_id'].value_counts().shape"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 327
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "ct[0]/2666.0"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 330,
       "text": [
        "0.27569392348087024"
       ]
      }
     ],
     "prompt_number": 330
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "res[res['news_cover_count']<0]=0"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 185
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "res['seg']"
     ],
     "language": "python",
     "metadata": {},
     "outputs": []
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "companyNames[companyNames['news_cover_count']==0].count()/companyNames.count()"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 94,
       "text": [
        "name                0.474794\n",
        "news_cover_count    0.474794\n",
        "dtype: float64"
       ]
      }
     ],
     "prompt_number": 94
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "hit(u\"\u5e73\u5b89\u94f6\u884c\u652f\u884c\u4e07\u79d1\uff21\")"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 16,
       "text": [
        "4"
       ]
      }
     ],
     "prompt_number": 16
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "data['news_ac'] = data['news_title'].apply(hit) + data['news_body'].apply(hit)"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 102
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "sum(data['news_ac']>0)/(len(data['news_ac'])+0.0)"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 103,
       "text": [
        "0.36603004988635357"
       ]
      }
     ],
     "prompt_number": 103
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "notRel = data.ix[data['news_ac']==0]"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 104
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "notRel.iloc[21274]"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 117,
       "text": [
        "news_id                                                              3830836\n",
        "news_title                                         \u97e9\u5a92\u62a5\u9053\u4e16\u8d38\u7ec4\u7ec7\u603b\u5e72\u4e8b\u963f\u6cfd\u7ef4\u591a\u5c06\u4e8e15-16\u65e5\u8bbf\u97e9\n",
        "news_body                  \u3000\u3000\u97e9\u8054\u793e5\u670814\u65e5\u6d88\u606f\uff1a\u9996\u4f4d\u62c9\u7f8e\u7c4d\u4e16\u754c\u8d38\u6613\u7ec4\u7ec7\u603b\u5e72\u4e8b\u7f57\u4f2f\u6258\u00b7\u963f\u6cfd\u7ef4\u591a\uff08RobertoAze...\n",
        "main_related_company_id                                                   -1\n",
        "news_ac                                                                    0\n",
        "Name: 33548, dtype: object"
       ]
      }
     ],
     "prompt_number": 117
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "random.sample(range(notRel.shape[0]),100)"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 119,
       "text": [
        "[5575,\n",
        " 2724,\n",
        " 13075,\n",
        " 13073,\n",
        " 18708,\n",
        " 7078,\n",
        " 7145,\n",
        " 16106,\n",
        " 10688,\n",
        " 8899,\n",
        " 19918,\n",
        " 3487,\n",
        " 19542,\n",
        " 16017,\n",
        " 2407,\n",
        " 20377,\n",
        " 56,\n",
        " 6401,\n",
        " 6898,\n",
        " 20031,\n",
        " 8023,\n",
        " 2235,\n",
        " 10030,\n",
        " 13249,\n",
        " 4223,\n",
        " 13795,\n",
        " 8167,\n",
        " 1451,\n",
        " 1306,\n",
        " 7603,\n",
        " 13731,\n",
        " 4843,\n",
        " 20425,\n",
        " 4719,\n",
        " 5586,\n",
        " 2035,\n",
        " 8860,\n",
        " 9158,\n",
        " 5667,\n",
        " 9741,\n",
        " 104,\n",
        " 255,\n",
        " 20605,\n",
        " 49,\n",
        " 14293,\n",
        " 13829,\n",
        " 115,\n",
        " 2053,\n",
        " 20434,\n",
        " 13874,\n",
        " 10093,\n",
        " 19328,\n",
        " 20164,\n",
        " 11895,\n",
        " 13759,\n",
        " 16493,\n",
        " 15912,\n",
        " 10102,\n",
        " 5878,\n",
        " 18364,\n",
        " 8976,\n",
        " 13866,\n",
        " 13150,\n",
        " 3787,\n",
        " 3814,\n",
        " 17612,\n",
        " 2657,\n",
        " 2907,\n",
        " 6290,\n",
        " 12610,\n",
        " 15505,\n",
        " 1652,\n",
        " 3500,\n",
        " 5870,\n",
        " 17984,\n",
        " 10847,\n",
        " 20361,\n",
        " 18081,\n",
        " 1613,\n",
        " 17915,\n",
        " 5548,\n",
        " 11836,\n",
        " 10002,\n",
        " 11530,\n",
        " 8944,\n",
        " 10458,\n",
        " 9395,\n",
        " 10622,\n",
        " 1491,\n",
        " 10757,\n",
        " 18672,\n",
        " 10808,\n",
        " 12364,\n",
        " 19268,\n",
        " 16298,\n",
        " 18465,\n",
        " 3099,\n",
        " 19178,\n",
        " 1649,\n",
        " 14569]"
       ]
      }
     ],
     "prompt_number": 119
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "sample_data = notRel.iloc[random.sample(range(notRel.shape[0]),100)]"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 121
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "sample_data.to_csv('sample.txt', sep='\\t', encoding='utf-8')"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 132
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "def func(name):\n",
      "    return data['news_body'].apply(lambda x : x.count(name)) + data['news_title'].apply(lambda x : x.count(name))\n",
      "    "
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 43
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "#? pd.concat"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 192
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "list1 = func(u'\u5de5\u884c')\n",
      "list2 = func(u'\u5de5\u5546\u94f6\u884c')\n",
      "#list3 = func(u'\u4e07\u5411\u519c\u4e1a')\n",
      "\n",
      "allList = list1+list2"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 112
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "ll1 = list1[allList != 0]\n",
      "ll2 = list2[allList != 0]\n",
      "#ll3 = list3[allList != 0]"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 113
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "ll1.plot()"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 114,
       "text": [
        "<matplotlib.axes.AxesSubplot at 0x9c08510>"
       ]
      },
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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dmOb4Of5Emfb7/Vi9ejUABPXSDiKqsy8vL8fMmTODnn0k/2PPXubnPwd+9St6z549wzBm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\nnmEYJgFgsWcYhkkAWOwZhmESgP8H6m6Yt+BchS4AAAAASUVORK5CYII=\n",
       "text": [
        "<matplotlib.figure.Figure at 0x5027610>"
       ]
      }
     ],
     "prompt_number": 114
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "ll2.plot()"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 75,
       "text": [
        "<matplotlib.axes.AxesSubplot at 0x9c2c790>"
       ]
      },
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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dpq6bqde6aQQgC/RMHcjd6fRGtBklHgeGDEk/8KyohOSm3tGh3ymgVakXFRmr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\nAElFTkSuQmCC\n",
       "text": [
        "<matplotlib.figure.Figure at 0xa645590>"
       ]
      }
     ],
     "prompt_number": 75
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "#ll3.plot()"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "ename": "NameError",
       "evalue": "name 'll3' is not defined",
       "output_type": "pyerr",
       "traceback": [
        "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m\n\u001b[1;31mNameError\u001b[0m                                 Traceback (most recent call last)",
        "\u001b[1;32m<ipython-input-76-1a143d9dd9c1>\u001b[0m in \u001b[0;36m<module>\u001b[1;34m()\u001b[0m\n\u001b[1;32m----> 1\u001b[1;33m \u001b[0mll3\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mplot\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m",
        "\u001b[1;31mNameError\u001b[0m: name 'll3' is not defined"
       ]
      }
     ],
     "prompt_number": 76
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "ll = pd.concat([ll1,ll2],axis=1)"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 86
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "type(ll[0])"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 87,
       "text": [
        "pandas.core.series.Series"
       ]
      }
     ],
     "prompt_number": 87
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "sum(ll[1]>0)"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 88,
       "text": [
        "361"
       ]
      }
     ],
     "prompt_number": 88
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "sum(ll[0]>0)"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 89,
       "text": [
        "417"
       ]
      }
     ],
     "prompt_number": 89
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "sum((ll[0]>0) & (ll[1]==0))/(len(ll[0])+0.0)"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 90,
       "text": [
        "0.46119402985074626"
       ]
      }
     ],
     "prompt_number": 90
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "ll.plot()"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 93,
       "text": [
        "<matplotlib.axes.AxesSubplot at 0x5a9bc10>"
       ]
      },
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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iiM+/2/guqx9bzQLvgjP6vvvvh3vuWUJ5efT848dr/WK8hCuugNdeO/Pf88rh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\nR7JA/dsSAAAAAElFTkSuQmCC\n",
       "text": [
        "<matplotlib.figure.Figure at 0x5b71a50>"
       ]
      }
     ],
     "prompt_number": 93
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "#nameAppear = pd.concat([companyNames,tmp],axis=1)"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "ename": "NameError",
       "evalue": "name 'tmp' is not defined",
       "output_type": "pyerr",
       "traceback": [
        "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m\n\u001b[1;31mNameError\u001b[0m                                 Traceback (most recent call last)",
        "\u001b[1;32m<ipython-input-92-23f9342ef0ef>\u001b[0m in \u001b[0;36m<module>\u001b[1;34m()\u001b[0m\n\u001b[1;32m----> 1\u001b[1;33m \u001b[0mnameAppear\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mpd\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mconcat\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m[\u001b[0m\u001b[0mcompanyNames\u001b[0m\u001b[1;33m,\u001b[0m\u001b[0mtmp\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m,\u001b[0m\u001b[0maxis\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;36m1\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m",
        "\u001b[1;31mNameError\u001b[0m: name 'tmp' is not defined"
       ]
      }
     ],
     "prompt_number": 92
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "#nameAppear"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "html": [
        "<div style=\"max-height:1000px;max-width:1500px;overflow:auto;\">\n",
        "<table border=\"1\" class=\"dataframe\">\n",
        "  <thead>\n",
        "    <tr style=\"text-align: right;\">\n",
        "      <th></th>\n",
        "      <th>name</th>\n",
        "      <th>0</th>\n",
        "      <th>1</th>\n",
        "      <th>2</th>\n",
        "      <th>3</th>\n",
        "      <th>4</th>\n",
        "      <th>5</th>\n",
        "      <th>6</th>\n",
        "      <th>7</th>\n",
        "      <th>8</th>\n",
        "      <th>9</th>\n",
        "      <th>10</th>\n",
        "      <th>11</th>\n",
        "      <th>12</th>\n",
        "      <th>13</th>\n",
        "      <th>14</th>\n",
        "      <th>15</th>\n",
        "      <th>16</th>\n",
        "      <th>17</th>\n",
        "      <th>18</th>\n",
        "      <th></th>\n",
        "    </tr>\n",
        "  </thead>\n",
        "  <tbody>\n",
        "    <tr>\n",
        "      <th>0 </th>\n",
        "      <td>   \u5e73\u5b89\u94f6\u884c</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td>...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>1 </th>\n",
        "      <td>    \u4e07\u79d1\uff21</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td>...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2 </th>\n",
        "      <td>    \u4e07\u79d1\uff22</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td>...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>3 </th>\n",
        "      <td>   \u56fd\u519c\u79d1\u6280</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td>...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>4 </th>\n",
        "      <td>   \u4e16\u7eaa\u661f\u6e90</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td>...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>5 </th>\n",
        "      <td>   \u6df1\u632f\u4e1a\uff21</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td>...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>6 </th>\n",
        "      <td>   \u96f6\u4e03\u80a1\u4efd</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td>...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>7 </th>\n",
        "      <td>    \u5b9d\u5229\u6765</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td>...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>8 </th>\n",
        "      <td>   \u4e2d\u56fd\u5b9d\u5b89</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td>...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>9 </th>\n",
        "      <td>    \u6df1\u534e\u65b0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td>...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>10</th>\n",
        "      <td>   \u6df1\u7269\u4e1a\uff21</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td>...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>11</th>\n",
        "      <td>   \u6df1\u7269\u4e1a\uff22</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td>...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>12</th>\n",
        "      <td>    \u5357\u73bb\uff21</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td>...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>13</th>\n",
        "      <td>    \u5357\u73bb\uff22</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td>...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>14</th>\n",
        "      <td>   \u6c99\u6cb3\u80a1\u4efd</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td>...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>15</th>\n",
        "      <td>   \u6df1\u5eb7\u4f73\uff21</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td>...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>16</th>\n",
        "      <td>   \u6df1\u5eb7\u4f73\uff22</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td>...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>17</th>\n",
        "      <td> *ST\u4e2d\u534eA</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td>...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>18</th>\n",
        "      <td> *ST\u4e2d\u534eB</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td>...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>19</th>\n",
        "      <td>    \u4e2d\u51a0\uff21</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td>...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>20</th>\n",
        "      <td>    \u4e2d\u51a0\uff22</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td>...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>21</th>\n",
        "      <td>   \u6df1\u6df1\u5b9d\uff21</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td>...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>22</th>\n",
        "      <td>   \u6df1\u6df1\u5b9d\uff22</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td>...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>23</th>\n",
        "      <td>   \u6df1\u534e\u53d1\uff21</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td>...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>24</th>\n",
        "      <td>   \u6df1\u534e\u53d1\uff22</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td>...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>25</th>\n",
        "      <td>   \u957f\u57ce\u5f00\u53d1</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td>...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>26</th>\n",
        "      <td>   \u6df1\u8d64\u6e7e\uff21</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td>...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>27</th>\n",
        "      <td>   \u6df1\u8d64\u6e7e\uff22</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td>...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>28</th>\n",
        "      <td>   \u6df1\u5929\u5730\uff21</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td>...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>29</th>\n",
        "      <td>   \u62db\u5546\u5730\u4ea7</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td>...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>30</th>\n",
        "      <td>   \u62db\u5546\u5c40\uff22</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td>...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>31</th>\n",
        "      <td>    \u7279\u529b\uff21</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td>...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>32</th>\n",
        "      <td>    \u7279\u529b\uff22</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td>...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>33</th>\n",
        "      <td>   \u98de\u4e9a\u8fbe\uff21</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td>...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>34</th>\n",
        "      <td>   \u98de\u4e9a\u8fbe\uff22</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td>...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>35</th>\n",
        "      <td>   \u6df1\u5733\u80fd\u6e90</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td>...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>36</th>\n",
        "      <td>   \u56fd\u836f\u4e00\u81f4</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td>...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>37</th>\n",
        "      <td>    \u4e00\u81f4\uff22</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td>...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>38</th>\n",
        "      <td>   \u6df1\u6df1\u623f\uff21</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td>...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>39</th>\n",
        "      <td>   \u6df1\u6df1\u623f\uff22</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td>...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>40</th>\n",
        "      <td>   \u5bcc\u5965\u80a1\u4efd</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td>...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>41</th>\n",
        "      <td>    \u5bcc\u5965\uff22</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td>...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>42</th>\n",
        "      <td>   \u4e2d\u7cae\u5730\u4ea7</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td>...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>43</th>\n",
        "      <td>   \u6df1\u6851\u8fbe\uff21</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td>...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>44</th>\n",
        "      <td>  *ST\u65b0\u90fd</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td>...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>45</th>\n",
        "      <td>   \u6df1\u4fe1\u6cf0\u4e30</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td>...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>46</th>\n",
        "      <td>    \u4e2d\u79d1\u5065</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td>...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>47</th>\n",
        "      <td>   \u534e\u8054\u63a7\u80a1</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td>...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>48</th>\n",
        "      <td>   \u6df1\u5357\u7535\uff21</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td>...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>49</th>\n",
        "      <td>   \u6df1\u5357\u7535\uff22</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td>...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>50</th>\n",
        "      <td>    \u6df1\u5927\u901a</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td>...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>51</th>\n",
        "      <td>   \u4e2d\u96c6\u96c6\u56e2</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td>...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>52</th>\n",
        "      <td>    \u4e2d\u96c6\uff22</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td>...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>53</th>\n",
        "      <td>   \u5b9d\u5b89\u5730\u4ea7</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td>...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>54</th>\n",
        "      <td>   \u4e2d\u6d32\u63a7\u80a1</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td>...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>55</th>\n",
        "      <td>   \u4e2d\u822a\u5730\u4ea7</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td>...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>56</th>\n",
        "      <td>   \u6df1\u7eba\u7ec7\uff21</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td>...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>57</th>\n",
        "      <td>   \u6df1\u7eba\u7ec7\uff22</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td>...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>58</th>\n",
        "      <td>   \u6cdb\u6d77\u63a7\u80a1</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td>...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>59</th>\n",
        "      <td>    \u5eb7\u8fbe\u5c14</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td>...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th></th>\n",
        "      <td>...</td>\n",
        "      <td>...</td>\n",
        "      <td>...</td>\n",
        "      <td>...</td>\n",
        "      <td>...</td>\n",
        "      <td>...</td>\n",
        "      <td>...</td>\n",
        "      <td>...</td>\n",
        "      <td>...</td>\n",
        "      <td>...</td>\n",
        "      <td>...</td>\n",
        "      <td>...</td>\n",
        "      <td>...</td>\n",
        "      <td>...</td>\n",
        "      <td>...</td>\n",
        "      <td>...</td>\n",
        "      <td>...</td>\n",
        "      <td>...</td>\n",
        "      <td>...</td>\n",
        "      <td>...</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
        "<p>5332 rows \u00d7 1001 columns</p>\n",
        "</div>"
       ],
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 195,
       "text": [
        "      name  0  1  2  3  4  5  6  7  8  9  10  11  12  13  14  15  16  17  18  \\\n",
        "0     \u5e73\u5b89\u94f6\u884c  0  0  0  0  0  0  0  0  0  0   0   0   0   0   0   0   0   0   0   \n",
        "1      \u4e07\u79d1\uff21  0  0  0  0  0  0  0  0  0  0   0   0   0   0   0   0   0   0   0   \n",
        "2      \u4e07\u79d1\uff22  0  0  0  0  0  0  0  0  0  0   0   0   0   0   0   0   0   0   0   \n",
        "3     \u56fd\u519c\u79d1\u6280  0  0  0  0  0  0  0  0  0  0   0   0   0   0   0   0   0   0   0   \n",
        "4     \u4e16\u7eaa\u661f\u6e90  0  0  0  0  0  0  0  0  0  0   0   0   0   0   0   0   0   0   0   \n",
        "5     \u6df1\u632f\u4e1a\uff21  0  0  0  0  0  0  0  0  0  0   0   0   0   0   0   0   0   0   0   \n",
        "6     \u96f6\u4e03\u80a1\u4efd  0  0  0  0  0  0  0  0  0  0   0   0   0   0   0   0   0   0   0   \n",
        "7      \u5b9d\u5229\u6765  0  0  0  0  0  0  0  0  0  0   0   0   0   0   0   0   0   0   0   \n",
        "8     \u4e2d\u56fd\u5b9d\u5b89  0  0  0  0  0  0  0  0  0  0   0   0   0   0   0   0   0   0   0   \n",
        "9      \u6df1\u534e\u65b0  0  0  0  0  0  0  0  0  0  0   0   0   0   0   0   0   0   0   0   \n",
        "10    \u6df1\u7269\u4e1a\uff21  0  0  0  0  0  0  0  0  0  0   0   0   0   0   0   0   0   0   0   \n",
        "11    \u6df1\u7269\u4e1a\uff22  0  0  0  0  0  0  0  0  0  0   0   0   0   0   0   0   0   0   0   \n",
        "12     \u5357\u73bb\uff21  0  0  0  0  0  0  0  0  0  0   0   0   0   0   0   0   0   0   0   \n",
        "13     \u5357\u73bb\uff22  0  0  0  0  0  0  0  0  0  0   0   0   0   0   0   0   0   0   0   \n",
        "14    \u6c99\u6cb3\u80a1\u4efd  0  0  0  0  0  0  0  0  0  0   0   0   0   0   0   0   0   0   0   \n",
        "15    \u6df1\u5eb7\u4f73\uff21  0  0  0  0  0  0  0  0  0  0   0   0   0   0   0   0   0   0   0   \n",
        "16    \u6df1\u5eb7\u4f73\uff22  0  0  0  0  0  0  0  0  0  0   0   0   0   0   0   0   0   0   0   \n",
        "17  *ST\u4e2d\u534eA  0  0  0  0  0  0  0  0  0  0   0   0   0   0   0   0   0   0   0   \n",
        "18  *ST\u4e2d\u534eB  0  0  0  0  0  0  0  0  0  0   0   0   0   0   0   0   0   0   0   \n",
        "19     \u4e2d\u51a0\uff21  0  0  0  0  0  0  0  0  0  0   0   0   0   0   0   0   0   0   0   \n",
        "20     \u4e2d\u51a0\uff22  0  0  0  0  0  0  0  0  0  0   0   0   0   0   0   0   0   0   0   \n",
        "21    \u6df1\u6df1\u5b9d\uff21  0  0  0  0  0  0  0  0  0  0   0   0   0   0   0   0   0   0   0   \n",
        "22    \u6df1\u6df1\u5b9d\uff22  0  0  0  0  0  0  0  0  0  0   0   0   0   0   0   0   0   0   0   \n",
        "23    \u6df1\u534e\u53d1\uff21  0  0  0  0  0  0  0  0  0  0   0   0   0   0   0   0   0   0   0   \n",
        "24    \u6df1\u534e\u53d1\uff22  0  0  0  0  0  0  0  0  0  0   0   0   0   0   0   0   0   0   0   \n",
        "25    \u957f\u57ce\u5f00\u53d1  0  0  0  0  0  0  0  0  0  0   0   0   0   0   0   0   0   0   0   \n",
        "26    \u6df1\u8d64\u6e7e\uff21  0  0  0  0  0  0  0  0  0  0   0   0   0   0   0   0   0   0   0   \n",
        "27    \u6df1\u8d64\u6e7e\uff22  0  0  0  0  0  0  0  0  0  0   0   0   0   0   0   0   0   0   0   \n",
        "28    \u6df1\u5929\u5730\uff21  0  0  0  0  0  0  0  0  0  0   0   0   0   0   0   0   0   0   0   \n",
        "29    \u62db\u5546\u5730\u4ea7  0  0  0  0  0  0  0  0  0  0   0   0   0   0   0   0   0   0   0   \n",
        "30    \u62db\u5546\u5c40\uff22  0  0  0  0  0  0  0  0  0  0   0   0   0   0   0   0   0   0   0   \n",
        "31     \u7279\u529b\uff21  0  0  0  0  0  0  0  0  0  0   0   0   0   0   0   0   0   0   0   \n",
        "32     \u7279\u529b\uff22  0  0  0  0  0  0  0  0  0  0   0   0   0   0   0   0   0   0   0   \n",
        "33    \u98de\u4e9a\u8fbe\uff21  0  0  0  0  0  0  0  0  0  0   0   0   0   0   0   0   0   0   0   \n",
        "34    \u98de\u4e9a\u8fbe\uff22  0  0  0  0  0  0  0  0  0  0   0   0   0   0   0   0   0   0   0   \n",
        "35    \u6df1\u5733\u80fd\u6e90  0  0  0  0  0  0  0  0  0  0   0   0   0   0   0   0   0   0   0   \n",
        "36    \u56fd\u836f\u4e00\u81f4  0  0  0  0  0  0  0  0  0  0   0   0   0   0   0   0   0   0   0   \n",
        "37     \u4e00\u81f4\uff22  0  0  0  0  0  0  0  0  0  0   0   0   0   0   0   0   0   0   0   \n",
        "38    \u6df1\u6df1\u623f\uff21  0  0  0  0  0  0  0  0  0  0   0   0   0   0   0   0   0   0   0   \n",
        "39    \u6df1\u6df1\u623f\uff22  0  0  0  0  0  0  0  0  0  0   0   0   0   0   0   0   0   0   0   \n",
        "40    \u5bcc\u5965\u80a1\u4efd  0  0  0  0  0  0  0  0  0  0   0   0   0   0   0   0   0   0   0   \n",
        "41     \u5bcc\u5965\uff22  0  0  0  0  0  0  0  0  0  0   0   0   0   0   0   0   0   0   0   \n",
        "42    \u4e2d\u7cae\u5730\u4ea7  0  0  0  0  0  0  0  0  0  0   0   0   0   0   0   0   0   0   0   \n",
        "43    \u6df1\u6851\u8fbe\uff21  0  0  0  0  0  0  0  0  0  0   0   0   0   0   0   0   0   0   0   \n",
        "44   *ST\u65b0\u90fd  0  0  0  0  0  0  0  0  0  0   0   0   0   0   0   0   0   0   0   \n",
        "45    \u6df1\u4fe1\u6cf0\u4e30  0  0  0  0  0  0  0  0  0  0   0   0   0   0   0   0   0   0   0   \n",
        "46     \u4e2d\u79d1\u5065  0  0  0  0  0  0  0  0  0  0   0   0   0   0   0   0   0   0   0   \n",
        "47    \u534e\u8054\u63a7\u80a1  0  0  0  0  0  0  0  0  0  0   0   0   0   0   0   0   0   0   0   \n",
        "48    \u6df1\u5357\u7535\uff21  0  0  0  0  0  0  0  0  0  0   0   0   0   0   0   0   0   0   0   \n",
        "49    \u6df1\u5357\u7535\uff22  0  0  0  0  0  0  0  0  0  0   0   0   0   0   0   0   0   0   0   \n",
        "50     \u6df1\u5927\u901a  0  0  0  0  0  0  0  0  0  0   0   0   0   0   0   0   0   0   0   \n",
        "51    \u4e2d\u96c6\u96c6\u56e2  0  0  0  0  0  0  0  0  0  0   0   0   0   0   0   0   0   0   0   \n",
        "52     \u4e2d\u96c6\uff22  0  0  0  0  0  0  0  0  0  0   0   0   0   0   0   0   0   0   0   \n",
        "53    \u5b9d\u5b89\u5730\u4ea7  0  0  0  0  0  0  0  0  0  0   0   0   0   0   0   0   0   0   0   \n",
        "54    \u4e2d\u6d32\u63a7\u80a1  0  0  0  0  0  0  0  0  0  0   0   0   0   0   0   0   0   0   0   \n",
        "55    \u4e2d\u822a\u5730\u4ea7  0  0  0  0  0  0  0  0  0  0   0   0   0   0   0   0   0   0   0   \n",
        "56    \u6df1\u7eba\u7ec7\uff21  0  0  0  0  0  0  0  0  0  0   0   0   0   0   0   0   0   0   0   \n",
        "57    \u6df1\u7eba\u7ec7\uff22  0  0  0  0  0  0  0  0  0  0   0   0   0   0   0   0   0   0   0   \n",
        "58    \u6cdb\u6d77\u63a7\u80a1  0  0  0  0  0  0  0  0  0  0   0   0   0   0   0   0   0   0   0   \n",
        "59     \u5eb7\u8fbe\u5c14  0  0  0  0  0  0  0  0  0  0   0   0   0   0   0   0   0   0   0   \n",
        "       ... .. .. .. .. .. .. .. .. .. .. ... ... ... ... ... ... ... ... ...   \n",
        "\n",
        "        \n",
        "0  ...  \n",
        "1  ...  \n",
        "2  ...  \n",
        "3  ...  \n",
        "4  ...  \n",
        "5  ...  \n",
        "6  ...  \n",
        "7  ...  \n",
        "8  ...  \n",
        "9  ...  \n",
        "10 ...  \n",
        "11 ...  \n",
        "12 ...  \n",
        "13 ...  \n",
        "14 ...  \n",
        "15 ...  \n",
        "16 ...  \n",
        "17 ...  \n",
        "18 ...  \n",
        "19 ...  \n",
        "20 ...  \n",
        "21 ...  \n",
        "22 ...  \n",
        "23 ...  \n",
        "24 ...  \n",
        "25 ...  \n",
        "26 ...  \n",
        "27 ...  \n",
        "28 ...  \n",
        "29 ...  \n",
        "30 ...  \n",
        "31 ...  \n",
        "32 ...  \n",
        "33 ...  \n",
        "34 ...  \n",
        "35 ...  \n",
        "36 ...  \n",
        "37 ...  \n",
        "38 ...  \n",
        "39 ...  \n",
        "40 ...  \n",
        "41 ...  \n",
        "42 ...  \n",
        "43 ...  \n",
        "44 ...  \n",
        "45 ...  \n",
        "46 ...  \n",
        "47 ...  \n",
        "48 ...  \n",
        "49 ...  \n",
        "50 ...  \n",
        "51 ...  \n",
        "52 ...  \n",
        "53 ...  \n",
        "54 ...  \n",
        "55 ...  \n",
        "56 ...  \n",
        "57 ...  \n",
        "58 ...  \n",
        "59 ...  \n",
        "\n",
        "[5332 rows x 1001 columns]"
       ]
      }
     ],
     "prompt_number": 195
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "def locate_company_names(content):\n",
      "    cmpList = []\n",
      "    for cpname in companyInfo['REGISTER_FULL_NAME']:\n",
      "        if content.find(cpname) == 0:\n",
      "            cmpList.append(cpname);\n",
      "    for cpname in companyInfo['SECURITY_NAME_ABBR']:\n",
      "        if content.find(cpname) == 0:\n",
      "            cmpList.append(cpname);\n",
      "    return cmpList"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 89
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "data['news_company_content'] = data['news_body'].apply(lambda x: locate_company_names(x))"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 93
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "data['news_company_title'] = data['news_title'].apply(lambda x: locate_company_names(x))"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 95
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "data['news_company'] = data['news_company_content'] + data['news_company_title']"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 97
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "del data['news_company_title']\n",
      "del data['news_company_content']"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 103
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "class AnsjNlpAnalyzer:\n",
      "    def __init__(self):\n",
      "        ansj_jars = '/home/jiminzhou/.m2/repository/org/ansj/ansj_seg/1.3/ansj_seg-1.3.jar:/home/jiminzhou/.m2/repository/org/ansj/tree_split/1.2/tree_split-1.2.jar'\n",
      "        jpype.startJVM(jpype.getDefaultJVMPath(), '-ea', \"-Djava.class.path=%s\" % ansj_jars)\n",
      "        AnsjConfig = jpype.JClass('org.ansj.util.MyStaticValue')\n",
      "        AnsjConfig.ambiguityLibrary = None\n",
      "        AnsjConfig.userLibrary = './ansj_library'\n",
      "        self._java_cls = jpype.JClass('org.ansj.splitWord.analysis.NlpAnalysis')\n",
      "        toolcls = jpype.JClass('org.ansj.dic.LearnTool')\n",
      "        self.learntool = toolcls()\n",
      "    def parse(self, txt):\n",
      "        return [(x.getRealName(), x.natrue.natureStr) for x in self._java_cls.parse(txt).toArray()] \n",
      "    def parseWithTool(self, txt):\n",
      "        return [(x.getRealName(), x.natrue.natureStr) for x in self._java_cls.parse(txt, self.learntool).toArray()] \n",
      "    def __del__(self):\n",
      "        import jpype\n",
      "        jpype.shutdownJVM()\n",
      "        "
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 4
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "pars = AnsjNlpAnalyzer()\n"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 5
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "learnCls = toolcls = jpype.JClass('org.ansj.dic.LearnTool')"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 11
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "learnTools = learnCls()"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 12
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "ansjCls = jpype.JClass('org.ansj.splitWord.analysis.NlpAnalysis')"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 13
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "learnTools"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 14,
       "text": [
        "<jpype._jclass.org.ansj.dic.LearnTool at 0x3e70390>"
       ]
      }
     ],
     "prompt_number": 14
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "ansjCls.parse(u'\u597d\u4eba\u597d\u62a5,\u6211\u4ece\u6765\u5c31\u662f\u5728\u8fd9\u91cc\u5de5\u4f5c,sdadasda', learnTools)"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "ename": "RuntimeError",
       "evalue": "No matching overloads found. at src/native/common/jp_method.cpp:121",
       "output_type": "pyerr",
       "traceback": [
        "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m\n\u001b[1;31mRuntimeError\u001b[0m                              Traceback (most recent call last)",
        "\u001b[1;32m<ipython-input-16-cec1b52d05c9>\u001b[0m in \u001b[0;36m<module>\u001b[1;34m()\u001b[0m\n\u001b[1;32m----> 1\u001b[1;33m \u001b[0mansjCls\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mparse\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;34mu'\u597d\u4eba\u597d\u62a5,\u6211\u4ece\u6765\u5c31\u662f\u5728\u8fd9\u91cc\u5de5\u4f5c,sdadasda'\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mlearnTools\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m",
        "\u001b[1;31mRuntimeError\u001b[0m: No matching overloads found. at src/native/common/jp_method.cpp:121"
       ]
      }
     ],
     "prompt_number": 16
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "pars.learntool"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 18,
       "text": [
        "<jpype._jclass.org.ansj.dic.LearnTool at 0x3c71d90>"
       ]
      }
     ],
     "prompt_number": 18
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "a"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 23,
       "text": [
        "[(u'\\u597d\\u4eba\\u597d\\u62a5', u'nw'),\n",
        " (u',', u'null'),\n",
        " (u'\\u6211', u'r'),\n",
        " (u'\\u4ece\\u6765', u'd'),\n",
        " (u'\\u5c31\\u662f', u'd'),\n",
        " (u'\\u5728', u'p'),\n",
        " (u'\\u8fd9\\u91cc', u'r'),\n",
        " (u'\\u5de5\\u4f5c', u'vn'),\n",
        " (u',', u'null'),\n",
        " (u'sdadasda', u'en')]"
       ]
      }
     ],
     "prompt_number": 23
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "data"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "html": [
        "<div style=\"max-height:1000px;max-width:1500px;overflow:auto;\">\n",
        "<table border=\"1\" class=\"dataframe\">\n",
        "  <thead>\n",
        "    <tr style=\"text-align: right;\">\n",
        "      <th></th>\n",
        "      <th>news_body</th>\n",
        "    </tr>\n",
        "  </thead>\n",
        "  <tbody>\n",
        "    <tr>\n",
        "      <th>0 </th>\n",
        "      <td>                          \u798f\u5dde\u6995\u798f\u96c6\u56e2\u516c\u53f8\u5bb6\u79bd\u5206\u516c\u53f8</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>1 </th>\n",
        "      <td>                               \u8fbd\u9633\u5e02\u65b0\u4e16\u7eaa\u9152\u5e97</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2 </th>\n",
        "      <td>                         \u5317\u4eac\u99a8\u76db\u4f73\u82d1\u9910\u996e\u7ba1\u7406\u6709\u9650\u516c\u53f8</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>3 </th>\n",
        "      <td>                                 \u8386\u7530\u7b0f\u77f3\u5e02\u573a</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>4 </th>\n",
        "      <td>                             \u9752\u6d77\u5bbe\u9986\u8d23\u4efb\u6709\u9650\u516c\u53f8</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>5 </th>\n",
        "      <td>                             \u9752\u6d77\u94f6\u9f99\u9152\u5e97\u6709\u9650\u516c\u53f8</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>6 </th>\n",
        "      <td>                         \u897f\u5b81\u5e02\u4f0a\u5c14\u987f\u56fd\u9645\u996d\u5e97\u6709\u9650\u516c\u53f8</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>7 </th>\n",
        "      <td>                             \u5170\u5dde\u9910\u996e\u6709\u9650\u8d23\u4efb\u516c\u53f8</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>8 </th>\n",
        "      <td>                      \u897f\u5b81\u4e30\u745e\u5b9e\u4e1a\u6709\u9650\u516c\u53f8\u540d\u8c6a\u9910\u996e\u5206\u516c\u53f8</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>9 </th>\n",
        "      <td>                         \u9752\u6d77\u76db\u9752\u9ad8\u539f\u852c\u83dc\u5f00\u53d1\u6709\u9650\u516c\u53f8</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>10</th>\n",
        "      <td>                       \u5927\u901a\u4e30\u6e90\u73b0\u4ee3\u519c\u4e1a\u79d1\u6280\u53d1\u5c55\u6709\u9650\u516c\u53f8</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>11</th>\n",
        "      <td>                               \u897f\u5b81\u6c47\u4e30\u519c\u4e1a\u516c\u53f8</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>12</th>\n",
        "      <td>                               \u5927\u901a\u4e09\u6c5f\u6d77\u5408\u4f5c\u793e</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>13</th>\n",
        "      <td>                             \u9752\u6d77\u4e09\u6c5f\u85af\u4e1a\u6709\u9650\u516c\u53f8</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>14</th>\n",
        "      <td>                                \u9752\u6d77\u7eff\u9752\u5408\u4f5c\u793e</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>15</th>\n",
        "      <td>                             \u9752\u6d77\u6d77\u5fb7\u519c\u526f\u4ea7\u54c1\u516c\u53f8</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>16</th>\n",
        "      <td>                        \u6caa\u5e02\u4eca\u65e5\u505c\u724c\u4e00\u89c8(9\u670826\u65e5)</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>17</th>\n",
        "      <td>                        \u6caa\u5e02\u4eca\u65e5\u505c\u724c\u4e00\u89c8(9\u670830\u65e5)</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>18</th>\n",
        "      <td>                       \u6caa\u5e02\u4eca\u65e5\u505c\u724c\u4e00\u89c8(10\u670808\u65e5)</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>19</th>\n",
        "      <td>                       \u6caa\u5e02\u4eca\u65e5\u505c\u724c\u4e00\u89c8(10\u670809\u65e5)</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>20</th>\n",
        "      <td>                       \u6caa\u5e02\u4eca\u65e5\u505c\u724c\u4e00\u89c8(10\u670814\u65e5)</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>21</th>\n",
        "      <td>                       \u6caa\u5e02\u4eca\u65e5\u505c\u724c\u4e00\u89c8(10\u670815\u65e5)</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>22</th>\n",
        "      <td>                       \u6caa\u5e02\u4eca\u65e5\u505c\u724c\u4e00\u89c8(10\u670816\u65e5)</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>23</th>\n",
        "      <td>                       \u6df1\u5e02\u4eca\u65e5\u505c\u724c\u4e00\u89c8(10\u670808\u65e5)</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>24</th>\n",
        "      <td>                       \u6df1\u5e02\u4eca\u65e5\u505c\u724c\u4e00\u89c8(10\u670809\u65e5)</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>25</th>\n",
        "      <td>                       \u6df1\u5e02\u4eca\u65e5\u505c\u724c\u4e00\u89c8(10\u670810\u65e5)</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>26</th>\n",
        "      <td>                       \u6df1\u5e02\u4eca\u65e5\u505c\u724c\u4e00\u89c8(10\u670811\u65e5)</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>27</th>\n",
        "      <td>                       \u6df1\u5e02\u4eca\u65e5\u505c\u724c\u4e00\u89c8(10\u670814\u65e5)</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>28</th>\n",
        "      <td>                       \u6df1\u5e02\u4eca\u65e5\u505c\u724c\u4e00\u89c8(10\u670815\u65e5)</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>29</th>\n",
        "      <td>                       \u6df1\u5e02\u4eca\u65e5\u505c\u724c\u4e00\u89c8(10\u670816\u65e5)</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>30</th>\n",
        "      <td>                        \u6caa\u5e02\u5927\u5b97\u4ea4\u6613\u4fe1\u606f(10/11)</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>31</th>\n",
        "      <td>                        \u6caa\u5e02\u5927\u5b97\u4ea4\u6613\u4fe1\u606f(10/14)</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>32</th>\n",
        "      <td>                        \u6caa\u5e02\u5927\u5b97\u4ea4\u6613\u4fe1\u606f(10/15)</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>33</th>\n",
        "      <td>                       \u6caa\u5e02\u878d\u8d44\u878d\u5238\u6570\u636e(10\u670811\u65e5)</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>34</th>\n",
        "      <td>                       \u6df1\u5e02\u878d\u8d44\u878d\u5238\u6570\u636e(10\u670811\u65e5)</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>35</th>\n",
        "      <td>                       \u6caa\u5e02\u878d\u8d44\u878d\u5238\u6570\u636e(10\u670814\u65e5)</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>36</th>\n",
        "      <td>                       \u6df1\u5e02\u878d\u8d44\u878d\u5238\u6570\u636e(10\u670814\u65e5)</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>37</th>\n",
        "      <td>                       \u6caa\u5e02\u878d\u8d44\u878d\u5238\u6570\u636e(10\u670815\u65e5)</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>38</th>\n",
        "      <td>                       \u6df1\u5e02\u878d\u8d44\u878d\u5238\u6570\u636e(10\u670815\u65e5)</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>39</th>\n",
        "      <td>                     \u80a1\u6307\u671f\u8d27\u6210\u4ea4\u6301\u4ed3\u9f99\u864e\u699c(10/08)</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>40</th>\n",
        "      <td>                     \u80a1\u6307\u671f\u8d27\u6210\u4ea4\u6301\u4ed3\u9f99\u864e\u699c(10/09)</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>41</th>\n",
        "      <td>                     \u80a1\u6307\u671f\u8d27\u6210\u4ea4\u6301\u4ed3\u9f99\u864e\u699c(10/10)</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>42</th>\n",
        "      <td>                     \u80a1\u6307\u671f\u8d27\u6210\u4ea4\u6301\u4ed3\u9f99\u864e\u699c(10/11)</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>43</th>\n",
        "      <td>                     \u80a1\u6307\u671f\u8d27\u6210\u4ea4\u6301\u4ed3\u9f99\u864e\u699c(10/14)</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>44</th>\n",
        "      <td>                     \u80a1\u6307\u671f\u8d27\u6210\u4ea4\u6301\u4ed3\u9f99\u864e\u699c(10/15)</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>45</th>\n",
        "      <td> \u6c49\u5a01\u7535\u5b50\uff1a2013\u5e7409\u670810\u65e5\u6700\u65b0\u63d0\u793a \u4eba\u4e8b\u53d8\u52a8\u53d8\u66f4\u8c03\u6574 (300007)</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>46</th>\n",
        "      <td>     \u6c5f\u5c71\u80a1\u4efd\uff1a2013\u5e7409\u670830\u65e5\u6700\u65b0\u63d0\u793a \u878d\u8d44\u878d\u5238 (600389)</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>47</th>\n",
        "      <td>     \u6c5f\u5c71\u80a1\u4efd\uff1a2013\u5e7410\u670808\u65e5\u6700\u65b0\u63d0\u793a \u878d\u8d44\u878d\u5238 (600389)</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>48</th>\n",
        "      <td>     \u6c5f\u5c71\u80a1\u4efd\uff1a2013\u5e7410\u670809\u65e5\u6700\u65b0\u63d0\u793a \u878d\u8d44\u878d\u5238 (600389)</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>49</th>\n",
        "      <td>     \u5929\u6d25\u6d77\u8fd0\uff1a2013\u5e7410\u670809\u65e5\u6700\u65b0\u63d0\u793a \u878d\u8d44\u878d\u5238 (600751)</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>50</th>\n",
        "      <td>     \u6c5f\u5c71\u80a1\u4efd\uff1a2013\u5e7410\u670810\u65e5\u6700\u65b0\u63d0\u793a \u878d\u8d44\u878d\u5238 (600389)</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>51</th>\n",
        "      <td>     \u5929\u6d25\u6d77\u8fd0\uff1a2013\u5e7410\u670810\u65e5\u6700\u65b0\u63d0\u793a \u878d\u8d44\u878d\u5238 (600751)</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>52</th>\n",
        "      <td>     \u6c5f\u5c71\u80a1\u4efd\uff1a2013\u5e7410\u670811\u65e5\u6700\u65b0\u63d0\u793a \u878d\u8d44\u878d\u5238 (600389)</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>53</th>\n",
        "      <td>     \u5929\u6d25\u6d77\u8fd0\uff1a2013\u5e7410\u670811\u65e5\u6700\u65b0\u63d0\u793a \u878d\u8d44\u878d\u5238 (600751)</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>54</th>\n",
        "      <td>     \u6c5f\u5c71\u80a1\u4efd\uff1a2013\u5e7410\u670814\u65e5\u6700\u65b0\u63d0\u793a \u878d\u8d44\u878d\u5238 (600389)</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>55</th>\n",
        "      <td>     \u5929\u6d25\u6d77\u8fd0\uff1a2013\u5e7410\u670814\u65e5\u6700\u65b0\u63d0\u793a \u878d\u8d44\u878d\u5238 (600751)</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>56</th>\n",
        "      <td>     \u76db\u5c6f\u77ff\u4e1a\uff1a2013\u5e7410\u670815\u65e5\u6700\u65b0\u63d0\u793a \u878d\u8d44\u878d\u5238 (600711)</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>57</th>\n",
        "      <td>     \u795e\u5dde\u6cf0\u5cb3\uff1a2013\u5e7410\u670815\u65e5\u6700\u65b0\u63d0\u793a \u878d\u8d44\u878d\u5238 (300002)</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>58</th>\n",
        "      <td>     \u4e2d\u539f\u7279\u94a2\uff1a2013\u5e7409\u670811\u65e5\u6700\u65b0\u63d0\u793a \u53d8\u66f4\u8c03\u6574 (002423)</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>59</th>\n",
        "      <td>     \u4e2d\u539f\u7279\u94a2\uff1a2013\u5e7409\u670817\u65e5\u6700\u65b0\u63d0\u793a \u878d\u8d44\u878d\u5238 (002423)</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th></th>\n",
        "      <td>...</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
        "<p>1000 rows \u00d7 1 columns</p>\n",
        "</div>"
       ],
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 69,
       "text": [
        "                                 news_body\n",
        "0                            \u798f\u5dde\u6995\u798f\u96c6\u56e2\u516c\u53f8\u5bb6\u79bd\u5206\u516c\u53f8\n",
        "1                                 \u8fbd\u9633\u5e02\u65b0\u4e16\u7eaa\u9152\u5e97\n",
        "2                           \u5317\u4eac\u99a8\u76db\u4f73\u82d1\u9910\u996e\u7ba1\u7406\u6709\u9650\u516c\u53f8\n",
        "3                                   \u8386\u7530\u7b0f\u77f3\u5e02\u573a\n",
        "4                               \u9752\u6d77\u5bbe\u9986\u8d23\u4efb\u6709\u9650\u516c\u53f8\n",
        "5                               \u9752\u6d77\u94f6\u9f99\u9152\u5e97\u6709\u9650\u516c\u53f8\n",
        "6                           \u897f\u5b81\u5e02\u4f0a\u5c14\u987f\u56fd\u9645\u996d\u5e97\u6709\u9650\u516c\u53f8\n",
        "7                               \u5170\u5dde\u9910\u996e\u6709\u9650\u8d23\u4efb\u516c\u53f8\n",
        "8                        \u897f\u5b81\u4e30\u745e\u5b9e\u4e1a\u6709\u9650\u516c\u53f8\u540d\u8c6a\u9910\u996e\u5206\u516c\u53f8\n",
        "9                           \u9752\u6d77\u76db\u9752\u9ad8\u539f\u852c\u83dc\u5f00\u53d1\u6709\u9650\u516c\u53f8\n",
        "10                        \u5927\u901a\u4e30\u6e90\u73b0\u4ee3\u519c\u4e1a\u79d1\u6280\u53d1\u5c55\u6709\u9650\u516c\u53f8\n",
        "11                                \u897f\u5b81\u6c47\u4e30\u519c\u4e1a\u516c\u53f8\n",
        "12                                \u5927\u901a\u4e09\u6c5f\u6d77\u5408\u4f5c\u793e\n",
        "13                              \u9752\u6d77\u4e09\u6c5f\u85af\u4e1a\u6709\u9650\u516c\u53f8\n",
        "14                                 \u9752\u6d77\u7eff\u9752\u5408\u4f5c\u793e\n",
        "15                              \u9752\u6d77\u6d77\u5fb7\u519c\u526f\u4ea7\u54c1\u516c\u53f8\n",
        "16                         \u6caa\u5e02\u4eca\u65e5\u505c\u724c\u4e00\u89c8(9\u670826\u65e5)\n",
        "17                         \u6caa\u5e02\u4eca\u65e5\u505c\u724c\u4e00\u89c8(9\u670830\u65e5)\n",
        "18                        \u6caa\u5e02\u4eca\u65e5\u505c\u724c\u4e00\u89c8(10\u670808\u65e5)\n",
        "19                        \u6caa\u5e02\u4eca\u65e5\u505c\u724c\u4e00\u89c8(10\u670809\u65e5)\n",
        "20                        \u6caa\u5e02\u4eca\u65e5\u505c\u724c\u4e00\u89c8(10\u670814\u65e5)\n",
        "21                        \u6caa\u5e02\u4eca\u65e5\u505c\u724c\u4e00\u89c8(10\u670815\u65e5)\n",
        "22                        \u6caa\u5e02\u4eca\u65e5\u505c\u724c\u4e00\u89c8(10\u670816\u65e5)\n",
        "23                        \u6df1\u5e02\u4eca\u65e5\u505c\u724c\u4e00\u89c8(10\u670808\u65e5)\n",
        "24                        \u6df1\u5e02\u4eca\u65e5\u505c\u724c\u4e00\u89c8(10\u670809\u65e5)\n",
        "25                        \u6df1\u5e02\u4eca\u65e5\u505c\u724c\u4e00\u89c8(10\u670810\u65e5)\n",
        "26                        \u6df1\u5e02\u4eca\u65e5\u505c\u724c\u4e00\u89c8(10\u670811\u65e5)\n",
        "27                        \u6df1\u5e02\u4eca\u65e5\u505c\u724c\u4e00\u89c8(10\u670814\u65e5)\n",
        "28                        \u6df1\u5e02\u4eca\u65e5\u505c\u724c\u4e00\u89c8(10\u670815\u65e5)\n",
        "29                        \u6df1\u5e02\u4eca\u65e5\u505c\u724c\u4e00\u89c8(10\u670816\u65e5)\n",
        "30                         \u6caa\u5e02\u5927\u5b97\u4ea4\u6613\u4fe1\u606f(10/11)\n",
        "31                         \u6caa\u5e02\u5927\u5b97\u4ea4\u6613\u4fe1\u606f(10/14)\n",
        "32                         \u6caa\u5e02\u5927\u5b97\u4ea4\u6613\u4fe1\u606f(10/15)\n",
        "33                        \u6caa\u5e02\u878d\u8d44\u878d\u5238\u6570\u636e(10\u670811\u65e5)\n",
        "34                        \u6df1\u5e02\u878d\u8d44\u878d\u5238\u6570\u636e(10\u670811\u65e5)\n",
        "35                        \u6caa\u5e02\u878d\u8d44\u878d\u5238\u6570\u636e(10\u670814\u65e5)\n",
        "36                        \u6df1\u5e02\u878d\u8d44\u878d\u5238\u6570\u636e(10\u670814\u65e5)\n",
        "37                        \u6caa\u5e02\u878d\u8d44\u878d\u5238\u6570\u636e(10\u670815\u65e5)\n",
        "38                        \u6df1\u5e02\u878d\u8d44\u878d\u5238\u6570\u636e(10\u670815\u65e5)\n",
        "39                      \u80a1\u6307\u671f\u8d27\u6210\u4ea4\u6301\u4ed3\u9f99\u864e\u699c(10/08)\n",
        "40                      \u80a1\u6307\u671f\u8d27\u6210\u4ea4\u6301\u4ed3\u9f99\u864e\u699c(10/09)\n",
        "41                      \u80a1\u6307\u671f\u8d27\u6210\u4ea4\u6301\u4ed3\u9f99\u864e\u699c(10/10)\n",
        "42                      \u80a1\u6307\u671f\u8d27\u6210\u4ea4\u6301\u4ed3\u9f99\u864e\u699c(10/11)\n",
        "43                      \u80a1\u6307\u671f\u8d27\u6210\u4ea4\u6301\u4ed3\u9f99\u864e\u699c(10/14)\n",
        "44                      \u80a1\u6307\u671f\u8d27\u6210\u4ea4\u6301\u4ed3\u9f99\u864e\u699c(10/15)\n",
        "45  \u6c49\u5a01\u7535\u5b50\uff1a2013\u5e7409\u670810\u65e5\u6700\u65b0\u63d0\u793a \u4eba\u4e8b\u53d8\u52a8\u53d8\u66f4\u8c03\u6574 (300007)\n",
        "46      \u6c5f\u5c71\u80a1\u4efd\uff1a2013\u5e7409\u670830\u65e5\u6700\u65b0\u63d0\u793a \u878d\u8d44\u878d\u5238 (600389)\n",
        "47      \u6c5f\u5c71\u80a1\u4efd\uff1a2013\u5e7410\u670808\u65e5\u6700\u65b0\u63d0\u793a \u878d\u8d44\u878d\u5238 (600389)\n",
        "48      \u6c5f\u5c71\u80a1\u4efd\uff1a2013\u5e7410\u670809\u65e5\u6700\u65b0\u63d0\u793a \u878d\u8d44\u878d\u5238 (600389)\n",
        "49      \u5929\u6d25\u6d77\u8fd0\uff1a2013\u5e7410\u670809\u65e5\u6700\u65b0\u63d0\u793a \u878d\u8d44\u878d\u5238 (600751)\n",
        "50      \u6c5f\u5c71\u80a1\u4efd\uff1a2013\u5e7410\u670810\u65e5\u6700\u65b0\u63d0\u793a \u878d\u8d44\u878d\u5238 (600389)\n",
        "51      \u5929\u6d25\u6d77\u8fd0\uff1a2013\u5e7410\u670810\u65e5\u6700\u65b0\u63d0\u793a \u878d\u8d44\u878d\u5238 (600751)\n",
        "52      \u6c5f\u5c71\u80a1\u4efd\uff1a2013\u5e7410\u670811\u65e5\u6700\u65b0\u63d0\u793a \u878d\u8d44\u878d\u5238 (600389)\n",
        "53      \u5929\u6d25\u6d77\u8fd0\uff1a2013\u5e7410\u670811\u65e5\u6700\u65b0\u63d0\u793a \u878d\u8d44\u878d\u5238 (600751)\n",
        "54      \u6c5f\u5c71\u80a1\u4efd\uff1a2013\u5e7410\u670814\u65e5\u6700\u65b0\u63d0\u793a \u878d\u8d44\u878d\u5238 (600389)\n",
        "55      \u5929\u6d25\u6d77\u8fd0\uff1a2013\u5e7410\u670814\u65e5\u6700\u65b0\u63d0\u793a \u878d\u8d44\u878d\u5238 (600751)\n",
        "56      \u76db\u5c6f\u77ff\u4e1a\uff1a2013\u5e7410\u670815\u65e5\u6700\u65b0\u63d0\u793a \u878d\u8d44\u878d\u5238 (600711)\n",
        "57      \u795e\u5dde\u6cf0\u5cb3\uff1a2013\u5e7410\u670815\u65e5\u6700\u65b0\u63d0\u793a \u878d\u8d44\u878d\u5238 (300002)\n",
        "58      \u4e2d\u539f\u7279\u94a2\uff1a2013\u5e7409\u670811\u65e5\u6700\u65b0\u63d0\u793a \u53d8\u66f4\u8c03\u6574 (002423)\n",
        "59      \u4e2d\u539f\u7279\u94a2\uff1a2013\u5e7409\u670817\u65e5\u6700\u65b0\u63d0\u793a \u878d\u8d44\u878d\u5238 (002423)\n",
        "                                       ...\n",
        "\n",
        "[1000 rows x 1 columns]"
       ]
      }
     ],
     "prompt_number": 69
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "data['split_title'] = data['news_title'].apply(lambda x: pars.parse(x))"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 19
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "data"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "html": [
        "<div style=\"max-height:1000px;max-width:1500px;overflow:auto;\">\n",
        "<table border=\"1\" class=\"dataframe\">\n",
        "  <thead>\n",
        "    <tr style=\"text-align: right;\">\n",
        "      <th></th>\n",
        "      <th>news_title</th>\n",
        "      <th>split_title</th>\n",
        "    </tr>\n",
        "  </thead>\n",
        "  <tbody>\n",
        "    <tr>\n",
        "      <th>0 </th>\n",
        "      <td>         \u8981\u54c1\u724c\u4e5f\u8981\u5b9e\u7528 \u8c6a\u534e\u54c1\u724c\u5165\u95e8\u8f66\u578b\u8d2d\u4e70\u63a8\u8350</td>\n",
        "      <td> [(\u8981, v), (\u54c1\u724c, n), (\u4e5f, d), (\u8981, v), (\u5b9e\u7528, vn), ( ...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>1 </th>\n",
        "      <td>        \u5bfb\u627e\u79cb\u65e5\u6700\u7f8e\u68af\u7530 \u4e09\u6b3e50\u4e07\u8c6a\u534eSUV\u63a8\u8350</td>\n",
        "      <td> [(\u5bfb\u627e, v), (\u79cb\u65e5, t), (\u6700, d), (\u7f8e, j), (\u68af\u7530, n), ( ...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2 </th>\n",
        "      <td>          \u4e00\u5982\u65e2\u5f80\u8c6a\u534e \u548c\u8baf\u6c7d\u8f66\u8bd5\u9a7e\u5168\u65b0\u5954\u9a70S\u7ea7</td>\n",
        "      <td> [(\u4e00\u5982\u65e2\u5f80, i), (\u8c6a\u534e, a), ( , null), (\u548c\u8baf, nw), (\u6c7d\u8f66,...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>3 </th>\n",
        "      <td>      \u6ce1\u6c34\u8f66\u6d8c\u5165\u534e\u4e1c\u4e8c\u624b\u5e02\u573a \u76d1\u7ba1\u6f0f\u6d1e\u50ac\u751f\u7070\u8272\u4ea4\u6613\u94fe</td>\n",
        "      <td> [(\u6ce1, v), (\u6c34\u8f66, n), (\u6d8c\u5165, v), (\u534e\u4e1c, ns), (\u4e8c\u624b, b), ...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>4 </th>\n",
        "      <td>           \u674e\u6cfd\u6977\u63a5\u624b\u83f2\u65af\u79d1\u653f\u5e9c\u503a\u52a1 \u6216\u6210\u5927\u80a1\u4e1c</td>\n",
        "      <td> [(\u674e\u6cfd\u6977, nr), (\u63a5\u624b, v), (\u83f2\u65af\u79d1, nrf), (\u653f\u5e9c, n), (\u503a\u52a1,...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>5 </th>\n",
        "      <td>        \u7279\u65af\u62c9\u8d77\u706b\u5f15\u8d28\u7591 \u5b89\u5168\u4e89\u8bae\u6572\u54cd\u8d44\u672c\u6ce1\u6cab\u8b66\u949f</td>\n",
        "      <td> [(\u7279\u65af\u62c9, nrf), (\u8d77\u706b, v), (\u5f15, v), (\u8d28\u7591, v), ( , nul...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>6 </th>\n",
        "      <td>        \u5177\u5907\u67f4\u6cb9\u53d1\u52a8\u673a 4\u6b3e\u7701\u6cb9\u5f3a\u52a8\u529b\u7684SUV\u5bfc\u8d2d</td>\n",
        "      <td> [(\u5177\u5907, v), (\u67f4\u6cb9, n), (\u53d1\u52a8\u673a, n), ( , null), (4\u6b3e, m...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>7 </th>\n",
        "      <td>       \u4f4e\u8c03\u7684\u5962\u534e 50\u4e07\u5143\u7ea7\u76844\u6b3e\u4e2d\u5927\u578bSUV\u5bfc\u8d2d</td>\n",
        "      <td> [(\u4f4e\u8c03, n), (\u7684, uj), (\u5962\u534e, a), ( , null), (50\u4e07\u5143, ...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>8 </th>\n",
        "      <td>       \u56db\u9a71\u662f\u9996\u9009 18\u4e07\u4e0a\u4e0b\u76844\u6b3e\u9ad8\u6c34\u51c6SUV\u5bfc\u8d2d</td>\n",
        "      <td> [(\u56db, m), (\u9a71, vg), (\u662f, v), (\u9996\u9009, v), ( , null), ...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>9 </th>\n",
        "      <td>        \u4ef7\u683c\u4f4e\u9762\u5b50\u591f 12\u4e07\u5de6\u53f3\u5408\u8d44\u54c1\u724cSUV\u63a8\u8350</td>\n",
        "      <td> [(\u4ef7\u683c, n), (\u4f4e, a), (\u9762\u5b50, n), (\u591f, v), ( , null), ...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>10</th>\n",
        "      <td>    2013\u6b3e\u8def\u864e\u63fd\u80dc\u6781\u5149\u6700\u9ad8\u4f18\u60e07\u4e07 \u73b0\u8f66\u8db3\u989c\u8272\u5168 </td>\n",
        "      <td> [(2013\u6b3e, m), (\u8def\u864e, nw), (\u63fd\u80dc, nw), (\u6781\u5149, n), (\u6700\u9ad8,...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>11</th>\n",
        "      <td>       \u63a2\u5bfb\u62dc\u8bbf\u674e\u5927\u948a\u6545\u5c45 \u5047\u671f\u6cb3\u5317\u5510\u5c71\u4e50\u4ead\u81ea\u9a7e\u6e38 </td>\n",
        "      <td> [(\u63a2\u5bfb, v), (\u62dc\u8bbf, v), (\u674e\u5927\u948a, nr), (\u6545\u5c45, n), ( , nul...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>12</th>\n",
        "      <td>   2013\u6b3e\u5e7f\u672c\u5965\u5fb7\u8d5b\u5168\u7cfb\u4f18\u60e03.8\u4e07 \u5e97\u5185\u73b0\u8f66\u5145\u8db3 </td>\n",
        "      <td> [(2013\u6b3e, m), (\u5e7f\u672c\u5965, nr), (\u5fb7\u8d5b\u5168, nr), (\u7cfb, v), (\u4f18\u60e0...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>13</th>\n",
        "      <td>     \u4e0e\u8001\u5bbe\u5229\u540c\u884c\u53bb\u9752\u5c9b \u8bb02013\u5e74\u4e16\u754c\u8001\u7237\u8f66\u5de1\u793c </td>\n",
        "      <td> [(\u4e0e, p), (\u8001, a), (\u5bbe\u5229, nr), (\u540c, p), (\u884c, v), (\u53bb,...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>14</th>\n",
        "      <td>    \u6700\u9ad8\u4f18\u60e07.5\u4e07 10\u6b3e\u4e3b\u6d41\u8f66\u578b\u5927\u5e45\u964d\u4ef7\u884c\u60c5\u6c47\u603b </td>\n",
        "      <td> [(\u6700\u9ad8, a), (\u4f18\u60e0, vn), (7.5\u4e07, m), ( , null), (10\u6b3e...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>15</th>\n",
        "      <td> \u957f\u57ce\u54c8\u5f17H6\u529b\u538bCR-V/\u9014\u89c2 10\u6b3e\u6700\u70ed\u9500SUV\u70b9\u8bc4 </td>\n",
        "      <td> [(\u957f\u57ce, ns), (\u54c8\u5f17h6\u529b, nw), (\u538b, v), (cr, en), (-, ...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>16</th>\n",
        "      <td>       \u4e5e\u4e10\u7248\u503c\u4e0d\u503c\u5f97\u4e70 \u56db\u6b3e\u70ed\u95e8\u7d27\u51d1\u7ea7\u522b\u8f66\u578b\u63a8\u8350 </td>\n",
        "      <td> [(\u4e5e\u4e10, n), (\u7248\u503c, nw), (\u4e0d, d), (\u503c\u5f97, v), (\u4e70, v), (...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>17</th>\n",
        "      <td>   \u5e02\u573a\u785d\u70df\u56db\u8d77 15\u6b3e\u91cd\u91cf\u7ea7\u5168\u65b0SUV\u5373\u5c06\u9762\u4e16(\u56fe) </td>\n",
        "      <td> [(\u5e02\u573a, n), (\u785d\u70df, n), (\u56db\u8d77, v), ( , null), (15\u6b3e, m...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>18</th>\n",
        "      <td>   12\u4e07\u5143\u8c01\u66f4\u5b9e\u7528? 7\u6b3e\u81ea\u4e3b\u54c1\u724cSUV\u529f\u80fd\u8bbe\u8ba1\u5bf9\u6bd4 </td>\n",
        "      <td> [(12\u4e07\u5143, m), (\u8c01, r), (\u66f4, d), (\u5b9e\u7528, a), (?, null)...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>19</th>\n",
        "      <td>   \u642d\u8f7d\u6211\u4eec\u719f\u6089\u7684\u5f15\u64ce \u8bd5\u9a7e\u8bb4\u6b4cILX 2.0L\u7cbe\u9510\u7248 </td>\n",
        "      <td> [(\u642d\u8f7d, v), (\u6211\u4eec, r), (\u719f\u6089, v), (\u7684, uj), (\u5f15\u64ce, n), ...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>20</th>\n",
        "      <td>  \u610f\u6599\u4e4b\u4e2d\u7684\u6539\u53d8 2014\u6b3e\u96f7\u514b\u8428\u65afGX400\u5b9e\u62cd\u8be6\u89e3 </td>\n",
        "      <td> [(\u610f\u6599\u4e4b\u4e2d, l), (\u7684, uj), (\u6539\u53d8, v), ( , null), (2014...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>21</th>\n",
        "      <td>   \u4ef7\u683c\u4f4e/\u9762\u5b50\u591f 4\u6b3e12\u4e07\u5143\u5de6\u53f3\u5408\u8d44\u54c1\u724cSUV\u63a8\u8350 </td>\n",
        "      <td> [(\u4ef7\u683c, n), (\u4f4e, a), (/, nw), (\u9762\u5b50, n), (\u591f, v), ( ...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>22</th>\n",
        "      <td>       \u7f8e\u5f0f\u4e2d\u7ea7\u8f66\u5168\u65b9\u4f4d\u5347\u7ea7 \u5bf9\u6bd4\u4f53\u9a8c\u65b0\u8001\u522b\u514b\u541b\u8d8a </td>\n",
        "      <td> [(\u7f8e\u5f0f, nw), (\u4e2d\u7ea7\u8f66, nw), (\u5168\u65b9\u4f4d, n), (\u5347\u7ea7, vn), ( , ...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>23</th>\n",
        "      <td>    \u8212\u9002/\u5e73\u987a/\u914d\u7f6e\u9ad8 \u8bd5\u9a7e\u5317\u4eac\u73b0\u4ee3\u540d\u56fe1.8L\u81ea\u52a8 </td>\n",
        "      <td> [(\u8212\u9002, a), (/, nw), (\u5e73\u987a, ns), (/, nw), (\u914d\u7f6e, v),...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>24</th>\n",
        "      <td>       \u5165\u95e8\u7ea7\u5bb6\u8f7f\u8be5\u9009\u8c01 \u5168\u65b0\u96ea\u94c1\u9f99\u7231\u4e3d\u820d\u5bf9\u6bd4\u9633\u5149 </td>\n",
        "      <td> [(\u5165\u95e8, v), (\u7ea7, q), (\u5bb6, q), (\u8f7f, j), (\u8be5, r), (\u9009, ...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>25</th>\n",
        "      <td>    \u518d\u6b21\u5f15\u9886\u8c6a\u8f66\u5e02\u573a \u5168\u65b0\u4e00\u4ee3\u5954\u9a70S500L\u5b9e\u62cd\u8be6\u89e3 </td>\n",
        "      <td> [(\u518d\u6b21, d), (\u5f15\u9886, nw), (\u8c6a\u8f66, nw), (\u5e02\u573a, n), ( , nul...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>26</th>\n",
        "      <td>        \u94f6\u884c\u63ed\u79d8\u4fdd\u9669\u9a7b\u70b9\u5185\u5e55 \u7406\u8d22\u4eba\u5458\u5de5\u8d44\u7531\u9669\u4f01\u53d1</td>\n",
        "      <td> [(\u94f6\u884c, n), (\u63ed\u79d8, v), (\u4fdd\u9669, n), (\u9a7b, v), (\u70b9, q), (\u5185...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>27</th>\n",
        "      <td>      \u94f6\u884c\u5907\u6218\u5e74\u5e95\u8d44\u91d1\u5927\u6218 \u6536\u76ca5%\u7684\u7406\u8d22\u4ea7\u54c1\u53c8\u6765\u4e86</td>\n",
        "      <td> [(\u94f6\u884c, n), (\u5907\u6218, v), (\u5e74\u5e95, t), (\u8d44\u91d1, n), (\u5927\u6218, n), ...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>28</th>\n",
        "      <td>                   \u5218\u660e\u5eb7\uff1a\u5b88\u95e8\u94f6\u884c\u98ce\u9669</td>\n",
        "      <td>    [(\u5218\u660e\u5eb7, nr), (\uff1a, w), (\u5b88\u95e8, v), (\u94f6\u884c, n), (\u98ce\u9669, n)]</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>29</th>\n",
        "      <td>                    \u94f6\u884c\u724c\u7167\u4ef7\u503c\u6e10\u56de\u5f52</td>\n",
        "      <td>      [(\u94f6\u884c, n), (\u724c\u7167, n), (\u4ef7\u503c, n), (\u6e10, d), (\u56de\u5f52, v)]</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>30</th>\n",
        "      <td>             \u592e\u884c\u56de\u5e94\u623f\u8d37\u6536\u7d27\uff1a\u672a\u51fa\u53f0\u505c\u8d37\u653f\u7b56</td>\n",
        "      <td> [(\u592e\u884c, j), (\u56de\u5e94, v), (\u623f\u8d37, nw), (\u6536\u7d27, v), (\uff1a, w), ...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>31</th>\n",
        "      <td>     \u82b1\u65d7\u88ab\u7f5a3000\u4e07\u7f8e\u5143 50\u5b57\u90ae\u4ef6\u5f15\u7206\u5185\u5e55\u4ea4\u6613\u6848</td>\n",
        "      <td> [(\u82b1\u65d7, n), (\u88ab, p), (\u7f5a, v), (3000\u4e07\u7f8e\u5143, m), ( , nu...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>32</th>\n",
        "      <td>       P2P\u98ce\u9669\u5bc6\u96c6\u7206\u53d1 \u4e1a\u5185\u547c\u5401\u6e05\u7406\u4e24\u7c7b\u7f51\u8d37\u5e73\u53f0</td>\n",
        "      <td> [(p, en), (2, m), (p, en), (\u98ce\u9669, n), (\u5bc6\u96c6, a), (...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>33</th>\n",
        "      <td>       \u5e38\u719f\u6570\u540d\u6e29\u5546\u8dd1\u8def \u6c11\u751f\u5de5\u884c\u7b49\u591a\u5bb6\u94f6\u884c\u5377\u5165\u5176\u4e2d</td>\n",
        "      <td> [(\u5e38\u719f, ns), (\u6570\u540d, m), (\u6e29\u5546, nw), (\u8dd1, v), (\u8def, n), ...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>34</th>\n",
        "      <td>       \u57ce\u5546\u884cIPO\u7ade\u76f8\u5f03A\u80a1\u8f6cH\u80a1 \u6216\u9762\u4e34\u5b9a\u4ef7\u96be\u9898</td>\n",
        "      <td> [(\u57ce\u5546\u884c, nw), (ipo, en), (\u7ade\u76f8, d), (\u5f03, vg), (a, e...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>35</th>\n",
        "      <td>        \u6e56\u5317\u94f6\u884c\u8d85\u901f\u6269\u5f20\u9677\u8d44\u672c\u91d1\u56f0\u5883 \u5e73\u53f0\u8d37\u73b0\u9690\u60a3</td>\n",
        "      <td> [(\u6e56\u5317\u94f6\u884c, nt), (\u8d85\u901f, v), (\u6269\u5f20, v), (\u9677, v), (\u8d44\u672c\u91d1, n...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>36</th>\n",
        "      <td>                  \u592e\u884c\uff1a\u623f\u8d37\u505c\u8d37\u5b50\u865a\u4e4c\u6709</td>\n",
        "      <td>  [(\u592e\u884c, j), (\uff1a, w), (\u623f\u8d37, nw), (\u505c\u8d37, nw), (\u5b50\u865a\u4e4c\u6709, i)]</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>37</th>\n",
        "      <td>   \u5e7f\u5dde\u90e8\u5206\u94f6\u884c\u9996\u5957\u623f\u8d37\u7184\u706b \u5c11\u6570\u94f6\u884c\u8d37\u6b3e\u5229\u7387\u4e0a\u6d6e30%</td>\n",
        "      <td> [(\u5e7f\u5dde, ns), (\u90e8\u5206, n), (\u94f6\u884c, n), (\u9996, m), (\u5957\u623f, n), ...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>38</th>\n",
        "      <td>        \u5b81\u6ce2\u6d77\u5173\uff1a\u53d7\u707e\u4f01\u4e1a\u53ef\u514d\u5f81\u8d85\u671f\u5ef6\u671f\u98ce\u9669\u62c5\u4fdd\u91d1</td>\n",
        "      <td> [(\u5b81\u6ce2\u6d77\u5173, nw), (\uff1a, w), (\u53d7\u707e, vn), (\u4f01\u4e1a, n), (\u53ef, v)...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>39</th>\n",
        "      <td>               \u673a\u6784\u62c9\u54cd\u94f6\u884c\u4e1a\u98ce\u9669\u4e0a\u5347\u8b66\u62a5 </td>\n",
        "      <td> [(\u673a\u6784, n), (\u62c9, v), (\u54cd, v), (\u94f6\u884c\u4e1a, n), (\u98ce\u9669, n), (...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>40</th>\n",
        "      <td>                 \u592e\u884c\uff1a\u623f\u8d37\u505c\u8d37\u5b50\u865a\u4e4c\u6709 </td>\n",
        "      <td> [(\u592e\u884c, j), (\uff1a, w), (\u623f\u8d37, nw), (\u505c\u8d37, nw), (\u5b50\u865a\u4e4c\u6709, i...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>41</th>\n",
        "      <td>        \u94f6\u884c\u4eba\u58eb\uff1a\u201c\u4ee5\u623f\u517b\u8001\u201d\u5b58\u5728\u4e24\u4e2a\u201c\u81f4\u547d\u4f24\u201d </td>\n",
        "      <td> [(\u94f6\u884c, n), (\u4eba\u58eb, n), (\uff1a, w), (\u201c, w), (\u4ee5, p), (\u623f,...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>42</th>\n",
        "      <td>       \u5e73\u53f0\u8d37\u73b0\u9690\u60a3 \u6e56\u5317\u94f6\u884c\u8d85\u901f\u6269\u5f20\u9677\u8d44\u672c\u91d1\u56f0\u5883 </td>\n",
        "      <td> [(\u5e73\u53f0, n), (\u8d37\u73b0, nw), (\u9690\u60a3, n), ( , null), (\u6e56\u5317\u94f6\u884c,...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>43</th>\n",
        "      <td>       \u592e\u884c\u56de\u5e94\u201c\u623f\u8d37\u6536\u7d27\u201d\u4f20\u8a00\uff1a \u672a\u51fa\u53f0\u505c\u8d37\u653f\u7b56 </td>\n",
        "      <td> [(\u592e\u884c, j), (\u56de, v), (\u5e94, v), (\u201c, w), (\u623f\u8d37, nw), (\u6536...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>44</th>\n",
        "      <td>      P2P\u98ce\u9669\u5bc6\u96c6\u7206\u53d1 \u4e1a\u5185\u547c\u5401\u6e05\u7406\u4e24\u7c7b\u7f51\u8d37\u5e73\u53f0 </td>\n",
        "      <td> [(p, en), (2, m), (p, en), (\u98ce\u9669, n), (\u5bc6\u96c6, a), (...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>45</th>\n",
        "      <td>            \u975e\u6cd5\u8bbe\u70b9\u5438\u6536\u5b58\u6b3e\u8f6c\u8d37\u4ed6\u4eba\u8d5a\u53d6\u5229\u5dee </td>\n",
        "      <td> [(\u975e\u6cd5, b), (\u8bbe\u70b9, v), (\u5438\u6536, v), (\u5b58\u6b3e, n), (\u8f6c\u8d37, nw),...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>46</th>\n",
        "      <td>     \u4eba\u4fdd\u3001\u4e2d\u56fd\u70df\u8349\u5165\u9a7b\u8463\u4e8b\u4f1a \u5174\u4e1a\u9ad8\u5c42\u6362\u5c4a\u5c18\u57c3\u843d\u5b9a </td>\n",
        "      <td> [(\u4eba\u4fdd, nw), (\u3001, w), (\u4e2d\u56fd, ns), (\u70df\u8349, n), (\u5165\u9a7b, nw)...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>47</th>\n",
        "      <td>    \u9996\u535575\u4ebf\u7406\u8d22\u7ba1\u7406\u8ba1\u5212\u843d\u5de5\u884c \u6700\u9ad870%\u6295\u76f4\u63a5\u878d\u8d44</td>\n",
        "      <td> [(\u9996\u5355, nw), (75\u4ebf, m), (\u7406\u8d22, v), (\u7ba1\u7406, vn), (\u8ba1\u5212, n...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>48</th>\n",
        "      <td>   \u5e7f\u4e1c\u9ad8\u5dde\u519c\u4fe1\u793e\u8981\u6c42\u75c5\u91cd\u8001\u4eba\u4eb2\u81ea\u53d6\u94b1 \u6001\u5ea6\u7c97\u66b4\u81f4\u731d\u6b7b </td>\n",
        "      <td> [(\u5e7f\u4e1c, ns), (\u9ad8\u5dde\u519c\u4fe1\u793e, nt), (\u8981\u6c42, v), (\u75c5, n), (\u91cd, a...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>49</th>\n",
        "      <td>      \u5e38\u719f\u6570\u540d\u6e29\u5546\u8dd1\u8def \u6c11\u751f\u5de5\u884c\u7b49\u591a\u5bb6\u94f6\u884c\u5377\u5165\u5176\u4e2d </td>\n",
        "      <td> [(\u5e38\u719f, ns), (\u6570\u540d, m), (\u6e29\u5546, nw), (\u8dd1, v), (\u8def, n), ...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>50</th>\n",
        "      <td>         \u4ece\u51e1\u5ba2\u56f0\u5c40\u770b\u5782\u76f4\u7eaf\u7535\u5546\uff1a90%\u6015\u662f\u90fd\u4f1a\u6b7b</td>\n",
        "      <td> [(\u4ece, p), (\u51e1\u5ba2, nw), (\u56f0\u5c40, nw), (\u770b, v), (\u5782\u76f4, v), ...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>51</th>\n",
        "      <td>                   \u4f18\u79c0\u9886\u5bfc\u8005\u76845\u5927\u5171\u6027</td>\n",
        "      <td> [(\u4f18\u79c0, a), (\u9886\u5bfc\u8005, n), (\u7684, uj), (5, m), (\u5927, a), (...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>52</th>\n",
        "      <td>                  \u9ad8\u6548\u9500\u552e\u4eba\u5458\u76847\u5927\u4e60\u60ef</td>\n",
        "      <td> [(\u9ad8\u6548, b), (\u9500\u552e, vn), (\u4eba\u5458, n), (\u7684, uj), (7, m), ...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>53</th>\n",
        "      <td>   2013\u5e74\u798f\u5e03\u65af\u4e2d\u56fd\u5bcc\u8c6a\u699c\uff1a\u738b\u5065\u6797860\u4ebf\u8eab\u5bb6\u5c45\u9996 </td>\n",
        "      <td> [(2013\u5e74, m), (\u798f\u5e03\u65af, nr), (\u4e2d, f), (\u56fd, n), (\u5bcc\u8c6a, n...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>54</th>\n",
        "      <td>        \u9a6c\u4e91\u4e3a\u4f55\u201c\u6b7b\u625b\u201d\u5408\u4f19\u4eba\u5236\u5ea6\uff1a\u5bf9\u6743\u529b\u7684\u70ed\u7231 </td>\n",
        "      <td> [(\u9a6c\u4e91, nr), (\u4e3a\u4f55, r), (\u201c, w), (\u6b7b, v), (\u625b, v), (\u201d...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>55</th>\n",
        "      <td>                \u738b\u5065\u6797\u8363\u767b\u9996\u5bcc\u80cc\u540e\u6697\u85cf\u5371\u673a</td>\n",
        "      <td> [(\u738b\u5065\u6797\u8363\u767b, nw), (\u9996\u5bcc, n), (\u80cc, v), (\u540e, f), (\u6697\u85cf, v)...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>56</th>\n",
        "      <td>       \u4efb\u5fd7\u5f3a\uff1a\u6211\u5a5a\u59fb\u7834\u88c2\u975e\u56e0\u623f\u65e0\u94b1 \u662f\u7f3a\u7231\u7684\u57fa\u56e0 </td>\n",
        "      <td> [(\u4efb\u5fd7\u5f3a, nr), (\uff1a, w), (\u6211, r), (\u5a5a\u59fb, n), (\u7834\u88c2, v), ...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>57</th>\n",
        "      <td>        \u5fae\u8f6f\u4e0e\u8bfa\u57fa\u4e9a\uff1a\u5931\u610f\u7684\u80d6\u5b50\u62b1\u5728\u4e00\u8d77\u8270\u96be\u91cd\u751f </td>\n",
        "      <td> [(\u5fae\u8f6f, nw), (\u4e0e, p), (\u8bfa\u57fa\u4e9a, nz), (\uff1a, w), (\u5931\u610f, v),...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>58</th>\n",
        "      <td>    \u51e1\u5ba2\u521b\u59cb\u4eba\u9648\u5e74\u7684\u516b\u5366\uff1a\u51fa\u751f\u9ad8\u5e72\u5bb6\u5ead \u64c5\u957f\u4eba\u60c5\u4e16\u6545 </td>\n",
        "      <td> [(\u51e1\u5ba2, nw), (\u521b\u59cb\u4eba, n), (\u9648\u5e74, n), (\u7684, uj), (\u516b\u5366, n)...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>59</th>\n",
        "      <td>        \u5343\u5947\u767e\u602a\uff01\u76d8\u70b9\u90a3\u4e9b\u4eae\u778e\u773c\u7684\u201c\u571f\u8c6a\u91d1\u201d\u7269\u4ef6 </td>\n",
        "      <td> [(\u5343\u5947\u767e\u602a, i), (\uff01, w), (\u76d8\u70b9, v), (\u90a3\u4e9b, r), (\u4eae, v), ...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th></th>\n",
        "      <td>...</td>\n",
        "      <td>...</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
        "<p>1000 rows \u00d7 2 columns</p>\n",
        "</div>"
       ],
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 20,
       "text": [
        "                      news_title  \\\n",
        "0           \u8981\u54c1\u724c\u4e5f\u8981\u5b9e\u7528 \u8c6a\u534e\u54c1\u724c\u5165\u95e8\u8f66\u578b\u8d2d\u4e70\u63a8\u8350   \n",
        "1          \u5bfb\u627e\u79cb\u65e5\u6700\u7f8e\u68af\u7530 \u4e09\u6b3e50\u4e07\u8c6a\u534eSUV\u63a8\u8350   \n",
        "2            \u4e00\u5982\u65e2\u5f80\u8c6a\u534e \u548c\u8baf\u6c7d\u8f66\u8bd5\u9a7e\u5168\u65b0\u5954\u9a70S\u7ea7   \n",
        "3        \u6ce1\u6c34\u8f66\u6d8c\u5165\u534e\u4e1c\u4e8c\u624b\u5e02\u573a \u76d1\u7ba1\u6f0f\u6d1e\u50ac\u751f\u7070\u8272\u4ea4\u6613\u94fe   \n",
        "4             \u674e\u6cfd\u6977\u63a5\u624b\u83f2\u65af\u79d1\u653f\u5e9c\u503a\u52a1 \u6216\u6210\u5927\u80a1\u4e1c   \n",
        "5          \u7279\u65af\u62c9\u8d77\u706b\u5f15\u8d28\u7591 \u5b89\u5168\u4e89\u8bae\u6572\u54cd\u8d44\u672c\u6ce1\u6cab\u8b66\u949f   \n",
        "6          \u5177\u5907\u67f4\u6cb9\u53d1\u52a8\u673a 4\u6b3e\u7701\u6cb9\u5f3a\u52a8\u529b\u7684SUV\u5bfc\u8d2d   \n",
        "7         \u4f4e\u8c03\u7684\u5962\u534e 50\u4e07\u5143\u7ea7\u76844\u6b3e\u4e2d\u5927\u578bSUV\u5bfc\u8d2d   \n",
        "8         \u56db\u9a71\u662f\u9996\u9009 18\u4e07\u4e0a\u4e0b\u76844\u6b3e\u9ad8\u6c34\u51c6SUV\u5bfc\u8d2d   \n",
        "9          \u4ef7\u683c\u4f4e\u9762\u5b50\u591f 12\u4e07\u5de6\u53f3\u5408\u8d44\u54c1\u724cSUV\u63a8\u8350   \n",
        "10     2013\u6b3e\u8def\u864e\u63fd\u80dc\u6781\u5149\u6700\u9ad8\u4f18\u60e07\u4e07 \u73b0\u8f66\u8db3\u989c\u8272\u5168    \n",
        "11        \u63a2\u5bfb\u62dc\u8bbf\u674e\u5927\u948a\u6545\u5c45 \u5047\u671f\u6cb3\u5317\u5510\u5c71\u4e50\u4ead\u81ea\u9a7e\u6e38    \n",
        "12    2013\u6b3e\u5e7f\u672c\u5965\u5fb7\u8d5b\u5168\u7cfb\u4f18\u60e03.8\u4e07 \u5e97\u5185\u73b0\u8f66\u5145\u8db3    \n",
        "13      \u4e0e\u8001\u5bbe\u5229\u540c\u884c\u53bb\u9752\u5c9b \u8bb02013\u5e74\u4e16\u754c\u8001\u7237\u8f66\u5de1\u793c    \n",
        "14     \u6700\u9ad8\u4f18\u60e07.5\u4e07 10\u6b3e\u4e3b\u6d41\u8f66\u578b\u5927\u5e45\u964d\u4ef7\u884c\u60c5\u6c47\u603b    \n",
        "15  \u957f\u57ce\u54c8\u5f17H6\u529b\u538bCR-V/\u9014\u89c2 10\u6b3e\u6700\u70ed\u9500SUV\u70b9\u8bc4    \n",
        "16        \u4e5e\u4e10\u7248\u503c\u4e0d\u503c\u5f97\u4e70 \u56db\u6b3e\u70ed\u95e8\u7d27\u51d1\u7ea7\u522b\u8f66\u578b\u63a8\u8350    \n",
        "17    \u5e02\u573a\u785d\u70df\u56db\u8d77 15\u6b3e\u91cd\u91cf\u7ea7\u5168\u65b0SUV\u5373\u5c06\u9762\u4e16(\u56fe)    \n",
        "18    12\u4e07\u5143\u8c01\u66f4\u5b9e\u7528? 7\u6b3e\u81ea\u4e3b\u54c1\u724cSUV\u529f\u80fd\u8bbe\u8ba1\u5bf9\u6bd4    \n",
        "19    \u642d\u8f7d\u6211\u4eec\u719f\u6089\u7684\u5f15\u64ce \u8bd5\u9a7e\u8bb4\u6b4cILX 2.0L\u7cbe\u9510\u7248    \n",
        "20   \u610f\u6599\u4e4b\u4e2d\u7684\u6539\u53d8 2014\u6b3e\u96f7\u514b\u8428\u65afGX400\u5b9e\u62cd\u8be6\u89e3    \n",
        "21    \u4ef7\u683c\u4f4e/\u9762\u5b50\u591f 4\u6b3e12\u4e07\u5143\u5de6\u53f3\u5408\u8d44\u54c1\u724cSUV\u63a8\u8350    \n",
        "22        \u7f8e\u5f0f\u4e2d\u7ea7\u8f66\u5168\u65b9\u4f4d\u5347\u7ea7 \u5bf9\u6bd4\u4f53\u9a8c\u65b0\u8001\u522b\u514b\u541b\u8d8a    \n",
        "23     \u8212\u9002/\u5e73\u987a/\u914d\u7f6e\u9ad8 \u8bd5\u9a7e\u5317\u4eac\u73b0\u4ee3\u540d\u56fe1.8L\u81ea\u52a8    \n",
        "24        \u5165\u95e8\u7ea7\u5bb6\u8f7f\u8be5\u9009\u8c01 \u5168\u65b0\u96ea\u94c1\u9f99\u7231\u4e3d\u820d\u5bf9\u6bd4\u9633\u5149    \n",
        "25     \u518d\u6b21\u5f15\u9886\u8c6a\u8f66\u5e02\u573a \u5168\u65b0\u4e00\u4ee3\u5954\u9a70S500L\u5b9e\u62cd\u8be6\u89e3    \n",
        "26         \u94f6\u884c\u63ed\u79d8\u4fdd\u9669\u9a7b\u70b9\u5185\u5e55 \u7406\u8d22\u4eba\u5458\u5de5\u8d44\u7531\u9669\u4f01\u53d1   \n",
        "27       \u94f6\u884c\u5907\u6218\u5e74\u5e95\u8d44\u91d1\u5927\u6218 \u6536\u76ca5%\u7684\u7406\u8d22\u4ea7\u54c1\u53c8\u6765\u4e86   \n",
        "28                    \u5218\u660e\u5eb7\uff1a\u5b88\u95e8\u94f6\u884c\u98ce\u9669   \n",
        "29                     \u94f6\u884c\u724c\u7167\u4ef7\u503c\u6e10\u56de\u5f52   \n",
        "30              \u592e\u884c\u56de\u5e94\u623f\u8d37\u6536\u7d27\uff1a\u672a\u51fa\u53f0\u505c\u8d37\u653f\u7b56   \n",
        "31      \u82b1\u65d7\u88ab\u7f5a3000\u4e07\u7f8e\u5143 50\u5b57\u90ae\u4ef6\u5f15\u7206\u5185\u5e55\u4ea4\u6613\u6848   \n",
        "32        P2P\u98ce\u9669\u5bc6\u96c6\u7206\u53d1 \u4e1a\u5185\u547c\u5401\u6e05\u7406\u4e24\u7c7b\u7f51\u8d37\u5e73\u53f0   \n",
        "33        \u5e38\u719f\u6570\u540d\u6e29\u5546\u8dd1\u8def \u6c11\u751f\u5de5\u884c\u7b49\u591a\u5bb6\u94f6\u884c\u5377\u5165\u5176\u4e2d   \n",
        "34        \u57ce\u5546\u884cIPO\u7ade\u76f8\u5f03A\u80a1\u8f6cH\u80a1 \u6216\u9762\u4e34\u5b9a\u4ef7\u96be\u9898   \n",
        "35         \u6e56\u5317\u94f6\u884c\u8d85\u901f\u6269\u5f20\u9677\u8d44\u672c\u91d1\u56f0\u5883 \u5e73\u53f0\u8d37\u73b0\u9690\u60a3   \n",
        "36                   \u592e\u884c\uff1a\u623f\u8d37\u505c\u8d37\u5b50\u865a\u4e4c\u6709   \n",
        "37    \u5e7f\u5dde\u90e8\u5206\u94f6\u884c\u9996\u5957\u623f\u8d37\u7184\u706b \u5c11\u6570\u94f6\u884c\u8d37\u6b3e\u5229\u7387\u4e0a\u6d6e30%   \n",
        "38         \u5b81\u6ce2\u6d77\u5173\uff1a\u53d7\u707e\u4f01\u4e1a\u53ef\u514d\u5f81\u8d85\u671f\u5ef6\u671f\u98ce\u9669\u62c5\u4fdd\u91d1   \n",
        "39                \u673a\u6784\u62c9\u54cd\u94f6\u884c\u4e1a\u98ce\u9669\u4e0a\u5347\u8b66\u62a5    \n",
        "40                  \u592e\u884c\uff1a\u623f\u8d37\u505c\u8d37\u5b50\u865a\u4e4c\u6709    \n",
        "41         \u94f6\u884c\u4eba\u58eb\uff1a\u201c\u4ee5\u623f\u517b\u8001\u201d\u5b58\u5728\u4e24\u4e2a\u201c\u81f4\u547d\u4f24\u201d    \n",
        "42        \u5e73\u53f0\u8d37\u73b0\u9690\u60a3 \u6e56\u5317\u94f6\u884c\u8d85\u901f\u6269\u5f20\u9677\u8d44\u672c\u91d1\u56f0\u5883    \n",
        "43        \u592e\u884c\u56de\u5e94\u201c\u623f\u8d37\u6536\u7d27\u201d\u4f20\u8a00\uff1a \u672a\u51fa\u53f0\u505c\u8d37\u653f\u7b56    \n",
        "44       P2P\u98ce\u9669\u5bc6\u96c6\u7206\u53d1 \u4e1a\u5185\u547c\u5401\u6e05\u7406\u4e24\u7c7b\u7f51\u8d37\u5e73\u53f0    \n",
        "45             \u975e\u6cd5\u8bbe\u70b9\u5438\u6536\u5b58\u6b3e\u8f6c\u8d37\u4ed6\u4eba\u8d5a\u53d6\u5229\u5dee    \n",
        "46      \u4eba\u4fdd\u3001\u4e2d\u56fd\u70df\u8349\u5165\u9a7b\u8463\u4e8b\u4f1a \u5174\u4e1a\u9ad8\u5c42\u6362\u5c4a\u5c18\u57c3\u843d\u5b9a    \n",
        "47     \u9996\u535575\u4ebf\u7406\u8d22\u7ba1\u7406\u8ba1\u5212\u843d\u5de5\u884c \u6700\u9ad870%\u6295\u76f4\u63a5\u878d\u8d44   \n",
        "48    \u5e7f\u4e1c\u9ad8\u5dde\u519c\u4fe1\u793e\u8981\u6c42\u75c5\u91cd\u8001\u4eba\u4eb2\u81ea\u53d6\u94b1 \u6001\u5ea6\u7c97\u66b4\u81f4\u731d\u6b7b    \n",
        "49       \u5e38\u719f\u6570\u540d\u6e29\u5546\u8dd1\u8def \u6c11\u751f\u5de5\u884c\u7b49\u591a\u5bb6\u94f6\u884c\u5377\u5165\u5176\u4e2d    \n",
        "50          \u4ece\u51e1\u5ba2\u56f0\u5c40\u770b\u5782\u76f4\u7eaf\u7535\u5546\uff1a90%\u6015\u662f\u90fd\u4f1a\u6b7b   \n",
        "51                    \u4f18\u79c0\u9886\u5bfc\u8005\u76845\u5927\u5171\u6027   \n",
        "52                   \u9ad8\u6548\u9500\u552e\u4eba\u5458\u76847\u5927\u4e60\u60ef   \n",
        "53    2013\u5e74\u798f\u5e03\u65af\u4e2d\u56fd\u5bcc\u8c6a\u699c\uff1a\u738b\u5065\u6797860\u4ebf\u8eab\u5bb6\u5c45\u9996    \n",
        "54         \u9a6c\u4e91\u4e3a\u4f55\u201c\u6b7b\u625b\u201d\u5408\u4f19\u4eba\u5236\u5ea6\uff1a\u5bf9\u6743\u529b\u7684\u70ed\u7231    \n",
        "55                 \u738b\u5065\u6797\u8363\u767b\u9996\u5bcc\u80cc\u540e\u6697\u85cf\u5371\u673a   \n",
        "56        \u4efb\u5fd7\u5f3a\uff1a\u6211\u5a5a\u59fb\u7834\u88c2\u975e\u56e0\u623f\u65e0\u94b1 \u662f\u7f3a\u7231\u7684\u57fa\u56e0    \n",
        "57         \u5fae\u8f6f\u4e0e\u8bfa\u57fa\u4e9a\uff1a\u5931\u610f\u7684\u80d6\u5b50\u62b1\u5728\u4e00\u8d77\u8270\u96be\u91cd\u751f    \n",
        "58     \u51e1\u5ba2\u521b\u59cb\u4eba\u9648\u5e74\u7684\u516b\u5366\uff1a\u51fa\u751f\u9ad8\u5e72\u5bb6\u5ead \u64c5\u957f\u4eba\u60c5\u4e16\u6545    \n",
        "59         \u5343\u5947\u767e\u602a\uff01\u76d8\u70b9\u90a3\u4e9b\u4eae\u778e\u773c\u7684\u201c\u571f\u8c6a\u91d1\u201d\u7269\u4ef6    \n",
        "                             ...   \n",
        "\n",
        "                                          split_title  \n",
        "0   [(\u8981, v), (\u54c1\u724c, n), (\u4e5f, d), (\u8981, v), (\u5b9e\u7528, vn), ( ...  \n",
        "1   [(\u5bfb\u627e, v), (\u79cb\u65e5, t), (\u6700, d), (\u7f8e, j), (\u68af\u7530, n), ( ...  \n",
        "2   [(\u4e00\u5982\u65e2\u5f80, i), (\u8c6a\u534e, a), ( , null), (\u548c\u8baf, nw), (\u6c7d\u8f66,...  \n",
        "3   [(\u6ce1, v), (\u6c34\u8f66, n), (\u6d8c\u5165, v), (\u534e\u4e1c, ns), (\u4e8c\u624b, b), ...  \n",
        "4   [(\u674e\u6cfd\u6977, nr), (\u63a5\u624b, v), (\u83f2\u65af\u79d1, nrf), (\u653f\u5e9c, n), (\u503a\u52a1,...  \n",
        "5   [(\u7279\u65af\u62c9, nrf), (\u8d77\u706b, v), (\u5f15, v), (\u8d28\u7591, v), ( , nul...  \n",
        "6   [(\u5177\u5907, v), (\u67f4\u6cb9, n), (\u53d1\u52a8\u673a, n), ( , null), (4\u6b3e, m...  \n",
        "7   [(\u4f4e\u8c03, n), (\u7684, uj), (\u5962\u534e, a), ( , null), (50\u4e07\u5143, ...  \n",
        "8   [(\u56db, m), (\u9a71, vg), (\u662f, v), (\u9996\u9009, v), ( , null), ...  \n",
        "9   [(\u4ef7\u683c, n), (\u4f4e, a), (\u9762\u5b50, n), (\u591f, v), ( , null), ...  \n",
        "10  [(2013\u6b3e, m), (\u8def\u864e, nw), (\u63fd\u80dc, nw), (\u6781\u5149, n), (\u6700\u9ad8,...  \n",
        "11  [(\u63a2\u5bfb, v), (\u62dc\u8bbf, v), (\u674e\u5927\u948a, nr), (\u6545\u5c45, n), ( , nul...  \n",
        "12  [(2013\u6b3e, m), (\u5e7f\u672c\u5965, nr), (\u5fb7\u8d5b\u5168, nr), (\u7cfb, v), (\u4f18\u60e0...  \n",
        "13  [(\u4e0e, p), (\u8001, a), (\u5bbe\u5229, nr), (\u540c, p), (\u884c, v), (\u53bb,...  \n",
        "14  [(\u6700\u9ad8, a), (\u4f18\u60e0, vn), (7.5\u4e07, m), ( , null), (10\u6b3e...  \n",
        "15  [(\u957f\u57ce, ns), (\u54c8\u5f17h6\u529b, nw), (\u538b, v), (cr, en), (-, ...  \n",
        "16  [(\u4e5e\u4e10, n), (\u7248\u503c, nw), (\u4e0d, d), (\u503c\u5f97, v), (\u4e70, v), (...  \n",
        "17  [(\u5e02\u573a, n), (\u785d\u70df, n), (\u56db\u8d77, v), ( , null), (15\u6b3e, m...  \n",
        "18  [(12\u4e07\u5143, m), (\u8c01, r), (\u66f4, d), (\u5b9e\u7528, a), (?, null)...  \n",
        "19  [(\u642d\u8f7d, v), (\u6211\u4eec, r), (\u719f\u6089, v), (\u7684, uj), (\u5f15\u64ce, n), ...  \n",
        "20  [(\u610f\u6599\u4e4b\u4e2d, l), (\u7684, uj), (\u6539\u53d8, v), ( , null), (2014...  \n",
        "21  [(\u4ef7\u683c, n), (\u4f4e, a), (/, nw), (\u9762\u5b50, n), (\u591f, v), ( ...  \n",
        "22  [(\u7f8e\u5f0f, nw), (\u4e2d\u7ea7\u8f66, nw), (\u5168\u65b9\u4f4d, n), (\u5347\u7ea7, vn), ( , ...  \n",
        "23  [(\u8212\u9002, a), (/, nw), (\u5e73\u987a, ns), (/, nw), (\u914d\u7f6e, v),...  \n",
        "24  [(\u5165\u95e8, v), (\u7ea7, q), (\u5bb6, q), (\u8f7f, j), (\u8be5, r), (\u9009, ...  \n",
        "25  [(\u518d\u6b21, d), (\u5f15\u9886, nw), (\u8c6a\u8f66, nw), (\u5e02\u573a, n), ( , nul...  \n",
        "26  [(\u94f6\u884c, n), (\u63ed\u79d8, v), (\u4fdd\u9669, n), (\u9a7b, v), (\u70b9, q), (\u5185...  \n",
        "27  [(\u94f6\u884c, n), (\u5907\u6218, v), (\u5e74\u5e95, t), (\u8d44\u91d1, n), (\u5927\u6218, n), ...  \n",
        "28     [(\u5218\u660e\u5eb7, nr), (\uff1a, w), (\u5b88\u95e8, v), (\u94f6\u884c, n), (\u98ce\u9669, n)]  \n",
        "29       [(\u94f6\u884c, n), (\u724c\u7167, n), (\u4ef7\u503c, n), (\u6e10, d), (\u56de\u5f52, v)]  \n",
        "30  [(\u592e\u884c, j), (\u56de\u5e94, v), (\u623f\u8d37, nw), (\u6536\u7d27, v), (\uff1a, w), ...  \n",
        "31  [(\u82b1\u65d7, n), (\u88ab, p), (\u7f5a, v), (3000\u4e07\u7f8e\u5143, m), ( , nu...  \n",
        "32  [(p, en), (2, m), (p, en), (\u98ce\u9669, n), (\u5bc6\u96c6, a), (...  \n",
        "33  [(\u5e38\u719f, ns), (\u6570\u540d, m), (\u6e29\u5546, nw), (\u8dd1, v), (\u8def, n), ...  \n",
        "34  [(\u57ce\u5546\u884c, nw), (ipo, en), (\u7ade\u76f8, d), (\u5f03, vg), (a, e...  \n",
        "35  [(\u6e56\u5317\u94f6\u884c, nt), (\u8d85\u901f, v), (\u6269\u5f20, v), (\u9677, v), (\u8d44\u672c\u91d1, n...  \n",
        "36   [(\u592e\u884c, j), (\uff1a, w), (\u623f\u8d37, nw), (\u505c\u8d37, nw), (\u5b50\u865a\u4e4c\u6709, i)]  \n",
        "37  [(\u5e7f\u5dde, ns), (\u90e8\u5206, n), (\u94f6\u884c, n), (\u9996, m), (\u5957\u623f, n), ...  \n",
        "38  [(\u5b81\u6ce2\u6d77\u5173, nw), (\uff1a, w), (\u53d7\u707e, vn), (\u4f01\u4e1a, n), (\u53ef, v)...  \n",
        "39  [(\u673a\u6784, n), (\u62c9, v), (\u54cd, v), (\u94f6\u884c\u4e1a, n), (\u98ce\u9669, n), (...  \n",
        "40  [(\u592e\u884c, j), (\uff1a, w), (\u623f\u8d37, nw), (\u505c\u8d37, nw), (\u5b50\u865a\u4e4c\u6709, i...  \n",
        "41  [(\u94f6\u884c, n), (\u4eba\u58eb, n), (\uff1a, w), (\u201c, w), (\u4ee5, p), (\u623f,...  \n",
        "42  [(\u5e73\u53f0, n), (\u8d37\u73b0, nw), (\u9690\u60a3, n), ( , null), (\u6e56\u5317\u94f6\u884c,...  \n",
        "43  [(\u592e\u884c, j), (\u56de, v), (\u5e94, v), (\u201c, w), (\u623f\u8d37, nw), (\u6536...  \n",
        "44  [(p, en), (2, m), (p, en), (\u98ce\u9669, n), (\u5bc6\u96c6, a), (...  \n",
        "45  [(\u975e\u6cd5, b), (\u8bbe\u70b9, v), (\u5438\u6536, v), (\u5b58\u6b3e, n), (\u8f6c\u8d37, nw),...  \n",
        "46  [(\u4eba\u4fdd, nw), (\u3001, w), (\u4e2d\u56fd, ns), (\u70df\u8349, n), (\u5165\u9a7b, nw)...  \n",
        "47  [(\u9996\u5355, nw), (75\u4ebf, m), (\u7406\u8d22, v), (\u7ba1\u7406, vn), (\u8ba1\u5212, n...  \n",
        "48  [(\u5e7f\u4e1c, ns), (\u9ad8\u5dde\u519c\u4fe1\u793e, nt), (\u8981\u6c42, v), (\u75c5, n), (\u91cd, a...  \n",
        "49  [(\u5e38\u719f, ns), (\u6570\u540d, m), (\u6e29\u5546, nw), (\u8dd1, v), (\u8def, n), ...  \n",
        "50  [(\u4ece, p), (\u51e1\u5ba2, nw), (\u56f0\u5c40, nw), (\u770b, v), (\u5782\u76f4, v), ...  \n",
        "51  [(\u4f18\u79c0, a), (\u9886\u5bfc\u8005, n), (\u7684, uj), (5, m), (\u5927, a), (...  \n",
        "52  [(\u9ad8\u6548, b), (\u9500\u552e, vn), (\u4eba\u5458, n), (\u7684, uj), (7, m), ...  \n",
        "53  [(2013\u5e74, m), (\u798f\u5e03\u65af, nr), (\u4e2d, f), (\u56fd, n), (\u5bcc\u8c6a, n...  \n",
        "54  [(\u9a6c\u4e91, nr), (\u4e3a\u4f55, r), (\u201c, w), (\u6b7b, v), (\u625b, v), (\u201d...  \n",
        "55  [(\u738b\u5065\u6797\u8363\u767b, nw), (\u9996\u5bcc, n), (\u80cc, v), (\u540e, f), (\u6697\u85cf, v)...  \n",
        "56  [(\u4efb\u5fd7\u5f3a, nr), (\uff1a, w), (\u6211, r), (\u5a5a\u59fb, n), (\u7834\u88c2, v), ...  \n",
        "57  [(\u5fae\u8f6f, nw), (\u4e0e, p), (\u8bfa\u57fa\u4e9a, nz), (\uff1a, w), (\u5931\u610f, v),...  \n",
        "58  [(\u51e1\u5ba2, nw), (\u521b\u59cb\u4eba, n), (\u9648\u5e74, n), (\u7684, uj), (\u516b\u5366, n)...  \n",
        "59  [(\u5343\u5947\u767e\u602a, i), (\uff01, w), (\u76d8\u70b9, v), (\u90a3\u4e9b, r), (\u4eae, v), ...  \n",
        "                                                  ...  \n",
        "\n",
        "[1000 rows x 2 columns]"
       ]
      }
     ],
     "prompt_number": 20
    }
   ],
   "metadata": {}
  }
 ]
}