notebooks/article-plagiarism.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "from gensim.models import Word2Vec\n",
    "import pandas as pd\n",
    "import numpy as np\n",
    "import jieba"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 81,
   "metadata": {},
   "outputs": [],
   "source": [
    "df = pd.read_csv('../data/corpus/sqlResult_1558435.csv', encoding='gb18030')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 82,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
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       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>id</th>\n",
       "      <th>author</th>\n",
       "      <th>source</th>\n",
       "      <th>content</th>\n",
       "      <th>feature</th>\n",
       "      <th>title</th>\n",
       "      <th>url</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>89617</td>\n",
       "      <td>NaN</td>\n",
       "      <td>快科技@http://www.kkj.cn/</td>\n",
       "      <td>此外，自本周（6月12日）起，除小米手机6等15款机型外，其余机型已暂停更新发布（含开发版/...</td>\n",
       "      <td>{\"type\":\"科技\",\"site\":\"cnbeta\",\"commentNum\":\"37\"...</td>\n",
       "      <td>小米MIUI 9首批机型曝光：共计15款</td>\n",
       "      <td>http://www.cnbeta.com/articles/tech/623597.htm</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>89616</td>\n",
       "      <td>NaN</td>\n",
       "      <td>快科技@http://www.kkj.cn/</td>\n",
       "      <td>骁龙835作为唯一通过Windows 10桌面平台认证的ARM处理器，高通强调，不会因为只考...</td>\n",
       "      <td>{\"type\":\"科技\",\"site\":\"cnbeta\",\"commentNum\":\"15\"...</td>\n",
       "      <td>骁龙835在Windows 10上的性能表现有望改善</td>\n",
       "      <td>http://www.cnbeta.com/articles/tech/623599.htm</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>89615</td>\n",
       "      <td>NaN</td>\n",
       "      <td>快科技@http://www.kkj.cn/</td>\n",
       "      <td>此前的一加3T搭载的是3400mAh电池，DashCharge快充规格为5V/4A。\\r\\n...</td>\n",
       "      <td>{\"type\":\"科技\",\"site\":\"cnbeta\",\"commentNum\":\"18\"...</td>\n",
       "      <td>一加手机5细节曝光：3300mAh、充半小时用1天</td>\n",
       "      <td>http://www.cnbeta.com/articles/tech/623601.htm</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>89614</td>\n",
       "      <td>NaN</td>\n",
       "      <td>新华社</td>\n",
       "      <td>这是6月18日在葡萄牙中部大佩德罗冈地区拍摄的被森林大火烧毁的汽车。新华社记者张立云摄\\r\\n</td>\n",
       "      <td>{\"type\":\"国际新闻\",\"site\":\"环球\",\"commentNum\":\"0\",\"j...</td>\n",
       "      <td>葡森林火灾造成至少62人死亡 政府宣布进入紧急状态（组图）</td>\n",
       "      <td>http://world.huanqiu.com/hot/2017-06/10866126....</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>89613</td>\n",
       "      <td>胡淑丽_MN7479</td>\n",
       "      <td>深圳大件事</td>\n",
       "      <td>（原标题：44岁女子跑深圳约会网友被拒，暴雨中裸身奔走……）\\r\\n@深圳交警微博称：昨日清...</td>\n",
       "      <td>{\"type\":\"新闻\",\"site\":\"网易热门\",\"commentNum\":\"978\",...</td>\n",
       "      <td>44岁女子约网友被拒暴雨中裸奔 交警为其披衣相随</td>\n",
       "      <td>http://news.163.com/17/0618/00/CN617P3Q0001875...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>89612</td>\n",
       "      <td>张怡</td>\n",
       "      <td>中国证券报?中证网</td>\n",
       "      <td>受到A股被纳入MSCI指数的利好消息刺激，A股市场从周三开始再度上演龙马行情，周四上午金...</td>\n",
       "      <td>{\"type\":\"市场\",\"site\":\"中证网\",\"commentNum\":\"0\",\"jo...</td>\n",
       "      <td>金融股一枝独秀 配置价值犹存</td>\n",
       "      <td>http://www.cs.com.cn/gppd/201706/t20170623_533...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>89611</td>\n",
       "      <td>NaN</td>\n",
       "      <td>威锋网@http://www.feng.com/</td>\n",
       "      <td>虽然至今夏普智能手机在市场上无法排得上号，已经完全没落，并于 2013 年退出中国市场，但是...</td>\n",
       "      <td>{\"type\":\"科技\",\"site\":\"cnbeta\",\"commentNum\":\"21\"...</td>\n",
       "      <td>配骁龙660 全面屏鼻祖夏普新机酝酿中</td>\n",
       "      <td>http://www.cnbeta.com/articles/tech/623603.htm</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>89610</td>\n",
       "      <td>申玉彬 整理</td>\n",
       "      <td>中国证券报?中证网</td>\n",
       "      <td>沙漠雄鹰：震荡有利消化套牢筹码\\r\\n　　周四开盘上证50在银行券商大蓝筹带动下一度涨近...</td>\n",
       "      <td>{\"type\":\"市场\",\"site\":\"中证网\",\"commentNum\":\"0\",\"jo...</td>\n",
       "      <td>博友早评：震荡有利消化套牢筹码</td>\n",
       "      <td>http://www.cs.com.cn/gppd/201706/t20170623_533...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>89609</td>\n",
       "      <td>李杭_BJS4645</td>\n",
       "      <td>荆楚网-楚天都市报</td>\n",
       "      <td>（原标题：武汉警方一下子抓了808人，还都是俊男靓女！原来他们每天偷偷摸摸干这事！）\\r\\n...</td>\n",
       "      <td>{\"type\":\"新闻\",\"site\":\"网易热门\",\"commentNum\":\"1600\"...</td>\n",
       "      <td>武汉千余警察出动 抓获808名俊男靓女全是诈骗犯</td>\n",
       "      <td>http://news.163.com/17/0614/14/CMT9N8G80001899...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>89608</td>\n",
       "      <td>吴瞬</td>\n",
       "      <td>中国证券报?中证网</td>\n",
       "      <td>6月21日，A股纳入MSCI指数尘埃落定，但当天被寄予厚望的券商股并未扛起反弹大旗。22...</td>\n",
       "      <td>{\"type\":\"市场\",\"site\":\"中证网\",\"commentNum\":\"0\",\"jo...</td>\n",
       "      <td>纳入MSCI指数 A股长期配置价值提升</td>\n",
       "      <td>http://www.cs.com.cn/gppd/201706/t20170623_533...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>89607</td>\n",
       "      <td>NaN</td>\n",
       "      <td>证券时报网</td>\n",
       "      <td>证券时报网（www.stcn.com）06月23日讯\\r\\n　　据上证报道，6月初以来，...</td>\n",
       "      <td>{\"type\":\"市场\",\"site\":\"中证网\",\"commentNum\":\"0\",\"jo...</td>\n",
       "      <td>私募：蓝筹风格难切换 业绩估值相配是王道</td>\n",
       "      <td>http://www.cs.com.cn/gppd/201706/t20170623_533...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>89606</td>\n",
       "      <td>NaN</td>\n",
       "      <td>证券时报网</td>\n",
       "      <td>?\\r\\n　　巨丰早评：市场将再次探底\\r\\n　　【巨丰观点】\\r\\n　　周四大盘冲高回落，...</td>\n",
       "      <td>{\"type\":\"市场\",\"site\":\"中证网\",\"commentNum\":\"0\",\"jo...</td>\n",
       "      <td>早间机构看市：市场将再次探底 两类股逢低布局</td>\n",
       "      <td>http://www.cs.com.cn/gppd/201706/t20170623_533...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>89605</td>\n",
       "      <td>NaN</td>\n",
       "      <td>中国新闻网</td>\n",
       "      <td>中新网6月19日电 据外媒报道，美国底特律一名男子1976年因为一根头发被定谋杀罪，监禁41...</td>\n",
       "      <td>{\"type\":\"国际新闻\",\"site\":\"环球\",\"commentNum\":\"0\",\"j...</td>\n",
       "      <td>因为犯罪现场的一根头发，他坐冤狱41年后终获释</td>\n",
       "      <td>http://world.huanqiu.com/hot/2017-06/10866136....</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>89604</td>\n",
       "      <td>申玉彬 整理</td>\n",
       "      <td>中国证券报?中证网</td>\n",
       "      <td>曹先生：风格转换前的阵痛\\r\\n　　今日早盘两地低开，之后一度震荡走高，领涨的仍然是上证...</td>\n",
       "      <td>{\"type\":\"市场\",\"site\":\"中证网\",\"commentNum\":\"0\",\"jo...</td>\n",
       "      <td>博友午评：风格转换前的阵痛</td>\n",
       "      <td>http://www.cs.com.cn/gppd/201706/t20170623_533...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>89603</td>\n",
       "      <td>NaN</td>\n",
       "      <td>国际在线</td>\n",
       "      <td>6月21日，MSCI在官网发布公告称，从明年6月起将中国A股纳入MSCI新兴市场指数和MSC...</td>\n",
       "      <td>{\"type\":\"观点滚动\",\"site\":\"参考消息\",\"commentNum\":\"0\",...</td>\n",
       "      <td>MSCI闯关成功会是A股的一针强心剂吗？</td>\n",
       "      <td>http://column.cankaoxiaoxi.com/plgd/2017/0623/...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>89602</td>\n",
       "      <td>费天元</td>\n",
       "      <td>中国证券网</td>\n",
       "      <td>中国证券网讯（记者 费天元）沪深两市周五临近午盘出现快速跳水，沪指连续跌穿5日、10日及...</td>\n",
       "      <td>{\"type\":\"市场\",\"site\":\"中证网\",\"commentNum\":\"0\",\"jo...</td>\n",
       "      <td>地产股拉升难阻市场颓势 三大指数早盘集体跳水</td>\n",
       "      <td>http://www.cs.com.cn/gppd/201706/t20170623_533...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>89601</td>\n",
       "      <td>NaN</td>\n",
       "      <td>solidot@</td>\n",
       "      <td>九成以上的源包用逐位对应的方式构建，未来版本的 Debian 还将提供验证包的工具和元数据；...</td>\n",
       "      <td>{\"type\":\"软件\",\"site\":\"cnbeta\",\"commentNum\":\"12\"...</td>\n",
       "      <td>Debian 9 Stretch 发布</td>\n",
       "      <td>http://www.cnbeta.com/articles/soft/623605.htm</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>89600</td>\n",
       "      <td>NaN</td>\n",
       "      <td>新华网</td>\n",
       "      <td>国歌法草案首次提请最高立法机关审议\\r\\n点击图片进入下一页\\r\\n新闻：十二届全国人大常委...</td>\n",
       "      <td>{\"type\":\"观点滚动\",\"site\":\"参考消息\",\"commentNum\":\"0\",...</td>\n",
       "      <td>[及时点]我们不需要“百变老太太”</td>\n",
       "      <td>http://column.cankaoxiaoxi.com/plgd/2017/0623/...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>89599</td>\n",
       "      <td>张怡</td>\n",
       "      <td>中国证券报?中证网</td>\n",
       "      <td>中证网讯 （本报记者 张怡）今日，三板做市指数继续低开下行，盘中最低触及1057.91点...</td>\n",
       "      <td>{\"type\":\"市场\",\"site\":\"中证网\",\"commentNum\":\"0\",\"jo...</td>\n",
       "      <td>新三板午评：三板做市指数刷新阶段低点</td>\n",
       "      <td>http://www.cs.com.cn/gppd/201706/t20170623_533...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>89598</td>\n",
       "      <td>周佳 整理</td>\n",
       "      <td>中国证券报?中证网</td>\n",
       "      <td>提示声明：\\r\\n　　本文涉及的行业及个股分析来源于券商研究报告，仅为分析人士对该行业及...</td>\n",
       "      <td>{\"type\":\"市场\",\"site\":\"中证网\",\"commentNum\":\"0\",\"jo...</td>\n",
       "      <td>机构解析：下周热点板块及个股探秘（附股）</td>\n",
       "      <td>http://www.cs.com.cn/gppd/hyyj/201706/t2017062...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>89597</td>\n",
       "      <td>NaN</td>\n",
       "      <td>泡泡网</td>\n",
       "      <td>原标题：叙利亚被“袭机”事件惹怒俄罗斯 警告将瞄准美战机\\r\\n　　海外网6月19日电 ...</td>\n",
       "      <td>{\"type\":\"军事\",\"site\":\"新浪\",\"commentNum\":\" 95\",\"j...</td>\n",
       "      <td>美军击落叙战机激怒俄罗斯 俄警告将瞄准美军战机</td>\n",
       "      <td>http://mil.news.sina.com.cn/world/2017-06-20/d...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>89596</td>\n",
       "      <td>周佳 整理</td>\n",
       "      <td>中国证券报?中证网</td>\n",
       "      <td>提示声明：\\r\\n　　本文涉及的行业及个股分析来源于券商研究报告，仅为分析人士对该行业及...</td>\n",
       "      <td>{\"type\":\"市场\",\"site\":\"中证网\",\"commentNum\":\"0\",\"jo...</td>\n",
       "      <td>机构推荐：下周具备布局潜力金股</td>\n",
       "      <td>http://www.cs.com.cn/gppd/tzpj/201706/t2017062...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>89595</td>\n",
       "      <td>NaN</td>\n",
       "      <td>威锋网@http://www.feng.com/</td>\n",
       "      <td>就在这几天，一位微博名为“摩卡 RQ ”的手机、芯片、移动互联网三界知名独立评论人爆料称，O...</td>\n",
       "      <td>{\"type\":\"科技\",\"site\":\"cnbeta\",\"commentNum\":\"56\"...</td>\n",
       "      <td>业内人士解释为什么OPPO供货能力强无敌</td>\n",
       "      <td>http://www.cnbeta.com/articles/tech/623607.htm</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>89594</td>\n",
       "      <td>张怡</td>\n",
       "      <td>中国证券报?中证网</td>\n",
       "      <td>中证网讯 （本报记者 张怡）与此前两日蓝筹股强势格局不同，周五，A股市场主要指数低开之后...</td>\n",
       "      <td>{\"type\":\"市场\",\"site\":\"中证网\",\"commentNum\":\"0\",\"jo...</td>\n",
       "      <td>中证午评：A股跳水 蓝筹暂歇热点熄火</td>\n",
       "      <td>http://www.cs.com.cn/gppd/201706/t20170623_533...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>89593</td>\n",
       "      <td>屠震林 PS040</td>\n",
       "      <td>凤凰体育</td>\n",
       "      <td>北京时间6月20日，江苏苏宁足球俱乐部发布了足协杯第四轮江苏苏宁易购队主场对阵河南建业队的官...</td>\n",
       "      <td>{\"type\":\"体育\",\"site\":\"凤凰\",\"commentNum\":\"1\",\"joi...</td>\n",
       "      <td>“齐心协力”--江苏苏宁发布足协杯对阵河南建业海报</td>\n",
       "      <td>http://sports.ifeng.com/a/20170620/51284188_0....</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>89592</td>\n",
       "      <td>NaN</td>\n",
       "      <td>新华网</td>\n",
       "      <td>当地时间2017年6月17日，土耳其马尼萨省，在土耳其第1步兵训练大队司令部军营，590名土...</td>\n",
       "      <td>{\"type\":\"国际新闻\",\"site\":\"环球\",\"commentNum\":\"0\",\"j...</td>\n",
       "      <td>土耳其近590名士兵疑食物中毒 被送往医院救治（组图）</td>\n",
       "      <td>http://world.huanqiu.com/hot/2017-06/10866176....</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>89591</td>\n",
       "      <td>NaN</td>\n",
       "      <td>雷锋网@</td>\n",
       "      <td>今年3月份，王劲从百度自动驾驶事业部任上离职，随后创办景驰科技。在随后的日子里，景驰很快组建...</td>\n",
       "      <td>{\"type\":\"科技\",\"site\":\"cnbeta\",\"commentNum\":\"4\",...</td>\n",
       "      <td>又一自动驾驶公司拿加州路测牌照 这回是王劲的景驰</td>\n",
       "      <td>http://www.cnbeta.com/articles/tech/623609.htm</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>89590</td>\n",
       "      <td>NaN</td>\n",
       "      <td>新华网</td>\n",
       "      <td>英国与欧盟的“脱欧”谈判于19日正式开始。然而此时，英国首相特雷莎·梅正面临着空前的政治压力...</td>\n",
       "      <td>{\"type\":\"国际新闻\",\"site\":\"环球\",\"commentNum\":\"0\",\"j...</td>\n",
       "      <td>火灾与脱欧炙烤英国首相 特雷莎·梅面临空前政治压力</td>\n",
       "      <td>http://world.huanqiu.com/hot/2017-06/10866198....</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>89589</td>\n",
       "      <td>NaN</td>\n",
       "      <td>中超球评</td>\n",
       "      <td>中超联赛第13轮比赛已经全部结束，这轮比赛中最让人觉得结果有些出乎意料的，莫过于卡佩罗执教江...</td>\n",
       "      <td>{\"type\":\"体育\",\"site\":\"凤凰\",\"commentNum\":\"0\",\"joi...</td>\n",
       "      <td>江苏保级真悬了 近3年1铁律证明其几乎保级无望</td>\n",
       "      <td>http://sports.ifeng.com/a/20170620/51284719_0....</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>89588</td>\n",
       "      <td>NaN</td>\n",
       "      <td>中国经济周刊</td>\n",
       "      <td>文章导读： 供应商围堵追债、20多位高管离职、上千人被裁员、孤注一掷史上最大规模的降价…...</td>\n",
       "      <td>{\"type\":\"科技\",\"site\":\"新浪\",\"commentNum\":\" 6\",\"jo...</td>\n",
       "      <td>乐视危局：靠卖资产续命 员工被猎头大规模拉黑</td>\n",
       "      <td>http://tech.sina.com.cn/i/2017-06-20/doc-ifyhf...</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>89581</th>\n",
       "      <td>30</td>\n",
       "      <td>INACIO ROSA</td>\n",
       "      <td>新华社</td>\n",
       "      <td>新华社照片，外代，2017年6月7日\\n（外代二线）足球——世预赛：葡萄牙备战\\n6月6日，...</td>\n",
       "      <td>{\"type\":\"足球\",\"site\":\"新华社\",\"url\":\"http://home.x...</td>\n",
       "      <td>[2]（外代二线）足球——世预赛：葡萄牙备战</td>\n",
       "      <td>http://home.xinhua-news.com/gdsdetailxhsnew/22...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>89582</th>\n",
       "      <td>29</td>\n",
       "      <td>INACIO ROSA</td>\n",
       "      <td>新华社</td>\n",
       "      <td>新华社照片，外代，2017年6月7日\\n（外代二线）足球——世预赛：葡萄牙备战\\n6月6日，...</td>\n",
       "      <td>{\"type\":\"足球\",\"site\":\"新华社\",\"url\":\"http://home.x...</td>\n",
       "      <td>[3]（外代二线）足球——世预赛：葡萄牙备战</td>\n",
       "      <td>http://home.xinhua-news.com/gdsdetailxhsnew/22...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>89583</th>\n",
       "      <td>28</td>\n",
       "      <td>INACIO ROSA</td>\n",
       "      <td>新华社</td>\n",
       "      <td>新华社照片，外代，2017年6月7日\\n（外代二线）足球——世预赛：葡萄牙备战\\n6月6日，...</td>\n",
       "      <td>{\"type\":\"足球\",\"site\":\"新华社\",\"url\":\"http://home.x...</td>\n",
       "      <td>[4]（外代二线）足球——世预赛：葡萄牙备战</td>\n",
       "      <td>http://home.xinhua-news.com/gdsdetailxhsnew/22...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>89584</th>\n",
       "      <td>27</td>\n",
       "      <td>INACIO ROSA</td>\n",
       "      <td>新华社</td>\n",
       "      <td>新华社照片，外代，2017年6月7日\\n（外代二线）足球——世预赛：葡萄牙备战\\n6月6日，...</td>\n",
       "      <td>{\"type\":\"足球\",\"site\":\"新华社\",\"url\":\"http://home.x...</td>\n",
       "      <td>[5]（外代二线）足球——世预赛：葡萄牙备战</td>\n",
       "      <td>http://home.xinhua-news.com/gdsdetailxhsnew/22...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>89585</th>\n",
       "      <td>26</td>\n",
       "      <td>INACIO ROSA</td>\n",
       "      <td>新华社</td>\n",
       "      <td>新华社照片，外代，2017年6月7日\\n（外代二线）足球——世预赛：葡萄牙备战\\n6月6日，...</td>\n",
       "      <td>{\"type\":\"足球\",\"site\":\"新华社\",\"url\":\"http://home.x...</td>\n",
       "      <td>[6]（外代二线）足球——世预赛：葡萄牙备战</td>\n",
       "      <td>http://home.xinhua-news.com/gdsdetailxhsnew/22...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>89586</th>\n",
       "      <td>25</td>\n",
       "      <td>INACIO ROSA</td>\n",
       "      <td>新华社</td>\n",
       "      <td>新华社照片，外代，2017年6月7日\\n（外代二线）足球——世预赛：葡萄牙备战\\n6月6日，...</td>\n",
       "      <td>{\"type\":\"足球\",\"site\":\"新华社\",\"url\":\"http://home.x...</td>\n",
       "      <td>[7]（外代二线）足球——世预赛：葡萄牙备战</td>\n",
       "      <td>http://home.xinhua-news.com/gdsdetailxhsnew/22...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>89587</th>\n",
       "      <td>24</td>\n",
       "      <td>LOVELY GHOSH</td>\n",
       "      <td>新华社</td>\n",
       "      <td>新华社照片，外代，2017年6月7日\\n（外代二线）蚕丝生产\\n6月6日，在印度特里普拉邦特...</td>\n",
       "      <td>{\"type\":\"其它\",\"site\":\"新华社\",\"url\":\"http://home.x...</td>\n",
       "      <td>[1]（外代二线）蚕丝生产</td>\n",
       "      <td>http://home.xinhua-news.com/gdsdetailxhsnew/22...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>89588</th>\n",
       "      <td>23</td>\n",
       "      <td>LOVELY GHOSH</td>\n",
       "      <td>新华社</td>\n",
       "      <td>新华社照片，外代，2017年6月7日\\n（外代二线）蚕丝生产\\n6月6日，在印度特里普拉邦特...</td>\n",
       "      <td>{\"type\":\"其它\",\"site\":\"新华社\",\"url\":\"http://home.x...</td>\n",
       "      <td>[2]（外代二线）蚕丝生产</td>\n",
       "      <td>http://home.xinhua-news.com/gdsdetailxhsnew/22...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>89589</th>\n",
       "      <td>22</td>\n",
       "      <td>LOVELY GHOSH</td>\n",
       "      <td>新华社</td>\n",
       "      <td>新华社照片，外代，2017年6月7日\\n（外代二线）蚕丝生产\\n5月30日，在印度特里普拉邦...</td>\n",
       "      <td>{\"type\":\"其它\",\"site\":\"新华社\",\"url\":\"http://home.x...</td>\n",
       "      <td>[3]（外代二线）蚕丝生产</td>\n",
       "      <td>http://home.xinhua-news.com/gdsdetailxhsnew/22...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>89590</th>\n",
       "      <td>21</td>\n",
       "      <td>LOVELY GHOSH</td>\n",
       "      <td>新华社</td>\n",
       "      <td>新华社照片，外代，2017年6月7日\\n（外代二线）蚕丝生产\\n6月6日，在印度特里普拉邦特...</td>\n",
       "      <td>{\"type\":\"其它\",\"site\":\"新华社\",\"url\":\"http://home.x...</td>\n",
       "      <td>[4]（外代二线）蚕丝生产</td>\n",
       "      <td>http://home.xinhua-news.com/gdsdetailxhsnew/22...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>89591</th>\n",
       "      <td>20</td>\n",
       "      <td>LOVELY GHOSH</td>\n",
       "      <td>新华社</td>\n",
       "      <td>新华社照片，外代，2017年6月7日\\n（外代二线）蚕丝生产\\n5月30日，在印度特里普拉邦...</td>\n",
       "      <td>{\"type\":\"其它\",\"site\":\"新华社\",\"url\":\"http://home.x...</td>\n",
       "      <td>[5]（外代二线）蚕丝生产</td>\n",
       "      <td>http://home.xinhua-news.com/gdsdetailxhsnew/22...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>89592</th>\n",
       "      <td>19</td>\n",
       "      <td>张旌</td>\n",
       "      <td>新华社</td>\n",
       "      <td>\\n\\n2017年4月27日，在首尔光化门广场，民众在集会上手举反“萨德”标语。（新华社记者...</td>\n",
       "      <td>{\"type\":\"其它\",\"site\":\"新华社\",\"url\":\"http://home.x...</td>\n",
       "      <td>“萨德”环评将重启　在韩部署或推迟一年</td>\n",
       "      <td>http://home.xinhua-news.com/gdsdetailxhsnew/22...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>89593</th>\n",
       "      <td>18</td>\n",
       "      <td>NaN</td>\n",
       "      <td>新华社</td>\n",
       "      <td>\\n新华社巴格达6月6日电（记者魏玉栋　程帅朋）伊拉克西部安巴尔省一处市场6日晚发生自杀式爆...</td>\n",
       "      <td>{\"type\":\"其它\",\"site\":\"新华社\",\"url\":\"http://home.x...</td>\n",
       "      <td>伊拉克安巴尔省发生自杀式袭击７人死亡</td>\n",
       "      <td>http://home.xinhua-news.com/gdsdetailxhsnew/22...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>89594</th>\n",
       "      <td>17</td>\n",
       "      <td>LISELOTTE SABROE</td>\n",
       "      <td>新华社</td>\n",
       "      <td>新华社照片，外代，2017年6月7日\\n（外代二线）足球——国际友谊赛：德国平丹麦\\n6月6...</td>\n",
       "      <td>{\"type\":\"足球\",\"site\":\"新华社\",\"url\":\"http://home.x...</td>\n",
       "      <td>[1]（外代二线）足球——国际友谊赛：德国平丹麦</td>\n",
       "      <td>http://home.xinhua-news.com/gdsdetailxhsnew/22...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>89595</th>\n",
       "      <td>16</td>\n",
       "      <td>LISELOTTE SABROE</td>\n",
       "      <td>新华社</td>\n",
       "      <td>新华社照片，外代，2017年6月7日\\n（外代二线）足球——国际友谊赛：德国平丹麦\\n6月6...</td>\n",
       "      <td>{\"type\":\"足球\",\"site\":\"新华社\",\"url\":\"http://home.x...</td>\n",
       "      <td>[3]（外代二线）足球——国际友谊赛：德国平丹麦</td>\n",
       "      <td>http://home.xinhua-news.com/gdsdetailxhsnew/22...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>89596</th>\n",
       "      <td>15</td>\n",
       "      <td>LISELOTTE SABROE</td>\n",
       "      <td>新华社</td>\n",
       "      <td>新华社照片，外代，2017年6月7日\\n（外代二线）足球——国际友谊赛：德国平丹麦\\n6月6...</td>\n",
       "      <td>{\"type\":\"足球\",\"site\":\"新华社\",\"url\":\"http://home.x...</td>\n",
       "      <td>[2]（外代二线）足球——国际友谊赛：德国平丹麦</td>\n",
       "      <td>http://home.xinhua-news.com/gdsdetailxhsnew/22...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>89597</th>\n",
       "      <td>14</td>\n",
       "      <td>LISELOTTE SABROE</td>\n",
       "      <td>新华社</td>\n",
       "      <td>新华社照片，外代，2017年6月7日\\n（外代二线）足球——国际友谊赛：德国平丹麦\\n6月6...</td>\n",
       "      <td>{\"type\":\"足球\",\"site\":\"新华社\",\"url\":\"http://home.x...</td>\n",
       "      <td>[4]（外代二线）足球——国际友谊赛：德国平丹麦</td>\n",
       "      <td>http://home.xinhua-news.com/gdsdetailxhsnew/22...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>89598</th>\n",
       "      <td>13</td>\n",
       "      <td>LISELOTTE SABROE</td>\n",
       "      <td>新华社</td>\n",
       "      <td>新华社照片，外代，2017年6月7日\\n（外代二线）足球——国际友谊赛：德国平丹麦\\n6月6...</td>\n",
       "      <td>{\"type\":\"足球\",\"site\":\"新华社\",\"url\":\"http://home.x...</td>\n",
       "      <td>[6]（外代二线）足球——国际友谊赛：德国平丹麦</td>\n",
       "      <td>http://home.xinhua-news.com/gdsdetailxhsnew/22...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>89599</th>\n",
       "      <td>12</td>\n",
       "      <td>LISELOTTE SABROE</td>\n",
       "      <td>新华社</td>\n",
       "      <td>新华社照片，外代，2017年6月7日\\n（外代二线）足球——国际友谊赛：德国平丹麦\\n6月6...</td>\n",
       "      <td>{\"type\":\"足球\",\"site\":\"新华社\",\"url\":\"http://home.x...</td>\n",
       "      <td>[5]（外代二线）足球——国际友谊赛：德国平丹麦</td>\n",
       "      <td>http://home.xinhua-news.com/gdsdetailxhsnew/22...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>89600</th>\n",
       "      <td>11</td>\n",
       "      <td>LISELOTTE SABROE</td>\n",
       "      <td>新华社</td>\n",
       "      <td>新华社照片，外代，2017年6月7日\\n（外代二线）足球——国际友谊赛：德国平丹麦\\n6月6...</td>\n",
       "      <td>{\"type\":\"足球\",\"site\":\"新华社\",\"url\":\"http://home.x...</td>\n",
       "      <td>[8]（外代二线）足球——国际友谊赛：德国平丹麦</td>\n",
       "      <td>http://home.xinhua-news.com/gdsdetailxhsnew/22...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>89601</th>\n",
       "      <td>10</td>\n",
       "      <td>LISELOTTE SABROE</td>\n",
       "      <td>新华社</td>\n",
       "      <td>新华社照片，外代，2017年6月7日\\n（外代二线）足球——国际友谊赛：德国平丹麦\\n6月6...</td>\n",
       "      <td>{\"type\":\"足球\",\"site\":\"新华社\",\"url\":\"http://home.x...</td>\n",
       "      <td>[7]（外代二线）足球——国际友谊赛：德国平丹麦</td>\n",
       "      <td>http://home.xinhua-news.com/gdsdetailxhsnew/22...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>89602</th>\n",
       "      <td>9</td>\n",
       "      <td>LISELOTTE SABROE</td>\n",
       "      <td>新华社</td>\n",
       "      <td>新华社照片，外代，2017年6月7日\\n（外代二线）足球——国际友谊赛：德国平丹麦\\n6月6...</td>\n",
       "      <td>{\"type\":\"足球\",\"site\":\"新华社\",\"url\":\"http://home.x...</td>\n",
       "      <td>[9]（外代二线）足球——国际友谊赛：德国平丹麦</td>\n",
       "      <td>http://home.xinhua-news.com/gdsdetailxhsnew/22...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>89603</th>\n",
       "      <td>8</td>\n",
       "      <td>郑焕松</td>\n",
       "      <td>新华社</td>\n",
       "      <td>新华社照片，北京，2017年6月7日\\n电影《血战湘江》举行清华大学巡映活动\\n6月6日，电...</td>\n",
       "      <td>{\"type\":\"社会\",\"site\":\"新华社\",\"url\":\"http://home.x...</td>\n",
       "      <td>（文化）（1）电影《血战湘江》举行清华大学巡映活动</td>\n",
       "      <td>http://home.xinhua-news.com/gdsdetailxhsnew/22...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>89604</th>\n",
       "      <td>7</td>\n",
       "      <td>郑焕松</td>\n",
       "      <td>新华社</td>\n",
       "      <td>新华社照片，北京，2017年6月7日\\n电影《血战湘江》举行清华大学巡映活动\\n6月6日，清...</td>\n",
       "      <td>{\"type\":\"社会\",\"site\":\"新华社\",\"url\":\"http://home.x...</td>\n",
       "      <td>（文化）（2）电影《血战湘江》举行清华大学巡映活动</td>\n",
       "      <td>http://home.xinhua-news.com/gdsdetailxhsnew/22...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>89605</th>\n",
       "      <td>6</td>\n",
       "      <td>郑焕松</td>\n",
       "      <td>新华社</td>\n",
       "      <td>新华社照片，北京，2017年6月7日\\n电影《血战湘江》举行清华大学巡映活动\\n6月6日，电...</td>\n",
       "      <td>{\"type\":\"社会\",\"site\":\"新华社\",\"url\":\"http://home.x...</td>\n",
       "      <td>（文化）（3）电影《血战湘江》举行清华大学巡映活动</td>\n",
       "      <td>http://home.xinhua-news.com/gdsdetailxhsnew/22...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>89606</th>\n",
       "      <td>5</td>\n",
       "      <td>邹峥</td>\n",
       "      <td>新华社</td>\n",
       "      <td>新华社照片，多伦多，2017年6月7日\\n（体育）（2）冰球——国家女子冰球队海外选秀在多伦...</td>\n",
       "      <td>{\"type\":\"冰球\",\"site\":\"新华社\",\"url\":\"http://home.x...</td>\n",
       "      <td>（体育）（2）冰球——国家女子冰球队海外选秀在多伦多展开</td>\n",
       "      <td>http://home.xinhua-news.com/gdsdetailxhsnew/22...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>89607</th>\n",
       "      <td>4</td>\n",
       "      <td>王衡</td>\n",
       "      <td>新华社</td>\n",
       "      <td>新华社兰州6月3日电（王衡、徐丹）记者从甘肃省交通运输厅获悉，甘肃近日集中开建高速公路、普通...</td>\n",
       "      <td>{\"type\":\"宏观经济\",\"site\":\"新华社\",\"url\":\"http://home...</td>\n",
       "      <td>（经济）甘肃集中开工35个重点交通建设项目</td>\n",
       "      <td>http://home.xinhua-news.com/gdsdetailxhsnew/22...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>89608</th>\n",
       "      <td>3</td>\n",
       "      <td>张旌</td>\n",
       "      <td>新华社</td>\n",
       "      <td>\\n\\n2017年5月29日，在法国巴黎郊外的凡尔赛宫，法国总统马克龙出席新闻发布会。（新华...</td>\n",
       "      <td>{\"type\":\"其它\",\"site\":\"新华社\",\"url\":\"http://home.x...</td>\n",
       "      <td>法国议会选举　马克龙有望获“压倒性胜利”</td>\n",
       "      <td>http://home.xinhua-news.com/gdsdetailxhsnew/22...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>89609</th>\n",
       "      <td>2</td>\n",
       "      <td>夏文辉</td>\n",
       "      <td>新华社</td>\n",
       "      <td>\\n\\n2017年5月25日，在美国马萨诸塞州剑桥市，哈佛大学毕业生在毕业典礼上欢呼。（新华...</td>\n",
       "      <td>{\"type\":\"其它\",\"site\":\"新华社\",\"url\":\"http://home.x...</td>\n",
       "      <td>哈佛大学为何取消这些新生入选资格？</td>\n",
       "      <td>http://home.xinhua-news.com/gdsdetailxhsnew/22...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>89610</th>\n",
       "      <td>1</td>\n",
       "      <td>王子江 张寒</td>\n",
       "      <td>新华社</td>\n",
       "      <td>新华社德国杜塞尔多夫６月６日电题：乒乓女球迷　\\n　　新华社记者王子江、张寒\\n　　熊老...</td>\n",
       "      <td>{\"type\":\"体育\",\"site\":\"新华社\",\"url\":\"http://home.x...</td>\n",
       "      <td>（体育）题：乒乓女球迷</td>\n",
       "      <td>http://home.xinhua-news.com/gdsdetailxhsnew/22...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>89611 rows × 7 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "          id            author                    source  \\\n",
       "0      89617               NaN    快科技@http://www.kkj.cn/   \n",
       "1      89616               NaN    快科技@http://www.kkj.cn/   \n",
       "2      89615               NaN    快科技@http://www.kkj.cn/   \n",
       "3      89614               NaN                       新华社   \n",
       "4      89613        胡淑丽_MN7479                     深圳大件事   \n",
       "5      89612                张怡                 中国证券报?中证网   \n",
       "6      89611               NaN  威锋网@http://www.feng.com/   \n",
       "7      89610            申玉彬 整理                 中国证券报?中证网   \n",
       "8      89609        李杭_BJS4645                 荆楚网-楚天都市报   \n",
       "9      89608                吴瞬                 中国证券报?中证网   \n",
       "10     89607               NaN                     证券时报网   \n",
       "11     89606               NaN                     证券时报网   \n",
       "12     89605               NaN                     中国新闻网   \n",
       "13     89604            申玉彬 整理                 中国证券报?中证网   \n",
       "14     89603               NaN                      国际在线   \n",
       "15     89602               费天元                     中国证券网   \n",
       "16     89601               NaN                  solidot@   \n",
       "17     89600               NaN                       新华网   \n",
       "18     89599                张怡                 中国证券报?中证网   \n",
       "19     89598             周佳 整理                 中国证券报?中证网   \n",
       "20     89597               NaN                       泡泡网   \n",
       "21     89596             周佳 整理                 中国证券报?中证网   \n",
       "22     89595               NaN  威锋网@http://www.feng.com/   \n",
       "23     89594                张怡                 中国证券报?中证网   \n",
       "24     89593         屠震林 PS040                      凤凰体育   \n",
       "25     89592               NaN                       新华网   \n",
       "26     89591               NaN                      雷锋网@   \n",
       "27     89590               NaN                       新华网   \n",
       "28     89589               NaN                      中超球评   \n",
       "29     89588               NaN                    中国经济周刊   \n",
       "...      ...               ...                       ...   \n",
       "89581     30       INACIO ROSA                       新华社   \n",
       "89582     29       INACIO ROSA                       新华社   \n",
       "89583     28       INACIO ROSA                       新华社   \n",
       "89584     27       INACIO ROSA                       新华社   \n",
       "89585     26       INACIO ROSA                       新华社   \n",
       "89586     25       INACIO ROSA                       新华社   \n",
       "89587     24      LOVELY GHOSH                       新华社   \n",
       "89588     23      LOVELY GHOSH                       新华社   \n",
       "89589     22      LOVELY GHOSH                       新华社   \n",
       "89590     21      LOVELY GHOSH                       新华社   \n",
       "89591     20      LOVELY GHOSH                       新华社   \n",
       "89592     19                张旌                       新华社   \n",
       "89593     18               NaN                       新华社   \n",
       "89594     17  LISELOTTE SABROE                       新华社   \n",
       "89595     16  LISELOTTE SABROE                       新华社   \n",
       "89596     15  LISELOTTE SABROE                       新华社   \n",
       "89597     14  LISELOTTE SABROE                       新华社   \n",
       "89598     13  LISELOTTE SABROE                       新华社   \n",
       "89599     12  LISELOTTE SABROE                       新华社   \n",
       "89600     11  LISELOTTE SABROE                       新华社   \n",
       "89601     10  LISELOTTE SABROE                       新华社   \n",
       "89602      9  LISELOTTE SABROE                       新华社   \n",
       "89603      8               郑焕松                       新华社   \n",
       "89604      7               郑焕松                       新华社   \n",
       "89605      6               郑焕松                       新华社   \n",
       "89606      5                邹峥                       新华社   \n",
       "89607      4                王衡                       新华社   \n",
       "89608      3                张旌                       新华社   \n",
       "89609      2               夏文辉                       新华社   \n",
       "89610      1            王子江 张寒                       新华社   \n",
       "\n",
       "                                                 content  \\\n",
       "0      此外，自本周（6月12日）起，除小米手机6等15款机型外，其余机型已暂停更新发布（含开发版/...   \n",
       "1      骁龙835作为唯一通过Windows 10桌面平台认证的ARM处理器，高通强调，不会因为只考...   \n",
       "2      此前的一加3T搭载的是3400mAh电池，DashCharge快充规格为5V/4A。\\r\\n...   \n",
       "3        这是6月18日在葡萄牙中部大佩德罗冈地区拍摄的被森林大火烧毁的汽车。新华社记者张立云摄\\r\\n   \n",
       "4      （原标题：44岁女子跑深圳约会网友被拒，暴雨中裸身奔走……）\\r\\n@深圳交警微博称：昨日清...   \n",
       "5      　　受到A股被纳入MSCI指数的利好消息刺激，A股市场从周三开始再度上演龙马行情，周四上午金...   \n",
       "6      虽然至今夏普智能手机在市场上无法排得上号，已经完全没落，并于 2013 年退出中国市场，但是...   \n",
       "7      　　沙漠雄鹰：震荡有利消化套牢筹码\\r\\n　　周四开盘上证50在银行券商大蓝筹带动下一度涨近...   \n",
       "8      （原标题：武汉警方一下子抓了808人，还都是俊男靓女！原来他们每天偷偷摸摸干这事！）\\r\\n...   \n",
       "9      　　6月21日，A股纳入MSCI指数尘埃落定，但当天被寄予厚望的券商股并未扛起反弹大旗。22...   \n",
       "10     　　证券时报网（www.stcn.com）06月23日讯\\r\\n　　据上证报道，6月初以来，...   \n",
       "11     ?\\r\\n　　巨丰早评：市场将再次探底\\r\\n　　【巨丰观点】\\r\\n　　周四大盘冲高回落，...   \n",
       "12     中新网6月19日电 据外媒报道，美国底特律一名男子1976年因为一根头发被定谋杀罪，监禁41...   \n",
       "13     　　曹先生：风格转换前的阵痛\\r\\n　　今日早盘两地低开，之后一度震荡走高，领涨的仍然是上证...   \n",
       "14     6月21日，MSCI在官网发布公告称，从明年6月起将中国A股纳入MSCI新兴市场指数和MSC...   \n",
       "15     　　中国证券网讯（记者 费天元）沪深两市周五临近午盘出现快速跳水，沪指连续跌穿5日、10日及...   \n",
       "16     九成以上的源包用逐位对应的方式构建，未来版本的 Debian 还将提供验证包的工具和元数据；...   \n",
       "17     国歌法草案首次提请最高立法机关审议\\r\\n点击图片进入下一页\\r\\n新闻：十二届全国人大常委...   \n",
       "18     　　中证网讯 （本报记者 张怡）今日，三板做市指数继续低开下行，盘中最低触及1057.91点...   \n",
       "19     　　提示声明：\\r\\n　　本文涉及的行业及个股分析来源于券商研究报告，仅为分析人士对该行业及...   \n",
       "20     　　原标题：叙利亚被“袭机”事件惹怒俄罗斯 警告将瞄准美战机\\r\\n　　海外网6月19日电 ...   \n",
       "21     　　提示声明：\\r\\n　　本文涉及的行业及个股分析来源于券商研究报告，仅为分析人士对该行业及...   \n",
       "22     就在这几天，一位微博名为“摩卡 RQ ”的手机、芯片、移动互联网三界知名独立评论人爆料称，O...   \n",
       "23     　　中证网讯 （本报记者 张怡）与此前两日蓝筹股强势格局不同，周五，A股市场主要指数低开之后...   \n",
       "24     北京时间6月20日，江苏苏宁足球俱乐部发布了足协杯第四轮江苏苏宁易购队主场对阵河南建业队的官...   \n",
       "25     当地时间2017年6月17日，土耳其马尼萨省，在土耳其第1步兵训练大队司令部军营，590名土...   \n",
       "26     今年3月份，王劲从百度自动驾驶事业部任上离职，随后创办景驰科技。在随后的日子里，景驰很快组建...   \n",
       "27     英国与欧盟的“脱欧”谈判于19日正式开始。然而此时，英国首相特雷莎·梅正面临着空前的政治压力...   \n",
       "28     中超联赛第13轮比赛已经全部结束，这轮比赛中最让人觉得结果有些出乎意料的，莫过于卡佩罗执教江...   \n",
       "29     　　文章导读： 供应商围堵追债、20多位高管离职、上千人被裁员、孤注一掷史上最大规模的降价…...   \n",
       "...                                                  ...   \n",
       "89581  新华社照片，外代，2017年6月7日\\n（外代二线）足球——世预赛：葡萄牙备战\\n6月6日，...   \n",
       "89582  新华社照片，外代，2017年6月7日\\n（外代二线）足球——世预赛：葡萄牙备战\\n6月6日，...   \n",
       "89583  新华社照片，外代，2017年6月7日\\n（外代二线）足球——世预赛：葡萄牙备战\\n6月6日，...   \n",
       "89584  新华社照片，外代，2017年6月7日\\n（外代二线）足球——世预赛：葡萄牙备战\\n6月6日，...   \n",
       "89585  新华社照片，外代，2017年6月7日\\n（外代二线）足球——世预赛：葡萄牙备战\\n6月6日，...   \n",
       "89586  新华社照片，外代，2017年6月7日\\n（外代二线）足球——世预赛：葡萄牙备战\\n6月6日，...   \n",
       "89587  新华社照片，外代，2017年6月7日\\n（外代二线）蚕丝生产\\n6月6日，在印度特里普拉邦特...   \n",
       "89588  新华社照片，外代，2017年6月7日\\n（外代二线）蚕丝生产\\n6月6日，在印度特里普拉邦特...   \n",
       "89589  新华社照片，外代，2017年6月7日\\n（外代二线）蚕丝生产\\n5月30日，在印度特里普拉邦...   \n",
       "89590  新华社照片，外代，2017年6月7日\\n（外代二线）蚕丝生产\\n6月6日，在印度特里普拉邦特...   \n",
       "89591  新华社照片，外代，2017年6月7日\\n（外代二线）蚕丝生产\\n5月30日，在印度特里普拉邦...   \n",
       "89592  \\n\\n2017年4月27日，在首尔光化门广场，民众在集会上手举反“萨德”标语。（新华社记者...   \n",
       "89593  \\n新华社巴格达6月6日电（记者魏玉栋　程帅朋）伊拉克西部安巴尔省一处市场6日晚发生自杀式爆...   \n",
       "89594  新华社照片，外代，2017年6月7日\\n（外代二线）足球——国际友谊赛：德国平丹麦\\n6月6...   \n",
       "89595  新华社照片，外代，2017年6月7日\\n（外代二线）足球——国际友谊赛：德国平丹麦\\n6月6...   \n",
       "89596  新华社照片，外代，2017年6月7日\\n（外代二线）足球——国际友谊赛：德国平丹麦\\n6月6...   \n",
       "89597  新华社照片，外代，2017年6月7日\\n（外代二线）足球——国际友谊赛：德国平丹麦\\n6月6...   \n",
       "89598  新华社照片，外代，2017年6月7日\\n（外代二线）足球——国际友谊赛：德国平丹麦\\n6月6...   \n",
       "89599  新华社照片，外代，2017年6月7日\\n（外代二线）足球——国际友谊赛：德国平丹麦\\n6月6...   \n",
       "89600  新华社照片，外代，2017年6月7日\\n（外代二线）足球——国际友谊赛：德国平丹麦\\n6月6...   \n",
       "89601  新华社照片，外代，2017年6月7日\\n（外代二线）足球——国际友谊赛：德国平丹麦\\n6月6...   \n",
       "89602  新华社照片，外代，2017年6月7日\\n（外代二线）足球——国际友谊赛：德国平丹麦\\n6月6...   \n",
       "89603  新华社照片，北京，2017年6月7日\\n电影《血战湘江》举行清华大学巡映活动\\n6月6日，电...   \n",
       "89604  新华社照片，北京，2017年6月7日\\n电影《血战湘江》举行清华大学巡映活动\\n6月6日，清...   \n",
       "89605  新华社照片，北京，2017年6月7日\\n电影《血战湘江》举行清华大学巡映活动\\n6月6日，电...   \n",
       "89606  新华社照片，多伦多，2017年6月7日\\n（体育）（2）冰球——国家女子冰球队海外选秀在多伦...   \n",
       "89607  新华社兰州6月3日电（王衡、徐丹）记者从甘肃省交通运输厅获悉，甘肃近日集中开建高速公路、普通...   \n",
       "89608  \\n\\n2017年5月29日，在法国巴黎郊外的凡尔赛宫，法国总统马克龙出席新闻发布会。（新华...   \n",
       "89609  \\n\\n2017年5月25日，在美国马萨诸塞州剑桥市，哈佛大学毕业生在毕业典礼上欢呼。（新华...   \n",
       "89610  　　新华社德国杜塞尔多夫６月６日电题：乒乓女球迷　\\n　　新华社记者王子江、张寒\\n　　熊老...   \n",
       "\n",
       "                                                 feature  \\\n",
       "0      {\"type\":\"科技\",\"site\":\"cnbeta\",\"commentNum\":\"37\"...   \n",
       "1      {\"type\":\"科技\",\"site\":\"cnbeta\",\"commentNum\":\"15\"...   \n",
       "2      {\"type\":\"科技\",\"site\":\"cnbeta\",\"commentNum\":\"18\"...   \n",
       "3      {\"type\":\"国际新闻\",\"site\":\"环球\",\"commentNum\":\"0\",\"j...   \n",
       "4      {\"type\":\"新闻\",\"site\":\"网易热门\",\"commentNum\":\"978\",...   \n",
       "5      {\"type\":\"市场\",\"site\":\"中证网\",\"commentNum\":\"0\",\"jo...   \n",
       "6      {\"type\":\"科技\",\"site\":\"cnbeta\",\"commentNum\":\"21\"...   \n",
       "7      {\"type\":\"市场\",\"site\":\"中证网\",\"commentNum\":\"0\",\"jo...   \n",
       "8      {\"type\":\"新闻\",\"site\":\"网易热门\",\"commentNum\":\"1600\"...   \n",
       "9      {\"type\":\"市场\",\"site\":\"中证网\",\"commentNum\":\"0\",\"jo...   \n",
       "10     {\"type\":\"市场\",\"site\":\"中证网\",\"commentNum\":\"0\",\"jo...   \n",
       "11     {\"type\":\"市场\",\"site\":\"中证网\",\"commentNum\":\"0\",\"jo...   \n",
       "12     {\"type\":\"国际新闻\",\"site\":\"环球\",\"commentNum\":\"0\",\"j...   \n",
       "13     {\"type\":\"市场\",\"site\":\"中证网\",\"commentNum\":\"0\",\"jo...   \n",
       "14     {\"type\":\"观点滚动\",\"site\":\"参考消息\",\"commentNum\":\"0\",...   \n",
       "15     {\"type\":\"市场\",\"site\":\"中证网\",\"commentNum\":\"0\",\"jo...   \n",
       "16     {\"type\":\"软件\",\"site\":\"cnbeta\",\"commentNum\":\"12\"...   \n",
       "17     {\"type\":\"观点滚动\",\"site\":\"参考消息\",\"commentNum\":\"0\",...   \n",
       "18     {\"type\":\"市场\",\"site\":\"中证网\",\"commentNum\":\"0\",\"jo...   \n",
       "19     {\"type\":\"市场\",\"site\":\"中证网\",\"commentNum\":\"0\",\"jo...   \n",
       "20     {\"type\":\"军事\",\"site\":\"新浪\",\"commentNum\":\" 95\",\"j...   \n",
       "21     {\"type\":\"市场\",\"site\":\"中证网\",\"commentNum\":\"0\",\"jo...   \n",
       "22     {\"type\":\"科技\",\"site\":\"cnbeta\",\"commentNum\":\"56\"...   \n",
       "23     {\"type\":\"市场\",\"site\":\"中证网\",\"commentNum\":\"0\",\"jo...   \n",
       "24     {\"type\":\"体育\",\"site\":\"凤凰\",\"commentNum\":\"1\",\"joi...   \n",
       "25     {\"type\":\"国际新闻\",\"site\":\"环球\",\"commentNum\":\"0\",\"j...   \n",
       "26     {\"type\":\"科技\",\"site\":\"cnbeta\",\"commentNum\":\"4\",...   \n",
       "27     {\"type\":\"国际新闻\",\"site\":\"环球\",\"commentNum\":\"0\",\"j...   \n",
       "28     {\"type\":\"体育\",\"site\":\"凤凰\",\"commentNum\":\"0\",\"joi...   \n",
       "29     {\"type\":\"科技\",\"site\":\"新浪\",\"commentNum\":\" 6\",\"jo...   \n",
       "...                                                  ...   \n",
       "89581  {\"type\":\"足球\",\"site\":\"新华社\",\"url\":\"http://home.x...   \n",
       "89582  {\"type\":\"足球\",\"site\":\"新华社\",\"url\":\"http://home.x...   \n",
       "89583  {\"type\":\"足球\",\"site\":\"新华社\",\"url\":\"http://home.x...   \n",
       "89584  {\"type\":\"足球\",\"site\":\"新华社\",\"url\":\"http://home.x...   \n",
       "89585  {\"type\":\"足球\",\"site\":\"新华社\",\"url\":\"http://home.x...   \n",
       "89586  {\"type\":\"足球\",\"site\":\"新华社\",\"url\":\"http://home.x...   \n",
       "89587  {\"type\":\"其它\",\"site\":\"新华社\",\"url\":\"http://home.x...   \n",
       "89588  {\"type\":\"其它\",\"site\":\"新华社\",\"url\":\"http://home.x...   \n",
       "89589  {\"type\":\"其它\",\"site\":\"新华社\",\"url\":\"http://home.x...   \n",
       "89590  {\"type\":\"其它\",\"site\":\"新华社\",\"url\":\"http://home.x...   \n",
       "89591  {\"type\":\"其它\",\"site\":\"新华社\",\"url\":\"http://home.x...   \n",
       "89592  {\"type\":\"其它\",\"site\":\"新华社\",\"url\":\"http://home.x...   \n",
       "89593  {\"type\":\"其它\",\"site\":\"新华社\",\"url\":\"http://home.x...   \n",
       "89594  {\"type\":\"足球\",\"site\":\"新华社\",\"url\":\"http://home.x...   \n",
       "89595  {\"type\":\"足球\",\"site\":\"新华社\",\"url\":\"http://home.x...   \n",
       "89596  {\"type\":\"足球\",\"site\":\"新华社\",\"url\":\"http://home.x...   \n",
       "89597  {\"type\":\"足球\",\"site\":\"新华社\",\"url\":\"http://home.x...   \n",
       "89598  {\"type\":\"足球\",\"site\":\"新华社\",\"url\":\"http://home.x...   \n",
       "89599  {\"type\":\"足球\",\"site\":\"新华社\",\"url\":\"http://home.x...   \n",
       "89600  {\"type\":\"足球\",\"site\":\"新华社\",\"url\":\"http://home.x...   \n",
       "89601  {\"type\":\"足球\",\"site\":\"新华社\",\"url\":\"http://home.x...   \n",
       "89602  {\"type\":\"足球\",\"site\":\"新华社\",\"url\":\"http://home.x...   \n",
       "89603  {\"type\":\"社会\",\"site\":\"新华社\",\"url\":\"http://home.x...   \n",
       "89604  {\"type\":\"社会\",\"site\":\"新华社\",\"url\":\"http://home.x...   \n",
       "89605  {\"type\":\"社会\",\"site\":\"新华社\",\"url\":\"http://home.x...   \n",
       "89606  {\"type\":\"冰球\",\"site\":\"新华社\",\"url\":\"http://home.x...   \n",
       "89607  {\"type\":\"宏观经济\",\"site\":\"新华社\",\"url\":\"http://home...   \n",
       "89608  {\"type\":\"其它\",\"site\":\"新华社\",\"url\":\"http://home.x...   \n",
       "89609  {\"type\":\"其它\",\"site\":\"新华社\",\"url\":\"http://home.x...   \n",
       "89610  {\"type\":\"体育\",\"site\":\"新华社\",\"url\":\"http://home.x...   \n",
       "\n",
       "                               title  \\\n",
       "0               小米MIUI 9首批机型曝光：共计15款   \n",
       "1         骁龙835在Windows 10上的性能表现有望改善   \n",
       "2          一加手机5细节曝光：3300mAh、充半小时用1天   \n",
       "3      葡森林火灾造成至少62人死亡 政府宣布进入紧急状态（组图）   \n",
       "4           44岁女子约网友被拒暴雨中裸奔 交警为其披衣相随   \n",
       "5                     金融股一枝独秀 配置价值犹存   \n",
       "6                配骁龙660 全面屏鼻祖夏普新机酝酿中   \n",
       "7                    博友早评：震荡有利消化套牢筹码   \n",
       "8           武汉千余警察出动 抓获808名俊男靓女全是诈骗犯   \n",
       "9                纳入MSCI指数 A股长期配置价值提升   \n",
       "10              私募：蓝筹风格难切换 业绩估值相配是王道   \n",
       "11            早间机构看市：市场将再次探底 两类股逢低布局   \n",
       "12           因为犯罪现场的一根头发，他坐冤狱41年后终获释   \n",
       "13                     博友午评：风格转换前的阵痛   \n",
       "14              MSCI闯关成功会是A股的一针强心剂吗？   \n",
       "15            地产股拉升难阻市场颓势 三大指数早盘集体跳水   \n",
       "16               Debian 9 Stretch 发布   \n",
       "17                 [及时点]我们不需要“百变老太太”   \n",
       "18                新三板午评：三板做市指数刷新阶段低点   \n",
       "19              机构解析：下周热点板块及个股探秘（附股）   \n",
       "20           美军击落叙战机激怒俄罗斯 俄警告将瞄准美军战机   \n",
       "21                   机构推荐：下周具备布局潜力金股   \n",
       "22              业内人士解释为什么OPPO供货能力强无敌   \n",
       "23                中证午评：A股跳水 蓝筹暂歇热点熄火   \n",
       "24         “齐心协力”--江苏苏宁发布足协杯对阵河南建业海报   \n",
       "25       土耳其近590名士兵疑食物中毒 被送往医院救治（组图）   \n",
       "26          又一自动驾驶公司拿加州路测牌照 这回是王劲的景驰   \n",
       "27         火灾与脱欧炙烤英国首相 特雷莎·梅面临空前政治压力   \n",
       "28           江苏保级真悬了 近3年1铁律证明其几乎保级无望   \n",
       "29            乐视危局：靠卖资产续命 员工被猎头大规模拉黑   \n",
       "...                              ...   \n",
       "89581         [2]（外代二线）足球——世预赛：葡萄牙备战   \n",
       "89582         [3]（外代二线）足球——世预赛：葡萄牙备战   \n",
       "89583         [4]（外代二线）足球——世预赛：葡萄牙备战   \n",
       "89584         [5]（外代二线）足球——世预赛：葡萄牙备战   \n",
       "89585         [6]（外代二线）足球——世预赛：葡萄牙备战   \n",
       "89586         [7]（外代二线）足球——世预赛：葡萄牙备战   \n",
       "89587                  [1]（外代二线）蚕丝生产   \n",
       "89588                  [2]（外代二线）蚕丝生产   \n",
       "89589                  [3]（外代二线）蚕丝生产   \n",
       "89590                  [4]（外代二线）蚕丝生产   \n",
       "89591                  [5]（外代二线）蚕丝生产   \n",
       "89592            “萨德”环评将重启　在韩部署或推迟一年   \n",
       "89593             伊拉克安巴尔省发生自杀式袭击７人死亡   \n",
       "89594       [1]（外代二线）足球——国际友谊赛：德国平丹麦   \n",
       "89595       [3]（外代二线）足球——国际友谊赛：德国平丹麦   \n",
       "89596       [2]（外代二线）足球——国际友谊赛：德国平丹麦   \n",
       "89597       [4]（外代二线）足球——国际友谊赛：德国平丹麦   \n",
       "89598       [6]（外代二线）足球——国际友谊赛：德国平丹麦   \n",
       "89599       [5]（外代二线）足球——国际友谊赛：德国平丹麦   \n",
       "89600       [8]（外代二线）足球——国际友谊赛：德国平丹麦   \n",
       "89601       [7]（外代二线）足球——国际友谊赛：德国平丹麦   \n",
       "89602       [9]（外代二线）足球——国际友谊赛：德国平丹麦   \n",
       "89603      （文化）（1）电影《血战湘江》举行清华大学巡映活动   \n",
       "89604      （文化）（2）电影《血战湘江》举行清华大学巡映活动   \n",
       "89605      （文化）（3）电影《血战湘江》举行清华大学巡映活动   \n",
       "89606   （体育）（2）冰球——国家女子冰球队海外选秀在多伦多展开   \n",
       "89607          （经济）甘肃集中开工35个重点交通建设项目   \n",
       "89608           法国议会选举　马克龙有望获“压倒性胜利”   \n",
       "89609              哈佛大学为何取消这些新生入选资格？   \n",
       "89610                   （体育）题：乒乓女球迷　   \n",
       "\n",
       "                                                     url  \n",
       "0         http://www.cnbeta.com/articles/tech/623597.htm  \n",
       "1         http://www.cnbeta.com/articles/tech/623599.htm  \n",
       "2         http://www.cnbeta.com/articles/tech/623601.htm  \n",
       "3      http://world.huanqiu.com/hot/2017-06/10866126....  \n",
       "4      http://news.163.com/17/0618/00/CN617P3Q0001875...  \n",
       "5      http://www.cs.com.cn/gppd/201706/t20170623_533...  \n",
       "6         http://www.cnbeta.com/articles/tech/623603.htm  \n",
       "7      http://www.cs.com.cn/gppd/201706/t20170623_533...  \n",
       "8      http://news.163.com/17/0614/14/CMT9N8G80001899...  \n",
       "9      http://www.cs.com.cn/gppd/201706/t20170623_533...  \n",
       "10     http://www.cs.com.cn/gppd/201706/t20170623_533...  \n",
       "11     http://www.cs.com.cn/gppd/201706/t20170623_533...  \n",
       "12     http://world.huanqiu.com/hot/2017-06/10866136....  \n",
       "13     http://www.cs.com.cn/gppd/201706/t20170623_533...  \n",
       "14     http://column.cankaoxiaoxi.com/plgd/2017/0623/...  \n",
       "15     http://www.cs.com.cn/gppd/201706/t20170623_533...  \n",
       "16        http://www.cnbeta.com/articles/soft/623605.htm  \n",
       "17     http://column.cankaoxiaoxi.com/plgd/2017/0623/...  \n",
       "18     http://www.cs.com.cn/gppd/201706/t20170623_533...  \n",
       "19     http://www.cs.com.cn/gppd/hyyj/201706/t2017062...  \n",
       "20     http://mil.news.sina.com.cn/world/2017-06-20/d...  \n",
       "21     http://www.cs.com.cn/gppd/tzpj/201706/t2017062...  \n",
       "22        http://www.cnbeta.com/articles/tech/623607.htm  \n",
       "23     http://www.cs.com.cn/gppd/201706/t20170623_533...  \n",
       "24     http://sports.ifeng.com/a/20170620/51284188_0....  \n",
       "25     http://world.huanqiu.com/hot/2017-06/10866176....  \n",
       "26        http://www.cnbeta.com/articles/tech/623609.htm  \n",
       "27     http://world.huanqiu.com/hot/2017-06/10866198....  \n",
       "28     http://sports.ifeng.com/a/20170620/51284719_0....  \n",
       "29     http://tech.sina.com.cn/i/2017-06-20/doc-ifyhf...  \n",
       "...                                                  ...  \n",
       "89581  http://home.xinhua-news.com/gdsdetailxhsnew/22...  \n",
       "89582  http://home.xinhua-news.com/gdsdetailxhsnew/22...  \n",
       "89583  http://home.xinhua-news.com/gdsdetailxhsnew/22...  \n",
       "89584  http://home.xinhua-news.com/gdsdetailxhsnew/22...  \n",
       "89585  http://home.xinhua-news.com/gdsdetailxhsnew/22...  \n",
       "89586  http://home.xinhua-news.com/gdsdetailxhsnew/22...  \n",
       "89587  http://home.xinhua-news.com/gdsdetailxhsnew/22...  \n",
       "89588  http://home.xinhua-news.com/gdsdetailxhsnew/22...  \n",
       "89589  http://home.xinhua-news.com/gdsdetailxhsnew/22...  \n",
       "89590  http://home.xinhua-news.com/gdsdetailxhsnew/22...  \n",
       "89591  http://home.xinhua-news.com/gdsdetailxhsnew/22...  \n",
       "89592  http://home.xinhua-news.com/gdsdetailxhsnew/22...  \n",
       "89593  http://home.xinhua-news.com/gdsdetailxhsnew/22...  \n",
       "89594  http://home.xinhua-news.com/gdsdetailxhsnew/22...  \n",
       "89595  http://home.xinhua-news.com/gdsdetailxhsnew/22...  \n",
       "89596  http://home.xinhua-news.com/gdsdetailxhsnew/22...  \n",
       "89597  http://home.xinhua-news.com/gdsdetailxhsnew/22...  \n",
       "89598  http://home.xinhua-news.com/gdsdetailxhsnew/22...  \n",
       "89599  http://home.xinhua-news.com/gdsdetailxhsnew/22...  \n",
       "89600  http://home.xinhua-news.com/gdsdetailxhsnew/22...  \n",
       "89601  http://home.xinhua-news.com/gdsdetailxhsnew/22...  \n",
       "89602  http://home.xinhua-news.com/gdsdetailxhsnew/22...  \n",
       "89603  http://home.xinhua-news.com/gdsdetailxhsnew/22...  \n",
       "89604  http://home.xinhua-news.com/gdsdetailxhsnew/22...  \n",
       "89605  http://home.xinhua-news.com/gdsdetailxhsnew/22...  \n",
       "89606  http://home.xinhua-news.com/gdsdetailxhsnew/22...  \n",
       "89607  http://home.xinhua-news.com/gdsdetailxhsnew/22...  \n",
       "89608  http://home.xinhua-news.com/gdsdetailxhsnew/22...  \n",
       "89609  http://home.xinhua-news.com/gdsdetailxhsnew/22...  \n",
       "89610  http://home.xinhua-news.com/gdsdetailxhsnew/22...  \n",
       "\n",
       "[89611 rows x 7 columns]"
      ]
     },
     "execution_count": 82,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 87,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0        0\n",
       "1        0\n",
       "2        0\n",
       "3        1\n",
       "4        0\n",
       "5        0\n",
       "6        0\n",
       "7        0\n",
       "8        0\n",
       "9        0\n",
       "10       0\n",
       "11       0\n",
       "12       0\n",
       "13       0\n",
       "14       0\n",
       "15       0\n",
       "16       0\n",
       "17       0\n",
       "18       0\n",
       "19       0\n",
       "20       0\n",
       "21       0\n",
       "22       0\n",
       "23       0\n",
       "24       0\n",
       "25       0\n",
       "26       0\n",
       "27       0\n",
       "28       0\n",
       "29       0\n",
       "        ..\n",
       "89581    1\n",
       "89582    1\n",
       "89583    1\n",
       "89584    1\n",
       "89585    1\n",
       "89586    1\n",
       "89587    1\n",
       "89588    1\n",
       "89589    1\n",
       "89590    1\n",
       "89591    1\n",
       "89592    1\n",
       "89593    1\n",
       "89594    1\n",
       "89595    1\n",
       "89596    1\n",
       "89597    1\n",
       "89598    1\n",
       "89599    1\n",
       "89600    1\n",
       "89601    1\n",
       "89602    1\n",
       "89603    1\n",
       "89604    1\n",
       "89605    1\n",
       "89606    1\n",
       "89607    1\n",
       "89608    1\n",
       "89609    1\n",
       "89610    1\n",
       "Name: source, Length: 89611, dtype: int64"
      ]
     },
     "execution_count": 87,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Make labels\n",
    "df['source'].apply(lambda x: 1 if x == '新华社' else 0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Exclude na source\n",
    "df = df[~pd.isna(df['source'])]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "indexes = np.random.choice(df.index, 5)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "      <th>author</th>\n",
       "      <th>source</th>\n",
       "      <th>content</th>\n",
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       "      <th>url</th>\n",
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       "  <tbody>\n",
       "    <tr>\n",
       "      <th>25109</th>\n",
       "      <td>64503</td>\n",
       "      <td>彭昭之</td>\n",
       "      <td>新华社</td>\n",
       "      <td>新华社照片，瑞金（江西），2017年4月12日\\n36年的守护：“大山就是我的亲人！”\\n在...</td>\n",
       "      <td>{\"type\":\"社会\",\"site\":\"新华社\",\"url\":\"http://home.x...</td>\n",
       "      <td>（图片故事）（8）36年的守护：“大山就是我的亲人！”</td>\n",
       "      <td>http://home.xinhua-news.com/gdsdetailxhsnew/18...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>51107</th>\n",
       "      <td>38505</td>\n",
       "      <td>布加勒斯特分社林惠芬</td>\n",
       "      <td>新华社</td>\n",
       "      <td>新华社布加勒斯特５月４日电（记者林惠芬）罗马尼亚国家男足主帅、德国名教练克里斯托夫·道姆...</td>\n",
       "      <td>{\"type\":\"体育\",\"site\":\"新华社\",\"url\":\"http://home.x...</td>\n",
       "      <td>（体育·国际足球）罗马尼亚男足主帅：发展教育是足球的未来</td>\n",
       "      <td>http://home.xinhua-news.com/gdsdetailxhsnew/20...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23574</th>\n",
       "      <td>66038</td>\n",
       "      <td>李木子</td>\n",
       "      <td>新华社</td>\n",
       "      <td>新华社照片，联合国，2017年4月10日\\n（国际）（3）玛拉拉·尤萨夫扎伊获任联合国和平使...</td>\n",
       "      <td>{\"type\":\"政治法律\",\"site\":\"新华社\",\"url\":\"http://home...</td>\n",
       "      <td>（国际）（3）玛拉拉·尤萨夫扎伊获任联合国和平使者</td>\n",
       "      <td>http://home.xinhua-news.com/gdsdetailxhsnew/18...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>80592</th>\n",
       "      <td>9019</td>\n",
       "      <td>胡虎虎</td>\n",
       "      <td>新华社</td>\n",
       "      <td>新华社照片，温泉（新疆），2017年5月30日\\n（体育）（2）自行车——中国新疆第十一届环...</td>\n",
       "      <td>{\"type\":\"体育\",\"site\":\"新华社\",\"url\":\"http://home.x...</td>\n",
       "      <td>（体育）（2）自行车——中国新疆第十一届环赛里木湖公路赛开赛</td>\n",
       "      <td>http://home.xinhua-news.com/gdsdetailxhsnew/21...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21532</th>\n",
       "      <td>68080</td>\n",
       "      <td>Carl Recine</td>\n",
       "      <td>新华社</td>\n",
       "      <td>新华社照片，外代，2017年4月9日\\n（外代二线）足球——英超联赛：利物浦胜斯托克城\\n4...</td>\n",
       "      <td>{\"type\":\"体育\",\"site\":\"新华社\",\"url\":\"http://home.x...</td>\n",
       "      <td>[9]（外代二线）足球——英超联赛：利物浦胜斯托克城</td>\n",
       "      <td>http://home.xinhua-news.com/gdsdetailxhsnew/18...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "          id       author source  \\\n",
       "25109  64503          彭昭之    新华社   \n",
       "51107  38505   布加勒斯特分社林惠芬    新华社   \n",
       "23574  66038          李木子    新华社   \n",
       "80592   9019          胡虎虎    新华社   \n",
       "21532  68080  Carl Recine    新华社   \n",
       "\n",
       "                                                 content  \\\n",
       "25109  新华社照片，瑞金（江西），2017年4月12日\\n36年的守护：“大山就是我的亲人！”\\n在...   \n",
       "51107  　　新华社布加勒斯特５月４日电（记者林惠芬）罗马尼亚国家男足主帅、德国名教练克里斯托夫·道姆...   \n",
       "23574  新华社照片，联合国，2017年4月10日\\n（国际）（3）玛拉拉·尤萨夫扎伊获任联合国和平使...   \n",
       "80592  新华社照片，温泉（新疆），2017年5月30日\\n（体育）（2）自行车——中国新疆第十一届环...   \n",
       "21532  新华社照片，外代，2017年4月9日\\n（外代二线）足球——英超联赛：利物浦胜斯托克城\\n4...   \n",
       "\n",
       "                                                 feature  \\\n",
       "25109  {\"type\":\"社会\",\"site\":\"新华社\",\"url\":\"http://home.x...   \n",
       "51107  {\"type\":\"体育\",\"site\":\"新华社\",\"url\":\"http://home.x...   \n",
       "23574  {\"type\":\"政治法律\",\"site\":\"新华社\",\"url\":\"http://home...   \n",
       "80592  {\"type\":\"体育\",\"site\":\"新华社\",\"url\":\"http://home.x...   \n",
       "21532  {\"type\":\"体育\",\"site\":\"新华社\",\"url\":\"http://home.x...   \n",
       "\n",
       "                                title  \\\n",
       "25109     （图片故事）（8）36年的守护：“大山就是我的亲人！”   \n",
       "51107    （体育·国际足球）罗马尼亚男足主帅：发展教育是足球的未来   \n",
       "23574       （国际）（3）玛拉拉·尤萨夫扎伊获任联合国和平使者   \n",
       "80592  （体育）（2）自行车——中国新疆第十一届环赛里木湖公路赛开赛   \n",
       "21532      [9]（外代二线）足球——英超联赛：利物浦胜斯托克城   \n",
       "\n",
       "                                                     url  \n",
       "25109  http://home.xinhua-news.com/gdsdetailxhsnew/18...  \n",
       "51107  http://home.xinhua-news.com/gdsdetailxhsnew/20...  \n",
       "23574  http://home.xinhua-news.com/gdsdetailxhsnew/18...  \n",
       "80592  http://home.xinhua-news.com/gdsdetailxhsnew/21...  \n",
       "21532  http://home.xinhua-news.com/gdsdetailxhsnew/18...  "
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.loc[indexes]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "((89604, 7), (89609, 7))"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.loc[~df.index.isin(indexes)].shape, df.shape"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Load word2vec model"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "model = Word2Vec.load('../data/corpus/news-model.model')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'此外，自本周（6月12日）起，除小米手机6等15款机型外，其余机型已暂停更新发布（含开发版/体验版内测，稳定版暂不受影响），以确保工程师可以集中全部精力进行系统优化工作。有人猜测这也是将精力主要用到MIUI 9的研发之中。\\r\\nMIUI 8去年5月发布，距今已有一年有余，也是时候更新换代了。\\r\\n当然，关于MIUI 9的确切信息，我们还是等待官方消息。\\r\\n'"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.iloc[0]['content']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Building prefix dict from the default dictionary ...\n",
      "Dumping model to file cache /var/folders/22/cm7yqr716jxb4cvbnq5q48740000gn/T/jieba.cache\n",
      "Loading model cost 1.514 seconds.\n",
      "Prefix dict has been built succesfully.\n"
     ]
    }
   ],
   "source": [
    "tokens = jieba.lcut(df.iloc[0]['content'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['此外',\n",
       " '，',\n",
       " '自',\n",
       " '本周',\n",
       " '（',\n",
       " '6',\n",
       " '月',\n",
       " '12',\n",
       " '日',\n",
       " '）',\n",
       " '起',\n",
       " '，',\n",
       " '除',\n",
       " '小米',\n",
       " '手机',\n",
       " '6',\n",
       " '等',\n",
       " '15',\n",
       " '款',\n",
       " '机型',\n",
       " '外',\n",
       " '，',\n",
       " '其余',\n",
       " '机型',\n",
       " '已',\n",
       " '暂停',\n",
       " '更新',\n",
       " '发布',\n",
       " '（',\n",
       " '含',\n",
       " '开发',\n",
       " '版',\n",
       " '/',\n",
       " '体验版',\n",
       " '内测',\n",
       " '，',\n",
       " '稳定版',\n",
       " '暂不受',\n",
       " '影响',\n",
       " '）',\n",
       " '，',\n",
       " '以',\n",
       " '确保',\n",
       " '工程师',\n",
       " '可以',\n",
       " '集中',\n",
       " '全部',\n",
       " '精力',\n",
       " '进行',\n",
       " '系统优化',\n",
       " '工作',\n",
       " '。',\n",
       " '有人',\n",
       " '猜测',\n",
       " '这',\n",
       " '也',\n",
       " '是',\n",
       " '将',\n",
       " '精力',\n",
       " '主要',\n",
       " '用到',\n",
       " 'MIUI',\n",
       " ' ',\n",
       " '9',\n",
       " '的',\n",
       " '研发',\n",
       " '之中',\n",
       " '。',\n",
       " '\\r\\n',\n",
       " 'MIUI',\n",
       " ' ',\n",
       " '8',\n",
       " '去年',\n",
       " '5',\n",
       " '月',\n",
       " '发布',\n",
       " '，',\n",
       " '距今已有',\n",
       " '一年',\n",
       " '有余',\n",
       " '，',\n",
       " '也',\n",
       " '是',\n",
       " '时候',\n",
       " '更新换代',\n",
       " '了',\n",
       " '。',\n",
       " '\\r\\n',\n",
       " '当然',\n",
       " '，',\n",
       " '关于',\n",
       " 'MIUI',\n",
       " ' ',\n",
       " '9',\n",
       " '的',\n",
       " '确切',\n",
       " '信息',\n",
       " '，',\n",
       " '我们',\n",
       " '还是',\n",
       " '等待',\n",
       " '官方消息',\n",
       " '。',\n",
       " '\\r\\n']"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "tokens"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(147, 177)"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "model.train(tokens, total_examples=1, epochs=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "df1 = df.iloc[10:20]['content'].astype('U').apply(jieba.lcut)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [],
   "source": [
    "df1.columns=['tokens']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Int64Index([10, 11, 12, 13, 14, 15, 16, 17, 18, 19], dtype='int64')"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df1.index"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['T',\n",
       " '__abs__',\n",
       " '__add__',\n",
       " '__and__',\n",
       " '__array__',\n",
       " '__array_finalize__',\n",
       " '__array_interface__',\n",
       " '__array_prepare__',\n",
       " '__array_priority__',\n",
       " '__array_struct__',\n",
       " '__array_ufunc__',\n",
       " '__array_wrap__',\n",
       " '__bool__',\n",
       " '__class__',\n",
       " '__complex__',\n",
       " '__contains__',\n",
       " '__copy__',\n",
       " '__deepcopy__',\n",
       " '__delattr__',\n",
       " '__delitem__',\n",
       " '__dir__',\n",
       " '__divmod__',\n",
       " '__doc__',\n",
       " '__eq__',\n",
       " '__float__',\n",
       " '__floordiv__',\n",
       " '__format__',\n",
       " '__ge__',\n",
       " '__getattribute__',\n",
       " '__getitem__',\n",
       " '__gt__',\n",
       " '__hash__',\n",
       " '__iadd__',\n",
       " '__iand__',\n",
       " '__ifloordiv__',\n",
       " '__ilshift__',\n",
       " '__imatmul__',\n",
       " '__imod__',\n",
       " '__imul__',\n",
       " '__index__',\n",
       " '__init__',\n",
       " '__init_subclass__',\n",
       " '__int__',\n",
       " '__invert__',\n",
       " '__ior__',\n",
       " '__ipow__',\n",
       " '__irshift__',\n",
       " '__isub__',\n",
       " '__iter__',\n",
       " '__itruediv__',\n",
       " '__ixor__',\n",
       " '__le__',\n",
       " '__len__',\n",
       " '__lshift__',\n",
       " '__lt__',\n",
       " '__matmul__',\n",
       " '__mod__',\n",
       " '__mul__',\n",
       " '__ne__',\n",
       " '__neg__',\n",
       " '__new__',\n",
       " '__or__',\n",
       " '__pos__',\n",
       " '__pow__',\n",
       " '__radd__',\n",
       " '__rand__',\n",
       " '__rdivmod__',\n",
       " '__reduce__',\n",
       " '__reduce_ex__',\n",
       " '__repr__',\n",
       " '__rfloordiv__',\n",
       " '__rlshift__',\n",
       " '__rmatmul__',\n",
       " '__rmod__',\n",
       " '__rmul__',\n",
       " '__ror__',\n",
       " '__rpow__',\n",
       " '__rrshift__',\n",
       " '__rshift__',\n",
       " '__rsub__',\n",
       " '__rtruediv__',\n",
       " '__rxor__',\n",
       " '__setattr__',\n",
       " '__setitem__',\n",
       " '__setstate__',\n",
       " '__sizeof__',\n",
       " '__str__',\n",
       " '__sub__',\n",
       " '__subclasshook__',\n",
       " '__truediv__',\n",
       " '__xor__',\n",
       " 'all',\n",
       " 'any',\n",
       " 'argmax',\n",
       " 'argmin',\n",
       " 'argpartition',\n",
       " 'argsort',\n",
       " 'astype',\n",
       " 'base',\n",
       " 'byteswap',\n",
       " 'choose',\n",
       " 'clip',\n",
       " 'compress',\n",
       " 'conj',\n",
       " 'conjugate',\n",
       " 'copy',\n",
       " 'ctypes',\n",
       " 'cumprod',\n",
       " 'cumsum',\n",
       " 'data',\n",
       " 'diagonal',\n",
       " 'dot',\n",
       " 'dtype',\n",
       " 'dump',\n",
       " 'dumps',\n",
       " 'fill',\n",
       " 'flags',\n",
       " 'flat',\n",
       " 'flatten',\n",
       " 'getfield',\n",
       " 'imag',\n",
       " 'item',\n",
       " 'itemset',\n",
       " 'itemsize',\n",
       " 'max',\n",
       " 'mean',\n",
       " 'min',\n",
       " 'nbytes',\n",
       " 'ndim',\n",
       " 'newbyteorder',\n",
       " 'nonzero',\n",
       " 'partition',\n",
       " 'prod',\n",
       " 'ptp',\n",
       " 'put',\n",
       " 'ravel',\n",
       " 'real',\n",
       " 'repeat',\n",
       " 'reshape',\n",
       " 'resize',\n",
       " 'round',\n",
       " 'searchsorted',\n",
       " 'setfield',\n",
       " 'setflags',\n",
       " 'shape',\n",
       " 'size',\n",
       " 'sort',\n",
       " 'squeeze',\n",
       " 'std',\n",
       " 'strides',\n",
       " 'sum',\n",
       " 'swapaxes',\n",
       " 'take',\n",
       " 'tobytes',\n",
       " 'tofile',\n",
       " 'tolist',\n",
       " 'tostring',\n",
       " 'trace',\n",
       " 'transpose',\n",
       " 'var',\n",
       " 'view']"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dir(df1.values)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Load doc2vec model"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [],
   "source": [
    "import gensim"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [],
   "source": [
    "doc2vec_model = gensim.models.doc2vec.Doc2Vec.load('../project/article_plagiarism/train.doc2vec.model')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([ 1.11854069e-01,  6.04732037e-02,  1.04283411e-02, -1.41282842e-01,\n",
       "        2.00672746e-02,  5.06739654e-02, -1.02202147e-02,  1.18865773e-01,\n",
       "        6.84859753e-02, -4.38966565e-02,  8.29810128e-02, -7.51076192e-02,\n",
       "        2.76039485e-02,  1.79398153e-02, -2.18148492e-02, -1.19337268e-01,\n",
       "        4.84223478e-02,  7.97329918e-02,  1.66553650e-02, -5.91623709e-02,\n",
       "       -5.62611021e-05, -3.41625959e-02, -2.18578577e-02, -5.87298758e-02,\n",
       "       -9.76270586e-02, -2.35225633e-03, -1.18280493e-01, -2.71238592e-02,\n",
       "       -2.24327892e-02,  1.90906841e-02,  1.29725829e-01, -3.33655663e-02,\n",
       "       -7.02687055e-02,  1.64508931e-02,  2.06853092e-01, -2.76114959e-02,\n",
       "       -1.78797349e-01,  4.65514436e-02, -1.26726568e-01, -3.94911170e-02,\n",
       "        1.39847519e-02,  6.57239929e-02, -9.25000161e-02,  4.43923138e-02,\n",
       "       -2.98734773e-02, -1.29402623e-01, -2.31725872e-02,  1.22123957e-02,\n",
       "       -2.80168597e-02,  6.26843702e-03, -1.84113812e-02, -1.69189163e-02,\n",
       "       -4.42362092e-02,  7.56480098e-02, -8.95043388e-02, -2.96515040e-02,\n",
       "       -4.88968492e-02, -6.73204735e-02,  8.12743753e-02,  2.72430386e-02,\n",
       "       -8.01129714e-02,  6.99329376e-02, -4.52494547e-02,  1.19924255e-01,\n",
       "       -4.82059829e-02,  5.89748174e-02,  6.62103295e-02,  3.15048471e-02,\n",
       "       -5.44252768e-02,  6.84139058e-02,  9.11302194e-02,  6.61691697e-03,\n",
       "        1.06003173e-01,  1.37780592e-01, -1.62315175e-01,  6.18686676e-02,\n",
       "        4.24795598e-02, -8.53944719e-02, -3.56991775e-02, -4.49304376e-03,\n",
       "       -5.38185723e-02, -1.36784827e-02, -1.56291779e-02, -1.09173171e-01,\n",
       "        2.01801900e-02, -7.79859796e-02, -5.47769815e-02,  9.46534052e-02,\n",
       "        1.07622273e-01,  7.94829428e-02,  4.68535647e-02, -7.67127275e-02,\n",
       "       -1.09215593e-02, -3.72591466e-02,  6.31716996e-02,  2.83337757e-02,\n",
       "        4.65894267e-02,  1.68417603e-01, -1.41255781e-01, -1.11361407e-01],\n",
       "      dtype=float32)"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "doc2vec_model.infer_vector(['我', '爱', '祖国'])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Load training set"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pickle"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {},
   "outputs": [],
   "source": [
    "token_trainset = pd.read_pickle('../project/article_plagiarism/test.tokens.pkl')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([ 0.08615661,  0.00571277,  0.06194115, -0.14597173,  0.05407646,\n",
       "        0.09420991, -0.08502413,  0.02573417,  0.04907657, -0.05083504,\n",
       "       -0.0113223 ,  0.13201644,  0.0402508 , -0.03354266,  0.06692152,\n",
       "        0.03582704,  0.06035351, -0.06239919,  0.1451335 , -0.0259518 ,\n",
       "       -0.00019938,  0.09110898,  0.02391434,  0.03567914,  0.08093309,\n",
       "       -0.04971611, -0.13765821,  0.11503883, -0.07770099, -0.11300616,\n",
       "        0.1218595 , -0.03422092,  0.01087055, -0.10792209,  0.05589977,\n",
       "       -0.03230501, -0.11581805, -0.03434241, -0.01238403,  0.04088522,\n",
       "       -0.11554585, -0.00223159,  0.04163302,  0.12468044,  0.05231282,\n",
       "        0.09476303,  0.02324963,  0.03771982,  0.06095295,  0.01083921,\n",
       "       -0.01380353, -0.0119059 ,  0.06805717,  0.0034917 , -0.0542572 ,\n",
       "       -0.15645616, -0.03997285, -0.07100532,  0.05465673,  0.05896325,\n",
       "       -0.06551187,  0.00857765, -0.02735864,  0.08222295,  0.01062156,\n",
       "        0.06016934,  0.10652033, -0.00952904, -0.1254357 , -0.07844101,\n",
       "       -0.16906057, -0.13434316, -0.00436148,  0.00138028,  0.06384083,\n",
       "       -0.01264155,  0.00269209,  0.00694853,  0.11816404, -0.0759501 ,\n",
       "       -0.02528765,  0.05979298,  0.02755857, -0.10545427,  0.06282666,\n",
       "       -0.0539236 ,  0.13306946, -0.02769589, -0.02673101, -0.05110138,\n",
       "       -0.01020796, -0.14953521,  0.04422655, -0.1044988 , -0.00659842,\n",
       "        0.05172754, -0.08780167,  0.07768916, -0.03853337,  0.143451  ],\n",
       "      dtype=float32)"
      ]
     },
     "execution_count": 32,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "doc2vec_model.infer_vector(token_trainset.iloc[0])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Int64Index([    3,     6,     8,    18,    19,    21,    25,    39,    43,\n",
       "               52,\n",
       "            ...\n",
       "            89560, 89563, 89565, 89567, 89569, 89573, 89593, 89598, 89599,\n",
       "            89606],\n",
       "           dtype='int64', length=17922)"
      ]
     },
     "execution_count": 33,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "token_trainset.index"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {},
   "outputs": [],
   "source": [
    "trainset = pd.read_pickle('../project/article_plagiarism/test.pkl')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {},
   "outputs": [],
   "source": [
    "df = pd.DataFrame({'source': trainset['source'], 'tokens': token_trainset})"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "((17922,), (17922,))"
      ]
     },
     "execution_count": 43,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "trainset['source'].shape, token_trainset.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Int64Index([    3,     6,     8,    18,    19,    21,    25,    39,    43,\n",
       "               52,\n",
       "            ...\n",
       "            89560, 89563, 89565, 89567, 89569, 89573, 89593, 89598, 89599,\n",
       "            89606],\n",
       "           dtype='int64', length=17922)"
      ]
     },
     "execution_count": 46,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.index"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Int64Index([    3,     6,     8,    18,    19,    21,    25,    39,    43,\n",
       "               52,\n",
       "            ...\n",
       "            89560, 89563, 89565, 89567, 89569, 89573, 89593, 89598, 89599,\n",
       "            89606],\n",
       "           dtype='int64', length=17922)"
      ]
     },
     "execution_count": 47,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "trainset.index"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Int64Index([    3,     6,     8,    18,    19,    21,    25,    39,    43,\n",
       "               52,\n",
       "            ...\n",
       "            89560, 89563, 89565, 89567, 89569, 89573, 89593, 89598, 89599,\n",
       "            89606],\n",
       "           dtype='int64', length=17922)"
      ]
     },
     "execution_count": 49,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "token_trainset.index"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 60,
   "metadata": {},
   "outputs": [],
   "source": [
    "doc_mat = np.vstack([doc2vec_model.infer_vector(doc) for doc in token_trainset])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 61,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(17922, 100)"
      ]
     },
     "execution_count": 61,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "doc_mat.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 77,
   "metadata": {},
   "outputs": [],
   "source": [
    "X = pd.DataFrame(data=doc_mat, index=token_trainset.index)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 78,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></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>...</th>\n",
       "      <th>90</th>\n",
       "      <th>91</th>\n",
       "      <th>92</th>\n",
       "      <th>93</th>\n",
       "      <th>94</th>\n",
       "      <th>95</th>\n",
       "      <th>96</th>\n",
       "      <th>97</th>\n",
       "      <th>98</th>\n",
       "      <th>99</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>0.144275</td>\n",
       "      <td>0.001231</td>\n",
       "      <td>0.053709</td>\n",
       "      <td>-0.023145</td>\n",
       "      <td>0.078952</td>\n",
       "      <td>0.047917</td>\n",
       "      <td>-0.079282</td>\n",
       "      <td>-0.022066</td>\n",
       "      <td>0.036724</td>\n",
       "      <td>-0.034870</td>\n",
       "      <td>...</td>\n",
       "      <td>0.020174</td>\n",
       "      <td>-0.052386</td>\n",
       "      <td>-0.003533</td>\n",
       "      <td>-0.054878</td>\n",
       "      <td>0.016841</td>\n",
       "      <td>-0.004610</td>\n",
       "      <td>-0.027946</td>\n",
       "      <td>0.044117</td>\n",
       "      <td>-0.075545</td>\n",
       "      <td>0.087555</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>-0.137507</td>\n",
       "      <td>0.099836</td>\n",
       "      <td>0.071871</td>\n",
       "      <td>0.354370</td>\n",
       "      <td>-0.162304</td>\n",
       "      <td>0.084071</td>\n",
       "      <td>0.336820</td>\n",
       "      <td>0.221262</td>\n",
       "      <td>-0.991676</td>\n",
       "      <td>-0.115737</td>\n",
       "      <td>...</td>\n",
       "      <td>0.062102</td>\n",
       "      <td>-0.482463</td>\n",
       "      <td>-0.000442</td>\n",
       "      <td>0.385664</td>\n",
       "      <td>0.041247</td>\n",
       "      <td>0.140787</td>\n",
       "      <td>0.553035</td>\n",
       "      <td>0.494058</td>\n",
       "      <td>0.165571</td>\n",
       "      <td>-0.285074</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>1.205811</td>\n",
       "      <td>-1.491974</td>\n",
       "      <td>-1.608430</td>\n",
       "      <td>-0.591831</td>\n",
       "      <td>-1.277039</td>\n",
       "      <td>0.419865</td>\n",
       "      <td>1.593256</td>\n",
       "      <td>0.849385</td>\n",
       "      <td>0.913545</td>\n",
       "      <td>0.099824</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.914903</td>\n",
       "      <td>0.222495</td>\n",
       "      <td>-1.251414</td>\n",
       "      <td>1.044982</td>\n",
       "      <td>-0.596644</td>\n",
       "      <td>0.797271</td>\n",
       "      <td>-0.109079</td>\n",
       "      <td>3.178175</td>\n",
       "      <td>1.236877</td>\n",
       "      <td>-0.695481</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>0.266536</td>\n",
       "      <td>0.165914</td>\n",
       "      <td>-0.306359</td>\n",
       "      <td>0.013677</td>\n",
       "      <td>0.256076</td>\n",
       "      <td>-0.232379</td>\n",
       "      <td>0.165085</td>\n",
       "      <td>0.030571</td>\n",
       "      <td>0.281832</td>\n",
       "      <td>-0.229632</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.235010</td>\n",
       "      <td>-0.505190</td>\n",
       "      <td>0.098333</td>\n",
       "      <td>0.139080</td>\n",
       "      <td>0.095144</td>\n",
       "      <td>0.277872</td>\n",
       "      <td>-0.039434</td>\n",
       "      <td>0.206270</td>\n",
       "      <td>-0.000684</td>\n",
       "      <td>-0.005018</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>-0.834128</td>\n",
       "      <td>-0.823494</td>\n",
       "      <td>-0.873935</td>\n",
       "      <td>1.764307</td>\n",
       "      <td>1.061579</td>\n",
       "      <td>0.225079</td>\n",
       "      <td>-0.792050</td>\n",
       "      <td>1.637965</td>\n",
       "      <td>-0.477098</td>\n",
       "      <td>-0.371314</td>\n",
       "      <td>...</td>\n",
       "      <td>0.462886</td>\n",
       "      <td>-0.367035</td>\n",
       "      <td>-1.053573</td>\n",
       "      <td>-0.999194</td>\n",
       "      <td>-1.316238</td>\n",
       "      <td>0.035311</td>\n",
       "      <td>2.066910</td>\n",
       "      <td>0.366528</td>\n",
       "      <td>-0.870468</td>\n",
       "      <td>0.756716</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>-0.428066</td>\n",
       "      <td>0.369523</td>\n",
       "      <td>-2.563719</td>\n",
       "      <td>3.866775</td>\n",
       "      <td>0.989367</td>\n",
       "      <td>0.753945</td>\n",
       "      <td>-0.102909</td>\n",
       "      <td>-1.085450</td>\n",
       "      <td>0.147499</td>\n",
       "      <td>0.046229</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.156344</td>\n",
       "      <td>-1.312937</td>\n",
       "      <td>-0.106011</td>\n",
       "      <td>-0.337326</td>\n",
       "      <td>1.182299</td>\n",
       "      <td>0.877456</td>\n",
       "      <td>0.742499</td>\n",
       "      <td>1.974844</td>\n",
       "      <td>-0.707712</td>\n",
       "      <td>-0.605362</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>0.267707</td>\n",
       "      <td>-0.106935</td>\n",
       "      <td>0.166699</td>\n",
       "      <td>0.037595</td>\n",
       "      <td>-0.132160</td>\n",
       "      <td>0.217312</td>\n",
       "      <td>-0.192255</td>\n",
       "      <td>-0.228874</td>\n",
       "      <td>-0.141200</td>\n",
       "      <td>-0.002116</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.011195</td>\n",
       "      <td>-0.152139</td>\n",
       "      <td>0.121903</td>\n",
       "      <td>0.220984</td>\n",
       "      <td>-0.089831</td>\n",
       "      <td>-0.035197</td>\n",
       "      <td>-0.018307</td>\n",
       "      <td>0.036916</td>\n",
       "      <td>-0.078940</td>\n",
       "      <td>-0.096552</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>0.038381</td>\n",
       "      <td>0.044279</td>\n",
       "      <td>0.056009</td>\n",
       "      <td>-0.091714</td>\n",
       "      <td>-0.000489</td>\n",
       "      <td>0.015278</td>\n",
       "      <td>-0.089600</td>\n",
       "      <td>0.022162</td>\n",
       "      <td>0.050614</td>\n",
       "      <td>0.003348</td>\n",
       "      <td>...</td>\n",
       "      <td>0.043060</td>\n",
       "      <td>-0.066157</td>\n",
       "      <td>0.074755</td>\n",
       "      <td>-0.092845</td>\n",
       "      <td>0.077415</td>\n",
       "      <td>0.031255</td>\n",
       "      <td>-0.023371</td>\n",
       "      <td>0.106499</td>\n",
       "      <td>-0.076039</td>\n",
       "      <td>0.121129</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43</th>\n",
       "      <td>-0.010406</td>\n",
       "      <td>-0.277625</td>\n",
       "      <td>0.602565</td>\n",
       "      <td>0.154707</td>\n",
       "      <td>0.888770</td>\n",
       "      <td>-0.046584</td>\n",
       "      <td>0.099459</td>\n",
       "      <td>0.031784</td>\n",
       "      <td>-0.411881</td>\n",
       "      <td>-0.071434</td>\n",
       "      <td>...</td>\n",
       "      <td>0.058671</td>\n",
       "      <td>0.369404</td>\n",
       "      <td>-0.929041</td>\n",
       "      <td>-0.916148</td>\n",
       "      <td>0.177227</td>\n",
       "      <td>0.242099</td>\n",
       "      <td>0.314759</td>\n",
       "      <td>-0.446068</td>\n",
       "      <td>-0.317162</td>\n",
       "      <td>-0.193556</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>52</th>\n",
       "      <td>-1.293172</td>\n",
       "      <td>0.373243</td>\n",
       "      <td>-1.318504</td>\n",
       "      <td>0.589356</td>\n",
       "      <td>-0.294379</td>\n",
       "      <td>1.401338</td>\n",
       "      <td>1.975001</td>\n",
       "      <td>1.584295</td>\n",
       "      <td>0.049155</td>\n",
       "      <td>0.557645</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.894161</td>\n",
       "      <td>-0.656510</td>\n",
       "      <td>-0.655883</td>\n",
       "      <td>-1.000518</td>\n",
       "      <td>-0.437707</td>\n",
       "      <td>0.917172</td>\n",
       "      <td>0.662583</td>\n",
       "      <td>1.439596</td>\n",
       "      <td>0.137117</td>\n",
       "      <td>2.555708</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>54</th>\n",
       "      <td>1.573523</td>\n",
       "      <td>-0.474488</td>\n",
       "      <td>-1.561772</td>\n",
       "      <td>0.151587</td>\n",
       "      <td>-0.614834</td>\n",
       "      <td>0.423571</td>\n",
       "      <td>0.795348</td>\n",
       "      <td>0.756683</td>\n",
       "      <td>-0.982677</td>\n",
       "      <td>-1.303390</td>\n",
       "      <td>...</td>\n",
       "      <td>0.573787</td>\n",
       "      <td>-0.253581</td>\n",
       "      <td>-0.513930</td>\n",
       "      <td>-0.735512</td>\n",
       "      <td>-0.173469</td>\n",
       "      <td>0.523867</td>\n",
       "      <td>0.249299</td>\n",
       "      <td>-0.127131</td>\n",
       "      <td>-0.374216</td>\n",
       "      <td>0.766230</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>59</th>\n",
       "      <td>-0.048429</td>\n",
       "      <td>-0.465336</td>\n",
       "      <td>0.016691</td>\n",
       "      <td>0.537232</td>\n",
       "      <td>0.018186</td>\n",
       "      <td>0.044843</td>\n",
       "      <td>-0.170655</td>\n",
       "      <td>0.390729</td>\n",
       "      <td>-0.092863</td>\n",
       "      <td>0.320933</td>\n",
       "      <td>...</td>\n",
       "      <td>0.181982</td>\n",
       "      <td>-0.139696</td>\n",
       "      <td>0.000715</td>\n",
       "      <td>-0.059482</td>\n",
       "      <td>-0.299853</td>\n",
       "      <td>0.642016</td>\n",
       "      <td>-0.142542</td>\n",
       "      <td>-0.213534</td>\n",
       "      <td>-0.346733</td>\n",
       "      <td>0.170587</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>70</th>\n",
       "      <td>0.973686</td>\n",
       "      <td>0.320052</td>\n",
       "      <td>-1.947714</td>\n",
       "      <td>-0.420397</td>\n",
       "      <td>0.488761</td>\n",
       "      <td>0.451954</td>\n",
       "      <td>0.555655</td>\n",
       "      <td>0.707697</td>\n",
       "      <td>-2.229415</td>\n",
       "      <td>0.751591</td>\n",
       "      <td>...</td>\n",
       "      <td>0.861126</td>\n",
       "      <td>-0.247086</td>\n",
       "      <td>-0.234445</td>\n",
       "      <td>-0.649112</td>\n",
       "      <td>0.339033</td>\n",
       "      <td>1.136916</td>\n",
       "      <td>0.389846</td>\n",
       "      <td>1.404959</td>\n",
       "      <td>-1.115815</td>\n",
       "      <td>1.420858</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>71</th>\n",
       "      <td>0.282434</td>\n",
       "      <td>0.582262</td>\n",
       "      <td>-0.118250</td>\n",
       "      <td>-0.075789</td>\n",
       "      <td>-0.418994</td>\n",
       "      <td>0.474284</td>\n",
       "      <td>-0.185023</td>\n",
       "      <td>-0.403571</td>\n",
       "      <td>0.533353</td>\n",
       "      <td>-1.212063</td>\n",
       "      <td>...</td>\n",
       "      <td>0.477204</td>\n",
       "      <td>0.071827</td>\n",
       "      <td>0.718064</td>\n",
       "      <td>-0.351224</td>\n",
       "      <td>-0.747009</td>\n",
       "      <td>-0.262069</td>\n",
       "      <td>-0.717963</td>\n",
       "      <td>0.449011</td>\n",
       "      <td>-0.212573</td>\n",
       "      <td>0.009616</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>76</th>\n",
       "      <td>0.175851</td>\n",
       "      <td>0.031035</td>\n",
       "      <td>0.215580</td>\n",
       "      <td>-0.006519</td>\n",
       "      <td>-0.083452</td>\n",
       "      <td>0.113346</td>\n",
       "      <td>0.329940</td>\n",
       "      <td>0.119115</td>\n",
       "      <td>-0.116582</td>\n",
       "      <td>0.014773</td>\n",
       "      <td>...</td>\n",
       "      <td>0.239007</td>\n",
       "      <td>0.432613</td>\n",
       "      <td>-0.127290</td>\n",
       "      <td>0.469054</td>\n",
       "      <td>-0.280581</td>\n",
       "      <td>0.127574</td>\n",
       "      <td>-0.055020</td>\n",
       "      <td>-0.058620</td>\n",
       "      <td>0.061061</td>\n",
       "      <td>0.181649</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>78</th>\n",
       "      <td>0.313643</td>\n",
       "      <td>0.003120</td>\n",
       "      <td>0.039662</td>\n",
       "      <td>-0.416997</td>\n",
       "      <td>-0.479078</td>\n",
       "      <td>0.222106</td>\n",
       "      <td>-0.232474</td>\n",
       "      <td>0.016642</td>\n",
       "      <td>0.068671</td>\n",
       "      <td>0.285408</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.130798</td>\n",
       "      <td>0.401420</td>\n",
       "      <td>0.203933</td>\n",
       "      <td>0.381057</td>\n",
       "      <td>0.223699</td>\n",
       "      <td>-0.518545</td>\n",
       "      <td>-0.102015</td>\n",
       "      <td>0.387046</td>\n",
       "      <td>-0.177839</td>\n",
       "      <td>-0.064932</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>80</th>\n",
       "      <td>-0.064887</td>\n",
       "      <td>0.358396</td>\n",
       "      <td>-0.543194</td>\n",
       "      <td>-0.481033</td>\n",
       "      <td>-0.268243</td>\n",
       "      <td>-0.740901</td>\n",
       "      <td>0.400856</td>\n",
       "      <td>0.214810</td>\n",
       "      <td>0.140263</td>\n",
       "      <td>-0.884701</td>\n",
       "      <td>...</td>\n",
       "      <td>0.276893</td>\n",
       "      <td>-0.260639</td>\n",
       "      <td>-0.055720</td>\n",
       "      <td>-0.366428</td>\n",
       "      <td>0.076236</td>\n",
       "      <td>0.045371</td>\n",
       "      <td>-0.812588</td>\n",
       "      <td>0.013625</td>\n",
       "      <td>-0.341130</td>\n",
       "      <td>-0.540271</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>81</th>\n",
       "      <td>0.423343</td>\n",
       "      <td>0.191463</td>\n",
       "      <td>0.002202</td>\n",
       "      <td>0.229687</td>\n",
       "      <td>0.623862</td>\n",
       "      <td>-0.433815</td>\n",
       "      <td>0.549614</td>\n",
       "      <td>0.457221</td>\n",
       "      <td>-0.537395</td>\n",
       "      <td>0.134011</td>\n",
       "      <td>...</td>\n",
       "      <td>0.003821</td>\n",
       "      <td>0.223053</td>\n",
       "      <td>-0.245922</td>\n",
       "      <td>-0.573608</td>\n",
       "      <td>0.104052</td>\n",
       "      <td>0.723190</td>\n",
       "      <td>0.179316</td>\n",
       "      <td>-0.318586</td>\n",
       "      <td>-0.224898</td>\n",
       "      <td>-0.187050</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>82</th>\n",
       "      <td>0.107455</td>\n",
       "      <td>0.225968</td>\n",
       "      <td>0.097473</td>\n",
       "      <td>-0.219612</td>\n",
       "      <td>0.288036</td>\n",
       "      <td>-0.381934</td>\n",
       "      <td>0.203353</td>\n",
       "      <td>-0.114712</td>\n",
       "      <td>-0.023645</td>\n",
       "      <td>0.205051</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.200472</td>\n",
       "      <td>-0.241232</td>\n",
       "      <td>0.037634</td>\n",
       "      <td>0.001556</td>\n",
       "      <td>-0.255842</td>\n",
       "      <td>-0.103077</td>\n",
       "      <td>0.047189</td>\n",
       "      <td>0.184843</td>\n",
       "      <td>0.436966</td>\n",
       "      <td>0.097722</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>87</th>\n",
       "      <td>0.183322</td>\n",
       "      <td>0.099439</td>\n",
       "      <td>0.013639</td>\n",
       "      <td>-0.177833</td>\n",
       "      <td>0.084192</td>\n",
       "      <td>0.151285</td>\n",
       "      <td>-0.052439</td>\n",
       "      <td>0.049974</td>\n",
       "      <td>-0.081640</td>\n",
       "      <td>0.170170</td>\n",
       "      <td>...</td>\n",
       "      <td>0.036413</td>\n",
       "      <td>0.070240</td>\n",
       "      <td>-0.017217</td>\n",
       "      <td>-0.118757</td>\n",
       "      <td>0.159678</td>\n",
       "      <td>0.125345</td>\n",
       "      <td>0.202538</td>\n",
       "      <td>0.346005</td>\n",
       "      <td>-0.067443</td>\n",
       "      <td>-0.027625</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>92</th>\n",
       "      <td>0.176445</td>\n",
       "      <td>0.181721</td>\n",
       "      <td>-0.438121</td>\n",
       "      <td>0.140409</td>\n",
       "      <td>0.390769</td>\n",
       "      <td>-0.178491</td>\n",
       "      <td>-0.005756</td>\n",
       "      <td>-0.150826</td>\n",
       "      <td>-0.170081</td>\n",
       "      <td>-0.429306</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.052911</td>\n",
       "      <td>-0.353883</td>\n",
       "      <td>0.045278</td>\n",
       "      <td>0.369554</td>\n",
       "      <td>0.047581</td>\n",
       "      <td>0.051959</td>\n",
       "      <td>-0.326770</td>\n",
       "      <td>-0.135016</td>\n",
       "      <td>-0.485471</td>\n",
       "      <td>0.055850</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>95</th>\n",
       "      <td>-0.379777</td>\n",
       "      <td>-0.375152</td>\n",
       "      <td>0.314392</td>\n",
       "      <td>0.294445</td>\n",
       "      <td>-0.052279</td>\n",
       "      <td>-0.354656</td>\n",
       "      <td>0.079968</td>\n",
       "      <td>0.619503</td>\n",
       "      <td>0.137197</td>\n",
       "      <td>-0.057360</td>\n",
       "      <td>...</td>\n",
       "      <td>0.631859</td>\n",
       "      <td>-0.264702</td>\n",
       "      <td>0.129340</td>\n",
       "      <td>0.089715</td>\n",
       "      <td>0.323824</td>\n",
       "      <td>-1.376254</td>\n",
       "      <td>0.064611</td>\n",
       "      <td>0.569698</td>\n",
       "      <td>0.179270</td>\n",
       "      <td>-0.212583</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>99</th>\n",
       "      <td>-0.037606</td>\n",
       "      <td>0.204237</td>\n",
       "      <td>-0.274763</td>\n",
       "      <td>-0.380527</td>\n",
       "      <td>0.064991</td>\n",
       "      <td>0.352742</td>\n",
       "      <td>0.156044</td>\n",
       "      <td>0.130667</td>\n",
       "      <td>-0.310697</td>\n",
       "      <td>-0.075284</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.091259</td>\n",
       "      <td>-0.113520</td>\n",
       "      <td>0.099205</td>\n",
       "      <td>0.078121</td>\n",
       "      <td>-0.030573</td>\n",
       "      <td>-0.207697</td>\n",
       "      <td>-0.034430</td>\n",
       "      <td>-0.143139</td>\n",
       "      <td>-0.509030</td>\n",
       "      <td>-0.001942</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>100</th>\n",
       "      <td>0.106025</td>\n",
       "      <td>0.059670</td>\n",
       "      <td>0.000975</td>\n",
       "      <td>-0.150619</td>\n",
       "      <td>-0.013497</td>\n",
       "      <td>0.016984</td>\n",
       "      <td>-0.006369</td>\n",
       "      <td>0.119116</td>\n",
       "      <td>0.083853</td>\n",
       "      <td>-0.050001</td>\n",
       "      <td>...</td>\n",
       "      <td>0.060251</td>\n",
       "      <td>-0.099848</td>\n",
       "      <td>-0.004642</td>\n",
       "      <td>-0.078589</td>\n",
       "      <td>0.058398</td>\n",
       "      <td>0.054078</td>\n",
       "      <td>0.069294</td>\n",
       "      <td>0.184843</td>\n",
       "      <td>-0.150095</td>\n",
       "      <td>-0.103503</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>104</th>\n",
       "      <td>-0.001737</td>\n",
       "      <td>0.139416</td>\n",
       "      <td>-0.041103</td>\n",
       "      <td>-0.119165</td>\n",
       "      <td>0.102785</td>\n",
       "      <td>-0.220229</td>\n",
       "      <td>-0.053822</td>\n",
       "      <td>0.043936</td>\n",
       "      <td>0.205100</td>\n",
       "      <td>0.021122</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.007657</td>\n",
       "      <td>-0.240163</td>\n",
       "      <td>-0.103901</td>\n",
       "      <td>0.103532</td>\n",
       "      <td>0.015847</td>\n",
       "      <td>0.135142</td>\n",
       "      <td>-0.035372</td>\n",
       "      <td>-0.210711</td>\n",
       "      <td>-0.084872</td>\n",
       "      <td>-0.122907</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>105</th>\n",
       "      <td>-0.054027</td>\n",
       "      <td>-0.721810</td>\n",
       "      <td>1.002212</td>\n",
       "      <td>-0.090394</td>\n",
       "      <td>0.323818</td>\n",
       "      <td>-0.011221</td>\n",
       "      <td>-0.481175</td>\n",
       "      <td>0.006387</td>\n",
       "      <td>0.168590</td>\n",
       "      <td>-0.518609</td>\n",
       "      <td>...</td>\n",
       "      <td>0.018648</td>\n",
       "      <td>-0.164772</td>\n",
       "      <td>-0.306906</td>\n",
       "      <td>-1.701173</td>\n",
       "      <td>0.093441</td>\n",
       "      <td>0.032100</td>\n",
       "      <td>0.208566</td>\n",
       "      <td>-0.360593</td>\n",
       "      <td>-0.174302</td>\n",
       "      <td>-0.157491</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>109</th>\n",
       "      <td>0.591201</td>\n",
       "      <td>-0.335966</td>\n",
       "      <td>-0.078955</td>\n",
       "      <td>-0.090489</td>\n",
       "      <td>0.078308</td>\n",
       "      <td>-0.127615</td>\n",
       "      <td>-0.375429</td>\n",
       "      <td>-0.008974</td>\n",
       "      <td>0.187169</td>\n",
       "      <td>-0.601170</td>\n",
       "      <td>...</td>\n",
       "      <td>0.769208</td>\n",
       "      <td>-0.345046</td>\n",
       "      <td>-0.006787</td>\n",
       "      <td>-0.451609</td>\n",
       "      <td>-0.118933</td>\n",
       "      <td>-0.331254</td>\n",
       "      <td>0.366610</td>\n",
       "      <td>0.468991</td>\n",
       "      <td>-0.867076</td>\n",
       "      <td>0.303028</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>112</th>\n",
       "      <td>-1.475798</td>\n",
       "      <td>0.222505</td>\n",
       "      <td>-0.792359</td>\n",
       "      <td>0.307870</td>\n",
       "      <td>1.280902</td>\n",
       "      <td>0.448060</td>\n",
       "      <td>0.134088</td>\n",
       "      <td>-0.510985</td>\n",
       "      <td>-0.368384</td>\n",
       "      <td>0.609093</td>\n",
       "      <td>...</td>\n",
       "      <td>0.209173</td>\n",
       "      <td>-0.857215</td>\n",
       "      <td>0.210796</td>\n",
       "      <td>-0.527043</td>\n",
       "      <td>0.006316</td>\n",
       "      <td>0.457142</td>\n",
       "      <td>0.232499</td>\n",
       "      <td>0.464240</td>\n",
       "      <td>-0.167028</td>\n",
       "      <td>1.899412</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>117</th>\n",
       "      <td>0.233020</td>\n",
       "      <td>0.046754</td>\n",
       "      <td>-1.460563</td>\n",
       "      <td>0.416555</td>\n",
       "      <td>1.976612</td>\n",
       "      <td>-0.184225</td>\n",
       "      <td>0.690038</td>\n",
       "      <td>-0.474775</td>\n",
       "      <td>-0.072158</td>\n",
       "      <td>-0.434707</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.808989</td>\n",
       "      <td>0.228353</td>\n",
       "      <td>0.128399</td>\n",
       "      <td>0.322781</td>\n",
       "      <td>0.560648</td>\n",
       "      <td>-0.022820</td>\n",
       "      <td>0.786978</td>\n",
       "      <td>1.265632</td>\n",
       "      <td>0.561306</td>\n",
       "      <td>0.930114</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>123</th>\n",
       "      <td>-0.525314</td>\n",
       "      <td>0.624237</td>\n",
       "      <td>-0.337453</td>\n",
       "      <td>-0.193917</td>\n",
       "      <td>-0.337618</td>\n",
       "      <td>-0.565923</td>\n",
       "      <td>-0.494580</td>\n",
       "      <td>0.608766</td>\n",
       "      <td>-0.397602</td>\n",
       "      <td>-0.611549</td>\n",
       "      <td>...</td>\n",
       "      <td>0.083674</td>\n",
       "      <td>-0.391940</td>\n",
       "      <td>-0.026378</td>\n",
       "      <td>-0.872423</td>\n",
       "      <td>-0.373188</td>\n",
       "      <td>-0.295934</td>\n",
       "      <td>-0.474603</td>\n",
       "      <td>-0.034956</td>\n",
       "      <td>-0.074344</td>\n",
       "      <td>-0.316176</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",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>89441</th>\n",
       "      <td>0.415940</td>\n",
       "      <td>0.157906</td>\n",
       "      <td>0.243039</td>\n",
       "      <td>0.091152</td>\n",
       "      <td>0.155122</td>\n",
       "      <td>0.096891</td>\n",
       "      <td>-0.228844</td>\n",
       "      <td>-0.078381</td>\n",
       "      <td>-0.074208</td>\n",
       "      <td>0.002729</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.008297</td>\n",
       "      <td>0.015791</td>\n",
       "      <td>0.112229</td>\n",
       "      <td>0.224691</td>\n",
       "      <td>0.223445</td>\n",
       "      <td>-0.015882</td>\n",
       "      <td>0.161292</td>\n",
       "      <td>0.230822</td>\n",
       "      <td>0.349962</td>\n",
       "      <td>0.132754</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>89446</th>\n",
       "      <td>0.032208</td>\n",
       "      <td>-0.104253</td>\n",
       "      <td>0.010381</td>\n",
       "      <td>-0.189282</td>\n",
       "      <td>-0.105957</td>\n",
       "      <td>0.280583</td>\n",
       "      <td>-0.135013</td>\n",
       "      <td>-0.189668</td>\n",
       "      <td>0.066131</td>\n",
       "      <td>-0.037449</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.089993</td>\n",
       "      <td>0.104934</td>\n",
       "      <td>-0.076266</td>\n",
       "      <td>-0.001705</td>\n",
       "      <td>0.206245</td>\n",
       "      <td>-0.132404</td>\n",
       "      <td>-0.095846</td>\n",
       "      <td>0.102318</td>\n",
       "      <td>-0.143414</td>\n",
       "      <td>-0.021254</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>89458</th>\n",
       "      <td>0.176946</td>\n",
       "      <td>0.101112</td>\n",
       "      <td>0.107909</td>\n",
       "      <td>-0.030373</td>\n",
       "      <td>-0.119819</td>\n",
       "      <td>-0.090352</td>\n",
       "      <td>-0.081485</td>\n",
       "      <td>-0.157112</td>\n",
       "      <td>0.001907</td>\n",
       "      <td>0.019623</td>\n",
       "      <td>...</td>\n",
       "      <td>0.079315</td>\n",
       "      <td>-0.145837</td>\n",
       "      <td>-0.138065</td>\n",
       "      <td>-0.036252</td>\n",
       "      <td>-0.036614</td>\n",
       "      <td>0.190890</td>\n",
       "      <td>-0.177963</td>\n",
       "      <td>-0.117405</td>\n",
       "      <td>0.038264</td>\n",
       "      <td>0.069021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>89460</th>\n",
       "      <td>0.111904</td>\n",
       "      <td>0.073467</td>\n",
       "      <td>-0.000200</td>\n",
       "      <td>-0.256471</td>\n",
       "      <td>0.005331</td>\n",
       "      <td>-0.022530</td>\n",
       "      <td>0.002811</td>\n",
       "      <td>0.051682</td>\n",
       "      <td>0.138479</td>\n",
       "      <td>-0.003698</td>\n",
       "      <td>...</td>\n",
       "      <td>0.401185</td>\n",
       "      <td>-0.043318</td>\n",
       "      <td>0.247814</td>\n",
       "      <td>0.000454</td>\n",
       "      <td>-0.016252</td>\n",
       "      <td>0.089751</td>\n",
       "      <td>0.052603</td>\n",
       "      <td>0.229303</td>\n",
       "      <td>-0.352652</td>\n",
       "      <td>-0.169434</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>89472</th>\n",
       "      <td>0.164971</td>\n",
       "      <td>0.069972</td>\n",
       "      <td>-0.046749</td>\n",
       "      <td>-0.130518</td>\n",
       "      <td>-0.031381</td>\n",
       "      <td>0.038611</td>\n",
       "      <td>-0.035526</td>\n",
       "      <td>0.131182</td>\n",
       "      <td>-0.007650</td>\n",
       "      <td>-0.091230</td>\n",
       "      <td>...</td>\n",
       "      <td>0.001190</td>\n",
       "      <td>-0.003740</td>\n",
       "      <td>0.012572</td>\n",
       "      <td>-0.120641</td>\n",
       "      <td>0.008180</td>\n",
       "      <td>0.071111</td>\n",
       "      <td>0.082433</td>\n",
       "      <td>0.168059</td>\n",
       "      <td>-0.176276</td>\n",
       "      <td>-0.118491</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>89473</th>\n",
       "      <td>0.120394</td>\n",
       "      <td>0.077887</td>\n",
       "      <td>-0.013013</td>\n",
       "      <td>-0.114401</td>\n",
       "      <td>0.047980</td>\n",
       "      <td>0.072596</td>\n",
       "      <td>-0.152416</td>\n",
       "      <td>0.104371</td>\n",
       "      <td>0.002969</td>\n",
       "      <td>-0.030328</td>\n",
       "      <td>...</td>\n",
       "      <td>0.037128</td>\n",
       "      <td>-0.001609</td>\n",
       "      <td>-0.041749</td>\n",
       "      <td>-0.153653</td>\n",
       "      <td>-0.009016</td>\n",
       "      <td>-0.036032</td>\n",
       "      <td>0.054199</td>\n",
       "      <td>0.147075</td>\n",
       "      <td>-0.122200</td>\n",
       "      <td>-0.119947</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>89474</th>\n",
       "      <td>0.124219</td>\n",
       "      <td>0.039153</td>\n",
       "      <td>-0.036271</td>\n",
       "      <td>-0.111229</td>\n",
       "      <td>0.034725</td>\n",
       "      <td>0.093383</td>\n",
       "      <td>0.042648</td>\n",
       "      <td>0.095693</td>\n",
       "      <td>-0.014635</td>\n",
       "      <td>-0.054146</td>\n",
       "      <td>...</td>\n",
       "      <td>0.059222</td>\n",
       "      <td>-0.004543</td>\n",
       "      <td>-0.028079</td>\n",
       "      <td>-0.106543</td>\n",
       "      <td>0.068562</td>\n",
       "      <td>0.078600</td>\n",
       "      <td>0.087081</td>\n",
       "      <td>0.184641</td>\n",
       "      <td>-0.173621</td>\n",
       "      <td>-0.057047</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>89479</th>\n",
       "      <td>-0.151520</td>\n",
       "      <td>-0.134146</td>\n",
       "      <td>-0.083393</td>\n",
       "      <td>-0.386540</td>\n",
       "      <td>0.286943</td>\n",
       "      <td>-0.150852</td>\n",
       "      <td>0.164485</td>\n",
       "      <td>0.103109</td>\n",
       "      <td>-0.302538</td>\n",
       "      <td>0.623228</td>\n",
       "      <td>...</td>\n",
       "      <td>0.025747</td>\n",
       "      <td>0.078047</td>\n",
       "      <td>0.207380</td>\n",
       "      <td>0.322746</td>\n",
       "      <td>-0.090615</td>\n",
       "      <td>0.179359</td>\n",
       "      <td>0.166231</td>\n",
       "      <td>-0.453340</td>\n",
       "      <td>-0.282150</td>\n",
       "      <td>0.468821</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>89480</th>\n",
       "      <td>-0.105454</td>\n",
       "      <td>-0.016239</td>\n",
       "      <td>-0.336703</td>\n",
       "      <td>-0.422655</td>\n",
       "      <td>-0.020324</td>\n",
       "      <td>0.480911</td>\n",
       "      <td>0.328796</td>\n",
       "      <td>0.012944</td>\n",
       "      <td>-0.148617</td>\n",
       "      <td>0.358523</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.075091</td>\n",
       "      <td>0.331401</td>\n",
       "      <td>-0.425102</td>\n",
       "      <td>0.462297</td>\n",
       "      <td>0.088988</td>\n",
       "      <td>-0.068436</td>\n",
       "      <td>0.286557</td>\n",
       "      <td>-0.365948</td>\n",
       "      <td>-0.247678</td>\n",
       "      <td>0.413877</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>89487</th>\n",
       "      <td>0.139849</td>\n",
       "      <td>-0.001742</td>\n",
       "      <td>0.075611</td>\n",
       "      <td>-0.109661</td>\n",
       "      <td>-0.035183</td>\n",
       "      <td>-0.109782</td>\n",
       "      <td>0.009708</td>\n",
       "      <td>-0.047628</td>\n",
       "      <td>-0.169489</td>\n",
       "      <td>0.052280</td>\n",
       "      <td>...</td>\n",
       "      <td>0.041931</td>\n",
       "      <td>-0.053926</td>\n",
       "      <td>-0.003551</td>\n",
       "      <td>-0.050982</td>\n",
       "      <td>0.111738</td>\n",
       "      <td>-0.026810</td>\n",
       "      <td>0.209518</td>\n",
       "      <td>0.154805</td>\n",
       "      <td>-0.115551</td>\n",
       "      <td>-0.189460</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>89492</th>\n",
       "      <td>0.180647</td>\n",
       "      <td>-0.084953</td>\n",
       "      <td>0.001686</td>\n",
       "      <td>-0.072763</td>\n",
       "      <td>0.025921</td>\n",
       "      <td>-0.126211</td>\n",
       "      <td>0.021226</td>\n",
       "      <td>0.097742</td>\n",
       "      <td>-0.056075</td>\n",
       "      <td>0.129222</td>\n",
       "      <td>...</td>\n",
       "      <td>0.168221</td>\n",
       "      <td>-0.020446</td>\n",
       "      <td>-0.002582</td>\n",
       "      <td>-0.117609</td>\n",
       "      <td>0.031631</td>\n",
       "      <td>-0.038480</td>\n",
       "      <td>0.228989</td>\n",
       "      <td>0.225023</td>\n",
       "      <td>-0.070252</td>\n",
       "      <td>-0.185769</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>89504</th>\n",
       "      <td>0.105536</td>\n",
       "      <td>-0.045128</td>\n",
       "      <td>0.073719</td>\n",
       "      <td>0.037028</td>\n",
       "      <td>0.070214</td>\n",
       "      <td>-0.044030</td>\n",
       "      <td>-0.023821</td>\n",
       "      <td>0.051613</td>\n",
       "      <td>-0.034005</td>\n",
       "      <td>-0.030630</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.010738</td>\n",
       "      <td>-0.029455</td>\n",
       "      <td>0.005861</td>\n",
       "      <td>0.087343</td>\n",
       "      <td>0.044329</td>\n",
       "      <td>-0.025803</td>\n",
       "      <td>0.006759</td>\n",
       "      <td>-0.045755</td>\n",
       "      <td>-0.138915</td>\n",
       "      <td>0.009503</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>89508</th>\n",
       "      <td>0.121217</td>\n",
       "      <td>0.123188</td>\n",
       "      <td>-0.067347</td>\n",
       "      <td>-0.113788</td>\n",
       "      <td>0.016130</td>\n",
       "      <td>0.063852</td>\n",
       "      <td>-0.052323</td>\n",
       "      <td>0.108680</td>\n",
       "      <td>0.032230</td>\n",
       "      <td>-0.073676</td>\n",
       "      <td>...</td>\n",
       "      <td>0.070238</td>\n",
       "      <td>-0.022569</td>\n",
       "      <td>-0.008073</td>\n",
       "      <td>-0.047476</td>\n",
       "      <td>0.061714</td>\n",
       "      <td>0.062940</td>\n",
       "      <td>0.050936</td>\n",
       "      <td>0.124209</td>\n",
       "      <td>-0.179284</td>\n",
       "      <td>-0.105704</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>89518</th>\n",
       "      <td>0.080660</td>\n",
       "      <td>0.155514</td>\n",
       "      <td>-0.089424</td>\n",
       "      <td>-0.064424</td>\n",
       "      <td>-0.029498</td>\n",
       "      <td>0.078646</td>\n",
       "      <td>-0.012456</td>\n",
       "      <td>0.093182</td>\n",
       "      <td>0.040962</td>\n",
       "      <td>-0.111342</td>\n",
       "      <td>...</td>\n",
       "      <td>0.067859</td>\n",
       "      <td>-0.111011</td>\n",
       "      <td>-0.014610</td>\n",
       "      <td>-0.028042</td>\n",
       "      <td>-0.001297</td>\n",
       "      <td>0.056702</td>\n",
       "      <td>0.042132</td>\n",
       "      <td>0.143385</td>\n",
       "      <td>-0.059410</td>\n",
       "      <td>-0.128093</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>89528</th>\n",
       "      <td>-0.335858</td>\n",
       "      <td>0.247208</td>\n",
       "      <td>-0.177034</td>\n",
       "      <td>1.452492</td>\n",
       "      <td>-0.442758</td>\n",
       "      <td>0.340811</td>\n",
       "      <td>0.156473</td>\n",
       "      <td>0.284133</td>\n",
       "      <td>-0.835156</td>\n",
       "      <td>0.518685</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.505281</td>\n",
       "      <td>1.140179</td>\n",
       "      <td>0.126637</td>\n",
       "      <td>0.470456</td>\n",
       "      <td>-0.234487</td>\n",
       "      <td>-0.193284</td>\n",
       "      <td>0.507649</td>\n",
       "      <td>0.072892</td>\n",
       "      <td>0.596673</td>\n",
       "      <td>-0.293545</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>89533</th>\n",
       "      <td>0.133949</td>\n",
       "      <td>0.018021</td>\n",
       "      <td>0.048873</td>\n",
       "      <td>0.050061</td>\n",
       "      <td>0.050171</td>\n",
       "      <td>0.094754</td>\n",
       "      <td>-0.045152</td>\n",
       "      <td>0.057981</td>\n",
       "      <td>0.142698</td>\n",
       "      <td>-0.108264</td>\n",
       "      <td>...</td>\n",
       "      <td>0.038771</td>\n",
       "      <td>0.075469</td>\n",
       "      <td>-0.057776</td>\n",
       "      <td>0.032674</td>\n",
       "      <td>0.040998</td>\n",
       "      <td>-0.057272</td>\n",
       "      <td>0.157110</td>\n",
       "      <td>-0.017635</td>\n",
       "      <td>-0.062692</td>\n",
       "      <td>0.125674</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>89534</th>\n",
       "      <td>0.223412</td>\n",
       "      <td>-0.002602</td>\n",
       "      <td>0.072453</td>\n",
       "      <td>-0.065387</td>\n",
       "      <td>-0.003706</td>\n",
       "      <td>0.042063</td>\n",
       "      <td>-0.064389</td>\n",
       "      <td>0.010883</td>\n",
       "      <td>0.200439</td>\n",
       "      <td>-0.111656</td>\n",
       "      <td>...</td>\n",
       "      <td>0.080335</td>\n",
       "      <td>0.128602</td>\n",
       "      <td>0.001452</td>\n",
       "      <td>0.002671</td>\n",
       "      <td>0.050179</td>\n",
       "      <td>0.035898</td>\n",
       "      <td>0.102145</td>\n",
       "      <td>-0.044900</td>\n",
       "      <td>-0.124751</td>\n",
       "      <td>0.090687</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>89538</th>\n",
       "      <td>0.136879</td>\n",
       "      <td>0.011621</td>\n",
       "      <td>-0.086430</td>\n",
       "      <td>-0.361448</td>\n",
       "      <td>0.143143</td>\n",
       "      <td>-0.304725</td>\n",
       "      <td>-0.282150</td>\n",
       "      <td>-0.006798</td>\n",
       "      <td>-0.315497</td>\n",
       "      <td>-0.050654</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.241939</td>\n",
       "      <td>-0.236033</td>\n",
       "      <td>-0.068362</td>\n",
       "      <td>0.592876</td>\n",
       "      <td>0.311284</td>\n",
       "      <td>0.205526</td>\n",
       "      <td>-0.028753</td>\n",
       "      <td>0.129993</td>\n",
       "      <td>-0.685668</td>\n",
       "      <td>-0.189064</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>89543</th>\n",
       "      <td>0.139953</td>\n",
       "      <td>0.002164</td>\n",
       "      <td>0.083392</td>\n",
       "      <td>-0.155176</td>\n",
       "      <td>-0.170828</td>\n",
       "      <td>-0.069262</td>\n",
       "      <td>-0.135512</td>\n",
       "      <td>0.072436</td>\n",
       "      <td>-0.034221</td>\n",
       "      <td>-0.006364</td>\n",
       "      <td>...</td>\n",
       "      <td>0.063170</td>\n",
       "      <td>0.016798</td>\n",
       "      <td>0.020052</td>\n",
       "      <td>-0.081386</td>\n",
       "      <td>-0.058013</td>\n",
       "      <td>-0.042996</td>\n",
       "      <td>0.077796</td>\n",
       "      <td>-0.066139</td>\n",
       "      <td>-0.054208</td>\n",
       "      <td>-0.013728</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>89545</th>\n",
       "      <td>0.074341</td>\n",
       "      <td>0.043088</td>\n",
       "      <td>0.032733</td>\n",
       "      <td>-0.115503</td>\n",
       "      <td>0.008371</td>\n",
       "      <td>0.045961</td>\n",
       "      <td>-0.060930</td>\n",
       "      <td>0.023584</td>\n",
       "      <td>0.040749</td>\n",
       "      <td>0.011292</td>\n",
       "      <td>...</td>\n",
       "      <td>0.053208</td>\n",
       "      <td>-0.054341</td>\n",
       "      <td>-0.012127</td>\n",
       "      <td>-0.006326</td>\n",
       "      <td>0.104174</td>\n",
       "      <td>0.001664</td>\n",
       "      <td>0.015681</td>\n",
       "      <td>0.080987</td>\n",
       "      <td>-0.157810</td>\n",
       "      <td>-0.151379</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>89560</th>\n",
       "      <td>0.064477</td>\n",
       "      <td>-0.007777</td>\n",
       "      <td>-0.048869</td>\n",
       "      <td>-0.140844</td>\n",
       "      <td>0.043645</td>\n",
       "      <td>0.036265</td>\n",
       "      <td>-0.056077</td>\n",
       "      <td>0.021458</td>\n",
       "      <td>-0.023778</td>\n",
       "      <td>-0.000319</td>\n",
       "      <td>...</td>\n",
       "      <td>0.034834</td>\n",
       "      <td>0.064227</td>\n",
       "      <td>-0.074797</td>\n",
       "      <td>-0.115291</td>\n",
       "      <td>0.062029</td>\n",
       "      <td>0.043988</td>\n",
       "      <td>0.141744</td>\n",
       "      <td>0.118509</td>\n",
       "      <td>-0.139380</td>\n",
       "      <td>-0.151158</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>89563</th>\n",
       "      <td>0.166184</td>\n",
       "      <td>0.018724</td>\n",
       "      <td>-0.009747</td>\n",
       "      <td>-0.048389</td>\n",
       "      <td>-0.068765</td>\n",
       "      <td>0.079898</td>\n",
       "      <td>-0.006209</td>\n",
       "      <td>0.040746</td>\n",
       "      <td>-0.024120</td>\n",
       "      <td>-0.021698</td>\n",
       "      <td>...</td>\n",
       "      <td>0.007128</td>\n",
       "      <td>-0.040378</td>\n",
       "      <td>-0.126447</td>\n",
       "      <td>-0.196598</td>\n",
       "      <td>0.093417</td>\n",
       "      <td>0.004570</td>\n",
       "      <td>0.022624</td>\n",
       "      <td>0.076737</td>\n",
       "      <td>-0.113052</td>\n",
       "      <td>-0.170688</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>89565</th>\n",
       "      <td>0.038104</td>\n",
       "      <td>0.082816</td>\n",
       "      <td>-0.026922</td>\n",
       "      <td>-0.034616</td>\n",
       "      <td>0.076212</td>\n",
       "      <td>-0.047426</td>\n",
       "      <td>-0.077231</td>\n",
       "      <td>0.020430</td>\n",
       "      <td>0.024033</td>\n",
       "      <td>0.032844</td>\n",
       "      <td>...</td>\n",
       "      <td>0.002000</td>\n",
       "      <td>0.020470</td>\n",
       "      <td>0.014718</td>\n",
       "      <td>-0.061642</td>\n",
       "      <td>0.022700</td>\n",
       "      <td>-0.002150</td>\n",
       "      <td>0.066610</td>\n",
       "      <td>0.046621</td>\n",
       "      <td>-0.066838</td>\n",
       "      <td>-0.055797</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>89567</th>\n",
       "      <td>0.067735</td>\n",
       "      <td>0.113950</td>\n",
       "      <td>-0.018071</td>\n",
       "      <td>-0.126108</td>\n",
       "      <td>-0.006203</td>\n",
       "      <td>0.060734</td>\n",
       "      <td>0.100726</td>\n",
       "      <td>0.003521</td>\n",
       "      <td>0.025640</td>\n",
       "      <td>0.012877</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.024552</td>\n",
       "      <td>-0.009602</td>\n",
       "      <td>-0.081843</td>\n",
       "      <td>-0.109908</td>\n",
       "      <td>0.075225</td>\n",
       "      <td>0.096058</td>\n",
       "      <td>0.002864</td>\n",
       "      <td>0.124228</td>\n",
       "      <td>-0.056843</td>\n",
       "      <td>0.048077</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>89569</th>\n",
       "      <td>0.062390</td>\n",
       "      <td>0.095155</td>\n",
       "      <td>0.000246</td>\n",
       "      <td>-0.076393</td>\n",
       "      <td>-0.108616</td>\n",
       "      <td>0.087897</td>\n",
       "      <td>-0.000209</td>\n",
       "      <td>0.016909</td>\n",
       "      <td>0.024284</td>\n",
       "      <td>-0.046452</td>\n",
       "      <td>...</td>\n",
       "      <td>0.056394</td>\n",
       "      <td>-0.129759</td>\n",
       "      <td>-0.031422</td>\n",
       "      <td>-0.112816</td>\n",
       "      <td>-0.022125</td>\n",
       "      <td>0.096223</td>\n",
       "      <td>-0.071499</td>\n",
       "      <td>0.073754</td>\n",
       "      <td>-0.065580</td>\n",
       "      <td>0.095590</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>89573</th>\n",
       "      <td>0.110549</td>\n",
       "      <td>0.057575</td>\n",
       "      <td>0.058438</td>\n",
       "      <td>-0.092003</td>\n",
       "      <td>-0.069282</td>\n",
       "      <td>0.109292</td>\n",
       "      <td>-0.110369</td>\n",
       "      <td>0.058228</td>\n",
       "      <td>0.015166</td>\n",
       "      <td>-0.053700</td>\n",
       "      <td>...</td>\n",
       "      <td>0.033712</td>\n",
       "      <td>-0.068566</td>\n",
       "      <td>0.060551</td>\n",
       "      <td>-0.113433</td>\n",
       "      <td>-0.035751</td>\n",
       "      <td>0.022812</td>\n",
       "      <td>-0.064360</td>\n",
       "      <td>0.120083</td>\n",
       "      <td>-0.101904</td>\n",
       "      <td>-0.036440</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>89593</th>\n",
       "      <td>0.192685</td>\n",
       "      <td>-0.175961</td>\n",
       "      <td>0.384645</td>\n",
       "      <td>-0.048801</td>\n",
       "      <td>0.171754</td>\n",
       "      <td>0.389504</td>\n",
       "      <td>-0.086076</td>\n",
       "      <td>-0.127080</td>\n",
       "      <td>0.163417</td>\n",
       "      <td>0.386929</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.136378</td>\n",
       "      <td>-0.191494</td>\n",
       "      <td>-0.318368</td>\n",
       "      <td>-0.236550</td>\n",
       "      <td>-0.060701</td>\n",
       "      <td>0.109086</td>\n",
       "      <td>0.249494</td>\n",
       "      <td>0.037015</td>\n",
       "      <td>0.014500</td>\n",
       "      <td>-0.158249</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>89598</th>\n",
       "      <td>0.013920</td>\n",
       "      <td>-0.020749</td>\n",
       "      <td>-0.020041</td>\n",
       "      <td>-0.007345</td>\n",
       "      <td>-0.043407</td>\n",
       "      <td>0.079155</td>\n",
       "      <td>0.019924</td>\n",
       "      <td>0.081194</td>\n",
       "      <td>0.025134</td>\n",
       "      <td>-0.043318</td>\n",
       "      <td>...</td>\n",
       "      <td>0.058696</td>\n",
       "      <td>-0.066131</td>\n",
       "      <td>0.044357</td>\n",
       "      <td>0.001949</td>\n",
       "      <td>0.081371</td>\n",
       "      <td>0.063530</td>\n",
       "      <td>0.091718</td>\n",
       "      <td>-0.055145</td>\n",
       "      <td>-0.024920</td>\n",
       "      <td>0.009932</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>89599</th>\n",
       "      <td>0.055900</td>\n",
       "      <td>0.000650</td>\n",
       "      <td>-0.011613</td>\n",
       "      <td>0.022191</td>\n",
       "      <td>-0.074407</td>\n",
       "      <td>0.128763</td>\n",
       "      <td>-0.154890</td>\n",
       "      <td>0.139081</td>\n",
       "      <td>0.046160</td>\n",
       "      <td>-0.021728</td>\n",
       "      <td>...</td>\n",
       "      <td>0.065999</td>\n",
       "      <td>-0.126374</td>\n",
       "      <td>0.148036</td>\n",
       "      <td>-0.004694</td>\n",
       "      <td>-0.022916</td>\n",
       "      <td>-0.035013</td>\n",
       "      <td>0.026633</td>\n",
       "      <td>0.035292</td>\n",
       "      <td>-0.118502</td>\n",
       "      <td>-0.151604</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>89606</th>\n",
       "      <td>0.154443</td>\n",
       "      <td>-0.201325</td>\n",
       "      <td>0.011814</td>\n",
       "      <td>-0.157701</td>\n",
       "      <td>-0.195230</td>\n",
       "      <td>-0.068247</td>\n",
       "      <td>-0.218619</td>\n",
       "      <td>0.202756</td>\n",
       "      <td>0.057010</td>\n",
       "      <td>-0.130236</td>\n",
       "      <td>...</td>\n",
       "      <td>0.088090</td>\n",
       "      <td>0.026306</td>\n",
       "      <td>0.115352</td>\n",
       "      <td>-0.056729</td>\n",
       "      <td>-0.052400</td>\n",
       "      <td>-0.012006</td>\n",
       "      <td>0.164024</td>\n",
       "      <td>0.075215</td>\n",
       "      <td>-0.009562</td>\n",
       "      <td>0.099934</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>17922 rows × 100 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "             0         1         2         3         4         5         6   \\\n",
       "3      0.144275  0.001231  0.053709 -0.023145  0.078952  0.047917 -0.079282   \n",
       "6     -0.137507  0.099836  0.071871  0.354370 -0.162304  0.084071  0.336820   \n",
       "8      1.205811 -1.491974 -1.608430 -0.591831 -1.277039  0.419865  1.593256   \n",
       "18     0.266536  0.165914 -0.306359  0.013677  0.256076 -0.232379  0.165085   \n",
       "19    -0.834128 -0.823494 -0.873935  1.764307  1.061579  0.225079 -0.792050   \n",
       "21    -0.428066  0.369523 -2.563719  3.866775  0.989367  0.753945 -0.102909   \n",
       "25     0.267707 -0.106935  0.166699  0.037595 -0.132160  0.217312 -0.192255   \n",
       "39     0.038381  0.044279  0.056009 -0.091714 -0.000489  0.015278 -0.089600   \n",
       "43    -0.010406 -0.277625  0.602565  0.154707  0.888770 -0.046584  0.099459   \n",
       "52    -1.293172  0.373243 -1.318504  0.589356 -0.294379  1.401338  1.975001   \n",
       "54     1.573523 -0.474488 -1.561772  0.151587 -0.614834  0.423571  0.795348   \n",
       "59    -0.048429 -0.465336  0.016691  0.537232  0.018186  0.044843 -0.170655   \n",
       "70     0.973686  0.320052 -1.947714 -0.420397  0.488761  0.451954  0.555655   \n",
       "71     0.282434  0.582262 -0.118250 -0.075789 -0.418994  0.474284 -0.185023   \n",
       "76     0.175851  0.031035  0.215580 -0.006519 -0.083452  0.113346  0.329940   \n",
       "78     0.313643  0.003120  0.039662 -0.416997 -0.479078  0.222106 -0.232474   \n",
       "80    -0.064887  0.358396 -0.543194 -0.481033 -0.268243 -0.740901  0.400856   \n",
       "81     0.423343  0.191463  0.002202  0.229687  0.623862 -0.433815  0.549614   \n",
       "82     0.107455  0.225968  0.097473 -0.219612  0.288036 -0.381934  0.203353   \n",
       "87     0.183322  0.099439  0.013639 -0.177833  0.084192  0.151285 -0.052439   \n",
       "92     0.176445  0.181721 -0.438121  0.140409  0.390769 -0.178491 -0.005756   \n",
       "95    -0.379777 -0.375152  0.314392  0.294445 -0.052279 -0.354656  0.079968   \n",
       "99    -0.037606  0.204237 -0.274763 -0.380527  0.064991  0.352742  0.156044   \n",
       "100    0.106025  0.059670  0.000975 -0.150619 -0.013497  0.016984 -0.006369   \n",
       "104   -0.001737  0.139416 -0.041103 -0.119165  0.102785 -0.220229 -0.053822   \n",
       "105   -0.054027 -0.721810  1.002212 -0.090394  0.323818 -0.011221 -0.481175   \n",
       "109    0.591201 -0.335966 -0.078955 -0.090489  0.078308 -0.127615 -0.375429   \n",
       "112   -1.475798  0.222505 -0.792359  0.307870  1.280902  0.448060  0.134088   \n",
       "117    0.233020  0.046754 -1.460563  0.416555  1.976612 -0.184225  0.690038   \n",
       "123   -0.525314  0.624237 -0.337453 -0.193917 -0.337618 -0.565923 -0.494580   \n",
       "...         ...       ...       ...       ...       ...       ...       ...   \n",
       "89441  0.415940  0.157906  0.243039  0.091152  0.155122  0.096891 -0.228844   \n",
       "89446  0.032208 -0.104253  0.010381 -0.189282 -0.105957  0.280583 -0.135013   \n",
       "89458  0.176946  0.101112  0.107909 -0.030373 -0.119819 -0.090352 -0.081485   \n",
       "89460  0.111904  0.073467 -0.000200 -0.256471  0.005331 -0.022530  0.002811   \n",
       "89472  0.164971  0.069972 -0.046749 -0.130518 -0.031381  0.038611 -0.035526   \n",
       "89473  0.120394  0.077887 -0.013013 -0.114401  0.047980  0.072596 -0.152416   \n",
       "89474  0.124219  0.039153 -0.036271 -0.111229  0.034725  0.093383  0.042648   \n",
       "89479 -0.151520 -0.134146 -0.083393 -0.386540  0.286943 -0.150852  0.164485   \n",
       "89480 -0.105454 -0.016239 -0.336703 -0.422655 -0.020324  0.480911  0.328796   \n",
       "89487  0.139849 -0.001742  0.075611 -0.109661 -0.035183 -0.109782  0.009708   \n",
       "89492  0.180647 -0.084953  0.001686 -0.072763  0.025921 -0.126211  0.021226   \n",
       "89504  0.105536 -0.045128  0.073719  0.037028  0.070214 -0.044030 -0.023821   \n",
       "89508  0.121217  0.123188 -0.067347 -0.113788  0.016130  0.063852 -0.052323   \n",
       "89518  0.080660  0.155514 -0.089424 -0.064424 -0.029498  0.078646 -0.012456   \n",
       "89528 -0.335858  0.247208 -0.177034  1.452492 -0.442758  0.340811  0.156473   \n",
       "89533  0.133949  0.018021  0.048873  0.050061  0.050171  0.094754 -0.045152   \n",
       "89534  0.223412 -0.002602  0.072453 -0.065387 -0.003706  0.042063 -0.064389   \n",
       "89538  0.136879  0.011621 -0.086430 -0.361448  0.143143 -0.304725 -0.282150   \n",
       "89543  0.139953  0.002164  0.083392 -0.155176 -0.170828 -0.069262 -0.135512   \n",
       "89545  0.074341  0.043088  0.032733 -0.115503  0.008371  0.045961 -0.060930   \n",
       "89560  0.064477 -0.007777 -0.048869 -0.140844  0.043645  0.036265 -0.056077   \n",
       "89563  0.166184  0.018724 -0.009747 -0.048389 -0.068765  0.079898 -0.006209   \n",
       "89565  0.038104  0.082816 -0.026922 -0.034616  0.076212 -0.047426 -0.077231   \n",
       "89567  0.067735  0.113950 -0.018071 -0.126108 -0.006203  0.060734  0.100726   \n",
       "89569  0.062390  0.095155  0.000246 -0.076393 -0.108616  0.087897 -0.000209   \n",
       "89573  0.110549  0.057575  0.058438 -0.092003 -0.069282  0.109292 -0.110369   \n",
       "89593  0.192685 -0.175961  0.384645 -0.048801  0.171754  0.389504 -0.086076   \n",
       "89598  0.013920 -0.020749 -0.020041 -0.007345 -0.043407  0.079155  0.019924   \n",
       "89599  0.055900  0.000650 -0.011613  0.022191 -0.074407  0.128763 -0.154890   \n",
       "89606  0.154443 -0.201325  0.011814 -0.157701 -0.195230 -0.068247 -0.218619   \n",
       "\n",
       "             7         8         9     ...           90        91        92  \\\n",
       "3     -0.022066  0.036724 -0.034870    ...     0.020174 -0.052386 -0.003533   \n",
       "6      0.221262 -0.991676 -0.115737    ...     0.062102 -0.482463 -0.000442   \n",
       "8      0.849385  0.913545  0.099824    ...    -0.914903  0.222495 -1.251414   \n",
       "18     0.030571  0.281832 -0.229632    ...    -0.235010 -0.505190  0.098333   \n",
       "19     1.637965 -0.477098 -0.371314    ...     0.462886 -0.367035 -1.053573   \n",
       "21    -1.085450  0.147499  0.046229    ...    -0.156344 -1.312937 -0.106011   \n",
       "25    -0.228874 -0.141200 -0.002116    ...    -0.011195 -0.152139  0.121903   \n",
       "39     0.022162  0.050614  0.003348    ...     0.043060 -0.066157  0.074755   \n",
       "43     0.031784 -0.411881 -0.071434    ...     0.058671  0.369404 -0.929041   \n",
       "52     1.584295  0.049155  0.557645    ...    -0.894161 -0.656510 -0.655883   \n",
       "54     0.756683 -0.982677 -1.303390    ...     0.573787 -0.253581 -0.513930   \n",
       "59     0.390729 -0.092863  0.320933    ...     0.181982 -0.139696  0.000715   \n",
       "70     0.707697 -2.229415  0.751591    ...     0.861126 -0.247086 -0.234445   \n",
       "71    -0.403571  0.533353 -1.212063    ...     0.477204  0.071827  0.718064   \n",
       "76     0.119115 -0.116582  0.014773    ...     0.239007  0.432613 -0.127290   \n",
       "78     0.016642  0.068671  0.285408    ...    -0.130798  0.401420  0.203933   \n",
       "80     0.214810  0.140263 -0.884701    ...     0.276893 -0.260639 -0.055720   \n",
       "81     0.457221 -0.537395  0.134011    ...     0.003821  0.223053 -0.245922   \n",
       "82    -0.114712 -0.023645  0.205051    ...    -0.200472 -0.241232  0.037634   \n",
       "87     0.049974 -0.081640  0.170170    ...     0.036413  0.070240 -0.017217   \n",
       "92    -0.150826 -0.170081 -0.429306    ...    -0.052911 -0.353883  0.045278   \n",
       "95     0.619503  0.137197 -0.057360    ...     0.631859 -0.264702  0.129340   \n",
       "99     0.130667 -0.310697 -0.075284    ...    -0.091259 -0.113520  0.099205   \n",
       "100    0.119116  0.083853 -0.050001    ...     0.060251 -0.099848 -0.004642   \n",
       "104    0.043936  0.205100  0.021122    ...    -0.007657 -0.240163 -0.103901   \n",
       "105    0.006387  0.168590 -0.518609    ...     0.018648 -0.164772 -0.306906   \n",
       "109   -0.008974  0.187169 -0.601170    ...     0.769208 -0.345046 -0.006787   \n",
       "112   -0.510985 -0.368384  0.609093    ...     0.209173 -0.857215  0.210796   \n",
       "117   -0.474775 -0.072158 -0.434707    ...    -0.808989  0.228353  0.128399   \n",
       "123    0.608766 -0.397602 -0.611549    ...     0.083674 -0.391940 -0.026378   \n",
       "...         ...       ...       ...    ...          ...       ...       ...   \n",
       "89441 -0.078381 -0.074208  0.002729    ...    -0.008297  0.015791  0.112229   \n",
       "89446 -0.189668  0.066131 -0.037449    ...    -0.089993  0.104934 -0.076266   \n",
       "89458 -0.157112  0.001907  0.019623    ...     0.079315 -0.145837 -0.138065   \n",
       "89460  0.051682  0.138479 -0.003698    ...     0.401185 -0.043318  0.247814   \n",
       "89472  0.131182 -0.007650 -0.091230    ...     0.001190 -0.003740  0.012572   \n",
       "89473  0.104371  0.002969 -0.030328    ...     0.037128 -0.001609 -0.041749   \n",
       "89474  0.095693 -0.014635 -0.054146    ...     0.059222 -0.004543 -0.028079   \n",
       "89479  0.103109 -0.302538  0.623228    ...     0.025747  0.078047  0.207380   \n",
       "89480  0.012944 -0.148617  0.358523    ...    -0.075091  0.331401 -0.425102   \n",
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       "\n",
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       "...         ...       ...       ...       ...       ...       ...       ...  \n",
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       "89533  0.032674  0.040998 -0.057272  0.157110 -0.017635 -0.062692  0.125674  \n",
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       "89563 -0.196598  0.093417  0.004570  0.022624  0.076737 -0.113052 -0.170688  \n",
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       "89606 -0.056729 -0.052400 -0.012006  0.164024  0.075215 -0.009562  0.099934  \n",
       "\n",
       "[17922 rows x 100 columns]"
      ]
     },
     "execution_count": 78,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "X"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Example for logistic regression"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 73,
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.datasets import load_iris\n",
    "from sklearn.linear_model import LogisticRegression"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 67,
   "metadata": {},
   "outputs": [],
   "source": [
    "X, y = load_iris(return_X_y=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 70,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "((150, 4), (150,))"
      ]
     },
     "execution_count": 70,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "X.shape, y.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 69,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,\n",
       "       0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,\n",
       "       0, 0, 0, 0, 0, 0, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1,\n",
       "       1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1,\n",
       "       1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2,\n",
       "       2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2,\n",
       "       2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2])"
      ]
     },
     "execution_count": 69,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "y"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 74,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/logistic.py:758: ConvergenceWarning: lbfgs failed to converge. Increase the number of iterations.\n",
      "  \"of iterations.\", ConvergenceWarning)\n"
     ]
    }
   ],
   "source": [
    "clf = LogisticRegression(random_state=0, solver='lbfgs', multi_class='multinomial').fit(X, y)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 75,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([0, 0])"
      ]
     },
     "execution_count": 75,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "clf.predict(X[:2, :])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 76,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[9.81796729e-01, 1.82032562e-02, 1.44268498e-08],\n",
       "       [9.71724746e-01, 2.82752243e-02, 3.01656728e-08]])"
      ]
     },
     "execution_count": 76,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "clf.predict_proba(X[:2, :]) "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Apply Logistic regression"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 88,
   "metadata": {},
   "outputs": [],
   "source": [
    "train_labels = pd.read_pickle('../project/article_plagiarism/train.label.pkl')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 89,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
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    "train_labels"
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  {
   "cell_type": "code",
   "execution_count": 90,
   "metadata": {},
   "outputs": [],
   "source": [
    "test_labels = pd.read_pickle('../project/article_plagiarism/test.label.pkl')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 91,
   "metadata": {},
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     "metadata": {},
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   "source": [
    "test_labels"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 92,
   "metadata": {},
   "outputs": [],
   "source": [
    "train_features = pd.read_pickle('../project/article_plagiarism/train.features.pkl')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 93,
   "metadata": {},
   "outputs": [],
   "source": [
    "test_features = pd.read_pickle('../project/article_plagiarism/test.features.pkl')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 94,
   "metadata": {},
   "outputs": [
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       "      <th>17087</th>\n",
       "      <td>-0.014621</td>\n",
       "      <td>0.101112</td>\n",
       "      <td>-0.022333</td>\n",
       "      <td>-0.021723</td>\n",
       "      <td>-0.038643</td>\n",
       "      <td>-0.155911</td>\n",
       "      <td>-0.010302</td>\n",
       "      <td>0.219558</td>\n",
       "      <td>0.026696</td>\n",
       "      <td>-0.041411</td>\n",
       "      <td>...</td>\n",
       "      <td>0.226041</td>\n",
       "      <td>0.068715</td>\n",
       "      <td>0.152808</td>\n",
       "      <td>-0.044413</td>\n",
       "      <td>-0.031382</td>\n",
       "      <td>0.047200</td>\n",
       "      <td>-0.094833</td>\n",
       "      <td>0.008406</td>\n",
       "      <td>-0.077024</td>\n",
       "      <td>-0.089835</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29398</th>\n",
       "      <td>-0.047307</td>\n",
       "      <td>0.037585</td>\n",
       "      <td>-0.087311</td>\n",
       "      <td>0.014334</td>\n",
       "      <td>-0.001407</td>\n",
       "      <td>-0.249294</td>\n",
       "      <td>0.066975</td>\n",
       "      <td>0.207814</td>\n",
       "      <td>-0.087844</td>\n",
       "      <td>-0.017293</td>\n",
       "      <td>...</td>\n",
       "      <td>0.122202</td>\n",
       "      <td>0.028651</td>\n",
       "      <td>0.133813</td>\n",
       "      <td>0.036938</td>\n",
       "      <td>-0.042332</td>\n",
       "      <td>0.046991</td>\n",
       "      <td>-0.055178</td>\n",
       "      <td>-0.032597</td>\n",
       "      <td>-0.002470</td>\n",
       "      <td>-0.056504</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>69733</th>\n",
       "      <td>-0.019323</td>\n",
       "      <td>-0.028079</td>\n",
       "      <td>-0.006872</td>\n",
       "      <td>-0.103353</td>\n",
       "      <td>0.117638</td>\n",
       "      <td>-0.232578</td>\n",
       "      <td>-0.034635</td>\n",
       "      <td>0.209709</td>\n",
       "      <td>0.010719</td>\n",
       "      <td>-0.144634</td>\n",
       "      <td>...</td>\n",
       "      <td>0.120193</td>\n",
       "      <td>0.084579</td>\n",
       "      <td>-0.009622</td>\n",
       "      <td>0.155599</td>\n",
       "      <td>0.124628</td>\n",
       "      <td>0.155820</td>\n",
       "      <td>-0.032640</td>\n",
       "      <td>0.267045</td>\n",
       "      <td>-0.077543</td>\n",
       "      <td>-0.047123</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49827</th>\n",
       "      <td>0.094278</td>\n",
       "      <td>0.001194</td>\n",
       "      <td>-0.022085</td>\n",
       "      <td>0.051840</td>\n",
       "      <td>-0.026541</td>\n",
       "      <td>-0.088998</td>\n",
       "      <td>-0.057301</td>\n",
       "      <td>0.150013</td>\n",
       "      <td>-0.111859</td>\n",
       "      <td>-0.000606</td>\n",
       "      <td>...</td>\n",
       "      <td>0.095971</td>\n",
       "      <td>0.146846</td>\n",
       "      <td>0.030862</td>\n",
       "      <td>0.010901</td>\n",
       "      <td>0.057704</td>\n",
       "      <td>-0.042539</td>\n",
       "      <td>-0.149742</td>\n",
       "      <td>-0.000133</td>\n",
       "      <td>0.057519</td>\n",
       "      <td>-0.024933</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14167</th>\n",
       "      <td>0.011923</td>\n",
       "      <td>0.022176</td>\n",
       "      <td>0.062863</td>\n",
       "      <td>0.047655</td>\n",
       "      <td>-0.032051</td>\n",
       "      <td>-0.104686</td>\n",
       "      <td>0.155157</td>\n",
       "      <td>0.259040</td>\n",
       "      <td>-0.050989</td>\n",
       "      <td>0.167427</td>\n",
       "      <td>...</td>\n",
       "      <td>0.049040</td>\n",
       "      <td>0.221084</td>\n",
       "      <td>0.098541</td>\n",
       "      <td>-0.038319</td>\n",
       "      <td>-0.190391</td>\n",
       "      <td>-0.059453</td>\n",
       "      <td>-0.030957</td>\n",
       "      <td>-0.030667</td>\n",
       "      <td>0.262133</td>\n",
       "      <td>0.205411</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>82403</th>\n",
       "      <td>0.029858</td>\n",
       "      <td>0.014841</td>\n",
       "      <td>-0.109095</td>\n",
       "      <td>0.046793</td>\n",
       "      <td>-0.026435</td>\n",
       "      <td>-0.114113</td>\n",
       "      <td>-0.042742</td>\n",
       "      <td>0.246072</td>\n",
       "      <td>-0.026439</td>\n",
       "      <td>-0.008336</td>\n",
       "      <td>...</td>\n",
       "      <td>0.135072</td>\n",
       "      <td>0.001475</td>\n",
       "      <td>0.087608</td>\n",
       "      <td>0.012118</td>\n",
       "      <td>-0.022021</td>\n",
       "      <td>0.019688</td>\n",
       "      <td>-0.007507</td>\n",
       "      <td>-0.057853</td>\n",
       "      <td>-0.027114</td>\n",
       "      <td>-0.012461</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>82575</th>\n",
       "      <td>-0.016317</td>\n",
       "      <td>0.020783</td>\n",
       "      <td>-0.088202</td>\n",
       "      <td>0.013971</td>\n",
       "      <td>-0.057493</td>\n",
       "      <td>-0.083923</td>\n",
       "      <td>0.034387</td>\n",
       "      <td>0.173557</td>\n",
       "      <td>-0.163529</td>\n",
       "      <td>0.104973</td>\n",
       "      <td>...</td>\n",
       "      <td>0.231659</td>\n",
       "      <td>0.152024</td>\n",
       "      <td>0.074873</td>\n",
       "      <td>-0.142110</td>\n",
       "      <td>-0.148979</td>\n",
       "      <td>-0.006461</td>\n",
       "      <td>0.042330</td>\n",
       "      <td>-0.011695</td>\n",
       "      <td>0.063181</td>\n",
       "      <td>-0.115283</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>73789</th>\n",
       "      <td>0.106923</td>\n",
       "      <td>-0.070688</td>\n",
       "      <td>-0.144943</td>\n",
       "      <td>-0.060158</td>\n",
       "      <td>-0.177334</td>\n",
       "      <td>-0.264023</td>\n",
       "      <td>-0.239365</td>\n",
       "      <td>0.288523</td>\n",
       "      <td>0.188577</td>\n",
       "      <td>0.105653</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.372654</td>\n",
       "      <td>-0.011634</td>\n",
       "      <td>0.210120</td>\n",
       "      <td>0.405240</td>\n",
       "      <td>0.082218</td>\n",
       "      <td>0.210677</td>\n",
       "      <td>0.022621</td>\n",
       "      <td>-0.083223</td>\n",
       "      <td>-0.496132</td>\n",
       "      <td>0.071459</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17732</th>\n",
       "      <td>0.926251</td>\n",
       "      <td>-0.479533</td>\n",
       "      <td>0.260396</td>\n",
       "      <td>-0.344621</td>\n",
       "      <td>0.374428</td>\n",
       "      <td>0.083166</td>\n",
       "      <td>-0.375576</td>\n",
       "      <td>-0.466551</td>\n",
       "      <td>0.029014</td>\n",
       "      <td>0.801164</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.048914</td>\n",
       "      <td>-0.089204</td>\n",
       "      <td>0.480641</td>\n",
       "      <td>-0.094207</td>\n",
       "      <td>-0.430087</td>\n",
       "      <td>0.379711</td>\n",
       "      <td>-0.574606</td>\n",
       "      <td>-0.457577</td>\n",
       "      <td>0.219015</td>\n",
       "      <td>-0.261507</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35871</th>\n",
       "      <td>0.126779</td>\n",
       "      <td>0.059333</td>\n",
       "      <td>-0.214161</td>\n",
       "      <td>0.035619</td>\n",
       "      <td>0.088690</td>\n",
       "      <td>-0.247137</td>\n",
       "      <td>-0.070055</td>\n",
       "      <td>0.191745</td>\n",
       "      <td>-0.040292</td>\n",
       "      <td>-0.058296</td>\n",
       "      <td>...</td>\n",
       "      <td>0.209703</td>\n",
       "      <td>-0.004899</td>\n",
       "      <td>0.200502</td>\n",
       "      <td>0.085937</td>\n",
       "      <td>-0.121193</td>\n",
       "      <td>0.104208</td>\n",
       "      <td>-0.087888</td>\n",
       "      <td>-0.089056</td>\n",
       "      <td>-0.086049</td>\n",
       "      <td>-0.096868</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24643</th>\n",
       "      <td>-0.171590</td>\n",
       "      <td>-0.583511</td>\n",
       "      <td>-0.889093</td>\n",
       "      <td>-0.412222</td>\n",
       "      <td>0.528962</td>\n",
       "      <td>-0.333519</td>\n",
       "      <td>-0.264487</td>\n",
       "      <td>-0.957528</td>\n",
       "      <td>-0.535266</td>\n",
       "      <td>0.476016</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.026799</td>\n",
       "      <td>-0.012126</td>\n",
       "      <td>-0.595818</td>\n",
       "      <td>-0.194984</td>\n",
       "      <td>0.743179</td>\n",
       "      <td>0.773032</td>\n",
       "      <td>-0.454144</td>\n",
       "      <td>-0.139245</td>\n",
       "      <td>0.196943</td>\n",
       "      <td>-1.326002</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22319</th>\n",
       "      <td>-0.282750</td>\n",
       "      <td>0.308723</td>\n",
       "      <td>-0.443231</td>\n",
       "      <td>-0.112603</td>\n",
       "      <td>-0.390944</td>\n",
       "      <td>0.046787</td>\n",
       "      <td>-0.621608</td>\n",
       "      <td>-0.634485</td>\n",
       "      <td>-0.142667</td>\n",
       "      <td>-0.876540</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.725053</td>\n",
       "      <td>-0.104699</td>\n",
       "      <td>-0.083036</td>\n",
       "      <td>-0.251725</td>\n",
       "      <td>0.348492</td>\n",
       "      <td>0.524229</td>\n",
       "      <td>0.561863</td>\n",
       "      <td>-0.778710</td>\n",
       "      <td>-0.011126</td>\n",
       "      <td>-0.229183</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>68004</th>\n",
       "      <td>-0.094649</td>\n",
       "      <td>0.059195</td>\n",
       "      <td>-0.115971</td>\n",
       "      <td>0.072553</td>\n",
       "      <td>0.120625</td>\n",
       "      <td>-0.198349</td>\n",
       "      <td>-0.015923</td>\n",
       "      <td>0.252930</td>\n",
       "      <td>-0.087844</td>\n",
       "      <td>-0.060629</td>\n",
       "      <td>...</td>\n",
       "      <td>0.248786</td>\n",
       "      <td>0.033597</td>\n",
       "      <td>0.208948</td>\n",
       "      <td>-0.092373</td>\n",
       "      <td>-0.012335</td>\n",
       "      <td>0.053422</td>\n",
       "      <td>-0.063105</td>\n",
       "      <td>-0.092551</td>\n",
       "      <td>-0.102754</td>\n",
       "      <td>-0.030327</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>57022</th>\n",
       "      <td>-0.044891</td>\n",
       "      <td>-0.050395</td>\n",
       "      <td>-0.064760</td>\n",
       "      <td>0.093493</td>\n",
       "      <td>-0.156550</td>\n",
       "      <td>-0.144518</td>\n",
       "      <td>0.020051</td>\n",
       "      <td>0.119513</td>\n",
       "      <td>0.132111</td>\n",
       "      <td>-0.125947</td>\n",
       "      <td>...</td>\n",
       "      <td>0.092089</td>\n",
       "      <td>0.092280</td>\n",
       "      <td>0.249301</td>\n",
       "      <td>0.000908</td>\n",
       "      <td>0.036486</td>\n",
       "      <td>0.004871</td>\n",
       "      <td>0.122905</td>\n",
       "      <td>0.033328</td>\n",
       "      <td>-0.084624</td>\n",
       "      <td>-0.027435</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14203</th>\n",
       "      <td>0.049128</td>\n",
       "      <td>-0.091088</td>\n",
       "      <td>0.024458</td>\n",
       "      <td>0.075225</td>\n",
       "      <td>0.062258</td>\n",
       "      <td>-0.017421</td>\n",
       "      <td>-0.059403</td>\n",
       "      <td>0.051071</td>\n",
       "      <td>-0.077841</td>\n",
       "      <td>-0.046165</td>\n",
       "      <td>...</td>\n",
       "      <td>0.031902</td>\n",
       "      <td>0.010625</td>\n",
       "      <td>-0.009940</td>\n",
       "      <td>0.167501</td>\n",
       "      <td>-0.074570</td>\n",
       "      <td>-0.019362</td>\n",
       "      <td>-0.105094</td>\n",
       "      <td>-0.071121</td>\n",
       "      <td>0.027184</td>\n",
       "      <td>0.048931</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9384</th>\n",
       "      <td>0.009091</td>\n",
       "      <td>0.001248</td>\n",
       "      <td>-0.111247</td>\n",
       "      <td>-0.008337</td>\n",
       "      <td>0.010767</td>\n",
       "      <td>-0.212943</td>\n",
       "      <td>0.004093</td>\n",
       "      <td>0.252514</td>\n",
       "      <td>-0.113853</td>\n",
       "      <td>-0.131947</td>\n",
       "      <td>...</td>\n",
       "      <td>0.162692</td>\n",
       "      <td>0.056754</td>\n",
       "      <td>0.247805</td>\n",
       "      <td>0.024634</td>\n",
       "      <td>-0.088350</td>\n",
       "      <td>0.044045</td>\n",
       "      <td>-0.091251</td>\n",
       "      <td>-0.115935</td>\n",
       "      <td>-0.055482</td>\n",
       "      <td>-0.050083</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16817</th>\n",
       "      <td>0.232464</td>\n",
       "      <td>-0.010062</td>\n",
       "      <td>-0.032714</td>\n",
       "      <td>0.067665</td>\n",
       "      <td>0.168962</td>\n",
       "      <td>0.129863</td>\n",
       "      <td>-0.024139</td>\n",
       "      <td>-0.015999</td>\n",
       "      <td>0.111813</td>\n",
       "      <td>0.054620</td>\n",
       "      <td>...</td>\n",
       "      <td>0.036979</td>\n",
       "      <td>-0.165755</td>\n",
       "      <td>0.108811</td>\n",
       "      <td>0.457650</td>\n",
       "      <td>0.102744</td>\n",
       "      <td>0.115343</td>\n",
       "      <td>0.337734</td>\n",
       "      <td>0.100324</td>\n",
       "      <td>-0.141673</td>\n",
       "      <td>-0.131131</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>70010</th>\n",
       "      <td>-0.117237</td>\n",
       "      <td>0.065670</td>\n",
       "      <td>-0.065062</td>\n",
       "      <td>0.090149</td>\n",
       "      <td>0.151773</td>\n",
       "      <td>-0.140355</td>\n",
       "      <td>0.034597</td>\n",
       "      <td>0.188551</td>\n",
       "      <td>-0.038175</td>\n",
       "      <td>0.014390</td>\n",
       "      <td>...</td>\n",
       "      <td>0.172418</td>\n",
       "      <td>-0.014104</td>\n",
       "      <td>0.155673</td>\n",
       "      <td>0.062154</td>\n",
       "      <td>0.061982</td>\n",
       "      <td>-0.130792</td>\n",
       "      <td>-0.242281</td>\n",
       "      <td>-0.137045</td>\n",
       "      <td>-0.128819</td>\n",
       "      <td>-0.057078</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15334</th>\n",
       "      <td>0.213312</td>\n",
       "      <td>0.045930</td>\n",
       "      <td>-0.079989</td>\n",
       "      <td>-0.003951</td>\n",
       "      <td>0.152654</td>\n",
       "      <td>0.017376</td>\n",
       "      <td>-0.192825</td>\n",
       "      <td>0.296439</td>\n",
       "      <td>0.136273</td>\n",
       "      <td>0.315735</td>\n",
       "      <td>...</td>\n",
       "      <td>0.132866</td>\n",
       "      <td>0.181895</td>\n",
       "      <td>0.197984</td>\n",
       "      <td>0.197310</td>\n",
       "      <td>-0.018467</td>\n",
       "      <td>0.202538</td>\n",
       "      <td>-0.100853</td>\n",
       "      <td>0.015991</td>\n",
       "      <td>-0.030952</td>\n",
       "      <td>0.158640</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>55516</th>\n",
       "      <td>-0.122369</td>\n",
       "      <td>0.142870</td>\n",
       "      <td>-0.179697</td>\n",
       "      <td>-0.265194</td>\n",
       "      <td>0.253018</td>\n",
       "      <td>-0.029081</td>\n",
       "      <td>0.212214</td>\n",
       "      <td>0.186258</td>\n",
       "      <td>0.146188</td>\n",
       "      <td>-0.063466</td>\n",
       "      <td>...</td>\n",
       "      <td>0.571316</td>\n",
       "      <td>-0.029077</td>\n",
       "      <td>-0.236478</td>\n",
       "      <td>0.467316</td>\n",
       "      <td>0.003891</td>\n",
       "      <td>0.524437</td>\n",
       "      <td>-0.274123</td>\n",
       "      <td>-0.013730</td>\n",
       "      <td>-0.051998</td>\n",
       "      <td>0.009813</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26691</th>\n",
       "      <td>-0.033937</td>\n",
       "      <td>0.149143</td>\n",
       "      <td>-0.209131</td>\n",
       "      <td>0.016598</td>\n",
       "      <td>0.080143</td>\n",
       "      <td>-0.163764</td>\n",
       "      <td>-0.080557</td>\n",
       "      <td>0.172111</td>\n",
       "      <td>-0.057407</td>\n",
       "      <td>-0.060989</td>\n",
       "      <td>...</td>\n",
       "      <td>0.068106</td>\n",
       "      <td>0.027263</td>\n",
       "      <td>0.137607</td>\n",
       "      <td>0.064540</td>\n",
       "      <td>0.015865</td>\n",
       "      <td>0.004243</td>\n",
       "      <td>-0.055590</td>\n",
       "      <td>-0.010978</td>\n",
       "      <td>0.007641</td>\n",
       "      <td>-0.083210</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35255</th>\n",
       "      <td>-0.161926</td>\n",
       "      <td>-0.336253</td>\n",
       "      <td>-0.036584</td>\n",
       "      <td>0.235125</td>\n",
       "      <td>0.162049</td>\n",
       "      <td>0.157264</td>\n",
       "      <td>0.058313</td>\n",
       "      <td>-0.054373</td>\n",
       "      <td>0.068673</td>\n",
       "      <td>0.170311</td>\n",
       "      <td>...</td>\n",
       "      <td>0.027036</td>\n",
       "      <td>-0.241671</td>\n",
       "      <td>0.341994</td>\n",
       "      <td>0.166961</td>\n",
       "      <td>-0.024029</td>\n",
       "      <td>-0.014431</td>\n",
       "      <td>0.053480</td>\n",
       "      <td>0.031415</td>\n",
       "      <td>-0.532062</td>\n",
       "      <td>-0.408969</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20997</th>\n",
       "      <td>0.062081</td>\n",
       "      <td>0.069899</td>\n",
       "      <td>-0.105846</td>\n",
       "      <td>0.002020</td>\n",
       "      <td>0.058145</td>\n",
       "      <td>-0.082255</td>\n",
       "      <td>-0.022852</td>\n",
       "      <td>0.132859</td>\n",
       "      <td>-0.075603</td>\n",
       "      <td>-0.008215</td>\n",
       "      <td>...</td>\n",
       "      <td>0.089983</td>\n",
       "      <td>0.031159</td>\n",
       "      <td>0.143745</td>\n",
       "      <td>0.041530</td>\n",
       "      <td>-0.000680</td>\n",
       "      <td>-0.064394</td>\n",
       "      <td>-0.082916</td>\n",
       "      <td>-0.008143</td>\n",
       "      <td>-0.012610</td>\n",
       "      <td>-0.043899</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50855</th>\n",
       "      <td>-0.160966</td>\n",
       "      <td>0.094761</td>\n",
       "      <td>-0.268155</td>\n",
       "      <td>0.098605</td>\n",
       "      <td>-0.040574</td>\n",
       "      <td>-0.114804</td>\n",
       "      <td>0.306896</td>\n",
       "      <td>0.363340</td>\n",
       "      <td>-0.114574</td>\n",
       "      <td>-0.388841</td>\n",
       "      <td>...</td>\n",
       "      <td>0.213794</td>\n",
       "      <td>0.126387</td>\n",
       "      <td>0.159235</td>\n",
       "      <td>-0.067140</td>\n",
       "      <td>-0.079143</td>\n",
       "      <td>-0.121886</td>\n",
       "      <td>0.060384</td>\n",
       "      <td>0.016684</td>\n",
       "      <td>-0.261470</td>\n",
       "      <td>0.059754</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6655</th>\n",
       "      <td>0.192968</td>\n",
       "      <td>0.082818</td>\n",
       "      <td>0.180653</td>\n",
       "      <td>-0.713887</td>\n",
       "      <td>-0.840804</td>\n",
       "      <td>0.331613</td>\n",
       "      <td>0.226171</td>\n",
       "      <td>0.050302</td>\n",
       "      <td>-0.319486</td>\n",
       "      <td>0.273745</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.408946</td>\n",
       "      <td>0.236231</td>\n",
       "      <td>0.920476</td>\n",
       "      <td>0.210734</td>\n",
       "      <td>-0.386848</td>\n",
       "      <td>-0.304736</td>\n",
       "      <td>0.454884</td>\n",
       "      <td>0.534302</td>\n",
       "      <td>0.277146</td>\n",
       "      <td>-0.065914</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>82191</th>\n",
       "      <td>0.037301</td>\n",
       "      <td>0.055852</td>\n",
       "      <td>-0.084976</td>\n",
       "      <td>-0.030638</td>\n",
       "      <td>0.008590</td>\n",
       "      <td>-0.135780</td>\n",
       "      <td>-0.019781</td>\n",
       "      <td>0.165299</td>\n",
       "      <td>-0.056420</td>\n",
       "      <td>-0.023407</td>\n",
       "      <td>...</td>\n",
       "      <td>0.124354</td>\n",
       "      <td>-0.011001</td>\n",
       "      <td>0.119078</td>\n",
       "      <td>0.051805</td>\n",
       "      <td>-0.017831</td>\n",
       "      <td>-0.000257</td>\n",
       "      <td>-0.053310</td>\n",
       "      <td>-0.029625</td>\n",
       "      <td>-0.075959</td>\n",
       "      <td>-0.009435</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34031</th>\n",
       "      <td>0.094731</td>\n",
       "      <td>0.412059</td>\n",
       "      <td>-0.039315</td>\n",
       "      <td>-0.035214</td>\n",
       "      <td>0.225379</td>\n",
       "      <td>0.004461</td>\n",
       "      <td>0.011264</td>\n",
       "      <td>0.078099</td>\n",
       "      <td>0.093581</td>\n",
       "      <td>-0.393600</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.060522</td>\n",
       "      <td>-0.274144</td>\n",
       "      <td>0.091659</td>\n",
       "      <td>-0.052478</td>\n",
       "      <td>0.160198</td>\n",
       "      <td>-0.273508</td>\n",
       "      <td>0.138025</td>\n",
       "      <td>0.261023</td>\n",
       "      <td>0.007125</td>\n",
       "      <td>-0.008747</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3363</th>\n",
       "      <td>0.172861</td>\n",
       "      <td>-0.232991</td>\n",
       "      <td>-0.468647</td>\n",
       "      <td>-1.392955</td>\n",
       "      <td>0.155921</td>\n",
       "      <td>1.021664</td>\n",
       "      <td>0.615245</td>\n",
       "      <td>0.497430</td>\n",
       "      <td>-0.027117</td>\n",
       "      <td>-0.212833</td>\n",
       "      <td>...</td>\n",
       "      <td>0.257805</td>\n",
       "      <td>0.526032</td>\n",
       "      <td>0.138468</td>\n",
       "      <td>0.247761</td>\n",
       "      <td>-0.169399</td>\n",
       "      <td>-0.603168</td>\n",
       "      <td>0.990677</td>\n",
       "      <td>0.328453</td>\n",
       "      <td>0.294991</td>\n",
       "      <td>-0.215713</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2452</th>\n",
       "      <td>-0.057608</td>\n",
       "      <td>0.106720</td>\n",
       "      <td>-0.208296</td>\n",
       "      <td>-0.560950</td>\n",
       "      <td>0.116133</td>\n",
       "      <td>-0.022009</td>\n",
       "      <td>0.065408</td>\n",
       "      <td>0.105371</td>\n",
       "      <td>-1.155175</td>\n",
       "      <td>0.399809</td>\n",
       "      <td>...</td>\n",
       "      <td>0.487738</td>\n",
       "      <td>0.938350</td>\n",
       "      <td>-0.164903</td>\n",
       "      <td>0.302792</td>\n",
       "      <td>-0.341280</td>\n",
       "      <td>0.110821</td>\n",
       "      <td>-0.308323</td>\n",
       "      <td>-0.182537</td>\n",
       "      <td>-0.275350</td>\n",
       "      <td>-0.410724</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>54763</th>\n",
       "      <td>0.066962</td>\n",
       "      <td>0.221995</td>\n",
       "      <td>0.047792</td>\n",
       "      <td>-0.207915</td>\n",
       "      <td>0.166301</td>\n",
       "      <td>-0.148038</td>\n",
       "      <td>-0.307266</td>\n",
       "      <td>0.079892</td>\n",
       "      <td>-0.184771</td>\n",
       "      <td>-0.209856</td>\n",
       "      <td>...</td>\n",
       "      <td>0.317682</td>\n",
       "      <td>0.044906</td>\n",
       "      <td>-0.115967</td>\n",
       "      <td>-0.219963</td>\n",
       "      <td>0.062460</td>\n",
       "      <td>-0.042633</td>\n",
       "      <td>0.044144</td>\n",
       "      <td>-0.078096</td>\n",
       "      <td>-0.034073</td>\n",
       "      <td>0.146916</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",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14003</th>\n",
       "      <td>0.051098</td>\n",
       "      <td>0.208828</td>\n",
       "      <td>-0.028200</td>\n",
       "      <td>-0.013052</td>\n",
       "      <td>0.126037</td>\n",
       "      <td>-0.204605</td>\n",
       "      <td>-0.159736</td>\n",
       "      <td>0.314985</td>\n",
       "      <td>0.065757</td>\n",
       "      <td>-0.019222</td>\n",
       "      <td>...</td>\n",
       "      <td>0.182283</td>\n",
       "      <td>-0.088280</td>\n",
       "      <td>-0.068983</td>\n",
       "      <td>0.155067</td>\n",
       "      <td>-0.025189</td>\n",
       "      <td>0.003881</td>\n",
       "      <td>-0.189452</td>\n",
       "      <td>-0.067056</td>\n",
       "      <td>0.076104</td>\n",
       "      <td>0.036126</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4517</th>\n",
       "      <td>0.284587</td>\n",
       "      <td>-0.448480</td>\n",
       "      <td>0.082880</td>\n",
       "      <td>0.345083</td>\n",
       "      <td>-0.006913</td>\n",
       "      <td>0.218256</td>\n",
       "      <td>-0.234902</td>\n",
       "      <td>0.721267</td>\n",
       "      <td>-0.039871</td>\n",
       "      <td>0.176482</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.089523</td>\n",
       "      <td>0.326015</td>\n",
       "      <td>0.828628</td>\n",
       "      <td>-0.228170</td>\n",
       "      <td>0.005079</td>\n",
       "      <td>0.175809</td>\n",
       "      <td>-0.114559</td>\n",
       "      <td>-0.064765</td>\n",
       "      <td>0.132163</td>\n",
       "      <td>-0.210640</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40042</th>\n",
       "      <td>-0.004875</td>\n",
       "      <td>0.079632</td>\n",
       "      <td>-0.060398</td>\n",
       "      <td>0.042904</td>\n",
       "      <td>-0.011403</td>\n",
       "      <td>-0.095011</td>\n",
       "      <td>0.014391</td>\n",
       "      <td>0.142295</td>\n",
       "      <td>-0.019817</td>\n",
       "      <td>-0.004653</td>\n",
       "      <td>...</td>\n",
       "      <td>0.146410</td>\n",
       "      <td>-0.032489</td>\n",
       "      <td>0.096083</td>\n",
       "      <td>0.066086</td>\n",
       "      <td>-0.069978</td>\n",
       "      <td>0.063626</td>\n",
       "      <td>-0.110075</td>\n",
       "      <td>-0.015211</td>\n",
       "      <td>0.001996</td>\n",
       "      <td>-0.015972</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4413</th>\n",
       "      <td>-0.049609</td>\n",
       "      <td>0.116012</td>\n",
       "      <td>0.539071</td>\n",
       "      <td>0.979243</td>\n",
       "      <td>-0.116642</td>\n",
       "      <td>0.633057</td>\n",
       "      <td>0.942201</td>\n",
       "      <td>-0.142547</td>\n",
       "      <td>-0.358592</td>\n",
       "      <td>0.278539</td>\n",
       "      <td>...</td>\n",
       "      <td>0.851696</td>\n",
       "      <td>-0.165230</td>\n",
       "      <td>0.082202</td>\n",
       "      <td>-0.078792</td>\n",
       "      <td>0.673679</td>\n",
       "      <td>-0.295622</td>\n",
       "      <td>-0.545296</td>\n",
       "      <td>-0.104589</td>\n",
       "      <td>-0.382084</td>\n",
       "      <td>0.201423</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28526</th>\n",
       "      <td>0.951113</td>\n",
       "      <td>0.891323</td>\n",
       "      <td>-0.697244</td>\n",
       "      <td>-2.206267</td>\n",
       "      <td>-0.401770</td>\n",
       "      <td>-1.047872</td>\n",
       "      <td>0.517392</td>\n",
       "      <td>0.816552</td>\n",
       "      <td>-0.350793</td>\n",
       "      <td>0.477530</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.320798</td>\n",
       "      <td>0.443028</td>\n",
       "      <td>-0.193788</td>\n",
       "      <td>0.938875</td>\n",
       "      <td>-0.063300</td>\n",
       "      <td>1.540067</td>\n",
       "      <td>0.937746</td>\n",
       "      <td>-0.998161</td>\n",
       "      <td>0.385457</td>\n",
       "      <td>-0.211507</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28628</th>\n",
       "      <td>0.203139</td>\n",
       "      <td>0.045893</td>\n",
       "      <td>-0.215449</td>\n",
       "      <td>0.126088</td>\n",
       "      <td>0.192168</td>\n",
       "      <td>-0.200989</td>\n",
       "      <td>0.229129</td>\n",
       "      <td>0.119249</td>\n",
       "      <td>0.166337</td>\n",
       "      <td>-0.112922</td>\n",
       "      <td>...</td>\n",
       "      <td>0.167947</td>\n",
       "      <td>-0.077088</td>\n",
       "      <td>0.098260</td>\n",
       "      <td>-0.094847</td>\n",
       "      <td>-0.185248</td>\n",
       "      <td>0.155266</td>\n",
       "      <td>0.041491</td>\n",
       "      <td>0.079081</td>\n",
       "      <td>-0.078720</td>\n",
       "      <td>-0.053347</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24520</th>\n",
       "      <td>-0.049151</td>\n",
       "      <td>-0.026104</td>\n",
       "      <td>0.059152</td>\n",
       "      <td>-0.004424</td>\n",
       "      <td>-0.022515</td>\n",
       "      <td>-0.120406</td>\n",
       "      <td>0.037753</td>\n",
       "      <td>0.086333</td>\n",
       "      <td>-0.163518</td>\n",
       "      <td>-0.046696</td>\n",
       "      <td>...</td>\n",
       "      <td>0.008439</td>\n",
       "      <td>-0.026976</td>\n",
       "      <td>0.151482</td>\n",
       "      <td>-0.043742</td>\n",
       "      <td>0.156639</td>\n",
       "      <td>-0.214699</td>\n",
       "      <td>-0.138049</td>\n",
       "      <td>0.104103</td>\n",
       "      <td>-0.049207</td>\n",
       "      <td>-0.034640</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>69913</th>\n",
       "      <td>0.381128</td>\n",
       "      <td>-0.427206</td>\n",
       "      <td>1.412465</td>\n",
       "      <td>1.087456</td>\n",
       "      <td>-0.192023</td>\n",
       "      <td>-0.897718</td>\n",
       "      <td>-0.271963</td>\n",
       "      <td>1.582038</td>\n",
       "      <td>0.583293</td>\n",
       "      <td>0.119804</td>\n",
       "      <td>...</td>\n",
       "      <td>-1.033723</td>\n",
       "      <td>-0.826118</td>\n",
       "      <td>-0.101626</td>\n",
       "      <td>2.182781</td>\n",
       "      <td>-1.051159</td>\n",
       "      <td>0.192350</td>\n",
       "      <td>-0.055130</td>\n",
       "      <td>-0.357183</td>\n",
       "      <td>-0.506587</td>\n",
       "      <td>-1.711326</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1238</th>\n",
       "      <td>0.227286</td>\n",
       "      <td>-0.190197</td>\n",
       "      <td>0.038284</td>\n",
       "      <td>0.264005</td>\n",
       "      <td>0.275912</td>\n",
       "      <td>0.159212</td>\n",
       "      <td>-0.083624</td>\n",
       "      <td>0.220489</td>\n",
       "      <td>-0.413223</td>\n",
       "      <td>-0.036736</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.192942</td>\n",
       "      <td>-0.014401</td>\n",
       "      <td>-0.047713</td>\n",
       "      <td>-0.026469</td>\n",
       "      <td>-0.117223</td>\n",
       "      <td>-0.067117</td>\n",
       "      <td>-0.050890</td>\n",
       "      <td>0.143174</td>\n",
       "      <td>0.049825</td>\n",
       "      <td>-0.044000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>88557</th>\n",
       "      <td>0.118675</td>\n",
       "      <td>0.077183</td>\n",
       "      <td>-0.046560</td>\n",
       "      <td>-0.005805</td>\n",
       "      <td>0.017869</td>\n",
       "      <td>-0.098002</td>\n",
       "      <td>-0.038585</td>\n",
       "      <td>0.189837</td>\n",
       "      <td>-0.075490</td>\n",
       "      <td>-0.029826</td>\n",
       "      <td>...</td>\n",
       "      <td>0.089780</td>\n",
       "      <td>0.040517</td>\n",
       "      <td>0.137724</td>\n",
       "      <td>0.089548</td>\n",
       "      <td>-0.078381</td>\n",
       "      <td>0.014927</td>\n",
       "      <td>-0.035448</td>\n",
       "      <td>-0.037204</td>\n",
       "      <td>-0.029706</td>\n",
       "      <td>-0.020156</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37495</th>\n",
       "      <td>0.197559</td>\n",
       "      <td>0.251284</td>\n",
       "      <td>-0.159784</td>\n",
       "      <td>-0.149860</td>\n",
       "      <td>-0.233448</td>\n",
       "      <td>-0.025554</td>\n",
       "      <td>0.009024</td>\n",
       "      <td>-0.101933</td>\n",
       "      <td>0.010349</td>\n",
       "      <td>0.158593</td>\n",
       "      <td>...</td>\n",
       "      <td>0.372124</td>\n",
       "      <td>0.045993</td>\n",
       "      <td>-0.081107</td>\n",
       "      <td>0.278314</td>\n",
       "      <td>-0.065631</td>\n",
       "      <td>-0.225905</td>\n",
       "      <td>-0.203854</td>\n",
       "      <td>-0.188210</td>\n",
       "      <td>-0.106885</td>\n",
       "      <td>0.113914</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>66075</th>\n",
       "      <td>0.175614</td>\n",
       "      <td>-0.055901</td>\n",
       "      <td>0.399521</td>\n",
       "      <td>-0.029494</td>\n",
       "      <td>-0.189667</td>\n",
       "      <td>-0.405155</td>\n",
       "      <td>-0.116868</td>\n",
       "      <td>0.360067</td>\n",
       "      <td>0.627790</td>\n",
       "      <td>0.632453</td>\n",
       "      <td>...</td>\n",
       "      <td>0.318546</td>\n",
       "      <td>-0.079750</td>\n",
       "      <td>0.627057</td>\n",
       "      <td>0.745981</td>\n",
       "      <td>-0.017204</td>\n",
       "      <td>0.323872</td>\n",
       "      <td>0.077003</td>\n",
       "      <td>-0.149238</td>\n",
       "      <td>-0.096070</td>\n",
       "      <td>0.057204</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>44740</th>\n",
       "      <td>0.052002</td>\n",
       "      <td>0.180087</td>\n",
       "      <td>0.032191</td>\n",
       "      <td>0.113871</td>\n",
       "      <td>0.250124</td>\n",
       "      <td>0.051257</td>\n",
       "      <td>0.003404</td>\n",
       "      <td>-0.025974</td>\n",
       "      <td>-0.061498</td>\n",
       "      <td>0.045329</td>\n",
       "      <td>...</td>\n",
       "      <td>0.081889</td>\n",
       "      <td>-0.068898</td>\n",
       "      <td>0.006596</td>\n",
       "      <td>0.252498</td>\n",
       "      <td>-0.069583</td>\n",
       "      <td>-0.047902</td>\n",
       "      <td>-0.005222</td>\n",
       "      <td>0.046025</td>\n",
       "      <td>0.089184</td>\n",
       "      <td>0.156566</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>52012</th>\n",
       "      <td>0.075016</td>\n",
       "      <td>0.169401</td>\n",
       "      <td>0.039383</td>\n",
       "      <td>-0.211438</td>\n",
       "      <td>-0.349832</td>\n",
       "      <td>-0.202470</td>\n",
       "      <td>-0.313329</td>\n",
       "      <td>-0.142429</td>\n",
       "      <td>-0.000098</td>\n",
       "      <td>0.044173</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.068235</td>\n",
       "      <td>0.071204</td>\n",
       "      <td>0.150171</td>\n",
       "      <td>0.729405</td>\n",
       "      <td>-0.412166</td>\n",
       "      <td>-0.133939</td>\n",
       "      <td>0.575868</td>\n",
       "      <td>-0.165834</td>\n",
       "      <td>-0.301061</td>\n",
       "      <td>-1.219191</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26564</th>\n",
       "      <td>-0.526667</td>\n",
       "      <td>-0.033852</td>\n",
       "      <td>-0.086690</td>\n",
       "      <td>0.051149</td>\n",
       "      <td>-0.128185</td>\n",
       "      <td>-1.766700</td>\n",
       "      <td>0.428736</td>\n",
       "      <td>0.128562</td>\n",
       "      <td>0.213686</td>\n",
       "      <td>0.563146</td>\n",
       "      <td>...</td>\n",
       "      <td>0.102951</td>\n",
       "      <td>-0.614211</td>\n",
       "      <td>-0.902312</td>\n",
       "      <td>-0.373862</td>\n",
       "      <td>-0.057744</td>\n",
       "      <td>0.354066</td>\n",
       "      <td>-0.110635</td>\n",
       "      <td>0.087623</td>\n",
       "      <td>0.014599</td>\n",
       "      <td>-0.805603</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4019</th>\n",
       "      <td>0.037636</td>\n",
       "      <td>0.160365</td>\n",
       "      <td>0.387937</td>\n",
       "      <td>-0.373262</td>\n",
       "      <td>-0.427728</td>\n",
       "      <td>0.141157</td>\n",
       "      <td>-0.406722</td>\n",
       "      <td>0.039894</td>\n",
       "      <td>0.284952</td>\n",
       "      <td>0.492602</td>\n",
       "      <td>...</td>\n",
       "      <td>0.493161</td>\n",
       "      <td>-0.122791</td>\n",
       "      <td>0.063536</td>\n",
       "      <td>0.528031</td>\n",
       "      <td>-0.467986</td>\n",
       "      <td>-0.029260</td>\n",
       "      <td>0.299449</td>\n",
       "      <td>0.232456</td>\n",
       "      <td>-0.220302</td>\n",
       "      <td>0.155171</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>61146</th>\n",
       "      <td>0.004680</td>\n",
       "      <td>0.042270</td>\n",
       "      <td>-0.101816</td>\n",
       "      <td>0.044974</td>\n",
       "      <td>-0.024963</td>\n",
       "      <td>-0.107455</td>\n",
       "      <td>-0.041686</td>\n",
       "      <td>0.145533</td>\n",
       "      <td>-0.037535</td>\n",
       "      <td>-0.071496</td>\n",
       "      <td>...</td>\n",
       "      <td>0.111291</td>\n",
       "      <td>0.038385</td>\n",
       "      <td>0.141916</td>\n",
       "      <td>0.105068</td>\n",
       "      <td>-0.075600</td>\n",
       "      <td>0.043164</td>\n",
       "      <td>-0.136848</td>\n",
       "      <td>-0.031717</td>\n",
       "      <td>-0.054003</td>\n",
       "      <td>0.002754</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33651</th>\n",
       "      <td>0.046892</td>\n",
       "      <td>0.005658</td>\n",
       "      <td>-0.343885</td>\n",
       "      <td>0.340154</td>\n",
       "      <td>0.014613</td>\n",
       "      <td>-0.253819</td>\n",
       "      <td>0.203997</td>\n",
       "      <td>0.023769</td>\n",
       "      <td>-0.338056</td>\n",
       "      <td>-0.090951</td>\n",
       "      <td>...</td>\n",
       "      <td>0.164729</td>\n",
       "      <td>-0.308225</td>\n",
       "      <td>0.385166</td>\n",
       "      <td>0.194515</td>\n",
       "      <td>0.068977</td>\n",
       "      <td>-0.100635</td>\n",
       "      <td>-0.040612</td>\n",
       "      <td>0.145503</td>\n",
       "      <td>0.168109</td>\n",
       "      <td>0.014130</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10089</th>\n",
       "      <td>-0.013689</td>\n",
       "      <td>0.024391</td>\n",
       "      <td>-0.164880</td>\n",
       "      <td>-0.032217</td>\n",
       "      <td>-0.010130</td>\n",
       "      <td>-0.276669</td>\n",
       "      <td>-0.007986</td>\n",
       "      <td>0.295169</td>\n",
       "      <td>-0.122748</td>\n",
       "      <td>-0.058506</td>\n",
       "      <td>...</td>\n",
       "      <td>0.210034</td>\n",
       "      <td>0.065557</td>\n",
       "      <td>0.293615</td>\n",
       "      <td>0.006261</td>\n",
       "      <td>-0.050897</td>\n",
       "      <td>0.058706</td>\n",
       "      <td>-0.082371</td>\n",
       "      <td>-0.084677</td>\n",
       "      <td>-0.082901</td>\n",
       "      <td>-0.064201</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26086</th>\n",
       "      <td>-0.182733</td>\n",
       "      <td>0.058017</td>\n",
       "      <td>-0.114928</td>\n",
       "      <td>0.174408</td>\n",
       "      <td>0.058898</td>\n",
       "      <td>-0.019554</td>\n",
       "      <td>0.017601</td>\n",
       "      <td>0.048256</td>\n",
       "      <td>0.158757</td>\n",
       "      <td>-0.062144</td>\n",
       "      <td>...</td>\n",
       "      <td>0.027438</td>\n",
       "      <td>-0.092885</td>\n",
       "      <td>-0.207461</td>\n",
       "      <td>-0.067060</td>\n",
       "      <td>0.163280</td>\n",
       "      <td>0.012650</td>\n",
       "      <td>-0.085930</td>\n",
       "      <td>0.037976</td>\n",
       "      <td>-0.147238</td>\n",
       "      <td>-0.067905</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40646</th>\n",
       "      <td>0.051016</td>\n",
       "      <td>0.099891</td>\n",
       "      <td>-0.129487</td>\n",
       "      <td>0.117943</td>\n",
       "      <td>-0.025672</td>\n",
       "      <td>-0.094976</td>\n",
       "      <td>-0.040125</td>\n",
       "      <td>0.142029</td>\n",
       "      <td>-0.126616</td>\n",
       "      <td>0.025092</td>\n",
       "      <td>...</td>\n",
       "      <td>0.137449</td>\n",
       "      <td>0.128394</td>\n",
       "      <td>0.126822</td>\n",
       "      <td>0.319732</td>\n",
       "      <td>-0.112587</td>\n",
       "      <td>-0.069659</td>\n",
       "      <td>0.105406</td>\n",
       "      <td>0.073069</td>\n",
       "      <td>-0.032358</td>\n",
       "      <td>-0.002791</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2259</th>\n",
       "      <td>0.240908</td>\n",
       "      <td>-0.217461</td>\n",
       "      <td>-0.037735</td>\n",
       "      <td>-0.136545</td>\n",
       "      <td>0.030690</td>\n",
       "      <td>0.213419</td>\n",
       "      <td>-0.088338</td>\n",
       "      <td>0.427346</td>\n",
       "      <td>-0.506105</td>\n",
       "      <td>1.736607</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.577651</td>\n",
       "      <td>-0.426777</td>\n",
       "      <td>0.801294</td>\n",
       "      <td>-0.037788</td>\n",
       "      <td>-0.816409</td>\n",
       "      <td>1.290793</td>\n",
       "      <td>-0.337398</td>\n",
       "      <td>-0.363129</td>\n",
       "      <td>0.277508</td>\n",
       "      <td>-0.636704</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3717</th>\n",
       "      <td>0.014890</td>\n",
       "      <td>0.257417</td>\n",
       "      <td>-0.473041</td>\n",
       "      <td>-0.061842</td>\n",
       "      <td>0.557038</td>\n",
       "      <td>0.041388</td>\n",
       "      <td>0.253168</td>\n",
       "      <td>-0.248817</td>\n",
       "      <td>-0.525475</td>\n",
       "      <td>-0.066537</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.668932</td>\n",
       "      <td>-0.414530</td>\n",
       "      <td>0.517978</td>\n",
       "      <td>0.018763</td>\n",
       "      <td>-0.030538</td>\n",
       "      <td>0.103803</td>\n",
       "      <td>-0.707829</td>\n",
       "      <td>0.462546</td>\n",
       "      <td>0.502724</td>\n",
       "      <td>-0.335905</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36469</th>\n",
       "      <td>0.051736</td>\n",
       "      <td>0.176869</td>\n",
       "      <td>-0.335688</td>\n",
       "      <td>-0.338088</td>\n",
       "      <td>0.103605</td>\n",
       "      <td>-0.220401</td>\n",
       "      <td>0.245013</td>\n",
       "      <td>0.337508</td>\n",
       "      <td>0.332406</td>\n",
       "      <td>0.039815</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.638914</td>\n",
       "      <td>0.696263</td>\n",
       "      <td>-0.369255</td>\n",
       "      <td>-0.009947</td>\n",
       "      <td>0.158902</td>\n",
       "      <td>0.038265</td>\n",
       "      <td>0.075654</td>\n",
       "      <td>-0.621301</td>\n",
       "      <td>0.292866</td>\n",
       "      <td>0.908713</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17905</th>\n",
       "      <td>0.018251</td>\n",
       "      <td>0.050296</td>\n",
       "      <td>-0.029228</td>\n",
       "      <td>0.024187</td>\n",
       "      <td>0.040184</td>\n",
       "      <td>-0.220680</td>\n",
       "      <td>0.033933</td>\n",
       "      <td>0.272244</td>\n",
       "      <td>-0.042377</td>\n",
       "      <td>-0.091756</td>\n",
       "      <td>...</td>\n",
       "      <td>0.195379</td>\n",
       "      <td>-0.038659</td>\n",
       "      <td>0.215627</td>\n",
       "      <td>0.061243</td>\n",
       "      <td>-0.029581</td>\n",
       "      <td>0.030051</td>\n",
       "      <td>-0.097154</td>\n",
       "      <td>-0.055568</td>\n",
       "      <td>-0.024810</td>\n",
       "      <td>-0.068644</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>88064</th>\n",
       "      <td>0.292322</td>\n",
       "      <td>0.025430</td>\n",
       "      <td>0.523287</td>\n",
       "      <td>-0.129258</td>\n",
       "      <td>-0.325324</td>\n",
       "      <td>-0.113297</td>\n",
       "      <td>0.182184</td>\n",
       "      <td>-0.066588</td>\n",
       "      <td>0.039170</td>\n",
       "      <td>-0.230494</td>\n",
       "      <td>...</td>\n",
       "      <td>0.174583</td>\n",
       "      <td>0.394715</td>\n",
       "      <td>0.244966</td>\n",
       "      <td>-0.048630</td>\n",
       "      <td>0.136797</td>\n",
       "      <td>0.056362</td>\n",
       "      <td>-0.233910</td>\n",
       "      <td>-0.548719</td>\n",
       "      <td>-0.264455</td>\n",
       "      <td>-0.440555</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16715</th>\n",
       "      <td>0.077489</td>\n",
       "      <td>-0.107567</td>\n",
       "      <td>0.255410</td>\n",
       "      <td>0.028618</td>\n",
       "      <td>-0.065034</td>\n",
       "      <td>-0.258100</td>\n",
       "      <td>0.025106</td>\n",
       "      <td>0.014899</td>\n",
       "      <td>0.087341</td>\n",
       "      <td>0.031382</td>\n",
       "      <td>...</td>\n",
       "      <td>0.111761</td>\n",
       "      <td>0.045219</td>\n",
       "      <td>0.190789</td>\n",
       "      <td>0.109874</td>\n",
       "      <td>0.136565</td>\n",
       "      <td>0.008053</td>\n",
       "      <td>-0.272349</td>\n",
       "      <td>0.111947</td>\n",
       "      <td>-0.152285</td>\n",
       "      <td>0.122951</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>84283</th>\n",
       "      <td>0.334225</td>\n",
       "      <td>0.473987</td>\n",
       "      <td>-0.061818</td>\n",
       "      <td>-0.195085</td>\n",
       "      <td>0.393330</td>\n",
       "      <td>-0.630435</td>\n",
       "      <td>0.354301</td>\n",
       "      <td>-0.155747</td>\n",
       "      <td>0.306078</td>\n",
       "      <td>-0.002089</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.548503</td>\n",
       "      <td>-0.008056</td>\n",
       "      <td>0.562449</td>\n",
       "      <td>0.826183</td>\n",
       "      <td>-0.313663</td>\n",
       "      <td>-0.219837</td>\n",
       "      <td>-0.186757</td>\n",
       "      <td>0.094544</td>\n",
       "      <td>-0.110548</td>\n",
       "      <td>-0.097195</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>46644</th>\n",
       "      <td>-0.063610</td>\n",
       "      <td>0.076137</td>\n",
       "      <td>-0.124805</td>\n",
       "      <td>0.131444</td>\n",
       "      <td>0.082532</td>\n",
       "      <td>-0.054754</td>\n",
       "      <td>0.046974</td>\n",
       "      <td>0.208635</td>\n",
       "      <td>-0.038555</td>\n",
       "      <td>-0.030122</td>\n",
       "      <td>...</td>\n",
       "      <td>0.179313</td>\n",
       "      <td>-0.023619</td>\n",
       "      <td>0.192279</td>\n",
       "      <td>0.060548</td>\n",
       "      <td>0.036631</td>\n",
       "      <td>0.060796</td>\n",
       "      <td>-0.079462</td>\n",
       "      <td>0.071905</td>\n",
       "      <td>0.029671</td>\n",
       "      <td>0.053758</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>60524</th>\n",
       "      <td>-0.096914</td>\n",
       "      <td>-0.030468</td>\n",
       "      <td>-0.112029</td>\n",
       "      <td>0.193990</td>\n",
       "      <td>-0.042597</td>\n",
       "      <td>0.006972</td>\n",
       "      <td>-0.062852</td>\n",
       "      <td>0.288192</td>\n",
       "      <td>0.053858</td>\n",
       "      <td>0.070519</td>\n",
       "      <td>...</td>\n",
       "      <td>0.103023</td>\n",
       "      <td>0.090879</td>\n",
       "      <td>0.029354</td>\n",
       "      <td>0.013324</td>\n",
       "      <td>0.134970</td>\n",
       "      <td>-0.110670</td>\n",
       "      <td>-0.157637</td>\n",
       "      <td>-0.075793</td>\n",
       "      <td>-0.069189</td>\n",
       "      <td>-0.028940</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>71687 rows × 100 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "             0         1         2         3         4         5         6   \\\n",
       "17087 -0.014621  0.101112 -0.022333 -0.021723 -0.038643 -0.155911 -0.010302   \n",
       "29398 -0.047307  0.037585 -0.087311  0.014334 -0.001407 -0.249294  0.066975   \n",
       "69733 -0.019323 -0.028079 -0.006872 -0.103353  0.117638 -0.232578 -0.034635   \n",
       "49827  0.094278  0.001194 -0.022085  0.051840 -0.026541 -0.088998 -0.057301   \n",
       "14167  0.011923  0.022176  0.062863  0.047655 -0.032051 -0.104686  0.155157   \n",
       "82403  0.029858  0.014841 -0.109095  0.046793 -0.026435 -0.114113 -0.042742   \n",
       "82575 -0.016317  0.020783 -0.088202  0.013971 -0.057493 -0.083923  0.034387   \n",
       "73789  0.106923 -0.070688 -0.144943 -0.060158 -0.177334 -0.264023 -0.239365   \n",
       "17732  0.926251 -0.479533  0.260396 -0.344621  0.374428  0.083166 -0.375576   \n",
       "35871  0.126779  0.059333 -0.214161  0.035619  0.088690 -0.247137 -0.070055   \n",
       "24643 -0.171590 -0.583511 -0.889093 -0.412222  0.528962 -0.333519 -0.264487   \n",
       "22319 -0.282750  0.308723 -0.443231 -0.112603 -0.390944  0.046787 -0.621608   \n",
       "68004 -0.094649  0.059195 -0.115971  0.072553  0.120625 -0.198349 -0.015923   \n",
       "57022 -0.044891 -0.050395 -0.064760  0.093493 -0.156550 -0.144518  0.020051   \n",
       "14203  0.049128 -0.091088  0.024458  0.075225  0.062258 -0.017421 -0.059403   \n",
       "9384   0.009091  0.001248 -0.111247 -0.008337  0.010767 -0.212943  0.004093   \n",
       "16817  0.232464 -0.010062 -0.032714  0.067665  0.168962  0.129863 -0.024139   \n",
       "70010 -0.117237  0.065670 -0.065062  0.090149  0.151773 -0.140355  0.034597   \n",
       "15334  0.213312  0.045930 -0.079989 -0.003951  0.152654  0.017376 -0.192825   \n",
       "55516 -0.122369  0.142870 -0.179697 -0.265194  0.253018 -0.029081  0.212214   \n",
       "26691 -0.033937  0.149143 -0.209131  0.016598  0.080143 -0.163764 -0.080557   \n",
       "35255 -0.161926 -0.336253 -0.036584  0.235125  0.162049  0.157264  0.058313   \n",
       "20997  0.062081  0.069899 -0.105846  0.002020  0.058145 -0.082255 -0.022852   \n",
       "50855 -0.160966  0.094761 -0.268155  0.098605 -0.040574 -0.114804  0.306896   \n",
       "6655   0.192968  0.082818  0.180653 -0.713887 -0.840804  0.331613  0.226171   \n",
       "82191  0.037301  0.055852 -0.084976 -0.030638  0.008590 -0.135780 -0.019781   \n",
       "34031  0.094731  0.412059 -0.039315 -0.035214  0.225379  0.004461  0.011264   \n",
       "3363   0.172861 -0.232991 -0.468647 -1.392955  0.155921  1.021664  0.615245   \n",
       "2452  -0.057608  0.106720 -0.208296 -0.560950  0.116133 -0.022009  0.065408   \n",
       "54763  0.066962  0.221995  0.047792 -0.207915  0.166301 -0.148038 -0.307266   \n",
       "...         ...       ...       ...       ...       ...       ...       ...   \n",
       "14003  0.051098  0.208828 -0.028200 -0.013052  0.126037 -0.204605 -0.159736   \n",
       "4517   0.284587 -0.448480  0.082880  0.345083 -0.006913  0.218256 -0.234902   \n",
       "40042 -0.004875  0.079632 -0.060398  0.042904 -0.011403 -0.095011  0.014391   \n",
       "4413  -0.049609  0.116012  0.539071  0.979243 -0.116642  0.633057  0.942201   \n",
       "28526  0.951113  0.891323 -0.697244 -2.206267 -0.401770 -1.047872  0.517392   \n",
       "28628  0.203139  0.045893 -0.215449  0.126088  0.192168 -0.200989  0.229129   \n",
       "24520 -0.049151 -0.026104  0.059152 -0.004424 -0.022515 -0.120406  0.037753   \n",
       "69913  0.381128 -0.427206  1.412465  1.087456 -0.192023 -0.897718 -0.271963   \n",
       "1238   0.227286 -0.190197  0.038284  0.264005  0.275912  0.159212 -0.083624   \n",
       "88557  0.118675  0.077183 -0.046560 -0.005805  0.017869 -0.098002 -0.038585   \n",
       "37495  0.197559  0.251284 -0.159784 -0.149860 -0.233448 -0.025554  0.009024   \n",
       "66075  0.175614 -0.055901  0.399521 -0.029494 -0.189667 -0.405155 -0.116868   \n",
       "44740  0.052002  0.180087  0.032191  0.113871  0.250124  0.051257  0.003404   \n",
       "52012  0.075016  0.169401  0.039383 -0.211438 -0.349832 -0.202470 -0.313329   \n",
       "26564 -0.526667 -0.033852 -0.086690  0.051149 -0.128185 -1.766700  0.428736   \n",
       "4019   0.037636  0.160365  0.387937 -0.373262 -0.427728  0.141157 -0.406722   \n",
       "61146  0.004680  0.042270 -0.101816  0.044974 -0.024963 -0.107455 -0.041686   \n",
       "33651  0.046892  0.005658 -0.343885  0.340154  0.014613 -0.253819  0.203997   \n",
       "10089 -0.013689  0.024391 -0.164880 -0.032217 -0.010130 -0.276669 -0.007986   \n",
       "26086 -0.182733  0.058017 -0.114928  0.174408  0.058898 -0.019554  0.017601   \n",
       "40646  0.051016  0.099891 -0.129487  0.117943 -0.025672 -0.094976 -0.040125   \n",
       "2259   0.240908 -0.217461 -0.037735 -0.136545  0.030690  0.213419 -0.088338   \n",
       "3717   0.014890  0.257417 -0.473041 -0.061842  0.557038  0.041388  0.253168   \n",
       "36469  0.051736  0.176869 -0.335688 -0.338088  0.103605 -0.220401  0.245013   \n",
       "17905  0.018251  0.050296 -0.029228  0.024187  0.040184 -0.220680  0.033933   \n",
       "88064  0.292322  0.025430  0.523287 -0.129258 -0.325324 -0.113297  0.182184   \n",
       "16715  0.077489 -0.107567  0.255410  0.028618 -0.065034 -0.258100  0.025106   \n",
       "84283  0.334225  0.473987 -0.061818 -0.195085  0.393330 -0.630435  0.354301   \n",
       "46644 -0.063610  0.076137 -0.124805  0.131444  0.082532 -0.054754  0.046974   \n",
       "60524 -0.096914 -0.030468 -0.112029  0.193990 -0.042597  0.006972 -0.062852   \n",
       "\n",
       "             7         8         9     ...           90        91        92  \\\n",
       "17087  0.219558  0.026696 -0.041411    ...     0.226041  0.068715  0.152808   \n",
       "29398  0.207814 -0.087844 -0.017293    ...     0.122202  0.028651  0.133813   \n",
       "69733  0.209709  0.010719 -0.144634    ...     0.120193  0.084579 -0.009622   \n",
       "49827  0.150013 -0.111859 -0.000606    ...     0.095971  0.146846  0.030862   \n",
       "14167  0.259040 -0.050989  0.167427    ...     0.049040  0.221084  0.098541   \n",
       "82403  0.246072 -0.026439 -0.008336    ...     0.135072  0.001475  0.087608   \n",
       "82575  0.173557 -0.163529  0.104973    ...     0.231659  0.152024  0.074873   \n",
       "73789  0.288523  0.188577  0.105653    ...    -0.372654 -0.011634  0.210120   \n",
       "17732 -0.466551  0.029014  0.801164    ...    -0.048914 -0.089204  0.480641   \n",
       "35871  0.191745 -0.040292 -0.058296    ...     0.209703 -0.004899  0.200502   \n",
       "24643 -0.957528 -0.535266  0.476016    ...    -0.026799 -0.012126 -0.595818   \n",
       "22319 -0.634485 -0.142667 -0.876540    ...    -0.725053 -0.104699 -0.083036   \n",
       "68004  0.252930 -0.087844 -0.060629    ...     0.248786  0.033597  0.208948   \n",
       "57022  0.119513  0.132111 -0.125947    ...     0.092089  0.092280  0.249301   \n",
       "14203  0.051071 -0.077841 -0.046165    ...     0.031902  0.010625 -0.009940   \n",
       "9384   0.252514 -0.113853 -0.131947    ...     0.162692  0.056754  0.247805   \n",
       "16817 -0.015999  0.111813  0.054620    ...     0.036979 -0.165755  0.108811   \n",
       "70010  0.188551 -0.038175  0.014390    ...     0.172418 -0.014104  0.155673   \n",
       "15334  0.296439  0.136273  0.315735    ...     0.132866  0.181895  0.197984   \n",
       "55516  0.186258  0.146188 -0.063466    ...     0.571316 -0.029077 -0.236478   \n",
       "26691  0.172111 -0.057407 -0.060989    ...     0.068106  0.027263  0.137607   \n",
       "35255 -0.054373  0.068673  0.170311    ...     0.027036 -0.241671  0.341994   \n",
       "20997  0.132859 -0.075603 -0.008215    ...     0.089983  0.031159  0.143745   \n",
       "50855  0.363340 -0.114574 -0.388841    ...     0.213794  0.126387  0.159235   \n",
       "6655   0.050302 -0.319486  0.273745    ...    -0.408946  0.236231  0.920476   \n",
       "82191  0.165299 -0.056420 -0.023407    ...     0.124354 -0.011001  0.119078   \n",
       "34031  0.078099  0.093581 -0.393600    ...    -0.060522 -0.274144  0.091659   \n",
       "3363   0.497430 -0.027117 -0.212833    ...     0.257805  0.526032  0.138468   \n",
       "2452   0.105371 -1.155175  0.399809    ...     0.487738  0.938350 -0.164903   \n",
       "54763  0.079892 -0.184771 -0.209856    ...     0.317682  0.044906 -0.115967   \n",
       "...         ...       ...       ...    ...          ...       ...       ...   \n",
       "14003  0.314985  0.065757 -0.019222    ...     0.182283 -0.088280 -0.068983   \n",
       "4517   0.721267 -0.039871  0.176482    ...    -0.089523  0.326015  0.828628   \n",
       "40042  0.142295 -0.019817 -0.004653    ...     0.146410 -0.032489  0.096083   \n",
       "4413  -0.142547 -0.358592  0.278539    ...     0.851696 -0.165230  0.082202   \n",
       "28526  0.816552 -0.350793  0.477530    ...    -0.320798  0.443028 -0.193788   \n",
       "28628  0.119249  0.166337 -0.112922    ...     0.167947 -0.077088  0.098260   \n",
       "24520  0.086333 -0.163518 -0.046696    ...     0.008439 -0.026976  0.151482   \n",
       "69913  1.582038  0.583293  0.119804    ...    -1.033723 -0.826118 -0.101626   \n",
       "1238   0.220489 -0.413223 -0.036736    ...    -0.192942 -0.014401 -0.047713   \n",
       "88557  0.189837 -0.075490 -0.029826    ...     0.089780  0.040517  0.137724   \n",
       "37495 -0.101933  0.010349  0.158593    ...     0.372124  0.045993 -0.081107   \n",
       "66075  0.360067  0.627790  0.632453    ...     0.318546 -0.079750  0.627057   \n",
       "44740 -0.025974 -0.061498  0.045329    ...     0.081889 -0.068898  0.006596   \n",
       "52012 -0.142429 -0.000098  0.044173    ...    -0.068235  0.071204  0.150171   \n",
       "26564  0.128562  0.213686  0.563146    ...     0.102951 -0.614211 -0.902312   \n",
       "4019   0.039894  0.284952  0.492602    ...     0.493161 -0.122791  0.063536   \n",
       "61146  0.145533 -0.037535 -0.071496    ...     0.111291  0.038385  0.141916   \n",
       "33651  0.023769 -0.338056 -0.090951    ...     0.164729 -0.308225  0.385166   \n",
       "10089  0.295169 -0.122748 -0.058506    ...     0.210034  0.065557  0.293615   \n",
       "26086  0.048256  0.158757 -0.062144    ...     0.027438 -0.092885 -0.207461   \n",
       "40646  0.142029 -0.126616  0.025092    ...     0.137449  0.128394  0.126822   \n",
       "2259   0.427346 -0.506105  1.736607    ...    -0.577651 -0.426777  0.801294   \n",
       "3717  -0.248817 -0.525475 -0.066537    ...    -0.668932 -0.414530  0.517978   \n",
       "36469  0.337508  0.332406  0.039815    ...    -0.638914  0.696263 -0.369255   \n",
       "17905  0.272244 -0.042377 -0.091756    ...     0.195379 -0.038659  0.215627   \n",
       "88064 -0.066588  0.039170 -0.230494    ...     0.174583  0.394715  0.244966   \n",
       "16715  0.014899  0.087341  0.031382    ...     0.111761  0.045219  0.190789   \n",
       "84283 -0.155747  0.306078 -0.002089    ...    -0.548503 -0.008056  0.562449   \n",
       "46644  0.208635 -0.038555 -0.030122    ...     0.179313 -0.023619  0.192279   \n",
       "60524  0.288192  0.053858  0.070519    ...     0.103023  0.090879  0.029354   \n",
       "\n",
       "             93        94        95        96        97        98        99  \n",
       "17087 -0.044413 -0.031382  0.047200 -0.094833  0.008406 -0.077024 -0.089835  \n",
       "29398  0.036938 -0.042332  0.046991 -0.055178 -0.032597 -0.002470 -0.056504  \n",
       "69733  0.155599  0.124628  0.155820 -0.032640  0.267045 -0.077543 -0.047123  \n",
       "49827  0.010901  0.057704 -0.042539 -0.149742 -0.000133  0.057519 -0.024933  \n",
       "14167 -0.038319 -0.190391 -0.059453 -0.030957 -0.030667  0.262133  0.205411  \n",
       "82403  0.012118 -0.022021  0.019688 -0.007507 -0.057853 -0.027114 -0.012461  \n",
       "82575 -0.142110 -0.148979 -0.006461  0.042330 -0.011695  0.063181 -0.115283  \n",
       "73789  0.405240  0.082218  0.210677  0.022621 -0.083223 -0.496132  0.071459  \n",
       "17732 -0.094207 -0.430087  0.379711 -0.574606 -0.457577  0.219015 -0.261507  \n",
       "35871  0.085937 -0.121193  0.104208 -0.087888 -0.089056 -0.086049 -0.096868  \n",
       "24643 -0.194984  0.743179  0.773032 -0.454144 -0.139245  0.196943 -1.326002  \n",
       "22319 -0.251725  0.348492  0.524229  0.561863 -0.778710 -0.011126 -0.229183  \n",
       "68004 -0.092373 -0.012335  0.053422 -0.063105 -0.092551 -0.102754 -0.030327  \n",
       "57022  0.000908  0.036486  0.004871  0.122905  0.033328 -0.084624 -0.027435  \n",
       "14203  0.167501 -0.074570 -0.019362 -0.105094 -0.071121  0.027184  0.048931  \n",
       "9384   0.024634 -0.088350  0.044045 -0.091251 -0.115935 -0.055482 -0.050083  \n",
       "16817  0.457650  0.102744  0.115343  0.337734  0.100324 -0.141673 -0.131131  \n",
       "70010  0.062154  0.061982 -0.130792 -0.242281 -0.137045 -0.128819 -0.057078  \n",
       "15334  0.197310 -0.018467  0.202538 -0.100853  0.015991 -0.030952  0.158640  \n",
       "55516  0.467316  0.003891  0.524437 -0.274123 -0.013730 -0.051998  0.009813  \n",
       "26691  0.064540  0.015865  0.004243 -0.055590 -0.010978  0.007641 -0.083210  \n",
       "35255  0.166961 -0.024029 -0.014431  0.053480  0.031415 -0.532062 -0.408969  \n",
       "20997  0.041530 -0.000680 -0.064394 -0.082916 -0.008143 -0.012610 -0.043899  \n",
       "50855 -0.067140 -0.079143 -0.121886  0.060384  0.016684 -0.261470  0.059754  \n",
       "6655   0.210734 -0.386848 -0.304736  0.454884  0.534302  0.277146 -0.065914  \n",
       "82191  0.051805 -0.017831 -0.000257 -0.053310 -0.029625 -0.075959 -0.009435  \n",
       "34031 -0.052478  0.160198 -0.273508  0.138025  0.261023  0.007125 -0.008747  \n",
       "3363   0.247761 -0.169399 -0.603168  0.990677  0.328453  0.294991 -0.215713  \n",
       "2452   0.302792 -0.341280  0.110821 -0.308323 -0.182537 -0.275350 -0.410724  \n",
       "54763 -0.219963  0.062460 -0.042633  0.044144 -0.078096 -0.034073  0.146916  \n",
       "...         ...       ...       ...       ...       ...       ...       ...  \n",
       "14003  0.155067 -0.025189  0.003881 -0.189452 -0.067056  0.076104  0.036126  \n",
       "4517  -0.228170  0.005079  0.175809 -0.114559 -0.064765  0.132163 -0.210640  \n",
       "40042  0.066086 -0.069978  0.063626 -0.110075 -0.015211  0.001996 -0.015972  \n",
       "4413  -0.078792  0.673679 -0.295622 -0.545296 -0.104589 -0.382084  0.201423  \n",
       "28526  0.938875 -0.063300  1.540067  0.937746 -0.998161  0.385457 -0.211507  \n",
       "28628 -0.094847 -0.185248  0.155266  0.041491  0.079081 -0.078720 -0.053347  \n",
       "24520 -0.043742  0.156639 -0.214699 -0.138049  0.104103 -0.049207 -0.034640  \n",
       "69913  2.182781 -1.051159  0.192350 -0.055130 -0.357183 -0.506587 -1.711326  \n",
       "1238  -0.026469 -0.117223 -0.067117 -0.050890  0.143174  0.049825 -0.044000  \n",
       "88557  0.089548 -0.078381  0.014927 -0.035448 -0.037204 -0.029706 -0.020156  \n",
       "37495  0.278314 -0.065631 -0.225905 -0.203854 -0.188210 -0.106885  0.113914  \n",
       "66075  0.745981 -0.017204  0.323872  0.077003 -0.149238 -0.096070  0.057204  \n",
       "44740  0.252498 -0.069583 -0.047902 -0.005222  0.046025  0.089184  0.156566  \n",
       "52012  0.729405 -0.412166 -0.133939  0.575868 -0.165834 -0.301061 -1.219191  \n",
       "26564 -0.373862 -0.057744  0.354066 -0.110635  0.087623  0.014599 -0.805603  \n",
       "4019   0.528031 -0.467986 -0.029260  0.299449  0.232456 -0.220302  0.155171  \n",
       "61146  0.105068 -0.075600  0.043164 -0.136848 -0.031717 -0.054003  0.002754  \n",
       "33651  0.194515  0.068977 -0.100635 -0.040612  0.145503  0.168109  0.014130  \n",
       "10089  0.006261 -0.050897  0.058706 -0.082371 -0.084677 -0.082901 -0.064201  \n",
       "26086 -0.067060  0.163280  0.012650 -0.085930  0.037976 -0.147238 -0.067905  \n",
       "40646  0.319732 -0.112587 -0.069659  0.105406  0.073069 -0.032358 -0.002791  \n",
       "2259  -0.037788 -0.816409  1.290793 -0.337398 -0.363129  0.277508 -0.636704  \n",
       "3717   0.018763 -0.030538  0.103803 -0.707829  0.462546  0.502724 -0.335905  \n",
       "36469 -0.009947  0.158902  0.038265  0.075654 -0.621301  0.292866  0.908713  \n",
       "17905  0.061243 -0.029581  0.030051 -0.097154 -0.055568 -0.024810 -0.068644  \n",
       "88064 -0.048630  0.136797  0.056362 -0.233910 -0.548719 -0.264455 -0.440555  \n",
       "16715  0.109874  0.136565  0.008053 -0.272349  0.111947 -0.152285  0.122951  \n",
       "84283  0.826183 -0.313663 -0.219837 -0.186757  0.094544 -0.110548 -0.097195  \n",
       "46644  0.060548  0.036631  0.060796 -0.079462  0.071905  0.029671  0.053758  \n",
       "60524  0.013324  0.134970 -0.110670 -0.157637 -0.075793 -0.069189 -0.028940  \n",
       "\n",
       "[71687 rows x 100 columns]"
      ]
     },
     "execution_count": 94,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "train_features"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 95,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "      <th></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",
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       "      <th>90</th>\n",
       "      <th>91</th>\n",
       "      <th>92</th>\n",
       "      <th>93</th>\n",
       "      <th>94</th>\n",
       "      <th>95</th>\n",
       "      <th>96</th>\n",
       "      <th>97</th>\n",
       "      <th>98</th>\n",
       "      <th>99</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>-0.161872</td>\n",
       "      <td>-0.009100</td>\n",
       "      <td>0.044858</td>\n",
       "      <td>0.014669</td>\n",
       "      <td>0.047547</td>\n",
       "      <td>0.048277</td>\n",
       "      <td>-0.132203</td>\n",
       "      <td>0.063622</td>\n",
       "      <td>-0.013926</td>\n",
       "      <td>0.012698</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.066526</td>\n",
       "      <td>0.066170</td>\n",
       "      <td>-0.108659</td>\n",
       "      <td>0.082060</td>\n",
       "      <td>-0.056452</td>\n",
       "      <td>-0.061920</td>\n",
       "      <td>0.089878</td>\n",
       "      <td>0.004708</td>\n",
       "      <td>-0.038219</td>\n",
       "      <td>-0.101778</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>-0.116897</td>\n",
       "      <td>-0.172094</td>\n",
       "      <td>-0.665411</td>\n",
       "      <td>-0.234045</td>\n",
       "      <td>-0.646312</td>\n",
       "      <td>-0.217340</td>\n",
       "      <td>-0.211693</td>\n",
       "      <td>0.019485</td>\n",
       "      <td>-0.458883</td>\n",
       "      <td>0.603975</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.244428</td>\n",
       "      <td>-0.203080</td>\n",
       "      <td>0.400780</td>\n",
       "      <td>-0.734068</td>\n",
       "      <td>0.018443</td>\n",
       "      <td>-0.142608</td>\n",
       "      <td>-0.153986</td>\n",
       "      <td>-0.069798</td>\n",
       "      <td>0.779344</td>\n",
       "      <td>0.331009</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>1.188475</td>\n",
       "      <td>-0.819562</td>\n",
       "      <td>0.232700</td>\n",
       "      <td>-3.031180</td>\n",
       "      <td>0.057024</td>\n",
       "      <td>0.745198</td>\n",
       "      <td>-1.283319</td>\n",
       "      <td>-0.701044</td>\n",
       "      <td>0.023652</td>\n",
       "      <td>1.391822</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.067786</td>\n",
       "      <td>0.253040</td>\n",
       "      <td>-1.999688</td>\n",
       "      <td>0.194917</td>\n",
       "      <td>-0.655984</td>\n",
       "      <td>1.801901</td>\n",
       "      <td>-0.065305</td>\n",
       "      <td>0.022639</td>\n",
       "      <td>-0.806389</td>\n",
       "      <td>0.524130</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>0.458658</td>\n",
       "      <td>0.043007</td>\n",
       "      <td>-0.076944</td>\n",
       "      <td>-0.016600</td>\n",
       "      <td>0.077649</td>\n",
       "      <td>-0.140051</td>\n",
       "      <td>0.143172</td>\n",
       "      <td>0.090261</td>\n",
       "      <td>-0.051729</td>\n",
       "      <td>-0.022653</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.094100</td>\n",
       "      <td>0.147550</td>\n",
       "      <td>0.185742</td>\n",
       "      <td>-0.097562</td>\n",
       "      <td>0.054558</td>\n",
       "      <td>0.298738</td>\n",
       "      <td>-0.047316</td>\n",
       "      <td>0.118884</td>\n",
       "      <td>0.099048</td>\n",
       "      <td>0.155048</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>1.433878</td>\n",
       "      <td>-1.362989</td>\n",
       "      <td>0.431427</td>\n",
       "      <td>1.548894</td>\n",
       "      <td>-0.914617</td>\n",
       "      <td>-0.107542</td>\n",
       "      <td>0.808146</td>\n",
       "      <td>0.128424</td>\n",
       "      <td>0.062962</td>\n",
       "      <td>0.772665</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.244998</td>\n",
       "      <td>1.487368</td>\n",
       "      <td>0.702136</td>\n",
       "      <td>-0.711408</td>\n",
       "      <td>-1.255233</td>\n",
       "      <td>0.345821</td>\n",
       "      <td>0.764403</td>\n",
       "      <td>-0.514089</td>\n",
       "      <td>0.538843</td>\n",
       "      <td>-2.160355</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>2.488886</td>\n",
       "      <td>-1.878454</td>\n",
       "      <td>-0.223160</td>\n",
       "      <td>-0.288290</td>\n",
       "      <td>-0.016066</td>\n",
       "      <td>-0.831221</td>\n",
       "      <td>1.071759</td>\n",
       "      <td>1.049318</td>\n",
       "      <td>0.532486</td>\n",
       "      <td>1.187525</td>\n",
       "      <td>...</td>\n",
       "      <td>-1.116681</td>\n",
       "      <td>-0.628095</td>\n",
       "      <td>0.765025</td>\n",
       "      <td>-0.041267</td>\n",
       "      <td>-0.702816</td>\n",
       "      <td>1.661712</td>\n",
       "      <td>-0.823825</td>\n",
       "      <td>-1.599581</td>\n",
       "      <td>-0.657264</td>\n",
       "      <td>-1.077297</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>-0.106030</td>\n",
       "      <td>0.135595</td>\n",
       "      <td>-0.108754</td>\n",
       "      <td>0.076577</td>\n",
       "      <td>0.000969</td>\n",
       "      <td>0.141608</td>\n",
       "      <td>-0.151153</td>\n",
       "      <td>0.070615</td>\n",
       "      <td>-0.174782</td>\n",
       "      <td>-0.003767</td>\n",
       "      <td>...</td>\n",
       "      <td>0.169989</td>\n",
       "      <td>-0.152690</td>\n",
       "      <td>-0.172081</td>\n",
       "      <td>-0.214618</td>\n",
       "      <td>-0.186710</td>\n",
       "      <td>-0.118053</td>\n",
       "      <td>0.251723</td>\n",
       "      <td>-0.043225</td>\n",
       "      <td>0.032808</td>\n",
       "      <td>-0.227960</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>-0.124291</td>\n",
       "      <td>-0.049112</td>\n",
       "      <td>-0.011099</td>\n",
       "      <td>-0.018215</td>\n",
       "      <td>0.008464</td>\n",
       "      <td>0.007315</td>\n",
       "      <td>-0.130870</td>\n",
       "      <td>0.098632</td>\n",
       "      <td>0.032003</td>\n",
       "      <td>-0.032988</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.026960</td>\n",
       "      <td>0.040696</td>\n",
       "      <td>-0.103782</td>\n",
       "      <td>0.026275</td>\n",
       "      <td>-0.061215</td>\n",
       "      <td>-0.087234</td>\n",
       "      <td>0.053405</td>\n",
       "      <td>-0.068232</td>\n",
       "      <td>-0.063615</td>\n",
       "      <td>-0.085592</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43</th>\n",
       "      <td>-0.209369</td>\n",
       "      <td>-0.808682</td>\n",
       "      <td>-0.171439</td>\n",
       "      <td>-0.063193</td>\n",
       "      <td>-0.064448</td>\n",
       "      <td>0.900763</td>\n",
       "      <td>-0.499406</td>\n",
       "      <td>0.371616</td>\n",
       "      <td>-0.575946</td>\n",
       "      <td>-0.692924</td>\n",
       "      <td>...</td>\n",
       "      <td>0.873709</td>\n",
       "      <td>0.005039</td>\n",
       "      <td>0.567888</td>\n",
       "      <td>-0.998674</td>\n",
       "      <td>0.075768</td>\n",
       "      <td>-0.788618</td>\n",
       "      <td>0.238586</td>\n",
       "      <td>0.016307</td>\n",
       "      <td>0.244780</td>\n",
       "      <td>-0.178798</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>52</th>\n",
       "      <td>0.667967</td>\n",
       "      <td>-1.271902</td>\n",
       "      <td>-1.998901</td>\n",
       "      <td>-1.463594</td>\n",
       "      <td>-0.219858</td>\n",
       "      <td>-0.420921</td>\n",
       "      <td>1.583417</td>\n",
       "      <td>1.987300</td>\n",
       "      <td>0.112201</td>\n",
       "      <td>1.193823</td>\n",
       "      <td>...</td>\n",
       "      <td>-1.906087</td>\n",
       "      <td>0.066756</td>\n",
       "      <td>0.777997</td>\n",
       "      <td>-0.683975</td>\n",
       "      <td>-0.222607</td>\n",
       "      <td>1.537753</td>\n",
       "      <td>-0.511188</td>\n",
       "      <td>-1.383149</td>\n",
       "      <td>0.957672</td>\n",
       "      <td>-0.258902</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>54</th>\n",
       "      <td>0.073397</td>\n",
       "      <td>-1.193371</td>\n",
       "      <td>0.780308</td>\n",
       "      <td>-0.477198</td>\n",
       "      <td>0.580137</td>\n",
       "      <td>0.257307</td>\n",
       "      <td>-0.036816</td>\n",
       "      <td>-0.440883</td>\n",
       "      <td>-0.269313</td>\n",
       "      <td>1.293039</td>\n",
       "      <td>...</td>\n",
       "      <td>0.353789</td>\n",
       "      <td>0.153737</td>\n",
       "      <td>0.349724</td>\n",
       "      <td>-0.040277</td>\n",
       "      <td>-1.906355</td>\n",
       "      <td>-0.736573</td>\n",
       "      <td>0.359562</td>\n",
       "      <td>0.040552</td>\n",
       "      <td>0.514975</td>\n",
       "      <td>0.503760</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>59</th>\n",
       "      <td>-0.486827</td>\n",
       "      <td>0.243671</td>\n",
       "      <td>0.146281</td>\n",
       "      <td>0.346689</td>\n",
       "      <td>0.299470</td>\n",
       "      <td>0.002420</td>\n",
       "      <td>-0.323192</td>\n",
       "      <td>-0.001305</td>\n",
       "      <td>0.545041</td>\n",
       "      <td>0.304012</td>\n",
       "      <td>...</td>\n",
       "      <td>0.285465</td>\n",
       "      <td>-0.078219</td>\n",
       "      <td>-0.186804</td>\n",
       "      <td>0.007761</td>\n",
       "      <td>0.229622</td>\n",
       "      <td>0.054123</td>\n",
       "      <td>-0.383347</td>\n",
       "      <td>-0.158352</td>\n",
       "      <td>0.073259</td>\n",
       "      <td>-0.436532</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>70</th>\n",
       "      <td>0.690987</td>\n",
       "      <td>-0.657327</td>\n",
       "      <td>1.020251</td>\n",
       "      <td>-0.891712</td>\n",
       "      <td>1.317399</td>\n",
       "      <td>0.027835</td>\n",
       "      <td>1.606878</td>\n",
       "      <td>0.806708</td>\n",
       "      <td>-2.613441</td>\n",
       "      <td>1.622409</td>\n",
       "      <td>...</td>\n",
       "      <td>0.219001</td>\n",
       "      <td>1.832719</td>\n",
       "      <td>-0.702196</td>\n",
       "      <td>-0.817752</td>\n",
       "      <td>1.084973</td>\n",
       "      <td>1.177733</td>\n",
       "      <td>-0.949245</td>\n",
       "      <td>1.086073</td>\n",
       "      <td>1.000767</td>\n",
       "      <td>-0.091056</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>71</th>\n",
       "      <td>-0.735826</td>\n",
       "      <td>0.812036</td>\n",
       "      <td>-0.130904</td>\n",
       "      <td>-0.097647</td>\n",
       "      <td>-0.954822</td>\n",
       "      <td>-1.561392</td>\n",
       "      <td>0.733118</td>\n",
       "      <td>0.441482</td>\n",
       "      <td>-0.455594</td>\n",
       "      <td>-0.749623</td>\n",
       "      <td>...</td>\n",
       "      <td>1.648276</td>\n",
       "      <td>-0.244149</td>\n",
       "      <td>-1.162093</td>\n",
       "      <td>0.488437</td>\n",
       "      <td>-0.221269</td>\n",
       "      <td>-0.167937</td>\n",
       "      <td>-0.189111</td>\n",
       "      <td>0.361697</td>\n",
       "      <td>-0.004472</td>\n",
       "      <td>-0.484131</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>76</th>\n",
       "      <td>-0.055306</td>\n",
       "      <td>-0.150054</td>\n",
       "      <td>0.024591</td>\n",
       "      <td>-0.294842</td>\n",
       "      <td>0.041195</td>\n",
       "      <td>-0.036113</td>\n",
       "      <td>-0.130530</td>\n",
       "      <td>-0.044775</td>\n",
       "      <td>-0.040994</td>\n",
       "      <td>0.012204</td>\n",
       "      <td>...</td>\n",
       "      <td>0.089675</td>\n",
       "      <td>-0.150542</td>\n",
       "      <td>-0.041669</td>\n",
       "      <td>0.322674</td>\n",
       "      <td>-0.188773</td>\n",
       "      <td>0.068608</td>\n",
       "      <td>-0.193569</td>\n",
       "      <td>0.160477</td>\n",
       "      <td>0.090189</td>\n",
       "      <td>0.078255</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>78</th>\n",
       "      <td>-0.169581</td>\n",
       "      <td>-0.315113</td>\n",
       "      <td>0.167941</td>\n",
       "      <td>0.245737</td>\n",
       "      <td>-0.000691</td>\n",
       "      <td>-0.242663</td>\n",
       "      <td>-0.331834</td>\n",
       "      <td>0.205385</td>\n",
       "      <td>-0.001708</td>\n",
       "      <td>-0.141545</td>\n",
       "      <td>...</td>\n",
       "      <td>0.136267</td>\n",
       "      <td>0.231636</td>\n",
       "      <td>-0.002007</td>\n",
       "      <td>-0.351023</td>\n",
       "      <td>-0.361451</td>\n",
       "      <td>-0.267718</td>\n",
       "      <td>0.053545</td>\n",
       "      <td>0.036727</td>\n",
       "      <td>-0.000844</td>\n",
       "      <td>-0.356391</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>80</th>\n",
       "      <td>-0.194520</td>\n",
       "      <td>0.287644</td>\n",
       "      <td>-0.576574</td>\n",
       "      <td>-0.325022</td>\n",
       "      <td>0.149231</td>\n",
       "      <td>0.240658</td>\n",
       "      <td>0.858061</td>\n",
       "      <td>0.443232</td>\n",
       "      <td>-0.229400</td>\n",
       "      <td>-0.576025</td>\n",
       "      <td>...</td>\n",
       "      <td>1.214161</td>\n",
       "      <td>0.117172</td>\n",
       "      <td>-1.025114</td>\n",
       "      <td>0.250561</td>\n",
       "      <td>-0.776292</td>\n",
       "      <td>0.968481</td>\n",
       "      <td>0.389557</td>\n",
       "      <td>-0.440221</td>\n",
       "      <td>0.544415</td>\n",
       "      <td>0.664829</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>81</th>\n",
       "      <td>-0.070431</td>\n",
       "      <td>0.256112</td>\n",
       "      <td>-0.962081</td>\n",
       "      <td>0.043772</td>\n",
       "      <td>-0.020367</td>\n",
       "      <td>-0.170217</td>\n",
       "      <td>0.316717</td>\n",
       "      <td>-0.132423</td>\n",
       "      <td>-0.012259</td>\n",
       "      <td>0.167875</td>\n",
       "      <td>...</td>\n",
       "      <td>0.333084</td>\n",
       "      <td>0.015493</td>\n",
       "      <td>0.135950</td>\n",
       "      <td>0.091566</td>\n",
       "      <td>0.749500</td>\n",
       "      <td>0.537954</td>\n",
       "      <td>-0.285787</td>\n",
       "      <td>0.266470</td>\n",
       "      <td>0.039851</td>\n",
       "      <td>-0.457239</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>82</th>\n",
       "      <td>-0.086423</td>\n",
       "      <td>0.120841</td>\n",
       "      <td>-0.151952</td>\n",
       "      <td>-0.049146</td>\n",
       "      <td>-0.175953</td>\n",
       "      <td>0.158327</td>\n",
       "      <td>0.323700</td>\n",
       "      <td>-0.083526</td>\n",
       "      <td>-0.088822</td>\n",
       "      <td>-0.084629</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.351838</td>\n",
       "      <td>0.143977</td>\n",
       "      <td>0.087804</td>\n",
       "      <td>-0.111532</td>\n",
       "      <td>-0.379984</td>\n",
       "      <td>0.158488</td>\n",
       "      <td>-0.138743</td>\n",
       "      <td>0.193933</td>\n",
       "      <td>0.058904</td>\n",
       "      <td>0.165766</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>87</th>\n",
       "      <td>0.006380</td>\n",
       "      <td>-0.142096</td>\n",
       "      <td>-0.292811</td>\n",
       "      <td>-0.234708</td>\n",
       "      <td>-0.199838</td>\n",
       "      <td>0.235233</td>\n",
       "      <td>-0.059156</td>\n",
       "      <td>0.003320</td>\n",
       "      <td>-0.066784</td>\n",
       "      <td>0.208101</td>\n",
       "      <td>...</td>\n",
       "      <td>0.015469</td>\n",
       "      <td>0.114723</td>\n",
       "      <td>0.488413</td>\n",
       "      <td>-0.308805</td>\n",
       "      <td>-0.104154</td>\n",
       "      <td>-0.392011</td>\n",
       "      <td>0.081469</td>\n",
       "      <td>-0.277593</td>\n",
       "      <td>0.031794</td>\n",
       "      <td>0.063878</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>92</th>\n",
       "      <td>-0.007201</td>\n",
       "      <td>-0.265751</td>\n",
       "      <td>0.148539</td>\n",
       "      <td>-0.049267</td>\n",
       "      <td>0.494557</td>\n",
       "      <td>-0.038930</td>\n",
       "      <td>0.058719</td>\n",
       "      <td>-0.035185</td>\n",
       "      <td>0.020564</td>\n",
       "      <td>0.369015</td>\n",
       "      <td>...</td>\n",
       "      <td>0.058122</td>\n",
       "      <td>-0.114752</td>\n",
       "      <td>0.165533</td>\n",
       "      <td>-0.336274</td>\n",
       "      <td>-0.015081</td>\n",
       "      <td>0.046879</td>\n",
       "      <td>-0.014998</td>\n",
       "      <td>0.008985</td>\n",
       "      <td>-0.045812</td>\n",
       "      <td>0.151043</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>95</th>\n",
       "      <td>0.739274</td>\n",
       "      <td>0.609579</td>\n",
       "      <td>-0.357414</td>\n",
       "      <td>-0.173752</td>\n",
       "      <td>-0.883908</td>\n",
       "      <td>0.084286</td>\n",
       "      <td>0.370128</td>\n",
       "      <td>-0.073394</td>\n",
       "      <td>0.515762</td>\n",
       "      <td>1.300871</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.148022</td>\n",
       "      <td>-0.724487</td>\n",
       "      <td>0.295317</td>\n",
       "      <td>-0.010701</td>\n",
       "      <td>-0.034662</td>\n",
       "      <td>-0.686208</td>\n",
       "      <td>-0.025960</td>\n",
       "      <td>0.222401</td>\n",
       "      <td>-0.335862</td>\n",
       "      <td>0.339858</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>99</th>\n",
       "      <td>-0.029448</td>\n",
       "      <td>0.131546</td>\n",
       "      <td>-0.083751</td>\n",
       "      <td>-0.050817</td>\n",
       "      <td>0.085742</td>\n",
       "      <td>-0.166831</td>\n",
       "      <td>0.138030</td>\n",
       "      <td>0.194383</td>\n",
       "      <td>0.211490</td>\n",
       "      <td>-0.092969</td>\n",
       "      <td>...</td>\n",
       "      <td>0.182487</td>\n",
       "      <td>0.226678</td>\n",
       "      <td>0.241756</td>\n",
       "      <td>0.162694</td>\n",
       "      <td>-0.219346</td>\n",
       "      <td>-0.052369</td>\n",
       "      <td>0.020582</td>\n",
       "      <td>-0.258101</td>\n",
       "      <td>-0.062721</td>\n",
       "      <td>0.061470</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>100</th>\n",
       "      <td>0.037656</td>\n",
       "      <td>0.031120</td>\n",
       "      <td>-0.181571</td>\n",
       "      <td>-0.018997</td>\n",
       "      <td>0.013352</td>\n",
       "      <td>-0.193957</td>\n",
       "      <td>0.038199</td>\n",
       "      <td>0.250164</td>\n",
       "      <td>-0.061984</td>\n",
       "      <td>-0.055860</td>\n",
       "      <td>...</td>\n",
       "      <td>0.180088</td>\n",
       "      <td>0.033674</td>\n",
       "      <td>0.257205</td>\n",
       "      <td>0.076327</td>\n",
       "      <td>-0.060480</td>\n",
       "      <td>0.073012</td>\n",
       "      <td>-0.079487</td>\n",
       "      <td>-0.055184</td>\n",
       "      <td>-0.076150</td>\n",
       "      <td>-0.034849</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>104</th>\n",
       "      <td>0.065079</td>\n",
       "      <td>-0.117532</td>\n",
       "      <td>-0.137715</td>\n",
       "      <td>0.025114</td>\n",
       "      <td>0.056462</td>\n",
       "      <td>-0.070388</td>\n",
       "      <td>0.065790</td>\n",
       "      <td>-0.064470</td>\n",
       "      <td>0.003121</td>\n",
       "      <td>-0.211382</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.083987</td>\n",
       "      <td>0.059067</td>\n",
       "      <td>0.172777</td>\n",
       "      <td>0.129251</td>\n",
       "      <td>-0.108664</td>\n",
       "      <td>0.064771</td>\n",
       "      <td>0.217026</td>\n",
       "      <td>-0.150711</td>\n",
       "      <td>-0.109278</td>\n",
       "      <td>-0.059034</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>105</th>\n",
       "      <td>-0.899572</td>\n",
       "      <td>0.451784</td>\n",
       "      <td>-0.365425</td>\n",
       "      <td>-0.319007</td>\n",
       "      <td>-0.569277</td>\n",
       "      <td>0.382203</td>\n",
       "      <td>-1.086094</td>\n",
       "      <td>0.065757</td>\n",
       "      <td>0.188228</td>\n",
       "      <td>-0.190140</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.307417</td>\n",
       "      <td>0.152074</td>\n",
       "      <td>-0.548479</td>\n",
       "      <td>0.541227</td>\n",
       "      <td>0.488142</td>\n",
       "      <td>0.307395</td>\n",
       "      <td>-0.341002</td>\n",
       "      <td>0.904847</td>\n",
       "      <td>0.023451</td>\n",
       "      <td>-0.695540</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>109</th>\n",
       "      <td>-0.672462</td>\n",
       "      <td>0.139171</td>\n",
       "      <td>-0.771788</td>\n",
       "      <td>0.042153</td>\n",
       "      <td>-0.304639</td>\n",
       "      <td>0.018806</td>\n",
       "      <td>-0.279874</td>\n",
       "      <td>-0.110261</td>\n",
       "      <td>-0.372126</td>\n",
       "      <td>0.529138</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.026655</td>\n",
       "      <td>0.405728</td>\n",
       "      <td>-0.470424</td>\n",
       "      <td>-0.078723</td>\n",
       "      <td>-0.164317</td>\n",
       "      <td>-0.153936</td>\n",
       "      <td>-0.653847</td>\n",
       "      <td>0.389083</td>\n",
       "      <td>0.088282</td>\n",
       "      <td>0.357832</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>112</th>\n",
       "      <td>-0.242731</td>\n",
       "      <td>-0.595762</td>\n",
       "      <td>0.398023</td>\n",
       "      <td>-0.629071</td>\n",
       "      <td>0.876475</td>\n",
       "      <td>-0.614830</td>\n",
       "      <td>-0.302720</td>\n",
       "      <td>0.328269</td>\n",
       "      <td>-0.103113</td>\n",
       "      <td>1.047045</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.142737</td>\n",
       "      <td>-0.941968</td>\n",
       "      <td>0.751757</td>\n",
       "      <td>0.579439</td>\n",
       "      <td>-0.520311</td>\n",
       "      <td>0.304573</td>\n",
       "      <td>-1.033932</td>\n",
       "      <td>0.539695</td>\n",
       "      <td>-0.825594</td>\n",
       "      <td>-0.345922</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>117</th>\n",
       "      <td>0.140011</td>\n",
       "      <td>-0.649480</td>\n",
       "      <td>-0.877797</td>\n",
       "      <td>0.611418</td>\n",
       "      <td>0.155937</td>\n",
       "      <td>-0.843046</td>\n",
       "      <td>0.541345</td>\n",
       "      <td>-1.267273</td>\n",
       "      <td>-0.994021</td>\n",
       "      <td>0.586008</td>\n",
       "      <td>...</td>\n",
       "      <td>-1.784477</td>\n",
       "      <td>0.103956</td>\n",
       "      <td>0.057525</td>\n",
       "      <td>-0.388098</td>\n",
       "      <td>-0.633523</td>\n",
       "      <td>1.277739</td>\n",
       "      <td>-0.056595</td>\n",
       "      <td>-0.457210</td>\n",
       "      <td>-0.169839</td>\n",
       "      <td>-0.611248</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>123</th>\n",
       "      <td>0.360462</td>\n",
       "      <td>0.668988</td>\n",
       "      <td>-0.432711</td>\n",
       "      <td>-0.191838</td>\n",
       "      <td>-0.603784</td>\n",
       "      <td>-0.228886</td>\n",
       "      <td>0.414405</td>\n",
       "      <td>0.122041</td>\n",
       "      <td>0.813674</td>\n",
       "      <td>-0.463700</td>\n",
       "      <td>...</td>\n",
       "      <td>0.099925</td>\n",
       "      <td>0.275749</td>\n",
       "      <td>0.034059</td>\n",
       "      <td>-0.197822</td>\n",
       "      <td>-0.036107</td>\n",
       "      <td>-0.472180</td>\n",
       "      <td>-0.062591</td>\n",
       "      <td>-0.814282</td>\n",
       "      <td>0.411859</td>\n",
       "      <td>-0.640344</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",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>89441</th>\n",
       "      <td>-0.315576</td>\n",
       "      <td>0.261851</td>\n",
       "      <td>0.188611</td>\n",
       "      <td>-0.590502</td>\n",
       "      <td>-0.244114</td>\n",
       "      <td>0.332916</td>\n",
       "      <td>-0.389150</td>\n",
       "      <td>0.084365</td>\n",
       "      <td>0.068222</td>\n",
       "      <td>0.140474</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.439450</td>\n",
       "      <td>-0.725365</td>\n",
       "      <td>0.117346</td>\n",
       "      <td>-0.327331</td>\n",
       "      <td>-0.133463</td>\n",
       "      <td>-0.212248</td>\n",
       "      <td>0.267556</td>\n",
       "      <td>-0.004127</td>\n",
       "      <td>0.539546</td>\n",
       "      <td>-0.320937</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>89446</th>\n",
       "      <td>-0.106292</td>\n",
       "      <td>0.083310</td>\n",
       "      <td>-0.260419</td>\n",
       "      <td>0.110507</td>\n",
       "      <td>-0.126661</td>\n",
       "      <td>-0.188404</td>\n",
       "      <td>-0.076997</td>\n",
       "      <td>0.099356</td>\n",
       "      <td>0.031299</td>\n",
       "      <td>-0.084155</td>\n",
       "      <td>...</td>\n",
       "      <td>0.278721</td>\n",
       "      <td>-0.081384</td>\n",
       "      <td>0.017885</td>\n",
       "      <td>-0.057814</td>\n",
       "      <td>-0.005638</td>\n",
       "      <td>-0.198742</td>\n",
       "      <td>-0.141945</td>\n",
       "      <td>0.017075</td>\n",
       "      <td>-0.029025</td>\n",
       "      <td>0.115778</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>89458</th>\n",
       "      <td>0.146265</td>\n",
       "      <td>-0.075755</td>\n",
       "      <td>-0.156472</td>\n",
       "      <td>0.002753</td>\n",
       "      <td>-0.060559</td>\n",
       "      <td>-0.040601</td>\n",
       "      <td>-0.119902</td>\n",
       "      <td>0.065588</td>\n",
       "      <td>0.054623</td>\n",
       "      <td>-0.050447</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.018720</td>\n",
       "      <td>-0.155970</td>\n",
       "      <td>0.078822</td>\n",
       "      <td>0.119810</td>\n",
       "      <td>-0.111066</td>\n",
       "      <td>-0.086625</td>\n",
       "      <td>0.087403</td>\n",
       "      <td>0.000057</td>\n",
       "      <td>0.076070</td>\n",
       "      <td>-0.025406</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>89460</th>\n",
       "      <td>-0.016068</td>\n",
       "      <td>0.185323</td>\n",
       "      <td>-0.062696</td>\n",
       "      <td>0.154982</td>\n",
       "      <td>-0.091374</td>\n",
       "      <td>-0.172810</td>\n",
       "      <td>0.116564</td>\n",
       "      <td>0.077850</td>\n",
       "      <td>-0.099825</td>\n",
       "      <td>0.088455</td>\n",
       "      <td>...</td>\n",
       "      <td>0.232508</td>\n",
       "      <td>0.094150</td>\n",
       "      <td>0.011302</td>\n",
       "      <td>0.099959</td>\n",
       "      <td>-0.096352</td>\n",
       "      <td>0.050533</td>\n",
       "      <td>-0.013612</td>\n",
       "      <td>-0.008030</td>\n",
       "      <td>0.131597</td>\n",
       "      <td>0.032511</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>89472</th>\n",
       "      <td>0.070066</td>\n",
       "      <td>0.109343</td>\n",
       "      <td>-0.113863</td>\n",
       "      <td>-0.017065</td>\n",
       "      <td>0.009419</td>\n",
       "      <td>-0.224936</td>\n",
       "      <td>-0.006503</td>\n",
       "      <td>0.240009</td>\n",
       "      <td>-0.090993</td>\n",
       "      <td>-0.044651</td>\n",
       "      <td>...</td>\n",
       "      <td>0.162113</td>\n",
       "      <td>-0.008678</td>\n",
       "      <td>0.128152</td>\n",
       "      <td>0.045318</td>\n",
       "      <td>0.049115</td>\n",
       "      <td>0.007017</td>\n",
       "      <td>-0.081032</td>\n",
       "      <td>-0.085697</td>\n",
       "      <td>-0.055734</td>\n",
       "      <td>-0.025556</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>89473</th>\n",
       "      <td>0.039327</td>\n",
       "      <td>0.069145</td>\n",
       "      <td>-0.161494</td>\n",
       "      <td>-0.010947</td>\n",
       "      <td>-0.013632</td>\n",
       "      <td>-0.319120</td>\n",
       "      <td>0.007753</td>\n",
       "      <td>0.206085</td>\n",
       "      <td>-0.141750</td>\n",
       "      <td>-0.038893</td>\n",
       "      <td>...</td>\n",
       "      <td>0.168092</td>\n",
       "      <td>0.063287</td>\n",
       "      <td>0.134426</td>\n",
       "      <td>0.043715</td>\n",
       "      <td>0.003860</td>\n",
       "      <td>0.050021</td>\n",
       "      <td>-0.148424</td>\n",
       "      <td>0.044853</td>\n",
       "      <td>-0.099836</td>\n",
       "      <td>-0.125752</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>89474</th>\n",
       "      <td>0.087571</td>\n",
       "      <td>0.070727</td>\n",
       "      <td>-0.152872</td>\n",
       "      <td>0.020166</td>\n",
       "      <td>0.039046</td>\n",
       "      <td>-0.131208</td>\n",
       "      <td>-0.004971</td>\n",
       "      <td>0.131037</td>\n",
       "      <td>-0.086788</td>\n",
       "      <td>-0.094374</td>\n",
       "      <td>...</td>\n",
       "      <td>0.120423</td>\n",
       "      <td>0.025035</td>\n",
       "      <td>0.092765</td>\n",
       "      <td>0.029356</td>\n",
       "      <td>-0.047243</td>\n",
       "      <td>-0.018508</td>\n",
       "      <td>-0.073109</td>\n",
       "      <td>-0.026170</td>\n",
       "      <td>-0.039018</td>\n",
       "      <td>0.002994</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>89479</th>\n",
       "      <td>-0.012813</td>\n",
       "      <td>0.125392</td>\n",
       "      <td>-0.029358</td>\n",
       "      <td>0.267041</td>\n",
       "      <td>-0.077066</td>\n",
       "      <td>0.079595</td>\n",
       "      <td>0.164311</td>\n",
       "      <td>-0.267158</td>\n",
       "      <td>-0.100251</td>\n",
       "      <td>-0.000121</td>\n",
       "      <td>...</td>\n",
       "      <td>0.272198</td>\n",
       "      <td>0.140002</td>\n",
       "      <td>0.407144</td>\n",
       "      <td>-0.026899</td>\n",
       "      <td>-0.096920</td>\n",
       "      <td>-0.451391</td>\n",
       "      <td>0.290671</td>\n",
       "      <td>0.125467</td>\n",
       "      <td>-0.177039</td>\n",
       "      <td>0.177395</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>89480</th>\n",
       "      <td>-0.212809</td>\n",
       "      <td>-0.163853</td>\n",
       "      <td>-0.098562</td>\n",
       "      <td>0.136787</td>\n",
       "      <td>0.101091</td>\n",
       "      <td>-0.077173</td>\n",
       "      <td>-0.016363</td>\n",
       "      <td>0.074598</td>\n",
       "      <td>0.285597</td>\n",
       "      <td>-0.272901</td>\n",
       "      <td>...</td>\n",
       "      <td>0.140918</td>\n",
       "      <td>-0.299411</td>\n",
       "      <td>-0.044097</td>\n",
       "      <td>0.170223</td>\n",
       "      <td>0.375745</td>\n",
       "      <td>0.259132</td>\n",
       "      <td>-0.179117</td>\n",
       "      <td>-0.024546</td>\n",
       "      <td>0.274765</td>\n",
       "      <td>-0.216005</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>89487</th>\n",
       "      <td>0.016023</td>\n",
       "      <td>0.128217</td>\n",
       "      <td>-0.083959</td>\n",
       "      <td>-0.020311</td>\n",
       "      <td>-0.020872</td>\n",
       "      <td>-0.150876</td>\n",
       "      <td>-0.038149</td>\n",
       "      <td>0.374127</td>\n",
       "      <td>-0.123984</td>\n",
       "      <td>-0.040639</td>\n",
       "      <td>...</td>\n",
       "      <td>0.048951</td>\n",
       "      <td>-0.026085</td>\n",
       "      <td>0.120409</td>\n",
       "      <td>0.022240</td>\n",
       "      <td>-0.000265</td>\n",
       "      <td>0.148449</td>\n",
       "      <td>0.137641</td>\n",
       "      <td>0.058533</td>\n",
       "      <td>-0.098448</td>\n",
       "      <td>-0.051304</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>89492</th>\n",
       "      <td>0.017870</td>\n",
       "      <td>0.223041</td>\n",
       "      <td>0.002032</td>\n",
       "      <td>-0.024095</td>\n",
       "      <td>-0.011467</td>\n",
       "      <td>-0.091644</td>\n",
       "      <td>0.025821</td>\n",
       "      <td>0.273218</td>\n",
       "      <td>-0.046274</td>\n",
       "      <td>-0.024544</td>\n",
       "      <td>...</td>\n",
       "      <td>0.003203</td>\n",
       "      <td>0.031287</td>\n",
       "      <td>0.067661</td>\n",
       "      <td>0.004046</td>\n",
       "      <td>-0.025632</td>\n",
       "      <td>0.071120</td>\n",
       "      <td>0.126154</td>\n",
       "      <td>-0.026774</td>\n",
       "      <td>-0.096212</td>\n",
       "      <td>-0.029064</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>89504</th>\n",
       "      <td>0.042731</td>\n",
       "      <td>-0.008994</td>\n",
       "      <td>-0.048087</td>\n",
       "      <td>0.060557</td>\n",
       "      <td>0.117216</td>\n",
       "      <td>-0.026309</td>\n",
       "      <td>-0.018870</td>\n",
       "      <td>-0.019912</td>\n",
       "      <td>0.012763</td>\n",
       "      <td>-0.040531</td>\n",
       "      <td>...</td>\n",
       "      <td>0.004341</td>\n",
       "      <td>0.054621</td>\n",
       "      <td>0.027355</td>\n",
       "      <td>-0.045898</td>\n",
       "      <td>0.106876</td>\n",
       "      <td>-0.041870</td>\n",
       "      <td>-0.181476</td>\n",
       "      <td>0.068025</td>\n",
       "      <td>0.149496</td>\n",
       "      <td>-0.127440</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>89508</th>\n",
       "      <td>0.022670</td>\n",
       "      <td>0.045260</td>\n",
       "      <td>-0.097351</td>\n",
       "      <td>-0.005739</td>\n",
       "      <td>0.043645</td>\n",
       "      <td>-0.164997</td>\n",
       "      <td>0.022018</td>\n",
       "      <td>0.170606</td>\n",
       "      <td>0.005509</td>\n",
       "      <td>-0.035356</td>\n",
       "      <td>...</td>\n",
       "      <td>0.196243</td>\n",
       "      <td>0.035071</td>\n",
       "      <td>0.139819</td>\n",
       "      <td>0.065850</td>\n",
       "      <td>-0.042952</td>\n",
       "      <td>0.009582</td>\n",
       "      <td>-0.038169</td>\n",
       "      <td>-0.017969</td>\n",
       "      <td>-0.057329</td>\n",
       "      <td>-0.025339</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>89518</th>\n",
       "      <td>0.057374</td>\n",
       "      <td>0.071368</td>\n",
       "      <td>-0.117586</td>\n",
       "      <td>0.036843</td>\n",
       "      <td>0.059772</td>\n",
       "      <td>-0.250255</td>\n",
       "      <td>0.007068</td>\n",
       "      <td>0.211176</td>\n",
       "      <td>-0.035129</td>\n",
       "      <td>-0.047296</td>\n",
       "      <td>...</td>\n",
       "      <td>0.186166</td>\n",
       "      <td>0.085980</td>\n",
       "      <td>0.157992</td>\n",
       "      <td>0.047525</td>\n",
       "      <td>-0.067457</td>\n",
       "      <td>-0.079040</td>\n",
       "      <td>-0.104940</td>\n",
       "      <td>-0.019558</td>\n",
       "      <td>-0.015651</td>\n",
       "      <td>-0.057704</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>89528</th>\n",
       "      <td>0.247993</td>\n",
       "      <td>0.927881</td>\n",
       "      <td>-0.252465</td>\n",
       "      <td>-0.594477</td>\n",
       "      <td>0.688708</td>\n",
       "      <td>0.797323</td>\n",
       "      <td>-0.204695</td>\n",
       "      <td>0.642192</td>\n",
       "      <td>-0.704572</td>\n",
       "      <td>-0.280095</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.196245</td>\n",
       "      <td>-0.615521</td>\n",
       "      <td>0.140938</td>\n",
       "      <td>0.651673</td>\n",
       "      <td>0.253645</td>\n",
       "      <td>-0.237100</td>\n",
       "      <td>0.437302</td>\n",
       "      <td>1.015140</td>\n",
       "      <td>1.422804</td>\n",
       "      <td>0.341652</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>89533</th>\n",
       "      <td>0.036757</td>\n",
       "      <td>0.027395</td>\n",
       "      <td>0.033496</td>\n",
       "      <td>0.117138</td>\n",
       "      <td>0.195729</td>\n",
       "      <td>-0.159460</td>\n",
       "      <td>-0.123363</td>\n",
       "      <td>0.080429</td>\n",
       "      <td>0.176190</td>\n",
       "      <td>0.042828</td>\n",
       "      <td>...</td>\n",
       "      <td>0.246125</td>\n",
       "      <td>-0.051214</td>\n",
       "      <td>0.138690</td>\n",
       "      <td>-0.063750</td>\n",
       "      <td>0.089802</td>\n",
       "      <td>-0.039874</td>\n",
       "      <td>-0.206257</td>\n",
       "      <td>-0.036845</td>\n",
       "      <td>-0.023320</td>\n",
       "      <td>-0.139648</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>89534</th>\n",
       "      <td>0.008397</td>\n",
       "      <td>-0.012503</td>\n",
       "      <td>-0.057363</td>\n",
       "      <td>0.030776</td>\n",
       "      <td>0.260941</td>\n",
       "      <td>-0.230102</td>\n",
       "      <td>-0.138813</td>\n",
       "      <td>0.022668</td>\n",
       "      <td>0.109752</td>\n",
       "      <td>0.020495</td>\n",
       "      <td>...</td>\n",
       "      <td>0.189213</td>\n",
       "      <td>-0.097281</td>\n",
       "      <td>-0.003633</td>\n",
       "      <td>0.079701</td>\n",
       "      <td>0.099892</td>\n",
       "      <td>0.073461</td>\n",
       "      <td>-0.234779</td>\n",
       "      <td>-0.073650</td>\n",
       "      <td>-0.090701</td>\n",
       "      <td>-0.016647</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>89538</th>\n",
       "      <td>-0.301297</td>\n",
       "      <td>-0.058405</td>\n",
       "      <td>0.300961</td>\n",
       "      <td>0.092758</td>\n",
       "      <td>-0.057242</td>\n",
       "      <td>0.062092</td>\n",
       "      <td>0.162054</td>\n",
       "      <td>0.171819</td>\n",
       "      <td>0.301001</td>\n",
       "      <td>-0.163637</td>\n",
       "      <td>...</td>\n",
       "      <td>0.330671</td>\n",
       "      <td>-0.122285</td>\n",
       "      <td>0.454180</td>\n",
       "      <td>-0.440690</td>\n",
       "      <td>-0.258902</td>\n",
       "      <td>-0.147441</td>\n",
       "      <td>0.072486</td>\n",
       "      <td>-0.034374</td>\n",
       "      <td>0.405253</td>\n",
       "      <td>0.065955</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>89543</th>\n",
       "      <td>-0.065750</td>\n",
       "      <td>0.204180</td>\n",
       "      <td>-0.051719</td>\n",
       "      <td>0.116497</td>\n",
       "      <td>0.007207</td>\n",
       "      <td>-0.182292</td>\n",
       "      <td>-0.058736</td>\n",
       "      <td>-0.090912</td>\n",
       "      <td>0.040268</td>\n",
       "      <td>0.016784</td>\n",
       "      <td>...</td>\n",
       "      <td>0.106478</td>\n",
       "      <td>0.010174</td>\n",
       "      <td>0.005728</td>\n",
       "      <td>0.045796</td>\n",
       "      <td>0.178480</td>\n",
       "      <td>0.000776</td>\n",
       "      <td>-0.257866</td>\n",
       "      <td>0.009978</td>\n",
       "      <td>0.151947</td>\n",
       "      <td>-0.179731</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>89545</th>\n",
       "      <td>0.025316</td>\n",
       "      <td>0.066565</td>\n",
       "      <td>-0.112450</td>\n",
       "      <td>0.092785</td>\n",
       "      <td>0.028531</td>\n",
       "      <td>-0.146512</td>\n",
       "      <td>-0.011222</td>\n",
       "      <td>0.173008</td>\n",
       "      <td>-0.106551</td>\n",
       "      <td>-0.051044</td>\n",
       "      <td>...</td>\n",
       "      <td>0.115813</td>\n",
       "      <td>0.072632</td>\n",
       "      <td>0.174366</td>\n",
       "      <td>-0.082319</td>\n",
       "      <td>-0.019575</td>\n",
       "      <td>-0.037948</td>\n",
       "      <td>-0.120095</td>\n",
       "      <td>-0.111183</td>\n",
       "      <td>-0.011338</td>\n",
       "      <td>-0.119131</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>89560</th>\n",
       "      <td>-0.076729</td>\n",
       "      <td>0.055654</td>\n",
       "      <td>-0.051431</td>\n",
       "      <td>0.198159</td>\n",
       "      <td>0.190456</td>\n",
       "      <td>-0.038707</td>\n",
       "      <td>-0.017541</td>\n",
       "      <td>0.242278</td>\n",
       "      <td>-0.017591</td>\n",
       "      <td>-0.147142</td>\n",
       "      <td>...</td>\n",
       "      <td>0.143218</td>\n",
       "      <td>0.076194</td>\n",
       "      <td>0.226280</td>\n",
       "      <td>-0.023495</td>\n",
       "      <td>-0.017970</td>\n",
       "      <td>-0.041343</td>\n",
       "      <td>-0.072249</td>\n",
       "      <td>-0.040315</td>\n",
       "      <td>-0.141286</td>\n",
       "      <td>-0.076067</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>89563</th>\n",
       "      <td>0.053372</td>\n",
       "      <td>0.007207</td>\n",
       "      <td>-0.089717</td>\n",
       "      <td>0.048557</td>\n",
       "      <td>0.021608</td>\n",
       "      <td>0.009353</td>\n",
       "      <td>-0.025186</td>\n",
       "      <td>0.217496</td>\n",
       "      <td>-0.112039</td>\n",
       "      <td>-0.089264</td>\n",
       "      <td>...</td>\n",
       "      <td>0.120170</td>\n",
       "      <td>0.089888</td>\n",
       "      <td>0.155330</td>\n",
       "      <td>-0.086397</td>\n",
       "      <td>-0.064688</td>\n",
       "      <td>-0.004721</td>\n",
       "      <td>-0.064852</td>\n",
       "      <td>-0.057169</td>\n",
       "      <td>0.014421</td>\n",
       "      <td>-0.146440</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>89565</th>\n",
       "      <td>0.020956</td>\n",
       "      <td>-0.022854</td>\n",
       "      <td>-0.014893</td>\n",
       "      <td>0.069465</td>\n",
       "      <td>-0.028329</td>\n",
       "      <td>-0.020291</td>\n",
       "      <td>0.025103</td>\n",
       "      <td>-0.007067</td>\n",
       "      <td>0.000057</td>\n",
       "      <td>0.031357</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.051261</td>\n",
       "      <td>-0.015683</td>\n",
       "      <td>0.122480</td>\n",
       "      <td>-0.018759</td>\n",
       "      <td>0.021092</td>\n",
       "      <td>-0.004039</td>\n",
       "      <td>-0.043024</td>\n",
       "      <td>0.036890</td>\n",
       "      <td>-0.008353</td>\n",
       "      <td>-0.034669</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>89567</th>\n",
       "      <td>-0.051913</td>\n",
       "      <td>0.077886</td>\n",
       "      <td>-0.113169</td>\n",
       "      <td>0.097782</td>\n",
       "      <td>-0.033432</td>\n",
       "      <td>-0.093947</td>\n",
       "      <td>-0.026223</td>\n",
       "      <td>0.197353</td>\n",
       "      <td>-0.021659</td>\n",
       "      <td>0.019221</td>\n",
       "      <td>...</td>\n",
       "      <td>0.117063</td>\n",
       "      <td>-0.036701</td>\n",
       "      <td>0.138612</td>\n",
       "      <td>-0.031145</td>\n",
       "      <td>0.038663</td>\n",
       "      <td>-0.064633</td>\n",
       "      <td>-0.094149</td>\n",
       "      <td>0.008953</td>\n",
       "      <td>0.007901</td>\n",
       "      <td>-0.154332</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>89569</th>\n",
       "      <td>-0.101123</td>\n",
       "      <td>-0.040738</td>\n",
       "      <td>-0.095361</td>\n",
       "      <td>0.098950</td>\n",
       "      <td>0.014978</td>\n",
       "      <td>-0.105123</td>\n",
       "      <td>-0.015439</td>\n",
       "      <td>0.182098</td>\n",
       "      <td>-0.056034</td>\n",
       "      <td>0.028858</td>\n",
       "      <td>...</td>\n",
       "      <td>0.127830</td>\n",
       "      <td>-0.021559</td>\n",
       "      <td>0.198176</td>\n",
       "      <td>0.017737</td>\n",
       "      <td>-0.025723</td>\n",
       "      <td>0.022601</td>\n",
       "      <td>-0.162027</td>\n",
       "      <td>-0.062436</td>\n",
       "      <td>-0.040646</td>\n",
       "      <td>-0.129890</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>89573</th>\n",
       "      <td>-0.062764</td>\n",
       "      <td>0.033620</td>\n",
       "      <td>-0.124608</td>\n",
       "      <td>0.158711</td>\n",
       "      <td>0.043434</td>\n",
       "      <td>-0.074228</td>\n",
       "      <td>-0.028266</td>\n",
       "      <td>0.163762</td>\n",
       "      <td>0.037180</td>\n",
       "      <td>0.106385</td>\n",
       "      <td>...</td>\n",
       "      <td>0.111980</td>\n",
       "      <td>-0.053568</td>\n",
       "      <td>0.096110</td>\n",
       "      <td>0.015713</td>\n",
       "      <td>-0.004232</td>\n",
       "      <td>-0.053003</td>\n",
       "      <td>-0.156826</td>\n",
       "      <td>0.006422</td>\n",
       "      <td>-0.073761</td>\n",
       "      <td>-0.095488</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>89593</th>\n",
       "      <td>-0.001798</td>\n",
       "      <td>-0.108008</td>\n",
       "      <td>0.317931</td>\n",
       "      <td>-0.024758</td>\n",
       "      <td>0.116516</td>\n",
       "      <td>-0.033334</td>\n",
       "      <td>-0.034718</td>\n",
       "      <td>0.174404</td>\n",
       "      <td>0.132865</td>\n",
       "      <td>-0.109183</td>\n",
       "      <td>...</td>\n",
       "      <td>0.060890</td>\n",
       "      <td>0.185023</td>\n",
       "      <td>0.348039</td>\n",
       "      <td>0.159468</td>\n",
       "      <td>-0.192558</td>\n",
       "      <td>-0.243204</td>\n",
       "      <td>-0.205272</td>\n",
       "      <td>-0.276755</td>\n",
       "      <td>-0.208093</td>\n",
       "      <td>-0.216374</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>89598</th>\n",
       "      <td>-0.065848</td>\n",
       "      <td>0.111298</td>\n",
       "      <td>0.036091</td>\n",
       "      <td>-0.034814</td>\n",
       "      <td>0.107817</td>\n",
       "      <td>-0.041196</td>\n",
       "      <td>-0.015498</td>\n",
       "      <td>0.189469</td>\n",
       "      <td>-0.027436</td>\n",
       "      <td>-0.097366</td>\n",
       "      <td>...</td>\n",
       "      <td>0.223640</td>\n",
       "      <td>0.173281</td>\n",
       "      <td>0.158379</td>\n",
       "      <td>0.069679</td>\n",
       "      <td>-0.013168</td>\n",
       "      <td>0.016157</td>\n",
       "      <td>0.023154</td>\n",
       "      <td>0.070881</td>\n",
       "      <td>-0.039277</td>\n",
       "      <td>-0.095015</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>89599</th>\n",
       "      <td>0.026439</td>\n",
       "      <td>0.074944</td>\n",
       "      <td>0.041022</td>\n",
       "      <td>0.018851</td>\n",
       "      <td>0.003621</td>\n",
       "      <td>-0.050125</td>\n",
       "      <td>0.114736</td>\n",
       "      <td>0.054444</td>\n",
       "      <td>-0.117886</td>\n",
       "      <td>0.006632</td>\n",
       "      <td>...</td>\n",
       "      <td>0.160946</td>\n",
       "      <td>0.095738</td>\n",
       "      <td>0.108688</td>\n",
       "      <td>0.044524</td>\n",
       "      <td>0.038447</td>\n",
       "      <td>0.036758</td>\n",
       "      <td>0.022201</td>\n",
       "      <td>0.053135</td>\n",
       "      <td>-0.049350</td>\n",
       "      <td>-0.085577</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>89606</th>\n",
       "      <td>-0.178152</td>\n",
       "      <td>0.119708</td>\n",
       "      <td>-0.060297</td>\n",
       "      <td>0.145138</td>\n",
       "      <td>-0.014104</td>\n",
       "      <td>-0.254334</td>\n",
       "      <td>-0.110912</td>\n",
       "      <td>-0.073970</td>\n",
       "      <td>0.011659</td>\n",
       "      <td>0.018455</td>\n",
       "      <td>...</td>\n",
       "      <td>0.090038</td>\n",
       "      <td>0.081214</td>\n",
       "      <td>0.069291</td>\n",
       "      <td>0.059340</td>\n",
       "      <td>0.091737</td>\n",
       "      <td>-0.006876</td>\n",
       "      <td>-0.268118</td>\n",
       "      <td>0.013003</td>\n",
       "      <td>0.141615</td>\n",
       "      <td>-0.244627</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>17922 rows × 100 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "             0         1         2         3         4         5         6   \\\n",
       "3     -0.161872 -0.009100  0.044858  0.014669  0.047547  0.048277 -0.132203   \n",
       "6     -0.116897 -0.172094 -0.665411 -0.234045 -0.646312 -0.217340 -0.211693   \n",
       "8      1.188475 -0.819562  0.232700 -3.031180  0.057024  0.745198 -1.283319   \n",
       "18     0.458658  0.043007 -0.076944 -0.016600  0.077649 -0.140051  0.143172   \n",
       "19     1.433878 -1.362989  0.431427  1.548894 -0.914617 -0.107542  0.808146   \n",
       "21     2.488886 -1.878454 -0.223160 -0.288290 -0.016066 -0.831221  1.071759   \n",
       "25    -0.106030  0.135595 -0.108754  0.076577  0.000969  0.141608 -0.151153   \n",
       "39    -0.124291 -0.049112 -0.011099 -0.018215  0.008464  0.007315 -0.130870   \n",
       "43    -0.209369 -0.808682 -0.171439 -0.063193 -0.064448  0.900763 -0.499406   \n",
       "52     0.667967 -1.271902 -1.998901 -1.463594 -0.219858 -0.420921  1.583417   \n",
       "54     0.073397 -1.193371  0.780308 -0.477198  0.580137  0.257307 -0.036816   \n",
       "59    -0.486827  0.243671  0.146281  0.346689  0.299470  0.002420 -0.323192   \n",
       "70     0.690987 -0.657327  1.020251 -0.891712  1.317399  0.027835  1.606878   \n",
       "71    -0.735826  0.812036 -0.130904 -0.097647 -0.954822 -1.561392  0.733118   \n",
       "76    -0.055306 -0.150054  0.024591 -0.294842  0.041195 -0.036113 -0.130530   \n",
       "78    -0.169581 -0.315113  0.167941  0.245737 -0.000691 -0.242663 -0.331834   \n",
       "80    -0.194520  0.287644 -0.576574 -0.325022  0.149231  0.240658  0.858061   \n",
       "81    -0.070431  0.256112 -0.962081  0.043772 -0.020367 -0.170217  0.316717   \n",
       "82    -0.086423  0.120841 -0.151952 -0.049146 -0.175953  0.158327  0.323700   \n",
       "87     0.006380 -0.142096 -0.292811 -0.234708 -0.199838  0.235233 -0.059156   \n",
       "92    -0.007201 -0.265751  0.148539 -0.049267  0.494557 -0.038930  0.058719   \n",
       "95     0.739274  0.609579 -0.357414 -0.173752 -0.883908  0.084286  0.370128   \n",
       "99    -0.029448  0.131546 -0.083751 -0.050817  0.085742 -0.166831  0.138030   \n",
       "100    0.037656  0.031120 -0.181571 -0.018997  0.013352 -0.193957  0.038199   \n",
       "104    0.065079 -0.117532 -0.137715  0.025114  0.056462 -0.070388  0.065790   \n",
       "105   -0.899572  0.451784 -0.365425 -0.319007 -0.569277  0.382203 -1.086094   \n",
       "109   -0.672462  0.139171 -0.771788  0.042153 -0.304639  0.018806 -0.279874   \n",
       "112   -0.242731 -0.595762  0.398023 -0.629071  0.876475 -0.614830 -0.302720   \n",
       "117    0.140011 -0.649480 -0.877797  0.611418  0.155937 -0.843046  0.541345   \n",
       "123    0.360462  0.668988 -0.432711 -0.191838 -0.603784 -0.228886  0.414405   \n",
       "...         ...       ...       ...       ...       ...       ...       ...   \n",
       "89441 -0.315576  0.261851  0.188611 -0.590502 -0.244114  0.332916 -0.389150   \n",
       "89446 -0.106292  0.083310 -0.260419  0.110507 -0.126661 -0.188404 -0.076997   \n",
       "89458  0.146265 -0.075755 -0.156472  0.002753 -0.060559 -0.040601 -0.119902   \n",
       "89460 -0.016068  0.185323 -0.062696  0.154982 -0.091374 -0.172810  0.116564   \n",
       "89472  0.070066  0.109343 -0.113863 -0.017065  0.009419 -0.224936 -0.006503   \n",
       "89473  0.039327  0.069145 -0.161494 -0.010947 -0.013632 -0.319120  0.007753   \n",
       "89474  0.087571  0.070727 -0.152872  0.020166  0.039046 -0.131208 -0.004971   \n",
       "89479 -0.012813  0.125392 -0.029358  0.267041 -0.077066  0.079595  0.164311   \n",
       "89480 -0.212809 -0.163853 -0.098562  0.136787  0.101091 -0.077173 -0.016363   \n",
       "89487  0.016023  0.128217 -0.083959 -0.020311 -0.020872 -0.150876 -0.038149   \n",
       "89492  0.017870  0.223041  0.002032 -0.024095 -0.011467 -0.091644  0.025821   \n",
       "89504  0.042731 -0.008994 -0.048087  0.060557  0.117216 -0.026309 -0.018870   \n",
       "89508  0.022670  0.045260 -0.097351 -0.005739  0.043645 -0.164997  0.022018   \n",
       "89518  0.057374  0.071368 -0.117586  0.036843  0.059772 -0.250255  0.007068   \n",
       "89528  0.247993  0.927881 -0.252465 -0.594477  0.688708  0.797323 -0.204695   \n",
       "89533  0.036757  0.027395  0.033496  0.117138  0.195729 -0.159460 -0.123363   \n",
       "89534  0.008397 -0.012503 -0.057363  0.030776  0.260941 -0.230102 -0.138813   \n",
       "89538 -0.301297 -0.058405  0.300961  0.092758 -0.057242  0.062092  0.162054   \n",
       "89543 -0.065750  0.204180 -0.051719  0.116497  0.007207 -0.182292 -0.058736   \n",
       "89545  0.025316  0.066565 -0.112450  0.092785  0.028531 -0.146512 -0.011222   \n",
       "89560 -0.076729  0.055654 -0.051431  0.198159  0.190456 -0.038707 -0.017541   \n",
       "89563  0.053372  0.007207 -0.089717  0.048557  0.021608  0.009353 -0.025186   \n",
       "89565  0.020956 -0.022854 -0.014893  0.069465 -0.028329 -0.020291  0.025103   \n",
       "89567 -0.051913  0.077886 -0.113169  0.097782 -0.033432 -0.093947 -0.026223   \n",
       "89569 -0.101123 -0.040738 -0.095361  0.098950  0.014978 -0.105123 -0.015439   \n",
       "89573 -0.062764  0.033620 -0.124608  0.158711  0.043434 -0.074228 -0.028266   \n",
       "89593 -0.001798 -0.108008  0.317931 -0.024758  0.116516 -0.033334 -0.034718   \n",
       "89598 -0.065848  0.111298  0.036091 -0.034814  0.107817 -0.041196 -0.015498   \n",
       "89599  0.026439  0.074944  0.041022  0.018851  0.003621 -0.050125  0.114736   \n",
       "89606 -0.178152  0.119708 -0.060297  0.145138 -0.014104 -0.254334 -0.110912   \n",
       "\n",
       "             7         8         9     ...           90        91        92  \\\n",
       "3      0.063622 -0.013926  0.012698    ...    -0.066526  0.066170 -0.108659   \n",
       "6      0.019485 -0.458883  0.603975    ...    -0.244428 -0.203080  0.400780   \n",
       "8     -0.701044  0.023652  1.391822    ...    -0.067786  0.253040 -1.999688   \n",
       "18     0.090261 -0.051729 -0.022653    ...    -0.094100  0.147550  0.185742   \n",
       "19     0.128424  0.062962  0.772665    ...    -0.244998  1.487368  0.702136   \n",
       "21     1.049318  0.532486  1.187525    ...    -1.116681 -0.628095  0.765025   \n",
       "25     0.070615 -0.174782 -0.003767    ...     0.169989 -0.152690 -0.172081   \n",
       "39     0.098632  0.032003 -0.032988    ...    -0.026960  0.040696 -0.103782   \n",
       "43     0.371616 -0.575946 -0.692924    ...     0.873709  0.005039  0.567888   \n",
       "52     1.987300  0.112201  1.193823    ...    -1.906087  0.066756  0.777997   \n",
       "54    -0.440883 -0.269313  1.293039    ...     0.353789  0.153737  0.349724   \n",
       "59    -0.001305  0.545041  0.304012    ...     0.285465 -0.078219 -0.186804   \n",
       "70     0.806708 -2.613441  1.622409    ...     0.219001  1.832719 -0.702196   \n",
       "71     0.441482 -0.455594 -0.749623    ...     1.648276 -0.244149 -1.162093   \n",
       "76    -0.044775 -0.040994  0.012204    ...     0.089675 -0.150542 -0.041669   \n",
       "78     0.205385 -0.001708 -0.141545    ...     0.136267  0.231636 -0.002007   \n",
       "80     0.443232 -0.229400 -0.576025    ...     1.214161  0.117172 -1.025114   \n",
       "81    -0.132423 -0.012259  0.167875    ...     0.333084  0.015493  0.135950   \n",
       "82    -0.083526 -0.088822 -0.084629    ...    -0.351838  0.143977  0.087804   \n",
       "87     0.003320 -0.066784  0.208101    ...     0.015469  0.114723  0.488413   \n",
       "92    -0.035185  0.020564  0.369015    ...     0.058122 -0.114752  0.165533   \n",
       "95    -0.073394  0.515762  1.300871    ...    -0.148022 -0.724487  0.295317   \n",
       "99     0.194383  0.211490 -0.092969    ...     0.182487  0.226678  0.241756   \n",
       "100    0.250164 -0.061984 -0.055860    ...     0.180088  0.033674  0.257205   \n",
       "104   -0.064470  0.003121 -0.211382    ...    -0.083987  0.059067  0.172777   \n",
       "105    0.065757  0.188228 -0.190140    ...    -0.307417  0.152074 -0.548479   \n",
       "109   -0.110261 -0.372126  0.529138    ...    -0.026655  0.405728 -0.470424   \n",
       "112    0.328269 -0.103113  1.047045    ...    -0.142737 -0.941968  0.751757   \n",
       "117   -1.267273 -0.994021  0.586008    ...    -1.784477  0.103956  0.057525   \n",
       "123    0.122041  0.813674 -0.463700    ...     0.099925  0.275749  0.034059   \n",
       "...         ...       ...       ...    ...          ...       ...       ...   \n",
       "89441  0.084365  0.068222  0.140474    ...    -0.439450 -0.725365  0.117346   \n",
       "89446  0.099356  0.031299 -0.084155    ...     0.278721 -0.081384  0.017885   \n",
       "89458  0.065588  0.054623 -0.050447    ...    -0.018720 -0.155970  0.078822   \n",
       "89460  0.077850 -0.099825  0.088455    ...     0.232508  0.094150  0.011302   \n",
       "89472  0.240009 -0.090993 -0.044651    ...     0.162113 -0.008678  0.128152   \n",
       "89473  0.206085 -0.141750 -0.038893    ...     0.168092  0.063287  0.134426   \n",
       "89474  0.131037 -0.086788 -0.094374    ...     0.120423  0.025035  0.092765   \n",
       "89479 -0.267158 -0.100251 -0.000121    ...     0.272198  0.140002  0.407144   \n",
       "89480  0.074598  0.285597 -0.272901    ...     0.140918 -0.299411 -0.044097   \n",
       "89487  0.374127 -0.123984 -0.040639    ...     0.048951 -0.026085  0.120409   \n",
       "89492  0.273218 -0.046274 -0.024544    ...     0.003203  0.031287  0.067661   \n",
       "89504 -0.019912  0.012763 -0.040531    ...     0.004341  0.054621  0.027355   \n",
       "89508  0.170606  0.005509 -0.035356    ...     0.196243  0.035071  0.139819   \n",
       "89518  0.211176 -0.035129 -0.047296    ...     0.186166  0.085980  0.157992   \n",
       "89528  0.642192 -0.704572 -0.280095    ...    -0.196245 -0.615521  0.140938   \n",
       "89533  0.080429  0.176190  0.042828    ...     0.246125 -0.051214  0.138690   \n",
       "89534  0.022668  0.109752  0.020495    ...     0.189213 -0.097281 -0.003633   \n",
       "89538  0.171819  0.301001 -0.163637    ...     0.330671 -0.122285  0.454180   \n",
       "89543 -0.090912  0.040268  0.016784    ...     0.106478  0.010174  0.005728   \n",
       "89545  0.173008 -0.106551 -0.051044    ...     0.115813  0.072632  0.174366   \n",
       "89560  0.242278 -0.017591 -0.147142    ...     0.143218  0.076194  0.226280   \n",
       "89563  0.217496 -0.112039 -0.089264    ...     0.120170  0.089888  0.155330   \n",
       "89565 -0.007067  0.000057  0.031357    ...    -0.051261 -0.015683  0.122480   \n",
       "89567  0.197353 -0.021659  0.019221    ...     0.117063 -0.036701  0.138612   \n",
       "89569  0.182098 -0.056034  0.028858    ...     0.127830 -0.021559  0.198176   \n",
       "89573  0.163762  0.037180  0.106385    ...     0.111980 -0.053568  0.096110   \n",
       "89593  0.174404  0.132865 -0.109183    ...     0.060890  0.185023  0.348039   \n",
       "89598  0.189469 -0.027436 -0.097366    ...     0.223640  0.173281  0.158379   \n",
       "89599  0.054444 -0.117886  0.006632    ...     0.160946  0.095738  0.108688   \n",
       "89606 -0.073970  0.011659  0.018455    ...     0.090038  0.081214  0.069291   \n",
       "\n",
       "             93        94        95        96        97        98        99  \n",
       "3      0.082060 -0.056452 -0.061920  0.089878  0.004708 -0.038219 -0.101778  \n",
       "6     -0.734068  0.018443 -0.142608 -0.153986 -0.069798  0.779344  0.331009  \n",
       "8      0.194917 -0.655984  1.801901 -0.065305  0.022639 -0.806389  0.524130  \n",
       "18    -0.097562  0.054558  0.298738 -0.047316  0.118884  0.099048  0.155048  \n",
       "19    -0.711408 -1.255233  0.345821  0.764403 -0.514089  0.538843 -2.160355  \n",
       "21    -0.041267 -0.702816  1.661712 -0.823825 -1.599581 -0.657264 -1.077297  \n",
       "25    -0.214618 -0.186710 -0.118053  0.251723 -0.043225  0.032808 -0.227960  \n",
       "39     0.026275 -0.061215 -0.087234  0.053405 -0.068232 -0.063615 -0.085592  \n",
       "43    -0.998674  0.075768 -0.788618  0.238586  0.016307  0.244780 -0.178798  \n",
       "52    -0.683975 -0.222607  1.537753 -0.511188 -1.383149  0.957672 -0.258902  \n",
       "54    -0.040277 -1.906355 -0.736573  0.359562  0.040552  0.514975  0.503760  \n",
       "59     0.007761  0.229622  0.054123 -0.383347 -0.158352  0.073259 -0.436532  \n",
       "70    -0.817752  1.084973  1.177733 -0.949245  1.086073  1.000767 -0.091056  \n",
       "71     0.488437 -0.221269 -0.167937 -0.189111  0.361697 -0.004472 -0.484131  \n",
       "76     0.322674 -0.188773  0.068608 -0.193569  0.160477  0.090189  0.078255  \n",
       "78    -0.351023 -0.361451 -0.267718  0.053545  0.036727 -0.000844 -0.356391  \n",
       "80     0.250561 -0.776292  0.968481  0.389557 -0.440221  0.544415  0.664829  \n",
       "81     0.091566  0.749500  0.537954 -0.285787  0.266470  0.039851 -0.457239  \n",
       "82    -0.111532 -0.379984  0.158488 -0.138743  0.193933  0.058904  0.165766  \n",
       "87    -0.308805 -0.104154 -0.392011  0.081469 -0.277593  0.031794  0.063878  \n",
       "92    -0.336274 -0.015081  0.046879 -0.014998  0.008985 -0.045812  0.151043  \n",
       "95    -0.010701 -0.034662 -0.686208 -0.025960  0.222401 -0.335862  0.339858  \n",
       "99     0.162694 -0.219346 -0.052369  0.020582 -0.258101 -0.062721  0.061470  \n",
       "100    0.076327 -0.060480  0.073012 -0.079487 -0.055184 -0.076150 -0.034849  \n",
       "104    0.129251 -0.108664  0.064771  0.217026 -0.150711 -0.109278 -0.059034  \n",
       "105    0.541227  0.488142  0.307395 -0.341002  0.904847  0.023451 -0.695540  \n",
       "109   -0.078723 -0.164317 -0.153936 -0.653847  0.389083  0.088282  0.357832  \n",
       "112    0.579439 -0.520311  0.304573 -1.033932  0.539695 -0.825594 -0.345922  \n",
       "117   -0.388098 -0.633523  1.277739 -0.056595 -0.457210 -0.169839 -0.611248  \n",
       "123   -0.197822 -0.036107 -0.472180 -0.062591 -0.814282  0.411859 -0.640344  \n",
       "...         ...       ...       ...       ...       ...       ...       ...  \n",
       "89441 -0.327331 -0.133463 -0.212248  0.267556 -0.004127  0.539546 -0.320937  \n",
       "89446 -0.057814 -0.005638 -0.198742 -0.141945  0.017075 -0.029025  0.115778  \n",
       "89458  0.119810 -0.111066 -0.086625  0.087403  0.000057  0.076070 -0.025406  \n",
       "89460  0.099959 -0.096352  0.050533 -0.013612 -0.008030  0.131597  0.032511  \n",
       "89472  0.045318  0.049115  0.007017 -0.081032 -0.085697 -0.055734 -0.025556  \n",
       "89473  0.043715  0.003860  0.050021 -0.148424  0.044853 -0.099836 -0.125752  \n",
       "89474  0.029356 -0.047243 -0.018508 -0.073109 -0.026170 -0.039018  0.002994  \n",
       "89479 -0.026899 -0.096920 -0.451391  0.290671  0.125467 -0.177039  0.177395  \n",
       "89480  0.170223  0.375745  0.259132 -0.179117 -0.024546  0.274765 -0.216005  \n",
       "89487  0.022240 -0.000265  0.148449  0.137641  0.058533 -0.098448 -0.051304  \n",
       "89492  0.004046 -0.025632  0.071120  0.126154 -0.026774 -0.096212 -0.029064  \n",
       "89504 -0.045898  0.106876 -0.041870 -0.181476  0.068025  0.149496 -0.127440  \n",
       "89508  0.065850 -0.042952  0.009582 -0.038169 -0.017969 -0.057329 -0.025339  \n",
       "89518  0.047525 -0.067457 -0.079040 -0.104940 -0.019558 -0.015651 -0.057704  \n",
       "89528  0.651673  0.253645 -0.237100  0.437302  1.015140  1.422804  0.341652  \n",
       "89533 -0.063750  0.089802 -0.039874 -0.206257 -0.036845 -0.023320 -0.139648  \n",
       "89534  0.079701  0.099892  0.073461 -0.234779 -0.073650 -0.090701 -0.016647  \n",
       "89538 -0.440690 -0.258902 -0.147441  0.072486 -0.034374  0.405253  0.065955  \n",
       "89543  0.045796  0.178480  0.000776 -0.257866  0.009978  0.151947 -0.179731  \n",
       "89545 -0.082319 -0.019575 -0.037948 -0.120095 -0.111183 -0.011338 -0.119131  \n",
       "89560 -0.023495 -0.017970 -0.041343 -0.072249 -0.040315 -0.141286 -0.076067  \n",
       "89563 -0.086397 -0.064688 -0.004721 -0.064852 -0.057169  0.014421 -0.146440  \n",
       "89565 -0.018759  0.021092 -0.004039 -0.043024  0.036890 -0.008353 -0.034669  \n",
       "89567 -0.031145  0.038663 -0.064633 -0.094149  0.008953  0.007901 -0.154332  \n",
       "89569  0.017737 -0.025723  0.022601 -0.162027 -0.062436 -0.040646 -0.129890  \n",
       "89573  0.015713 -0.004232 -0.053003 -0.156826  0.006422 -0.073761 -0.095488  \n",
       "89593  0.159468 -0.192558 -0.243204 -0.205272 -0.276755 -0.208093 -0.216374  \n",
       "89598  0.069679 -0.013168  0.016157  0.023154  0.070881 -0.039277 -0.095015  \n",
       "89599  0.044524  0.038447  0.036758  0.022201  0.053135 -0.049350 -0.085577  \n",
       "89606  0.059340  0.091737 -0.006876 -0.268118  0.013003  0.141615 -0.244627  \n",
       "\n",
       "[17922 rows x 100 columns]"
      ]
     },
     "execution_count": 95,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "test_features"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Apply SVM"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 97,
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn import svm"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 98,
   "metadata": {},
   "outputs": [],
   "source": [
    "clf = svm.SVC(gamma='scale')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 99,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "SVC(C=1.0, cache_size=200, class_weight=None, coef0=0.0,\n",
       "  decision_function_shape='ovr', degree=3, gamma='scale', kernel='rbf',\n",
       "  max_iter=-1, probability=False, random_state=None, shrinking=True,\n",
       "  tol=0.001, verbose=False)"
      ]
     },
     "execution_count": 99,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "clf.fit(train_features, train_labels)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 101,
   "metadata": {},
   "outputs": [],
   "source": [
    "test_predict = clf.predict(test_features)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 108,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.9353866755942417"
      ]
     },
     "execution_count": 108,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "np.where(test_predict == test_labels)[0].shape[0] / test_labels.shape[0]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Plot the dataset"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 110,
   "metadata": {},
   "outputs": [],
   "source": [
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 134,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x1a45687630>"
      ]
     },
     "execution_count": 134,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots()\n",
    "ax.bar(train_labels.value_counts().index, train_labels.value_counts().values, color='SkyBlue', label='Trainig set')\n",
    "ax.bar(test_labels.value_counts().index, test_labels.value_counts().values, color='IndianRed', label='Testing set')\n",
    "\n",
    "ax.set_ylabel('# of Docs')\n",
    "ax.set_title('Trainig/testing set news source distribution')\n",
    "ax.set_xticks([1, 0])\n",
    "ax.set_xticklabels(('XUA', 'NON-XUA'))\n",
    "ax.legend()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 143,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "1    62956\n",
       "0     8731\n",
       "Name: source, dtype: int64"
      ]
     },
     "execution_count": 143,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "train_labels.value_counts()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Test model with different news from website"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 145,
   "metadata": {},
   "outputs": [],
   "source": [
    "# http://www.xinhuanet.com/fortune/2019-01/27/c_1124048088.htm\n",
    "doc = '''此前召开的中央经济工作会议将推动制造业高质量发展作为2019年重点工作任务。会议提出，要推动先进制造业和现代服务业深度融合，坚定不移建设制造强国。\n",
    "\n",
    "　　我国将从哪几个方面着重发力，推动制造业高质量发展？工信部相关负责人对此进行解析。\n",
    "\n",
    "　　加强先进制造创新引领\n",
    "\n",
    "　　当前，我国制造业大而不强的问题依然突出。制造业供给体系质量不高，难以有效适应消费升级和产业升级需求的变化。推动制造业高质量发展，首先要在培育发展新动能上下功夫。\n",
    "\n",
    "　　先进制造是制造业中创新最活跃、成果最丰富的领域，也是价值链上高利润、高附加值的领域，是制造业高质量发展最为重要的抓手之一。\n",
    "\n",
    "　　“先进制造短期看是实现经济良性循环的关键，长期看是国家经济命脉。”工信部副部长罗文说，要引导先进制造重大生产力布局，让创新成果加速落实到产业中。\n",
    "\n",
    "　　当前，我国智能制造工程全面实施，工业强基工程稳步实施，制造业数字化转型步伐加快。先进制造创新从跟跑为主，进入跟跑在加快、并跑在增多、领跑在涌现的新阶段。\n",
    "\n",
    "　　工信部部长苗圩说，2019年，工信部将把创新摆在产业发展的核心位置，加强关键核心技术攻关，打破从基础研究、应用研究到产业化的“死亡之谷”，培育发展一批先进制造业集群。\n",
    "\n",
    "　　值得关注的是，2019年，工信部将继续实施国家制造业创新中心建设工程，并对制造业创新中心工程强化考核评估，实施动态管理，推动重点领域创新发展。\n",
    "\n",
    "　　加快传统产业数字化转型\n",
    "\n",
    "　　制造业高质量发展，重点和难点在传统产业。将制造优势与网络化、智能化相叠加，形成数字时代新供给能力，对重塑制造业竞争优势具有重大意义。\n",
    "\n",
    "　　近年来，通过淘汰落后产能，加快产业优化升级等多方面举措，制造业提质增效步伐正在加快。\n",
    "\n",
    "　　以智能化改造为例，工信部已遴选出305个智能制造试点示范项目，在此基础上初步建成208个具有较高水平的数字化车间或智能工厂。这些项目智能化改造前后对比，生产效率平均提升37.6%，运营成本平均降低21.2%。\n",
    "\n",
    "　　2019年，工信部将开展钢铁产能置换方案专项抽查，持续推进落后产能依法依规退出，实施新一轮重大技术改造升级工程、绿色制造工程，促进区域协调发展。在“破”与“立”上同时发力，加快产业提质增效。\n",
    "\n",
    "　　在数字化“赋能”方面，苗圩提出，将继续开展网络提速降费，加快固定宽带千兆应用推广，做好中小企业精准降费等，夯实数字基础。\n",
    "\n",
    "　　此外，工信部将支持可穿戴设备、消费级无人机、智能服务机器人等产品创新，持续升级和扩大信息消费，推广个性定制、柔性供应等生产方式，用“市场之手”推动产业加速智能化进程，释放数字经济潜能。\n",
    "\n",
    "　　降低制造业企业成本\n",
    "\n",
    "　　推动实现制造业高质量发展，尤须营造与之相适应的产业生态。其中，降低制造业企业成本，促进公平竞争尤其重要。\n",
    "\n",
    "　　苗圩说，2019年，工信部将推动进一步降低增值税税率和企业所得税，大力清理规范涉企收费，持续推进清理拖欠民营企业账款的专项行动。\n",
    "\n",
    "　　与此同时，工信部着力将各项扶持小型微型企业发展的政策措施落到实处。一方面，深化“放管服”改革，创新行业管理方式，改进公共服务。特别是在缓解中小企业融资难融资贵方面，推动完善应收账款、知识产权等质押融资机制和产融合作试点，实施小微企业融资担保业务降费奖补政策，推动建立政、银、企风险分担机制。\n",
    "\n",
    "　　另一方面，开展中小企业质量提升帮扶，推进国家中小企业政策信息互联网发布平台建设，实施促进大中小企业融通发展三年行动计划，培育“专精特新”“小巨人”企业。'''"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 147,
   "metadata": {},
   "outputs": [],
   "source": [
    "doc_tokens = jieba.lcut(doc)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 148,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pickle"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 153,
   "metadata": {},
   "outputs": [],
   "source": [
    "f = open('../project/article_plagiarism/model.logistic_regression.pkl', 'rb')\n",
    "lr_model = pickle.load(f)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 155,
   "metadata": {},
   "outputs": [],
   "source": [
    "doc_vec = doc2vec_model.infer_vector(doc_tokens)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 164,
   "metadata": {},
   "outputs": [],
   "source": [
    "doc_mat = pd.DataFrame(data=doc_vec).T"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 206,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([1])"
      ]
     },
     "execution_count": 206,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "lr_model.predict(doc_mat) # Predict -> 'XinhuaNet'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### News from 163.com"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 175,
   "metadata": {},
   "outputs": [],
   "source": [
    "# https://news.163.com/19/0127/09/E6H2EQKI00018AOR.html\n",
    "doc2='''中新网1月27日电 据外媒报道，美国总统特朗普25日暂停联邦政府局部停摆35天的窘境。国际评级机构标准普尔估计，在政府“关门”的这段时间，美国经济至少损失60亿美元。\n",
    "\n",
    "\n",
    "此次是美国史上联邦政府停摆最久的一次。标普全球评级25日表示，这次美国政府“关门”的代价“很可能比我们先前预期更高”。\n",
    "\n",
    "标普全球评级在声明中说，根据他们分析，“美国经济至少损失60亿美元……高于白宫要求的边境墙经费57亿美元。”\n",
    "\n",
    "特朗普25日宣布，他与国会两党达成一致，暂时结束从去年12月22日持续至今的政府停摆。美国联邦政府将获得3周的临时拨款，直至2月15日。\n",
    "\n",
    "尽管特朗普让步，在还没先拿到“建墙”经费的情况下就同意让政府恢复运作，但特朗普仍威胁，如果“建墙”计划未来3周没有重大突破，可能再度出现敌对状况，造成政府再度“关门”，或者他将宣布国家进入紧急状态。'''"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 176,
   "metadata": {},
   "outputs": [],
   "source": [
    "doc2_tokens = jieba.lcut(doc2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 177,
   "metadata": {},
   "outputs": [],
   "source": [
    "doc2_vec = doc2vec_model.infer_vector(doc2_tokens)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 178,
   "metadata": {},
   "outputs": [],
   "source": [
    "doc2_mat = pd.DataFrame(data=doc2_vec).T"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 204,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([0])"
      ]
     },
     "execution_count": 204,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "lr_model.predict(doc2_mat) # Predict -> 'XinhuaNet'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 185,
   "metadata": {},
   "outputs": [],
   "source": [
    "def predict(doc, doc2vec_model):\n",
    "    doc_tokens = jieba.lcut(doc)\n",
    "    doc_vec = doc2vec_model.infer_vector(doc_tokens)\n",
    "    doc_mat = pd.DataFrame(data=doc_vec).T\n",
    "    return lr_model.predict(doc_mat)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 186,
   "metadata": {},
   "outputs": [],
   "source": [
    "doc3='''据中国之声《新闻纵横》报道：近日，陕西省渭南韩城市龙门镇上峪口村的多位村民向央广新闻热线反映称，村庄附近有一家焦化企业，常年不定时排放黄烟、黑烟，并伴有刺鼻的臭味，闻着恶心头晕，有害气体常会笼罩整个村庄和镇上的街道。村民还反映称，当地焦化企业涉嫌和有关部门打游击，白天一切正常，而到了晚上，无组织排放现象比较明显。\n",
    "\n",
    "上峪口村所在的韩城市位于陕西省东部黄河西岸，是关中地区主要的焦化产业集聚区，焦化产能占到整个关中地区的近80%，是汾渭平原蓝天保卫战的重点区域。一年前，焦化污染初次被举报时，韩城环保部门并没有引起重视；去年12月，中央环保督察组发现，韩城市焦化企业存在敷衍治理等一系列突出问题，群众投诉举报不断，反映十分强烈。\n",
    "\n",
    "但记者近日实地调查发现，尽管2018年以来反映当地焦化企业环境污染的网络舆情不断，中央环保督察也刚点名批评不久，当地仍有焦化企业存在无组织排放的现象。是污染治理技术存在难题还是敷衍治理的局面仍未改变？\n",
    "\n",
    "村民每天在院子里扫粉尘：“每天早晨都能扫一桶”\n",
    "\n",
    "1月22日清晨，上峪口村村民李于刚（化名）推开房门，一夜之间，院子里又是一层厚厚的灰渣子，头一天，他刚把院子打扫干净，“我的院子每天早晨，用这么粗这么高的大桶，粉尘都能扫一桶。特别是刮风的时候，我们新村的粉尘就没治了！一个是焦油味，一个是煤气味，很严重！”\n",
    "\n",
    "中央环保督察点名批评后：陕西韩城仍有焦化企业无组织排放（来源：）\n",
    "上峪口村新村一户人家清晨的院子里蒙上了一层厚厚的灰渣子（视频由村民提供）\n",
    "\n",
    "李于刚住在上峪口村的新村，新村位于G108路边，距离焦化企业约100米左右。新村约有70户，四五百口人。在他看来，当地政府及有关部门明知当地大气污染的状况，但没有采取强有力的措施。李于刚告诉记者：“应该清楚，但是没有动作，没有作为，那有啥法子？不定时的黄烟，哎呀，那个毒气可大了。”\n",
    "\n",
    "背靠梁山的上峪口村背靠梁山的上峪口村\n",
    "\n",
    "“一到晚上就有刺鼻气味”附近焦化企业或涉嫌偷排\n",
    "\n",
    "上峪口村的村干部说，离村子最近的大气污染源就是海燕焦化集团，由于风向的原因，一到天气风力稳定的时候，就会出现刺鼻的味道：“天一热的话，风向就朝上，也脏也臭，特别是下边靠近厂子的村庄。白天基本上好一些，一到晚上就明显的很，就是一种刺鼻的臭味。”\n",
    "\n",
    "气味白天正常，而晚上却异常，在村民看来，附近的焦化企业涉嫌偷排。村里的干部告诉记者，位于村庄地势下方的海燕焦化集团，不定时会冒出黑烟或者黄烟，每次出现这种情况，企业的解释就是环保设施正常运行，是突发停电导致的，但让村民疑惑的是，突发情况为何频频发生？“保守地说，最起码一个月就有一次，就是排的黄烟、黑烟而且是火，好像焦炉就打开了，火就着起来了。”\n",
    "\n",
    "多位村干部说，以前类似现象每周都可能会出现一次，几乎是常态化的，中央环保力度加强以来，这种现象出现的频次已有明显减少，但还是经常可以看到这种现象。\n",
    "\n",
    "记者实地探访：企业内设备明火、黄烟明显空气中有刺鼻恶臭\n",
    "\n",
    "中国之声记者在现场看到，1月20日中午12点至下午3点，海燕焦化厂区内的设备出现明火，持续三个小时，每间隔10到20分钟，会排一次颜色发黄发黑的烟，和周边企业排出的白烟形成鲜明对比。14点20分，突然明火扩大，烟囱里排出浓厚的黄烟，先后两次排放，共持续三分钟左右，而后黄烟消散，明火持续燃烧。\n",
    "\n",
    "\n",
    "\n",
    "1月20日14点32分，中国之声记者在现场拨打环保热线12369对此进行反馈。14点45分左右，海燕焦化厂区内明火熄灭，其他烟囱烟量减小。14点55分，在108国道旁的上峪口新村附近有一股恶臭，像食物发霉一样的味道，由于天气不好，风比较大，持续几分钟后恶臭消失。\n",
    "\n",
    "韩城市环保局：“反映的现象确实存在，都是无组织的，无法实时监测”\n",
    "\n",
    "韩城市环保局有关科室负责人表示，中央环保督察已经通报了韩城焦化企业存在的问题，当地村民反映的问题确实存在：“你看到的现象和群众反映的现象，都是无组织的，有时候是突发的，随机的，但是从主要通道排放的，都是达标的。这个都是有国家自动监测的。”\n",
    "\n",
    "韩城市环保局有关科室负责人还表示，中央环保督查对此问题交办后，虽然相关问题一定程度上得到整改，但还有不少短板。环保部门也想了很多办法，但两个工业园区内的几家焦化企业，在加煤和出炉的过程中，一些污染现象仍然难以避免和彻底解决。\n",
    "\n",
    "“群众闻的这个味道和整个园区的空气质量是息息相关的，因为韩城的工业园区从70年代开始的，时间长了，常年累月下来，以前存在的问题，虽然得到整改，但难免还有短处。”\n",
    "\n",
    "这位负责人还称，2018年当地焦化企业共发生过6次重大无组织排放的突发情况，其中有几次是因为强风暴雨企业电路出现问题等。目前，环保部门还无法做到对焦化企业无组织排放的实时监测。预计2019年后半年，韩城市才能做到无组织排放的实时监测，监测平台还正在做。\n",
    "\n",
    "专业人士：排放性质非常恶劣若治理到位完全不会出现\n",
    "\n",
    "去年12月，中央环保督察组通报韩城焦化企业污染典型案例，陕西省环境保护执法局连夜成立工作组，迅即赴韩城市介入调查并督促整改。并表示对涉嫌环境污染犯罪的行为，坚决移交司法处理。但一个月后，环境问题依旧存在，而且当地环保局并未对记者拍摄到的现象，给予更多调查和反馈，只是表示类似无组织排放现象，在韩城彻底杜绝还存在技术难题。事实果然如此吗？\n",
    "\n",
    "站在上峪口村附近的梁山上俯瞰整个龙门工业园区内的焦化企业站在上峪口村附近的梁山上俯瞰整个龙门工业园区内的焦化企业\n",
    "\n",
    "记者就1月20日拍摄到的多段视频，向某省负责大气污染治理的负责人咨询。这位常年主管大气环境工作的负责人表示，焦化企业无组织排放的问题，完全可以得到有效监管。他认为，如果焦化企业治理到位的话，完全不会出现视频中的这种情况：“它这个问题非常严重，性质非常恶劣。超标排放不足以形容它，它这是属于无组织、无序排放。刚才我看这个视频，它一阵阵浓烟冒起的时候，应该是出焦的时候，冒黑烟的时候，应该是装煤的时候。”\n",
    "\n",
    "这位负责人还表示，焦化厂是可以治理到非常好的水平，关键是上不上设施、是否正常使用设施：“还有一个问题就是，他们焦炉的碳化室高度是否符合国家政策，也有可能是他们这个焦炉很快就要淘汰。所以在淘汰前进行疯狂生产，认为也不值得治理了。”\n",
    "\n",
    "这位负责人说，陕西的一些临近省份已要求2019年4米3以下的高炉通通淘汰。从目前情况来看，焦化厂虽然有一部分执行的不太好，但大部分都不会甚至绝对不会出现视频中拍摄到的这种情况。陕西省环境科学研究院大气所所长陈洁也告诉中国之声记者：“企业一定会碰到（停电）等异常状态的，如果管理的好，这种机率就比较小，管理不好的企业有可能就比较大，我觉得不该是常态的，该上的措施都要上，但运行的怎么样，不能完全保证。”\n",
    "\n",
    "中央环保督察曾“点名批评”韩城市焦化企业敷衍治理问题\n",
    "\n",
    "前不久，中央环保督察“回头看”通报称，韩城市委、市政府在推动焦化等重点行业清洁生产改造和深度治理方面抓得不实，虽然出台了专项治理方案，但标准不严，要求不高，措施不硬，治理工作流于表面；韩城市工信、环保等部门督促整改不力，监管不到位；企业污染防治主体责任不落实，环保工作被动应付，表面治理，环境污染问题长期没有得到有效解决。\n",
    "\n",
    "据韩城日报报道，2018年12月10日，韩城市市长杜鹏带队检查焦化企业环保整改工作，对中央生态环境保护督察组反馈问题进行调研督办。杜鹏指出，韩城市焦化企业存在的环保问题，既有企业管理不规范的原因，也有监管部门工作不细致的原因。针对中央环保督察组检查发现的问题，找准问题症结，制定整改方案，落实整改时限，补齐环保短板。\n",
    "\n",
    "记者注意到，中央环保督察对韩城焦化企业敷衍治理的通报，问题具体，措辞严厉。点名批评才过去一个多月，为何仍有焦化企业出现无组织排放现象？当地群众反映强烈的大气污染问题，何时才能彻底改变？中国之声将持续关注。'''"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 198,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([0])"
      ]
     },
     "execution_count": 198,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "predict(doc3, doc2vec_model)  # correct"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 188,
   "metadata": {},
   "outputs": [],
   "source": [
    "doc4='''（原标题：老公欠债百万，她哭着要跳楼！杭州民警急了：我家欠了300多万）\n",
    "\n",
    "1月24日上午9时20分许，余杭110接到吴先生报警说他的妻子坐在楼顶阳台外要跳楼，家人劝不住，寻求警方帮助。\n",
    "\n",
    "余杭公安PTU403、405号巡车接到警情后迅速赶至位于五常街道某住宅区的现场。\n",
    "\n",
    "老公欠债百万她哭着要跳楼 警察急了:我家欠300万\n",
    "\n",
    "女子得知丈夫生意不顺欠债百万\n",
    "\n",
    "欲轻生\n",
    "\n",
    "民警王众带领队员们赶到阳台时，一名黄衣女子声嘶力竭地哭喊着。她的父亲及妹妹正在一旁劝说，丈夫见到民警来了，当即跪下请求帮助。\n",
    "\n",
    "PTU队员们赶紧上前将其扶起。\n",
    "\n",
    "原来，吴先生从事建筑工程，近几年来生意不顺，原本还算殷实的家庭负债100多万。\n",
    "\n",
    "起初吴先生一直瞒着妻子楚女士，可没想到年关近了要债的人纷纷上门，催债的电话也打到了楚女士的手机上。瞒不下去了，吴先生才向老婆坦白。\n",
    "\n",
    "一下子听到自家欠债100多万，楚女士接受不了。\n",
    "\n",
    "结婚这么多年，老公没给家里拿过多少钱，房子也是租的，现在还欠了这么多，拖累了父母，顿时想到了轻生。\n",
    "\n",
    "楚女士爬到了11楼阳台的隔栏外，不让家人靠近。\n",
    "\n",
    "“大姐，你看，我比你小，你可以叫我小王，我们有什么事情进来说好不好？”民警王众了解了事情经过后，开始劝说楚女士。\n",
    "\n",
    "可楚女士一个劲地哭喊着，并没有理会王众。\n",
    "\n",
    "老公欠债百万她哭着要跳楼 警察急了:我家欠300万\n",
    "\n",
    "劝说民警自曝家中欠债三百万\n",
    "\n",
    "成功吸引女子注意力\n",
    "\n",
    "最终脱离危险\n",
    "\n",
    "“大姐，我跟你说，其实你们才欠了100多万，我家欠了300多万！这世上没有什么坎过不去的是不，和别人比比，你们还是幸运的啊。活着才是最重要的嘛！”王众继续说。\n",
    "\n",
    "楚大姐听到这话，终于听进去了，她开始向民警王众诉说生活辛酸。\n",
    "\n",
    "此时，PTU巡车组长陈星星已经绕到梦女士的身后，慢慢翻过了隔栏。趁着楚女士还在说话，陈星星上前一把将楚女士抱住。众人合力将楚女士拉回了阳台。\n",
    "\n",
    "老公欠债百万她哭着要跳楼 警察急了:我家欠300万\n",
    "\n",
    "回到房间后，民警王众在屋内继续劝说了许久。楚女士也表示，当时是自己冲动了，生活还是要继续，只有努力才有希望。\n",
    "\n",
    "延伸 · 推荐\n",
    "新晋云南首富遭立案调查 \"翡翠第一股\"欠债数十亿\n",
    "\n",
    "屋漏偏逢连夜雨。近来，东方金钰（600086.SH）“翡翠第一股”的位置坐的可谓风雨飘摇，在债务逾期的泥潭中还没有抽身，又涉嫌信披违规被调查。\n",
    "\n",
    "\n",
    "\n",
    "1月18日，东方金钰发布公告称，证监会已于1月16日下发《调查通知书》，因公司涉嫌信息披露违法违规一事对其进行立案调查。\n",
    "\n",
    "\n",
    "\n",
    "1月22日，东方金钰发布终止重大资产重组事项公告。\n",
    "\n",
    "\n",
    "\n",
    "受上述消息影响，截至1月23日，东方金钰报3.93元/股，总市值53.06亿元。仅仅是进入2019年20多天的时间里，东方金钰的股价已经跌去14.75%。'''"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 202,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([1])"
      ]
     },
     "execution_count": 202,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "predict(doc4, doc2vec_model)   # not correct"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 207,
   "metadata": {},
   "outputs": [],
   "source": [
    "doc5='''“20日早上他发微信说已经在回家的路上了，等到了再给我打电话。但这都第6天了，还没回来，手机也关机。”昨日，家在兴平的何先生焦急地说，不知道儿子小何现在情况咋样。在警方和媒体介入寻找后，昨晚好消息传来，小何已经被在西安居住的爷爷接走了，并和父母通了电话。\n",
    "\n",
    "宿舍里发现儿子绝笔，称在网上借了1万元\n",
    "\n",
    "何先生是兴平市人，他26岁的儿子何某在西安市未央区后围寨村附近的一家机器厂工作。昨日，何先生说，1月20日清晨6时许，小何发微信说，他已到西安城西客运站，当天中午就能回家，等下车了再给他打电话。“上午9点多，我们给他电话，但他手机关机了，我们在家等了一天，他都没回来。”\n",
    "\n",
    "1月21日晚，何先生和妻子来到儿子在西安居住的员工宿舍。“他所有东西都在宿舍，衣服也在床上堆着，没有收拾，只把手机、身份证和银行卡带走了。”何先生说，他在儿子的桌子上还发现了一张留言。\n",
    "\n",
    "昨日上午，华商报记者看到留言上写着：“爸妈对不起，这辈子我看我是不行了，欠您二老的下辈子还。咱们家现在所有的矛盾基本原因都在我。本来想把借的钱赚回来之后再走，但这半年下来感觉我控制不住自己，别人问起来就说我出车祸了。除了这10000元再没有别的了，像我这样的人再这么下去就把家拖垮了，算了就这样，何X绝笔。”\n",
    "\n",
    "何某留言上还写着，微粒贷借了10000元，以及何某的银行卡密码。\n",
    "\n",
    "“儿子说现在已经想开了，真的特别感谢”\n",
    "\n",
    "记者在何先生和儿子的微信聊天记录中看到，21日、22日，何先生多次给儿子发消息，但显示和对方不是好友，信息无法发送。1月22日上午，何先生在西安市公安局沣东新城分局阿房宫派出所报了警。\n",
    "\n",
    "\n",
    "何先生告诉华商报记者：“我们23日查到他的银行卡余额只剩200元，没有钱，我不敢想他会做什么，现在就担心娃的安全。”何先生说，他和妻子在西安一直待到1月25日，他们跑遍了附近的网吧，但都没有找到儿子。“他不光把我们微信拉黑了，还把其他人都拉黑了，我问了他朋友、工友，都说联系不上他。”\n",
    "\n",
    "昨日下午，记者拨打了何某的电话，已关机。随后，记者从公安沣东新城分局阿房宫派出所了解到，因何某留有遗书，办案民警都很重视，正在调查中。\n",
    "\n",
    "昨晚，记者从公安沣东新城分局阿房宫派出所了解到，民警调查发现，25日何某在三桥某宾馆有开房记录，26日下午民警赶到后发现何某还未退房，但没有见到何某。昨晚9时许，何先生告诉华商报记者，他和妻子正准备坐车前往西安。随后，何先生的妻子董女士联系记者说，儿子已经被在西安居住的爷爷接走了，并通了电话。“儿子说是因为最近压力太大了，现在已经想开了，真的特别感谢你们和警察的帮忙找到我儿子，他现在人没事我就放心了。”'''"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 210,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([0])"
      ]
     },
     "execution_count": 210,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "predict(doc5, doc2vec_model)  # correct"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 215,
   "metadata": {},
   "outputs": [],
   "source": [
    "# http://www.xinhuanet.com/politics/2019-01/26/c_1124046189.htm\n",
    "doc6 = '''新华社北京1月26日电　题：奋斗不停步 改革再出发——“四个自信”筑牢强国之基\n",
    "\n",
    "　　新华社记者\n",
    "\n",
    "　　超薄玻璃能有多薄？0.12毫米。我国做到了，站在了世界先进水平前列。\n",
    "\n",
    "　　中国自信的背后，是40年改革开放的伟大实践。从贫穷落后到迈向全面小康，从国民经济濒临崩溃到成为世界第二大经济体，从多项技术被“卡脖子”到部分领跑全球……改革开放创造了举世瞩目的中国奇迹。\n",
    "\n",
    "　　奋斗不停步，改革再出发。立足新时代，面对复杂多变的国内外形势，中国人民在党的领导下志不改、道不变，在全面深化改革中不断创新体制机制，夯实“四个自信”的根基，向着中华民族伟大复兴的中国梦进发。\n",
    "\n",
    "　　自信之源：改革开放的伟大飞跃\n",
    "\n",
    "　　新年伊始，万象更新。在珠三角腹地的广东佛山小镇北滘，碧桂园机器人谷项目首期正在紧锣密鼓地建设，成为“北滘智造”又一张闪亮名片。可谁能想到，60年前，这里曾经是成片的稻田，人们常年挣扎在温饱线上。\n",
    "\n",
    "（在习近平新时代中国特色社会主义思想指引下·将改革开放进行到底·强国之基）（新华全媒头条·图文互动）（1）奋斗不停步 改革再出发——“四个自信”筑牢强国之基\n",
    "\n",
    "  1月14日，在位于广东佛山北滘镇的广东工业设计城，设计师在进行工业设计。新华社记者 马宁 摄\n",
    "\n",
    "　　经历了上世纪发展乡镇企业、推行“三包”生产责任制、企业股份制改造等一系列改革，北滘从穷乡僻壤蜕变为中国唯一拥有两家世界500强企业的经济强镇，2018年地区生产总值超过600亿元，实现了7.5%的强劲增长。\n",
    "\n",
    "　　“2017年底我到有一万多人口的莘村慰问贫困户，找来找去，就只找到了两家。”看似有些“没如愿”，但北滘镇镇长王崇曦打心眼儿里感到高兴。这一年，北滘农村居民人均可支配收入达到18843元，远超13432元的全国平均水平。\n",
    "\n",
    "　　“北滘人日子越过越红火，对未来的生活充满希望！”王崇曦说，以人民为中心推动改革创新、以目标和问题导向发展经济，北滘走出了一条人民共享改革成果之路，越走信心越足。\n",
    "\n",
    "　　“北滘奇迹”是“中国奇迹”的缩影。作为世界上最大的发展中国家，中国在短短几十年里成功摆脱贫困并跃升为世界第二大经济体，创造了人类社会发展史上的奇迹。\n",
    "\n",
    "　　拥有世界最大规模的义务教育体系、基本医疗保障网和棚户区改造工程，建成世界最大的高速公路网、最快的超级计算机……40年改革开放引领中国人民富起来、强起来，中国特色社会主义制度的优越性充分释放和彰显。\n",
    "\n",
    "　　在江苏省昆山市陆家镇一个不起眼的角落，国际标准化组织儿童乘用车项目委员会秘书处，就设在这里的好孩子集团。\n",
    "\n",
    "（在习近平新时代中国特色社会主义思想指引下·将改革开放进行到底·强国之基）（新华全媒头条·图文互动）（2）奋斗不停步 改革再出发——“四个自信”筑牢强国之基\n",
    "\n",
    "  1月24日，工人在江苏昆山好孩子婴儿车总装厂装配线上工作。新华社发（薛宏宇 摄）\n",
    "\n",
    "　　曾几何时，儿童用品行业还没有国际标准。当江苏企业好孩子集团向国际标准化组织申请主导建立儿童用品的国际标准体系时，业内领先的西方发达国家发出诘难：发展中国家怎么可以牵头制定标准？！哪儿来的底气？\n",
    "\n",
    "　　2018年，国际标准化组织儿童乘用车项目委员会专家齐聚上海，讨论并起草儿童推车标准。在实地参观好孩子集团的研发中心、智能化制造车间和实验室后，法国人竖起了大拇指，美国、德国、日本等发达国家的专家也被“好孩子”的实力折服，纷纷表示出合作意愿。\n",
    "\n",
    "　　“底气就来自于在改革开放大潮中坚持自主创新和持续研发带来的技术积累。”好孩子集团高级副总裁竺云龙说，改革开放不仅带来了机遇和市场，更激发了市场主体的创新活力和奋斗精神。\n",
    "\n",
    "　　“改革开放40年来，‘四个自信’贯穿创新发展始终。”中建材蚌埠玻璃工业设计研究院院长、首席科学家彭寿说，“中国走出了符合自己国情的道路，只要努力，就能干成任何人不能干成的事情。”\n",
    "\n",
    "（在习近平新时代中国特色社会主义思想指引下·将改革开放进行到底·强国之基）（新华全媒头条·图文互动）（3）奋斗不停步 改革再出发——“四个自信”筑牢强国之基\n",
    "\n",
    "  1月9日，在中建材蚌埠玻璃工业设计研究院的生产车间内，工作人员在巡检超薄玻璃生产线。新华社记者 汤阳 摄\n",
    "\n",
    "　　自信之基：全面深化改革的创新探索\n",
    "\n",
    "　　40年前，为了解决温饱，18位安徽小岗村农民以“托孤”的“壮烈”方式，先行先试土地承包责任制；40年后，怀着对美好生活的向往，安徽定远县肖岗村农民开始尝试农村土地承包经营权有偿退出。\n",
    "\n",
    "　　随着改革步入深水区，一成不变、固步自封必然难以为继；唯有一切从实际出发，与时俱进不断创新和调整，发展的信心才更坚定。\n",
    "\n",
    "　　党的十八大以来，我国蹄疾步稳推进全面深化改革，推出1500多项改革举措。深化供给侧结构性改革，深化党和国家机构改革，正风肃纪、反腐惩恶……一系列改革措施大刀阔斧、刀刃向内，彰显推进复兴伟业的坚强决心和坚定信心。\n",
    "\n",
    "　　在明确清晰的战略规划和顶层设计保障下，全面深化改革更是充分激发了蕴藏在人民群众中的创造伟力。破解突出矛盾、破除发展障碍、创造美好生活……全国各地形成了不断向纵深推进的全面深化改革态势。\n",
    "\n",
    "　　改革创新，让各种生产要素的活力竞相迸发。\n",
    "\n",
    "　　科技成果转化是世界性难题。政府有政策，但不是技术实施者；企业有技术需求，但找不到供应方；科研院所有技术，但对市场需求不掌握。\n",
    "\n",
    "　　江苏产业技术研究院聚焦企业愿意“买单”的技术需求，采取项目经理制等创新举措，形成了系统科学有效的科技成果转化制度体系，极大地调动了各方面积极性。目前，研究院年均转化科技成果1000项，年均衍生、孵化科技型企业100家。\n",
    "\n",
    "（在习近平新时代中国特色社会主义思想指引下·将改革开放进行到底·强国之基）（新华全媒头条·图文互动）（4）奋斗不停步 改革再出发——“四个自信”筑牢强国之基\n",
    "\n",
    "　　 1月10日，在位于南京的江苏省产业技术研究院，清华大学教授王燕在“智能集成电路设计技术研究所（筹）国际研讨会”上发言。新华社记者 马宁 摄\n",
    "\n",
    "　　改革创新，让人民群众收获满满的幸福感。\n",
    "\n",
    "　　在牵头医院成立医共体管理中心统一履行基层管理职责，实施“上联三甲、下带乡村”的精准帮扶，开展编制周转池试点……一系列医改创新举措让安徽省天长市实现了大病不出县，提前达到了2020年县域内就诊率90%左右的全国目标。不仅如此，医务人员平均年收入较医改前翻了一番，工作积极性提高；群众就医满意度显著提高。\n",
    "\n",
    "（在习近平新时代中国特色社会主义思想指引下·将改革开放进行到底·强国之基）（新华全媒头条·图文互动）（5）奋斗不停步 改革再出发——“四个自信”筑牢强国之基\n",
    "\n",
    "  1月8日，游客在安徽省黄山市的呈坎古村落参观游览。新华社记者 马宁 摄\n",
    "\n",
    "　　改革创新，还让传统文化在新时代大放异彩，满足了人们日益增长的精神文化需求，唤起了人们对中国优秀文化再学习再认识的渴望。\n",
    "\n",
    "　　安徽省黄山市近年来对古村落进行保护性开发利用，不仅吸引越来越多国内游客踏足观赏自然风景和人文历史风貌，还在外国人中掀起了“中国文化热”。\n",
    "\n",
    "　　从2016年起，每年夏天，数十名来自美国哈佛大学、耶鲁大学等知名学府的学生都会来到黄山市研学一周，观摩这里的古建筑、制茶及手工艺，了解徽州的历史文化。\n",
    "\n",
    "　　“中华文化历史悠久，那儿的人们也非常热情好客，和我分享了许多改革开放以来他们生活的变化。”来自耶鲁大学的弗丽达·考尔德伦已经学习了三年中国书法，还研习了中医药知识，被其蕴含的哲学思想深深折服。\n",
    "\n",
    "　　“改革开放以来，中国的发展绝不是一成不变、刻板僵化的，而是一个不断丰富发展的生命体。”中央党校（国家行政学院）习近平新时代中国特色社会主义思想研究中心副研究员崔丽华说。\n",
    "\n",
    "　　从全面深化改革的顶层设计到改革创新的基层新实践、新探索，为中国特色社会主义事业的发展带来了强大推动力；而改革创新取得的新经验、新成果，进一步增强了中国人民自信的底气。\n",
    "\n",
    "　　自信之力：攻坚克难再出发\n",
    "\n",
    "　　“习近平总书记在庆祝改革开放40周年大会上的讲话，不是就改革开放谈改革开放，而是将其放在历史的线索中来分析。”南京航空航天大学思政理论课教师何畏说，“从中很容易发现，新中国成立以来不同时期的发展理念是一脉相承的，都在回答时代之问、人民之问。”\n",
    "\n",
    "（在习近平新时代中国特色社会主义思想指引下·将改革开放进行到底·强国之基）（新华全媒头条·图文互动）（6）奋斗不停步 改革再出发——“四个自信”筑牢强国之基\n",
    "\n",
    "　　1月11日，在南京航空航天大学的大学生思想引领理论研究工作室，思政理论课教师何畏（右）与学生交流。新华社记者 马宁 摄\n",
    "\n",
    "　　当前，我国改革步入深水区，经济发展进入新常态，外部环境复杂严峻，思想文化领域交流、交融、交锋频繁，各种矛盾、风险、挑战叠加，更需要坚定“四个自信”，持续夯实“四个自信”的物质基础。\n",
    "\n",
    "　　“我们既要看到矛盾、困难、问题、挑战和危机的一面，更要看到希望、机遇、光明和前景的一面。”国家统计局局长宁吉喆21日在国新办发布会上说。\n",
    "\n",
    "　　走过千山万水，仍需跋山涉水。\n",
    "\n",
    "　　“改革必须坚持正确方向，既不走封闭僵化的老路、也不走改旗易帜的邪路。”习近平总书记论改革的这段话，既是对过去经验的总结，也是对未来方向的昭示。\n",
    "\n",
    "　　改革开放再出发，就要牢牢扭住经济建设这个中心——\n",
    "\n",
    "　　2018年11月，广东出台《关于促进民营经济高质量发展的若干政策措施》，提出10条59项针对性措施，着力降低民营企业生产经营成本，解决融资难、融资贵问题；2019年初，又发布《关于进一步促进科技创新的若干政策措施》，在激励企业创新动力等12个方面推出系列政策，率先提出“科技型中小企业研发费用加计扣除100%比例奖补”等措施，全面激发创新活力。\n",
    "\n",
    "　　“无论是‘民营经济十条’还是‘科创十二条’，都是能够立即兑现的措施，对民营企业的支持力度非常大。我们的信心更足了！”广州明珞汽车装备有限公司副总裁龙璞说。\n",
    "\n",
    "　　改革开放再出发，就要不断满足人民对美好生活的新期待——\n",
    "\n",
    "　　以“科技尽善，生活尽美”为愿景，美的集团把改善用户服务体验作为发展方向，向工业自动化与机器人领域进军，对产品线进行智能化改造，2018年10月发布了全新工业互联网平台M.IoT。\n",
    "\n",
    "（在习近平新时代中国特色社会主义思想指引下·将改革开放进行到底·强国之基）（新华全媒头条·图文互动）（7）奋斗不停步 改革再出发——“四个自信”筑牢强国之基\n",
    "\n",
    "  1月14日，在广东佛山北滘镇的美的集团总部展厅，工作人员在介绍冰箱产品。新华社记者 马宁 摄\n",
    "\n",
    "　　“消费者不仅可以个性化定制产品，还将享受到万物互联带来的便利。”美的集团股份有限公司副总裁张小懿说。\n",
    "\n",
    "　　改革开放再出发，就要以国家战略为引领，放眼全局、走向世界——\n",
    "\n",
    "　　服务国家长三角一体化战略，2018年12月，中新嘉善现代产业园项目签约。16.5平方公里的园区，将结合嘉善本地特色产业，重点发展智能制造、5G的大规模商用，并将以智能传感为抓手，向产业链上下游延伸，打造智能传感产业的集聚高地。\n",
    "\n",
    "　　“中新集团正在积极探索向‘一带一路’沿线国家和城市推介园区开发经验。”中新苏州工业园区开发集团股份有限公司董事长、总裁赵志松介绍，位于东盟国家的一个园区项目2019年上半年即将落地。'''"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 216,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([1])"
      ]
     },
     "execution_count": 216,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "predict(doc6.replace('新华社', '网易新闻'), doc2vec_model)  # correct"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
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