2016-11-23(1).ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "merging the English and Japanes news dataframe\n",
      "Read mapping file and convert it to tuple from string\n",
      "Mapping English clusters to Japanese clusters\n",
      "Drop the null line\n",
      "Convert cluster names(list) to cluster namse(string)\n",
      "False    998\n",
      "True       1\n",
      "Name: xb, dtype: int64\n"
     ]
    }
   ],
   "source": [
    "run main.py"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>en_article</th>\n",
       "      <th>transformation_en</th>\n",
       "      <th>jp_article</th>\n",
       "      <th>transformation_jp</th>\n",
       "      <th>similarity</th>\n",
       "      <th>dis_similarity</th>\n",
       "      <th>en2jp_projection</th>\n",
       "      <th>xa</th>\n",
       "      <th>xb</th>\n",
       "      <th>xb_wrong</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>u.s. commerce department seasonal adjust annua...</td>\n",
       "      <td>[5, 2, 9, 6, 6, 6, 6, 2, 6, 6]</td>\n",
       "      <td>米 商務省 発表 する 建設 支出 以下 とおり 季節調整 年率 総 建設 支出 民間 部門...</td>\n",
       "      <td>[2, 3, 10, 7, 3, 10, 8, 8, 9, 8, 9, 3, 10, 7, ...</td>\n",
       "      <td>5.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>[1, 8, 2, 3, 9, 7, 2, 9, 7, 2, 9, 7, 2, 9, 7, ...</td>\n",
       "      <td>5 2 9 6 6 6 6 2 6 6</td>\n",
       "      <td>1 8 2 3 9 7 2 9 7 2 9 7 2 9 7 2 8 2 9 7 2 9 7 2</td>\n",
       "      <td>10 3 10 3 1 10 3 9 7 2 9 7 2 1 1 10 3 6 6 6 8 ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>chinese budget smartphone maker xiaomi plan se...</td>\n",
       "      <td>[2, 6, 2, 2, 2, 1, 2, 2, 5, 6, 2, 2, 2, 2, 10,...</td>\n",
       "      <td>中国 低価格 スマホ メーカー 小米科技 () 雷軍 董事長 以上 販売 する 計画 明らか...</td>\n",
       "      <td>[7, 5, 8, 2, 8, 3, 8, 7, 3, 8, 7, 10, 7, 7, 9,...</td>\n",
       "      <td>5.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>[8, 2, 9, 7, 2, 8, 2, 8, 2, 8, 2, 6, 8, 2, 8, ...</td>\n",
       "      <td>2 6 2 2 2 1 2 2 5 6 2 2 2 2 10 8 5 6 1 8 2 5 2...</td>\n",
       "      <td>8 2 9 7 2 8 2 8 2 8 2 6 8 2 8 2 1 9 7 2 8 2 8 ...</td>\n",
       "      <td>10 3 10 3 6 10 3 10 8 2 6 6 10 9 7 2 1 10 10 1...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>samsung electronics co ltd fell more percent t...</td>\n",
       "      <td>[2, 2, 2, 2, 5, 5, 5, 5, 2, 5, 6, 5, 5, 5, 6, ...</td>\n",
       "      <td>ソウル 株式市場 サムスン電子 株価 超 下落 する 安値 付ける 一部 アナリスト ウォン...</td>\n",
       "      <td>[3, 3, 3, 9, 3, 2, 7, 3, 3, 9, 9, 3, 8, 6, 8, ...</td>\n",
       "      <td>5.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>[8, 2, 8, 2, 8, 2, 8, 2, 1, 1, 1, 1, 8, 2, 1, ...</td>\n",
       "      <td>2 2 2 2 5 5 5 5 2 5 6 5 5 5 6 5 6 1 6 5 5 5 5 ...</td>\n",
       "      <td>8 2 8 2 8 2 8 2 1 1 1 1 8 2 1 9 7 2 1 1 1 9 7 ...</td>\n",
       "      <td>1 1 1 1 1 4 6 6 8 2 4 10 10 10 8 2 10 1 1 4 4 ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>fiat deal gain full control chrysler group llc...</td>\n",
       "      <td>[2, 1, 5, 1, 8, 2, 8, 10, 5, 2, 1, 5, 5, 5, 5,...</td>\n",
       "      <td>欧州 株式市場 イタリア 自動車 大手 FIAT 株価 一時 急伸 する 8月 以来 高値 ...</td>\n",
       "      <td>[10, 3, 10, 9, 4, 6, 9, 2, 8, 7, 4, 3, 3, 3, 7...</td>\n",
       "      <td>5.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>[8, 2, 6, 1, 6, 4, 8, 2, 4, 4, 1, 8, 2, 6, 1, ...</td>\n",
       "      <td>2 1 5 1 8 2 8 10 5 2 1 5 5 5 5 7 7 2 7 2 1 1 5...</td>\n",
       "      <td>8 2 6 1 6 4 8 2 4 4 1 8 2 6 1 1 1 1 10 3 10 3 ...</td>\n",
       "      <td>10 3 10 3 1 10 3 9 7 2 9 7 2 1 1 10 3 8 2 3 10...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>fiat share jump thursday it strike deal gain f...</td>\n",
       "      <td>[2, 1, 5, 5, 2, 8, 1, 5, 1, 8, 2, 8, 10, 7, 4,...</td>\n",
       "      <td>欧州 株式市場 イタリア 自動車 大手 FIAT 株価 一時 急伸 する 8月 以来 高値 ...</td>\n",
       "      <td>[10, 3, 10, 9, 4, 6, 9, 2, 8, 7, 4, 3, 3, 3, 7...</td>\n",
       "      <td>5.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>[8, 2, 6, 1, 1, 8, 2, 4, 6, 1, 6, 4, 8, 2, 4, ...</td>\n",
       "      <td>2 1 5 5 2 8 1 5 1 8 2 8 10 7 4 7 2 7 2 1 1 5 8...</td>\n",
       "      <td>8 2 6 1 1 8 2 4 6 1 6 4 8 2 4 4 10 3 10 10 3 8...</td>\n",
       "      <td>10 3 10 3 1 6 9 7 2 9 7 2 1 1 1 6 5 9 7 2 8 2 ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>u.s. treasuries price rise thursday benchmark ...</td>\n",
       "      <td>[5, 5, 5, 5, 5, 5, 5, 5, 5, 6, 5, 5, 5, 6, 10,...</td>\n",
       "      <td>カッコ 前 営業日 米 東部 時間 時分 前 営業日 終盤 米 東部 時間 時分 前 営業日...</td>\n",
       "      <td>[10, 4, 3, 2, 5, 3, 4, 4, 3, 3, 2, 5, 3, 4, 4,...</td>\n",
       "      <td>5.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>[1, 1, 1, 1, 1, 1, 1, 1, 1, 9, 7, 2, 1, 1, 1, ...</td>\n",
       "      <td>5 5 5 5 5 5 5 5 5 6 5 5 5 6 10 5 5 5 2 7 2 6 5...</td>\n",
       "      <td>1 1 1 1 1 1 1 1 1 9 7 2 1 1 1 9 7 2 4 1 1 1 8 ...</td>\n",
       "      <td>10 3 1 1 1 1 1 1 1 10 3 10 10 4 4 8 2 6 4 4 1 ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>auction detail see 3-year note</td>\n",
       "      <td>[1, 1, 5, 1, 5]</td>\n",
       "      <td>米財務省 銘柄 統合 入札 実施 する 発表 する 発行 いずれ 償還 1月 11月 11月</td>\n",
       "      <td>[6, 9, 7, 6, 4, 7, 10, 7, 6, 10, 6, 9, 8, 8]</td>\n",
       "      <td>5.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>[6, 6, 1, 6, 1]</td>\n",
       "      <td>1 1 5 1 5</td>\n",
       "      <td>6 6 1 6 1</td>\n",
       "      <td>9 7 2 10 3 6 1 1 1 1 1 5 5 9 7 2 10 3 8 2 8 2 ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>brent crude sink barrel thursday libya prepare...</td>\n",
       "      <td>[5, 5, 5, 5, 5, 8, 1, 1, 2, 8, 4, 4, 4, 2, 4, ...</td>\n",
       "      <td>原油 先物 相場 リビア 大 規模 油田 生産 停止 要因 なる いる 抗議活動 休止 する...</td>\n",
       "      <td>[9, 3, 1, 9, 2, 9, 7, 4, 4, 9, 7, 4, 4, 4, 7, ...</td>\n",
       "      <td>5.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>[1, 1, 1, 1, 1, 4, 6, 6, 8, 2, 4, 10, 10, 10, ...</td>\n",
       "      <td>5 5 5 5 5 8 1 1 2 8 4 4 4 2 4 5 5 8 8 5 2 2 1 ...</td>\n",
       "      <td>1 1 1 1 1 4 6 6 8 2 4 10 10 10 8 2 10 1 1 4 4 ...</td>\n",
       "      <td>1 8 2 1 1 1 8 2 1 1 1 1 1 1 9 7 2 1 1 1 1 1 10...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>gauge u.s. factory activity hold 2-1/2-year hi...</td>\n",
       "      <td>[5, 5, 4, 4, 7, 5, 5, 5, 2, 8, 2, 2, 9, 5, 3, ...</td>\n",
       "      <td>米 労働省 発表 する 12月 週 新規 失業保険 申請 件数 季節調整 前週 り 連続 減...</td>\n",
       "      <td>[2, 8, 10, 7, 4, 9, 8, 8, 8, 8, 9, 3, 3, 8, 8,...</td>\n",
       "      <td>5.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>[1, 1, 10, 10, 10, 3, 1, 1, 1, 8, 2, 4, 8, 2, ...</td>\n",
       "      <td>5 5 4 4 7 5 5 5 2 8 2 2 9 5 3 5 4 5 5 5 5 10 4...</td>\n",
       "      <td>1 1 10 10 10 3 1 1 1 8 2 4 8 2 8 2 3 1 5 1 10 ...</td>\n",
       "      <td>8 2 8 2 8 2 1 9 7 2 8 2 9 7 2 6 1 9 7 2 9 7 2 ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>work massive panama canal extension project ma...</td>\n",
       "      <td>[8, 1, 8, 2, 1, 1, 7, 2, 1, 9, 5, 2, 9, 6, 9, ...</td>\n",
       "      <td>パナマ運河 拡張 工事 めぐる 建設 会社 成る 企業 連合 パナマ運河 PC コスト 超過...</td>\n",
       "      <td>[9, 3, 9, 9, 3, 9, 4, 6, 7, 9, 2, 9, 9, 3, 5, ...</td>\n",
       "      <td>5.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>[4, 6, 4, 8, 2, 6, 6, 10, 3, 8, 2, 6, 3, 1, 8,...</td>\n",
       "      <td>8 1 8 2 1 1 7 2 1 9 5 2 9 6 9 6 7 2 8 5 6 9 2 ...</td>\n",
       "      <td>4 6 4 8 2 6 6 10 3 8 2 6 3 1 8 2 3 9 7 2 3 9 7...</td>\n",
       "      <td>8 2 6 8 2 3 1 6 10 3 9 7 2 6 10 3 8 2 6 1 4 1 ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>increase december car sale france spain prompt...</td>\n",
       "      <td>[6, 5, 2, 2, 8, 8, 7, 7, 4, 7, 2, 5, 2, 7, 5, ...</td>\n",
       "      <td>12月 フランス イタリア スペイン 自動車販売 台数 前年 同月 増加 する 欧州 自動車...</td>\n",
       "      <td>[4, 10, 10, 7, 8, 8, 9, 7, 8, 7, 10, 9, 9, 5, ...</td>\n",
       "      <td>5.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>[9, 7, 2, 1, 8, 2, 8, 2, 4, 4, 10, 3, 10, 3, 1...</td>\n",
       "      <td>6 5 2 2 8 8 7 7 4 7 2 5 2 7 5 5 6 5 6 5 5 5 5 ...</td>\n",
       "      <td>9 7 2 1 8 2 8 2 4 4 10 3 10 3 10 10 3 8 2 1 8 ...</td>\n",
       "      <td>1 1 1 1 1 4 6 6 8 2 4 10 3 1 1 1 8 2 1 8 2 1 1...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>federal reserve provide liquidity foreign cent...</td>\n",
       "      <td>[7, 7, 1, 1, 1, 7, 5, 5, 5, 2, 10, 7, 8, 5, 7,...</td>\n",
       "      <td>米 連邦準備理事会 FRB 傘下 ニューヨーク連銀 発表 する 最新 週間 データ よる 通...</td>\n",
       "      <td>[2, 2, 2, 6, 8, 10, 7, 7, 3, 7, 7, 8, 3, 2, 3,...</td>\n",
       "      <td>5.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>[10, 3, 10, 3, 6, 6, 6, 10, 3, 1, 1, 1, 8, 2, ...</td>\n",
       "      <td>7 7 1 1 1 7 5 5 5 2 10 7 8 5 7 7 7 8 1 1 5 2 5...</td>\n",
       "      <td>10 3 10 3 6 6 6 10 3 1 1 1 8 2 4 10 3 4 1 10 3...</td>\n",
       "      <td>6 6 1 1 1 1 1 1 1 6 6 10 3 10 8 2 4 1 9 7 2 1 ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>new car sale spain rise percent year early car...</td>\n",
       "      <td>[2, 2, 2, 8, 5, 5, 6, 5, 2, 2, 2, 2, 8, 5, 6, ...</td>\n",
       "      <td>スペイン 自動車 業界団体 よる 新車 販売 政府 補助 支援 する 前年 なる 減少 する...</td>\n",
       "      <td>[7, 9, 9, 7, 8, 8, 10, 10, 4, 7, 9, 7, 8, 7, 4...</td>\n",
       "      <td>5.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>[8, 2, 8, 2, 8, 2, 4, 1, 1, 9, 7, 2, 1, 8, 2, ...</td>\n",
       "      <td>2 2 2 8 5 5 6 5 2 2 2 2 8 5 6 7 1 2 2 5 5 5 6 ...</td>\n",
       "      <td>8 2 8 2 8 2 4 1 1 9 7 2 1 8 2 8 2 8 2 8 2 4 1 ...</td>\n",
       "      <td>1 10 3 8 2 8 2 9 7 2 1 8 2 1 1 10 3 1 1 1 8 2 ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>south korean auto maker hyundai motor co kia m...</td>\n",
       "      <td>[8, 8, 2, 2, 2, 2, 2, 2, 2, 2, 2, 7, 6, 5, 4, ...</td>\n",
       "      <td>韓国 自動車メーカー 現代自動車 系列 起亜自動車 世界 販売台数 両社 合計 前年 目標 ...</td>\n",
       "      <td>[7, 3, 6, 7, 3, 5, 3, 6, 9, 9, 2, 3, 7, 8, 7, ...</td>\n",
       "      <td>5.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>[4, 4, 8, 2, 8, 2, 8, 2, 8, 2, 8, 2, 8, 2, 8, ...</td>\n",
       "      <td>8 8 2 2 2 2 2 2 2 2 2 7 6 5 4 4 6 2 5 5 6 6 5 ...</td>\n",
       "      <td>4 4 8 2 8 2 8 2 8 2 8 2 8 2 8 2 8 2 8 2 10 3 9...</td>\n",
       "      <td>8 2 8 2 10 6 8 2 6 9 7 2 9 7 2 9 7 2 6 1 1 8 2...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>u.s. manufacturing end year high note grow dec...</td>\n",
       "      <td>[5, 4, 5, 6, 5, 5, 6, 5, 2, 4, 4, 6, 6, 6, 4, ...</td>\n",
       "      <td>Markit 発表 する 12月 米 製造業 購買担当者景気指数 PM 改定 1月 以来 高...</td>\n",
       "      <td>[1, 10, 7, 4, 2, 10, 10, 10, 10, 9, 3, 4, 10, ...</td>\n",
       "      <td>5.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>[1, 10, 1, 9, 7, 2, 1, 1, 9, 7, 2, 1, 8, 2, 10...</td>\n",
       "      <td>5 4 5 6 5 5 6 5 2 4 4 6 6 6 4 2 9 6 2 6 5 5 7 ...</td>\n",
       "      <td>1 10 1 9 7 2 1 1 9 7 2 1 8 2 10 10 9 7 2 9 7 2...</td>\n",
       "      <td>1 8 2 1 1 1 1 1 1 1 4 1 9 7 2 9 7 2 1 9 7 2 1 ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>oil price fell more thursday libya prepare res...</td>\n",
       "      <td>[5, 5, 5, 5, 5, 8, 1, 1, 2, 8, 7, 5, 5, 5, 2, ...</td>\n",
       "      <td>原油 先物 相場 リビア 大 規模 油田 生産 停止 要因 なる いる 抗議活動 休止 する...</td>\n",
       "      <td>[9, 3, 1, 9, 2, 9, 7, 4, 4, 9, 7, 4, 4, 4, 7, ...</td>\n",
       "      <td>5.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>[1, 1, 1, 1, 1, 4, 6, 6, 8, 2, 4, 10, 3, 1, 1,...</td>\n",
       "      <td>5 5 5 5 5 8 1 1 2 8 7 5 5 5 2 5 2 5 5 6 6 5 7 ...</td>\n",
       "      <td>1 1 1 1 1 4 6 6 8 2 4 10 3 1 1 1 8 2 1 8 2 1 1...</td>\n",
       "      <td>6 10 3 10 3 9 7 2 10 1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>freddie mac average u.s. mortgage rate percent...</td>\n",
       "      <td>[1, 2, 6, 5, 1, 6, 5, 10, 5, 5]</td>\n",
       "      <td>米 連邦 住宅 貸付 抵当 公社 フレディマック 調査 住宅ローン 金利 手数料 以下 通り...</td>\n",
       "      <td>[2, 10, 10, 4, 9, 8, 2, 7, 3, 9, 9, 8, 8, 9, 3...</td>\n",
       "      <td>5.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>[6, 8, 2, 9, 7, 2, 1, 6, 9, 7, 2, 1, 4, 1, 1]</td>\n",
       "      <td>1 2 6 5 1 6 5 10 5 5</td>\n",
       "      <td>6 8 2 9 7 2 1 6 9 7 2 1 4 1 1</td>\n",
       "      <td>10 3 4 4 1 10 3 1 10 3 10 3 8 2 10 3 8 2 9 7 2...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>u.s. construction spending rise it high level ...</td>\n",
       "      <td>[5, 2, 6, 5, 2, 5, 5, 5, 6, 6, 5, 10, 2, 1, 6,...</td>\n",
       "      <td>米 商務省 発表 する 11月 建設 支出 前 月 年率 3月 以来 高水準 公共 部門 減...</td>\n",
       "      <td>[2, 3, 10, 7, 8, 3, 10, 4, 8, 8, 4, 3, 4, 3, 5...</td>\n",
       "      <td>5.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>[1, 8, 2, 9, 7, 2, 1, 8, 2, 1, 1, 1, 9, 7, 2, ...</td>\n",
       "      <td>5 2 6 5 2 5 5 5 6 6 5 10 2 1 6 5 1 6 2 6 6 5 6...</td>\n",
       "      <td>1 8 2 9 7 2 1 8 2 1 1 1 9 7 2 9 7 2 1 4 8 2 6 ...</td>\n",
       "      <td>1 6 1 1 1 1 9 7 2 3 10 3 10 3 10 3 1 10 3 1 10...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>russia world big oil producer raise output pos...</td>\n",
       "      <td>[7, 4, 5, 5, 5, 1, 4, 9, 2, 5, 5, 5, 6, 5, 5, ...</td>\n",
       "      <td>ロシア エネルギー省 発表 する データ よる 石油 生産量 日量 ソビエト連邦 崩壊 最 ...</td>\n",
       "      <td>[5, 4, 10, 7, 7, 7, 5, 9, 5, 7, 7, 7, 4, 3, 5,...</td>\n",
       "      <td>5.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>[10, 3, 10, 1, 1, 1, 6, 10, 3, 8, 2, 1, 1, 1, ...</td>\n",
       "      <td>7 4 5 5 5 1 4 9 2 5 5 5 6 5 5 5 6 2 2 5 6 5 1 ...</td>\n",
       "      <td>10 3 10 1 1 1 6 10 3 8 2 1 1 1 9 7 2 1 1 1 9 7...</td>\n",
       "      <td>1 10 1 9 7 2 1 1 9 7 2 1 8 2 10 10 9 7 2 9 7 2...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>morning fix</td>\n",
       "      <td>[5, 5]</td>\n",
       "      <td>ロンドン 市場 午後 値 決め 以下 通り ドル オンス 午後 ドル 午前 ドル</td>\n",
       "      <td>[4, 9, 4, 3, 6, 8, 8, 2, 4, 4, 2, 9, 2]</td>\n",
       "      <td>5.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>[1, 1]</td>\n",
       "      <td>5 5</td>\n",
       "      <td>1 1</td>\n",
       "      <td>4 10 3 3 8 2 10 1 4 1 6 4 6 5 10 3 10 3 6 6 3 ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>premium italian spanish bond offer benchmark g...</td>\n",
       "      <td>[2, 7, 7, 5, 1, 5, 7, 5, 5, 6, 5, 5, 2, 4, 6, ...</td>\n",
       "      <td>カッコ 先物 欧州 市場 前 営業日 終値 現物 前 営業日 終盤 時分 先物 清算 ユーロ...</td>\n",
       "      <td>[10, 3, 10, 9, 4, 3, 3, 4, 4, 3, 3, 4, 3, 4, 1...</td>\n",
       "      <td>5.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>[8, 2, 10, 3, 10, 3, 1, 6, 1, 10, 3, 1, 1, 9, ...</td>\n",
       "      <td>2 7 7 5 1 5 7 5 5 6 5 5 2 4 6 5 8 5 5 8 4 5 4 ...</td>\n",
       "      <td>8 2 10 3 10 3 1 6 1 10 3 1 1 9 7 2 1 1 8 2 10 ...</td>\n",
       "      <td>6 6 8 2 8 2 1 3 4 4 4 6 8 2 10 3 9 7 2 1 8 2 1...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>china yuan pull back slightly record high doll...</td>\n",
       "      <td>[2, 2, 5, 5, 5, 5, 5, 5, 5, 7, 5, 5, 5, 5, 3, ...</td>\n",
       "      <td>年明け 上海 外国為替市場 人民元 相場 引け 強含み 昨年 12月 付ける 最 高値 水準...</td>\n",
       "      <td>[9, 3, 8, 9, 1, 3, 2, 3, 4, 3, 7, 3, 1, 3, 9, ...</td>\n",
       "      <td>5.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>[8, 2, 8, 2, 1, 1, 1, 1, 1, 1, 1, 10, 3, 1, 1,...</td>\n",
       "      <td>2 2 5 5 5 5 5 5 5 7 5 5 5 5 3 5 2 5 9 5 5 2 5 ...</td>\n",
       "      <td>8 2 8 2 1 1 1 1 1 1 1 10 3 1 1 1 1 5 1 8 2 1 3...</td>\n",
       "      <td>4 10 1 1 9 7 2 9 7 2 9 7 2 10 10 1 1 1 1 10 3 ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>italian carmaker fiat spa say wednesday it hav...</td>\n",
       "      <td>[7, 2, 2, 2, 8, 5, 2, 7, 4, 1, 7, 1, 5, 2, 2, ...</td>\n",
       "      <td>イタリア 自動車 大手 FIAT 傘下 米 クライスラー グループ 完全子会社 合意 する ...</td>\n",
       "      <td>[10, 9, 4, 6, 6, 2, 3, 1, 7, 7, 7, 10, 7, 4, 6...</td>\n",
       "      <td>5.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>[10, 3, 8, 2, 8, 2, 8, 2, 4, 1, 8, 2, 10, 3, 1...</td>\n",
       "      <td>7 2 2 2 8 5 2 7 4 1 7 1 5 2 2 8 10 2 7 7 7 1 5...</td>\n",
       "      <td>10 3 8 2 8 2 8 2 4 1 8 2 10 3 10 6 10 3 6 1 8 ...</td>\n",
       "      <td>4 6 4 4 8 2 8 2 4 8 2 10 1 8 2 8 2 8 2 4 1 8 2...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>brent crude rise barrel thursday decline oil s...</td>\n",
       "      <td>[5, 5, 5, 5, 5, 5, 5, 2, 7, 5, 8, 8, 6, 1, 8, ...</td>\n",
       "      <td>原油 先物 相場 リビア 大 規模 油田 生産 停止 要因 なる いる 抗議活動 休止 する...</td>\n",
       "      <td>[9, 3, 1, 9, 2, 9, 7, 4, 4, 9, 7, 4, 4, 4, 7, ...</td>\n",
       "      <td>5.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>[1, 1, 1, 1, 1, 1, 1, 8, 2, 10, 3, 1, 4, 4, 9,...</td>\n",
       "      <td>5 5 5 5 5 5 5 2 7 5 8 8 6 1 8 8 8 4 4 4 2 1 5 ...</td>\n",
       "      <td>1 1 1 1 1 1 1 8 2 10 3 1 4 4 9 7 2 6 4 4 4 10 ...</td>\n",
       "      <td>6 6 6 8 2 10 3 6 6 8 2 10 3 3 1 10 3 3 6 6 9 7...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>china have approve more company list mainland ...</td>\n",
       "      <td>[2, 7, 2, 5, 1, 1, 1, 5, 10, 4, 2, 7, 2, 2, 5,...</td>\n",
       "      <td>中国 再開 する 新規株式公開 承認 加速 する いる 国営 メディア 新た 上場 承認 す...</td>\n",
       "      <td>[7, 6, 7, 3, 9, 7, 7, 4, 8, 7, 10, 3, 9, 7, 7,...</td>\n",
       "      <td>5.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>[8, 2, 10, 3, 8, 2, 1, 6, 6, 6, 1, 4, 10, 8, 2...</td>\n",
       "      <td>2 7 2 5 1 1 1 5 10 4 2 7 2 2 5 1 2 2 1 2 8 10 ...</td>\n",
       "      <td>8 2 10 3 8 2 1 6 6 6 1 4 10 8 2 10 3 8 2 8 2 1...</td>\n",
       "      <td>4 10 3 1 10 3 10 3 10 3 6 8 2 4 9 7 2 1 10 8 2...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>janet yellen come step close final approval fe...</td>\n",
       "      <td>[10, 7, 2, 7, 5, 4, 2, 7, 7, 6, 3, 5, 8, 5, 5,...</td>\n",
       "      <td>米 上院 連邦準備理事会 FRB 次期 議長 指名 する イエレン 副議長 指名 承認 採決...</td>\n",
       "      <td>[2, 9, 2, 2, 4, 8, 10, 7, 2, 2, 10, 9, 10, 4, ...</td>\n",
       "      <td>5.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>[4, 10, 3, 8, 2, 10, 3, 1, 10, 8, 2, 10, 3, 10...</td>\n",
       "      <td>10 7 2 7 5 4 2 7 7 6 3 5 8 5 5 7 10 8 8 8 1 10...</td>\n",
       "      <td>4 10 3 8 2 10 3 1 10 8 2 10 3 10 3 9 7 2 5 1 4...</td>\n",
       "      <td>6 8 2 1 10 3 1 1 1 1 1 10 3 8 2 8 2 4 6 1 6 4 ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>libya hop resume oil production it large oilfi...</td>\n",
       "      <td>[8, 2, 1, 5, 6, 2, 1, 8, 6, 2, 5, 9, 1, 1, 6, ...</td>\n",
       "      <td>リビア 大 規模 油田 エル シャララ 生産 停止 要因 なる いる 抗議活動 デモ隊 活動...</td>\n",
       "      <td>[9, 2, 9, 7, 7, 9, 4, 4, 9, 7, 4, 4, 10, 9, 7,...</td>\n",
       "      <td>5.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>[4, 8, 2, 6, 1, 9, 7, 2, 8, 2, 6, 4, 9, 7, 2, ...</td>\n",
       "      <td>8 2 1 5 6 2 1 8 6 2 5 9 1 1 6 5 8 8 8 5 9 8 7 ...</td>\n",
       "      <td>4 8 2 6 1 9 7 2 8 2 6 4 9 7 2 8 2 1 3 6 6 9 7 ...</td>\n",
       "      <td>8 2 8 2 6 10 3 8 2 8 2 8 2 8 2 8 2 8 2 6 8 2 8...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>italian carmaker fiat spa strike deal gain ful...</td>\n",
       "      <td>[7, 2, 2, 2, 8, 1, 5, 1, 8, 2, 8, 10, 5, 5, 6,...</td>\n",
       "      <td>イタリア 自動車 大手 FIAT 傘下 米 クライスラー グループ 完全子会社 合意 する ...</td>\n",
       "      <td>[10, 9, 4, 6, 6, 2, 3, 1, 7, 7, 7, 10, 7, 4, 6...</td>\n",
       "      <td>5.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>[10, 3, 8, 2, 8, 2, 8, 2, 4, 6, 1, 6, 4, 8, 2,...</td>\n",
       "      <td>7 2 2 2 8 1 5 1 8 2 8 10 5 5 6 9 7 2 7 9 10 8 ...</td>\n",
       "      <td>10 3 8 2 8 2 8 2 4 6 1 6 4 8 2 4 4 1 1 9 7 2 3...</td>\n",
       "      <td>8 2 8 2 1 9 7 2 8 2 10 3 5 1 8 2 3 9 7 2 6 1 1...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>number american file new claim unemployment be...</td>\n",
       "      <td>[2, 8, 2, 2, 9, 5, 3, 5, 4, 5, 5, 5, 5, 3, 5, ...</td>\n",
       "      <td>米 労働省 発表 する 12月 週 新規 失業保険 申請 件数 季節調整 前週 り 連続 減...</td>\n",
       "      <td>[2, 8, 10, 7, 4, 9, 8, 8, 8, 8, 9, 3, 3, 8, 8,...</td>\n",
       "      <td>5.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>[8, 2, 4, 8, 2, 8, 2, 3, 1, 5, 1, 10, 1, 1, 1,...</td>\n",
       "      <td>2 8 2 2 9 5 3 5 4 5 5 5 5 3 5 4 5 5 6 2 9 8 5 ...</td>\n",
       "      <td>8 2 4 8 2 8 2 3 1 5 1 10 1 1 1 1 5 1 10 1 1 9 ...</td>\n",
       "      <td>8 2 10 10 3 1 10 1 9 7 2 1 1 10 3 1 8 2 10 10 ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>britain top share index fell first trading day...</td>\n",
       "      <td>[6, 7, 1, 5, 5, 6, 5, 5, 2, 6, 6, 2, 1, 6, 5, ...</td>\n",
       "      <td>カッコ 前 営業日 総合 株価指数 ロンドン 終値 前 営業日 終値 ロンドン株式市場 反落...</td>\n",
       "      <td>[10, 4, 3, 1, 3, 4, 3, 4, 3, 3, 9, 9, 7, 3, 7,...</td>\n",
       "      <td>5.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>[9, 7, 2, 10, 3, 6, 1, 1, 9, 7, 2, 1, 1, 8, 2,...</td>\n",
       "      <td>6 7 1 5 5 6 5 5 2 6 6 2 1 6 5 6 5 2 5 7 2 4 5 ...</td>\n",
       "      <td>9 7 2 10 3 6 1 1 9 7 2 1 1 8 2 9 7 2 9 7 2 8 2...</td>\n",
       "      <td>1 1 1 1 8 2 1 1 1 5 1 1 1 1 1 10 3 1 1 8 2 1 4...</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>970</th>\n",
       "      <td>sometimes news be bad news j.c. penney co inc ...</td>\n",
       "      <td>[9, 8, 2, 7, 8, 2, 2, 2, 2, 1, 5, 5, 9, 2, 2, ...</td>\n",
       "      <td>米 百貨店 大手 JC ペニー 株価 ニューヨーク市場 急落 する 終値 なる 同社 年末 ...</td>\n",
       "      <td>[2, 8, 4, 6, 6, 9, 9, 4, 7, 3, 7, 1, 9, 8, 8, ...</td>\n",
       "      <td>5.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>[3, 4, 8, 2, 10, 3, 4, 8, 2, 8, 2, 8, 2, 8, 2,...</td>\n",
       "      <td>9 8 2 7 8 2 2 2 2 1 5 5 9 2 2 8 5 2 2 3 2 2 2 ...</td>\n",
       "      <td>3 4 8 2 10 3 4 8 2 8 2 8 2 8 2 6 1 1 3 8 2 8 2...</td>\n",
       "      <td>10 3 10 3 1 10 3 9 7 2 9 7 2 1 1 10 3 8 2 3 10...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>971</th>\n",
       "      <td>european central bank unexpected cut interest ...</td>\n",
       "      <td>[7, 7, 5, 5, 1, 6, 6, 2, 5, 5, 5, 7, 5, 3, 5, ...</td>\n",
       "      <td>欧州中央銀行 EC 主要政策金利 据え置く 上限 金利 限界 貸出金利 下限 金利 中銀 預...</td>\n",
       "      <td>[7, 10, 9, 10, 10, 9, 8, 8, 8, 9, 10, 8, 9, 9,...</td>\n",
       "      <td>5.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>[10, 3, 10, 3, 1, 1, 6, 9, 7, 2, 9, 7, 2, 8, 2...</td>\n",
       "      <td>7 7 5 5 1 6 6 2 5 5 5 7 5 3 5 5 5 5 5 4 2 7 7 ...</td>\n",
       "      <td>10 3 10 3 1 1 6 9 7 2 9 7 2 8 2 1 1 1 10 3 1 5...</td>\n",
       "      <td>8 2 10 3 6 3 4 6 1 4 1 1 9 7 2 10 3 10 3 4 1 3...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>972</th>\n",
       "      <td>doji jpy sideline eur volatility ahead tonight...</td>\n",
       "      <td>[5, 5, 8, 5, 7, 7, 7, 4, 5, 4, 2, 4, 7, 7, 5, ...</td>\n",
       "      <td>ドル 円 テクニカル分析 米 雇用統計 前 調整 続く 見通し 今晩 米 雇用統計 発表 控...</td>\n",
       "      <td>[2, 8, 2, 2, 8, 4, 10, 4, 9, 8, 2, 8, 10, 8, 8...</td>\n",
       "      <td>5.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>[1, 1, 4, 1, 10, 3, 10, 3, 10, 3, 10, 1, 10, 8...</td>\n",
       "      <td>5 5 8 5 7 7 7 4 5 4 2 4 7 7 5 5 5 5 5 7 5 5 5 ...</td>\n",
       "      <td>1 1 4 1 10 3 10 3 10 3 10 1 10 8 2 10 10 3 10 ...</td>\n",
       "      <td>10 3 10 3 1 1 9 7 2 9 7 2 1 1 1 5 8 2 1 1 9 7 ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>973</th>\n",
       "      <td>u.s. labor department report initial state job...</td>\n",
       "      <td>[5, 3, 9, 6, 2, 8, 5, 3, 9, 6, 6]</td>\n",
       "      <td>米 労働省 発表 する 新規 失業保険 週間 申請 件数 以下 通り 失業保険 修正 日付 ...</td>\n",
       "      <td>[2, 8, 10, 7, 8, 8, 3, 8, 8, 8, 8, 8, 8, 8, 9,...</td>\n",
       "      <td>5.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>[1, 5, 3, 9, 7, 2, 8, 2, 4, 1, 5, 3, 9, 7, 2, ...</td>\n",
       "      <td>5 3 9 6 2 8 5 3 9 6 6</td>\n",
       "      <td>1 5 3 9 7 2 8 2 4 1 5 3 9 7 2 9 7 2</td>\n",
       "      <td>10 3 10 3 1 10 3 9 7 2 9 7 2 1 1 10 3 6 4 8 2 ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>974</th>\n",
       "      <td>president barack obama invited german chancell...</td>\n",
       "      <td>[10, 8, 8, 7, 7, 8, 8, 8, 8, 8, 6, 8, 2, 8, 5,...</td>\n",
       "      <td>米 ホワイトハウス オバマ大統領 ドイツ メルケル 首相 電話 会談 する メルケル 首相 ...</td>\n",
       "      <td>[2, 4, 9, 7, 10, 10, 9, 7, 7, 10, 10, 4, 8, 7,...</td>\n",
       "      <td>5.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>[4, 4, 4, 10, 3, 10, 3, 4, 4, 4, 4, 4, 9, 7, 2...</td>\n",
       "      <td>10 8 8 7 7 8 8 8 8 8 6 8 2 8 5 7 7 2 9 8 8 7 1...</td>\n",
       "      <td>4 4 4 10 3 10 3 4 4 4 4 4 9 7 2 4 8 2 4 1 10 3...</td>\n",
       "      <td>1 1 6 6 6 4 1 8 2 9 7 2 1 6 9 7 2 6 8 2 1 9 7 ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>975</th>\n",
       "      <td>european central bank leave interest rate unch...</td>\n",
       "      <td>[7, 7, 5, 7, 6, 6, 5, 5, 7, 1, 8, 2, 7, 2, 4, ...</td>\n",
       "      <td>欧州中央銀行 EC 主要政策金利 据え置く 上限 金利 限界 貸出金利 下限 金利 中銀 預...</td>\n",
       "      <td>[7, 10, 9, 10, 10, 9, 8, 8, 8, 9, 10, 8, 9, 9,...</td>\n",
       "      <td>5.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>[10, 3, 10, 3, 1, 10, 3, 9, 7, 2, 9, 7, 2, 1, ...</td>\n",
       "      <td>7 7 5 7 6 6 5 5 7 1 8 2 7 2 4 6 6 6 7 7 7 7 5 ...</td>\n",
       "      <td>10 3 10 3 1 10 3 9 7 2 9 7 2 1 1 10 3 6 4 8 2 ...</td>\n",
       "      <td>10 3 10 3 1 10 3 9 7 2 9 7 2 1 1 1 1 8 2 1 4 4...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>976</th>\n",
       "      <td>china will spend more km mile new railway line...</td>\n",
       "      <td>[2, 1, 6, 5, 8, 8, 2, 2, 2, 6, 8, 8, 8, 8, 7, ...</td>\n",
       "      <td>新華社 よる 中国 今年 新規 鉄道路線 建設 投じる 建設 する 路線 以上 なる 予定 ...</td>\n",
       "      <td>[7, 7, 7, 4, 8, 3, 3, 9, 3, 7, 10, 3, 7, 4, 7,...</td>\n",
       "      <td>5.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>[8, 2, 6, 9, 7, 2, 1, 4, 4, 8, 2, 8, 2, 8, 2, ...</td>\n",
       "      <td>2 1 6 5 8 8 2 2 2 6 8 8 8 8 7 10 2 8 2 10 1 2 ...</td>\n",
       "      <td>8 2 6 9 7 2 1 4 4 8 2 8 2 8 2 9 7 2 4 4 4 4 10...</td>\n",
       "      <td>10 3 10 3 1 10 3 9 7 2 9 7 2 1 1 1 1 10 3 3 8 ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>977</th>\n",
       "      <td>european central bank leave interest rate unch...</td>\n",
       "      <td>[7, 7, 5, 7, 6, 6, 5, 5, 7, 2, 9, 7, 7, 5, 3, ...</td>\n",
       "      <td>欧州中央銀行 EC 主要政策金利 据え置く 上限 金利 限界 貸出金利 下限 金利 中銀 預...</td>\n",
       "      <td>[7, 10, 9, 10, 10, 9, 8, 8, 8, 9, 10, 8, 9, 9,...</td>\n",
       "      <td>5.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>[10, 3, 10, 3, 1, 10, 3, 9, 7, 2, 9, 7, 2, 1, ...</td>\n",
       "      <td>7 7 5 7 6 6 5 5 7 2 9 7 7 5 3 2 7 5 4 2 5 2 4 ...</td>\n",
       "      <td>10 3 10 3 1 10 3 9 7 2 9 7 2 1 1 10 3 8 2 3 10...</td>\n",
       "      <td>10 3 10 3 1 1 6 9 7 2 9 7 2 8 2 1 1 1 10 3 1 5...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>978</th>\n",
       "      <td>european central bank keep interest rate stead...</td>\n",
       "      <td>[7, 7, 5, 5, 6, 6, 5, 5, 5, 3, 2, 5, 5, 6, 4, ...</td>\n",
       "      <td>欧州中央銀行 EC 主要政策金利 据え置く 上限 金利 限界 貸出金利 下限 金利 中銀 預...</td>\n",
       "      <td>[7, 10, 9, 10, 10, 9, 8, 8, 8, 9, 10, 8, 9, 9,...</td>\n",
       "      <td>5.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>[10, 3, 10, 3, 1, 1, 9, 7, 2, 9, 7, 2, 1, 1, 1...</td>\n",
       "      <td>7 7 5 5 6 6 5 5 5 3 2 5 5 6 4 5 5 4 5 5 4 3 2 ...</td>\n",
       "      <td>10 3 10 3 1 1 9 7 2 9 7 2 1 1 1 5 8 2 1 1 9 7 ...</td>\n",
       "      <td>8 2 10 3 1 6 6 9 7 2 9 7 2 6 8 2 4 10 3 4 8 2 ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>979</th>\n",
       "      <td>european central bank keep interest rate stead...</td>\n",
       "      <td>[7, 7, 5, 5, 6, 6, 5, 5, 5, 3, 2, 5, 5, 6, 4, ...</td>\n",
       "      <td>欧州中央銀行 EC 主要政策金利 据え置く 上限 金利 限界 貸出金利 下限 金利 中銀 預...</td>\n",
       "      <td>[7, 10, 9, 10, 10, 9, 8, 8, 8, 9, 10, 8, 9, 9,...</td>\n",
       "      <td>5.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>[10, 3, 10, 3, 1, 1, 9, 7, 2, 9, 7, 2, 1, 1, 1...</td>\n",
       "      <td>7 7 5 5 6 6 5 5 5 3 2 5 5 6 4 5 5 4 5 5 4 3 2 ...</td>\n",
       "      <td>10 3 10 3 1 1 9 7 2 9 7 2 1 1 1 5 8 2 1 1 9 7 ...</td>\n",
       "      <td>1 1 9 7 2 8 2 10 3 8 2 6 1 9 7 2 1 1 9 7 2 9 7...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>980</th>\n",
       "      <td>european central bank keep interest rate recor...</td>\n",
       "      <td>[7, 7, 5, 5, 6, 6, 5, 5, 2, 1, 7, 5, 7, 5, 7, ...</td>\n",
       "      <td>欧州中央銀行 EC 主要政策金利 据え置く 上限 金利 限界 貸出金利 下限 金利 中銀 預...</td>\n",
       "      <td>[7, 10, 9, 10, 10, 9, 8, 8, 8, 9, 10, 8, 9, 9,...</td>\n",
       "      <td>5.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>[10, 3, 10, 3, 1, 1, 9, 7, 2, 9, 7, 2, 1, 1, 8...</td>\n",
       "      <td>7 7 5 5 6 6 5 5 2 1 7 5 7 5 7 4 5 9 7 9 2 8 5 ...</td>\n",
       "      <td>10 3 10 3 1 1 9 7 2 9 7 2 1 1 8 2 6 10 3 1 10 ...</td>\n",
       "      <td>10 3 1 1 1 1 9 7 2 1 1 10 1 1 1 10 8 2 10 3 1 ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>981</th>\n",
       "      <td>european central bank leave interest rate unch...</td>\n",
       "      <td>[7, 7, 5, 7, 6, 6, 5, 5, 7, 1, 1, 1, 2, 2, 2, ...</td>\n",
       "      <td>欧州中央銀行 EC 主要政策金利 据え置く 上限 金利 限界 貸出金利 下限 金利 中銀 預...</td>\n",
       "      <td>[7, 10, 9, 10, 10, 9, 8, 8, 8, 9, 10, 8, 9, 9,...</td>\n",
       "      <td>5.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>[10, 3, 10, 3, 1, 10, 3, 9, 7, 2, 9, 7, 2, 1, ...</td>\n",
       "      <td>7 7 5 7 6 6 5 5 7 1 1 1 2 2 2 4 2 5 4 5 7 7 2 ...</td>\n",
       "      <td>10 3 10 3 1 10 3 9 7 2 9 7 2 1 1 10 3 6 6 6 8 ...</td>\n",
       "      <td>1 9 7 2 9 7 2 1 10 3 8 2 1 10 4 1 10 3 8 2 4 1...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>982</th>\n",
       "      <td>european central bank unexpected cut interest ...</td>\n",
       "      <td>[7, 7, 5, 5, 1, 6, 6, 2, 5, 5, 5, 7, 5, 3, 5, ...</td>\n",
       "      <td>欧州中央銀行 EC 主要政策金利 据え置く 上限 金利 限界 貸出金利 下限 金利 中銀 預...</td>\n",
       "      <td>[7, 10, 9, 10, 10, 9, 8, 8, 8, 9, 10, 8, 9, 9,...</td>\n",
       "      <td>5.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>[10, 3, 10, 3, 1, 1, 6, 9, 7, 2, 9, 7, 2, 8, 2...</td>\n",
       "      <td>7 7 5 5 1 6 6 2 5 5 5 7 5 3 5 5 5 5 5 4 2 7 7 ...</td>\n",
       "      <td>10 3 10 3 1 1 6 9 7 2 9 7 2 8 2 1 1 1 10 3 1 5...</td>\n",
       "      <td>9 7 2 6 4 4 1 8 2 9 7 2 9 7 2 8 2 8 2 10 3 6 1...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>983</th>\n",
       "      <td>be result federal reserve purchase treasury th...</td>\n",
       "      <td>[2, 4, 7, 7, 1, 5, 5, 6, 2, 10, 7, 7, 2, 2, 1,...</td>\n",
       "      <td>米 連邦準備理事会 FRB 傘下 ニューヨーク連銀 国債 買い切る オペ 実施 する 国債 ...</td>\n",
       "      <td>[2, 2, 2, 6, 8, 10, 8, 8, 4, 7, 10, 7, 7, 9, 8...</td>\n",
       "      <td>5.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>[8, 2, 10, 10, 3, 10, 3, 6, 1, 1, 9, 7, 2, 8, ...</td>\n",
       "      <td>2 4 7 7 1 5 5 6 2 10 7 7 2 2 1 1 1 2 7 1 1 2 7...</td>\n",
       "      <td>8 2 10 10 3 10 3 6 1 1 9 7 2 8 2 4 10 3 10 3 8...</td>\n",
       "      <td>6 4 4 8 2 1 10 3 1 1 1 8 2 10 8 2 1 1 1 8 2 9 ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>984</th>\n",
       "      <td>european central bank leave interest rate unch...</td>\n",
       "      <td>[7, 7, 5, 7, 6, 6, 5, 5, 7, 1, 1, 1, 2, 2, 2, ...</td>\n",
       "      <td>欧州中央銀行 EC 主要政策金利 据え置く 上限 金利 限界 貸出金利 下限 金利 中銀 預...</td>\n",
       "      <td>[7, 10, 9, 10, 10, 9, 8, 8, 8, 9, 10, 8, 9, 9,...</td>\n",
       "      <td>5.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>[10, 3, 10, 3, 1, 10, 3, 9, 7, 2, 9, 7, 2, 1, ...</td>\n",
       "      <td>7 7 5 7 6 6 5 5 7 1 1 1 2 2 2 4 2 5 4 5 7 7 2 ...</td>\n",
       "      <td>10 3 10 3 1 10 3 9 7 2 9 7 2 1 1 10 3 6 6 6 8 ...</td>\n",
       "      <td>6 1 1 1 1 1 8 2 1 1 4 6 4 4 1 6 9 7 2 3 8 2 1 ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>985</th>\n",
       "      <td>european central bank leave interest rate unch...</td>\n",
       "      <td>[7, 7, 5, 7, 6, 6, 5, 5, 5, 5, 7, 9, 2, 7, 7, ...</td>\n",
       "      <td>欧州中央銀行 EC 主要政策金利 据え置く 上限 金利 限界 貸出金利 下限 金利 中銀 預...</td>\n",
       "      <td>[7, 10, 9, 10, 10, 9, 8, 8, 8, 9, 10, 8, 9, 9,...</td>\n",
       "      <td>5.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>[10, 3, 10, 3, 1, 10, 3, 9, 7, 2, 9, 7, 2, 1, ...</td>\n",
       "      <td>7 7 5 7 6 6 5 5 5 5 7 9 2 7 7 9 5 2 5 6 2 2 5 ...</td>\n",
       "      <td>10 3 10 3 1 10 3 9 7 2 9 7 2 1 1 1 1 10 3 3 8 ...</td>\n",
       "      <td>4 10 3 1 6 4 10 3 10 3 9 7 2 9 7 2 8 2 10 3 1 ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>986</th>\n",
       "      <td>european central bank leave interest rate unch...</td>\n",
       "      <td>[7, 7, 5, 7, 6, 6, 5, 5, 5, 5, 7, 9, 2, 7, 7, ...</td>\n",
       "      <td>欧州中央銀行 EC 主要政策金利 据え置く 上限 金利 限界 貸出金利 下限 金利 中銀 預...</td>\n",
       "      <td>[7, 10, 9, 10, 10, 9, 8, 8, 8, 9, 10, 8, 9, 9,...</td>\n",
       "      <td>5.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>[10, 3, 10, 3, 1, 10, 3, 9, 7, 2, 9, 7, 2, 1, ...</td>\n",
       "      <td>7 7 5 7 6 6 5 5 5 5 7 9 2 7 7 9 5 2 5 6 2 2 5 ...</td>\n",
       "      <td>10 3 10 3 1 10 3 9 7 2 9 7 2 1 1 1 1 10 3 3 8 ...</td>\n",
       "      <td>8 2 10 3 10 3 1 6 1 10 3 1 1 9 7 2 1 1 8 2 10 ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>987</th>\n",
       "      <td>european central bank leave interest rate unch...</td>\n",
       "      <td>[7, 7, 5, 7, 6, 6, 5, 5, 7, 2, 9, 7, 7, 5, 3, ...</td>\n",
       "      <td>欧州中央銀行 EC 主要政策金利 据え置く 上限 金利 限界 貸出金利 下限 金利 中銀 預...</td>\n",
       "      <td>[7, 10, 9, 10, 10, 9, 8, 8, 8, 9, 10, 8, 9, 9,...</td>\n",
       "      <td>5.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>[10, 3, 10, 3, 1, 10, 3, 9, 7, 2, 9, 7, 2, 1, ...</td>\n",
       "      <td>7 7 5 7 6 6 5 5 7 2 9 7 7 5 3 2 7 5 4 2 5 2 4 ...</td>\n",
       "      <td>10 3 10 3 1 10 3 9 7 2 9 7 2 1 1 10 3 8 2 3 10...</td>\n",
       "      <td>8 2 4 9 7 2 4 1 8 2 8 2 8 2 1 8 2 4 4 3 3 9 7 ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>988</th>\n",
       "      <td>daimler ag mercedes-benz unit saw vehicle sale...</td>\n",
       "      <td>[2, 2, 2, 2, 5, 2, 2, 2, 5, 5, 6, 6, 8, 5, 2, ...</td>\n",
       "      <td>ドイツ 自動車 大手 ダイムラー メルセデス・ベンツ 部門 中国 自動車販売 香港 除く 前...</td>\n",
       "      <td>[7, 9, 4, 6, 10, 5, 7, 8, 6, 8, 9, 8, 7, 7, 7,...</td>\n",
       "      <td>5.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>[8, 2, 8, 2, 8, 2, 8, 2, 1, 8, 2, 8, 2, 8, 2, ...</td>\n",
       "      <td>2 2 2 2 5 2 2 2 5 5 6 6 8 5 2 1 2 5 2 6 2 2 6 ...</td>\n",
       "      <td>8 2 8 2 8 2 8 2 1 8 2 8 2 8 2 1 1 9 7 2 9 7 2 ...</td>\n",
       "      <td>1 6 6 8 2 1 8 2 4 6 1 8 2 8 2 4 1 6 4 8 2 1 1 ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>989</th>\n",
       "      <td>european central bank leave interest rate unch...</td>\n",
       "      <td>[7, 7, 5, 7, 6, 6, 5, 5, 7, 2, 9, 7, 7, 5, 3, ...</td>\n",
       "      <td>欧州中央銀行 EC 主要政策金利 据え置く 上限 金利 限界 貸出金利 下限 金利 中銀 預...</td>\n",
       "      <td>[7, 10, 9, 10, 10, 9, 8, 8, 8, 9, 10, 8, 9, 9,...</td>\n",
       "      <td>5.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>[10, 3, 10, 3, 1, 10, 3, 9, 7, 2, 9, 7, 2, 1, ...</td>\n",
       "      <td>7 7 5 7 6 6 5 5 7 2 9 7 7 5 3 2 7 5 4 2 5 2 4 ...</td>\n",
       "      <td>10 3 10 3 1 10 3 9 7 2 9 7 2 1 1 10 3 8 2 3 10...</td>\n",
       "      <td>10 3 10 3 1 10 3 9 7 2 9 7 2 1 1 10 3 6 6 6 8 ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>990</th>\n",
       "      <td>european central bank keep interest rate stead...</td>\n",
       "      <td>[7, 7, 5, 5, 6, 6, 5, 5, 5, 3, 2, 5, 5, 6, 4, ...</td>\n",
       "      <td>欧州中央銀行 EC 主要政策金利 据え置く 上限 金利 限界 貸出金利 下限 金利 中銀 預...</td>\n",
       "      <td>[7, 10, 9, 10, 10, 9, 8, 8, 8, 9, 10, 8, 9, 9,...</td>\n",
       "      <td>5.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>[10, 3, 10, 3, 1, 1, 9, 7, 2, 9, 7, 2, 1, 1, 1...</td>\n",
       "      <td>7 7 5 5 6 6 5 5 5 3 2 5 5 6 4 5 5 4 5 5 4 3 2 ...</td>\n",
       "      <td>10 3 10 3 1 1 9 7 2 9 7 2 1 1 1 5 8 2 1 1 9 7 ...</td>\n",
       "      <td>10 3 10 3 1 10 3 8 2 10 3 9 7 2 9 7 2 1 1 1 1 ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>991</th>\n",
       "      <td>european central bank cut interest rate record...</td>\n",
       "      <td>[7, 7, 5, 1, 6, 6, 5, 5, 5, 1, 3, 6, 2, 5, 1, ...</td>\n",
       "      <td>欧州中央銀行 EC 主要政策金利 据え置く 上限 金利 限界 貸出金利 下限 金利 中銀 預...</td>\n",
       "      <td>[7, 10, 9, 10, 10, 9, 8, 8, 8, 9, 10, 8, 9, 9,...</td>\n",
       "      <td>5.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>[10, 3, 10, 3, 1, 6, 9, 7, 2, 9, 7, 2, 1, 1, 1...</td>\n",
       "      <td>7 7 5 1 6 6 5 5 5 1 3 6 2 5 1 1 5 5 5 7 7 7 3 ...</td>\n",
       "      <td>10 3 10 3 1 6 9 7 2 9 7 2 1 1 1 6 5 9 7 2 8 2 ...</td>\n",
       "      <td>8 2 10 3 8 2 4 1 8 2 10 3 10 3 8 2 8 2 8 2 8 2...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>992</th>\n",
       "      <td>european central bank hold borrow rate thursda...</td>\n",
       "      <td>[7, 7, 5, 7, 6, 6, 5, 2, 1, 2, 1, 3, 5, 4, 2, ...</td>\n",
       "      <td>欧州中央銀行 EC 主要政策金利 据え置く 上限 金利 限界 貸出金利 下限 金利 中銀 預...</td>\n",
       "      <td>[7, 10, 9, 10, 10, 9, 8, 8, 8, 9, 10, 8, 9, 9,...</td>\n",
       "      <td>5.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>[10, 3, 10, 3, 1, 10, 3, 9, 7, 2, 9, 7, 2, 1, ...</td>\n",
       "      <td>7 7 5 7 6 6 5 2 1 2 1 3 5 4 2 5 5 4 7 5 9 7 7 ...</td>\n",
       "      <td>10 3 10 3 1 10 3 9 7 2 9 7 2 1 8 2 6 8 2 6 5 1...</td>\n",
       "      <td>10 3 10 3 1 10 3 9 7 2 9 7 2 1 8 2 6 8 2 6 5 1...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>993</th>\n",
       "      <td>european central bank hold borrow rate thursda...</td>\n",
       "      <td>[7, 7, 5, 7, 6, 6, 5, 2, 1, 2, 1, 3, 5, 4, 2, ...</td>\n",
       "      <td>欧州中央銀行 EC 主要政策金利 据え置く 上限 金利 限界 貸出金利 下限 金利 中銀 預...</td>\n",
       "      <td>[7, 10, 9, 10, 10, 9, 8, 8, 8, 9, 10, 8, 9, 9,...</td>\n",
       "      <td>5.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>[10, 3, 10, 3, 1, 10, 3, 9, 7, 2, 9, 7, 2, 1, ...</td>\n",
       "      <td>7 7 5 7 6 6 5 2 1 2 1 3 5 4 2 5 5 4 7 5 9 7 7 ...</td>\n",
       "      <td>10 3 10 3 1 10 3 9 7 2 9 7 2 1 8 2 6 8 2 6 5 1...</td>\n",
       "      <td>9 7 2 4 3 8 2 4 4 3 3 9 7 2 1 8 2 4 8 2 4 5 8 ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>994</th>\n",
       "      <td>alcoa inc report massive quarterly loss thursd...</td>\n",
       "      <td>[2, 2, 6, 1, 6, 5, 5, 7, 5, 2, 5, 5, 1, 1, 1, ...</td>\n",
       "      <td>米 アルミ 大手 アルコア 発表 する 四半期 決算 大幅 赤字 なる 過去 精錬 取得 絡...</td>\n",
       "      <td>[2, 3, 4, 8, 10, 7, 10, 8, 7, 3, 7, 7, 4, 4, 9...</td>\n",
       "      <td>5.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>[8, 2, 8, 2, 9, 7, 2, 6, 9, 7, 2, 1, 1, 10, 3,...</td>\n",
       "      <td>2 2 6 1 6 5 5 7 5 2 5 5 1 1 1 2 1 1 1 5 2 5 5 ...</td>\n",
       "      <td>8 2 8 2 9 7 2 6 9 7 2 1 1 10 3 1 8 2 1 1 6 6 6...</td>\n",
       "      <td>1 1 1 10 3 1 1 1 1 10 3 1 9 7 2 9 7 2 8 2 10 3...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>995</th>\n",
       "      <td>european central bank cut interest rate record...</td>\n",
       "      <td>[7, 7, 5, 1, 6, 6, 5, 5, 5, 1, 3, 6, 2, 5, 1, ...</td>\n",
       "      <td>欧州中央銀行 EC 主要政策金利 据え置く 上限 金利 限界 貸出金利 下限 金利 中銀 預...</td>\n",
       "      <td>[7, 10, 9, 10, 10, 9, 8, 8, 8, 9, 10, 8, 9, 9,...</td>\n",
       "      <td>5.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>[10, 3, 10, 3, 1, 6, 9, 7, 2, 9, 7, 2, 1, 1, 1...</td>\n",
       "      <td>7 7 5 1 6 6 5 5 5 1 3 6 2 5 1 1 5 5 5 7 7 7 3 ...</td>\n",
       "      <td>10 3 10 3 1 6 9 7 2 9 7 2 1 1 1 6 5 9 7 2 8 2 ...</td>\n",
       "      <td>8 2 1 6 1 8 2 1 1 1 8 2 8 2 8 2 9 7 2 1 3 1 8 ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>996</th>\n",
       "      <td>european central bank unexpected cut interest ...</td>\n",
       "      <td>[7, 7, 5, 5, 1, 6, 6, 2, 5, 5, 5, 7, 5, 3, 5, ...</td>\n",
       "      <td>欧州中央銀行 EC 主要政策金利 据え置く 上限 金利 限界 貸出金利 下限 金利 中銀 預...</td>\n",
       "      <td>[7, 10, 9, 10, 10, 9, 8, 8, 8, 9, 10, 8, 9, 9,...</td>\n",
       "      <td>5.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>[10, 3, 10, 3, 1, 1, 6, 9, 7, 2, 9, 7, 2, 8, 2...</td>\n",
       "      <td>7 7 5 5 1 6 6 2 5 5 5 7 5 3 5 5 5 5 5 4 2 7 7 ...</td>\n",
       "      <td>10 3 10 3 1 1 6 9 7 2 9 7 2 8 2 1 1 1 10 3 1 5...</td>\n",
       "      <td>10 3 8 2 1 1 1 1 8 2 1 6 1 4 8 2 6 9 7 2 8 2 1...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>997</th>\n",
       "      <td>thai stock rise thursday investor build positi...</td>\n",
       "      <td>[5, 5, 5, 5, 5, 2, 7, 5, 5, 5, 5, 5, 5, 6, 5, ...</td>\n",
       "      <td>午前 バンコク 株式市場 株価 上昇 する 配当 目当て 買う ほか タイ 通貨 バーツ 売...</td>\n",
       "      <td>[9, 10, 3, 9, 2, 7, 10, 2, 1, 9, 10, 5, 3, 2, ...</td>\n",
       "      <td>5.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>[1, 1, 1, 1, 1, 8, 2, 10, 3, 1, 1, 1, 1, 1, 1,...</td>\n",
       "      <td>5 5 5 5 5 2 7 5 5 5 5 5 5 6 5 1 5 5 7 6 7 7 5 ...</td>\n",
       "      <td>1 1 1 1 1 8 2 10 3 1 1 1 1 1 1 9 7 2 1 6 1 1 1...</td>\n",
       "      <td>10 3 10 3 1 1 9 7 2 9 7 2 1 1 1 5 8 2 1 1 9 7 ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>998</th>\n",
       "      <td>european central bank leave interest rate unch...</td>\n",
       "      <td>[7, 7, 5, 7, 6, 6, 5, 5, 5, 5, 2, 5, 8, 8, 10,...</td>\n",
       "      <td>欧州中央銀行 EC 主要政策金利 据え置く 上限 金利 限界 貸出金利 下限 金利 中銀 預...</td>\n",
       "      <td>[7, 10, 9, 10, 10, 9, 8, 8, 8, 9, 10, 8, 9, 9,...</td>\n",
       "      <td>5.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>[10, 3, 10, 3, 1, 10, 3, 9, 7, 2, 9, 7, 2, 1, ...</td>\n",
       "      <td>7 7 5 7 6 6 5 5 5 5 2 5 8 8 10 7 7 7 7 7 7 7 5...</td>\n",
       "      <td>10 3 10 3 1 10 3 9 7 2 9 7 2 1 1 1 1 8 2 1 4 4...</td>\n",
       "      <td>1 1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>999</th>\n",
       "      <td>european central bank leave interest rate unch...</td>\n",
       "      <td>[7, 7, 5, 7, 6, 6, 5, 5, 7, 1, 1, 1, 2, 2, 2, ...</td>\n",
       "      <td>欧州中央銀行 EC 主要政策金利 据え置く 上限 金利 限界 貸出金利 下限 金利 中銀 預...</td>\n",
       "      <td>[7, 10, 9, 10, 10, 9, 8, 8, 8, 9, 10, 8, 9, 9,...</td>\n",
       "      <td>5.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>[10, 3, 10, 3, 1, 10, 3, 9, 7, 2, 9, 7, 2, 1, ...</td>\n",
       "      <td>7 7 5 7 6 6 5 5 7 1 1 1 2 2 2 4 2 5 4 5 7 7 2 ...</td>\n",
       "      <td>10 3 10 3 1 10 3 9 7 2 9 7 2 1 1 10 3 6 6 6 8 ...</td>\n",
       "      <td>8 2 6 6 10 8 2 8 2 1 10 3 1 1 10 3 10 3 10 3 4...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>999 rows × 10 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                            en_article  \\\n",
       "0    u.s. commerce department seasonal adjust annua...   \n",
       "1    chinese budget smartphone maker xiaomi plan se...   \n",
       "2    samsung electronics co ltd fell more percent t...   \n",
       "3    fiat deal gain full control chrysler group llc...   \n",
       "4    fiat share jump thursday it strike deal gain f...   \n",
       "5    u.s. treasuries price rise thursday benchmark ...   \n",
       "6                       auction detail see 3-year note   \n",
       "7    brent crude sink barrel thursday libya prepare...   \n",
       "8    gauge u.s. factory activity hold 2-1/2-year hi...   \n",
       "9    work massive panama canal extension project ma...   \n",
       "10   increase december car sale france spain prompt...   \n",
       "11   federal reserve provide liquidity foreign cent...   \n",
       "12   new car sale spain rise percent year early car...   \n",
       "13   south korean auto maker hyundai motor co kia m...   \n",
       "14   u.s. manufacturing end year high note grow dec...   \n",
       "15   oil price fell more thursday libya prepare res...   \n",
       "16   freddie mac average u.s. mortgage rate percent...   \n",
       "17   u.s. construction spending rise it high level ...   \n",
       "18   russia world big oil producer raise output pos...   \n",
       "19                                         morning fix   \n",
       "20   premium italian spanish bond offer benchmark g...   \n",
       "21   china yuan pull back slightly record high doll...   \n",
       "22   italian carmaker fiat spa say wednesday it hav...   \n",
       "23   brent crude rise barrel thursday decline oil s...   \n",
       "24   china have approve more company list mainland ...   \n",
       "25   janet yellen come step close final approval fe...   \n",
       "26   libya hop resume oil production it large oilfi...   \n",
       "27   italian carmaker fiat spa strike deal gain ful...   \n",
       "28   number american file new claim unemployment be...   \n",
       "29   britain top share index fell first trading day...   \n",
       "..                                                 ...   \n",
       "970  sometimes news be bad news j.c. penney co inc ...   \n",
       "971  european central bank unexpected cut interest ...   \n",
       "972  doji jpy sideline eur volatility ahead tonight...   \n",
       "973  u.s. labor department report initial state job...   \n",
       "974  president barack obama invited german chancell...   \n",
       "975  european central bank leave interest rate unch...   \n",
       "976  china will spend more km mile new railway line...   \n",
       "977  european central bank leave interest rate unch...   \n",
       "978  european central bank keep interest rate stead...   \n",
       "979  european central bank keep interest rate stead...   \n",
       "980  european central bank keep interest rate recor...   \n",
       "981  european central bank leave interest rate unch...   \n",
       "982  european central bank unexpected cut interest ...   \n",
       "983  be result federal reserve purchase treasury th...   \n",
       "984  european central bank leave interest rate unch...   \n",
       "985  european central bank leave interest rate unch...   \n",
       "986  european central bank leave interest rate unch...   \n",
       "987  european central bank leave interest rate unch...   \n",
       "988  daimler ag mercedes-benz unit saw vehicle sale...   \n",
       "989  european central bank leave interest rate unch...   \n",
       "990  european central bank keep interest rate stead...   \n",
       "991  european central bank cut interest rate record...   \n",
       "992  european central bank hold borrow rate thursda...   \n",
       "993  european central bank hold borrow rate thursda...   \n",
       "994  alcoa inc report massive quarterly loss thursd...   \n",
       "995  european central bank cut interest rate record...   \n",
       "996  european central bank unexpected cut interest ...   \n",
       "997  thai stock rise thursday investor build positi...   \n",
       "998  european central bank leave interest rate unch...   \n",
       "999  european central bank leave interest rate unch...   \n",
       "\n",
       "                                     transformation_en  \\\n",
       "0                       [5, 2, 9, 6, 6, 6, 6, 2, 6, 6]   \n",
       "1    [2, 6, 2, 2, 2, 1, 2, 2, 5, 6, 2, 2, 2, 2, 10,...   \n",
       "2    [2, 2, 2, 2, 5, 5, 5, 5, 2, 5, 6, 5, 5, 5, 6, ...   \n",
       "3    [2, 1, 5, 1, 8, 2, 8, 10, 5, 2, 1, 5, 5, 5, 5,...   \n",
       "4    [2, 1, 5, 5, 2, 8, 1, 5, 1, 8, 2, 8, 10, 7, 4,...   \n",
       "5    [5, 5, 5, 5, 5, 5, 5, 5, 5, 6, 5, 5, 5, 6, 10,...   \n",
       "6                                      [1, 1, 5, 1, 5]   \n",
       "7    [5, 5, 5, 5, 5, 8, 1, 1, 2, 8, 4, 4, 4, 2, 4, ...   \n",
       "8    [5, 5, 4, 4, 7, 5, 5, 5, 2, 8, 2, 2, 9, 5, 3, ...   \n",
       "9    [8, 1, 8, 2, 1, 1, 7, 2, 1, 9, 5, 2, 9, 6, 9, ...   \n",
       "10   [6, 5, 2, 2, 8, 8, 7, 7, 4, 7, 2, 5, 2, 7, 5, ...   \n",
       "11   [7, 7, 1, 1, 1, 7, 5, 5, 5, 2, 10, 7, 8, 5, 7,...   \n",
       "12   [2, 2, 2, 8, 5, 5, 6, 5, 2, 2, 2, 2, 8, 5, 6, ...   \n",
       "13   [8, 8, 2, 2, 2, 2, 2, 2, 2, 2, 2, 7, 6, 5, 4, ...   \n",
       "14   [5, 4, 5, 6, 5, 5, 6, 5, 2, 4, 4, 6, 6, 6, 4, ...   \n",
       "15   [5, 5, 5, 5, 5, 8, 1, 1, 2, 8, 7, 5, 5, 5, 2, ...   \n",
       "16                     [1, 2, 6, 5, 1, 6, 5, 10, 5, 5]   \n",
       "17   [5, 2, 6, 5, 2, 5, 5, 5, 6, 6, 5, 10, 2, 1, 6,...   \n",
       "18   [7, 4, 5, 5, 5, 1, 4, 9, 2, 5, 5, 5, 6, 5, 5, ...   \n",
       "19                                              [5, 5]   \n",
       "20   [2, 7, 7, 5, 1, 5, 7, 5, 5, 6, 5, 5, 2, 4, 6, ...   \n",
       "21   [2, 2, 5, 5, 5, 5, 5, 5, 5, 7, 5, 5, 5, 5, 3, ...   \n",
       "22   [7, 2, 2, 2, 8, 5, 2, 7, 4, 1, 7, 1, 5, 2, 2, ...   \n",
       "23   [5, 5, 5, 5, 5, 5, 5, 2, 7, 5, 8, 8, 6, 1, 8, ...   \n",
       "24   [2, 7, 2, 5, 1, 1, 1, 5, 10, 4, 2, 7, 2, 2, 5,...   \n",
       "25   [10, 7, 2, 7, 5, 4, 2, 7, 7, 6, 3, 5, 8, 5, 5,...   \n",
       "26   [8, 2, 1, 5, 6, 2, 1, 8, 6, 2, 5, 9, 1, 1, 6, ...   \n",
       "27   [7, 2, 2, 2, 8, 1, 5, 1, 8, 2, 8, 10, 5, 5, 6,...   \n",
       "28   [2, 8, 2, 2, 9, 5, 3, 5, 4, 5, 5, 5, 5, 3, 5, ...   \n",
       "29   [6, 7, 1, 5, 5, 6, 5, 5, 2, 6, 6, 2, 1, 6, 5, ...   \n",
       "..                                                 ...   \n",
       "970  [9, 8, 2, 7, 8, 2, 2, 2, 2, 1, 5, 5, 9, 2, 2, ...   \n",
       "971  [7, 7, 5, 5, 1, 6, 6, 2, 5, 5, 5, 7, 5, 3, 5, ...   \n",
       "972  [5, 5, 8, 5, 7, 7, 7, 4, 5, 4, 2, 4, 7, 7, 5, ...   \n",
       "973                  [5, 3, 9, 6, 2, 8, 5, 3, 9, 6, 6]   \n",
       "974  [10, 8, 8, 7, 7, 8, 8, 8, 8, 8, 6, 8, 2, 8, 5,...   \n",
       "975  [7, 7, 5, 7, 6, 6, 5, 5, 7, 1, 8, 2, 7, 2, 4, ...   \n",
       "976  [2, 1, 6, 5, 8, 8, 2, 2, 2, 6, 8, 8, 8, 8, 7, ...   \n",
       "977  [7, 7, 5, 7, 6, 6, 5, 5, 7, 2, 9, 7, 7, 5, 3, ...   \n",
       "978  [7, 7, 5, 5, 6, 6, 5, 5, 5, 3, 2, 5, 5, 6, 4, ...   \n",
       "979  [7, 7, 5, 5, 6, 6, 5, 5, 5, 3, 2, 5, 5, 6, 4, ...   \n",
       "980  [7, 7, 5, 5, 6, 6, 5, 5, 2, 1, 7, 5, 7, 5, 7, ...   \n",
       "981  [7, 7, 5, 7, 6, 6, 5, 5, 7, 1, 1, 1, 2, 2, 2, ...   \n",
       "982  [7, 7, 5, 5, 1, 6, 6, 2, 5, 5, 5, 7, 5, 3, 5, ...   \n",
       "983  [2, 4, 7, 7, 1, 5, 5, 6, 2, 10, 7, 7, 2, 2, 1,...   \n",
       "984  [7, 7, 5, 7, 6, 6, 5, 5, 7, 1, 1, 1, 2, 2, 2, ...   \n",
       "985  [7, 7, 5, 7, 6, 6, 5, 5, 5, 5, 7, 9, 2, 7, 7, ...   \n",
       "986  [7, 7, 5, 7, 6, 6, 5, 5, 5, 5, 7, 9, 2, 7, 7, ...   \n",
       "987  [7, 7, 5, 7, 6, 6, 5, 5, 7, 2, 9, 7, 7, 5, 3, ...   \n",
       "988  [2, 2, 2, 2, 5, 2, 2, 2, 5, 5, 6, 6, 8, 5, 2, ...   \n",
       "989  [7, 7, 5, 7, 6, 6, 5, 5, 7, 2, 9, 7, 7, 5, 3, ...   \n",
       "990  [7, 7, 5, 5, 6, 6, 5, 5, 5, 3, 2, 5, 5, 6, 4, ...   \n",
       "991  [7, 7, 5, 1, 6, 6, 5, 5, 5, 1, 3, 6, 2, 5, 1, ...   \n",
       "992  [7, 7, 5, 7, 6, 6, 5, 2, 1, 2, 1, 3, 5, 4, 2, ...   \n",
       "993  [7, 7, 5, 7, 6, 6, 5, 2, 1, 2, 1, 3, 5, 4, 2, ...   \n",
       "994  [2, 2, 6, 1, 6, 5, 5, 7, 5, 2, 5, 5, 1, 1, 1, ...   \n",
       "995  [7, 7, 5, 1, 6, 6, 5, 5, 5, 1, 3, 6, 2, 5, 1, ...   \n",
       "996  [7, 7, 5, 5, 1, 6, 6, 2, 5, 5, 5, 7, 5, 3, 5, ...   \n",
       "997  [5, 5, 5, 5, 5, 2, 7, 5, 5, 5, 5, 5, 5, 6, 5, ...   \n",
       "998  [7, 7, 5, 7, 6, 6, 5, 5, 5, 5, 2, 5, 8, 8, 10,...   \n",
       "999  [7, 7, 5, 7, 6, 6, 5, 5, 7, 1, 1, 1, 2, 2, 2, ...   \n",
       "\n",
       "                                            jp_article  \\\n",
       "0    米 商務省 発表 する 建設 支出 以下 とおり 季節調整 年率 総 建設 支出 民間 部門...   \n",
       "1    中国 低価格 スマホ メーカー 小米科技 () 雷軍 董事長 以上 販売 する 計画 明らか...   \n",
       "2    ソウル 株式市場 サムスン電子 株価 超 下落 する 安値 付ける 一部 アナリスト ウォン...   \n",
       "3    欧州 株式市場 イタリア 自動車 大手 FIAT 株価 一時 急伸 する 8月 以来 高値 ...   \n",
       "4    欧州 株式市場 イタリア 自動車 大手 FIAT 株価 一時 急伸 する 8月 以来 高値 ...   \n",
       "5    カッコ 前 営業日 米 東部 時間 時分 前 営業日 終盤 米 東部 時間 時分 前 営業日...   \n",
       "6       米財務省 銘柄 統合 入札 実施 する 発表 する 発行 いずれ 償還 1月 11月 11月   \n",
       "7    原油 先物 相場 リビア 大 規模 油田 生産 停止 要因 なる いる 抗議活動 休止 する...   \n",
       "8    米 労働省 発表 する 12月 週 新規 失業保険 申請 件数 季節調整 前週 り 連続 減...   \n",
       "9    パナマ運河 拡張 工事 めぐる 建設 会社 成る 企業 連合 パナマ運河 PC コスト 超過...   \n",
       "10   12月 フランス イタリア スペイン 自動車販売 台数 前年 同月 増加 する 欧州 自動車...   \n",
       "11   米 連邦準備理事会 FRB 傘下 ニューヨーク連銀 発表 する 最新 週間 データ よる 通...   \n",
       "12   スペイン 自動車 業界団体 よる 新車 販売 政府 補助 支援 する 前年 なる 減少 する...   \n",
       "13   韓国 自動車メーカー 現代自動車 系列 起亜自動車 世界 販売台数 両社 合計 前年 目標 ...   \n",
       "14   Markit 発表 する 12月 米 製造業 購買担当者景気指数 PM 改定 1月 以来 高...   \n",
       "15   原油 先物 相場 リビア 大 規模 油田 生産 停止 要因 なる いる 抗議活動 休止 する...   \n",
       "16   米 連邦 住宅 貸付 抵当 公社 フレディマック 調査 住宅ローン 金利 手数料 以下 通り...   \n",
       "17   米 商務省 発表 する 11月 建設 支出 前 月 年率 3月 以来 高水準 公共 部門 減...   \n",
       "18   ロシア エネルギー省 発表 する データ よる 石油 生産量 日量 ソビエト連邦 崩壊 最 ...   \n",
       "19            ロンドン 市場 午後 値 決め 以下 通り ドル オンス 午後 ドル 午前 ドル   \n",
       "20   カッコ 先物 欧州 市場 前 営業日 終値 現物 前 営業日 終盤 時分 先物 清算 ユーロ...   \n",
       "21   年明け 上海 外国為替市場 人民元 相場 引け 強含み 昨年 12月 付ける 最 高値 水準...   \n",
       "22   イタリア 自動車 大手 FIAT 傘下 米 クライスラー グループ 完全子会社 合意 する ...   \n",
       "23   原油 先物 相場 リビア 大 規模 油田 生産 停止 要因 なる いる 抗議活動 休止 する...   \n",
       "24   中国 再開 する 新規株式公開 承認 加速 する いる 国営 メディア 新た 上場 承認 す...   \n",
       "25   米 上院 連邦準備理事会 FRB 次期 議長 指名 する イエレン 副議長 指名 承認 採決...   \n",
       "26   リビア 大 規模 油田 エル シャララ 生産 停止 要因 なる いる 抗議活動 デモ隊 活動...   \n",
       "27   イタリア 自動車 大手 FIAT 傘下 米 クライスラー グループ 完全子会社 合意 する ...   \n",
       "28   米 労働省 発表 する 12月 週 新規 失業保険 申請 件数 季節調整 前週 り 連続 減...   \n",
       "29   カッコ 前 営業日 総合 株価指数 ロンドン 終値 前 営業日 終値 ロンドン株式市場 反落...   \n",
       "..                                                 ...   \n",
       "970  米 百貨店 大手 JC ペニー 株価 ニューヨーク市場 急落 する 終値 なる 同社 年末 ...   \n",
       "971  欧州中央銀行 EC 主要政策金利 据え置く 上限 金利 限界 貸出金利 下限 金利 中銀 預...   \n",
       "972  ドル 円 テクニカル分析 米 雇用統計 前 調整 続く 見通し 今晩 米 雇用統計 発表 控...   \n",
       "973  米 労働省 発表 する 新規 失業保険 週間 申請 件数 以下 通り 失業保険 修正 日付 ...   \n",
       "974  米 ホワイトハウス オバマ大統領 ドイツ メルケル 首相 電話 会談 する メルケル 首相 ...   \n",
       "975  欧州中央銀行 EC 主要政策金利 据え置く 上限 金利 限界 貸出金利 下限 金利 中銀 預...   \n",
       "976  新華社 よる 中国 今年 新規 鉄道路線 建設 投じる 建設 する 路線 以上 なる 予定 ...   \n",
       "977  欧州中央銀行 EC 主要政策金利 据え置く 上限 金利 限界 貸出金利 下限 金利 中銀 預...   \n",
       "978  欧州中央銀行 EC 主要政策金利 据え置く 上限 金利 限界 貸出金利 下限 金利 中銀 預...   \n",
       "979  欧州中央銀行 EC 主要政策金利 据え置く 上限 金利 限界 貸出金利 下限 金利 中銀 預...   \n",
       "980  欧州中央銀行 EC 主要政策金利 据え置く 上限 金利 限界 貸出金利 下限 金利 中銀 預...   \n",
       "981  欧州中央銀行 EC 主要政策金利 据え置く 上限 金利 限界 貸出金利 下限 金利 中銀 預...   \n",
       "982  欧州中央銀行 EC 主要政策金利 据え置く 上限 金利 限界 貸出金利 下限 金利 中銀 預...   \n",
       "983  米 連邦準備理事会 FRB 傘下 ニューヨーク連銀 国債 買い切る オペ 実施 する 国債 ...   \n",
       "984  欧州中央銀行 EC 主要政策金利 据え置く 上限 金利 限界 貸出金利 下限 金利 中銀 預...   \n",
       "985  欧州中央銀行 EC 主要政策金利 据え置く 上限 金利 限界 貸出金利 下限 金利 中銀 預...   \n",
       "986  欧州中央銀行 EC 主要政策金利 据え置く 上限 金利 限界 貸出金利 下限 金利 中銀 預...   \n",
       "987  欧州中央銀行 EC 主要政策金利 据え置く 上限 金利 限界 貸出金利 下限 金利 中銀 預...   \n",
       "988  ドイツ 自動車 大手 ダイムラー メルセデス・ベンツ 部門 中国 自動車販売 香港 除く 前...   \n",
       "989  欧州中央銀行 EC 主要政策金利 据え置く 上限 金利 限界 貸出金利 下限 金利 中銀 預...   \n",
       "990  欧州中央銀行 EC 主要政策金利 据え置く 上限 金利 限界 貸出金利 下限 金利 中銀 預...   \n",
       "991  欧州中央銀行 EC 主要政策金利 据え置く 上限 金利 限界 貸出金利 下限 金利 中銀 預...   \n",
       "992  欧州中央銀行 EC 主要政策金利 据え置く 上限 金利 限界 貸出金利 下限 金利 中銀 預...   \n",
       "993  欧州中央銀行 EC 主要政策金利 据え置く 上限 金利 限界 貸出金利 下限 金利 中銀 預...   \n",
       "994  米 アルミ 大手 アルコア 発表 する 四半期 決算 大幅 赤字 なる 過去 精錬 取得 絡...   \n",
       "995  欧州中央銀行 EC 主要政策金利 据え置く 上限 金利 限界 貸出金利 下限 金利 中銀 預...   \n",
       "996  欧州中央銀行 EC 主要政策金利 据え置く 上限 金利 限界 貸出金利 下限 金利 中銀 預...   \n",
       "997  午前 バンコク 株式市場 株価 上昇 する 配当 目当て 買う ほか タイ 通貨 バーツ 売...   \n",
       "998  欧州中央銀行 EC 主要政策金利 据え置く 上限 金利 限界 貸出金利 下限 金利 中銀 預...   \n",
       "999  欧州中央銀行 EC 主要政策金利 据え置く 上限 金利 限界 貸出金利 下限 金利 中銀 預...   \n",
       "\n",
       "                                     transformation_jp  similarity  \\\n",
       "0    [2, 3, 10, 7, 3, 10, 8, 8, 9, 8, 9, 3, 10, 7, ...         5.0   \n",
       "1    [7, 5, 8, 2, 8, 3, 8, 7, 3, 8, 7, 10, 7, 7, 9,...         5.0   \n",
       "2    [3, 3, 3, 9, 3, 2, 7, 3, 3, 9, 9, 3, 8, 6, 8, ...         5.0   \n",
       "3    [10, 3, 10, 9, 4, 6, 9, 2, 8, 7, 4, 3, 3, 3, 7...         5.0   \n",
       "4    [10, 3, 10, 9, 4, 6, 9, 2, 8, 7, 4, 3, 3, 3, 7...         5.0   \n",
       "5    [10, 4, 3, 2, 5, 3, 4, 4, 3, 3, 2, 5, 3, 4, 4,...         5.0   \n",
       "6         [6, 9, 7, 6, 4, 7, 10, 7, 6, 10, 6, 9, 8, 8]         5.0   \n",
       "7    [9, 3, 1, 9, 2, 9, 7, 4, 4, 9, 7, 4, 4, 4, 7, ...         5.0   \n",
       "8    [2, 8, 10, 7, 4, 9, 8, 8, 8, 8, 9, 3, 3, 8, 8,...         5.0   \n",
       "9    [9, 3, 9, 9, 3, 9, 4, 6, 7, 9, 2, 9, 9, 3, 5, ...         5.0   \n",
       "10   [4, 10, 10, 7, 8, 8, 9, 7, 8, 7, 10, 9, 9, 5, ...         5.0   \n",
       "11   [2, 2, 2, 6, 8, 10, 7, 7, 3, 7, 7, 8, 3, 2, 3,...         5.0   \n",
       "12   [7, 9, 9, 7, 8, 8, 10, 10, 4, 7, 9, 7, 8, 7, 4...         5.0   \n",
       "13   [7, 3, 6, 7, 3, 5, 3, 6, 9, 9, 2, 3, 7, 8, 7, ...         5.0   \n",
       "14   [1, 10, 7, 4, 2, 10, 10, 10, 10, 9, 3, 4, 10, ...         5.0   \n",
       "15   [9, 3, 1, 9, 2, 9, 7, 4, 4, 9, 7, 4, 4, 4, 7, ...         5.0   \n",
       "16   [2, 10, 10, 4, 9, 8, 2, 7, 3, 9, 9, 8, 8, 9, 3...         5.0   \n",
       "17   [2, 3, 10, 7, 8, 3, 10, 4, 8, 8, 4, 3, 4, 3, 5...         5.0   \n",
       "18   [5, 4, 10, 7, 7, 7, 5, 9, 5, 7, 7, 7, 4, 3, 5,...         5.0   \n",
       "19             [4, 9, 4, 3, 6, 8, 8, 2, 4, 4, 2, 9, 2]         5.0   \n",
       "20   [10, 3, 10, 9, 4, 3, 3, 4, 4, 3, 3, 4, 3, 4, 1...         5.0   \n",
       "21   [9, 3, 8, 9, 1, 3, 2, 3, 4, 3, 7, 3, 1, 3, 9, ...         5.0   \n",
       "22   [10, 9, 4, 6, 6, 2, 3, 1, 7, 7, 7, 10, 7, 4, 6...         5.0   \n",
       "23   [9, 3, 1, 9, 2, 9, 7, 4, 4, 9, 7, 4, 4, 4, 7, ...         5.0   \n",
       "24   [7, 6, 7, 3, 9, 7, 7, 4, 8, 7, 10, 3, 9, 7, 7,...         5.0   \n",
       "25   [2, 9, 2, 2, 4, 8, 10, 7, 2, 2, 10, 9, 10, 4, ...         5.0   \n",
       "26   [9, 2, 9, 7, 7, 9, 4, 4, 9, 7, 4, 4, 10, 9, 7,...         5.0   \n",
       "27   [10, 9, 4, 6, 6, 2, 3, 1, 7, 7, 7, 10, 7, 4, 6...         5.0   \n",
       "28   [2, 8, 10, 7, 4, 9, 8, 8, 8, 8, 9, 3, 3, 8, 8,...         5.0   \n",
       "29   [10, 4, 3, 1, 3, 4, 3, 4, 3, 3, 9, 9, 7, 3, 7,...         5.0   \n",
       "..                                                 ...         ...   \n",
       "970  [2, 8, 4, 6, 6, 9, 9, 4, 7, 3, 7, 1, 9, 8, 8, ...         5.0   \n",
       "971  [7, 10, 9, 10, 10, 9, 8, 8, 8, 9, 10, 8, 9, 9,...         5.0   \n",
       "972  [2, 8, 2, 2, 8, 4, 10, 4, 9, 8, 2, 8, 10, 8, 8...         5.0   \n",
       "973  [2, 8, 10, 7, 8, 8, 3, 8, 8, 8, 8, 8, 8, 8, 9,...         5.0   \n",
       "974  [2, 4, 9, 7, 10, 10, 9, 7, 7, 10, 10, 4, 8, 7,...         5.0   \n",
       "975  [7, 10, 9, 10, 10, 9, 8, 8, 8, 9, 10, 8, 9, 9,...         5.0   \n",
       "976  [7, 7, 7, 4, 8, 3, 3, 9, 3, 7, 10, 3, 7, 4, 7,...         5.0   \n",
       "977  [7, 10, 9, 10, 10, 9, 8, 8, 8, 9, 10, 8, 9, 9,...         5.0   \n",
       "978  [7, 10, 9, 10, 10, 9, 8, 8, 8, 9, 10, 8, 9, 9,...         5.0   \n",
       "979  [7, 10, 9, 10, 10, 9, 8, 8, 8, 9, 10, 8, 9, 9,...         5.0   \n",
       "980  [7, 10, 9, 10, 10, 9, 8, 8, 8, 9, 10, 8, 9, 9,...         5.0   \n",
       "981  [7, 10, 9, 10, 10, 9, 8, 8, 8, 9, 10, 8, 9, 9,...         5.0   \n",
       "982  [7, 10, 9, 10, 10, 9, 8, 8, 8, 9, 10, 8, 9, 9,...         5.0   \n",
       "983  [2, 2, 2, 6, 8, 10, 8, 8, 4, 7, 10, 7, 7, 9, 8...         5.0   \n",
       "984  [7, 10, 9, 10, 10, 9, 8, 8, 8, 9, 10, 8, 9, 9,...         5.0   \n",
       "985  [7, 10, 9, 10, 10, 9, 8, 8, 8, 9, 10, 8, 9, 9,...         5.0   \n",
       "986  [7, 10, 9, 10, 10, 9, 8, 8, 8, 9, 10, 8, 9, 9,...         5.0   \n",
       "987  [7, 10, 9, 10, 10, 9, 8, 8, 8, 9, 10, 8, 9, 9,...         5.0   \n",
       "988  [7, 9, 4, 6, 10, 5, 7, 8, 6, 8, 9, 8, 7, 7, 7,...         5.0   \n",
       "989  [7, 10, 9, 10, 10, 9, 8, 8, 8, 9, 10, 8, 9, 9,...         5.0   \n",
       "990  [7, 10, 9, 10, 10, 9, 8, 8, 8, 9, 10, 8, 9, 9,...         5.0   \n",
       "991  [7, 10, 9, 10, 10, 9, 8, 8, 8, 9, 10, 8, 9, 9,...         5.0   \n",
       "992  [7, 10, 9, 10, 10, 9, 8, 8, 8, 9, 10, 8, 9, 9,...         5.0   \n",
       "993  [7, 10, 9, 10, 10, 9, 8, 8, 8, 9, 10, 8, 9, 9,...         5.0   \n",
       "994  [2, 3, 4, 8, 10, 7, 10, 8, 7, 3, 7, 7, 4, 4, 9...         5.0   \n",
       "995  [7, 10, 9, 10, 10, 9, 8, 8, 8, 9, 10, 8, 9, 9,...         5.0   \n",
       "996  [7, 10, 9, 10, 10, 9, 8, 8, 8, 9, 10, 8, 9, 9,...         5.0   \n",
       "997  [9, 10, 3, 9, 2, 7, 10, 2, 1, 9, 10, 5, 3, 2, ...         5.0   \n",
       "998  [7, 10, 9, 10, 10, 9, 8, 8, 8, 9, 10, 8, 9, 9,...         5.0   \n",
       "999  [7, 10, 9, 10, 10, 9, 8, 8, 8, 9, 10, 8, 9, 9,...         5.0   \n",
       "\n",
       "     dis_similarity                                   en2jp_projection  \\\n",
       "0               1.0  [1, 8, 2, 3, 9, 7, 2, 9, 7, 2, 9, 7, 2, 9, 7, ...   \n",
       "1               1.0  [8, 2, 9, 7, 2, 8, 2, 8, 2, 8, 2, 6, 8, 2, 8, ...   \n",
       "2               1.0  [8, 2, 8, 2, 8, 2, 8, 2, 1, 1, 1, 1, 8, 2, 1, ...   \n",
       "3               1.0  [8, 2, 6, 1, 6, 4, 8, 2, 4, 4, 1, 8, 2, 6, 1, ...   \n",
       "4               1.0  [8, 2, 6, 1, 1, 8, 2, 4, 6, 1, 6, 4, 8, 2, 4, ...   \n",
       "5               1.0  [1, 1, 1, 1, 1, 1, 1, 1, 1, 9, 7, 2, 1, 1, 1, ...   \n",
       "6               1.0                                    [6, 6, 1, 6, 1]   \n",
       "7               1.0  [1, 1, 1, 1, 1, 4, 6, 6, 8, 2, 4, 10, 10, 10, ...   \n",
       "8               1.0  [1, 1, 10, 10, 10, 3, 1, 1, 1, 8, 2, 4, 8, 2, ...   \n",
       "9               1.0  [4, 6, 4, 8, 2, 6, 6, 10, 3, 8, 2, 6, 3, 1, 8,...   \n",
       "10              1.0  [9, 7, 2, 1, 8, 2, 8, 2, 4, 4, 10, 3, 10, 3, 1...   \n",
       "11              1.0  [10, 3, 10, 3, 6, 6, 6, 10, 3, 1, 1, 1, 8, 2, ...   \n",
       "12              1.0  [8, 2, 8, 2, 8, 2, 4, 1, 1, 9, 7, 2, 1, 8, 2, ...   \n",
       "13              1.0  [4, 4, 8, 2, 8, 2, 8, 2, 8, 2, 8, 2, 8, 2, 8, ...   \n",
       "14              1.0  [1, 10, 1, 9, 7, 2, 1, 1, 9, 7, 2, 1, 8, 2, 10...   \n",
       "15              1.0  [1, 1, 1, 1, 1, 4, 6, 6, 8, 2, 4, 10, 3, 1, 1,...   \n",
       "16              1.0      [6, 8, 2, 9, 7, 2, 1, 6, 9, 7, 2, 1, 4, 1, 1]   \n",
       "17              1.0  [1, 8, 2, 9, 7, 2, 1, 8, 2, 1, 1, 1, 9, 7, 2, ...   \n",
       "18              1.0  [10, 3, 10, 1, 1, 1, 6, 10, 3, 8, 2, 1, 1, 1, ...   \n",
       "19              1.0                                             [1, 1]   \n",
       "20              1.0  [8, 2, 10, 3, 10, 3, 1, 6, 1, 10, 3, 1, 1, 9, ...   \n",
       "21              1.0  [8, 2, 8, 2, 1, 1, 1, 1, 1, 1, 1, 10, 3, 1, 1,...   \n",
       "22              1.0  [10, 3, 8, 2, 8, 2, 8, 2, 4, 1, 8, 2, 10, 3, 1...   \n",
       "23              1.0  [1, 1, 1, 1, 1, 1, 1, 8, 2, 10, 3, 1, 4, 4, 9,...   \n",
       "24              1.0  [8, 2, 10, 3, 8, 2, 1, 6, 6, 6, 1, 4, 10, 8, 2...   \n",
       "25              1.0  [4, 10, 3, 8, 2, 10, 3, 1, 10, 8, 2, 10, 3, 10...   \n",
       "26              1.0  [4, 8, 2, 6, 1, 9, 7, 2, 8, 2, 6, 4, 9, 7, 2, ...   \n",
       "27              1.0  [10, 3, 8, 2, 8, 2, 8, 2, 4, 6, 1, 6, 4, 8, 2,...   \n",
       "28              1.0  [8, 2, 4, 8, 2, 8, 2, 3, 1, 5, 1, 10, 1, 1, 1,...   \n",
       "29              1.0  [9, 7, 2, 10, 3, 6, 1, 1, 9, 7, 2, 1, 1, 8, 2,...   \n",
       "..              ...                                                ...   \n",
       "970             1.0  [3, 4, 8, 2, 10, 3, 4, 8, 2, 8, 2, 8, 2, 8, 2,...   \n",
       "971             1.0  [10, 3, 10, 3, 1, 1, 6, 9, 7, 2, 9, 7, 2, 8, 2...   \n",
       "972             1.0  [1, 1, 4, 1, 10, 3, 10, 3, 10, 3, 10, 1, 10, 8...   \n",
       "973             1.0  [1, 5, 3, 9, 7, 2, 8, 2, 4, 1, 5, 3, 9, 7, 2, ...   \n",
       "974             1.0  [4, 4, 4, 10, 3, 10, 3, 4, 4, 4, 4, 4, 9, 7, 2...   \n",
       "975             1.0  [10, 3, 10, 3, 1, 10, 3, 9, 7, 2, 9, 7, 2, 1, ...   \n",
       "976             1.0  [8, 2, 6, 9, 7, 2, 1, 4, 4, 8, 2, 8, 2, 8, 2, ...   \n",
       "977             1.0  [10, 3, 10, 3, 1, 10, 3, 9, 7, 2, 9, 7, 2, 1, ...   \n",
       "978             1.0  [10, 3, 10, 3, 1, 1, 9, 7, 2, 9, 7, 2, 1, 1, 1...   \n",
       "979             1.0  [10, 3, 10, 3, 1, 1, 9, 7, 2, 9, 7, 2, 1, 1, 1...   \n",
       "980             1.0  [10, 3, 10, 3, 1, 1, 9, 7, 2, 9, 7, 2, 1, 1, 8...   \n",
       "981             1.0  [10, 3, 10, 3, 1, 10, 3, 9, 7, 2, 9, 7, 2, 1, ...   \n",
       "982             1.0  [10, 3, 10, 3, 1, 1, 6, 9, 7, 2, 9, 7, 2, 8, 2...   \n",
       "983             1.0  [8, 2, 10, 10, 3, 10, 3, 6, 1, 1, 9, 7, 2, 8, ...   \n",
       "984             1.0  [10, 3, 10, 3, 1, 10, 3, 9, 7, 2, 9, 7, 2, 1, ...   \n",
       "985             1.0  [10, 3, 10, 3, 1, 10, 3, 9, 7, 2, 9, 7, 2, 1, ...   \n",
       "986             1.0  [10, 3, 10, 3, 1, 10, 3, 9, 7, 2, 9, 7, 2, 1, ...   \n",
       "987             1.0  [10, 3, 10, 3, 1, 10, 3, 9, 7, 2, 9, 7, 2, 1, ...   \n",
       "988             1.0  [8, 2, 8, 2, 8, 2, 8, 2, 1, 8, 2, 8, 2, 8, 2, ...   \n",
       "989             1.0  [10, 3, 10, 3, 1, 10, 3, 9, 7, 2, 9, 7, 2, 1, ...   \n",
       "990             1.0  [10, 3, 10, 3, 1, 1, 9, 7, 2, 9, 7, 2, 1, 1, 1...   \n",
       "991             1.0  [10, 3, 10, 3, 1, 6, 9, 7, 2, 9, 7, 2, 1, 1, 1...   \n",
       "992             1.0  [10, 3, 10, 3, 1, 10, 3, 9, 7, 2, 9, 7, 2, 1, ...   \n",
       "993             1.0  [10, 3, 10, 3, 1, 10, 3, 9, 7, 2, 9, 7, 2, 1, ...   \n",
       "994             1.0  [8, 2, 8, 2, 9, 7, 2, 6, 9, 7, 2, 1, 1, 10, 3,...   \n",
       "995             1.0  [10, 3, 10, 3, 1, 6, 9, 7, 2, 9, 7, 2, 1, 1, 1...   \n",
       "996             1.0  [10, 3, 10, 3, 1, 1, 6, 9, 7, 2, 9, 7, 2, 8, 2...   \n",
       "997             1.0  [1, 1, 1, 1, 1, 8, 2, 10, 3, 1, 1, 1, 1, 1, 1,...   \n",
       "998             1.0  [10, 3, 10, 3, 1, 10, 3, 9, 7, 2, 9, 7, 2, 1, ...   \n",
       "999             1.0  [10, 3, 10, 3, 1, 10, 3, 9, 7, 2, 9, 7, 2, 1, ...   \n",
       "\n",
       "                                                    xa  \\\n",
       "0                                  5 2 9 6 6 6 6 2 6 6   \n",
       "1    2 6 2 2 2 1 2 2 5 6 2 2 2 2 10 8 5 6 1 8 2 5 2...   \n",
       "2    2 2 2 2 5 5 5 5 2 5 6 5 5 5 6 5 6 1 6 5 5 5 5 ...   \n",
       "3    2 1 5 1 8 2 8 10 5 2 1 5 5 5 5 7 7 2 7 2 1 1 5...   \n",
       "4    2 1 5 5 2 8 1 5 1 8 2 8 10 7 4 7 2 7 2 1 1 5 8...   \n",
       "5    5 5 5 5 5 5 5 5 5 6 5 5 5 6 10 5 5 5 2 7 2 6 5...   \n",
       "6                                            1 1 5 1 5   \n",
       "7    5 5 5 5 5 8 1 1 2 8 4 4 4 2 4 5 5 8 8 5 2 2 1 ...   \n",
       "8    5 5 4 4 7 5 5 5 2 8 2 2 9 5 3 5 4 5 5 5 5 10 4...   \n",
       "9    8 1 8 2 1 1 7 2 1 9 5 2 9 6 9 6 7 2 8 5 6 9 2 ...   \n",
       "10   6 5 2 2 8 8 7 7 4 7 2 5 2 7 5 5 6 5 6 5 5 5 5 ...   \n",
       "11   7 7 1 1 1 7 5 5 5 2 10 7 8 5 7 7 7 8 1 1 5 2 5...   \n",
       "12   2 2 2 8 5 5 6 5 2 2 2 2 8 5 6 7 1 2 2 5 5 5 6 ...   \n",
       "13   8 8 2 2 2 2 2 2 2 2 2 7 6 5 4 4 6 2 5 5 6 6 5 ...   \n",
       "14   5 4 5 6 5 5 6 5 2 4 4 6 6 6 4 2 9 6 2 6 5 5 7 ...   \n",
       "15   5 5 5 5 5 8 1 1 2 8 7 5 5 5 2 5 2 5 5 6 6 5 7 ...   \n",
       "16                                1 2 6 5 1 6 5 10 5 5   \n",
       "17   5 2 6 5 2 5 5 5 6 6 5 10 2 1 6 5 1 6 2 6 6 5 6...   \n",
       "18   7 4 5 5 5 1 4 9 2 5 5 5 6 5 5 5 6 2 2 5 6 5 1 ...   \n",
       "19                                                 5 5   \n",
       "20   2 7 7 5 1 5 7 5 5 6 5 5 2 4 6 5 8 5 5 8 4 5 4 ...   \n",
       "21   2 2 5 5 5 5 5 5 5 7 5 5 5 5 3 5 2 5 9 5 5 2 5 ...   \n",
       "22   7 2 2 2 8 5 2 7 4 1 7 1 5 2 2 8 10 2 7 7 7 1 5...   \n",
       "23   5 5 5 5 5 5 5 2 7 5 8 8 6 1 8 8 8 4 4 4 2 1 5 ...   \n",
       "24   2 7 2 5 1 1 1 5 10 4 2 7 2 2 5 1 2 2 1 2 8 10 ...   \n",
       "25   10 7 2 7 5 4 2 7 7 6 3 5 8 5 5 7 10 8 8 8 1 10...   \n",
       "26   8 2 1 5 6 2 1 8 6 2 5 9 1 1 6 5 8 8 8 5 9 8 7 ...   \n",
       "27   7 2 2 2 8 1 5 1 8 2 8 10 5 5 6 9 7 2 7 9 10 8 ...   \n",
       "28   2 8 2 2 9 5 3 5 4 5 5 5 5 3 5 4 5 5 6 2 9 8 5 ...   \n",
       "29   6 7 1 5 5 6 5 5 2 6 6 2 1 6 5 6 5 2 5 7 2 4 5 ...   \n",
       "..                                                 ...   \n",
       "970  9 8 2 7 8 2 2 2 2 1 5 5 9 2 2 8 5 2 2 3 2 2 2 ...   \n",
       "971  7 7 5 5 1 6 6 2 5 5 5 7 5 3 5 5 5 5 5 4 2 7 7 ...   \n",
       "972  5 5 8 5 7 7 7 4 5 4 2 4 7 7 5 5 5 5 5 7 5 5 5 ...   \n",
       "973                              5 3 9 6 2 8 5 3 9 6 6   \n",
       "974  10 8 8 7 7 8 8 8 8 8 6 8 2 8 5 7 7 2 9 8 8 7 1...   \n",
       "975  7 7 5 7 6 6 5 5 7 1 8 2 7 2 4 6 6 6 7 7 7 7 5 ...   \n",
       "976  2 1 6 5 8 8 2 2 2 6 8 8 8 8 7 10 2 8 2 10 1 2 ...   \n",
       "977  7 7 5 7 6 6 5 5 7 2 9 7 7 5 3 2 7 5 4 2 5 2 4 ...   \n",
       "978  7 7 5 5 6 6 5 5 5 3 2 5 5 6 4 5 5 4 5 5 4 3 2 ...   \n",
       "979  7 7 5 5 6 6 5 5 5 3 2 5 5 6 4 5 5 4 5 5 4 3 2 ...   \n",
       "980  7 7 5 5 6 6 5 5 2 1 7 5 7 5 7 4 5 9 7 9 2 8 5 ...   \n",
       "981  7 7 5 7 6 6 5 5 7 1 1 1 2 2 2 4 2 5 4 5 7 7 2 ...   \n",
       "982  7 7 5 5 1 6 6 2 5 5 5 7 5 3 5 5 5 5 5 4 2 7 7 ...   \n",
       "983  2 4 7 7 1 5 5 6 2 10 7 7 2 2 1 1 1 2 7 1 1 2 7...   \n",
       "984  7 7 5 7 6 6 5 5 7 1 1 1 2 2 2 4 2 5 4 5 7 7 2 ...   \n",
       "985  7 7 5 7 6 6 5 5 5 5 7 9 2 7 7 9 5 2 5 6 2 2 5 ...   \n",
       "986  7 7 5 7 6 6 5 5 5 5 7 9 2 7 7 9 5 2 5 6 2 2 5 ...   \n",
       "987  7 7 5 7 6 6 5 5 7 2 9 7 7 5 3 2 7 5 4 2 5 2 4 ...   \n",
       "988  2 2 2 2 5 2 2 2 5 5 6 6 8 5 2 1 2 5 2 6 2 2 6 ...   \n",
       "989  7 7 5 7 6 6 5 5 7 2 9 7 7 5 3 2 7 5 4 2 5 2 4 ...   \n",
       "990  7 7 5 5 6 6 5 5 5 3 2 5 5 6 4 5 5 4 5 5 4 3 2 ...   \n",
       "991  7 7 5 1 6 6 5 5 5 1 3 6 2 5 1 1 5 5 5 7 7 7 3 ...   \n",
       "992  7 7 5 7 6 6 5 2 1 2 1 3 5 4 2 5 5 4 7 5 9 7 7 ...   \n",
       "993  7 7 5 7 6 6 5 2 1 2 1 3 5 4 2 5 5 4 7 5 9 7 7 ...   \n",
       "994  2 2 6 1 6 5 5 7 5 2 5 5 1 1 1 2 1 1 1 5 2 5 5 ...   \n",
       "995  7 7 5 1 6 6 5 5 5 1 3 6 2 5 1 1 5 5 5 7 7 7 3 ...   \n",
       "996  7 7 5 5 1 6 6 2 5 5 5 7 5 3 5 5 5 5 5 4 2 7 7 ...   \n",
       "997  5 5 5 5 5 2 7 5 5 5 5 5 5 6 5 1 5 5 7 6 7 7 5 ...   \n",
       "998  7 7 5 7 6 6 5 5 5 5 2 5 8 8 10 7 7 7 7 7 7 7 5...   \n",
       "999  7 7 5 7 6 6 5 5 7 1 1 1 2 2 2 4 2 5 4 5 7 7 2 ...   \n",
       "\n",
       "                                                    xb  \\\n",
       "0      1 8 2 3 9 7 2 9 7 2 9 7 2 9 7 2 8 2 9 7 2 9 7 2   \n",
       "1    8 2 9 7 2 8 2 8 2 8 2 6 8 2 8 2 1 9 7 2 8 2 8 ...   \n",
       "2    8 2 8 2 8 2 8 2 1 1 1 1 8 2 1 9 7 2 1 1 1 9 7 ...   \n",
       "3    8 2 6 1 6 4 8 2 4 4 1 8 2 6 1 1 1 1 10 3 10 3 ...   \n",
       "4    8 2 6 1 1 8 2 4 6 1 6 4 8 2 4 4 10 3 10 10 3 8...   \n",
       "5    1 1 1 1 1 1 1 1 1 9 7 2 1 1 1 9 7 2 4 1 1 1 8 ...   \n",
       "6                                            6 6 1 6 1   \n",
       "7    1 1 1 1 1 4 6 6 8 2 4 10 10 10 8 2 10 1 1 4 4 ...   \n",
       "8    1 1 10 10 10 3 1 1 1 8 2 4 8 2 8 2 3 1 5 1 10 ...   \n",
       "9    4 6 4 8 2 6 6 10 3 8 2 6 3 1 8 2 3 9 7 2 3 9 7...   \n",
       "10   9 7 2 1 8 2 8 2 4 4 10 3 10 3 10 10 3 8 2 1 8 ...   \n",
       "11   10 3 10 3 6 6 6 10 3 1 1 1 8 2 4 10 3 4 1 10 3...   \n",
       "12   8 2 8 2 8 2 4 1 1 9 7 2 1 8 2 8 2 8 2 8 2 4 1 ...   \n",
       "13   4 4 8 2 8 2 8 2 8 2 8 2 8 2 8 2 8 2 8 2 10 3 9...   \n",
       "14   1 10 1 9 7 2 1 1 9 7 2 1 8 2 10 10 9 7 2 9 7 2...   \n",
       "15   1 1 1 1 1 4 6 6 8 2 4 10 3 1 1 1 8 2 1 8 2 1 1...   \n",
       "16                       6 8 2 9 7 2 1 6 9 7 2 1 4 1 1   \n",
       "17   1 8 2 9 7 2 1 8 2 1 1 1 9 7 2 9 7 2 1 4 8 2 6 ...   \n",
       "18   10 3 10 1 1 1 6 10 3 8 2 1 1 1 9 7 2 1 1 1 9 7...   \n",
       "19                                                 1 1   \n",
       "20   8 2 10 3 10 3 1 6 1 10 3 1 1 9 7 2 1 1 8 2 10 ...   \n",
       "21   8 2 8 2 1 1 1 1 1 1 1 10 3 1 1 1 1 5 1 8 2 1 3...   \n",
       "22   10 3 8 2 8 2 8 2 4 1 8 2 10 3 10 6 10 3 6 1 8 ...   \n",
       "23   1 1 1 1 1 1 1 8 2 10 3 1 4 4 9 7 2 6 4 4 4 10 ...   \n",
       "24   8 2 10 3 8 2 1 6 6 6 1 4 10 8 2 10 3 8 2 8 2 1...   \n",
       "25   4 10 3 8 2 10 3 1 10 8 2 10 3 10 3 9 7 2 5 1 4...   \n",
       "26   4 8 2 6 1 9 7 2 8 2 6 4 9 7 2 8 2 1 3 6 6 9 7 ...   \n",
       "27   10 3 8 2 8 2 8 2 4 6 1 6 4 8 2 4 4 1 1 9 7 2 3...   \n",
       "28   8 2 4 8 2 8 2 3 1 5 1 10 1 1 1 1 5 1 10 1 1 9 ...   \n",
       "29   9 7 2 10 3 6 1 1 9 7 2 1 1 8 2 9 7 2 9 7 2 8 2...   \n",
       "..                                                 ...   \n",
       "970  3 4 8 2 10 3 4 8 2 8 2 8 2 8 2 6 1 1 3 8 2 8 2...   \n",
       "971  10 3 10 3 1 1 6 9 7 2 9 7 2 8 2 1 1 1 10 3 1 5...   \n",
       "972  1 1 4 1 10 3 10 3 10 3 10 1 10 8 2 10 10 3 10 ...   \n",
       "973                1 5 3 9 7 2 8 2 4 1 5 3 9 7 2 9 7 2   \n",
       "974  4 4 4 10 3 10 3 4 4 4 4 4 9 7 2 4 8 2 4 1 10 3...   \n",
       "975  10 3 10 3 1 10 3 9 7 2 9 7 2 1 1 10 3 6 4 8 2 ...   \n",
       "976  8 2 6 9 7 2 1 4 4 8 2 8 2 8 2 9 7 2 4 4 4 4 10...   \n",
       "977  10 3 10 3 1 10 3 9 7 2 9 7 2 1 1 10 3 8 2 3 10...   \n",
       "978  10 3 10 3 1 1 9 7 2 9 7 2 1 1 1 5 8 2 1 1 9 7 ...   \n",
       "979  10 3 10 3 1 1 9 7 2 9 7 2 1 1 1 5 8 2 1 1 9 7 ...   \n",
       "980  10 3 10 3 1 1 9 7 2 9 7 2 1 1 8 2 6 10 3 1 10 ...   \n",
       "981  10 3 10 3 1 10 3 9 7 2 9 7 2 1 1 10 3 6 6 6 8 ...   \n",
       "982  10 3 10 3 1 1 6 9 7 2 9 7 2 8 2 1 1 1 10 3 1 5...   \n",
       "983  8 2 10 10 3 10 3 6 1 1 9 7 2 8 2 4 10 3 10 3 8...   \n",
       "984  10 3 10 3 1 10 3 9 7 2 9 7 2 1 1 10 3 6 6 6 8 ...   \n",
       "985  10 3 10 3 1 10 3 9 7 2 9 7 2 1 1 1 1 10 3 3 8 ...   \n",
       "986  10 3 10 3 1 10 3 9 7 2 9 7 2 1 1 1 1 10 3 3 8 ...   \n",
       "987  10 3 10 3 1 10 3 9 7 2 9 7 2 1 1 10 3 8 2 3 10...   \n",
       "988  8 2 8 2 8 2 8 2 1 8 2 8 2 8 2 1 1 9 7 2 9 7 2 ...   \n",
       "989  10 3 10 3 1 10 3 9 7 2 9 7 2 1 1 10 3 8 2 3 10...   \n",
       "990  10 3 10 3 1 1 9 7 2 9 7 2 1 1 1 5 8 2 1 1 9 7 ...   \n",
       "991  10 3 10 3 1 6 9 7 2 9 7 2 1 1 1 6 5 9 7 2 8 2 ...   \n",
       "992  10 3 10 3 1 10 3 9 7 2 9 7 2 1 8 2 6 8 2 6 5 1...   \n",
       "993  10 3 10 3 1 10 3 9 7 2 9 7 2 1 8 2 6 8 2 6 5 1...   \n",
       "994  8 2 8 2 9 7 2 6 9 7 2 1 1 10 3 1 8 2 1 1 6 6 6...   \n",
       "995  10 3 10 3 1 6 9 7 2 9 7 2 1 1 1 6 5 9 7 2 8 2 ...   \n",
       "996  10 3 10 3 1 1 6 9 7 2 9 7 2 8 2 1 1 1 10 3 1 5...   \n",
       "997  1 1 1 1 1 8 2 10 3 1 1 1 1 1 1 9 7 2 1 6 1 1 1...   \n",
       "998  10 3 10 3 1 10 3 9 7 2 9 7 2 1 1 1 1 8 2 1 4 4...   \n",
       "999  10 3 10 3 1 10 3 9 7 2 9 7 2 1 1 10 3 6 6 6 8 ...   \n",
       "\n",
       "                                              xb_wrong  \n",
       "0    10 3 10 3 1 10 3 9 7 2 9 7 2 1 1 10 3 6 6 6 8 ...  \n",
       "1    10 3 10 3 6 10 3 10 8 2 6 6 10 9 7 2 1 10 10 1...  \n",
       "2    1 1 1 1 1 4 6 6 8 2 4 10 10 10 8 2 10 1 1 4 4 ...  \n",
       "3    10 3 10 3 1 10 3 9 7 2 9 7 2 1 1 10 3 8 2 3 10...  \n",
       "4    10 3 10 3 1 6 9 7 2 9 7 2 1 1 1 6 5 9 7 2 8 2 ...  \n",
       "5    10 3 1 1 1 1 1 1 1 10 3 10 10 4 4 8 2 6 4 4 1 ...  \n",
       "6    9 7 2 10 3 6 1 1 1 1 1 5 5 9 7 2 10 3 8 2 8 2 ...  \n",
       "7    1 8 2 1 1 1 8 2 1 1 1 1 1 1 9 7 2 1 1 1 1 1 10...  \n",
       "8    8 2 8 2 8 2 1 9 7 2 8 2 9 7 2 6 1 9 7 2 9 7 2 ...  \n",
       "9    8 2 6 8 2 3 1 6 10 3 9 7 2 6 10 3 8 2 6 1 4 1 ...  \n",
       "10   1 1 1 1 1 4 6 6 8 2 4 10 3 1 1 1 8 2 1 8 2 1 1...  \n",
       "11   6 6 1 1 1 1 1 1 1 6 6 10 3 10 8 2 4 1 9 7 2 1 ...  \n",
       "12   1 10 3 8 2 8 2 9 7 2 1 8 2 1 1 10 3 1 1 1 8 2 ...  \n",
       "13   8 2 8 2 10 6 8 2 6 9 7 2 9 7 2 9 7 2 6 1 1 8 2...  \n",
       "14   1 8 2 1 1 1 1 1 1 1 4 1 9 7 2 9 7 2 1 9 7 2 1 ...  \n",
       "15                              6 10 3 10 3 9 7 2 10 1  \n",
       "16   10 3 4 4 1 10 3 1 10 3 10 3 8 2 10 3 8 2 9 7 2...  \n",
       "17   1 6 1 1 1 1 9 7 2 3 10 3 10 3 10 3 1 10 3 1 10...  \n",
       "18   1 10 1 9 7 2 1 1 9 7 2 1 8 2 10 10 9 7 2 9 7 2...  \n",
       "19   4 10 3 3 8 2 10 1 4 1 6 4 6 5 10 3 10 3 6 6 3 ...  \n",
       "20   6 6 8 2 8 2 1 3 4 4 4 6 8 2 10 3 9 7 2 1 8 2 1...  \n",
       "21   4 10 1 1 9 7 2 9 7 2 9 7 2 10 10 1 1 1 1 10 3 ...  \n",
       "22   4 6 4 4 8 2 8 2 4 8 2 10 1 8 2 8 2 8 2 4 1 8 2...  \n",
       "23   6 6 6 8 2 10 3 6 6 8 2 10 3 3 1 10 3 3 6 6 9 7...  \n",
       "24   4 10 3 1 10 3 10 3 10 3 6 8 2 4 9 7 2 1 10 8 2...  \n",
       "25   6 8 2 1 10 3 1 1 1 1 1 10 3 8 2 8 2 4 6 1 6 4 ...  \n",
       "26   8 2 8 2 6 10 3 8 2 8 2 8 2 8 2 8 2 8 2 6 8 2 8...  \n",
       "27   8 2 8 2 1 9 7 2 8 2 10 3 5 1 8 2 3 9 7 2 6 1 1...  \n",
       "28   8 2 10 10 3 1 10 1 9 7 2 1 1 10 3 1 8 2 10 10 ...  \n",
       "29   1 1 1 1 8 2 1 1 1 5 1 1 1 1 1 10 3 1 1 8 2 1 4...  \n",
       "..                                                 ...  \n",
       "970  10 3 10 3 1 10 3 9 7 2 9 7 2 1 1 10 3 8 2 3 10...  \n",
       "971  8 2 10 3 6 3 4 6 1 4 1 1 9 7 2 10 3 10 3 4 1 3...  \n",
       "972  10 3 10 3 1 1 9 7 2 9 7 2 1 1 1 5 8 2 1 1 9 7 ...  \n",
       "973  10 3 10 3 1 10 3 9 7 2 9 7 2 1 1 10 3 6 4 8 2 ...  \n",
       "974  1 1 6 6 6 4 1 8 2 9 7 2 1 6 9 7 2 6 8 2 1 9 7 ...  \n",
       "975  10 3 10 3 1 10 3 9 7 2 9 7 2 1 1 1 1 8 2 1 4 4...  \n",
       "976  10 3 10 3 1 10 3 9 7 2 9 7 2 1 1 1 1 10 3 3 8 ...  \n",
       "977  10 3 10 3 1 1 6 9 7 2 9 7 2 8 2 1 1 1 10 3 1 5...  \n",
       "978  8 2 10 3 1 6 6 9 7 2 9 7 2 6 8 2 4 10 3 4 8 2 ...  \n",
       "979  1 1 9 7 2 8 2 10 3 8 2 6 1 9 7 2 1 1 9 7 2 9 7...  \n",
       "980  10 3 1 1 1 1 9 7 2 1 1 10 1 1 1 10 8 2 10 3 1 ...  \n",
       "981  1 9 7 2 9 7 2 1 10 3 8 2 1 10 4 1 10 3 8 2 4 1...  \n",
       "982  9 7 2 6 4 4 1 8 2 9 7 2 9 7 2 8 2 8 2 10 3 6 1...  \n",
       "983  6 4 4 8 2 1 10 3 1 1 1 8 2 10 8 2 1 1 1 8 2 9 ...  \n",
       "984  6 1 1 1 1 1 8 2 1 1 4 6 4 4 1 6 9 7 2 3 8 2 1 ...  \n",
       "985  4 10 3 1 6 4 10 3 10 3 9 7 2 9 7 2 8 2 10 3 1 ...  \n",
       "986  8 2 10 3 10 3 1 6 1 10 3 1 1 9 7 2 1 1 8 2 10 ...  \n",
       "987  8 2 4 9 7 2 4 1 8 2 8 2 8 2 1 8 2 4 4 3 3 9 7 ...  \n",
       "988  1 6 6 8 2 1 8 2 4 6 1 8 2 8 2 4 1 6 4 8 2 1 1 ...  \n",
       "989  10 3 10 3 1 10 3 9 7 2 9 7 2 1 1 10 3 6 6 6 8 ...  \n",
       "990  10 3 10 3 1 10 3 8 2 10 3 9 7 2 9 7 2 1 1 1 1 ...  \n",
       "991  8 2 10 3 8 2 4 1 8 2 10 3 10 3 8 2 8 2 8 2 8 2...  \n",
       "992  10 3 10 3 1 10 3 9 7 2 9 7 2 1 8 2 6 8 2 6 5 1...  \n",
       "993  9 7 2 4 3 8 2 4 4 3 3 9 7 2 1 8 2 4 8 2 4 5 8 ...  \n",
       "994  1 1 1 10 3 1 1 1 1 10 3 1 9 7 2 9 7 2 8 2 10 3...  \n",
       "995  8 2 1 6 1 8 2 1 1 1 8 2 8 2 8 2 9 7 2 1 3 1 8 ...  \n",
       "996  10 3 8 2 1 1 1 1 8 2 1 6 1 4 8 2 6 9 7 2 8 2 1...  \n",
       "997  10 3 10 3 1 1 9 7 2 9 7 2 1 1 1 5 8 2 1 1 9 7 ...  \n",
       "998                                                1 1  \n",
       "999  8 2 6 6 10 8 2 8 2 1 10 3 1 1 10 3 10 3 10 3 4...  \n",
       "\n",
       "[999 rows x 10 columns]"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_train_1[]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "999"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(train_2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Reading english Data: 1000\n",
      "Reading english Data: 1000\n",
      "Merging the English and Japanes news dataframe\n",
      "Read mapping file and convert it to tuple from string\n",
      "Mapping English clusters to Japanese clusters\n",
      "Drop the null line\n",
      "Convert cluster names(list) to cluster namse(string)\n",
      "False    998\n",
      "True       1\n",
      "Name: xb, dtype: int64\n",
      "Reading english Data: 1000\n",
      "Reading english Data: 1000\n",
      "Merging the English and Japanes news dataframe\n",
      "Read mapping file and convert it to tuple from string\n",
      "Mapping English clusters to Japanese clusters\n",
      "Drop the null line\n",
      "Convert cluster names(list) to cluster namse(string)\n",
      "False    998\n",
      "True       2\n",
      "Name: xb, dtype: int64\n",
      "Evaluate in terms of training data...\n",
      "the round 0 rank: 12.0\n",
      "the round 1 rank: 10.0\n",
      "the round 2 rank: 6.0\n",
      "the round 3 rank: 35.5\n",
      "the round 4 rank: 33.5\n",
      "the round 5 rank: 20.0\n",
      "the round 6 rank: 1.0\n",
      "the round 7 rank: 26.0\n",
      "the round 8 rank: 54.0\n",
      "the round 9 rank: 7.0\n",
      "the round 10 rank: 7.5\n",
      "the round 11 rank: 2.0\n",
      "the round 12 rank: 12.0\n",
      "the round 13 rank: 1.0\n",
      "the round 14 rank: 2.5\n",
      "the round 15 rank: 11.0\n",
      "the round 16 rank: 4.0\n",
      "the round 17 rank: 16.0\n",
      "the round 18 rank: 1.5\n",
      "the round 19 rank: 3.0\n",
      "the round 20 rank: 1.0\n",
      "the round 21 rank: 240.5\n",
      "the round 22 rank: 23.0\n",
      "the round 23 rank: 3.0\n",
      "the round 24 rank: 9.0\n",
      "the round 25 rank: 148.0\n",
      "the round 26 rank: 7.0\n",
      "the round 27 rank: 36.0\n",
      "the round 28 rank: 95.0\n",
      "the round 29 rank: 9.0\n",
      "the round 30 rank: 13.0\n",
      "the round 31 rank: 2.0\n",
      "the round 32 rank: 3.0\n",
      "the round 33 rank: 38.0\n",
      "the round 34 rank: 6.5\n",
      "the round 35 rank: 18.0\n",
      "the round 36 rank: 1.0\n",
      "the round 37 rank: 2.0\n",
      "the round 38 rank: 2.0\n",
      "the round 39 rank: 8.0\n",
      "the round 40 rank: 2.0\n",
      "the round 41 rank: 38.0\n",
      "the round 42 rank: 1.0\n",
      "the round 43 rank: 2.0\n",
      "the round 44 rank: 240.5\n",
      "the round 45 rank: 2.5\n",
      "the round 46 rank: 1.0\n",
      "the round 47 rank: 7.0\n",
      "the round 48 rank: 78.0\n",
      "the round 49 rank: 34.0\n",
      "the round 50 rank: 10.0\n",
      "the round 51 rank: 25.0\n",
      "the round 52 rank: 6.0\n",
      "the round 53 rank: 33.5\n",
      "the round 54 rank: 30.0\n",
      "the round 55 rank: 1.0\n",
      "the round 56 rank: 7.0\n",
      "the round 57 rank: 21.0\n",
      "the round 58 rank: 1.0\n",
      "the round 59 rank: 11.0\n",
      "the round 60 rank: 4.0\n",
      "the round 61 rank: 8.0\n",
      "the round 62 rank: 2.0\n",
      "the round 63 rank: 7.0\n",
      "the round 64 rank: 10.0\n",
      "the round 65 rank: 1.0\n",
      "the round 66 rank: 390.0\n",
      "the round 67 rank: 35.5\n",
      "the round 68 rank: 3.5\n",
      "the round 69 rank: 2.5\n",
      "the round 70 rank: 3.0\n",
      "the round 71 rank: 6.5\n",
      "the round 72 rank: 85.0\n",
      "the round 73 rank: 1.5\n",
      "the round 74 rank: 3.0\n",
      "the round 75 rank: 1.0\n",
      "the round 76 rank: 4.0\n",
      "the round 77 rank: 5.0\n",
      "the round 78 rank: 1.0\n",
      "the round 79 rank: 8.5\n",
      "the round 80 rank: 1.5\n",
      "the round 81 rank: 10.0\n",
      "the round 82 rank: 3.0\n",
      "the round 83 rank: 26.0\n",
      "the round 84 rank: 11.5\n",
      "the round 85 rank: 1.0\n",
      "the round 86 rank: 8.5\n",
      "the round 87 rank: 1.5\n",
      "the round 88 rank: 7.5\n",
      "the round 89 rank: 24.0\n",
      "the round 90 rank: 9.0\n",
      "the round 91 rank: 11.5\n",
      "the round 92 rank: 23.0\n",
      "the round 93 rank: 10.0\n",
      "the round 94 rank: 22.0\n",
      "the round 95 rank: 1.5\n",
      "the round 96 rank: 72.5\n",
      "the round 97 rank: 6.0\n",
      "the round 98 rank: 156.0\n",
      "the round 99 rank: 13.0\n",
      "the round 100 rank: 34.0\n",
      "the round 101 rank: 151.0\n",
      "the round 102 rank: 2.0\n",
      "the round 103 rank: 7.0\n",
      "the round 104 rank: 182.0\n",
      "the round 105 rank: 15.0\n",
      "the round 106 rank: 4.0\n",
      "the round 107 rank: 53.0\n",
      "the round 108 rank: 3.0\n",
      "the round 109 rank: 3.5\n",
      "the round 110 rank: 13.0\n",
      "the round 111 rank: 51.0\n",
      "the round 112 rank: 16.5\n",
      "the round 113 rank: 61.0\n",
      "the round 114 rank: 3.0\n",
      "the round 115 rank: 46.5\n",
      "the round 116 rank: 3.0\n",
      "the round 117 rank: 3.0\n",
      "the round 118 rank: 6.0\n",
      "the round 119 rank: 194.0\n",
      "the round 120 rank: 1.0\n",
      "the round 121 rank: 32.5\n",
      "the round 122 rank: 1.5\n",
      "the round 123 rank: 12.0\n",
      "the round 124 rank: 78.5\n",
      "the round 125 rank: 53.0\n",
      "the round 126 rank: 3.5\n",
      "the round 127 rank: 14.0\n",
      "the round 128 rank: 215.0\n",
      "the round 129 rank: 1.5\n",
      "the round 130 rank: 4.0\n",
      "the round 131 rank: 18.5\n",
      "the round 132 rank: 46.5\n",
      "the round 133 rank: 4.0\n",
      "the round 134 rank: 233.0\n",
      "the round 135 rank: 3.0\n",
      "the round 136 rank: 7.0\n",
      "the round 137 rank: 1.0\n",
      "the round 138 rank: 1.0\n",
      "the round 139 rank: 4.0\n",
      "the round 140 rank: 178.0\n",
      "the round 141 rank: 18.0\n",
      "the round 142 rank: 85.5\n",
      "the round 143 rank: 228.0\n",
      "the round 144 rank: 4.0\n",
      "the round 145 rank: 124.0\n",
      "the round 146 rank: 2.5\n",
      "the round 147 rank: 69.0\n",
      "the round 148 rank: 162.0\n",
      "the round 149 rank: 3.0\n",
      "the round 150 rank: 13.0\n",
      "the round 151 rank: 46.5\n",
      "the round 152 rank: 2.0\n",
      "the round 153 rank: 16.5\n",
      "the round 154 rank: 4.0\n",
      "the round 155 rank: 6.0\n",
      "the round 156 rank: 130.0\n",
      "the round 157 rank: 18.5\n",
      "the round 158 rank: 32.5\n",
      "the round 159 rank: 2.0\n",
      "the round 160 rank: 8.0\n",
      "the round 161 rank: 3.0\n",
      "the round 162 rank: 9.0\n",
      "the round 163 rank: 8.0\n",
      "the round 164 rank: 19.0\n",
      "the round 165 rank: 14.0\n",
      "the round 166 rank: 1.0\n",
      "the round 167 rank: 18.0\n",
      "the round 168 rank: 6.0\n",
      "the round 169 rank: 5.0\n",
      "the round 170 rank: 7.0\n",
      "the round 171 rank: 164.0\n",
      "the round 172 rank: 6.5\n",
      "the round 173 rank: 228.0\n",
      "the round 174 rank: 6.5\n",
      "the round 175 rank: 3.0\n",
      "the round 176 rank: 46.5\n",
      "the round 177 rank: 148.0\n",
      "the round 178 rank: 1.0\n",
      "the round 179 rank: 228.0\n",
      "the round 180 rank: 17.0\n",
      "the round 181 rank: 118.0\n",
      "the round 182 rank: 122.0\n",
      "the round 183 rank: 15.0\n",
      "the round 184 rank: 1.0\n",
      "the round 185 rank: 16.0\n",
      "the round 186 rank: 36.0\n",
      "the round 187 rank: 9.5\n",
      "the round 188 rank: 1.5\n",
      "the round 189 rank: 2.0\n",
      "the round 190 rank: 78.5\n",
      "the round 191 rank: 72.5\n",
      "the round 192 rank: 85.5\n",
      "the round 193 rank: 3.0\n",
      "the round 194 rank: 45.0\n",
      "the round 195 rank: 10.0\n",
      "the round 196 rank: 1.0\n",
      "the round 197 rank: 19.0\n",
      "the round 198 rank: 1.5\n",
      "the round 199 rank: 184.0\n",
      "the round 200 rank: 34.0\n",
      "the round 201 rank: 54.0\n",
      "the round 202 rank: 1.0\n",
      "the round 203 rank: 1.0\n",
      "the round 204 rank: 3.5\n",
      "the round 205 rank: 1.5\n",
      "the round 206 rank: 8.5\n",
      "the round 207 rank: 1.0\n",
      "the round 208 rank: 108.5\n",
      "the round 209 rank: 106.0\n",
      "the round 210 rank: 3.0\n",
      "the round 211 rank: 22.5\n",
      "the round 212 rank: 3.0\n",
      "the round 213 rank: 1.0\n",
      "the round 214 rank: 1.0\n",
      "the round 215 rank: 246.0\n",
      "the round 216 rank: 35.5\n",
      "the round 217 rank: 4.5\n",
      "the round 218 rank: 4.0\n",
      "the round 219 rank: 10.0\n",
      "the round 220 rank: 174.0\n",
      "the round 221 rank: 3.0\n",
      "the round 222 rank: 278.0\n",
      "the round 223 rank: 24.0\n",
      "the round 224 rank: 188.0\n",
      "the round 225 rank: 37.5\n",
      "the round 226 rank: 6.0\n",
      "the round 227 rank: 3.0\n",
      "the round 228 rank: 111.0\n",
      "the round 229 rank: 15.0\n",
      "the round 230 rank: 3.5\n",
      "the round 231 rank: 1.0\n",
      "the round 232 rank: 3.0\n",
      "the round 233 rank: 36.0\n",
      "the round 234 rank: 1.0\n",
      "the round 235 rank: 230.0\n",
      "the round 236 rank: 32.5\n",
      "the round 237 rank: 1.5\n",
      "the round 238 rank: 3.0\n",
      "the round 239 rank: 3.5\n",
      "the round 240 rank: 1.0\n",
      "the round 241 rank: 42.0\n",
      "the round 242 rank: 100.0\n",
      "the round 243 rank: 24.0\n",
      "the round 244 rank: 2.0\n",
      "the round 245 rank: 8.5\n",
      "the round 246 rank: 2.0\n",
      "the round 247 rank: 1.0\n",
      "the round 248 rank: 4.0\n",
      "the round 249 rank: 1.5\n",
      "the round 250 rank: 16.0\n",
      "the round 251 rank: 60.0\n",
      "the round 252 rank: 3.5\n",
      "the round 253 rank: 3.0\n",
      "the round 254 rank: 3.5\n",
      "the round 255 rank: 37.5\n",
      "the round 256 rank: 9.0\n",
      "the round 257 rank: 1.0\n",
      "the round 258 rank: 152.0\n",
      "the round 259 rank: 1.0\n",
      "the round 260 rank: 2.0\n",
      "the round 261 rank: 69.0\n",
      "the round 262 rank: 8.0\n",
      "the round 263 rank: 64.5\n",
      "the round 264 rank: 31.0\n",
      "the round 265 rank: 14.0\n",
      "the round 266 rank: 16.0\n",
      "the round 267 rank: 2.0\n",
      "the round 268 rank: 33.0\n",
      "the round 269 rank: 1.5\n",
      "the round 270 rank: 243.0\n",
      "the round 271 rank: 4.0\n",
      "the round 272 rank: 1.0\n",
      "the round 273 rank: 2.5\n",
      "the round 274 rank: 31.5\n",
      "the round 275 rank: 4.0\n",
      "the round 276 rank: 1.0\n",
      "the round 277 rank: 78.0\n",
      "the round 278 rank: 3.0\n",
      "the round 279 rank: 1.0\n",
      "the round 280 rank: 122.5\n",
      "the round 281 rank: 7.0\n",
      "the round 282 rank: 9.5\n",
      "the round 283 rank: 8.5\n",
      "the round 284 rank: 2.5\n",
      "the round 285 rank: 15.0\n",
      "the round 286 rank: 4.0\n",
      "the round 287 rank: 35.5\n",
      "the round 288 rank: 10.0\n",
      "the round 289 rank: 15.0\n",
      "the round 290 rank: 1.0\n",
      "the round 291 rank: 8.5\n",
      "the round 292 rank: 32.5\n",
      "the round 293 rank: 1.0\n",
      "the round 294 rank: 1.0\n",
      "the round 295 rank: 49.0\n",
      "the round 296 rank: 13.0\n",
      "the round 297 rank: 18.0\n",
      "the round 298 rank: 22.0\n",
      "the round 299 rank: 108.5\n",
      "the round 300 rank: 3.0\n",
      "the round 301 rank: 6.0\n",
      "the round 302 rank: 2.0\n",
      "the round 303 rank: 122.5\n",
      "the round 304 rank: 2.5\n",
      "the round 305 rank: 223.0\n",
      "the round 306 rank: 1.0\n",
      "the round 307 rank: 2.0\n",
      "the round 308 rank: 8.5\n",
      "the round 309 rank: 4.0\n",
      "the round 310 rank: 1.0\n",
      "the round 311 rank: 3.5\n",
      "the round 312 rank: 3.5\n",
      "the round 313 rank: 3.5\n",
      "the round 314 rank: 17.0\n",
      "the round 315 rank: 1.0\n",
      "the round 316 rank: 1.0\n",
      "the round 317 rank: 2.5\n",
      "the round 318 rank: 82.5\n",
      "the round 319 rank: 22.0\n",
      "the round 320 rank: 1.0\n",
      "the round 321 rank: 35.5\n",
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      "the round 382 rank: 206.0\n",
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      "the round 393 rank: 1.0\n",
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      "the round 421 rank: 9.0\n",
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      "the round 447 rank: 11.0\n",
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      "the round 451 rank: 4.0\n",
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      "the round 453 rank: 1.0\n",
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      "the round 490 rank: 10.5\n",
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      "the round 532 rank: 50.5\n",
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      "the round 535 rank: 4.0\n",
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      "the round 539 rank: 1.5\n",
      "the round 540 rank: 2.0\n",
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      "the round 547 rank: 257.5\n",
      "the round 548 rank: 224.0\n",
      "the round 549 rank: 8.0\n",
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      "the round 551 rank: 4.0\n",
      "the round 552 rank: 110.0\n",
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      "the round 557 rank: 11.0\n",
      "the round 558 rank: 15.0\n",
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      "the round 560 rank: 13.0\n",
      "the round 561 rank: 229.0\n",
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      "the round 563 rank: 18.5\n",
      "the round 564 rank: 42.5\n",
      "the round 565 rank: 3.0\n",
      "the round 566 rank: 65.0\n",
      "the round 567 rank: 10.0\n",
      "the round 568 rank: 3.0\n",
      "the round 569 rank: 3.0\n",
      "the round 570 rank: 101.0\n",
      "the round 571 rank: 93.5\n",
      "the round 572 rank: 31.0\n",
      "the round 573 rank: 13.0\n",
      "the round 574 rank: 2.0\n",
      "the round 575 rank: 1.0\n",
      "the round 576 rank: 57.0\n",
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      "the round 578 rank: 100.0\n",
      "the round 579 rank: 10.5\n",
      "the round 580 rank: 232.0\n",
      "the round 581 rank: 6.5\n",
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      "the round 583 rank: 2.0\n",
      "the round 584 rank: 32.0\n",
      "the round 585 rank: 1.0\n",
      "the round 586 rank: 4.5\n",
      "the round 587 rank: 335.0\n",
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      "the round 589 rank: 38.0\n",
      "the round 590 rank: 33.0\n",
      "the round 591 rank: 22.5\n",
      "the round 592 rank: 21.0\n",
      "the round 593 rank: 3.0\n",
      "the round 594 rank: 3.5\n",
      "the round 595 rank: 48.0\n",
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      "the round 597 rank: 11.0\n",
      "the round 598 rank: 42.5\n",
      "the round 599 rank: 3.5\n",
      "the round 600 rank: 16.0\n",
      "the round 601 rank: 9.0\n",
      "the round 602 rank: 1.0\n",
      "the round 603 rank: 1.0\n",
      "the round 604 rank: 2.5\n",
      "the round 605 rank: 4.5\n",
      "the round 606 rank: 2.0\n",
      "the round 607 rank: 16.0\n",
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      "the round 609 rank: 97.5\n",
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      "the round 611 rank: 2.0\n",
      "the round 612 rank: 24.0\n",
      "the round 613 rank: 2.0\n",
      "the round 614 rank: 16.5\n",
      "the round 615 rank: 6.0\n",
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      "the round 617 rank: 17.0\n",
      "the round 618 rank: 116.0\n",
      "the round 619 rank: 35.0\n",
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      "the round 621 rank: 1.0\n",
      "the round 622 rank: 9.0\n",
      "the round 623 rank: 1.5\n",
      "the round 624 rank: 1.0\n",
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      "the round 627 rank: 76.0\n",
      "the round 628 rank: 54.0\n",
      "the round 629 rank: 1.0\n",
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      "the round 631 rank: 24.0\n",
      "the round 632 rank: 3.5\n",
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      "the round 634 rank: 2.0\n",
      "the round 635 rank: 49.5\n",
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      "the round 638 rank: 3.5\n",
      "the round 639 rank: 1.5\n",
      "the round 640 rank: 10.0\n",
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      "the round 643 rank: 2.0\n",
      "the round 644 rank: 1.0\n",
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      "the round 647 rank: 245.0\n",
      "the round 648 rank: 43.5\n",
      "the round 649 rank: 7.0\n",
      "the round 650 rank: 33.0\n",
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      "the round 653 rank: 9.0\n",
      "the round 654 rank: 2.0\n",
      "the round 655 rank: 8.0\n",
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      "the round 657 rank: 16.5\n",
      "the round 658 rank: 2.5\n",
      "the round 659 rank: 3.5\n",
      "the round 660 rank: 16.5\n",
      "the round 661 rank: 8.0\n",
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      "the round 663 rank: 91.0\n",
      "the round 664 rank: 245.0\n",
      "the round 665 rank: 1.5\n",
      "the round 666 rank: 1.0\n",
      "the round 667 rank: 12.5\n",
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      "the round 670 rank: 2.0\n",
      "the round 671 rank: 6.0\n",
      "the round 672 rank: 2.0\n",
      "the round 673 rank: 14.5\n",
      "the round 674 rank: 1.0\n",
      "the round 675 rank: 4.0\n",
      "the round 676 rank: 187.0\n",
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      "the round 678 rank: 16.5\n",
      "the round 679 rank: 8.5\n",
      "the round 680 rank: 3.0\n",
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      "the round 684 rank: 128.0\n",
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      "the round 689 rank: 1.0\n",
      "the round 690 rank: 10.0\n",
      "the round 691 rank: 17.0\n",
      "the round 692 rank: 18.0\n",
      "the round 693 rank: 1.0\n",
      "the round 694 rank: 2.0\n",
      "the round 695 rank: 9.0\n",
      "the round 696 rank: 3.0\n",
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      "the round 698 rank: 278.0\n",
      "the round 699 rank: 8.5\n",
      "the round 700 rank: 6.0\n",
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      "the round 703 rank: 18.5\n",
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      "the round 705 rank: 2.0\n",
      "the round 706 rank: 1.0\n",
      "the round 707 rank: 4.0\n",
      "the round 708 rank: 16.0\n",
      "the round 709 rank: 1.0\n",
      "the round 710 rank: 12.5\n",
      "the round 711 rank: 2.0\n",
      "the round 712 rank: 89.5\n",
      "the round 713 rank: 14.0\n",
      "the round 714 rank: 4.0\n",
      "the round 715 rank: 2.5\n",
      "the round 716 rank: 3.5\n",
      "the round 717 rank: 2.0\n",
      "the round 718 rank: 2.0\n",
      "the round 719 rank: 1.0\n",
      "the round 720 rank: 1.0\n",
      "the round 721 rank: 3.5\n",
      "the round 722 rank: 17.0\n",
      "the round 723 rank: 9.5\n",
      "the round 724 rank: 17.5\n",
      "the round 725 rank: 245.0\n",
      "the round 726 rank: 8.0\n",
      "the round 727 rank: 2.0\n",
      "the round 728 rank: 15.0\n",
      "the round 729 rank: 1.0\n",
      "the round 730 rank: 1.0\n",
      "the round 731 rank: 1.0\n",
      "the round 732 rank: 3.0\n",
      "the round 733 rank: 17.0\n",
      "the round 734 rank: 19.5\n",
      "the round 735 rank: 3.0\n",
      "the round 736 rank: 12.5\n",
      "the round 737 rank: 19.0\n",
      "the round 738 rank: 11.5\n",
      "the round 739 rank: 20.0\n",
      "the round 740 rank: 2.0\n",
      "the round 741 rank: 3.5\n",
      "the round 742 rank: 2.0\n",
      "the round 743 rank: 3.0\n",
      "the round 744 rank: 24.0\n",
      "the round 745 rank: 6.0\n",
      "the round 746 rank: 59.0\n",
      "the round 747 rank: 2.5\n",
      "the round 748 rank: 1.0\n",
      "the round 749 rank: 32.0\n",
      "the round 750 rank: 98.5\n",
      "the round 751 rank: 1.5\n",
      "the round 752 rank: 235.0\n",
      "the round 753 rank: 56.0\n",
      "the round 754 rank: 3.5\n",
      "the round 755 rank: 8.0\n",
      "the round 756 rank: 1.0\n",
      "the round 757 rank: 11.5\n",
      "the round 758 rank: 17.0\n",
      "the round 759 rank: 12.0\n",
      "the round 760 rank: 12.0\n",
      "the round 761 rank: 13.5\n",
      "the round 762 rank: 3.0\n",
      "the round 763 rank: 8.0\n",
      "the round 764 rank: 1.0\n",
      "the round 765 rank: 15.5\n",
      "the round 766 rank: 16.5\n",
      "the round 767 rank: 12.5\n",
      "the round 768 rank: 4.0\n",
      "the round 769 rank: 19.0\n",
      "the round 770 rank: 5.0\n",
      "the round 771 rank: 140.0\n",
      "the round 772 rank: 1.5\n",
      "the round 773 rank: 2.0\n",
      "the round 774 rank: 1.5\n",
      "the round 775 rank: 3.5\n",
      "the round 776 rank: 1.0\n",
      "the round 777 rank: 3.5\n",
      "the round 778 rank: 9.5\n",
      "the round 779 rank: 11.5\n",
      "the round 780 rank: 39.0\n",
      "the round 781 rank: 1.0\n",
      "the round 782 rank: 5.0\n",
      "the round 783 rank: 16.5\n",
      "the round 784 rank: 3.5\n",
      "the round 785 rank: 28.0\n",
      "the round 786 rank: 2.0\n",
      "the round 787 rank: 6.0\n",
      "the round 788 rank: 129.0\n",
      "the round 789 rank: 13.0\n",
      "the round 790 rank: 3.5\n",
      "the round 791 rank: 4.0\n",
      "the round 792 rank: 3.5\n",
      "the round 793 rank: 3.5\n",
      "the round 794 rank: 3.0\n",
      "the round 795 rank: 16.0\n",
      "the round 796 rank: 188.0\n",
      "the round 797 rank: 16.5\n",
      "the round 798 rank: 15.5\n",
      "the round 799 rank: 15.0\n",
      "the round 800 rank: 13.0\n",
      "the round 801 rank: 23.0\n",
      "the round 802 rank: 43.5\n",
      "the round 803 rank: 1.0\n",
      "the round 804 rank: 3.0\n",
      "the round 805 rank: 178.0\n",
      "the round 806 rank: 9.0\n",
      "the round 807 rank: 184.0\n",
      "the round 808 rank: 15.0\n",
      "the round 809 rank: 75.0\n",
      "the round 810 rank: 1.0\n",
      "the round 811 rank: 6.0\n",
      "the round 812 rank: 1.5\n",
      "the round 813 rank: 11.5\n",
      "the round 814 rank: 1.5\n",
      "the round 815 rank: 3.5\n",
      "the round 816 rank: 113.5\n",
      "the round 817 rank: 11.5\n",
      "the round 818 rank: 5.0\n",
      "the round 819 rank: 244.5\n",
      "the round 820 rank: 18.0\n",
      "the round 821 rank: 17.0\n",
      "the round 822 rank: 6.0\n",
      "the round 823 rank: 253.0\n",
      "the round 824 rank: 3.0\n",
      "the round 825 rank: 24.0\n",
      "the round 826 rank: 4.0\n",
      "the round 827 rank: 35.0\n",
      "the round 828 rank: 20.0\n",
      "the round 829 rank: 22.5\n",
      "the round 830 rank: 26.0\n",
      "the round 831 rank: 4.0\n",
      "the round 832 rank: 26.0\n",
      "the round 833 rank: 4.5\n",
      "the round 834 rank: 5.0\n",
      "the round 835 rank: 3.0\n",
      "the round 836 rank: 7.5\n",
      "the round 837 rank: 120.5\n",
      "the round 838 rank: 23.0\n",
      "the round 839 rank: 3.0\n",
      "the round 840 rank: 7.0\n",
      "the round 841 rank: 111.5\n",
      "the round 842 rank: 61.0\n",
      "the round 843 rank: 1.0\n",
      "the round 844 rank: 1.0\n",
      "the round 845 rank: 4.0\n",
      "the round 846 rank: 17.5\n",
      "the round 847 rank: 12.0\n",
      "the round 848 rank: 6.0\n",
      "the round 849 rank: 10.0\n",
      "the round 850 rank: 6.0\n",
      "the round 851 rank: 17.0\n",
      "the round 852 rank: 8.0\n",
      "the round 853 rank: 1.0\n",
      "the round 854 rank: 16.0\n",
      "the round 855 rank: 31.5\n",
      "the round 856 rank: 15.0\n",
      "the round 857 rank: 2.0\n",
      "the round 858 rank: 11.5\n",
      "the round 859 rank: 10.0\n",
      "the round 860 rank: 17.5\n",
      "the round 861 rank: 14.0\n",
      "the round 862 rank: 10.0\n",
      "the round 863 rank: 2.0\n",
      "the round 864 rank: 1.0\n",
      "the round 865 rank: 21.5\n",
      "the round 866 rank: 115.5\n",
      "the round 867 rank: 4.0\n",
      "the round 868 rank: 4.0\n",
      "the round 869 rank: 14.0\n",
      "the round 870 rank: 8.0\n",
      "the round 871 rank: 39.0\n",
      "the round 872 rank: 1.0\n",
      "the round 873 rank: 161.0\n",
      "the round 874 rank: 1.0\n",
      "the round 875 rank: 1.5\n",
      "the round 876 rank: 5.0\n",
      "the round 877 rank: 8.0\n",
      "the round 878 rank: 16.5\n",
      "the round 879 rank: 2.5\n",
      "the round 880 rank: 7.0\n",
      "the round 881 rank: 118.5\n",
      "the round 882 rank: 78.0\n",
      "the round 883 rank: 11.5\n",
      "the round 884 rank: 4.5\n",
      "the round 885 rank: 73.0\n",
      "the round 886 rank: 5.0\n",
      "the round 887 rank: 4.5\n",
      "the round 888 rank: 3.5\n",
      "the round 889 rank: 118.0\n",
      "the round 890 rank: 5.0\n",
      "the round 891 rank: 113.5\n",
      "the round 892 rank: 10.0\n",
      "the round 893 rank: 4.0\n",
      "the round 894 rank: 4.5\n",
      "the round 895 rank: 16.5\n",
      "the round 896 rank: 171.0\n",
      "the round 897 rank: 117.0\n",
      "the round 898 rank: 33.0\n",
      "the round 899 rank: 1.0\n",
      "the round 900 rank: 6.0\n",
      "the round 901 rank: 4.5\n",
      "the round 902 rank: 17.0\n",
      "the round 903 rank: 36.0\n",
      "the round 904 rank: 111.5\n",
      "the round 905 rank: 25.5\n",
      "the round 906 rank: 7.5\n",
      "the round 907 rank: 4.5\n",
      "the round 908 rank: 10.0\n",
      "the round 909 rank: 2.0\n",
      "the round 910 rank: 7.5\n",
      "the round 911 rank: 100.0\n",
      "the round 912 rank: 8.0\n",
      "the round 913 rank: 4.0\n",
      "the round 914 rank: 4.5\n",
      "the round 915 rank: 22.0\n",
      "the round 916 rank: 4.5\n",
      "the round 917 rank: 30.0\n",
      "the round 918 rank: 1.5\n",
      "the round 919 rank: 24.0\n",
      "the round 920 rank: 11.0\n",
      "the round 921 rank: 5.0\n",
      "the round 922 rank: 4.0\n",
      "the round 923 rank: 16.0\n",
      "the round 924 rank: 10.0\n",
      "the round 925 rank: 4.0\n",
      "the round 926 rank: 1.0\n",
      "the round 927 rank: 2.0\n",
      "the round 928 rank: 4.0\n",
      "the round 929 rank: 7.5\n",
      "the round 930 rank: 10.0\n",
      "the round 931 rank: 18.0\n",
      "the round 932 rank: 5.0\n",
      "the round 933 rank: 21.5\n",
      "the round 934 rank: 115.5\n",
      "the round 935 rank: 12.0\n",
      "the round 936 rank: 16.0\n",
      "the round 937 rank: 1.0\n",
      "the round 938 rank: 12.0\n",
      "the round 939 rank: 22.5\n",
      "the round 940 rank: 3.0\n",
      "the round 941 rank: 24.0\n",
      "the round 942 rank: 8.0\n",
      "the round 943 rank: 17.0\n",
      "the round 944 rank: 1.0\n",
      "the round 945 rank: 3.0\n",
      "the round 946 rank: 4.0\n",
      "the round 947 rank: 55.0\n",
      "the round 948 rank: 29.0\n",
      "the round 949 rank: 1.0\n",
      "the round 950 rank: 11.0\n",
      "the round 951 rank: 2.0\n",
      "the round 952 rank: 23.0\n",
      "the round 953 rank: 11.5\n",
      "the round 954 rank: 26.0\n",
      "the round 955 rank: 7.0\n",
      "the round 956 rank: 9.0\n",
      "the round 957 rank: 1.0\n",
      "the round 958 rank: 11.5\n",
      "the round 959 rank: 17.0\n",
      "the round 960 rank: 18.0\n",
      "the round 961 rank: 9.0\n",
      "the round 962 rank: 13.5\n",
      "the round 963 rank: 26.0\n",
      "the round 964 rank: 5.0\n",
      "the round 965 rank: 8.0\n",
      "the round 966 rank: 14.0\n",
      "the round 967 rank: 9.0\n",
      "the round 968 rank: 6.0\n",
      "the round 969 rank: 1.0\n",
      "the round 970 rank: 25.5\n",
      "the round 971 rank: 1.0\n",
      "the round 972 rank: 2.5\n",
      "the round 973 rank: 36.0\n",
      "the round 974 rank: 11.0\n",
      "the round 975 rank: 7.0\n",
      "the round 976 rank: 9.0\n",
      "the round 977 rank: 34.0\n",
      "the round 978 rank: 31.5\n",
      "the round 979 rank: 13.5\n",
      "the round 980 rank: 8.0\n",
      "the round 981 rank: 28.0\n",
      "the round 982 rank: 9.0\n",
      "the round 983 rank: 5.0\n",
      "the round 984 rank: 4.0\n",
      "the round 985 rank: 4.0\n",
      "the round 986 rank: 14.0\n",
      "the round 987 rank: 17.0\n",
      "the round 988 rank: 10.0\n",
      "the round 989 rank: 26.0\n",
      "the round 990 rank: 118.5\n",
      "the round 991 rank: 11.5\n",
      "the round 992 rank: 11.5\n",
      "the round 993 rank: 244.5\n",
      "the round 994 rank: 120.5\n",
      "the round 995 rank: 27.0\n",
      "the round 996 rank: 23.0\n",
      "the round 997 rank: 8.0\n",
      "the round 998 rank: 5.0\n",
      "Evalutate in terms of testing data...\n",
      "the round 0 rank: 9.5\n",
      "the round 1 rank: 22.0\n",
      "the round 2 rank: 2.0\n",
      "the round 3 rank: 6.0\n",
      "the round 4 rank: 25.5\n",
      "the round 5 rank: 33.0\n",
      "the round 6 rank: 6.0\n",
      "the round 7 rank: 16.0\n",
      "the round 8 rank: 64.0\n",
      "the round 9 rank: 33.0\n",
      "the round 10 rank: 28.0\n",
      "the round 11 rank: 18.5\n",
      "the round 12 rank: 26.0\n",
      "the round 13 rank: 26.0\n",
      "the round 14 rank: 33.0\n",
      "the round 15 rank: 12.5\n",
      "the round 16 rank: 5.5\n",
      "the round 17 rank: 51.5\n",
      "the round 18 rank: 7.5\n",
      "the round 19 rank: 36.0\n",
      "the round 20 rank: 22.0\n",
      "the round 21 rank: 76.0\n",
      "the round 22 rank: 7.0\n",
      "the round 23 rank: 5.0\n",
      "the round 24 rank: 5.0\n",
      "the round 25 rank: 35.0\n",
      "the round 26 rank: 42.0\n",
      "the round 27 rank: 15.0\n",
      "the round 28 rank: 19.0\n",
      "the round 29 rank: 33.0\n",
      "the round 30 rank: 150.0\n",
      "the round 31 rank: 11.5\n",
      "the round 32 rank: 74.0\n",
      "the round 33 rank: 1.0\n",
      "the round 34 rank: 204.0\n",
      "the round 35 rank: 13.0\n",
      "the round 36 rank: 20.0\n",
      "the round 37 rank: 1.5\n",
      "the round 38 rank: 9.5\n",
      "the round 39 rank: 19.0\n",
      "the round 40 rank: 1.0\n",
      "the round 41 rank: 7.0\n",
      "the round 42 rank: 2.0\n",
      "the round 43 rank: 28.5\n",
      "the round 44 rank: 1.5\n",
      "the round 45 rank: 3.5\n",
      "the round 46 rank: 22.0\n",
      "the round 47 rank: 7.0\n",
      "the round 48 rank: 12.0\n",
      "the round 49 rank: 1.0\n",
      "the round 50 rank: 22.0\n",
      "the round 51 rank: 56.0\n",
      "the round 52 rank: 17.5\n",
      "the round 53 rank: 24.0\n",
      "the round 54 rank: 12.0\n",
      "the round 55 rank: 12.0\n",
      "the round 56 rank: 7.0\n",
      "the round 57 rank: 31.0\n",
      "the round 58 rank: 1.0\n",
      "the round 59 rank: 56.0\n",
      "the round 60 rank: 46.0\n",
      "the round 61 rank: 3.5\n",
      "the round 62 rank: 12.0\n",
      "the round 63 rank: 16.5\n",
      "the round 64 rank: 65.5\n",
      "the round 65 rank: 4.0\n",
      "the round 66 rank: 4.5\n",
      "the round 67 rank: 59.0\n",
      "the round 68 rank: 12.0\n",
      "the round 69 rank: 1.0\n",
      "the round 70 rank: 7.0\n",
      "the round 71 rank: 172.5\n",
      "the round 72 rank: 172.0\n",
      "the round 73 rank: 46.0\n",
      "the round 74 rank: 7.5\n",
      "the round 75 rank: 33.0\n",
      "the round 76 rank: 46.0\n",
      "the round 77 rank: 16.5\n",
      "the round 78 rank: 204.0\n",
      "the round 79 rank: 2.0\n",
      "the round 80 rank: 65.0\n",
      "the round 81 rank: 12.5\n",
      "the round 82 rank: 22.0\n",
      "the round 83 rank: 7.0\n",
      "the round 84 rank: 33.0\n",
      "the round 85 rank: 195.0\n",
      "the round 86 rank: 84.0\n",
      "the round 87 rank: 6.0\n",
      "the round 88 rank: 1.0\n",
      "the round 89 rank: 1.0\n",
      "the round 90 rank: 12.0\n",
      "the round 91 rank: 20.0\n",
      "the round 92 rank: 12.0\n",
      "the round 93 rank: 1.0\n",
      "the round 94 rank: 25.0\n",
      "the round 95 rank: 1.0\n",
      "the round 96 rank: 8.0\n",
      "the round 97 rank: 37.0\n",
      "the round 98 rank: 53.0\n",
      "the round 99 rank: 1.0\n",
      "the round 100 rank: 46.0\n",
      "the round 101 rank: 13.0\n",
      "the round 102 rank: 28.0\n",
      "the round 103 rank: 184.5\n",
      "the round 104 rank: 1.5\n",
      "the round 105 rank: 12.5\n",
      "the round 106 rank: 3.0\n",
      "the round 107 rank: 17.0\n",
      "the round 108 rank: 31.0\n",
      "the round 109 rank: 15.0\n",
      "the round 110 rank: 59.0\n",
      "the round 111 rank: 49.0\n",
      "the round 112 rank: 35.0\n",
      "the round 113 rank: 1.0\n",
      "the round 114 rank: 6.0\n",
      "the round 115 rank: 5.0\n",
      "the round 116 rank: 145.5\n",
      "the round 117 rank: 6.0\n",
      "the round 118 rank: 23.0\n",
      "the round 119 rank: 22.5\n",
      "the round 120 rank: 30.5\n",
      "the round 121 rank: 5.5\n",
      "the round 122 rank: 53.0\n",
      "the round 123 rank: 22.0\n",
      "the round 124 rank: 6.0\n",
      "the round 125 rank: 13.0\n",
      "the round 126 rank: 56.0\n",
      "the round 127 rank: 4.0\n",
      "the round 128 rank: 1.0\n",
      "the round 129 rank: 1.0\n",
      "the round 130 rank: 25.0\n",
      "the round 131 rank: 81.0\n",
      "the round 132 rank: 173.0\n",
      "the round 133 rank: 8.0\n",
      "the round 134 rank: 76.0\n",
      "the round 135 rank: 28.0\n",
      "the round 136 rank: 53.5\n",
      "the round 137 rank: 306.0\n",
      "the round 138 rank: 7.0\n",
      "the round 139 rank: 172.0\n",
      "the round 140 rank: 5.5\n",
      "the round 141 rank: 46.0\n",
      "the round 142 rank: 16.0\n",
      "the round 143 rank: 20.0\n",
      "the round 144 rank: 3.0\n",
      "the round 145 rank: 24.0\n",
      "the round 146 rank: 22.0\n",
      "the round 147 rank: 5.5\n",
      "the round 148 rank: 1.5\n",
      "the round 149 rank: 9.5\n",
      "the round 150 rank: 33.5\n",
      "the round 151 rank: 26.5\n",
      "the round 152 rank: 36.5\n",
      "the round 153 rank: 15.0\n",
      "the round 154 rank: 33.0\n",
      "the round 155 rank: 25.0\n",
      "the round 156 rank: 46.5\n",
      "the round 157 rank: 14.5\n",
      "the round 158 rank: 6.5\n",
      "the round 159 rank: 9.5\n",
      "the round 160 rank: 172.0\n",
      "the round 161 rank: 9.5\n",
      "the round 162 rank: 145.5\n",
      "the round 163 rank: 22.0\n",
      "the round 164 rank: 179.0\n",
      "the round 165 rank: 22.0\n",
      "the round 166 rank: 46.0\n",
      "the round 167 rank: 59.0\n",
      "the round 168 rank: 23.0\n",
      "the round 169 rank: 7.0\n",
      "the round 170 rank: 26.0\n",
      "the round 171 rank: 5.0\n",
      "the round 172 rank: 57.0\n",
      "the round 173 rank: 76.0\n",
      "the round 174 rank: 36.5\n",
      "the round 175 rank: 7.0\n",
      "the round 176 rank: 22.0\n",
      "the round 177 rank: 22.0\n",
      "the round 178 rank: 33.0\n",
      "the round 179 rank: 10.0\n",
      "the round 180 rank: 2.0\n",
      "the round 181 rank: 189.0\n",
      "the round 182 rank: 6.0\n",
      "the round 183 rank: 5.5\n",
      "the round 184 rank: 11.5\n",
      "the round 185 rank: 2.0\n",
      "the round 186 rank: 46.0\n",
      "the round 187 rank: 23.0\n",
      "the round 188 rank: 9.5\n",
      "the round 189 rank: 27.5\n",
      "the round 190 rank: 70.5\n",
      "the round 191 rank: 33.0\n",
      "the round 192 rank: 5.5\n",
      "the round 193 rank: 61.5\n",
      "the round 194 rank: 12.0\n",
      "the round 195 rank: 17.5\n",
      "the round 196 rank: 5.0\n",
      "the round 197 rank: 172.5\n",
      "the round 198 rank: 19.0\n",
      "the round 199 rank: 46.0\n",
      "the round 200 rank: 16.5\n",
      "the round 201 rank: 20.0\n",
      "the round 202 rank: 1.5\n",
      "the round 203 rank: 33.0\n",
      "the round 204 rank: 20.0\n",
      "the round 205 rank: 204.0\n",
      "the round 206 rank: 7.0\n",
      "the round 207 rank: 32.0\n",
      "the round 208 rank: 3.5\n",
      "the round 209 rank: 6.0\n",
      "the round 210 rank: 33.0\n",
      "the round 211 rank: 11.5\n",
      "the round 212 rank: 184.5\n",
      "the round 213 rank: 3.5\n",
      "the round 214 rank: 33.0\n",
      "the round 215 rank: 180.5\n",
      "the round 216 rank: 65.5\n",
      "the round 217 rank: 61.5\n",
      "the round 218 rank: 32.5\n",
      "the round 219 rank: 67.0\n",
      "the round 220 rank: 12.0\n",
      "the round 221 rank: 36.0\n",
      "the round 222 rank: 20.5\n",
      "the round 223 rank: 67.5\n",
      "the round 224 rank: 12.0\n",
      "the round 225 rank: 10.0\n",
      "the round 226 rank: 10.0\n",
      "the round 227 rank: 65.5\n",
      "the round 228 rank: 12.0\n",
      "the round 229 rank: 81.0\n",
      "the round 230 rank: 22.0\n",
      "the round 231 rank: 18.0\n",
      "the round 232 rank: 1.0\n",
      "the round 233 rank: 23.0\n",
      "the round 234 rank: 22.0\n",
      "the round 235 rank: 25.0\n",
      "the round 236 rank: 13.0\n",
      "the round 237 rank: 35.0\n",
      "the round 238 rank: 2.0\n",
      "the round 239 rank: 15.0\n",
      "the round 240 rank: 6.5\n",
      "the round 241 rank: 51.5\n",
      "the round 242 rank: 57.0\n",
      "the round 243 rank: 23.0\n",
      "the round 244 rank: 22.0\n",
      "the round 245 rank: 27.5\n",
      "the round 246 rank: 7.0\n",
      "the round 247 rank: 10.0\n",
      "the round 248 rank: 26.0\n",
      "the round 249 rank: 4.0\n",
      "the round 250 rank: 2.0\n",
      "the round 251 rank: 24.0\n",
      "the round 252 rank: 172.5\n",
      "the round 253 rank: 22.0\n",
      "the round 254 rank: 204.0\n",
      "the round 255 rank: 31.0\n",
      "the round 256 rank: 33.0\n",
      "the round 257 rank: 22.5\n",
      "the round 258 rank: 14.5\n",
      "the round 259 rank: 1.0\n",
      "the round 260 rank: 21.0\n",
      "the round 261 rank: 2.0\n",
      "the round 262 rank: 169.0\n",
      "the round 263 rank: 156.5\n",
      "the round 264 rank: 33.0\n",
      "the round 265 rank: 17.5\n",
      "the round 266 rank: 13.0\n",
      "the round 267 rank: 30.5\n",
      "the round 268 rank: 15.0\n",
      "the round 269 rank: 18.5\n",
      "the round 270 rank: 22.0\n",
      "the round 271 rank: 36.0\n",
      "the round 272 rank: 4.0\n",
      "the round 273 rank: 14.5\n",
      "the round 274 rank: 78.5\n",
      "the round 275 rank: 3.5\n",
      "the round 276 rank: 70.5\n",
      "the round 277 rank: 12.0\n",
      "the round 278 rank: 20.0\n",
      "the round 279 rank: 2.0\n",
      "the round 280 rank: 49.0\n",
      "the round 281 rank: 7.0\n",
      "the round 282 rank: 10.0\n",
      "the round 283 rank: 200.0\n",
      "the round 284 rank: 31.0\n",
      "the round 285 rank: 25.5\n",
      "the round 286 rank: 172.5\n",
      "the round 287 rank: 73.5\n",
      "the round 288 rank: 20.5\n",
      "the round 289 rank: 7.0\n",
      "the round 290 rank: 64.0\n",
      "the round 291 rank: 9.5\n",
      "the round 292 rank: 22.0\n",
      "the round 293 rank: 176.5\n",
      "the round 294 rank: 29.5\n",
      "the round 295 rank: 10.0\n",
      "the round 296 rank: 191.0\n",
      "the round 297 rank: 2.0\n",
      "the round 298 rank: 4.0\n",
      "the round 299 rank: 3.0\n",
      "the round 300 rank: 23.0\n",
      "the round 301 rank: 33.0\n",
      "the round 302 rank: 36.0\n",
      "the round 303 rank: 16.0\n",
      "the round 304 rank: 38.5\n",
      "the round 305 rank: 68.5\n",
      "the round 306 rank: 1.5\n",
      "the round 307 rank: 33.0\n",
      "the round 308 rank: 7.0\n",
      "the round 309 rank: 5.5\n",
      "the round 310 rank: 33.0\n",
      "the round 311 rank: 8.0\n",
      "the round 312 rank: 169.0\n",
      "the round 313 rank: 46.0\n",
      "the round 314 rank: 14.0\n",
      "the round 315 rank: 70.5\n",
      "the round 316 rank: 48.0\n",
      "the round 317 rank: 9.5\n",
      "the round 318 rank: 12.0\n",
      "the round 319 rank: 28.5\n",
      "the round 320 rank: 65.5\n",
      "the round 321 rank: 1.0\n",
      "the round 322 rank: 22.0\n",
      "the round 323 rank: 22.0\n",
      "the round 324 rank: 5.0\n",
      "the round 325 rank: 1.0\n",
      "the round 326 rank: 3.5\n",
      "the round 327 rank: 172.5\n",
      "the round 328 rank: 53.5\n",
      "the round 329 rank: 17.5\n",
      "the round 330 rank: 20.0\n",
      "the round 331 rank: 169.0\n",
      "the round 332 rank: 22.0\n",
      "the round 333 rank: 38.5\n",
      "the round 334 rank: 31.0\n",
      "the round 335 rank: 19.0\n",
      "the round 336 rank: 46.0\n",
      "the round 337 rank: 2.5\n",
      "the round 338 rank: 2.0\n",
      "the round 339 rank: 7.0\n",
      "the round 340 rank: 184.5\n",
      "the round 341 rank: 115.0\n",
      "the round 342 rank: 189.0\n",
      "the round 343 rank: 5.0\n",
      "the round 344 rank: 3.0\n",
      "the round 345 rank: 6.5\n",
      "the round 346 rank: 20.0\n",
      "the round 347 rank: 185.0\n",
      "the round 348 rank: 57.5\n",
      "the round 349 rank: 13.0\n",
      "the round 350 rank: 3.0\n",
      "the round 351 rank: 1.0\n",
      "the round 352 rank: 7.0\n",
      "the round 353 rank: 19.0\n",
      "the round 354 rank: 42.5\n",
      "the round 355 rank: 25.0\n",
      "the round 356 rank: 1.0\n",
      "the round 357 rank: 13.0\n",
      "the round 358 rank: 57.5\n",
      "the round 359 rank: 5.5\n",
      "the round 360 rank: 6.5\n",
      "the round 361 rank: 23.0\n",
      "the round 362 rank: 13.0\n",
      "the round 363 rank: 172.5\n",
      "the round 364 rank: 3.5\n",
      "the round 365 rank: 23.0\n",
      "the round 366 rank: 26.0\n",
      "the round 367 rank: 5.0\n",
      "the round 368 rank: 15.0\n",
      "the round 369 rank: 1.5\n",
      "the round 370 rank: 32.5\n",
      "the round 371 rank: 55.5\n",
      "the round 372 rank: 11.5\n",
      "the round 373 rank: 62.0\n",
      "the round 374 rank: 1.5\n",
      "the round 375 rank: 22.0\n",
      "the round 376 rank: 180.5\n",
      "the round 377 rank: 176.5\n",
      "the round 378 rank: 81.0\n",
      "the round 379 rank: 33.0\n",
      "the round 380 rank: 42.5\n",
      "the round 381 rank: 9.5\n",
      "the round 382 rank: 1.0\n",
      "the round 383 rank: 10.0\n",
      "the round 384 rank: 28.5\n",
      "the round 385 rank: 184.5\n",
      "the round 386 rank: 67.0\n",
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      "the round 393 rank: 145.0\n",
      "the round 394 rank: 4.5\n",
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      "the round 396 rank: 17.5\n",
      "the round 397 rank: 33.0\n",
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      "the round 400 rank: 179.0\n",
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      "the round 403 rank: 28.0\n",
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      "the round 406 rank: 220.0\n",
      "the round 407 rank: 180.5\n",
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      "the round 409 rank: 20.0\n",
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      "the round 411 rank: 1.0\n",
      "the round 412 rank: 2.0\n",
      "the round 413 rank: 28.5\n",
      "the round 414 rank: 179.0\n",
      "the round 415 rank: 3.5\n",
      "the round 416 rank: 172.5\n",
      "the round 417 rank: 5.5\n",
      "the round 418 rank: 64.0\n",
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      "the round 420 rank: 2.5\n",
      "the round 421 rank: 16.0\n",
      "the round 422 rank: 4.0\n",
      "the round 423 rank: 5.0\n",
      "the round 424 rank: 4.0\n",
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      "the round 427 rank: 26.5\n",
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      "the round 429 rank: 13.0\n",
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      "the round 431 rank: 189.0\n",
      "the round 432 rank: 6.0\n",
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      "the round 434 rank: 7.0\n",
      "the round 435 rank: 7.0\n",
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      "the round 437 rank: 45.0\n",
      "the round 438 rank: 69.0\n",
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      "the round 440 rank: 42.0\n",
      "the round 441 rank: 14.5\n",
      "the round 442 rank: 3.0\n",
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      "the round 444 rank: 15.0\n",
      "the round 445 rank: 76.0\n",
      "the round 446 rank: 3.0\n",
      "the round 447 rank: 184.5\n",
      "the round 448 rank: 1.0\n",
      "the round 449 rank: 1.0\n",
      "the round 450 rank: 1.0\n",
      "the round 451 rank: 26.0\n",
      "the round 452 rank: 57.5\n",
      "the round 453 rank: 24.0\n",
      "the round 454 rank: 3.0\n",
      "the round 455 rank: 73.5\n",
      "the round 456 rank: 15.0\n",
      "the round 457 rank: 7.0\n",
      "the round 458 rank: 7.0\n",
      "the round 459 rank: 78.5\n",
      "the round 460 rank: 33.5\n",
      "the round 461 rank: 62.0\n",
      "the round 462 rank: 33.0\n",
      "the round 463 rank: 1.5\n",
      "the round 464 rank: 28.5\n",
      "the round 465 rank: 176.5\n",
      "the round 466 rank: 1.5\n",
      "the round 467 rank: 68.5\n",
      "the round 468 rank: 19.0\n",
      "the round 469 rank: 8.5\n",
      "the round 470 rank: 55.5\n",
      "the round 471 rank: 14.5\n",
      "the round 472 rank: 33.0\n",
      "the round 473 rank: 6.0\n",
      "the round 474 rank: 5.0\n",
      "the round 475 rank: 6.0\n",
      "the round 476 rank: 14.5\n",
      "the round 477 rank: 33.0\n",
      "the round 478 rank: 13.0\n",
      "the round 479 rank: 173.0\n",
      "the round 480 rank: 184.5\n",
      "the round 481 rank: 15.0\n",
      "the round 482 rank: 8.5\n",
      "the round 483 rank: 176.5\n",
      "the round 484 rank: 198.0\n",
      "the round 485 rank: 15.0\n",
      "the round 486 rank: 5.0\n",
      "the round 487 rank: 67.5\n",
      "the round 488 rank: 22.0\n",
      "the round 489 rank: 186.5\n",
      "the round 490 rank: 29.5\n",
      "the round 491 rank: 21.5\n",
      "the round 492 rank: 15.0\n",
      "the round 493 rank: 1.0\n",
      "the round 494 rank: 18.5\n",
      "the round 495 rank: 186.5\n",
      "the round 496 rank: 3.0\n",
      "the round 497 rank: 7.0\n",
      "the round 498 rank: 2.0\n",
      "the round 499 rank: 14.5\n",
      "the round 500 rank: 42.5\n",
      "the round 501 rank: 71.0\n",
      "the round 502 rank: 18.5\n",
      "the round 503 rank: 3.0\n",
      "the round 504 rank: 3.0\n",
      "the round 505 rank: 25.0\n",
      "the round 506 rank: 172.5\n",
      "the round 507 rank: 26.0\n",
      "the round 508 rank: 36.5\n",
      "the round 509 rank: 2.0\n",
      "the round 510 rank: 97.0\n",
      "the round 511 rank: 6.0\n",
      "the round 512 rank: 11.5\n",
      "the round 513 rank: 49.0\n",
      "the round 514 rank: 1.0\n",
      "the round 515 rank: 3.0\n",
      "the round 516 rank: 172.5\n",
      "the round 517 rank: 1.0\n",
      "the round 518 rank: 2.5\n",
      "the round 519 rank: 33.0\n",
      "the round 520 rank: 53.0\n",
      "the round 521 rank: 21.5\n",
      "the round 522 rank: 216.0\n",
      "the round 523 rank: 2.0\n",
      "the round 524 rank: 33.0\n",
      "the round 525 rank: 173.0\n",
      "the round 526 rank: 184.0\n",
      "the round 527 rank: 24.0\n",
      "the round 528 rank: 46.0\n",
      "the round 529 rank: 31.0\n",
      "the round 530 rank: 6.0\n",
      "the round 531 rank: 11.5\n",
      "the round 532 rank: 37.5\n",
      "the round 533 rank: 7.0\n",
      "the round 534 rank: 2.0\n",
      "the round 535 rank: 62.0\n",
      "the round 536 rank: 2.0\n",
      "the round 537 rank: 67.0\n",
      "the round 538 rank: 37.5\n",
      "the round 539 rank: 57.0\n",
      "the round 540 rank: 34.0\n",
      "the round 541 rank: 46.5\n",
      "the round 542 rank: 12.0\n",
      "the round 543 rank: 7.0\n",
      "the round 544 rank: 186.0\n",
      "the round 545 rank: 1.0\n",
      "the round 546 rank: 56.0\n",
      "the round 547 rank: 156.5\n",
      "the round 548 rank: 11.0\n",
      "the round 549 rank: 12.0\n",
      "the round 550 rank: 2.0\n",
      "the round 551 rank: 2.0\n",
      "the round 552 rank: 5.5\n",
      "the round 553 rank: 67.0\n",
      "the round 554 rank: 2.5\n",
      "the round 555 rank: 173.0\n",
      "the round 556 rank: 1.5\n",
      "the round 557 rank: 88.5\n",
      "the round 558 rank: 284.0\n",
      "the round 559 rank: 3.0\n",
      "the round 560 rank: 2.0\n",
      "the round 561 rank: 6.0\n",
      "the round 562 rank: 12.5\n",
      "the round 563 rank: 24.0\n",
      "the round 564 rank: 6.0\n",
      "the round 565 rank: 13.0\n",
      "the round 566 rank: 178.0\n",
      "the round 567 rank: 1.0\n",
      "the round 568 rank: 1.0\n",
      "the round 569 rank: 9.0\n",
      "the round 570 rank: 8.5\n",
      "the round 571 rank: 1.0\n",
      "the round 572 rank: 4.0\n",
      "the round 573 rank: 5.0\n",
      "the round 574 rank: 2.0\n",
      "the round 575 rank: 13.0\n",
      "the round 576 rank: 1.0\n",
      "the round 577 rank: 7.5\n",
      "the round 578 rank: 9.5\n",
      "the round 579 rank: 130.5\n",
      "the round 580 rank: 9.0\n",
      "the round 581 rank: 2.0\n",
      "the round 582 rank: 7.0\n",
      "the round 583 rank: 36.0\n",
      "the round 584 rank: 11.5\n",
      "the round 585 rank: 1.0\n",
      "the round 586 rank: 13.0\n",
      "the round 587 rank: 155.5\n",
      "the round 588 rank: 3.0\n",
      "the round 589 rank: 5.0\n",
      "the round 590 rank: 271.0\n",
      "the round 591 rank: 5.5\n",
      "the round 592 rank: 6.0\n",
      "the round 593 rank: 1.0\n",
      "the round 594 rank: 331.0\n",
      "the round 595 rank: 115.0\n",
      "the round 596 rank: 2.5\n",
      "the round 597 rank: 1.0\n",
      "the round 598 rank: 3.0\n",
      "the round 599 rank: 4.0\n",
      "the round 600 rank: 2.0\n",
      "the round 601 rank: 5.0\n",
      "the round 602 rank: 174.0\n",
      "the round 603 rank: 5.0\n",
      "the round 604 rank: 51.5\n",
      "the round 605 rank: 116.0\n",
      "the round 606 rank: 12.0\n",
      "the round 607 rank: 222.0\n",
      "the round 608 rank: 39.0\n",
      "the round 609 rank: 2.0\n",
      "the round 610 rank: 6.0\n",
      "the round 611 rank: 16.0\n",
      "the round 612 rank: 6.0\n",
      "the round 613 rank: 13.0\n",
      "the round 614 rank: 4.0\n",
      "the round 615 rank: 6.0\n",
      "the round 616 rank: 1.0\n",
      "the round 617 rank: 122.0\n",
      "the round 618 rank: 4.0\n",
      "the round 619 rank: 4.0\n",
      "the round 620 rank: 18.0\n",
      "the round 621 rank: 176.0\n",
      "the round 622 rank: 1.0\n",
      "the round 623 rank: 6.0\n",
      "the round 624 rank: 11.0\n",
      "the round 625 rank: 9.0\n",
      "the round 626 rank: 188.5\n",
      "the round 627 rank: 6.0\n",
      "the round 628 rank: 1.0\n",
      "the round 629 rank: 5.5\n",
      "the round 630 rank: 7.5\n",
      "the round 631 rank: 58.0\n",
      "the round 632 rank: 1.0\n",
      "the round 633 rank: 12.5\n",
      "the round 634 rank: 8.5\n",
      "the round 635 rank: 17.0\n",
      "the round 636 rank: 1.0\n",
      "the round 637 rank: 31.0\n",
      "the round 638 rank: 13.0\n",
      "the round 639 rank: 23.5\n",
      "the round 640 rank: 1.5\n",
      "the round 641 rank: 1.5\n",
      "the round 642 rank: 9.5\n",
      "the round 643 rank: 2.0\n",
      "the round 644 rank: 56.0\n",
      "the round 645 rank: 9.0\n",
      "the round 646 rank: 1.0\n",
      "the round 647 rank: 5.5\n",
      "the round 648 rank: 26.0\n",
      "the round 649 rank: 16.0\n",
      "the round 650 rank: 8.0\n",
      "the round 651 rank: 5.5\n",
      "the round 652 rank: 8.5\n",
      "the round 653 rank: 16.5\n",
      "the round 654 rank: 2.0\n",
      "the round 655 rank: 1.0\n",
      "the round 656 rank: 4.0\n",
      "the round 657 rank: 1.5\n",
      "the round 658 rank: 17.5\n",
      "the round 659 rank: 1.0\n",
      "the round 660 rank: 7.0\n",
      "the round 661 rank: 38.0\n",
      "the round 662 rank: 2.5\n",
      "the round 663 rank: 2.0\n",
      "the round 664 rank: 51.5\n",
      "the round 665 rank: 5.0\n",
      "the round 666 rank: 13.0\n",
      "the round 667 rank: 1.0\n",
      "the round 668 rank: 1.0\n",
      "the round 669 rank: 8.0\n",
      "the round 670 rank: 13.0\n",
      "the round 671 rank: 5.0\n",
      "the round 672 rank: 206.0\n",
      "the round 673 rank: 15.0\n",
      "the round 674 rank: 8.0\n",
      "the round 675 rank: 1.5\n",
      "the round 676 rank: 7.0\n",
      "the round 677 rank: 16.0\n",
      "the round 678 rank: 1.0\n",
      "the round 679 rank: 2.0\n",
      "the round 680 rank: 7.0\n",
      "the round 681 rank: 123.0\n",
      "the round 682 rank: 5.0\n",
      "the round 683 rank: 20.0\n",
      "the round 684 rank: 2.0\n",
      "the round 685 rank: 5.0\n",
      "the round 686 rank: 15.0\n",
      "the round 687 rank: 2.0\n",
      "the round 688 rank: 1.0\n",
      "the round 689 rank: 1.0\n",
      "the round 690 rank: 1.5\n",
      "the round 691 rank: 1.5\n",
      "the round 692 rank: 12.5\n",
      "the round 693 rank: 47.0\n",
      "the round 694 rank: 1.5\n",
      "the round 695 rank: 24.0\n",
      "the round 696 rank: 2.0\n",
      "the round 697 rank: 6.0\n",
      "the round 698 rank: 1.0\n",
      "the round 699 rank: 9.0\n",
      "the round 700 rank: 2.0\n",
      "the round 701 rank: 3.0\n",
      "the round 702 rank: 62.0\n",
      "the round 703 rank: 15.0\n",
      "the round 704 rank: 1.5\n",
      "the round 705 rank: 17.0\n",
      "the round 706 rank: 43.0\n",
      "the round 707 rank: 283.0\n",
      "the round 708 rank: 7.5\n",
      "the round 709 rank: 13.0\n",
      "the round 710 rank: 21.0\n",
      "the round 711 rank: 95.0\n",
      "the round 712 rank: 2.0\n",
      "the round 713 rank: 119.0\n",
      "the round 714 rank: 62.5\n",
      "the round 715 rank: 1.5\n",
      "the round 716 rank: 1.0\n",
      "the round 717 rank: 13.5\n",
      "the round 718 rank: 2.0\n",
      "the round 719 rank: 3.0\n",
      "the round 720 rank: 13.5\n",
      "the round 721 rank: 3.0\n",
      "the round 722 rank: 188.5\n",
      "the round 723 rank: 2.0\n",
      "the round 724 rank: 4.0\n",
      "the round 725 rank: 72.0\n",
      "the round 726 rank: 9.5\n",
      "the round 727 rank: 7.5\n",
      "the round 728 rank: 11.0\n",
      "the round 729 rank: 20.0\n",
      "the round 730 rank: 7.0\n",
      "the round 731 rank: 4.0\n",
      "the round 732 rank: 1.5\n",
      "the round 733 rank: 130.5\n",
      "the round 734 rank: 8.0\n",
      "the round 735 rank: 1.0\n",
      "the round 736 rank: 13.0\n",
      "the round 737 rank: 4.0\n",
      "the round 738 rank: 12.5\n",
      "the round 739 rank: 9.5\n",
      "the round 740 rank: 5.0\n",
      "the round 741 rank: 4.0\n",
      "the round 742 rank: 1.0\n",
      "the round 743 rank: 14.5\n",
      "the round 744 rank: 88.5\n",
      "the round 745 rank: 5.0\n",
      "the round 746 rank: 2.0\n",
      "the round 747 rank: 6.0\n",
      "the round 748 rank: 33.0\n",
      "the round 749 rank: 274.0\n",
      "the round 750 rank: 8.5\n",
      "the round 751 rank: 1.0\n",
      "the round 752 rank: 5.5\n",
      "the round 753 rank: 8.5\n",
      "the round 754 rank: 1.0\n",
      "the round 755 rank: 4.0\n",
      "the round 756 rank: 8.0\n",
      "the round 757 rank: 227.0\n",
      "the round 758 rank: 170.0\n",
      "the round 759 rank: 11.5\n",
      "the round 760 rank: 2.0\n",
      "the round 761 rank: 9.0\n",
      "the round 762 rank: 41.0\n",
      "the round 763 rank: 23.0\n",
      "the round 764 rank: 7.5\n",
      "the round 765 rank: 1.0\n",
      "the round 766 rank: 5.0\n",
      "the round 767 rank: 242.0\n",
      "the round 768 rank: 8.0\n",
      "the round 769 rank: 10.0\n",
      "the round 770 rank: 3.0\n",
      "the round 771 rank: 155.5\n",
      "the round 772 rank: 2.0\n",
      "the round 773 rank: 13.0\n",
      "the round 774 rank: 2.0\n",
      "the round 775 rank: 18.0\n",
      "the round 776 rank: 7.5\n",
      "the round 777 rank: 4.0\n",
      "the round 778 rank: 5.0\n",
      "the round 779 rank: 23.5\n",
      "the round 780 rank: 226.0\n",
      "the round 781 rank: 1.0\n",
      "the round 782 rank: 2.0\n",
      "the round 783 rank: 13.0\n",
      "the round 784 rank: 5.0\n",
      "the round 785 rank: 10.0\n",
      "the round 786 rank: 5.0\n",
      "the round 787 rank: 151.0\n",
      "the round 788 rank: 29.0\n",
      "the round 789 rank: 2.0\n",
      "the round 790 rank: 1.0\n",
      "the round 791 rank: 7.0\n",
      "the round 792 rank: 64.0\n",
      "the round 793 rank: 1.0\n",
      "the round 794 rank: 1.0\n",
      "the round 795 rank: 10.5\n",
      "the round 796 rank: 3.0\n",
      "the round 797 rank: 13.0\n",
      "the round 798 rank: 180.0\n",
      "the round 799 rank: 5.0\n",
      "the round 800 rank: 183.0\n",
      "the round 801 rank: 3.0\n",
      "the round 802 rank: 3.5\n",
      "the round 803 rank: 5.0\n",
      "the round 804 rank: 5.0\n",
      "the round 805 rank: 1.0\n",
      "the round 806 rank: 275.0\n",
      "the round 807 rank: 309.5\n",
      "the round 808 rank: 2.0\n",
      "the round 809 rank: 309.5\n",
      "the round 810 rank: 10.0\n",
      "the round 811 rank: 18.0\n",
      "the round 812 rank: 4.0\n",
      "the round 813 rank: 1.0\n",
      "the round 814 rank: 2.5\n",
      "the round 815 rank: 71.5\n",
      "the round 816 rank: 194.0\n",
      "the round 817 rank: 4.0\n",
      "the round 818 rank: 63.5\n",
      "the round 819 rank: 1.0\n",
      "the round 820 rank: 25.0\n",
      "the round 821 rank: 14.0\n",
      "the round 822 rank: 2.0\n",
      "the round 823 rank: 1.0\n",
      "the round 824 rank: 64.0\n",
      "the round 825 rank: 2.5\n",
      "the round 826 rank: 1.0\n",
      "the round 827 rank: 23.0\n",
      "the round 828 rank: 8.0\n",
      "the round 829 rank: 11.5\n",
      "the round 830 rank: 3.0\n",
      "the round 831 rank: 50.5\n",
      "the round 832 rank: 2.0\n",
      "the round 833 rank: 9.0\n",
      "the round 834 rank: 6.0\n",
      "the round 835 rank: 9.0\n",
      "the round 836 rank: 2.0\n",
      "the round 837 rank: 193.0\n",
      "the round 838 rank: 5.0\n",
      "the round 839 rank: 9.0\n",
      "the round 840 rank: 3.0\n",
      "the round 841 rank: 33.0\n",
      "the round 842 rank: 3.0\n",
      "the round 843 rank: 18.0\n",
      "the round 844 rank: 5.0\n",
      "the round 845 rank: 4.0\n",
      "the round 846 rank: 1.5\n",
      "the round 847 rank: 50.5\n",
      "the round 848 rank: 73.0\n",
      "the round 849 rank: 1.0\n",
      "the round 850 rank: 8.0\n",
      "the round 851 rank: 35.5\n",
      "the round 852 rank: 1.0\n",
      "the round 853 rank: 1.0\n",
      "the round 854 rank: 13.0\n",
      "the round 855 rank: 5.0\n",
      "the round 856 rank: 17.0\n",
      "the round 857 rank: 5.0\n",
      "the round 858 rank: 3.0\n",
      "the round 859 rank: 3.0\n",
      "the round 860 rank: 35.5\n",
      "the round 861 rank: 1.0\n",
      "the round 862 rank: 1.5\n",
      "the round 863 rank: 9.0\n",
      "the round 864 rank: 11.0\n",
      "the round 865 rank: 61.0\n",
      "the round 866 rank: 10.0\n",
      "the round 867 rank: 4.0\n",
      "the round 868 rank: 1.0\n",
      "the round 869 rank: 11.5\n",
      "the round 870 rank: 3.5\n",
      "the round 871 rank: 4.0\n",
      "the round 872 rank: 1.5\n",
      "the round 873 rank: 1.0\n",
      "the round 874 rank: 174.0\n",
      "the round 875 rank: 71.5\n",
      "the round 876 rank: 7.0\n",
      "the round 877 rank: 29.0\n",
      "the round 878 rank: 191.0\n",
      "the round 879 rank: 3.0\n",
      "the round 880 rank: 5.0\n",
      "the round 881 rank: 54.0\n",
      "the round 882 rank: 59.0\n",
      "the round 883 rank: 12.0\n",
      "the round 884 rank: 10.5\n",
      "the round 885 rank: 61.0\n",
      "the round 886 rank: 201.0\n",
      "the round 887 rank: 7.0\n",
      "the round 888 rank: 2.5\n",
      "the round 889 rank: 6.0\n",
      "the round 890 rank: 1.0\n",
      "the round 891 rank: 194.0\n",
      "the round 892 rank: 2.5\n",
      "the round 893 rank: 5.0\n",
      "the round 894 rank: 1.0\n",
      "the round 895 rank: 274.0\n",
      "the round 896 rank: 2.5\n",
      "the round 897 rank: 4.0\n",
      "the round 898 rank: 1.0\n",
      "the round 899 rank: 62.5\n",
      "the round 900 rank: 5.0\n",
      "the round 901 rank: 24.0\n",
      "the round 902 rank: 9.0\n",
      "the round 903 rank: 143.0\n",
      "the round 904 rank: 19.0\n",
      "the round 905 rank: 154.0\n",
      "the round 906 rank: 13.5\n",
      "the round 907 rank: 2.0\n",
      "the round 908 rank: 2.0\n",
      "the round 909 rank: 1.0\n",
      "the round 910 rank: 180.0\n",
      "the round 911 rank: 5.0\n",
      "the round 912 rank: 4.5\n",
      "the round 913 rank: 4.5\n",
      "the round 914 rank: 4.0\n",
      "the round 915 rank: 11.0\n",
      "the round 916 rank: 4.0\n",
      "the round 917 rank: 2.0\n",
      "the round 918 rank: 2.5\n",
      "the round 919 rank: 9.0\n",
      "the round 920 rank: 11.0\n",
      "the round 921 rank: 24.0\n",
      "the round 922 rank: 172.0\n",
      "the round 923 rank: 160.0\n",
      "the round 924 rank: 2.0\n",
      "the round 925 rank: 18.0\n",
      "the round 926 rank: 10.0\n",
      "the round 927 rank: 1.0\n",
      "the round 928 rank: 5.5\n",
      "the round 929 rank: 15.0\n",
      "the round 930 rank: 174.0\n",
      "the round 931 rank: 3.0\n",
      "the round 932 rank: 2.5\n",
      "the round 933 rank: 9.0\n",
      "the round 934 rank: 12.5\n",
      "the round 935 rank: 1.5\n",
      "the round 936 rank: 2.0\n",
      "the round 937 rank: 13.0\n",
      "the round 938 rank: 1.0\n",
      "the round 939 rank: 1.0\n",
      "the round 940 rank: 3.5\n",
      "the round 941 rank: 1.5\n",
      "the round 942 rank: 11.0\n",
      "the round 943 rank: 2.0\n",
      "the round 944 rank: 10.5\n",
      "the round 945 rank: 12.5\n",
      "the round 946 rank: 3.0\n",
      "the round 947 rank: 172.0\n",
      "the round 948 rank: 1.0\n",
      "the round 949 rank: 1.0\n",
      "the round 950 rank: 3.0\n",
      "the round 951 rank: 142.0\n",
      "the round 952 rank: 1.0\n",
      "the round 953 rank: 35.0\n",
      "the round 954 rank: 1.5\n",
      "the round 955 rank: 5.0\n",
      "the round 956 rank: 33.0\n",
      "the round 957 rank: 8.5\n",
      "the round 958 rank: 1.0\n",
      "the round 959 rank: 10.5\n",
      "the round 960 rank: 180.0\n",
      "the round 961 rank: 6.5\n",
      "the round 962 rank: 10.0\n",
      "the round 963 rank: 5.5\n",
      "the round 964 rank: 1.5\n",
      "the round 965 rank: 1.0\n",
      "the round 966 rank: 8.5\n",
      "the round 967 rank: 1.0\n",
      "the round 968 rank: 7.5\n",
      "the round 969 rank: 11.0\n",
      "the round 970 rank: 1.5\n",
      "the round 971 rank: 13.5\n",
      "the round 972 rank: 2.0\n",
      "the round 973 rank: 2.5\n",
      "the round 974 rank: 2.0\n",
      "the round 975 rank: 11.0\n",
      "the round 976 rank: 1.0\n",
      "the round 977 rank: 4.0\n",
      "the round 978 rank: 38.0\n",
      "the round 979 rank: 29.0\n",
      "the round 980 rank: 10.0\n",
      "the round 981 rank: 4.0\n",
      "the round 982 rank: 15.0\n",
      "the round 983 rank: 11.0\n",
      "the round 984 rank: 180.0\n",
      "the round 985 rank: 37.0\n",
      "the round 986 rank: 250.0\n",
      "the round 987 rank: 3.5\n",
      "the round 988 rank: 11.0\n",
      "the round 989 rank: 3.0\n",
      "the round 990 rank: 29.0\n",
      "the round 991 rank: 8.0\n",
      "the round 992 rank: 7.5\n",
      "the round 993 rank: 3.5\n",
      "the round 994 rank: 1.0\n",
      "the round 995 rank: 8.5\n",
      "the round 996 rank: 227.0\n",
      "the round 997 rank: 181.0\n",
      "the round 998 rank: 24.0\n",
      "the round 999 rank: 91.0\n"
     ]
    }
   ],
   "source": [
    "run main.py"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "score of training data: 30.954954955\n",
      "socre of testing data: 36.7525\n"
     ]
    }
   ],
   "source": [
    "score_tr = sum(rank_results_tr)/len(rank_results_tr)\n",
    "print \"score of training data:\", score_tr\n",
    "score_te = sum(rank_results_te)/len(rank_results_te)\n",
    "print \"socre of testing data:\", score_te"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>en_article</th>\n",
       "      <th>transformation_en</th>\n",
       "      <th>jp_article</th>\n",
       "      <th>transformation_jp</th>\n",
       "      <th>similarity</th>\n",
       "      <th>dis_similarity</th>\n",
       "      <th>en2jp_projection</th>\n",
       "      <th>xa</th>\n",
       "      <th>xb</th>\n",
       "      <th>xb_wrong</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>u.s. commerce department seasonal adjust annua...</td>\n",
       "      <td>[5, 2, 9, 6, 6, 6, 6, 2, 6, 6]</td>\n",
       "      <td>米 商務省 発表 する 建設 支出 以下 とおり 季節調整 年率 総 建設 支出 民間 部門...</td>\n",
       "      <td>[2, 3, 10, 7, 3, 10, 8, 8, 9, 8, 9, 3, 10, 7, ...</td>\n",
       "      <td>5.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>[1, 8, 2, 3, 9, 7, 2, 9, 7, 2, 9, 7, 2, 9, 7, ...</td>\n",
       "      <td>5 2 9 6 6 6 6 2 6 6</td>\n",
       "      <td>1 8 2 3 9 7 2 9 7 2 9 7 2 9 7 2 8 2 9 7 2 9 7 2</td>\n",
       "      <td>10 3 10 3 1 10 3 9 7 2 9 7 2 1 1 10 3 6 6 6 8 ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>chinese budget smartphone maker xiaomi plan se...</td>\n",
       "      <td>[2, 6, 2, 2, 2, 1, 2, 2, 5, 6, 2, 2, 2, 2, 10,...</td>\n",
       "      <td>中国 低価格 スマホ メーカー 小米科技 () 雷軍 董事長 以上 販売 する 計画 明らか...</td>\n",
       "      <td>[7, 5, 8, 2, 8, 3, 8, 7, 3, 8, 7, 10, 7, 7, 9,...</td>\n",
       "      <td>5.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>[8, 2, 9, 7, 2, 8, 2, 8, 2, 8, 2, 6, 8, 2, 8, ...</td>\n",
       "      <td>2 6 2 2 2 1 2 2 5 6 2 2 2 2 10 8 5 6 1 8 2 5 2...</td>\n",
       "      <td>8 2 9 7 2 8 2 8 2 8 2 6 8 2 8 2 1 9 7 2 8 2 8 ...</td>\n",
       "      <td>10 3 10 3 6 10 3 10 8 2 6 6 10 9 7 2 1 10 10 1...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>samsung electronics co ltd fell more percent t...</td>\n",
       "      <td>[2, 2, 2, 2, 5, 5, 5, 5, 2, 5, 6, 5, 5, 5, 6, ...</td>\n",
       "      <td>ソウル 株式市場 サムスン電子 株価 超 下落 する 安値 付ける 一部 アナリスト ウォン...</td>\n",
       "      <td>[3, 3, 3, 9, 3, 2, 7, 3, 3, 9, 9, 3, 8, 6, 8, ...</td>\n",
       "      <td>5.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>[8, 2, 8, 2, 8, 2, 8, 2, 1, 1, 1, 1, 8, 2, 1, ...</td>\n",
       "      <td>2 2 2 2 5 5 5 5 2 5 6 5 5 5 6 5 6 1 6 5 5 5 5 ...</td>\n",
       "      <td>8 2 8 2 8 2 8 2 1 1 1 1 8 2 1 9 7 2 1 1 1 9 7 ...</td>\n",
       "      <td>1 1 1 1 1 4 6 6 8 2 4 10 10 10 8 2 10 1 1 4 4 ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>fiat deal gain full control chrysler group llc...</td>\n",
       "      <td>[2, 1, 5, 1, 8, 2, 8, 10, 5, 2, 1, 5, 5, 5, 5,...</td>\n",
       "      <td>欧州 株式市場 イタリア 自動車 大手 FIAT 株価 一時 急伸 する 8月 以来 高値 ...</td>\n",
       "      <td>[10, 3, 10, 9, 4, 6, 9, 2, 8, 7, 4, 3, 3, 3, 7...</td>\n",
       "      <td>5.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>[8, 2, 6, 1, 6, 4, 8, 2, 4, 4, 1, 8, 2, 6, 1, ...</td>\n",
       "      <td>2 1 5 1 8 2 8 10 5 2 1 5 5 5 5 7 7 2 7 2 1 1 5...</td>\n",
       "      <td>8 2 6 1 6 4 8 2 4 4 1 8 2 6 1 1 1 1 10 3 10 3 ...</td>\n",
       "      <td>10 3 10 3 1 10 3 9 7 2 9 7 2 1 1 10 3 8 2 3 10...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>fiat share jump thursday it strike deal gain f...</td>\n",
       "      <td>[2, 1, 5, 5, 2, 8, 1, 5, 1, 8, 2, 8, 10, 7, 4,...</td>\n",
       "      <td>欧州 株式市場 イタリア 自動車 大手 FIAT 株価 一時 急伸 する 8月 以来 高値 ...</td>\n",
       "      <td>[10, 3, 10, 9, 4, 6, 9, 2, 8, 7, 4, 3, 3, 3, 7...</td>\n",
       "      <td>5.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>[8, 2, 6, 1, 1, 8, 2, 4, 6, 1, 6, 4, 8, 2, 4, ...</td>\n",
       "      <td>2 1 5 5 2 8 1 5 1 8 2 8 10 7 4 7 2 7 2 1 1 5 8...</td>\n",
       "      <td>8 2 6 1 1 8 2 4 6 1 6 4 8 2 4 4 10 3 10 10 3 8...</td>\n",
       "      <td>10 3 10 3 1 6 9 7 2 9 7 2 1 1 1 6 5 9 7 2 8 2 ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>u.s. treasuries price rise thursday benchmark ...</td>\n",
       "      <td>[5, 5, 5, 5, 5, 5, 5, 5, 5, 6, 5, 5, 5, 6, 10,...</td>\n",
       "      <td>カッコ 前 営業日 米 東部 時間 時分 前 営業日 終盤 米 東部 時間 時分 前 営業日...</td>\n",
       "      <td>[10, 4, 3, 2, 5, 3, 4, 4, 3, 3, 2, 5, 3, 4, 4,...</td>\n",
       "      <td>5.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>[1, 1, 1, 1, 1, 1, 1, 1, 1, 9, 7, 2, 1, 1, 1, ...</td>\n",
       "      <td>5 5 5 5 5 5 5 5 5 6 5 5 5 6 10 5 5 5 2 7 2 6 5...</td>\n",
       "      <td>1 1 1 1 1 1 1 1 1 9 7 2 1 1 1 9 7 2 4 1 1 1 8 ...</td>\n",
       "      <td>10 3 1 1 1 1 1 1 1 10 3 10 10 4 4 8 2 6 4 4 1 ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>auction detail see 3-year note</td>\n",
       "      <td>[1, 1, 5, 1, 5]</td>\n",
       "      <td>米財務省 銘柄 統合 入札 実施 する 発表 する 発行 いずれ 償還 1月 11月 11月</td>\n",
       "      <td>[6, 9, 7, 6, 4, 7, 10, 7, 6, 10, 6, 9, 8, 8]</td>\n",
       "      <td>5.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>[6, 6, 1, 6, 1]</td>\n",
       "      <td>1 1 5 1 5</td>\n",
       "      <td>6 6 1 6 1</td>\n",
       "      <td>9 7 2 10 3 6 1 1 1 1 1 5 5 9 7 2 10 3 8 2 8 2 ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>brent crude sink barrel thursday libya prepare...</td>\n",
       "      <td>[5, 5, 5, 5, 5, 8, 1, 1, 2, 8, 4, 4, 4, 2, 4, ...</td>\n",
       "      <td>原油 先物 相場 リビア 大 規模 油田 生産 停止 要因 なる いる 抗議活動 休止 する...</td>\n",
       "      <td>[9, 3, 1, 9, 2, 9, 7, 4, 4, 9, 7, 4, 4, 4, 7, ...</td>\n",
       "      <td>5.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>[1, 1, 1, 1, 1, 4, 6, 6, 8, 2, 4, 10, 10, 10, ...</td>\n",
       "      <td>5 5 5 5 5 8 1 1 2 8 4 4 4 2 4 5 5 8 8 5 2 2 1 ...</td>\n",
       "      <td>1 1 1 1 1 4 6 6 8 2 4 10 10 10 8 2 10 1 1 4 4 ...</td>\n",
       "      <td>1 8 2 1 1 1 8 2 1 1 1 1 1 1 9 7 2 1 1 1 1 1 10...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>gauge u.s. factory activity hold 2-1/2-year hi...</td>\n",
       "      <td>[5, 5, 4, 4, 7, 5, 5, 5, 2, 8, 2, 2, 9, 5, 3, ...</td>\n",
       "      <td>米 労働省 発表 する 12月 週 新規 失業保険 申請 件数 季節調整 前週 り 連続 減...</td>\n",
       "      <td>[2, 8, 10, 7, 4, 9, 8, 8, 8, 8, 9, 3, 3, 8, 8,...</td>\n",
       "      <td>5.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>[1, 1, 10, 10, 10, 3, 1, 1, 1, 8, 2, 4, 8, 2, ...</td>\n",
       "      <td>5 5 4 4 7 5 5 5 2 8 2 2 9 5 3 5 4 5 5 5 5 10 4...</td>\n",
       "      <td>1 1 10 10 10 3 1 1 1 8 2 4 8 2 8 2 3 1 5 1 10 ...</td>\n",
       "      <td>8 2 8 2 8 2 1 9 7 2 8 2 9 7 2 6 1 9 7 2 9 7 2 ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>work massive panama canal extension project ma...</td>\n",
       "      <td>[8, 1, 8, 2, 1, 1, 7, 2, 1, 9, 5, 2, 9, 6, 9, ...</td>\n",
       "      <td>パナマ運河 拡張 工事 めぐる 建設 会社 成る 企業 連合 パナマ運河 PC コスト 超過...</td>\n",
       "      <td>[9, 3, 9, 9, 3, 9, 4, 6, 7, 9, 2, 9, 9, 3, 5, ...</td>\n",
       "      <td>5.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>[4, 6, 4, 8, 2, 6, 6, 10, 3, 8, 2, 6, 3, 1, 8,...</td>\n",
       "      <td>8 1 8 2 1 1 7 2 1 9 5 2 9 6 9 6 7 2 8 5 6 9 2 ...</td>\n",
       "      <td>4 6 4 8 2 6 6 10 3 8 2 6 3 1 8 2 3 9 7 2 3 9 7...</td>\n",
       "      <td>8 2 6 8 2 3 1 6 10 3 9 7 2 6 10 3 8 2 6 1 4 1 ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>increase december car sale france spain prompt...</td>\n",
       "      <td>[6, 5, 2, 2, 8, 8, 7, 7, 4, 7, 2, 5, 2, 7, 5, ...</td>\n",
       "      <td>12月 フランス イタリア スペイン 自動車販売 台数 前年 同月 増加 する 欧州 自動車...</td>\n",
       "      <td>[4, 10, 10, 7, 8, 8, 9, 7, 8, 7, 10, 9, 9, 5, ...</td>\n",
       "      <td>5.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>[9, 7, 2, 1, 8, 2, 8, 2, 4, 4, 10, 3, 10, 3, 1...</td>\n",
       "      <td>6 5 2 2 8 8 7 7 4 7 2 5 2 7 5 5 6 5 6 5 5 5 5 ...</td>\n",
       "      <td>9 7 2 1 8 2 8 2 4 4 10 3 10 3 10 10 3 8 2 1 8 ...</td>\n",
       "      <td>1 1 1 1 1 4 6 6 8 2 4 10 3 1 1 1 8 2 1 8 2 1 1...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>federal reserve provide liquidity foreign cent...</td>\n",
       "      <td>[7, 7, 1, 1, 1, 7, 5, 5, 5, 2, 10, 7, 8, 5, 7,...</td>\n",
       "      <td>米 連邦準備理事会 FRB 傘下 ニューヨーク連銀 発表 する 最新 週間 データ よる 通...</td>\n",
       "      <td>[2, 2, 2, 6, 8, 10, 7, 7, 3, 7, 7, 8, 3, 2, 3,...</td>\n",
       "      <td>5.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>[10, 3, 10, 3, 6, 6, 6, 10, 3, 1, 1, 1, 8, 2, ...</td>\n",
       "      <td>7 7 1 1 1 7 5 5 5 2 10 7 8 5 7 7 7 8 1 1 5 2 5...</td>\n",
       "      <td>10 3 10 3 6 6 6 10 3 1 1 1 8 2 4 10 3 4 1 10 3...</td>\n",
       "      <td>6 6 1 1 1 1 1 1 1 6 6 10 3 10 8 2 4 1 9 7 2 1 ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>new car sale spain rise percent year early car...</td>\n",
       "      <td>[2, 2, 2, 8, 5, 5, 6, 5, 2, 2, 2, 2, 8, 5, 6, ...</td>\n",
       "      <td>スペイン 自動車 業界団体 よる 新車 販売 政府 補助 支援 する 前年 なる 減少 する...</td>\n",
       "      <td>[7, 9, 9, 7, 8, 8, 10, 10, 4, 7, 9, 7, 8, 7, 4...</td>\n",
       "      <td>5.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>[8, 2, 8, 2, 8, 2, 4, 1, 1, 9, 7, 2, 1, 8, 2, ...</td>\n",
       "      <td>2 2 2 8 5 5 6 5 2 2 2 2 8 5 6 7 1 2 2 5 5 5 6 ...</td>\n",
       "      <td>8 2 8 2 8 2 4 1 1 9 7 2 1 8 2 8 2 8 2 8 2 4 1 ...</td>\n",
       "      <td>1 10 3 8 2 8 2 9 7 2 1 8 2 1 1 10 3 1 1 1 8 2 ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>south korean auto maker hyundai motor co kia m...</td>\n",
       "      <td>[8, 8, 2, 2, 2, 2, 2, 2, 2, 2, 2, 7, 6, 5, 4, ...</td>\n",
       "      <td>韓国 自動車メーカー 現代自動車 系列 起亜自動車 世界 販売台数 両社 合計 前年 目標 ...</td>\n",
       "      <td>[7, 3, 6, 7, 3, 5, 3, 6, 9, 9, 2, 3, 7, 8, 7, ...</td>\n",
       "      <td>5.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>[4, 4, 8, 2, 8, 2, 8, 2, 8, 2, 8, 2, 8, 2, 8, ...</td>\n",
       "      <td>8 8 2 2 2 2 2 2 2 2 2 7 6 5 4 4 6 2 5 5 6 6 5 ...</td>\n",
       "      <td>4 4 8 2 8 2 8 2 8 2 8 2 8 2 8 2 8 2 8 2 10 3 9...</td>\n",
       "      <td>8 2 8 2 10 6 8 2 6 9 7 2 9 7 2 9 7 2 6 1 1 8 2...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>u.s. manufacturing end year high note grow dec...</td>\n",
       "      <td>[5, 4, 5, 6, 5, 5, 6, 5, 2, 4, 4, 6, 6, 6, 4, ...</td>\n",
       "      <td>Markit 発表 する 12月 米 製造業 購買担当者景気指数 PM 改定 1月 以来 高...</td>\n",
       "      <td>[1, 10, 7, 4, 2, 10, 10, 10, 10, 9, 3, 4, 10, ...</td>\n",
       "      <td>5.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>[1, 10, 1, 9, 7, 2, 1, 1, 9, 7, 2, 1, 8, 2, 10...</td>\n",
       "      <td>5 4 5 6 5 5 6 5 2 4 4 6 6 6 4 2 9 6 2 6 5 5 7 ...</td>\n",
       "      <td>1 10 1 9 7 2 1 1 9 7 2 1 8 2 10 10 9 7 2 9 7 2...</td>\n",
       "      <td>1 8 2 1 1 1 1 1 1 1 4 1 9 7 2 9 7 2 1 9 7 2 1 ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>oil price fell more thursday libya prepare res...</td>\n",
       "      <td>[5, 5, 5, 5, 5, 8, 1, 1, 2, 8, 7, 5, 5, 5, 2, ...</td>\n",
       "      <td>原油 先物 相場 リビア 大 規模 油田 生産 停止 要因 なる いる 抗議活動 休止 する...</td>\n",
       "      <td>[9, 3, 1, 9, 2, 9, 7, 4, 4, 9, 7, 4, 4, 4, 7, ...</td>\n",
       "      <td>5.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>[1, 1, 1, 1, 1, 4, 6, 6, 8, 2, 4, 10, 3, 1, 1,...</td>\n",
       "      <td>5 5 5 5 5 8 1 1 2 8 7 5 5 5 2 5 2 5 5 6 6 5 7 ...</td>\n",
       "      <td>1 1 1 1 1 4 6 6 8 2 4 10 3 1 1 1 8 2 1 8 2 1 1...</td>\n",
       "      <td>6 10 3 10 3 9 7 2 10 1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>freddie mac average u.s. mortgage rate percent...</td>\n",
       "      <td>[1, 2, 6, 5, 1, 6, 5, 10, 5, 5]</td>\n",
       "      <td>米 連邦 住宅 貸付 抵当 公社 フレディマック 調査 住宅ローン 金利 手数料 以下 通り...</td>\n",
       "      <td>[2, 10, 10, 4, 9, 8, 2, 7, 3, 9, 9, 8, 8, 9, 3...</td>\n",
       "      <td>5.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>[6, 8, 2, 9, 7, 2, 1, 6, 9, 7, 2, 1, 4, 1, 1]</td>\n",
       "      <td>1 2 6 5 1 6 5 10 5 5</td>\n",
       "      <td>6 8 2 9 7 2 1 6 9 7 2 1 4 1 1</td>\n",
       "      <td>10 3 4 4 1 10 3 1 10 3 10 3 8 2 10 3 8 2 9 7 2...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>u.s. construction spending rise it high level ...</td>\n",
       "      <td>[5, 2, 6, 5, 2, 5, 5, 5, 6, 6, 5, 10, 2, 1, 6,...</td>\n",
       "      <td>米 商務省 発表 する 11月 建設 支出 前 月 年率 3月 以来 高水準 公共 部門 減...</td>\n",
       "      <td>[2, 3, 10, 7, 8, 3, 10, 4, 8, 8, 4, 3, 4, 3, 5...</td>\n",
       "      <td>5.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>[1, 8, 2, 9, 7, 2, 1, 8, 2, 1, 1, 1, 9, 7, 2, ...</td>\n",
       "      <td>5 2 6 5 2 5 5 5 6 6 5 10 2 1 6 5 1 6 2 6 6 5 6...</td>\n",
       "      <td>1 8 2 9 7 2 1 8 2 1 1 1 9 7 2 9 7 2 1 4 8 2 6 ...</td>\n",
       "      <td>1 6 1 1 1 1 9 7 2 3 10 3 10 3 10 3 1 10 3 1 10...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>russia world big oil producer raise output pos...</td>\n",
       "      <td>[7, 4, 5, 5, 5, 1, 4, 9, 2, 5, 5, 5, 6, 5, 5, ...</td>\n",
       "      <td>ロシア エネルギー省 発表 する データ よる 石油 生産量 日量 ソビエト連邦 崩壊 最 ...</td>\n",
       "      <td>[5, 4, 10, 7, 7, 7, 5, 9, 5, 7, 7, 7, 4, 3, 5,...</td>\n",
       "      <td>5.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>[10, 3, 10, 1, 1, 1, 6, 10, 3, 8, 2, 1, 1, 1, ...</td>\n",
       "      <td>7 4 5 5 5 1 4 9 2 5 5 5 6 5 5 5 6 2 2 5 6 5 1 ...</td>\n",
       "      <td>10 3 10 1 1 1 6 10 3 8 2 1 1 1 9 7 2 1 1 1 9 7...</td>\n",
       "      <td>1 10 1 9 7 2 1 1 9 7 2 1 8 2 10 10 9 7 2 9 7 2...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>morning fix</td>\n",
       "      <td>[5, 5]</td>\n",
       "      <td>ロンドン 市場 午後 値 決め 以下 通り ドル オンス 午後 ドル 午前 ドル</td>\n",
       "      <td>[4, 9, 4, 3, 6, 8, 8, 2, 4, 4, 2, 9, 2]</td>\n",
       "      <td>5.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>[1, 1]</td>\n",
       "      <td>5 5</td>\n",
       "      <td>1 1</td>\n",
       "      <td>4 10 3 3 8 2 10 1 4 1 6 4 6 5 10 3 10 3 6 6 3 ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>premium italian spanish bond offer benchmark g...</td>\n",
       "      <td>[2, 7, 7, 5, 1, 5, 7, 5, 5, 6, 5, 5, 2, 4, 6, ...</td>\n",
       "      <td>カッコ 先物 欧州 市場 前 営業日 終値 現物 前 営業日 終盤 時分 先物 清算 ユーロ...</td>\n",
       "      <td>[10, 3, 10, 9, 4, 3, 3, 4, 4, 3, 3, 4, 3, 4, 1...</td>\n",
       "      <td>5.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>[8, 2, 10, 3, 10, 3, 1, 6, 1, 10, 3, 1, 1, 9, ...</td>\n",
       "      <td>2 7 7 5 1 5 7 5 5 6 5 5 2 4 6 5 8 5 5 8 4 5 4 ...</td>\n",
       "      <td>8 2 10 3 10 3 1 6 1 10 3 1 1 9 7 2 1 1 8 2 10 ...</td>\n",
       "      <td>6 6 8 2 8 2 1 3 4 4 4 6 8 2 10 3 9 7 2 1 8 2 1...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>china yuan pull back slightly record high doll...</td>\n",
       "      <td>[2, 2, 5, 5, 5, 5, 5, 5, 5, 7, 5, 5, 5, 5, 3, ...</td>\n",
       "      <td>年明け 上海 外国為替市場 人民元 相場 引け 強含み 昨年 12月 付ける 最 高値 水準...</td>\n",
       "      <td>[9, 3, 8, 9, 1, 3, 2, 3, 4, 3, 7, 3, 1, 3, 9, ...</td>\n",
       "      <td>5.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>[8, 2, 8, 2, 1, 1, 1, 1, 1, 1, 1, 10, 3, 1, 1,...</td>\n",
       "      <td>2 2 5 5 5 5 5 5 5 7 5 5 5 5 3 5 2 5 9 5 5 2 5 ...</td>\n",
       "      <td>8 2 8 2 1 1 1 1 1 1 1 10 3 1 1 1 1 5 1 8 2 1 3...</td>\n",
       "      <td>4 10 1 1 9 7 2 9 7 2 9 7 2 10 10 1 1 1 1 10 3 ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>italian carmaker fiat spa say wednesday it hav...</td>\n",
       "      <td>[7, 2, 2, 2, 8, 5, 2, 7, 4, 1, 7, 1, 5, 2, 2, ...</td>\n",
       "      <td>イタリア 自動車 大手 FIAT 傘下 米 クライスラー グループ 完全子会社 合意 する ...</td>\n",
       "      <td>[10, 9, 4, 6, 6, 2, 3, 1, 7, 7, 7, 10, 7, 4, 6...</td>\n",
       "      <td>5.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>[10, 3, 8, 2, 8, 2, 8, 2, 4, 1, 8, 2, 10, 3, 1...</td>\n",
       "      <td>7 2 2 2 8 5 2 7 4 1 7 1 5 2 2 8 10 2 7 7 7 1 5...</td>\n",
       "      <td>10 3 8 2 8 2 8 2 4 1 8 2 10 3 10 6 10 3 6 1 8 ...</td>\n",
       "      <td>4 6 4 4 8 2 8 2 4 8 2 10 1 8 2 8 2 8 2 4 1 8 2...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>brent crude rise barrel thursday decline oil s...</td>\n",
       "      <td>[5, 5, 5, 5, 5, 5, 5, 2, 7, 5, 8, 8, 6, 1, 8, ...</td>\n",
       "      <td>原油 先物 相場 リビア 大 規模 油田 生産 停止 要因 なる いる 抗議活動 休止 する...</td>\n",
       "      <td>[9, 3, 1, 9, 2, 9, 7, 4, 4, 9, 7, 4, 4, 4, 7, ...</td>\n",
       "      <td>5.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>[1, 1, 1, 1, 1, 1, 1, 8, 2, 10, 3, 1, 4, 4, 9,...</td>\n",
       "      <td>5 5 5 5 5 5 5 2 7 5 8 8 6 1 8 8 8 4 4 4 2 1 5 ...</td>\n",
       "      <td>1 1 1 1 1 1 1 8 2 10 3 1 4 4 9 7 2 6 4 4 4 10 ...</td>\n",
       "      <td>6 6 6 8 2 10 3 6 6 8 2 10 3 3 1 10 3 3 6 6 9 7...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>china have approve more company list mainland ...</td>\n",
       "      <td>[2, 7, 2, 5, 1, 1, 1, 5, 10, 4, 2, 7, 2, 2, 5,...</td>\n",
       "      <td>中国 再開 する 新規株式公開 承認 加速 する いる 国営 メディア 新た 上場 承認 す...</td>\n",
       "      <td>[7, 6, 7, 3, 9, 7, 7, 4, 8, 7, 10, 3, 9, 7, 7,...</td>\n",
       "      <td>5.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>[8, 2, 10, 3, 8, 2, 1, 6, 6, 6, 1, 4, 10, 8, 2...</td>\n",
       "      <td>2 7 2 5 1 1 1 5 10 4 2 7 2 2 5 1 2 2 1 2 8 10 ...</td>\n",
       "      <td>8 2 10 3 8 2 1 6 6 6 1 4 10 8 2 10 3 8 2 8 2 1...</td>\n",
       "      <td>4 10 3 1 10 3 10 3 10 3 6 8 2 4 9 7 2 1 10 8 2...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>janet yellen come step close final approval fe...</td>\n",
       "      <td>[10, 7, 2, 7, 5, 4, 2, 7, 7, 6, 3, 5, 8, 5, 5,...</td>\n",
       "      <td>米 上院 連邦準備理事会 FRB 次期 議長 指名 する イエレン 副議長 指名 承認 採決...</td>\n",
       "      <td>[2, 9, 2, 2, 4, 8, 10, 7, 2, 2, 10, 9, 10, 4, ...</td>\n",
       "      <td>5.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>[4, 10, 3, 8, 2, 10, 3, 1, 10, 8, 2, 10, 3, 10...</td>\n",
       "      <td>10 7 2 7 5 4 2 7 7 6 3 5 8 5 5 7 10 8 8 8 1 10...</td>\n",
       "      <td>4 10 3 8 2 10 3 1 10 8 2 10 3 10 3 9 7 2 5 1 4...</td>\n",
       "      <td>6 8 2 1 10 3 1 1 1 1 1 10 3 8 2 8 2 4 6 1 6 4 ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>libya hop resume oil production it large oilfi...</td>\n",
       "      <td>[8, 2, 1, 5, 6, 2, 1, 8, 6, 2, 5, 9, 1, 1, 6, ...</td>\n",
       "      <td>リビア 大 規模 油田 エル シャララ 生産 停止 要因 なる いる 抗議活動 デモ隊 活動...</td>\n",
       "      <td>[9, 2, 9, 7, 7, 9, 4, 4, 9, 7, 4, 4, 10, 9, 7,...</td>\n",
       "      <td>5.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>[4, 8, 2, 6, 1, 9, 7, 2, 8, 2, 6, 4, 9, 7, 2, ...</td>\n",
       "      <td>8 2 1 5 6 2 1 8 6 2 5 9 1 1 6 5 8 8 8 5 9 8 7 ...</td>\n",
       "      <td>4 8 2 6 1 9 7 2 8 2 6 4 9 7 2 8 2 1 3 6 6 9 7 ...</td>\n",
       "      <td>8 2 8 2 6 10 3 8 2 8 2 8 2 8 2 8 2 8 2 6 8 2 8...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>italian carmaker fiat spa strike deal gain ful...</td>\n",
       "      <td>[7, 2, 2, 2, 8, 1, 5, 1, 8, 2, 8, 10, 5, 5, 6,...</td>\n",
       "      <td>イタリア 自動車 大手 FIAT 傘下 米 クライスラー グループ 完全子会社 合意 する ...</td>\n",
       "      <td>[10, 9, 4, 6, 6, 2, 3, 1, 7, 7, 7, 10, 7, 4, 6...</td>\n",
       "      <td>5.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>[10, 3, 8, 2, 8, 2, 8, 2, 4, 6, 1, 6, 4, 8, 2,...</td>\n",
       "      <td>7 2 2 2 8 1 5 1 8 2 8 10 5 5 6 9 7 2 7 9 10 8 ...</td>\n",
       "      <td>10 3 8 2 8 2 8 2 4 6 1 6 4 8 2 4 4 1 1 9 7 2 3...</td>\n",
       "      <td>8 2 8 2 1 9 7 2 8 2 10 3 5 1 8 2 3 9 7 2 6 1 1...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>number american file new claim unemployment be...</td>\n",
       "      <td>[2, 8, 2, 2, 9, 5, 3, 5, 4, 5, 5, 5, 5, 3, 5, ...</td>\n",
       "      <td>米 労働省 発表 する 12月 週 新規 失業保険 申請 件数 季節調整 前週 り 連続 減...</td>\n",
       "      <td>[2, 8, 10, 7, 4, 9, 8, 8, 8, 8, 9, 3, 3, 8, 8,...</td>\n",
       "      <td>5.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>[8, 2, 4, 8, 2, 8, 2, 3, 1, 5, 1, 10, 1, 1, 1,...</td>\n",
       "      <td>2 8 2 2 9 5 3 5 4 5 5 5 5 3 5 4 5 5 6 2 9 8 5 ...</td>\n",
       "      <td>8 2 4 8 2 8 2 3 1 5 1 10 1 1 1 1 5 1 10 1 1 9 ...</td>\n",
       "      <td>8 2 10 10 3 1 10 1 9 7 2 1 1 10 3 1 8 2 10 10 ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>britain top share index fell first trading day...</td>\n",
       "      <td>[6, 7, 1, 5, 5, 6, 5, 5, 2, 6, 6, 2, 1, 6, 5, ...</td>\n",
       "      <td>カッコ 前 営業日 総合 株価指数 ロンドン 終値 前 営業日 終値 ロンドン株式市場 反落...</td>\n",
       "      <td>[10, 4, 3, 1, 3, 4, 3, 4, 3, 3, 9, 9, 7, 3, 7,...</td>\n",
       "      <td>5.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>[9, 7, 2, 10, 3, 6, 1, 1, 9, 7, 2, 1, 1, 8, 2,...</td>\n",
       "      <td>6 7 1 5 5 6 5 5 2 6 6 2 1 6 5 6 5 2 5 7 2 4 5 ...</td>\n",
       "      <td>9 7 2 10 3 6 1 1 9 7 2 1 1 8 2 9 7 2 9 7 2 8 2...</td>\n",
       "      <td>1 1 1 1 8 2 1 1 1 5 1 1 1 1 1 10 3 1 1 8 2 1 4...</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>970</th>\n",
       "      <td>sometimes news be bad news j.c. penney co inc ...</td>\n",
       "      <td>[9, 8, 2, 7, 8, 2, 2, 2, 2, 1, 5, 5, 9, 2, 2, ...</td>\n",
       "      <td>米 百貨店 大手 JC ペニー 株価 ニューヨーク市場 急落 する 終値 なる 同社 年末 ...</td>\n",
       "      <td>[2, 8, 4, 6, 6, 9, 9, 4, 7, 3, 7, 1, 9, 8, 8, ...</td>\n",
       "      <td>5.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>[3, 4, 8, 2, 10, 3, 4, 8, 2, 8, 2, 8, 2, 8, 2,...</td>\n",
       "      <td>9 8 2 7 8 2 2 2 2 1 5 5 9 2 2 8 5 2 2 3 2 2 2 ...</td>\n",
       "      <td>3 4 8 2 10 3 4 8 2 8 2 8 2 8 2 6 1 1 3 8 2 8 2...</td>\n",
       "      <td>10 3 10 3 1 10 3 9 7 2 9 7 2 1 1 10 3 8 2 3 10...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>971</th>\n",
       "      <td>european central bank unexpected cut interest ...</td>\n",
       "      <td>[7, 7, 5, 5, 1, 6, 6, 2, 5, 5, 5, 7, 5, 3, 5, ...</td>\n",
       "      <td>欧州中央銀行 EC 主要政策金利 据え置く 上限 金利 限界 貸出金利 下限 金利 中銀 預...</td>\n",
       "      <td>[7, 10, 9, 10, 10, 9, 8, 8, 8, 9, 10, 8, 9, 9,...</td>\n",
       "      <td>5.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>[10, 3, 10, 3, 1, 1, 6, 9, 7, 2, 9, 7, 2, 8, 2...</td>\n",
       "      <td>7 7 5 5 1 6 6 2 5 5 5 7 5 3 5 5 5 5 5 4 2 7 7 ...</td>\n",
       "      <td>10 3 10 3 1 1 6 9 7 2 9 7 2 8 2 1 1 1 10 3 1 5...</td>\n",
       "      <td>8 2 10 3 6 3 4 6 1 4 1 1 9 7 2 10 3 10 3 4 1 3...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>972</th>\n",
       "      <td>doji jpy sideline eur volatility ahead tonight...</td>\n",
       "      <td>[5, 5, 8, 5, 7, 7, 7, 4, 5, 4, 2, 4, 7, 7, 5, ...</td>\n",
       "      <td>ドル 円 テクニカル分析 米 雇用統計 前 調整 続く 見通し 今晩 米 雇用統計 発表 控...</td>\n",
       "      <td>[2, 8, 2, 2, 8, 4, 10, 4, 9, 8, 2, 8, 10, 8, 8...</td>\n",
       "      <td>5.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>[1, 1, 4, 1, 10, 3, 10, 3, 10, 3, 10, 1, 10, 8...</td>\n",
       "      <td>5 5 8 5 7 7 7 4 5 4 2 4 7 7 5 5 5 5 5 7 5 5 5 ...</td>\n",
       "      <td>1 1 4 1 10 3 10 3 10 3 10 1 10 8 2 10 10 3 10 ...</td>\n",
       "      <td>10 3 10 3 1 1 9 7 2 9 7 2 1 1 1 5 8 2 1 1 9 7 ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>973</th>\n",
       "      <td>u.s. labor department report initial state job...</td>\n",
       "      <td>[5, 3, 9, 6, 2, 8, 5, 3, 9, 6, 6]</td>\n",
       "      <td>米 労働省 発表 する 新規 失業保険 週間 申請 件数 以下 通り 失業保険 修正 日付 ...</td>\n",
       "      <td>[2, 8, 10, 7, 8, 8, 3, 8, 8, 8, 8, 8, 8, 8, 9,...</td>\n",
       "      <td>5.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>[1, 5, 3, 9, 7, 2, 8, 2, 4, 1, 5, 3, 9, 7, 2, ...</td>\n",
       "      <td>5 3 9 6 2 8 5 3 9 6 6</td>\n",
       "      <td>1 5 3 9 7 2 8 2 4 1 5 3 9 7 2 9 7 2</td>\n",
       "      <td>10 3 10 3 1 10 3 9 7 2 9 7 2 1 1 10 3 6 4 8 2 ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>974</th>\n",
       "      <td>president barack obama invited german chancell...</td>\n",
       "      <td>[10, 8, 8, 7, 7, 8, 8, 8, 8, 8, 6, 8, 2, 8, 5,...</td>\n",
       "      <td>米 ホワイトハウス オバマ大統領 ドイツ メルケル 首相 電話 会談 する メルケル 首相 ...</td>\n",
       "      <td>[2, 4, 9, 7, 10, 10, 9, 7, 7, 10, 10, 4, 8, 7,...</td>\n",
       "      <td>5.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>[4, 4, 4, 10, 3, 10, 3, 4, 4, 4, 4, 4, 9, 7, 2...</td>\n",
       "      <td>10 8 8 7 7 8 8 8 8 8 6 8 2 8 5 7 7 2 9 8 8 7 1...</td>\n",
       "      <td>4 4 4 10 3 10 3 4 4 4 4 4 9 7 2 4 8 2 4 1 10 3...</td>\n",
       "      <td>1 1 6 6 6 4 1 8 2 9 7 2 1 6 9 7 2 6 8 2 1 9 7 ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>975</th>\n",
       "      <td>european central bank leave interest rate unch...</td>\n",
       "      <td>[7, 7, 5, 7, 6, 6, 5, 5, 7, 1, 8, 2, 7, 2, 4, ...</td>\n",
       "      <td>欧州中央銀行 EC 主要政策金利 据え置く 上限 金利 限界 貸出金利 下限 金利 中銀 預...</td>\n",
       "      <td>[7, 10, 9, 10, 10, 9, 8, 8, 8, 9, 10, 8, 9, 9,...</td>\n",
       "      <td>5.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>[10, 3, 10, 3, 1, 10, 3, 9, 7, 2, 9, 7, 2, 1, ...</td>\n",
       "      <td>7 7 5 7 6 6 5 5 7 1 8 2 7 2 4 6 6 6 7 7 7 7 5 ...</td>\n",
       "      <td>10 3 10 3 1 10 3 9 7 2 9 7 2 1 1 10 3 6 4 8 2 ...</td>\n",
       "      <td>10 3 10 3 1 10 3 9 7 2 9 7 2 1 1 1 1 8 2 1 4 4...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>976</th>\n",
       "      <td>china will spend more km mile new railway line...</td>\n",
       "      <td>[2, 1, 6, 5, 8, 8, 2, 2, 2, 6, 8, 8, 8, 8, 7, ...</td>\n",
       "      <td>新華社 よる 中国 今年 新規 鉄道路線 建設 投じる 建設 する 路線 以上 なる 予定 ...</td>\n",
       "      <td>[7, 7, 7, 4, 8, 3, 3, 9, 3, 7, 10, 3, 7, 4, 7,...</td>\n",
       "      <td>5.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>[8, 2, 6, 9, 7, 2, 1, 4, 4, 8, 2, 8, 2, 8, 2, ...</td>\n",
       "      <td>2 1 6 5 8 8 2 2 2 6 8 8 8 8 7 10 2 8 2 10 1 2 ...</td>\n",
       "      <td>8 2 6 9 7 2 1 4 4 8 2 8 2 8 2 9 7 2 4 4 4 4 10...</td>\n",
       "      <td>10 3 10 3 1 10 3 9 7 2 9 7 2 1 1 1 1 10 3 3 8 ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>977</th>\n",
       "      <td>european central bank leave interest rate unch...</td>\n",
       "      <td>[7, 7, 5, 7, 6, 6, 5, 5, 7, 2, 9, 7, 7, 5, 3, ...</td>\n",
       "      <td>欧州中央銀行 EC 主要政策金利 据え置く 上限 金利 限界 貸出金利 下限 金利 中銀 預...</td>\n",
       "      <td>[7, 10, 9, 10, 10, 9, 8, 8, 8, 9, 10, 8, 9, 9,...</td>\n",
       "      <td>5.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>[10, 3, 10, 3, 1, 10, 3, 9, 7, 2, 9, 7, 2, 1, ...</td>\n",
       "      <td>7 7 5 7 6 6 5 5 7 2 9 7 7 5 3 2 7 5 4 2 5 2 4 ...</td>\n",
       "      <td>10 3 10 3 1 10 3 9 7 2 9 7 2 1 1 10 3 8 2 3 10...</td>\n",
       "      <td>10 3 10 3 1 1 6 9 7 2 9 7 2 8 2 1 1 1 10 3 1 5...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>978</th>\n",
       "      <td>european central bank keep interest rate stead...</td>\n",
       "      <td>[7, 7, 5, 5, 6, 6, 5, 5, 5, 3, 2, 5, 5, 6, 4, ...</td>\n",
       "      <td>欧州中央銀行 EC 主要政策金利 据え置く 上限 金利 限界 貸出金利 下限 金利 中銀 預...</td>\n",
       "      <td>[7, 10, 9, 10, 10, 9, 8, 8, 8, 9, 10, 8, 9, 9,...</td>\n",
       "      <td>5.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>[10, 3, 10, 3, 1, 1, 9, 7, 2, 9, 7, 2, 1, 1, 1...</td>\n",
       "      <td>7 7 5 5 6 6 5 5 5 3 2 5 5 6 4 5 5 4 5 5 4 3 2 ...</td>\n",
       "      <td>10 3 10 3 1 1 9 7 2 9 7 2 1 1 1 5 8 2 1 1 9 7 ...</td>\n",
       "      <td>8 2 10 3 1 6 6 9 7 2 9 7 2 6 8 2 4 10 3 4 8 2 ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>979</th>\n",
       "      <td>european central bank keep interest rate stead...</td>\n",
       "      <td>[7, 7, 5, 5, 6, 6, 5, 5, 5, 3, 2, 5, 5, 6, 4, ...</td>\n",
       "      <td>欧州中央銀行 EC 主要政策金利 据え置く 上限 金利 限界 貸出金利 下限 金利 中銀 預...</td>\n",
       "      <td>[7, 10, 9, 10, 10, 9, 8, 8, 8, 9, 10, 8, 9, 9,...</td>\n",
       "      <td>5.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>[10, 3, 10, 3, 1, 1, 9, 7, 2, 9, 7, 2, 1, 1, 1...</td>\n",
       "      <td>7 7 5 5 6 6 5 5 5 3 2 5 5 6 4 5 5 4 5 5 4 3 2 ...</td>\n",
       "      <td>10 3 10 3 1 1 9 7 2 9 7 2 1 1 1 5 8 2 1 1 9 7 ...</td>\n",
       "      <td>1 1 9 7 2 8 2 10 3 8 2 6 1 9 7 2 1 1 9 7 2 9 7...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>980</th>\n",
       "      <td>european central bank keep interest rate recor...</td>\n",
       "      <td>[7, 7, 5, 5, 6, 6, 5, 5, 2, 1, 7, 5, 7, 5, 7, ...</td>\n",
       "      <td>欧州中央銀行 EC 主要政策金利 据え置く 上限 金利 限界 貸出金利 下限 金利 中銀 預...</td>\n",
       "      <td>[7, 10, 9, 10, 10, 9, 8, 8, 8, 9, 10, 8, 9, 9,...</td>\n",
       "      <td>5.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>[10, 3, 10, 3, 1, 1, 9, 7, 2, 9, 7, 2, 1, 1, 8...</td>\n",
       "      <td>7 7 5 5 6 6 5 5 2 1 7 5 7 5 7 4 5 9 7 9 2 8 5 ...</td>\n",
       "      <td>10 3 10 3 1 1 9 7 2 9 7 2 1 1 8 2 6 10 3 1 10 ...</td>\n",
       "      <td>10 3 1 1 1 1 9 7 2 1 1 10 1 1 1 10 8 2 10 3 1 ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>981</th>\n",
       "      <td>european central bank leave interest rate unch...</td>\n",
       "      <td>[7, 7, 5, 7, 6, 6, 5, 5, 7, 1, 1, 1, 2, 2, 2, ...</td>\n",
       "      <td>欧州中央銀行 EC 主要政策金利 据え置く 上限 金利 限界 貸出金利 下限 金利 中銀 預...</td>\n",
       "      <td>[7, 10, 9, 10, 10, 9, 8, 8, 8, 9, 10, 8, 9, 9,...</td>\n",
       "      <td>5.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>[10, 3, 10, 3, 1, 10, 3, 9, 7, 2, 9, 7, 2, 1, ...</td>\n",
       "      <td>7 7 5 7 6 6 5 5 7 1 1 1 2 2 2 4 2 5 4 5 7 7 2 ...</td>\n",
       "      <td>10 3 10 3 1 10 3 9 7 2 9 7 2 1 1 10 3 6 6 6 8 ...</td>\n",
       "      <td>1 9 7 2 9 7 2 1 10 3 8 2 1 10 4 1 10 3 8 2 4 1...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>982</th>\n",
       "      <td>european central bank unexpected cut interest ...</td>\n",
       "      <td>[7, 7, 5, 5, 1, 6, 6, 2, 5, 5, 5, 7, 5, 3, 5, ...</td>\n",
       "      <td>欧州中央銀行 EC 主要政策金利 据え置く 上限 金利 限界 貸出金利 下限 金利 中銀 預...</td>\n",
       "      <td>[7, 10, 9, 10, 10, 9, 8, 8, 8, 9, 10, 8, 9, 9,...</td>\n",
       "      <td>5.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>[10, 3, 10, 3, 1, 1, 6, 9, 7, 2, 9, 7, 2, 8, 2...</td>\n",
       "      <td>7 7 5 5 1 6 6 2 5 5 5 7 5 3 5 5 5 5 5 4 2 7 7 ...</td>\n",
       "      <td>10 3 10 3 1 1 6 9 7 2 9 7 2 8 2 1 1 1 10 3 1 5...</td>\n",
       "      <td>9 7 2 6 4 4 1 8 2 9 7 2 9 7 2 8 2 8 2 10 3 6 1...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>983</th>\n",
       "      <td>be result federal reserve purchase treasury th...</td>\n",
       "      <td>[2, 4, 7, 7, 1, 5, 5, 6, 2, 10, 7, 7, 2, 2, 1,...</td>\n",
       "      <td>米 連邦準備理事会 FRB 傘下 ニューヨーク連銀 国債 買い切る オペ 実施 する 国債 ...</td>\n",
       "      <td>[2, 2, 2, 6, 8, 10, 8, 8, 4, 7, 10, 7, 7, 9, 8...</td>\n",
       "      <td>5.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>[8, 2, 10, 10, 3, 10, 3, 6, 1, 1, 9, 7, 2, 8, ...</td>\n",
       "      <td>2 4 7 7 1 5 5 6 2 10 7 7 2 2 1 1 1 2 7 1 1 2 7...</td>\n",
       "      <td>8 2 10 10 3 10 3 6 1 1 9 7 2 8 2 4 10 3 10 3 8...</td>\n",
       "      <td>6 4 4 8 2 1 10 3 1 1 1 8 2 10 8 2 1 1 1 8 2 9 ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>984</th>\n",
       "      <td>european central bank leave interest rate unch...</td>\n",
       "      <td>[7, 7, 5, 7, 6, 6, 5, 5, 7, 1, 1, 1, 2, 2, 2, ...</td>\n",
       "      <td>欧州中央銀行 EC 主要政策金利 据え置く 上限 金利 限界 貸出金利 下限 金利 中銀 預...</td>\n",
       "      <td>[7, 10, 9, 10, 10, 9, 8, 8, 8, 9, 10, 8, 9, 9,...</td>\n",
       "      <td>5.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>[10, 3, 10, 3, 1, 10, 3, 9, 7, 2, 9, 7, 2, 1, ...</td>\n",
       "      <td>7 7 5 7 6 6 5 5 7 1 1 1 2 2 2 4 2 5 4 5 7 7 2 ...</td>\n",
       "      <td>10 3 10 3 1 10 3 9 7 2 9 7 2 1 1 10 3 6 6 6 8 ...</td>\n",
       "      <td>6 1 1 1 1 1 8 2 1 1 4 6 4 4 1 6 9 7 2 3 8 2 1 ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>985</th>\n",
       "      <td>european central bank leave interest rate unch...</td>\n",
       "      <td>[7, 7, 5, 7, 6, 6, 5, 5, 5, 5, 7, 9, 2, 7, 7, ...</td>\n",
       "      <td>欧州中央銀行 EC 主要政策金利 据え置く 上限 金利 限界 貸出金利 下限 金利 中銀 預...</td>\n",
       "      <td>[7, 10, 9, 10, 10, 9, 8, 8, 8, 9, 10, 8, 9, 9,...</td>\n",
       "      <td>5.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>[10, 3, 10, 3, 1, 10, 3, 9, 7, 2, 9, 7, 2, 1, ...</td>\n",
       "      <td>7 7 5 7 6 6 5 5 5 5 7 9 2 7 7 9 5 2 5 6 2 2 5 ...</td>\n",
       "      <td>10 3 10 3 1 10 3 9 7 2 9 7 2 1 1 1 1 10 3 3 8 ...</td>\n",
       "      <td>4 10 3 1 6 4 10 3 10 3 9 7 2 9 7 2 8 2 10 3 1 ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>986</th>\n",
       "      <td>european central bank leave interest rate unch...</td>\n",
       "      <td>[7, 7, 5, 7, 6, 6, 5, 5, 5, 5, 7, 9, 2, 7, 7, ...</td>\n",
       "      <td>欧州中央銀行 EC 主要政策金利 据え置く 上限 金利 限界 貸出金利 下限 金利 中銀 預...</td>\n",
       "      <td>[7, 10, 9, 10, 10, 9, 8, 8, 8, 9, 10, 8, 9, 9,...</td>\n",
       "      <td>5.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>[10, 3, 10, 3, 1, 10, 3, 9, 7, 2, 9, 7, 2, 1, ...</td>\n",
       "      <td>7 7 5 7 6 6 5 5 5 5 7 9 2 7 7 9 5 2 5 6 2 2 5 ...</td>\n",
       "      <td>10 3 10 3 1 10 3 9 7 2 9 7 2 1 1 1 1 10 3 3 8 ...</td>\n",
       "      <td>8 2 10 3 10 3 1 6 1 10 3 1 1 9 7 2 1 1 8 2 10 ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>987</th>\n",
       "      <td>european central bank leave interest rate unch...</td>\n",
       "      <td>[7, 7, 5, 7, 6, 6, 5, 5, 7, 2, 9, 7, 7, 5, 3, ...</td>\n",
       "      <td>欧州中央銀行 EC 主要政策金利 据え置く 上限 金利 限界 貸出金利 下限 金利 中銀 預...</td>\n",
       "      <td>[7, 10, 9, 10, 10, 9, 8, 8, 8, 9, 10, 8, 9, 9,...</td>\n",
       "      <td>5.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>[10, 3, 10, 3, 1, 10, 3, 9, 7, 2, 9, 7, 2, 1, ...</td>\n",
       "      <td>7 7 5 7 6 6 5 5 7 2 9 7 7 5 3 2 7 5 4 2 5 2 4 ...</td>\n",
       "      <td>10 3 10 3 1 10 3 9 7 2 9 7 2 1 1 10 3 8 2 3 10...</td>\n",
       "      <td>8 2 4 9 7 2 4 1 8 2 8 2 8 2 1 8 2 4 4 3 3 9 7 ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>988</th>\n",
       "      <td>daimler ag mercedes-benz unit saw vehicle sale...</td>\n",
       "      <td>[2, 2, 2, 2, 5, 2, 2, 2, 5, 5, 6, 6, 8, 5, 2, ...</td>\n",
       "      <td>ドイツ 自動車 大手 ダイムラー メルセデス・ベンツ 部門 中国 自動車販売 香港 除く 前...</td>\n",
       "      <td>[7, 9, 4, 6, 10, 5, 7, 8, 6, 8, 9, 8, 7, 7, 7,...</td>\n",
       "      <td>5.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>[8, 2, 8, 2, 8, 2, 8, 2, 1, 8, 2, 8, 2, 8, 2, ...</td>\n",
       "      <td>2 2 2 2 5 2 2 2 5 5 6 6 8 5 2 1 2 5 2 6 2 2 6 ...</td>\n",
       "      <td>8 2 8 2 8 2 8 2 1 8 2 8 2 8 2 1 1 9 7 2 9 7 2 ...</td>\n",
       "      <td>1 6 6 8 2 1 8 2 4 6 1 8 2 8 2 4 1 6 4 8 2 1 1 ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>989</th>\n",
       "      <td>european central bank leave interest rate unch...</td>\n",
       "      <td>[7, 7, 5, 7, 6, 6, 5, 5, 7, 2, 9, 7, 7, 5, 3, ...</td>\n",
       "      <td>欧州中央銀行 EC 主要政策金利 据え置く 上限 金利 限界 貸出金利 下限 金利 中銀 預...</td>\n",
       "      <td>[7, 10, 9, 10, 10, 9, 8, 8, 8, 9, 10, 8, 9, 9,...</td>\n",
       "      <td>5.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>[10, 3, 10, 3, 1, 10, 3, 9, 7, 2, 9, 7, 2, 1, ...</td>\n",
       "      <td>7 7 5 7 6 6 5 5 7 2 9 7 7 5 3 2 7 5 4 2 5 2 4 ...</td>\n",
       "      <td>10 3 10 3 1 10 3 9 7 2 9 7 2 1 1 10 3 8 2 3 10...</td>\n",
       "      <td>10 3 10 3 1 10 3 9 7 2 9 7 2 1 1 10 3 6 6 6 8 ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>990</th>\n",
       "      <td>european central bank keep interest rate stead...</td>\n",
       "      <td>[7, 7, 5, 5, 6, 6, 5, 5, 5, 3, 2, 5, 5, 6, 4, ...</td>\n",
       "      <td>欧州中央銀行 EC 主要政策金利 据え置く 上限 金利 限界 貸出金利 下限 金利 中銀 預...</td>\n",
       "      <td>[7, 10, 9, 10, 10, 9, 8, 8, 8, 9, 10, 8, 9, 9,...</td>\n",
       "      <td>5.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>[10, 3, 10, 3, 1, 1, 9, 7, 2, 9, 7, 2, 1, 1, 1...</td>\n",
       "      <td>7 7 5 5 6 6 5 5 5 3 2 5 5 6 4 5 5 4 5 5 4 3 2 ...</td>\n",
       "      <td>10 3 10 3 1 1 9 7 2 9 7 2 1 1 1 5 8 2 1 1 9 7 ...</td>\n",
       "      <td>10 3 10 3 1 10 3 8 2 10 3 9 7 2 9 7 2 1 1 1 1 ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>991</th>\n",
       "      <td>european central bank cut interest rate record...</td>\n",
       "      <td>[7, 7, 5, 1, 6, 6, 5, 5, 5, 1, 3, 6, 2, 5, 1, ...</td>\n",
       "      <td>欧州中央銀行 EC 主要政策金利 据え置く 上限 金利 限界 貸出金利 下限 金利 中銀 預...</td>\n",
       "      <td>[7, 10, 9, 10, 10, 9, 8, 8, 8, 9, 10, 8, 9, 9,...</td>\n",
       "      <td>5.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>[10, 3, 10, 3, 1, 6, 9, 7, 2, 9, 7, 2, 1, 1, 1...</td>\n",
       "      <td>7 7 5 1 6 6 5 5 5 1 3 6 2 5 1 1 5 5 5 7 7 7 3 ...</td>\n",
       "      <td>10 3 10 3 1 6 9 7 2 9 7 2 1 1 1 6 5 9 7 2 8 2 ...</td>\n",
       "      <td>8 2 10 3 8 2 4 1 8 2 10 3 10 3 8 2 8 2 8 2 8 2...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>992</th>\n",
       "      <td>european central bank hold borrow rate thursda...</td>\n",
       "      <td>[7, 7, 5, 7, 6, 6, 5, 2, 1, 2, 1, 3, 5, 4, 2, ...</td>\n",
       "      <td>欧州中央銀行 EC 主要政策金利 据え置く 上限 金利 限界 貸出金利 下限 金利 中銀 預...</td>\n",
       "      <td>[7, 10, 9, 10, 10, 9, 8, 8, 8, 9, 10, 8, 9, 9,...</td>\n",
       "      <td>5.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>[10, 3, 10, 3, 1, 10, 3, 9, 7, 2, 9, 7, 2, 1, ...</td>\n",
       "      <td>7 7 5 7 6 6 5 2 1 2 1 3 5 4 2 5 5 4 7 5 9 7 7 ...</td>\n",
       "      <td>10 3 10 3 1 10 3 9 7 2 9 7 2 1 8 2 6 8 2 6 5 1...</td>\n",
       "      <td>10 3 10 3 1 10 3 9 7 2 9 7 2 1 8 2 6 8 2 6 5 1...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>993</th>\n",
       "      <td>european central bank hold borrow rate thursda...</td>\n",
       "      <td>[7, 7, 5, 7, 6, 6, 5, 2, 1, 2, 1, 3, 5, 4, 2, ...</td>\n",
       "      <td>欧州中央銀行 EC 主要政策金利 据え置く 上限 金利 限界 貸出金利 下限 金利 中銀 預...</td>\n",
       "      <td>[7, 10, 9, 10, 10, 9, 8, 8, 8, 9, 10, 8, 9, 9,...</td>\n",
       "      <td>5.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>[10, 3, 10, 3, 1, 10, 3, 9, 7, 2, 9, 7, 2, 1, ...</td>\n",
       "      <td>7 7 5 7 6 6 5 2 1 2 1 3 5 4 2 5 5 4 7 5 9 7 7 ...</td>\n",
       "      <td>10 3 10 3 1 10 3 9 7 2 9 7 2 1 8 2 6 8 2 6 5 1...</td>\n",
       "      <td>9 7 2 4 3 8 2 4 4 3 3 9 7 2 1 8 2 4 8 2 4 5 8 ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>994</th>\n",
       "      <td>alcoa inc report massive quarterly loss thursd...</td>\n",
       "      <td>[2, 2, 6, 1, 6, 5, 5, 7, 5, 2, 5, 5, 1, 1, 1, ...</td>\n",
       "      <td>米 アルミ 大手 アルコア 発表 する 四半期 決算 大幅 赤字 なる 過去 精錬 取得 絡...</td>\n",
       "      <td>[2, 3, 4, 8, 10, 7, 10, 8, 7, 3, 7, 7, 4, 4, 9...</td>\n",
       "      <td>5.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>[8, 2, 8, 2, 9, 7, 2, 6, 9, 7, 2, 1, 1, 10, 3,...</td>\n",
       "      <td>2 2 6 1 6 5 5 7 5 2 5 5 1 1 1 2 1 1 1 5 2 5 5 ...</td>\n",
       "      <td>8 2 8 2 9 7 2 6 9 7 2 1 1 10 3 1 8 2 1 1 6 6 6...</td>\n",
       "      <td>1 1 1 10 3 1 1 1 1 10 3 1 9 7 2 9 7 2 8 2 10 3...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>995</th>\n",
       "      <td>european central bank cut interest rate record...</td>\n",
       "      <td>[7, 7, 5, 1, 6, 6, 5, 5, 5, 1, 3, 6, 2, 5, 1, ...</td>\n",
       "      <td>欧州中央銀行 EC 主要政策金利 据え置く 上限 金利 限界 貸出金利 下限 金利 中銀 預...</td>\n",
       "      <td>[7, 10, 9, 10, 10, 9, 8, 8, 8, 9, 10, 8, 9, 9,...</td>\n",
       "      <td>5.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>[10, 3, 10, 3, 1, 6, 9, 7, 2, 9, 7, 2, 1, 1, 1...</td>\n",
       "      <td>7 7 5 1 6 6 5 5 5 1 3 6 2 5 1 1 5 5 5 7 7 7 3 ...</td>\n",
       "      <td>10 3 10 3 1 6 9 7 2 9 7 2 1 1 1 6 5 9 7 2 8 2 ...</td>\n",
       "      <td>8 2 1 6 1 8 2 1 1 1 8 2 8 2 8 2 9 7 2 1 3 1 8 ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>996</th>\n",
       "      <td>european central bank unexpected cut interest ...</td>\n",
       "      <td>[7, 7, 5, 5, 1, 6, 6, 2, 5, 5, 5, 7, 5, 3, 5, ...</td>\n",
       "      <td>欧州中央銀行 EC 主要政策金利 据え置く 上限 金利 限界 貸出金利 下限 金利 中銀 預...</td>\n",
       "      <td>[7, 10, 9, 10, 10, 9, 8, 8, 8, 9, 10, 8, 9, 9,...</td>\n",
       "      <td>5.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>[10, 3, 10, 3, 1, 1, 6, 9, 7, 2, 9, 7, 2, 8, 2...</td>\n",
       "      <td>7 7 5 5 1 6 6 2 5 5 5 7 5 3 5 5 5 5 5 4 2 7 7 ...</td>\n",
       "      <td>10 3 10 3 1 1 6 9 7 2 9 7 2 8 2 1 1 1 10 3 1 5...</td>\n",
       "      <td>10 3 8 2 1 1 1 1 8 2 1 6 1 4 8 2 6 9 7 2 8 2 1...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>997</th>\n",
       "      <td>thai stock rise thursday investor build positi...</td>\n",
       "      <td>[5, 5, 5, 5, 5, 2, 7, 5, 5, 5, 5, 5, 5, 6, 5, ...</td>\n",
       "      <td>午前 バンコク 株式市場 株価 上昇 する 配当 目当て 買う ほか タイ 通貨 バーツ 売...</td>\n",
       "      <td>[9, 10, 3, 9, 2, 7, 10, 2, 1, 9, 10, 5, 3, 2, ...</td>\n",
       "      <td>5.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>[1, 1, 1, 1, 1, 8, 2, 10, 3, 1, 1, 1, 1, 1, 1,...</td>\n",
       "      <td>5 5 5 5 5 2 7 5 5 5 5 5 5 6 5 1 5 5 7 6 7 7 5 ...</td>\n",
       "      <td>1 1 1 1 1 8 2 10 3 1 1 1 1 1 1 9 7 2 1 6 1 1 1...</td>\n",
       "      <td>10 3 10 3 1 1 9 7 2 9 7 2 1 1 1 5 8 2 1 1 9 7 ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>998</th>\n",
       "      <td>european central bank leave interest rate unch...</td>\n",
       "      <td>[7, 7, 5, 7, 6, 6, 5, 5, 5, 5, 2, 5, 8, 8, 10,...</td>\n",
       "      <td>欧州中央銀行 EC 主要政策金利 据え置く 上限 金利 限界 貸出金利 下限 金利 中銀 預...</td>\n",
       "      <td>[7, 10, 9, 10, 10, 9, 8, 8, 8, 9, 10, 8, 9, 9,...</td>\n",
       "      <td>5.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>[10, 3, 10, 3, 1, 10, 3, 9, 7, 2, 9, 7, 2, 1, ...</td>\n",
       "      <td>7 7 5 7 6 6 5 5 5 5 2 5 8 8 10 7 7 7 7 7 7 7 5...</td>\n",
       "      <td>10 3 10 3 1 10 3 9 7 2 9 7 2 1 1 1 1 8 2 1 4 4...</td>\n",
       "      <td>1 1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>999</th>\n",
       "      <td>european central bank leave interest rate unch...</td>\n",
       "      <td>[7, 7, 5, 7, 6, 6, 5, 5, 7, 1, 1, 1, 2, 2, 2, ...</td>\n",
       "      <td>欧州中央銀行 EC 主要政策金利 据え置く 上限 金利 限界 貸出金利 下限 金利 中銀 預...</td>\n",
       "      <td>[7, 10, 9, 10, 10, 9, 8, 8, 8, 9, 10, 8, 9, 9,...</td>\n",
       "      <td>5.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>[10, 3, 10, 3, 1, 10, 3, 9, 7, 2, 9, 7, 2, 1, ...</td>\n",
       "      <td>7 7 5 7 6 6 5 5 7 1 1 1 2 2 2 4 2 5 4 5 7 7 2 ...</td>\n",
       "      <td>10 3 10 3 1 10 3 9 7 2 9 7 2 1 1 10 3 6 6 6 8 ...</td>\n",
       "      <td>8 2 6 6 10 8 2 8 2 1 10 3 1 1 10 3 10 3 10 3 4...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>999 rows × 10 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                            en_article  \\\n",
       "0    u.s. commerce department seasonal adjust annua...   \n",
       "1    chinese budget smartphone maker xiaomi plan se...   \n",
       "2    samsung electronics co ltd fell more percent t...   \n",
       "3    fiat deal gain full control chrysler group llc...   \n",
       "4    fiat share jump thursday it strike deal gain f...   \n",
       "5    u.s. treasuries price rise thursday benchmark ...   \n",
       "6                       auction detail see 3-year note   \n",
       "7    brent crude sink barrel thursday libya prepare...   \n",
       "8    gauge u.s. factory activity hold 2-1/2-year hi...   \n",
       "9    work massive panama canal extension project ma...   \n",
       "10   increase december car sale france spain prompt...   \n",
       "11   federal reserve provide liquidity foreign cent...   \n",
       "12   new car sale spain rise percent year early car...   \n",
       "13   south korean auto maker hyundai motor co kia m...   \n",
       "14   u.s. manufacturing end year high note grow dec...   \n",
       "15   oil price fell more thursday libya prepare res...   \n",
       "16   freddie mac average u.s. mortgage rate percent...   \n",
       "17   u.s. construction spending rise it high level ...   \n",
       "18   russia world big oil producer raise output pos...   \n",
       "19                                         morning fix   \n",
       "20   premium italian spanish bond offer benchmark g...   \n",
       "21   china yuan pull back slightly record high doll...   \n",
       "22   italian carmaker fiat spa say wednesday it hav...   \n",
       "23   brent crude rise barrel thursday decline oil s...   \n",
       "24   china have approve more company list mainland ...   \n",
       "25   janet yellen come step close final approval fe...   \n",
       "26   libya hop resume oil production it large oilfi...   \n",
       "27   italian carmaker fiat spa strike deal gain ful...   \n",
       "28   number american file new claim unemployment be...   \n",
       "29   britain top share index fell first trading day...   \n",
       "..                                                 ...   \n",
       "970  sometimes news be bad news j.c. penney co inc ...   \n",
       "971  european central bank unexpected cut interest ...   \n",
       "972  doji jpy sideline eur volatility ahead tonight...   \n",
       "973  u.s. labor department report initial state job...   \n",
       "974  president barack obama invited german chancell...   \n",
       "975  european central bank leave interest rate unch...   \n",
       "976  china will spend more km mile new railway line...   \n",
       "977  european central bank leave interest rate unch...   \n",
       "978  european central bank keep interest rate stead...   \n",
       "979  european central bank keep interest rate stead...   \n",
       "980  european central bank keep interest rate recor...   \n",
       "981  european central bank leave interest rate unch...   \n",
       "982  european central bank unexpected cut interest ...   \n",
       "983  be result federal reserve purchase treasury th...   \n",
       "984  european central bank leave interest rate unch...   \n",
       "985  european central bank leave interest rate unch...   \n",
       "986  european central bank leave interest rate unch...   \n",
       "987  european central bank leave interest rate unch...   \n",
       "988  daimler ag mercedes-benz unit saw vehicle sale...   \n",
       "989  european central bank leave interest rate unch...   \n",
       "990  european central bank keep interest rate stead...   \n",
       "991  european central bank cut interest rate record...   \n",
       "992  european central bank hold borrow rate thursda...   \n",
       "993  european central bank hold borrow rate thursda...   \n",
       "994  alcoa inc report massive quarterly loss thursd...   \n",
       "995  european central bank cut interest rate record...   \n",
       "996  european central bank unexpected cut interest ...   \n",
       "997  thai stock rise thursday investor build positi...   \n",
       "998  european central bank leave interest rate unch...   \n",
       "999  european central bank leave interest rate unch...   \n",
       "\n",
       "                                     transformation_en  \\\n",
       "0                       [5, 2, 9, 6, 6, 6, 6, 2, 6, 6]   \n",
       "1    [2, 6, 2, 2, 2, 1, 2, 2, 5, 6, 2, 2, 2, 2, 10,...   \n",
       "2    [2, 2, 2, 2, 5, 5, 5, 5, 2, 5, 6, 5, 5, 5, 6, ...   \n",
       "3    [2, 1, 5, 1, 8, 2, 8, 10, 5, 2, 1, 5, 5, 5, 5,...   \n",
       "4    [2, 1, 5, 5, 2, 8, 1, 5, 1, 8, 2, 8, 10, 7, 4,...   \n",
       "5    [5, 5, 5, 5, 5, 5, 5, 5, 5, 6, 5, 5, 5, 6, 10,...   \n",
       "6                                      [1, 1, 5, 1, 5]   \n",
       "7    [5, 5, 5, 5, 5, 8, 1, 1, 2, 8, 4, 4, 4, 2, 4, ...   \n",
       "8    [5, 5, 4, 4, 7, 5, 5, 5, 2, 8, 2, 2, 9, 5, 3, ...   \n",
       "9    [8, 1, 8, 2, 1, 1, 7, 2, 1, 9, 5, 2, 9, 6, 9, ...   \n",
       "10   [6, 5, 2, 2, 8, 8, 7, 7, 4, 7, 2, 5, 2, 7, 5, ...   \n",
       "11   [7, 7, 1, 1, 1, 7, 5, 5, 5, 2, 10, 7, 8, 5, 7,...   \n",
       "12   [2, 2, 2, 8, 5, 5, 6, 5, 2, 2, 2, 2, 8, 5, 6, ...   \n",
       "13   [8, 8, 2, 2, 2, 2, 2, 2, 2, 2, 2, 7, 6, 5, 4, ...   \n",
       "14   [5, 4, 5, 6, 5, 5, 6, 5, 2, 4, 4, 6, 6, 6, 4, ...   \n",
       "15   [5, 5, 5, 5, 5, 8, 1, 1, 2, 8, 7, 5, 5, 5, 2, ...   \n",
       "16                     [1, 2, 6, 5, 1, 6, 5, 10, 5, 5]   \n",
       "17   [5, 2, 6, 5, 2, 5, 5, 5, 6, 6, 5, 10, 2, 1, 6,...   \n",
       "18   [7, 4, 5, 5, 5, 1, 4, 9, 2, 5, 5, 5, 6, 5, 5, ...   \n",
       "19                                              [5, 5]   \n",
       "20   [2, 7, 7, 5, 1, 5, 7, 5, 5, 6, 5, 5, 2, 4, 6, ...   \n",
       "21   [2, 2, 5, 5, 5, 5, 5, 5, 5, 7, 5, 5, 5, 5, 3, ...   \n",
       "22   [7, 2, 2, 2, 8, 5, 2, 7, 4, 1, 7, 1, 5, 2, 2, ...   \n",
       "23   [5, 5, 5, 5, 5, 5, 5, 2, 7, 5, 8, 8, 6, 1, 8, ...   \n",
       "24   [2, 7, 2, 5, 1, 1, 1, 5, 10, 4, 2, 7, 2, 2, 5,...   \n",
       "25   [10, 7, 2, 7, 5, 4, 2, 7, 7, 6, 3, 5, 8, 5, 5,...   \n",
       "26   [8, 2, 1, 5, 6, 2, 1, 8, 6, 2, 5, 9, 1, 1, 6, ...   \n",
       "27   [7, 2, 2, 2, 8, 1, 5, 1, 8, 2, 8, 10, 5, 5, 6,...   \n",
       "28   [2, 8, 2, 2, 9, 5, 3, 5, 4, 5, 5, 5, 5, 3, 5, ...   \n",
       "29   [6, 7, 1, 5, 5, 6, 5, 5, 2, 6, 6, 2, 1, 6, 5, ...   \n",
       "..                                                 ...   \n",
       "970  [9, 8, 2, 7, 8, 2, 2, 2, 2, 1, 5, 5, 9, 2, 2, ...   \n",
       "971  [7, 7, 5, 5, 1, 6, 6, 2, 5, 5, 5, 7, 5, 3, 5, ...   \n",
       "972  [5, 5, 8, 5, 7, 7, 7, 4, 5, 4, 2, 4, 7, 7, 5, ...   \n",
       "973                  [5, 3, 9, 6, 2, 8, 5, 3, 9, 6, 6]   \n",
       "974  [10, 8, 8, 7, 7, 8, 8, 8, 8, 8, 6, 8, 2, 8, 5,...   \n",
       "975  [7, 7, 5, 7, 6, 6, 5, 5, 7, 1, 8, 2, 7, 2, 4, ...   \n",
       "976  [2, 1, 6, 5, 8, 8, 2, 2, 2, 6, 8, 8, 8, 8, 7, ...   \n",
       "977  [7, 7, 5, 7, 6, 6, 5, 5, 7, 2, 9, 7, 7, 5, 3, ...   \n",
       "978  [7, 7, 5, 5, 6, 6, 5, 5, 5, 3, 2, 5, 5, 6, 4, ...   \n",
       "979  [7, 7, 5, 5, 6, 6, 5, 5, 5, 3, 2, 5, 5, 6, 4, ...   \n",
       "980  [7, 7, 5, 5, 6, 6, 5, 5, 2, 1, 7, 5, 7, 5, 7, ...   \n",
       "981  [7, 7, 5, 7, 6, 6, 5, 5, 7, 1, 1, 1, 2, 2, 2, ...   \n",
       "982  [7, 7, 5, 5, 1, 6, 6, 2, 5, 5, 5, 7, 5, 3, 5, ...   \n",
       "983  [2, 4, 7, 7, 1, 5, 5, 6, 2, 10, 7, 7, 2, 2, 1,...   \n",
       "984  [7, 7, 5, 7, 6, 6, 5, 5, 7, 1, 1, 1, 2, 2, 2, ...   \n",
       "985  [7, 7, 5, 7, 6, 6, 5, 5, 5, 5, 7, 9, 2, 7, 7, ...   \n",
       "986  [7, 7, 5, 7, 6, 6, 5, 5, 5, 5, 7, 9, 2, 7, 7, ...   \n",
       "987  [7, 7, 5, 7, 6, 6, 5, 5, 7, 2, 9, 7, 7, 5, 3, ...   \n",
       "988  [2, 2, 2, 2, 5, 2, 2, 2, 5, 5, 6, 6, 8, 5, 2, ...   \n",
       "989  [7, 7, 5, 7, 6, 6, 5, 5, 7, 2, 9, 7, 7, 5, 3, ...   \n",
       "990  [7, 7, 5, 5, 6, 6, 5, 5, 5, 3, 2, 5, 5, 6, 4, ...   \n",
       "991  [7, 7, 5, 1, 6, 6, 5, 5, 5, 1, 3, 6, 2, 5, 1, ...   \n",
       "992  [7, 7, 5, 7, 6, 6, 5, 2, 1, 2, 1, 3, 5, 4, 2, ...   \n",
       "993  [7, 7, 5, 7, 6, 6, 5, 2, 1, 2, 1, 3, 5, 4, 2, ...   \n",
       "994  [2, 2, 6, 1, 6, 5, 5, 7, 5, 2, 5, 5, 1, 1, 1, ...   \n",
       "995  [7, 7, 5, 1, 6, 6, 5, 5, 5, 1, 3, 6, 2, 5, 1, ...   \n",
       "996  [7, 7, 5, 5, 1, 6, 6, 2, 5, 5, 5, 7, 5, 3, 5, ...   \n",
       "997  [5, 5, 5, 5, 5, 2, 7, 5, 5, 5, 5, 5, 5, 6, 5, ...   \n",
       "998  [7, 7, 5, 7, 6, 6, 5, 5, 5, 5, 2, 5, 8, 8, 10,...   \n",
       "999  [7, 7, 5, 7, 6, 6, 5, 5, 7, 1, 1, 1, 2, 2, 2, ...   \n",
       "\n",
       "                                            jp_article  \\\n",
       "0    米 商務省 発表 する 建設 支出 以下 とおり 季節調整 年率 総 建設 支出 民間 部門...   \n",
       "1    中国 低価格 スマホ メーカー 小米科技 () 雷軍 董事長 以上 販売 する 計画 明らか...   \n",
       "2    ソウル 株式市場 サムスン電子 株価 超 下落 する 安値 付ける 一部 アナリスト ウォン...   \n",
       "3    欧州 株式市場 イタリア 自動車 大手 FIAT 株価 一時 急伸 する 8月 以来 高値 ...   \n",
       "4    欧州 株式市場 イタリア 自動車 大手 FIAT 株価 一時 急伸 する 8月 以来 高値 ...   \n",
       "5    カッコ 前 営業日 米 東部 時間 時分 前 営業日 終盤 米 東部 時間 時分 前 営業日...   \n",
       "6       米財務省 銘柄 統合 入札 実施 する 発表 する 発行 いずれ 償還 1月 11月 11月   \n",
       "7    原油 先物 相場 リビア 大 規模 油田 生産 停止 要因 なる いる 抗議活動 休止 する...   \n",
       "8    米 労働省 発表 する 12月 週 新規 失業保険 申請 件数 季節調整 前週 り 連続 減...   \n",
       "9    パナマ運河 拡張 工事 めぐる 建設 会社 成る 企業 連合 パナマ運河 PC コスト 超過...   \n",
       "10   12月 フランス イタリア スペイン 自動車販売 台数 前年 同月 増加 する 欧州 自動車...   \n",
       "11   米 連邦準備理事会 FRB 傘下 ニューヨーク連銀 発表 する 最新 週間 データ よる 通...   \n",
       "12   スペイン 自動車 業界団体 よる 新車 販売 政府 補助 支援 する 前年 なる 減少 する...   \n",
       "13   韓国 自動車メーカー 現代自動車 系列 起亜自動車 世界 販売台数 両社 合計 前年 目標 ...   \n",
       "14   Markit 発表 する 12月 米 製造業 購買担当者景気指数 PM 改定 1月 以来 高...   \n",
       "15   原油 先物 相場 リビア 大 規模 油田 生産 停止 要因 なる いる 抗議活動 休止 する...   \n",
       "16   米 連邦 住宅 貸付 抵当 公社 フレディマック 調査 住宅ローン 金利 手数料 以下 通り...   \n",
       "17   米 商務省 発表 する 11月 建設 支出 前 月 年率 3月 以来 高水準 公共 部門 減...   \n",
       "18   ロシア エネルギー省 発表 する データ よる 石油 生産量 日量 ソビエト連邦 崩壊 最 ...   \n",
       "19            ロンドン 市場 午後 値 決め 以下 通り ドル オンス 午後 ドル 午前 ドル   \n",
       "20   カッコ 先物 欧州 市場 前 営業日 終値 現物 前 営業日 終盤 時分 先物 清算 ユーロ...   \n",
       "21   年明け 上海 外国為替市場 人民元 相場 引け 強含み 昨年 12月 付ける 最 高値 水準...   \n",
       "22   イタリア 自動車 大手 FIAT 傘下 米 クライスラー グループ 完全子会社 合意 する ...   \n",
       "23   原油 先物 相場 リビア 大 規模 油田 生産 停止 要因 なる いる 抗議活動 休止 する...   \n",
       "24   中国 再開 する 新規株式公開 承認 加速 する いる 国営 メディア 新た 上場 承認 す...   \n",
       "25   米 上院 連邦準備理事会 FRB 次期 議長 指名 する イエレン 副議長 指名 承認 採決...   \n",
       "26   リビア 大 規模 油田 エル シャララ 生産 停止 要因 なる いる 抗議活動 デモ隊 活動...   \n",
       "27   イタリア 自動車 大手 FIAT 傘下 米 クライスラー グループ 完全子会社 合意 する ...   \n",
       "28   米 労働省 発表 する 12月 週 新規 失業保険 申請 件数 季節調整 前週 り 連続 減...   \n",
       "29   カッコ 前 営業日 総合 株価指数 ロンドン 終値 前 営業日 終値 ロンドン株式市場 反落...   \n",
       "..                                                 ...   \n",
       "970  米 百貨店 大手 JC ペニー 株価 ニューヨーク市場 急落 する 終値 なる 同社 年末 ...   \n",
       "971  欧州中央銀行 EC 主要政策金利 据え置く 上限 金利 限界 貸出金利 下限 金利 中銀 預...   \n",
       "972  ドル 円 テクニカル分析 米 雇用統計 前 調整 続く 見通し 今晩 米 雇用統計 発表 控...   \n",
       "973  米 労働省 発表 する 新規 失業保険 週間 申請 件数 以下 通り 失業保険 修正 日付 ...   \n",
       "974  米 ホワイトハウス オバマ大統領 ドイツ メルケル 首相 電話 会談 する メルケル 首相 ...   \n",
       "975  欧州中央銀行 EC 主要政策金利 据え置く 上限 金利 限界 貸出金利 下限 金利 中銀 預...   \n",
       "976  新華社 よる 中国 今年 新規 鉄道路線 建設 投じる 建設 する 路線 以上 なる 予定 ...   \n",
       "977  欧州中央銀行 EC 主要政策金利 据え置く 上限 金利 限界 貸出金利 下限 金利 中銀 預...   \n",
       "978  欧州中央銀行 EC 主要政策金利 据え置く 上限 金利 限界 貸出金利 下限 金利 中銀 預...   \n",
       "979  欧州中央銀行 EC 主要政策金利 据え置く 上限 金利 限界 貸出金利 下限 金利 中銀 預...   \n",
       "980  欧州中央銀行 EC 主要政策金利 据え置く 上限 金利 限界 貸出金利 下限 金利 中銀 預...   \n",
       "981  欧州中央銀行 EC 主要政策金利 据え置く 上限 金利 限界 貸出金利 下限 金利 中銀 預...   \n",
       "982  欧州中央銀行 EC 主要政策金利 据え置く 上限 金利 限界 貸出金利 下限 金利 中銀 預...   \n",
       "983  米 連邦準備理事会 FRB 傘下 ニューヨーク連銀 国債 買い切る オペ 実施 する 国債 ...   \n",
       "984  欧州中央銀行 EC 主要政策金利 据え置く 上限 金利 限界 貸出金利 下限 金利 中銀 預...   \n",
       "985  欧州中央銀行 EC 主要政策金利 据え置く 上限 金利 限界 貸出金利 下限 金利 中銀 預...   \n",
       "986  欧州中央銀行 EC 主要政策金利 据え置く 上限 金利 限界 貸出金利 下限 金利 中銀 預...   \n",
       "987  欧州中央銀行 EC 主要政策金利 据え置く 上限 金利 限界 貸出金利 下限 金利 中銀 預...   \n",
       "988  ドイツ 自動車 大手 ダイムラー メルセデス・ベンツ 部門 中国 自動車販売 香港 除く 前...   \n",
       "989  欧州中央銀行 EC 主要政策金利 据え置く 上限 金利 限界 貸出金利 下限 金利 中銀 預...   \n",
       "990  欧州中央銀行 EC 主要政策金利 据え置く 上限 金利 限界 貸出金利 下限 金利 中銀 預...   \n",
       "991  欧州中央銀行 EC 主要政策金利 据え置く 上限 金利 限界 貸出金利 下限 金利 中銀 預...   \n",
       "992  欧州中央銀行 EC 主要政策金利 据え置く 上限 金利 限界 貸出金利 下限 金利 中銀 預...   \n",
       "993  欧州中央銀行 EC 主要政策金利 据え置く 上限 金利 限界 貸出金利 下限 金利 中銀 預...   \n",
       "994  米 アルミ 大手 アルコア 発表 する 四半期 決算 大幅 赤字 なる 過去 精錬 取得 絡...   \n",
       "995  欧州中央銀行 EC 主要政策金利 据え置く 上限 金利 限界 貸出金利 下限 金利 中銀 預...   \n",
       "996  欧州中央銀行 EC 主要政策金利 据え置く 上限 金利 限界 貸出金利 下限 金利 中銀 預...   \n",
       "997  午前 バンコク 株式市場 株価 上昇 する 配当 目当て 買う ほか タイ 通貨 バーツ 売...   \n",
       "998  欧州中央銀行 EC 主要政策金利 据え置く 上限 金利 限界 貸出金利 下限 金利 中銀 預...   \n",
       "999  欧州中央銀行 EC 主要政策金利 据え置く 上限 金利 限界 貸出金利 下限 金利 中銀 預...   \n",
       "\n",
       "                                     transformation_jp  similarity  \\\n",
       "0    [2, 3, 10, 7, 3, 10, 8, 8, 9, 8, 9, 3, 10, 7, ...         5.0   \n",
       "1    [7, 5, 8, 2, 8, 3, 8, 7, 3, 8, 7, 10, 7, 7, 9,...         5.0   \n",
       "2    [3, 3, 3, 9, 3, 2, 7, 3, 3, 9, 9, 3, 8, 6, 8, ...         5.0   \n",
       "3    [10, 3, 10, 9, 4, 6, 9, 2, 8, 7, 4, 3, 3, 3, 7...         5.0   \n",
       "4    [10, 3, 10, 9, 4, 6, 9, 2, 8, 7, 4, 3, 3, 3, 7...         5.0   \n",
       "5    [10, 4, 3, 2, 5, 3, 4, 4, 3, 3, 2, 5, 3, 4, 4,...         5.0   \n",
       "6         [6, 9, 7, 6, 4, 7, 10, 7, 6, 10, 6, 9, 8, 8]         5.0   \n",
       "7    [9, 3, 1, 9, 2, 9, 7, 4, 4, 9, 7, 4, 4, 4, 7, ...         5.0   \n",
       "8    [2, 8, 10, 7, 4, 9, 8, 8, 8, 8, 9, 3, 3, 8, 8,...         5.0   \n",
       "9    [9, 3, 9, 9, 3, 9, 4, 6, 7, 9, 2, 9, 9, 3, 5, ...         5.0   \n",
       "10   [4, 10, 10, 7, 8, 8, 9, 7, 8, 7, 10, 9, 9, 5, ...         5.0   \n",
       "11   [2, 2, 2, 6, 8, 10, 7, 7, 3, 7, 7, 8, 3, 2, 3,...         5.0   \n",
       "12   [7, 9, 9, 7, 8, 8, 10, 10, 4, 7, 9, 7, 8, 7, 4...         5.0   \n",
       "13   [7, 3, 6, 7, 3, 5, 3, 6, 9, 9, 2, 3, 7, 8, 7, ...         5.0   \n",
       "14   [1, 10, 7, 4, 2, 10, 10, 10, 10, 9, 3, 4, 10, ...         5.0   \n",
       "15   [9, 3, 1, 9, 2, 9, 7, 4, 4, 9, 7, 4, 4, 4, 7, ...         5.0   \n",
       "16   [2, 10, 10, 4, 9, 8, 2, 7, 3, 9, 9, 8, 8, 9, 3...         5.0   \n",
       "17   [2, 3, 10, 7, 8, 3, 10, 4, 8, 8, 4, 3, 4, 3, 5...         5.0   \n",
       "18   [5, 4, 10, 7, 7, 7, 5, 9, 5, 7, 7, 7, 4, 3, 5,...         5.0   \n",
       "19             [4, 9, 4, 3, 6, 8, 8, 2, 4, 4, 2, 9, 2]         5.0   \n",
       "20   [10, 3, 10, 9, 4, 3, 3, 4, 4, 3, 3, 4, 3, 4, 1...         5.0   \n",
       "21   [9, 3, 8, 9, 1, 3, 2, 3, 4, 3, 7, 3, 1, 3, 9, ...         5.0   \n",
       "22   [10, 9, 4, 6, 6, 2, 3, 1, 7, 7, 7, 10, 7, 4, 6...         5.0   \n",
       "23   [9, 3, 1, 9, 2, 9, 7, 4, 4, 9, 7, 4, 4, 4, 7, ...         5.0   \n",
       "24   [7, 6, 7, 3, 9, 7, 7, 4, 8, 7, 10, 3, 9, 7, 7,...         5.0   \n",
       "25   [2, 9, 2, 2, 4, 8, 10, 7, 2, 2, 10, 9, 10, 4, ...         5.0   \n",
       "26   [9, 2, 9, 7, 7, 9, 4, 4, 9, 7, 4, 4, 10, 9, 7,...         5.0   \n",
       "27   [10, 9, 4, 6, 6, 2, 3, 1, 7, 7, 7, 10, 7, 4, 6...         5.0   \n",
       "28   [2, 8, 10, 7, 4, 9, 8, 8, 8, 8, 9, 3, 3, 8, 8,...         5.0   \n",
       "29   [10, 4, 3, 1, 3, 4, 3, 4, 3, 3, 9, 9, 7, 3, 7,...         5.0   \n",
       "..                                                 ...         ...   \n",
       "970  [2, 8, 4, 6, 6, 9, 9, 4, 7, 3, 7, 1, 9, 8, 8, ...         5.0   \n",
       "971  [7, 10, 9, 10, 10, 9, 8, 8, 8, 9, 10, 8, 9, 9,...         5.0   \n",
       "972  [2, 8, 2, 2, 8, 4, 10, 4, 9, 8, 2, 8, 10, 8, 8...         5.0   \n",
       "973  [2, 8, 10, 7, 8, 8, 3, 8, 8, 8, 8, 8, 8, 8, 9,...         5.0   \n",
       "974  [2, 4, 9, 7, 10, 10, 9, 7, 7, 10, 10, 4, 8, 7,...         5.0   \n",
       "975  [7, 10, 9, 10, 10, 9, 8, 8, 8, 9, 10, 8, 9, 9,...         5.0   \n",
       "976  [7, 7, 7, 4, 8, 3, 3, 9, 3, 7, 10, 3, 7, 4, 7,...         5.0   \n",
       "977  [7, 10, 9, 10, 10, 9, 8, 8, 8, 9, 10, 8, 9, 9,...         5.0   \n",
       "978  [7, 10, 9, 10, 10, 9, 8, 8, 8, 9, 10, 8, 9, 9,...         5.0   \n",
       "979  [7, 10, 9, 10, 10, 9, 8, 8, 8, 9, 10, 8, 9, 9,...         5.0   \n",
       "980  [7, 10, 9, 10, 10, 9, 8, 8, 8, 9, 10, 8, 9, 9,...         5.0   \n",
       "981  [7, 10, 9, 10, 10, 9, 8, 8, 8, 9, 10, 8, 9, 9,...         5.0   \n",
       "982  [7, 10, 9, 10, 10, 9, 8, 8, 8, 9, 10, 8, 9, 9,...         5.0   \n",
       "983  [2, 2, 2, 6, 8, 10, 8, 8, 4, 7, 10, 7, 7, 9, 8...         5.0   \n",
       "984  [7, 10, 9, 10, 10, 9, 8, 8, 8, 9, 10, 8, 9, 9,...         5.0   \n",
       "985  [7, 10, 9, 10, 10, 9, 8, 8, 8, 9, 10, 8, 9, 9,...         5.0   \n",
       "986  [7, 10, 9, 10, 10, 9, 8, 8, 8, 9, 10, 8, 9, 9,...         5.0   \n",
       "987  [7, 10, 9, 10, 10, 9, 8, 8, 8, 9, 10, 8, 9, 9,...         5.0   \n",
       "988  [7, 9, 4, 6, 10, 5, 7, 8, 6, 8, 9, 8, 7, 7, 7,...         5.0   \n",
       "989  [7, 10, 9, 10, 10, 9, 8, 8, 8, 9, 10, 8, 9, 9,...         5.0   \n",
       "990  [7, 10, 9, 10, 10, 9, 8, 8, 8, 9, 10, 8, 9, 9,...         5.0   \n",
       "991  [7, 10, 9, 10, 10, 9, 8, 8, 8, 9, 10, 8, 9, 9,...         5.0   \n",
       "992  [7, 10, 9, 10, 10, 9, 8, 8, 8, 9, 10, 8, 9, 9,...         5.0   \n",
       "993  [7, 10, 9, 10, 10, 9, 8, 8, 8, 9, 10, 8, 9, 9,...         5.0   \n",
       "994  [2, 3, 4, 8, 10, 7, 10, 8, 7, 3, 7, 7, 4, 4, 9...         5.0   \n",
       "995  [7, 10, 9, 10, 10, 9, 8, 8, 8, 9, 10, 8, 9, 9,...         5.0   \n",
       "996  [7, 10, 9, 10, 10, 9, 8, 8, 8, 9, 10, 8, 9, 9,...         5.0   \n",
       "997  [9, 10, 3, 9, 2, 7, 10, 2, 1, 9, 10, 5, 3, 2, ...         5.0   \n",
       "998  [7, 10, 9, 10, 10, 9, 8, 8, 8, 9, 10, 8, 9, 9,...         5.0   \n",
       "999  [7, 10, 9, 10, 10, 9, 8, 8, 8, 9, 10, 8, 9, 9,...         5.0   \n",
       "\n",
       "     dis_similarity                                   en2jp_projection  \\\n",
       "0               1.0  [1, 8, 2, 3, 9, 7, 2, 9, 7, 2, 9, 7, 2, 9, 7, ...   \n",
       "1               1.0  [8, 2, 9, 7, 2, 8, 2, 8, 2, 8, 2, 6, 8, 2, 8, ...   \n",
       "2               1.0  [8, 2, 8, 2, 8, 2, 8, 2, 1, 1, 1, 1, 8, 2, 1, ...   \n",
       "3               1.0  [8, 2, 6, 1, 6, 4, 8, 2, 4, 4, 1, 8, 2, 6, 1, ...   \n",
       "4               1.0  [8, 2, 6, 1, 1, 8, 2, 4, 6, 1, 6, 4, 8, 2, 4, ...   \n",
       "5               1.0  [1, 1, 1, 1, 1, 1, 1, 1, 1, 9, 7, 2, 1, 1, 1, ...   \n",
       "6               1.0                                    [6, 6, 1, 6, 1]   \n",
       "7               1.0  [1, 1, 1, 1, 1, 4, 6, 6, 8, 2, 4, 10, 10, 10, ...   \n",
       "8               1.0  [1, 1, 10, 10, 10, 3, 1, 1, 1, 8, 2, 4, 8, 2, ...   \n",
       "9               1.0  [4, 6, 4, 8, 2, 6, 6, 10, 3, 8, 2, 6, 3, 1, 8,...   \n",
       "10              1.0  [9, 7, 2, 1, 8, 2, 8, 2, 4, 4, 10, 3, 10, 3, 1...   \n",
       "11              1.0  [10, 3, 10, 3, 6, 6, 6, 10, 3, 1, 1, 1, 8, 2, ...   \n",
       "12              1.0  [8, 2, 8, 2, 8, 2, 4, 1, 1, 9, 7, 2, 1, 8, 2, ...   \n",
       "13              1.0  [4, 4, 8, 2, 8, 2, 8, 2, 8, 2, 8, 2, 8, 2, 8, ...   \n",
       "14              1.0  [1, 10, 1, 9, 7, 2, 1, 1, 9, 7, 2, 1, 8, 2, 10...   \n",
       "15              1.0  [1, 1, 1, 1, 1, 4, 6, 6, 8, 2, 4, 10, 3, 1, 1,...   \n",
       "16              1.0      [6, 8, 2, 9, 7, 2, 1, 6, 9, 7, 2, 1, 4, 1, 1]   \n",
       "17              1.0  [1, 8, 2, 9, 7, 2, 1, 8, 2, 1, 1, 1, 9, 7, 2, ...   \n",
       "18              1.0  [10, 3, 10, 1, 1, 1, 6, 10, 3, 8, 2, 1, 1, 1, ...   \n",
       "19              1.0                                             [1, 1]   \n",
       "20              1.0  [8, 2, 10, 3, 10, 3, 1, 6, 1, 10, 3, 1, 1, 9, ...   \n",
       "21              1.0  [8, 2, 8, 2, 1, 1, 1, 1, 1, 1, 1, 10, 3, 1, 1,...   \n",
       "22              1.0  [10, 3, 8, 2, 8, 2, 8, 2, 4, 1, 8, 2, 10, 3, 1...   \n",
       "23              1.0  [1, 1, 1, 1, 1, 1, 1, 8, 2, 10, 3, 1, 4, 4, 9,...   \n",
       "24              1.0  [8, 2, 10, 3, 8, 2, 1, 6, 6, 6, 1, 4, 10, 8, 2...   \n",
       "25              1.0  [4, 10, 3, 8, 2, 10, 3, 1, 10, 8, 2, 10, 3, 10...   \n",
       "26              1.0  [4, 8, 2, 6, 1, 9, 7, 2, 8, 2, 6, 4, 9, 7, 2, ...   \n",
       "27              1.0  [10, 3, 8, 2, 8, 2, 8, 2, 4, 6, 1, 6, 4, 8, 2,...   \n",
       "28              1.0  [8, 2, 4, 8, 2, 8, 2, 3, 1, 5, 1, 10, 1, 1, 1,...   \n",
       "29              1.0  [9, 7, 2, 10, 3, 6, 1, 1, 9, 7, 2, 1, 1, 8, 2,...   \n",
       "..              ...                                                ...   \n",
       "970             1.0  [3, 4, 8, 2, 10, 3, 4, 8, 2, 8, 2, 8, 2, 8, 2,...   \n",
       "971             1.0  [10, 3, 10, 3, 1, 1, 6, 9, 7, 2, 9, 7, 2, 8, 2...   \n",
       "972             1.0  [1, 1, 4, 1, 10, 3, 10, 3, 10, 3, 10, 1, 10, 8...   \n",
       "973             1.0  [1, 5, 3, 9, 7, 2, 8, 2, 4, 1, 5, 3, 9, 7, 2, ...   \n",
       "974             1.0  [4, 4, 4, 10, 3, 10, 3, 4, 4, 4, 4, 4, 9, 7, 2...   \n",
       "975             1.0  [10, 3, 10, 3, 1, 10, 3, 9, 7, 2, 9, 7, 2, 1, ...   \n",
       "976             1.0  [8, 2, 6, 9, 7, 2, 1, 4, 4, 8, 2, 8, 2, 8, 2, ...   \n",
       "977             1.0  [10, 3, 10, 3, 1, 10, 3, 9, 7, 2, 9, 7, 2, 1, ...   \n",
       "978             1.0  [10, 3, 10, 3, 1, 1, 9, 7, 2, 9, 7, 2, 1, 1, 1...   \n",
       "979             1.0  [10, 3, 10, 3, 1, 1, 9, 7, 2, 9, 7, 2, 1, 1, 1...   \n",
       "980             1.0  [10, 3, 10, 3, 1, 1, 9, 7, 2, 9, 7, 2, 1, 1, 8...   \n",
       "981             1.0  [10, 3, 10, 3, 1, 10, 3, 9, 7, 2, 9, 7, 2, 1, ...   \n",
       "982             1.0  [10, 3, 10, 3, 1, 1, 6, 9, 7, 2, 9, 7, 2, 8, 2...   \n",
       "983             1.0  [8, 2, 10, 10, 3, 10, 3, 6, 1, 1, 9, 7, 2, 8, ...   \n",
       "984             1.0  [10, 3, 10, 3, 1, 10, 3, 9, 7, 2, 9, 7, 2, 1, ...   \n",
       "985             1.0  [10, 3, 10, 3, 1, 10, 3, 9, 7, 2, 9, 7, 2, 1, ...   \n",
       "986             1.0  [10, 3, 10, 3, 1, 10, 3, 9, 7, 2, 9, 7, 2, 1, ...   \n",
       "987             1.0  [10, 3, 10, 3, 1, 10, 3, 9, 7, 2, 9, 7, 2, 1, ...   \n",
       "988             1.0  [8, 2, 8, 2, 8, 2, 8, 2, 1, 8, 2, 8, 2, 8, 2, ...   \n",
       "989             1.0  [10, 3, 10, 3, 1, 10, 3, 9, 7, 2, 9, 7, 2, 1, ...   \n",
       "990             1.0  [10, 3, 10, 3, 1, 1, 9, 7, 2, 9, 7, 2, 1, 1, 1...   \n",
       "991             1.0  [10, 3, 10, 3, 1, 6, 9, 7, 2, 9, 7, 2, 1, 1, 1...   \n",
       "992             1.0  [10, 3, 10, 3, 1, 10, 3, 9, 7, 2, 9, 7, 2, 1, ...   \n",
       "993             1.0  [10, 3, 10, 3, 1, 10, 3, 9, 7, 2, 9, 7, 2, 1, ...   \n",
       "994             1.0  [8, 2, 8, 2, 9, 7, 2, 6, 9, 7, 2, 1, 1, 10, 3,...   \n",
       "995             1.0  [10, 3, 10, 3, 1, 6, 9, 7, 2, 9, 7, 2, 1, 1, 1...   \n",
       "996             1.0  [10, 3, 10, 3, 1, 1, 6, 9, 7, 2, 9, 7, 2, 8, 2...   \n",
       "997             1.0  [1, 1, 1, 1, 1, 8, 2, 10, 3, 1, 1, 1, 1, 1, 1,...   \n",
       "998             1.0  [10, 3, 10, 3, 1, 10, 3, 9, 7, 2, 9, 7, 2, 1, ...   \n",
       "999             1.0  [10, 3, 10, 3, 1, 10, 3, 9, 7, 2, 9, 7, 2, 1, ...   \n",
       "\n",
       "                                                    xa  \\\n",
       "0                                  5 2 9 6 6 6 6 2 6 6   \n",
       "1    2 6 2 2 2 1 2 2 5 6 2 2 2 2 10 8 5 6 1 8 2 5 2...   \n",
       "2    2 2 2 2 5 5 5 5 2 5 6 5 5 5 6 5 6 1 6 5 5 5 5 ...   \n",
       "3    2 1 5 1 8 2 8 10 5 2 1 5 5 5 5 7 7 2 7 2 1 1 5...   \n",
       "4    2 1 5 5 2 8 1 5 1 8 2 8 10 7 4 7 2 7 2 1 1 5 8...   \n",
       "5    5 5 5 5 5 5 5 5 5 6 5 5 5 6 10 5 5 5 2 7 2 6 5...   \n",
       "6                                            1 1 5 1 5   \n",
       "7    5 5 5 5 5 8 1 1 2 8 4 4 4 2 4 5 5 8 8 5 2 2 1 ...   \n",
       "8    5 5 4 4 7 5 5 5 2 8 2 2 9 5 3 5 4 5 5 5 5 10 4...   \n",
       "9    8 1 8 2 1 1 7 2 1 9 5 2 9 6 9 6 7 2 8 5 6 9 2 ...   \n",
       "10   6 5 2 2 8 8 7 7 4 7 2 5 2 7 5 5 6 5 6 5 5 5 5 ...   \n",
       "11   7 7 1 1 1 7 5 5 5 2 10 7 8 5 7 7 7 8 1 1 5 2 5...   \n",
       "12   2 2 2 8 5 5 6 5 2 2 2 2 8 5 6 7 1 2 2 5 5 5 6 ...   \n",
       "13   8 8 2 2 2 2 2 2 2 2 2 7 6 5 4 4 6 2 5 5 6 6 5 ...   \n",
       "14   5 4 5 6 5 5 6 5 2 4 4 6 6 6 4 2 9 6 2 6 5 5 7 ...   \n",
       "15   5 5 5 5 5 8 1 1 2 8 7 5 5 5 2 5 2 5 5 6 6 5 7 ...   \n",
       "16                                1 2 6 5 1 6 5 10 5 5   \n",
       "17   5 2 6 5 2 5 5 5 6 6 5 10 2 1 6 5 1 6 2 6 6 5 6...   \n",
       "18   7 4 5 5 5 1 4 9 2 5 5 5 6 5 5 5 6 2 2 5 6 5 1 ...   \n",
       "19                                                 5 5   \n",
       "20   2 7 7 5 1 5 7 5 5 6 5 5 2 4 6 5 8 5 5 8 4 5 4 ...   \n",
       "21   2 2 5 5 5 5 5 5 5 7 5 5 5 5 3 5 2 5 9 5 5 2 5 ...   \n",
       "22   7 2 2 2 8 5 2 7 4 1 7 1 5 2 2 8 10 2 7 7 7 1 5...   \n",
       "23   5 5 5 5 5 5 5 2 7 5 8 8 6 1 8 8 8 4 4 4 2 1 5 ...   \n",
       "24   2 7 2 5 1 1 1 5 10 4 2 7 2 2 5 1 2 2 1 2 8 10 ...   \n",
       "25   10 7 2 7 5 4 2 7 7 6 3 5 8 5 5 7 10 8 8 8 1 10...   \n",
       "26   8 2 1 5 6 2 1 8 6 2 5 9 1 1 6 5 8 8 8 5 9 8 7 ...   \n",
       "27   7 2 2 2 8 1 5 1 8 2 8 10 5 5 6 9 7 2 7 9 10 8 ...   \n",
       "28   2 8 2 2 9 5 3 5 4 5 5 5 5 3 5 4 5 5 6 2 9 8 5 ...   \n",
       "29   6 7 1 5 5 6 5 5 2 6 6 2 1 6 5 6 5 2 5 7 2 4 5 ...   \n",
       "..                                                 ...   \n",
       "970  9 8 2 7 8 2 2 2 2 1 5 5 9 2 2 8 5 2 2 3 2 2 2 ...   \n",
       "971  7 7 5 5 1 6 6 2 5 5 5 7 5 3 5 5 5 5 5 4 2 7 7 ...   \n",
       "972  5 5 8 5 7 7 7 4 5 4 2 4 7 7 5 5 5 5 5 7 5 5 5 ...   \n",
       "973                              5 3 9 6 2 8 5 3 9 6 6   \n",
       "974  10 8 8 7 7 8 8 8 8 8 6 8 2 8 5 7 7 2 9 8 8 7 1...   \n",
       "975  7 7 5 7 6 6 5 5 7 1 8 2 7 2 4 6 6 6 7 7 7 7 5 ...   \n",
       "976  2 1 6 5 8 8 2 2 2 6 8 8 8 8 7 10 2 8 2 10 1 2 ...   \n",
       "977  7 7 5 7 6 6 5 5 7 2 9 7 7 5 3 2 7 5 4 2 5 2 4 ...   \n",
       "978  7 7 5 5 6 6 5 5 5 3 2 5 5 6 4 5 5 4 5 5 4 3 2 ...   \n",
       "979  7 7 5 5 6 6 5 5 5 3 2 5 5 6 4 5 5 4 5 5 4 3 2 ...   \n",
       "980  7 7 5 5 6 6 5 5 2 1 7 5 7 5 7 4 5 9 7 9 2 8 5 ...   \n",
       "981  7 7 5 7 6 6 5 5 7 1 1 1 2 2 2 4 2 5 4 5 7 7 2 ...   \n",
       "982  7 7 5 5 1 6 6 2 5 5 5 7 5 3 5 5 5 5 5 4 2 7 7 ...   \n",
       "983  2 4 7 7 1 5 5 6 2 10 7 7 2 2 1 1 1 2 7 1 1 2 7...   \n",
       "984  7 7 5 7 6 6 5 5 7 1 1 1 2 2 2 4 2 5 4 5 7 7 2 ...   \n",
       "985  7 7 5 7 6 6 5 5 5 5 7 9 2 7 7 9 5 2 5 6 2 2 5 ...   \n",
       "986  7 7 5 7 6 6 5 5 5 5 7 9 2 7 7 9 5 2 5 6 2 2 5 ...   \n",
       "987  7 7 5 7 6 6 5 5 7 2 9 7 7 5 3 2 7 5 4 2 5 2 4 ...   \n",
       "988  2 2 2 2 5 2 2 2 5 5 6 6 8 5 2 1 2 5 2 6 2 2 6 ...   \n",
       "989  7 7 5 7 6 6 5 5 7 2 9 7 7 5 3 2 7 5 4 2 5 2 4 ...   \n",
       "990  7 7 5 5 6 6 5 5 5 3 2 5 5 6 4 5 5 4 5 5 4 3 2 ...   \n",
       "991  7 7 5 1 6 6 5 5 5 1 3 6 2 5 1 1 5 5 5 7 7 7 3 ...   \n",
       "992  7 7 5 7 6 6 5 2 1 2 1 3 5 4 2 5 5 4 7 5 9 7 7 ...   \n",
       "993  7 7 5 7 6 6 5 2 1 2 1 3 5 4 2 5 5 4 7 5 9 7 7 ...   \n",
       "994  2 2 6 1 6 5 5 7 5 2 5 5 1 1 1 2 1 1 1 5 2 5 5 ...   \n",
       "995  7 7 5 1 6 6 5 5 5 1 3 6 2 5 1 1 5 5 5 7 7 7 3 ...   \n",
       "996  7 7 5 5 1 6 6 2 5 5 5 7 5 3 5 5 5 5 5 4 2 7 7 ...   \n",
       "997  5 5 5 5 5 2 7 5 5 5 5 5 5 6 5 1 5 5 7 6 7 7 5 ...   \n",
       "998  7 7 5 7 6 6 5 5 5 5 2 5 8 8 10 7 7 7 7 7 7 7 5...   \n",
       "999  7 7 5 7 6 6 5 5 7 1 1 1 2 2 2 4 2 5 4 5 7 7 2 ...   \n",
       "\n",
       "                                                    xb  \\\n",
       "0      1 8 2 3 9 7 2 9 7 2 9 7 2 9 7 2 8 2 9 7 2 9 7 2   \n",
       "1    8 2 9 7 2 8 2 8 2 8 2 6 8 2 8 2 1 9 7 2 8 2 8 ...   \n",
       "2    8 2 8 2 8 2 8 2 1 1 1 1 8 2 1 9 7 2 1 1 1 9 7 ...   \n",
       "3    8 2 6 1 6 4 8 2 4 4 1 8 2 6 1 1 1 1 10 3 10 3 ...   \n",
       "4    8 2 6 1 1 8 2 4 6 1 6 4 8 2 4 4 10 3 10 10 3 8...   \n",
       "5    1 1 1 1 1 1 1 1 1 9 7 2 1 1 1 9 7 2 4 1 1 1 8 ...   \n",
       "6                                            6 6 1 6 1   \n",
       "7    1 1 1 1 1 4 6 6 8 2 4 10 10 10 8 2 10 1 1 4 4 ...   \n",
       "8    1 1 10 10 10 3 1 1 1 8 2 4 8 2 8 2 3 1 5 1 10 ...   \n",
       "9    4 6 4 8 2 6 6 10 3 8 2 6 3 1 8 2 3 9 7 2 3 9 7...   \n",
       "10   9 7 2 1 8 2 8 2 4 4 10 3 10 3 10 10 3 8 2 1 8 ...   \n",
       "11   10 3 10 3 6 6 6 10 3 1 1 1 8 2 4 10 3 4 1 10 3...   \n",
       "12   8 2 8 2 8 2 4 1 1 9 7 2 1 8 2 8 2 8 2 8 2 4 1 ...   \n",
       "13   4 4 8 2 8 2 8 2 8 2 8 2 8 2 8 2 8 2 8 2 10 3 9...   \n",
       "14   1 10 1 9 7 2 1 1 9 7 2 1 8 2 10 10 9 7 2 9 7 2...   \n",
       "15   1 1 1 1 1 4 6 6 8 2 4 10 3 1 1 1 8 2 1 8 2 1 1...   \n",
       "16                       6 8 2 9 7 2 1 6 9 7 2 1 4 1 1   \n",
       "17   1 8 2 9 7 2 1 8 2 1 1 1 9 7 2 9 7 2 1 4 8 2 6 ...   \n",
       "18   10 3 10 1 1 1 6 10 3 8 2 1 1 1 9 7 2 1 1 1 9 7...   \n",
       "19                                                 1 1   \n",
       "20   8 2 10 3 10 3 1 6 1 10 3 1 1 9 7 2 1 1 8 2 10 ...   \n",
       "21   8 2 8 2 1 1 1 1 1 1 1 10 3 1 1 1 1 5 1 8 2 1 3...   \n",
       "22   10 3 8 2 8 2 8 2 4 1 8 2 10 3 10 6 10 3 6 1 8 ...   \n",
       "23   1 1 1 1 1 1 1 8 2 10 3 1 4 4 9 7 2 6 4 4 4 10 ...   \n",
       "24   8 2 10 3 8 2 1 6 6 6 1 4 10 8 2 10 3 8 2 8 2 1...   \n",
       "25   4 10 3 8 2 10 3 1 10 8 2 10 3 10 3 9 7 2 5 1 4...   \n",
       "26   4 8 2 6 1 9 7 2 8 2 6 4 9 7 2 8 2 1 3 6 6 9 7 ...   \n",
       "27   10 3 8 2 8 2 8 2 4 6 1 6 4 8 2 4 4 1 1 9 7 2 3...   \n",
       "28   8 2 4 8 2 8 2 3 1 5 1 10 1 1 1 1 5 1 10 1 1 9 ...   \n",
       "29   9 7 2 10 3 6 1 1 9 7 2 1 1 8 2 9 7 2 9 7 2 8 2...   \n",
       "..                                                 ...   \n",
       "970  3 4 8 2 10 3 4 8 2 8 2 8 2 8 2 6 1 1 3 8 2 8 2...   \n",
       "971  10 3 10 3 1 1 6 9 7 2 9 7 2 8 2 1 1 1 10 3 1 5...   \n",
       "972  1 1 4 1 10 3 10 3 10 3 10 1 10 8 2 10 10 3 10 ...   \n",
       "973                1 5 3 9 7 2 8 2 4 1 5 3 9 7 2 9 7 2   \n",
       "974  4 4 4 10 3 10 3 4 4 4 4 4 9 7 2 4 8 2 4 1 10 3...   \n",
       "975  10 3 10 3 1 10 3 9 7 2 9 7 2 1 1 10 3 6 4 8 2 ...   \n",
       "976  8 2 6 9 7 2 1 4 4 8 2 8 2 8 2 9 7 2 4 4 4 4 10...   \n",
       "977  10 3 10 3 1 10 3 9 7 2 9 7 2 1 1 10 3 8 2 3 10...   \n",
       "978  10 3 10 3 1 1 9 7 2 9 7 2 1 1 1 5 8 2 1 1 9 7 ...   \n",
       "979  10 3 10 3 1 1 9 7 2 9 7 2 1 1 1 5 8 2 1 1 9 7 ...   \n",
       "980  10 3 10 3 1 1 9 7 2 9 7 2 1 1 8 2 6 10 3 1 10 ...   \n",
       "981  10 3 10 3 1 10 3 9 7 2 9 7 2 1 1 10 3 6 6 6 8 ...   \n",
       "982  10 3 10 3 1 1 6 9 7 2 9 7 2 8 2 1 1 1 10 3 1 5...   \n",
       "983  8 2 10 10 3 10 3 6 1 1 9 7 2 8 2 4 10 3 10 3 8...   \n",
       "984  10 3 10 3 1 10 3 9 7 2 9 7 2 1 1 10 3 6 6 6 8 ...   \n",
       "985  10 3 10 3 1 10 3 9 7 2 9 7 2 1 1 1 1 10 3 3 8 ...   \n",
       "986  10 3 10 3 1 10 3 9 7 2 9 7 2 1 1 1 1 10 3 3 8 ...   \n",
       "987  10 3 10 3 1 10 3 9 7 2 9 7 2 1 1 10 3 8 2 3 10...   \n",
       "988  8 2 8 2 8 2 8 2 1 8 2 8 2 8 2 1 1 9 7 2 9 7 2 ...   \n",
       "989  10 3 10 3 1 10 3 9 7 2 9 7 2 1 1 10 3 8 2 3 10...   \n",
       "990  10 3 10 3 1 1 9 7 2 9 7 2 1 1 1 5 8 2 1 1 9 7 ...   \n",
       "991  10 3 10 3 1 6 9 7 2 9 7 2 1 1 1 6 5 9 7 2 8 2 ...   \n",
       "992  10 3 10 3 1 10 3 9 7 2 9 7 2 1 8 2 6 8 2 6 5 1...   \n",
       "993  10 3 10 3 1 10 3 9 7 2 9 7 2 1 8 2 6 8 2 6 5 1...   \n",
       "994  8 2 8 2 9 7 2 6 9 7 2 1 1 10 3 1 8 2 1 1 6 6 6...   \n",
       "995  10 3 10 3 1 6 9 7 2 9 7 2 1 1 1 6 5 9 7 2 8 2 ...   \n",
       "996  10 3 10 3 1 1 6 9 7 2 9 7 2 8 2 1 1 1 10 3 1 5...   \n",
       "997  1 1 1 1 1 8 2 10 3 1 1 1 1 1 1 9 7 2 1 6 1 1 1...   \n",
       "998  10 3 10 3 1 10 3 9 7 2 9 7 2 1 1 1 1 8 2 1 4 4...   \n",
       "999  10 3 10 3 1 10 3 9 7 2 9 7 2 1 1 10 3 6 6 6 8 ...   \n",
       "\n",
       "                                              xb_wrong  \n",
       "0    10 3 10 3 1 10 3 9 7 2 9 7 2 1 1 10 3 6 6 6 8 ...  \n",
       "1    10 3 10 3 6 10 3 10 8 2 6 6 10 9 7 2 1 10 10 1...  \n",
       "2    1 1 1 1 1 4 6 6 8 2 4 10 10 10 8 2 10 1 1 4 4 ...  \n",
       "3    10 3 10 3 1 10 3 9 7 2 9 7 2 1 1 10 3 8 2 3 10...  \n",
       "4    10 3 10 3 1 6 9 7 2 9 7 2 1 1 1 6 5 9 7 2 8 2 ...  \n",
       "5    10 3 1 1 1 1 1 1 1 10 3 10 10 4 4 8 2 6 4 4 1 ...  \n",
       "6    9 7 2 10 3 6 1 1 1 1 1 5 5 9 7 2 10 3 8 2 8 2 ...  \n",
       "7    1 8 2 1 1 1 8 2 1 1 1 1 1 1 9 7 2 1 1 1 1 1 10...  \n",
       "8    8 2 8 2 8 2 1 9 7 2 8 2 9 7 2 6 1 9 7 2 9 7 2 ...  \n",
       "9    8 2 6 8 2 3 1 6 10 3 9 7 2 6 10 3 8 2 6 1 4 1 ...  \n",
       "10   1 1 1 1 1 4 6 6 8 2 4 10 3 1 1 1 8 2 1 8 2 1 1...  \n",
       "11   6 6 1 1 1 1 1 1 1 6 6 10 3 10 8 2 4 1 9 7 2 1 ...  \n",
       "12   1 10 3 8 2 8 2 9 7 2 1 8 2 1 1 10 3 1 1 1 8 2 ...  \n",
       "13   8 2 8 2 10 6 8 2 6 9 7 2 9 7 2 9 7 2 6 1 1 8 2...  \n",
       "14   1 8 2 1 1 1 1 1 1 1 4 1 9 7 2 9 7 2 1 9 7 2 1 ...  \n",
       "15                              6 10 3 10 3 9 7 2 10 1  \n",
       "16   10 3 4 4 1 10 3 1 10 3 10 3 8 2 10 3 8 2 9 7 2...  \n",
       "17   1 6 1 1 1 1 9 7 2 3 10 3 10 3 10 3 1 10 3 1 10...  \n",
       "18   1 10 1 9 7 2 1 1 9 7 2 1 8 2 10 10 9 7 2 9 7 2...  \n",
       "19   4 10 3 3 8 2 10 1 4 1 6 4 6 5 10 3 10 3 6 6 3 ...  \n",
       "20   6 6 8 2 8 2 1 3 4 4 4 6 8 2 10 3 9 7 2 1 8 2 1...  \n",
       "21   4 10 1 1 9 7 2 9 7 2 9 7 2 10 10 1 1 1 1 10 3 ...  \n",
       "22   4 6 4 4 8 2 8 2 4 8 2 10 1 8 2 8 2 8 2 4 1 8 2...  \n",
       "23   6 6 6 8 2 10 3 6 6 8 2 10 3 3 1 10 3 3 6 6 9 7...  \n",
       "24   4 10 3 1 10 3 10 3 10 3 6 8 2 4 9 7 2 1 10 8 2...  \n",
       "25   6 8 2 1 10 3 1 1 1 1 1 10 3 8 2 8 2 4 6 1 6 4 ...  \n",
       "26   8 2 8 2 6 10 3 8 2 8 2 8 2 8 2 8 2 8 2 6 8 2 8...  \n",
       "27   8 2 8 2 1 9 7 2 8 2 10 3 5 1 8 2 3 9 7 2 6 1 1...  \n",
       "28   8 2 10 10 3 1 10 1 9 7 2 1 1 10 3 1 8 2 10 10 ...  \n",
       "29   1 1 1 1 8 2 1 1 1 5 1 1 1 1 1 10 3 1 1 8 2 1 4...  \n",
       "..                                                 ...  \n",
       "970  10 3 10 3 1 10 3 9 7 2 9 7 2 1 1 10 3 8 2 3 10...  \n",
       "971  8 2 10 3 6 3 4 6 1 4 1 1 9 7 2 10 3 10 3 4 1 3...  \n",
       "972  10 3 10 3 1 1 9 7 2 9 7 2 1 1 1 5 8 2 1 1 9 7 ...  \n",
       "973  10 3 10 3 1 10 3 9 7 2 9 7 2 1 1 10 3 6 4 8 2 ...  \n",
       "974  1 1 6 6 6 4 1 8 2 9 7 2 1 6 9 7 2 6 8 2 1 9 7 ...  \n",
       "975  10 3 10 3 1 10 3 9 7 2 9 7 2 1 1 1 1 8 2 1 4 4...  \n",
       "976  10 3 10 3 1 10 3 9 7 2 9 7 2 1 1 1 1 10 3 3 8 ...  \n",
       "977  10 3 10 3 1 1 6 9 7 2 9 7 2 8 2 1 1 1 10 3 1 5...  \n",
       "978  8 2 10 3 1 6 6 9 7 2 9 7 2 6 8 2 4 10 3 4 8 2 ...  \n",
       "979  1 1 9 7 2 8 2 10 3 8 2 6 1 9 7 2 1 1 9 7 2 9 7...  \n",
       "980  10 3 1 1 1 1 9 7 2 1 1 10 1 1 1 10 8 2 10 3 1 ...  \n",
       "981  1 9 7 2 9 7 2 1 10 3 8 2 1 10 4 1 10 3 8 2 4 1...  \n",
       "982  9 7 2 6 4 4 1 8 2 9 7 2 9 7 2 8 2 8 2 10 3 6 1...  \n",
       "983  6 4 4 8 2 1 10 3 1 1 1 8 2 10 8 2 1 1 1 8 2 9 ...  \n",
       "984  6 1 1 1 1 1 8 2 1 1 4 6 4 4 1 6 9 7 2 3 8 2 1 ...  \n",
       "985  4 10 3 1 6 4 10 3 10 3 9 7 2 9 7 2 8 2 10 3 1 ...  \n",
       "986  8 2 10 3 10 3 1 6 1 10 3 1 1 9 7 2 1 1 8 2 10 ...  \n",
       "987  8 2 4 9 7 2 4 1 8 2 8 2 8 2 1 8 2 4 4 3 3 9 7 ...  \n",
       "988  1 6 6 8 2 1 8 2 4 6 1 8 2 8 2 4 1 6 4 8 2 1 1 ...  \n",
       "989  10 3 10 3 1 10 3 9 7 2 9 7 2 1 1 10 3 6 6 6 8 ...  \n",
       "990  10 3 10 3 1 10 3 8 2 10 3 9 7 2 9 7 2 1 1 1 1 ...  \n",
       "991  8 2 10 3 8 2 4 1 8 2 10 3 10 3 8 2 8 2 8 2 8 2...  \n",
       "992  10 3 10 3 1 10 3 9 7 2 9 7 2 1 8 2 6 8 2 6 5 1...  \n",
       "993  9 7 2 4 3 8 2 4 4 3 3 9 7 2 1 8 2 4 8 2 4 5 8 ...  \n",
       "994  1 1 1 10 3 1 1 1 1 10 3 1 9 7 2 9 7 2 8 2 10 3...  \n",
       "995  8 2 1 6 1 8 2 1 1 1 8 2 8 2 8 2 9 7 2 1 3 1 8 ...  \n",
       "996  10 3 8 2 1 1 1 1 8 2 1 6 1 4 8 2 6 9 7 2 8 2 1...  \n",
       "997  10 3 10 3 1 1 9 7 2 9 7 2 1 1 1 5 8 2 1 1 9 7 ...  \n",
       "998                                                1 1  \n",
       "999  8 2 6 6 10 8 2 8 2 1 10 3 1 1 10 3 10 3 10 3 4...  \n",
       "\n",
       "[999 rows x 10 columns]"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_train_1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
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       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>en_article</th>\n",
       "      <th>transformation_en</th>\n",
       "      <th>jp_article</th>\n",
       "      <th>transformation_jp</th>\n",
       "      <th>similarity</th>\n",
       "      <th>dis_similarity</th>\n",
       "      <th>en2jp_projection</th>\n",
       "      <th>xa</th>\n",
       "      <th>xb</th>\n",
       "      <th>xb_wrong</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>european central bank leave interest rate unch...</td>\n",
       "      <td>[7, 7, 5, 7, 6, 6, 5, 5, 7, 1, 1, 1, 2, 2, 2, ...</td>\n",
       "      <td>欧州中央銀行 EC 主要政策金利 据え置く 上限 金利 限界 貸出金利 下限 金利 中銀 預...</td>\n",
       "      <td>[7, 10, 9, 10, 10, 9, 8, 8, 8, 9, 10, 8, 9, 9,...</td>\n",
       "      <td>5.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>[10, 3, 10, 3, 1, 10, 3, 9, 7, 2, 9, 7, 2, 1, ...</td>\n",
       "      <td>7 7 5 7 6 6 5 5 7 1 1 1 2 2 2 4 2 5 4 5 7 7 2 ...</td>\n",
       "      <td>10 3 10 3 1 10 3 9 7 2 9 7 2 1 1 10 3 6 6 6 8 ...</td>\n",
       "      <td>1 9 7 2 1 1 10 3 1 8 2 10 3 8 2 10 3 1 8 2 6 1...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>european central bank keep interest rate stead...</td>\n",
       "      <td>[7, 7, 5, 5, 6, 6, 5, 5, 5, 3, 2, 5, 5, 6, 4, ...</td>\n",
       "      <td>欧州中央銀行 EC 主要政策金利 据え置く 上限 金利 限界 貸出金利 下限 金利 中銀 預...</td>\n",
       "      <td>[7, 10, 9, 10, 10, 9, 8, 8, 8, 9, 10, 8, 9, 9,...</td>\n",
       "      <td>5.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>[10, 3, 10, 3, 1, 1, 9, 7, 2, 9, 7, 2, 1, 1, 1...</td>\n",
       "      <td>7 7 5 5 6 6 5 5 5 3 2 5 5 6 4 5 5 4 5 5 4 3 2 ...</td>\n",
       "      <td>10 3 10 3 1 1 9 7 2 9 7 2 1 1 1 5 8 2 1 1 9 7 ...</td>\n",
       "      <td>1 1 4 4 4 6 10 3 10 3 8 2 8 2 6 1 4 1 1 3 4 1 ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>european central bank leave interest rate unch...</td>\n",
       "      <td>[7, 7, 5, 7, 6, 6, 5, 5, 7, 2, 9, 7, 7, 5, 3, ...</td>\n",
       "      <td>欧州中央銀行 EC 主要政策金利 据え置く 上限 金利 限界 貸出金利 下限 金利 中銀 預...</td>\n",
       "      <td>[7, 10, 9, 10, 10, 9, 8, 8, 8, 9, 10, 8, 9, 9,...</td>\n",
       "      <td>5.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>[10, 3, 10, 3, 1, 10, 3, 9, 7, 2, 9, 7, 2, 1, ...</td>\n",
       "      <td>7 7 5 7 6 6 5 5 7 2 9 7 7 5 3 2 7 5 4 2 5 2 4 ...</td>\n",
       "      <td>10 3 10 3 1 10 3 9 7 2 9 7 2 1 1 10 3 8 2 3 10...</td>\n",
       "      <td>1 5 8 2 8 2 1 9 7 2 9 7 2 1 1 1 9 7 2 9 7 2 1 ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>european central bank leave interest rate unch...</td>\n",
       "      <td>[7, 7, 5, 7, 6, 6, 5, 5, 7, 1, 1, 1, 2, 2, 2, ...</td>\n",
       "      <td>欧州中央銀行 EC 主要政策金利 据え置く 上限 金利 限界 貸出金利 下限 金利 中銀 預...</td>\n",
       "      <td>[7, 10, 9, 10, 10, 9, 8, 8, 8, 9, 10, 8, 9, 9,...</td>\n",
       "      <td>5.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>[10, 3, 10, 3, 1, 10, 3, 9, 7, 2, 9, 7, 2, 1, ...</td>\n",
       "      <td>7 7 5 7 6 6 5 5 7 1 1 1 2 2 2 4 2 5 4 5 7 7 2 ...</td>\n",
       "      <td>10 3 10 3 1 10 3 9 7 2 9 7 2 1 1 10 3 6 6 6 8 ...</td>\n",
       "      <td>10 3 10 3 1 10 3 9 7 2 9 7 2 1 1 1 1 8 2 1 4 4...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>european central bank leave interest rate unch...</td>\n",
       "      <td>[7, 7, 5, 7, 6, 6, 5, 5, 5, 5, 2, 5, 8, 8, 10,...</td>\n",
       "      <td>欧州中央銀行 EC 主要政策金利 据え置く 上限 金利 限界 貸出金利 下限 金利 中銀 預...</td>\n",
       "      <td>[7, 10, 9, 10, 10, 9, 8, 8, 8, 9, 10, 8, 9, 9,...</td>\n",
       "      <td>5.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>[10, 3, 10, 3, 1, 10, 3, 9, 7, 2, 9, 7, 2, 1, ...</td>\n",
       "      <td>7 7 5 7 6 6 5 5 5 5 2 5 8 8 10 7 7 7 7 7 7 7 5...</td>\n",
       "      <td>10 3 10 3 1 10 3 9 7 2 9 7 2 1 1 1 1 8 2 1 4 4...</td>\n",
       "      <td>8 2 6 10 3 4 6 8 2 9 7 2 10 8 2 8 2 10 3 4 8 2...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>european central bank hold borrow rate thursda...</td>\n",
       "      <td>[7, 7, 5, 7, 6, 6, 5, 2, 1, 2, 1, 3, 5, 4, 2, ...</td>\n",
       "      <td>欧州中央銀行 EC 主要政策金利 据え置く 上限 金利 限界 貸出金利 下限 金利 中銀 預...</td>\n",
       "      <td>[7, 10, 9, 10, 10, 9, 8, 8, 8, 9, 10, 8, 9, 9,...</td>\n",
       "      <td>5.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>[10, 3, 10, 3, 1, 10, 3, 9, 7, 2, 9, 7, 2, 1, ...</td>\n",
       "      <td>7 7 5 7 6 6 5 2 1 2 1 3 5 4 2 5 5 4 7 5 9 7 7 ...</td>\n",
       "      <td>10 3 10 3 1 10 3 9 7 2 9 7 2 1 8 2 6 8 2 6 5 1...</td>\n",
       "      <td>8 2 8 2 9 7 2 6 9 7 2 1 1 10 3 1 8 2 1 1 6 6 6...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>european central bank leave interest rate unch...</td>\n",
       "      <td>[7, 7, 5, 7, 6, 6, 5, 5, 7, 1, 1, 1, 2, 2, 2, ...</td>\n",
       "      <td>欧州中央銀行 EC 主要政策金利 据え置く 上限 金利 限界 貸出金利 下限 金利 中銀 預...</td>\n",
       "      <td>[7, 10, 9, 10, 10, 9, 8, 8, 8, 9, 10, 8, 9, 9,...</td>\n",
       "      <td>5.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>[10, 3, 10, 3, 1, 10, 3, 9, 7, 2, 9, 7, 2, 1, ...</td>\n",
       "      <td>7 7 5 7 6 6 5 5 7 1 1 1 2 2 2 4 2 5 4 5 7 7 2 ...</td>\n",
       "      <td>10 3 10 3 1 10 3 9 7 2 9 7 2 1 1 10 3 6 6 6 8 ...</td>\n",
       "      <td>9 7 2 8 2 4 8 2 4 10 3 8 2 6 10 3 6 4 8 2 1 1 ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>china annual consumer inflation slow more aggr...</td>\n",
       "      <td>[2, 6, 5, 3, 4, 5, 5, 6, 5, 5, 5, 5, 5, 5, 7, ...</td>\n",
       "      <td>中国国家統計局 発表 する 12月 消費者物価指数 前年 上昇 する 11月 上昇 鈍化 低...</td>\n",
       "      <td>[8, 10, 7, 4, 8, 9, 2, 7, 8, 2, 4, 4, 1, 7, 7,...</td>\n",
       "      <td>5.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>[8, 2, 9, 7, 2, 1, 5, 10, 1, 1, 9, 7, 2, 1, 1,...</td>\n",
       "      <td>2 6 5 3 4 5 5 6 5 5 5 5 5 5 7 4 4 1 6 7 5 2 1 ...</td>\n",
       "      <td>8 2 9 7 2 1 5 10 1 1 9 7 2 1 1 1 1 1 1 10 3 10...</td>\n",
       "      <td>9 7 2 1 9 7 2 1 1 9 7 2 9 7 2 9 7 2 1 1 8 2 10...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>european central bank unexpected cut interest ...</td>\n",
       "      <td>[7, 7, 5, 5, 1, 6, 6, 2, 5, 5, 5, 7, 5, 3, 5, ...</td>\n",
       "      <td>欧州中央銀行 EC 主要政策金利 据え置く 上限 金利 限界 貸出金利 下限 金利 中銀 預...</td>\n",
       "      <td>[7, 10, 9, 10, 10, 9, 8, 8, 8, 9, 10, 8, 9, 9,...</td>\n",
       "      <td>5.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>[10, 3, 10, 3, 1, 1, 6, 9, 7, 2, 9, 7, 2, 8, 2...</td>\n",
       "      <td>7 7 5 5 1 6 6 2 5 5 5 7 5 3 5 5 5 5 5 4 2 7 7 ...</td>\n",
       "      <td>10 3 10 3 1 1 6 9 7 2 9 7 2 8 2 1 1 1 10 3 1 5...</td>\n",
       "      <td>1 1 10 10 3 6 9 7 2 6 1 10 9 7 2 1 1 1 10 3 10...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>european central bank hold borrow rate thursda...</td>\n",
       "      <td>[7, 7, 5, 7, 6, 6, 5, 2, 1, 2, 1, 3, 5, 4, 2, ...</td>\n",
       "      <td>欧州中央銀行 EC 主要政策金利 据え置く 上限 金利 限界 貸出金利 下限 金利 中銀 預...</td>\n",
       "      <td>[7, 10, 9, 10, 10, 9, 8, 8, 8, 9, 10, 8, 9, 9,...</td>\n",
       "      <td>5.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>[10, 3, 10, 3, 1, 10, 3, 9, 7, 2, 9, 7, 2, 1, ...</td>\n",
       "      <td>7 7 5 7 6 6 5 2 1 2 1 3 5 4 2 5 5 4 7 5 9 7 7 ...</td>\n",
       "      <td>10 3 10 3 1 10 3 9 7 2 9 7 2 1 8 2 6 8 2 6 5 1...</td>\n",
       "      <td>10 3 10 3 1 6 9 7 2 9 7 2 1 1 1 6 5 9 7 2 8 2 ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>monsanto co world large seed company say wedne...</td>\n",
       "      <td>[2, 2, 4, 1, 2, 1, 8, 5, 2, 2, 2, 6, 3, 10, 2,...</td>\n",
       "      <td>米 農業 関連 種子 開発 大手 モンサント 除草剤 耐性 持つ 遺伝子組み換え 小麦 開発...</td>\n",
       "      <td>[2, 8, 10, 8, 8, 4, 10, 8, 10, 2, 10, 7, 8, 10...</td>\n",
       "      <td>5.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>[8, 2, 8, 2, 10, 6, 8, 2, 6, 4, 1, 8, 2, 8, 2,...</td>\n",
       "      <td>2 2 4 1 2 1 8 5 2 2 2 6 3 10 2 2 5 7 7 2 4 6 2...</td>\n",
       "      <td>8 2 8 2 10 6 8 2 6 4 1 8 2 8 2 8 2 9 7 2 5 4 8...</td>\n",
       "      <td>10 3 10 3 1 1 9 7 2 9 7 2 1 1 1 5 8 2 1 1 9 7 ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>european central bank hold borrow rate thursda...</td>\n",
       "      <td>[7, 7, 5, 7, 6, 6, 5, 2, 1, 2, 1, 3, 5, 4, 2, ...</td>\n",
       "      <td>欧州中央銀行 EC 主要政策金利 据え置く 上限 金利 限界 貸出金利 下限 金利 中銀 預...</td>\n",
       "      <td>[7, 10, 9, 10, 10, 9, 8, 8, 8, 9, 10, 8, 9, 9,...</td>\n",
       "      <td>5.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>[10, 3, 10, 3, 1, 10, 3, 9, 7, 2, 9, 7, 2, 1, ...</td>\n",
       "      <td>7 7 5 7 6 6 5 2 1 2 1 3 5 4 2 5 5 4 7 5 9 7 7 ...</td>\n",
       "      <td>10 3 10 3 1 10 3 9 7 2 9 7 2 1 8 2 6 8 2 6 5 1...</td>\n",
       "      <td>8 2 4 5 8 2 9 7 2 1 1 1 1 1 1 9 7 2 1 5 9 7 2 ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>south korea central bank keep interest rate st...</td>\n",
       "      <td>[8, 8, 7, 5, 5, 6, 6, 5, 7, 4, 4, 4, 2, 4, 5, ...</td>\n",
       "      <td>韓国銀行 中央銀行 市場 予想 政策金利 据え置く 据え置き 連続 大方 エコノミスト 緩や...</td>\n",
       "      <td>[10, 10, 9, 8, 8, 10, 8, 8, 9, 7, 1, 10, 3, 4,...</td>\n",
       "      <td>5.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>[4, 4, 10, 3, 1, 1, 9, 7, 2, 9, 7, 2, 1, 10, 3...</td>\n",
       "      <td>8 8 7 5 5 6 6 5 7 4 4 4 2 4 5 4 7 1 1 5 7 7 7 ...</td>\n",
       "      <td>4 4 10 3 1 1 9 7 2 9 7 2 1 10 3 10 10 10 8 2 1...</td>\n",
       "      <td>10 3 10 3 1 1 9 7 2 9 7 2 1 1 1 5 8 2 1 1 9 7 ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>european central bank keep interest rate recor...</td>\n",
       "      <td>[7, 7, 5, 5, 6, 6, 5, 5, 2, 1, 7, 5, 7, 5, 7, ...</td>\n",
       "      <td>欧州中央銀行 EC 主要政策金利 据え置く 上限 金利 限界 貸出金利 下限 金利 中銀 預...</td>\n",
       "      <td>[7, 10, 9, 10, 10, 9, 8, 8, 8, 9, 10, 8, 9, 9,...</td>\n",
       "      <td>5.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>[10, 3, 10, 3, 1, 1, 9, 7, 2, 9, 7, 2, 1, 1, 8...</td>\n",
       "      <td>7 7 5 5 6 6 5 5 2 1 7 5 7 5 7 4 5 9 7 9 10 5 5...</td>\n",
       "      <td>10 3 10 3 1 1 9 7 2 9 7 2 1 1 8 2 6 10 3 1 10 ...</td>\n",
       "      <td>1 1 1 1 1 1 9 7 2 1 10 9 7 2 8 2 1 10 3 1 1 10...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>european central bank hold borrow rate thursda...</td>\n",
       "      <td>[7, 7, 5, 7, 6, 6, 5, 2, 1, 2, 1, 3, 5, 4, 2, ...</td>\n",
       "      <td>欧州中央銀行 EC 主要政策金利 据え置く 上限 金利 限界 貸出金利 下限 金利 中銀 預...</td>\n",
       "      <td>[7, 10, 9, 10, 10, 9, 8, 8, 8, 9, 10, 8, 9, 9,...</td>\n",
       "      <td>5.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>[10, 3, 10, 3, 1, 10, 3, 9, 7, 2, 9, 7, 2, 1, ...</td>\n",
       "      <td>7 7 5 7 6 6 5 2 1 2 1 3 5 4 2 5 5 4 7 5 9 7 7 ...</td>\n",
       "      <td>10 3 10 3 1 10 3 9 7 2 9 7 2 1 8 2 6 8 2 6 5 1...</td>\n",
       "      <td>1 1 1 10 3 1 1 1 1 10 3 1 9 7 2 9 7 2 8 2 10 3...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>european central bank leave interest rate unch...</td>\n",
       "      <td>[7, 7, 5, 7, 6, 6, 5, 5, 5, 5, 7, 9, 2, 7, 7, ...</td>\n",
       "      <td>欧州中央銀行 EC 主要政策金利 据え置く 上限 金利 限界 貸出金利 下限 金利 中銀 預...</td>\n",
       "      <td>[7, 10, 9, 10, 10, 9, 8, 8, 8, 9, 10, 8, 9, 9,...</td>\n",
       "      <td>5.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>[10, 3, 10, 3, 1, 10, 3, 9, 7, 2, 9, 7, 2, 1, ...</td>\n",
       "      <td>7 7 5 7 6 6 5 5 5 5 7 9 2 7 7 9 5 2 5 6 2 2 5 ...</td>\n",
       "      <td>10 3 10 3 1 10 3 9 7 2 9 7 2 1 1 1 1 10 3 3 8 ...</td>\n",
       "      <td>8 2 1 8 2 8 2 9 7 2 1 9 7 2 1 1 8 2 6 6 6 6 1 ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>european central bank leave interest rate unch...</td>\n",
       "      <td>[7, 7, 5, 7, 6, 6, 5, 5, 5, 5, 7, 9, 2, 7, 7, ...</td>\n",
       "      <td>欧州中央銀行 EC 主要政策金利 据え置く 上限 金利 限界 貸出金利 下限 金利 中銀 預...</td>\n",
       "      <td>[7, 10, 9, 10, 10, 9, 8, 8, 8, 9, 10, 8, 9, 9,...</td>\n",
       "      <td>5.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>[10, 3, 10, 3, 1, 10, 3, 9, 7, 2, 9, 7, 2, 1, ...</td>\n",
       "      <td>7 7 5 7 6 6 5 5 5 5 7 9 2 7 7 9 5 2 5 6 2 2 5 ...</td>\n",
       "      <td>10 3 10 3 1 10 3 9 7 2 9 7 2 1 1 1 1 10 3 3 8 ...</td>\n",
       "      <td>8 2 1 5 8 2 1 1 10 1 1 9 7 2 9 7 2 1 1 1 9 7 2...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>european central bank keep interest rate stead...</td>\n",
       "      <td>[7, 7, 5, 5, 6, 6, 5, 5, 5, 3, 2, 5, 5, 6, 4, ...</td>\n",
       "      <td>欧州中央銀行 EC 主要政策金利 据え置く 上限 金利 限界 貸出金利 下限 金利 中銀 預...</td>\n",
       "      <td>[7, 10, 9, 10, 10, 9, 8, 8, 8, 9, 10, 8, 9, 9,...</td>\n",
       "      <td>5.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>[10, 3, 10, 3, 1, 1, 9, 7, 2, 9, 7, 2, 1, 1, 1...</td>\n",
       "      <td>7 7 5 5 6 6 5 5 5 3 2 5 5 6 4 5 5 4 5 5 4 3 2 ...</td>\n",
       "      <td>10 3 10 3 1 1 9 7 2 9 7 2 1 1 1 5 8 2 1 1 9 7 ...</td>\n",
       "      <td>10 3 10 3 1 10 3 8 2 10 3 9 7 2 9 7 2 1 1 1 1 ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>european central bank leave interest rate unch...</td>\n",
       "      <td>[7, 7, 5, 7, 6, 6, 5, 5, 5, 5, 7, 9, 2, 7, 7, ...</td>\n",
       "      <td>欧州中央銀行 EC 主要政策金利 据え置く 上限 金利 限界 貸出金利 下限 金利 中銀 預...</td>\n",
       "      <td>[7, 10, 9, 10, 10, 9, 8, 8, 8, 9, 10, 8, 9, 9,...</td>\n",
       "      <td>5.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>[10, 3, 10, 3, 1, 10, 3, 9, 7, 2, 9, 7, 2, 1, ...</td>\n",
       "      <td>7 7 5 7 6 6 5 5 5 5 7 9 2 7 7 9 5 2 5 6 2 2 5 ...</td>\n",
       "      <td>10 3 10 3 1 10 3 9 7 2 9 7 2 1 1 1 1 10 3 3 8 ...</td>\n",
       "      <td>10 3 10 3 1 1 9 7 2 9 7 2 1 1 1 5 8 2 1 1 9 7 ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>brazilian stock rise wednesday better-than-exp...</td>\n",
       "      <td>[5, 5, 5, 5, 6, 5, 6, 5, 5, 4, 3, 5, 4, 4, 2, ...</td>\n",
       "      <td>中南米 通貨 市場 対ドル 下落 堅調 米 雇用 報告 連邦公開市場委員会 FOMC 議事録...</td>\n",
       "      <td>[7, 5, 9, 3, 2, 6, 2, 6, 10, 2, 2, 8, 4, 3, 10...</td>\n",
       "      <td>5.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>[1, 1, 1, 1, 9, 7, 2, 1, 9, 7, 2, 1, 1, 10, 5,...</td>\n",
       "      <td>5 5 5 5 6 5 6 5 5 4 3 5 4 4 2 5 5 8 5 5 4 5 2 ...</td>\n",
       "      <td>1 1 1 1 9 7 2 1 9 7 2 1 1 10 5 1 10 10 8 2 1 1...</td>\n",
       "      <td>8 2 8 2 8 2 1 3 8 2 6 6 9 7 2 10 3 4 4 4 8 2 1...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>european central bank keep interest rate stead...</td>\n",
       "      <td>[7, 7, 5, 5, 6, 6, 5, 5, 5, 3, 2, 5, 5, 6, 4, ...</td>\n",
       "      <td>欧州中央銀行 EC 主要政策金利 据え置く 上限 金利 限界 貸出金利 下限 金利 中銀 預...</td>\n",
       "      <td>[7, 10, 9, 10, 10, 9, 8, 8, 8, 9, 10, 8, 9, 9,...</td>\n",
       "      <td>5.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>[10, 3, 10, 3, 1, 1, 9, 7, 2, 9, 7, 2, 1, 1, 1...</td>\n",
       "      <td>7 7 5 5 6 6 5 5 5 3 2 5 5 6 4 5 5 4 5 5 4 3 2 ...</td>\n",
       "      <td>10 3 10 3 1 1 9 7 2 9 7 2 1 1 1 5 8 2 1 1 9 7 ...</td>\n",
       "      <td>4 8 2 10 3 10 3 8 2 8 2 1 3 6 10 8 2 6 1 4 6 1...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>european central bank unexpected cut interest ...</td>\n",
       "      <td>[7, 7, 5, 5, 1, 6, 6, 2, 5, 5, 5, 7, 5, 3, 5, ...</td>\n",
       "      <td>欧州中央銀行 EC 主要政策金利 据え置く 上限 金利 限界 貸出金利 下限 金利 中銀 預...</td>\n",
       "      <td>[7, 10, 9, 10, 10, 9, 8, 8, 8, 9, 10, 8, 9, 9,...</td>\n",
       "      <td>5.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>[10, 3, 10, 3, 1, 1, 6, 9, 7, 2, 9, 7, 2, 8, 2...</td>\n",
       "      <td>7 7 5 5 1 6 6 2 5 5 5 7 5 3 5 5 5 5 5 4 2 7 7 ...</td>\n",
       "      <td>10 3 10 3 1 1 6 9 7 2 9 7 2 8 2 1 1 1 10 3 1 5...</td>\n",
       "      <td>10 3 10 3 1 10 3 9 7 2 9 7 2 1 1 1 1 8 2 1 4 4...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>european central bank leave it main interest r...</td>\n",
       "      <td>[7, 7, 5, 7, 2, 7, 6, 6, 5, 5, 5, 5, 5, 7, 7, ...</td>\n",
       "      <td>欧州中央銀行 EC 主要政策金利 据え置く 上限 金利 限界 貸出金利 下限 金利 中銀 預...</td>\n",
       "      <td>[7, 10, 9, 10, 10, 9, 8, 8, 8, 9, 10, 8, 9, 9,...</td>\n",
       "      <td>5.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>[10, 3, 10, 3, 1, 10, 3, 8, 2, 10, 3, 9, 7, 2,...</td>\n",
       "      <td>7 7 5 7 2 7 6 6 5 5 5 5 5 7 7 5 5 5 5 5 2 7 7 ...</td>\n",
       "      <td>10 3 10 3 1 10 3 8 2 10 3 9 7 2 9 7 2 1 1 1 1 ...</td>\n",
       "      <td>6 6 8 2 1 8 2 8 2 1 1 4 8 2 8 2 1 1 3 1 1 6 9 ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>european central bank hold borrow rate thursda...</td>\n",
       "      <td>[7, 7, 5, 7, 6, 6, 5, 2, 1, 2, 1, 3, 5, 4, 2, ...</td>\n",
       "      <td>欧州中央銀行 EC 主要政策金利 据え置く 上限 金利 限界 貸出金利 下限 金利 中銀 預...</td>\n",
       "      <td>[7, 10, 9, 10, 10, 9, 8, 8, 8, 9, 10, 8, 9, 9,...</td>\n",
       "      <td>5.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>[10, 3, 10, 3, 1, 10, 3, 9, 7, 2, 9, 7, 2, 1, ...</td>\n",
       "      <td>7 7 5 7 6 6 5 2 1 2 1 3 5 4 2 5 5 4 7 5 9 7 7 ...</td>\n",
       "      <td>10 3 10 3 1 10 3 9 7 2 9 7 2 1 8 2 6 8 2 6 5 1...</td>\n",
       "      <td>10 3 10 3 1 10 3 8 2 10 3 9 7 2 9 7 2 1 1 1 1 ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>european central bank hold borrow rate thursda...</td>\n",
       "      <td>[7, 7, 5, 7, 6, 6, 5, 2, 1, 2, 1, 3, 5, 4, 2, ...</td>\n",
       "      <td>欧州中央銀行 EC 主要政策金利 据え置く 上限 金利 限界 貸出金利 下限 金利 中銀 預...</td>\n",
       "      <td>[7, 10, 9, 10, 10, 9, 8, 8, 8, 9, 10, 8, 9, 9,...</td>\n",
       "      <td>5.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>[10, 3, 10, 3, 1, 10, 3, 9, 7, 2, 9, 7, 2, 1, ...</td>\n",
       "      <td>7 7 5 7 6 6 5 2 1 2 1 3 5 4 2 5 5 4 7 5 9 7 7 ...</td>\n",
       "      <td>10 3 10 3 1 10 3 9 7 2 9 7 2 1 8 2 6 8 2 6 5 1...</td>\n",
       "      <td>8 2 1 5 8 2 1 1 10 1 1 9 7 2 9 7 2 1 1 1 9 7 2...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>european central bank leave interest rate unch...</td>\n",
       "      <td>[7, 7, 5, 7, 6, 6, 5, 5, 7, 1, 8, 2, 7, 2, 4, ...</td>\n",
       "      <td>欧州中央銀行 EC 主要政策金利 据え置く 上限 金利 限界 貸出金利 下限 金利 中銀 預...</td>\n",
       "      <td>[7, 10, 9, 10, 10, 9, 8, 8, 8, 9, 10, 8, 9, 9,...</td>\n",
       "      <td>5.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>[10, 3, 10, 3, 1, 10, 3, 9, 7, 2, 9, 7, 2, 1, ...</td>\n",
       "      <td>7 7 5 7 6 6 5 5 7 1 8 2 7 2 4 6 6 6 7 7 7 7 5 ...</td>\n",
       "      <td>10 3 10 3 1 10 3 9 7 2 9 7 2 1 1 10 3 6 4 8 2 ...</td>\n",
       "      <td>10 6 5 4 4 10 3 1 10 3 8 2 6 9 7 2 9 7 2 1 10 ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>european central bank keep interest rate stead...</td>\n",
       "      <td>[7, 7, 5, 5, 6, 6, 5, 5, 5, 3, 2, 5, 5, 6, 4, ...</td>\n",
       "      <td>欧州中央銀行 EC 主要政策金利 据え置く 上限 金利 限界 貸出金利 下限 金利 中銀 預...</td>\n",
       "      <td>[7, 10, 9, 10, 10, 9, 8, 8, 8, 9, 10, 8, 9, 9,...</td>\n",
       "      <td>5.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>[10, 3, 10, 3, 1, 1, 9, 7, 2, 9, 7, 2, 1, 1, 1...</td>\n",
       "      <td>7 7 5 5 6 6 5 5 5 3 2 5 5 6 4 5 5 4 5 5 4 3 2 ...</td>\n",
       "      <td>10 3 10 3 1 1 9 7 2 9 7 2 1 1 1 5 8 2 1 1 9 7 ...</td>\n",
       "      <td>4 4 10 3 1 1 9 7 2 9 7 2 1 10 3 10 10 10 8 2 1...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>factory activity u.s. mid-atlantic region grow...</td>\n",
       "      <td>[4, 4, 5, 8, 8, 6, 4, 4, 1, 6, 5, 10, 7, 7, 8,...</td>\n",
       "      <td>米 フィラデルフィア 地区 連銀 12月 製造業 業況 指数 前回 発表 下方修正 する 同...</td>\n",
       "      <td>[2, 8, 1, 8, 4, 10, 7, 9, 9, 10, 10, 7, 4, 9, ...</td>\n",
       "      <td>5.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>[10, 10, 1, 4, 4, 9, 7, 2, 10, 10, 6, 9, 7, 2,...</td>\n",
       "      <td>4 4 5 8 8 6 4 4 1 6 5 10 7 7 8 5 6 3 5 4 7 4 4...</td>\n",
       "      <td>10 10 1 4 4 9 7 2 10 10 6 9 7 2 1 4 10 3 10 3 ...</td>\n",
       "      <td>10 3 10 3 1 10 3 9 7 2 9 7 2 1 1 10 3 6 4 8 2 ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>number planned layoff u.s. firm plunge percent...</td>\n",
       "      <td>[2, 1, 6, 5, 10, 5, 5, 5, 5, 6, 6, 5, 6, 6, 5,...</td>\n",
       "      <td>雇用 コンサルティング会社 チャレンジャー グレイ アンド クリスマス 発表 する 昨年 1...</td>\n",
       "      <td>[6, 7, 7, 5, 2, 9, 10, 7, 3, 4, 2, 6, 4, 10, 4...</td>\n",
       "      <td>5.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>[8, 2, 6, 9, 7, 2, 1, 4, 1, 1, 1, 1, 9, 7, 2, ...</td>\n",
       "      <td>2 1 6 5 10 5 5 5 5 6 6 5 6 6 5 5 6 1 6 5 6 5 6...</td>\n",
       "      <td>8 2 6 9 7 2 1 4 1 1 1 1 9 7 2 9 7 2 1 9 7 2 9 ...</td>\n",
       "      <td>1 6 1 1 9 7 2 1 1 1 1 6 6 9 7 2 1 10 3 1 1 1 8...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>european central bank hold borrow rate thursda...</td>\n",
       "      <td>[7, 7, 5, 7, 6, 6, 5, 2, 1, 2, 1, 3, 5, 4, 2, ...</td>\n",
       "      <td>欧州中央銀行 EC 主要政策金利 据え置く 上限 金利 限界 貸出金利 下限 金利 中銀 預...</td>\n",
       "      <td>[7, 10, 9, 10, 10, 9, 8, 8, 8, 9, 10, 8, 9, 9,...</td>\n",
       "      <td>5.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>[10, 3, 10, 3, 1, 10, 3, 9, 7, 2, 9, 7, 2, 1, ...</td>\n",
       "      <td>7 7 5 7 6 6 5 2 1 2 1 3 5 4 2 5 5 4 7 5 9 7 7 ...</td>\n",
       "      <td>10 3 10 3 1 10 3 9 7 2 9 7 2 1 8 2 6 8 2 6 5 1...</td>\n",
       "      <td>10 3 10 3 1 10 3 9 7 2 9 7 2 1 1 10 3 6 4 8 2 ...</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>970</th>\n",
       "      <td>be result federal reserve purchase treasury tu...</td>\n",
       "      <td>[2, 4, 7, 7, 1, 5, 5, 6, 2, 10, 7, 7, 2, 2, 1,...</td>\n",
       "      <td>米 連邦準備理事会 FRB 傘下 ニューヨーク連銀 国債 買い切る オペ 実施 する 国債 ...</td>\n",
       "      <td>[2, 2, 2, 6, 8, 10, 8, 8, 4, 7, 10, 7, 7, 9, 4...</td>\n",
       "      <td>5.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>[8, 2, 10, 10, 3, 10, 3, 6, 1, 1, 9, 7, 2, 8, ...</td>\n",
       "      <td>2 4 7 7 1 5 5 6 2 10 7 7 2 2 1 1 1 2 7 1 1 2 7...</td>\n",
       "      <td>8 2 10 10 3 10 3 6 1 1 9 7 2 8 2 4 10 3 10 3 8...</td>\n",
       "      <td>4 1 6 1 10 3 1 1 1 9 7 2 1 1 9 7 2 8 2 6 8 2 6...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>971</th>\n",
       "      <td>office national statistic release following co...</td>\n",
       "      <td>[2, 8, 3, 2, 6, 5, 5, 5, 5, 5, 5, 6, 5, 3, 6, ...</td>\n",
       "      <td>英 国立 統計局 発表 する 12月 消費者物価指数 前年 上昇 する 記事 詳細 後 送信...</td>\n",
       "      <td>[10, 10, 10, 10, 7, 4, 8, 9, 2, 7, 3, 4, 3, 1,...</td>\n",
       "      <td>5.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>[8, 2, 4, 5, 8, 2, 9, 7, 2, 1, 1, 1, 1, 1, 1, ...</td>\n",
       "      <td>2 8 3 2 6 5 5 5 5 5 5 6 5 3 6 5 3 6 5 3 5 2 3 ...</td>\n",
       "      <td>8 2 4 5 8 2 9 7 2 1 1 1 1 1 1 9 7 2 1 5 9 7 2 ...</td>\n",
       "      <td>4 6 10 3 10 3 4 4 4 4 4 10 3 1 8 2 8 2 6 4 8 2...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>972</th>\n",
       "      <td>china central bank abstain open market operati...</td>\n",
       "      <td>[2, 7, 5, 9, 2, 5, 1, 5, 5, 8, 1, 1, 1, 5, 1, ...</td>\n",
       "      <td>市場 よる 中国人民銀行 公開市場操作 連続 見送る 今週 手形 レポ 期日 予定 する い...</td>\n",
       "      <td>[9, 7, 3, 8, 8, 5, 1, 9, 3, 2, 4, 7, 4, 3, 9, ...</td>\n",
       "      <td>5.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>[8, 2, 10, 3, 1, 3, 8, 2, 1, 6, 1, 1, 4, 6, 6,...</td>\n",
       "      <td>2 7 5 9 2 5 1 5 5 8 1 1 1 5 1 1 7 5 6 5 1 1 1 ...</td>\n",
       "      <td>8 2 10 3 1 3 8 2 1 6 1 1 4 6 6 6 1 6 6 10 3 1 ...</td>\n",
       "      <td>8 2 1 1 9 7 2 1 1 1 9 7 2 9 7 2 1 1 1 1 1 8 2 ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>973</th>\n",
       "      <td>rob cox new york jan reuters breakingviews jap...</td>\n",
       "      <td>[10, 2, 2, 10, 5, 6, 2, 5, 2, 8, 9, 2, 2, 2, 7...</td>\n",
       "      <td>コード 追加 する 再送 する ます ニューヨーク サントリーホールディングス 創業者 残す...</td>\n",
       "      <td>[10, 10, 7, 3, 7, 10, 7, 3, 7, 10, 10, 5, 3, 5...</td>\n",
       "      <td>5.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>[4, 8, 2, 8, 2, 4, 1, 9, 7, 2, 8, 2, 1, 8, 2, ...</td>\n",
       "      <td>10 2 2 10 5 6 2 5 2 8 9 2 2 2 7 2 1 2 2 7 2 10...</td>\n",
       "      <td>4 8 2 8 2 4 1 9 7 2 8 2 1 8 2 4 3 8 2 8 2 8 2 ...</td>\n",
       "      <td>8 2 4 5 8 2 9 7 2 1 1 1 1 1 1 9 7 2 1 5 9 7 2 ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>974</th>\n",
       "      <td>electric car maker tesla motor inc say tuesday...</td>\n",
       "      <td>[2, 2, 2, 2, 2, 2, 8, 5, 2, 2, 2, 5, 2, 6, 6, ...</td>\n",
       "      <td>米 電気自動車 大手 テスラ・モーターズ 幹部 四半期 高級 セダン モデル 供給 同社 予...</td>\n",
       "      <td>[2, 8, 4, 8, 7, 10, 2, 5, 5, 3, 1, 8, 7, 9, 7,...</td>\n",
       "      <td>5.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>[8, 2, 8, 2, 8, 2, 8, 2, 8, 2, 8, 2, 4, 1, 8, ...</td>\n",
       "      <td>2 2 2 2 2 2 8 5 2 2 2 5 2 6 6 6 7 1 7 6 5 1 5 ...</td>\n",
       "      <td>8 2 8 2 8 2 8 2 8 2 8 2 4 1 8 2 8 2 8 2 1 8 2 ...</td>\n",
       "      <td>1 9 7 2 8 2 9 7 2 9 7 2 9 7 2 9 7 2 1 3 8 2 10...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>975</th>\n",
       "      <td>chinese share list hong kong hover four-month ...</td>\n",
       "      <td>[2, 1, 1, 10, 10, 5, 5, 5, 5, 7, 7, 5, 2, 2, 1...</td>\n",
       "      <td>上海総合指数 前 営業日 売買 代金 概算 前場 終値 高 上海 株 寄り付き 前 営業日 ...</td>\n",
       "      <td>[3, 4, 3, 3, 4, 3, 3, 3, 3, 3, 9, 3, 4, 3, 3, ...</td>\n",
       "      <td>5.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>[8, 2, 6, 6, 4, 4, 1, 1, 1, 1, 10, 3, 10, 3, 1...</td>\n",
       "      <td>2 1 1 10 10 5 5 5 5 7 7 5 2 2 1 2 2 2 2 1 5 2 ...</td>\n",
       "      <td>8 2 6 6 4 4 1 1 1 1 10 3 10 3 1 8 2 8 2 6 8 2 ...</td>\n",
       "      <td>10 3 10 3 1 1 9 7 2 9 7 2 1 1 1 5 8 2 1 1 9 7 ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>976</th>\n",
       "      <td>share merck co inc rise equal much percent mon...</td>\n",
       "      <td>[1, 2, 2, 2, 5, 7, 5, 5, 5, 1, 2, 6, 2, 2, 5, ...</td>\n",
       "      <td>米 医薬品 大手 Merck 進行 メラノーマ 悪性黒色腫 治療 用いる 抗 抗体 MK 販...</td>\n",
       "      <td>[2, 2, 4, 10, 10, 5, 5, 7, 8, 7, 5, 5, 8, 9, 3...</td>\n",
       "      <td>5.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>[6, 8, 2, 8, 2, 8, 2, 1, 10, 3, 1, 1, 1, 6, 8,...</td>\n",
       "      <td>1 2 2 2 5 7 5 5 5 1 2 6 2 2 5 2 2 2 2 2 2 2 5 ...</td>\n",
       "      <td>6 8 2 8 2 8 2 1 10 3 1 1 1 6 8 2 9 7 2 8 2 8 2...</td>\n",
       "      <td>1 1 6 10 3 10 4 1 3 9 7 2 9 7 2 6 4 1 1 9 7 2 ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>977</th>\n",
       "      <td>china yuan open record high dollar tuesday cen...</td>\n",
       "      <td>[2, 2, 2, 5, 5, 5, 5, 7, 5, 1, 1, 5, 6, 5, 5, ...</td>\n",
       "      <td>上海 外為 市場 人民元 対ドル 過去最高値 なる 取引 始まる 人民元 前日 最 高値 つ...</td>\n",
       "      <td>[3, 5, 9, 9, 3, 3, 7, 9, 9, 9, 3, 7, 3, 3, 9, ...</td>\n",
       "      <td>5.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>[8, 2, 8, 2, 8, 2, 1, 1, 1, 1, 10, 3, 1, 6, 6,...</td>\n",
       "      <td>2 2 2 5 5 5 5 7 5 1 1 5 6 5 5 2 5 3 5 5 7 5 2 ...</td>\n",
       "      <td>8 2 8 2 8 2 1 1 1 1 10 3 1 6 6 1 9 7 2 1 1 8 2...</td>\n",
       "      <td>1 1 4 10 3 1 10 6 1 10 3 1 1 9 7 2 10 3 10 3 6...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>978</th>\n",
       "      <td>president francois hollande aim lay plan frenc...</td>\n",
       "      <td>[10, 8, 8, 8, 9, 1, 6, 4, 5, 8, 8, 2, 5, 2, 2,...</td>\n",
       "      <td>オランド 仏 大統領 新年 記者会見 同国 経済 活性化 向ける 法人税減税 人件費 削減 ...</td>\n",
       "      <td>[10, 10, 4, 9, 4, 7, 5, 10, 3, 10, 3, 10, 3, 1...</td>\n",
       "      <td>5.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>[4, 4, 4, 4, 3, 6, 9, 7, 2, 10, 1, 4, 4, 8, 2,...</td>\n",
       "      <td>10 8 8 8 9 1 6 4 5 8 8 2 5 2 2 7 8 10 2 8 8 7 ...</td>\n",
       "      <td>4 4 4 4 3 6 9 7 2 10 1 4 4 8 2 1 8 2 8 2 10 3 ...</td>\n",
       "      <td>10 3 10 3 1 10 3 9 7 2 9 7 2 1 1 1 1 8 2 1 4 4...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>979</th>\n",
       "      <td>european share fell tuesday take their cue wal...</td>\n",
       "      <td>[7, 1, 5, 5, 1, 6, 5, 5, 2, 2, 5, 5, 5, 3, 3, ...</td>\n",
       "      <td>序盤 欧州 株式市場 下落 さえる 企業 決算 業績 見通し 受け手 下落 する 米 株 市...</td>\n",
       "      <td>[3, 10, 3, 2, 9, 6, 8, 10, 9, 9, 2, 7, 2, 9, 9...</td>\n",
       "      <td>5.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>[10, 3, 6, 1, 1, 6, 9, 7, 2, 1, 1, 8, 2, 8, 2,...</td>\n",
       "      <td>7 1 5 5 1 6 5 5 2 2 5 5 5 3 3 5 1 4 7 1 7 2 2 ...</td>\n",
       "      <td>10 3 6 1 1 6 9 7 2 1 1 8 2 8 2 1 1 1 5 5 1 6 1...</td>\n",
       "      <td>10 3 10 3 1 10 3 9 7 2 9 7 2 1 1 10 3 6 6 6 8 ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>980</th>\n",
       "      <td>open bargain hunt tokyo extend stop high u yie...</td>\n",
       "      <td>[2, 7, 9, 2, 5, 7, 5, 7, 5, 5, 6, 2, 5, 6, 4, ...</td>\n",
       "      <td>ドル 円 テクニカル分析 時間 足 モメンタム 指標 買う 過ぎる 示唆 ドル 海外市場 ス...</td>\n",
       "      <td>[2, 8, 2, 3, 9, 8, 10, 1, 6, 10, 2, 6, 3, 7, 2...</td>\n",
       "      <td>5.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>[8, 2, 10, 3, 3, 8, 2, 1, 10, 3, 1, 10, 3, 1, ...</td>\n",
       "      <td>2 7 9 2 5 7 5 7 5 5 6 2 5 6 4 3 2 5 5 7 1 5 7 ...</td>\n",
       "      <td>8 2 10 3 3 8 2 1 10 3 1 10 3 1 1 9 7 2 8 2 1 9...</td>\n",
       "      <td>10 3 6 1 8 2 9 7 2 9 7 2 6 9 7 2 1 1 1 10 3 6 ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>981</th>\n",
       "      <td>y'day saw fresh intraday closing high bull be ...</td>\n",
       "      <td>[5, 5, 5, 5, 5, 5, 5, 2, 7, 5, 7, 7, 1, 2, 5, ...</td>\n",
       "      <td>円 ウォン テクニカル分析 高値 切る 上がる 市場 円 強気 優勢 取引 時間 終値ベース...</td>\n",
       "      <td>[8, 9, 2, 3, 2, 9, 9, 8, 9, 7, 9, 3, 3, 3, 3, ...</td>\n",
       "      <td>5.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>[1, 1, 1, 1, 1, 1, 1, 8, 2, 10, 3, 1, 10, 3, 1...</td>\n",
       "      <td>5 5 5 5 5 5 5 2 7 5 7 7 1 2 5 5 5 5 5 5 1 7 5 ...</td>\n",
       "      <td>1 1 1 1 1 1 1 8 2 10 3 1 10 3 10 3 6 8 2 1 1 1...</td>\n",
       "      <td>3 4 10 4 8 2 8 2 8 2 4 1 8 2 9 7 2 1 1 1 9 7 2...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>982</th>\n",
       "      <td>negotiator u.s. congress have reach agreement ...</td>\n",
       "      <td>[8, 5, 8, 7, 5, 1, 6, 6, 8, 5, 7, 7, 2, 1, 8, ...</td>\n",
       "      <td>米 議会 代表者 政府機関 閉鎖 回避 目指す 規模 歳出 法案 公表 する 軍事費 国内 ...</td>\n",
       "      <td>[2, 3, 5, 8, 8, 7, 7, 9, 3, 9, 10, 7, 9, 7, 4,...</td>\n",
       "      <td>5.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>[4, 1, 4, 10, 3, 1, 6, 9, 7, 2, 9, 7, 2, 4, 1,...</td>\n",
       "      <td>8 5 8 7 5 1 6 6 8 5 7 7 2 1 8 8 3 10 8 9 8 5 6...</td>\n",
       "      <td>4 1 4 10 3 1 6 9 7 2 9 7 2 4 1 10 3 10 3 8 2 6...</td>\n",
       "      <td>10 3 8 2 8 2 8 2 4 8 2 6 3 8 2 8 2 8 2 8 2 8 2...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>983</th>\n",
       "      <td>office national statistic release following co...</td>\n",
       "      <td>[2, 8, 3, 2, 6, 5, 5, 5, 5, 5, 5, 6, 5, 3, 6, ...</td>\n",
       "      <td>英 国立 統計局 発表 する 12月 消費者 物価 指 前年 上昇 する 予想 上昇 前月 ...</td>\n",
       "      <td>[10, 10, 10, 10, 7, 4, 9, 2, 2, 9, 2, 7, 8, 2,...</td>\n",
       "      <td>5.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>[8, 2, 4, 5, 8, 2, 9, 7, 2, 1, 1, 1, 1, 1, 1, ...</td>\n",
       "      <td>2 8 3 2 6 5 5 5 5 5 5 6 5 3 6 5 3 6 5 3 5 2 3 ...</td>\n",
       "      <td>8 2 4 5 8 2 9 7 2 1 1 1 1 1 1 9 7 2 1 5 9 7 2 ...</td>\n",
       "      <td>10 3 10 3 1 10 3 9 7 2 9 7 2 1 8 2 6 8 2 6 5 1...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>984</th>\n",
       "      <td>jpmorgan chase co report percent drop quarterl...</td>\n",
       "      <td>[10, 7, 2, 6, 5, 5, 6, 6, 5, 5, 5, 1, 1, 1, 7,...</td>\n",
       "      <td>米 モルガン チェース 発表 する 四半期 決算 調整 利益 市場 予想 上回る 貸倒引当金...</td>\n",
       "      <td>[2, 1, 1, 10, 7, 10, 8, 10, 8, 9, 8, 7, 10, 8,...</td>\n",
       "      <td>5.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>[4, 10, 3, 8, 2, 9, 7, 2, 1, 1, 9, 7, 2, 9, 7,...</td>\n",
       "      <td>10 7 2 6 5 5 6 6 5 5 5 1 1 1 7 7 6 9 1 1 1 1 1...</td>\n",
       "      <td>4 10 3 8 2 9 7 2 1 1 9 7 2 9 7 2 1 1 1 6 6 6 1...</td>\n",
       "      <td>8 2 3 9 7 2 8 2 1 8 2 9 7 2 9 7 2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>985</th>\n",
       "      <td>u.n. nuclear watchdog say tuesday planned meet...</td>\n",
       "      <td>[8, 8, 8, 8, 5, 1, 7, 8, 6, 5, 7, 7, 7, 6, 7, ...</td>\n",
       "      <td>国際原子力機関 IAEA 予定 する いる イラン 協議 2月 延期 する こと 明らか す...</td>\n",
       "      <td>[10, 5, 4, 7, 4, 4, 10, 9, 7, 7, 9, 7, 7, 4, 5...</td>\n",
       "      <td>5.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>[4, 4, 4, 4, 1, 6, 10, 3, 4, 9, 7, 2, 1, 10, 3...</td>\n",
       "      <td>8 8 8 8 5 1 7 8 6 5 7 7 7 6 7 7 2 8 10 7 2 1 6...</td>\n",
       "      <td>4 4 4 4 1 6 10 3 4 9 7 2 1 10 3 10 3 10 3 9 7 ...</td>\n",
       "      <td>4 4 10 3 1 1 9 7 2 9 7 2 1 9 7 2 1 9 7 2 1 1 1...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>986</th>\n",
       "      <td>predict more economic growth further drop u.s....</td>\n",
       "      <td>[5, 5, 4, 4, 5, 5, 5, 5, 6, 7, 5, 7, 7, 8, 5, ...</td>\n",
       "      <td>米 フィラデルフィア 地区 連銀 総裁 米 経済 成長率 今年 加速 する 失業率 低下 す...</td>\n",
       "      <td>[2, 8, 1, 8, 2, 2, 5, 7, 4, 7, 7, 10, 10, 7, 9...</td>\n",
       "      <td>5.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>[1, 1, 10, 10, 1, 1, 1, 1, 9, 7, 2, 10, 3, 1, ...</td>\n",
       "      <td>5 5 4 4 5 5 5 5 6 7 5 7 7 8 5 7 7 7 1 9 1 4 10...</td>\n",
       "      <td>1 1 10 10 1 1 1 1 9 7 2 10 3 1 10 3 10 3 4 1 1...</td>\n",
       "      <td>1 1 8 2 1 9 7 2 9 7 2 1 1 1 10 3 1 1 1 9 7 2 1...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>987</th>\n",
       "      <td>commerce department seasonal adjust data u.s. ...</td>\n",
       "      <td>[2, 9, 6, 6, 5, 5, 6, 2]</td>\n",
       "      <td>米 商務省 発表 する 昨年 12月 小売 売上高 前月 増える 伸び 市場 予想 上回る ...</td>\n",
       "      <td>[2, 3, 10, 7, 3, 4, 8, 8, 10, 9, 9, 9, 8, 7, 7...</td>\n",
       "      <td>5.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>[8, 2, 3, 9, 7, 2, 9, 7, 2, 1, 1, 9, 7, 2, 8, 2]</td>\n",
       "      <td>2 9 6 6 5 5 6 2</td>\n",
       "      <td>8 2 3 9 7 2 9 7 2 1 1 9 7 2 8 2</td>\n",
       "      <td>10 3 10 3 1 1 6 9 7 2 9 7 2 8 2 1 1 1 10 3 1 5...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>988</th>\n",
       "      <td>thai baht hit near two-week high tuesday lack ...</td>\n",
       "      <td>[5, 6, 5, 5, 5, 5, 5, 10, 9, 9, 9, 5, 7, 7, 5,...</td>\n",
       "      <td>アジア 新興国通貨 株式相場 下げ 背景 軟調 なる いる タイバーツ 買い戻す 高値 つけ...</td>\n",
       "      <td>[2, 4, 9, 8, 3, 2, 7, 4, 3, 5, 3, 3, 7, 10, 9,...</td>\n",
       "      <td>5.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>[1, 9, 7, 2, 1, 1, 1, 1, 1, 4, 3, 3, 3, 1, 10,...</td>\n",
       "      <td>5 6 5 5 5 5 5 10 9 9 9 5 7 7 5 2 5 7 5 2 7 5 5...</td>\n",
       "      <td>1 9 7 2 1 1 1 1 1 4 3 3 3 1 10 3 10 3 1 8 2 1 ...</td>\n",
       "      <td>1 9 7 2 8 2 9 7 2 9 7 2 9 7 2 9 7 2 1 3 8 2 10...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>989</th>\n",
       "      <td>u.s. small business sentiment improve december...</td>\n",
       "      <td>[5, 6, 2, 5, 6, 5, 10, 5, 4, 5, 2, 4, 5, 1, 8,...</td>\n",
       "      <td>米 中小企業 業界団体 全米 独立 事業者 協会 発表 する 12月 中小企業 楽観 指数 ...</td>\n",
       "      <td>[2, 3, 9, 7, 2, 6, 1, 10, 7, 4, 3, 3, 9, 2, 7,...</td>\n",
       "      <td>5.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>[1, 9, 7, 2, 8, 2, 1, 9, 7, 2, 1, 4, 1, 10, 1,...</td>\n",
       "      <td>5 6 2 5 6 5 10 5 4 5 2 4 5 1 8 8 8 2 8 5 2 6 2...</td>\n",
       "      <td>1 9 7 2 8 2 1 9 7 2 1 4 1 10 1 8 2 10 1 6 4 4 ...</td>\n",
       "      <td>1 9 7 2 8 2 9 7 2 9 7 2 9 7 2 9 7 2 1 3 8 2 10...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>990</th>\n",
       "      <td>chinese leader xi jinping have order military ...</td>\n",
       "      <td>[2, 8, 8, 8, 7, 2, 8, 1, 4, 2, 7, 2, 2, 2, 5, ...</td>\n",
       "      <td>国営 新華社 よる 中国 習近平 国家主席 車両 調達 国内 ブランド 選択 する よう 指...</td>\n",
       "      <td>[8, 7, 7, 7, 3, 10, 5, 8, 7, 2, 9, 7, 5, 10, 7...</td>\n",
       "      <td>5.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>[8, 2, 4, 4, 4, 10, 3, 8, 2, 4, 6, 10, 8, 2, 1...</td>\n",
       "      <td>2 8 8 8 7 2 8 1 4 2 7 2 2 2 5 8 6 6 7 2 6 8 10...</td>\n",
       "      <td>8 2 4 4 4 10 3 8 2 4 6 10 8 2 10 3 8 2 8 2 8 2...</td>\n",
       "      <td>10 3 10 3 1 1 9 7 2 9 7 2 1 1 8 2 6 10 3 1 10 ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>991</th>\n",
       "      <td>wendy co second-largest u.s. hamburger chain f...</td>\n",
       "      <td>[2, 2, 7, 5, 2, 2, 6, 5, 6, 1, 2, 1, 2, 6, 2, ...</td>\n",
       "      <td>米 ハンバーガー チェーン ウェンディーズ 通期 調整 利益 する 業績 見通し 示す 自前...</td>\n",
       "      <td>[2, 2, 2, 8, 8, 10, 8, 7, 10, 9, 7, 6, 9, 9, 4...</td>\n",
       "      <td>5.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>[8, 2, 8, 2, 10, 3, 1, 8, 2, 8, 2, 9, 7, 2, 1,...</td>\n",
       "      <td>2 2 7 5 2 2 6 5 6 1 2 1 2 6 2 2 2 1 1 2 7 6 6 ...</td>\n",
       "      <td>8 2 8 2 10 3 1 8 2 8 2 9 7 2 1 9 7 2 6 8 2 6 8...</td>\n",
       "      <td>1 1 10 3 9 7 2 1 9 7 2 1 1 9 7 2 10 3 10 3 1 4...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>992</th>\n",
       "      <td>office national statistic release following co...</td>\n",
       "      <td>[2, 8, 3, 2, 6, 5, 5, 5, 5, 7, 6, 6, 5, 3, 6, ...</td>\n",
       "      <td>英 国立 統計局 発表 する 12月 消費者 物価 指 前年 上昇 する 予想 上昇 前月 ...</td>\n",
       "      <td>[10, 10, 10, 10, 7, 4, 9, 2, 2, 9, 2, 7, 8, 2,...</td>\n",
       "      <td>5.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>[8, 2, 4, 5, 8, 2, 9, 7, 2, 1, 1, 1, 1, 10, 3,...</td>\n",
       "      <td>2 8 3 2 6 5 5 5 5 7 6 6 5 3 6 5 3 3 6 5 3 5 2 ...</td>\n",
       "      <td>8 2 4 5 8 2 9 7 2 1 1 1 1 10 3 9 7 2 9 7 2 1 5...</td>\n",
       "      <td>8 2 8 2 8 2 8 2 4 8 2 6 10 3 1 9 7 2 9 7 2 9 7...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>993</th>\n",
       "      <td>global banking regulator agree sunday ease way...</td>\n",
       "      <td>[5, 1, 2, 1, 7, 5, 3, 2, 1, 7, 6, 7, 6, 4, 2, ...</td>\n",
       "      <td>バーゼル銀行監督委員会 バーゼル委員会 上位 機関 ある 中央銀行 総裁 銀行 監督 当局 ...</td>\n",
       "      <td>[4, 8, 6, 5, 7, 10, 2, 10, 9, 5, 2, 1, 10, 10,...</td>\n",
       "      <td>5.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>[1, 6, 8, 2, 6, 10, 3, 1, 5, 8, 2, 6, 10, 3, 9...</td>\n",
       "      <td>5 1 2 1 7 5 3 2 1 7 6 7 6 4 2 4 7 7 6 1 4 4 7 ...</td>\n",
       "      <td>1 6 8 2 6 10 3 1 5 8 2 6 10 3 9 7 2 10 3 9 7 2...</td>\n",
       "      <td>8 2 8 2 8 2 8 2 8 2 8 2 4 1 8 2 8 2 8 2 1 8 2 ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>994</th>\n",
       "      <td>pboc skip open mkt ops again 7-day repo rate n...</td>\n",
       "      <td>[10, 1, 2, 5, 2, 7, 1, 1, 6, 5, 5, 7, 6, 5, 5,...</td>\n",
       "      <td>中国 短期金利 近く 低下 人民銀 オペ 見送り 上海 短期 金融市場 指標 なる レポ金利...</td>\n",
       "      <td>[7, 2, 3, 10, 3, 8, 9, 3, 3, 5, 10, 7, 9, 8, 7...</td>\n",
       "      <td>5.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>[4, 6, 8, 2, 1, 8, 2, 10, 3, 6, 6, 9, 7, 2, 1,...</td>\n",
       "      <td>10 1 2 5 2 7 1 1 6 5 5 7 6 5 5 1 2 5 2 5 1 5 1...</td>\n",
       "      <td>4 6 8 2 1 8 2 10 3 6 6 9 7 2 1 1 10 3 9 7 2 1 ...</td>\n",
       "      <td>4 1 10 1 9 7 2 8 2 1 9 7 2 1 1 9 7 2 4 1 1 1 9...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>995</th>\n",
       "      <td>office national statistic release following co...</td>\n",
       "      <td>[2, 8, 3, 2, 6, 5, 5, 5, 5, 5, 5, 6, 5, 3, 6, ...</td>\n",
       "      <td>英 国立 統計局 発表 する 12月 消費者 物価 指 前年 上昇 する 予想 上昇 前月 ...</td>\n",
       "      <td>[10, 10, 10, 10, 7, 4, 9, 2, 2, 9, 2, 7, 8, 2,...</td>\n",
       "      <td>5.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>[8, 2, 4, 5, 8, 2, 9, 7, 2, 1, 1, 1, 1, 1, 1, ...</td>\n",
       "      <td>2 8 3 2 6 5 5 5 5 5 5 6 5 3 6 5 2 2 3 6 5 3 5 ...</td>\n",
       "      <td>8 2 4 5 8 2 9 7 2 1 1 1 1 1 1 9 7 2 1 5 9 7 2 ...</td>\n",
       "      <td>8 2 6 6 4 4 1 1 1 1 10 3 10 3 1 8 2 8 2 6 8 2 ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>996</th>\n",
       "      <td>goldcorp inc launch unsolicited cash-and-stock...</td>\n",
       "      <td>[1, 2, 2, 1, 1, 1, 1, 6, 2, 1, 1, 2, 10, 5, 7,...</td>\n",
       "      <td>カナダ 産金 大手 ゴールド コープ 同業 株式公開 買い付け TOB 米ドル 買収 する ...</td>\n",
       "      <td>[2, 2, 4, 2, 2, 3, 9, 9, 7, 3, 9, 7, 10, 10, 7...</td>\n",
       "      <td>5.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>[6, 8, 2, 8, 2, 6, 6, 6, 6, 9, 7, 2, 8, 2, 6, ...</td>\n",
       "      <td>1 2 2 1 1 1 1 6 2 1 1 2 10 5 7 5 8 1 1 5 1 9 1...</td>\n",
       "      <td>6 8 2 8 2 6 6 6 6 9 7 2 8 2 6 6 8 2 4 1 10 3 1...</td>\n",
       "      <td>1 1 4 1 6 4 8 2 8 2 8 2 8 2 1 3 1 4 3 4 10 3 4...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>997</th>\n",
       "      <td>united state increase pressure china monday di...</td>\n",
       "      <td>[8, 8, 6, 7, 2, 5, 8, 5, 2, 2, 6, 9, 8, 7, 2, ...</td>\n",
       "      <td>米 通商代表部 USTR 代表 自国製 特殊 めぐる 貿易 紛争 関税撤廃 目指す 世界貿易...</td>\n",
       "      <td>[2, 5, 5, 5, 9, 10, 9, 4, 9, 5, 7, 5, 5, 9, 6,...</td>\n",
       "      <td>5.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>[4, 4, 9, 7, 2, 10, 3, 8, 2, 1, 4, 1, 8, 2, 8,...</td>\n",
       "      <td>8 8 6 7 2 5 8 5 2 2 6 9 8 7 2 4 5 8 2 5 2 5 5 ...</td>\n",
       "      <td>4 4 9 7 2 10 3 8 2 1 4 1 8 2 8 2 9 7 2 3 4 10 ...</td>\n",
       "      <td>1 1 1 8 2 1 1 10 3 9 7 2 6 8 2 8 2 1 10 3 1 8 ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>998</th>\n",
       "      <td>toshiba have agree buy percent nugen uk nuclea...</td>\n",
       "      <td>[2, 7, 1, 7, 5, 2, 7, 8, 10, 2, 2, 8, 8, 1, 1,...</td>\n",
       "      <td>東芝 仏 電力会社 スエズ スペイン 電力会社 イベルドローラ 合弁会社 ある 英 原子力発...</td>\n",
       "      <td>[7, 10, 4, 4, 7, 4, 10, 6, 7, 10, 7, 6, 7, 4, ...</td>\n",
       "      <td>5.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>[8, 2, 10, 3, 6, 10, 3, 1, 8, 2, 10, 3, 4, 4, ...</td>\n",
       "      <td>2 7 1 7 5 2 7 8 10 2 2 8 8 1 1 6 6 1 2 2 2 8 2...</td>\n",
       "      <td>8 2 10 3 6 10 3 1 8 2 10 3 4 4 8 2 8 2 4 4 6 6...</td>\n",
       "      <td>10 3 10 3 1 1 9 7 2 9 7 2 1 1 1 5 8 2 1 1 9 7 ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>999</th>\n",
       "      <td>france michel barnier european commissioner fi...</td>\n",
       "      <td>[8, 10, 10, 7, 10, 7, 1, 7, 8, 7, 2, 10, 5, 8,...</td>\n",
       "      <td>仏 フィガロ よる 欧州連合 EU 欧州委員会 委員 域内 市場 サービス 担当 次期 欧州...</td>\n",
       "      <td>[10, 7, 7, 5, 5, 7, 10, 5, 9, 7, 7, 4, 10, 9, ...</td>\n",
       "      <td>5.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>[4, 4, 4, 10, 3, 4, 10, 3, 6, 10, 3, 4, 10, 3,...</td>\n",
       "      <td>8 10 10 7 10 7 1 7 8 7 2 10 5 8 7 8 8 1 10 8 8...</td>\n",
       "      <td>4 4 4 10 3 4 10 3 6 10 3 4 10 3 8 2 4 1 4 10 3...</td>\n",
       "      <td>8 2 4 4 4 10 3 8 2 4 6 10 8 2 10 3 8 2 8 2 8 2...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>1000 rows × 10 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                            en_article  \\\n",
       "0    european central bank leave interest rate unch...   \n",
       "1    european central bank keep interest rate stead...   \n",
       "2    european central bank leave interest rate unch...   \n",
       "3    european central bank leave interest rate unch...   \n",
       "4    european central bank leave interest rate unch...   \n",
       "5    european central bank hold borrow rate thursda...   \n",
       "6    european central bank leave interest rate unch...   \n",
       "7    china annual consumer inflation slow more aggr...   \n",
       "8    european central bank unexpected cut interest ...   \n",
       "9    european central bank hold borrow rate thursda...   \n",
       "10   monsanto co world large seed company say wedne...   \n",
       "11   european central bank hold borrow rate thursda...   \n",
       "12   south korea central bank keep interest rate st...   \n",
       "13   european central bank keep interest rate recor...   \n",
       "14   european central bank hold borrow rate thursda...   \n",
       "15   european central bank leave interest rate unch...   \n",
       "16   european central bank leave interest rate unch...   \n",
       "17   european central bank keep interest rate stead...   \n",
       "18   european central bank leave interest rate unch...   \n",
       "19   brazilian stock rise wednesday better-than-exp...   \n",
       "20   european central bank keep interest rate stead...   \n",
       "21   european central bank unexpected cut interest ...   \n",
       "22   european central bank leave it main interest r...   \n",
       "23   european central bank hold borrow rate thursda...   \n",
       "24   european central bank hold borrow rate thursda...   \n",
       "25   european central bank leave interest rate unch...   \n",
       "26   european central bank keep interest rate stead...   \n",
       "27   factory activity u.s. mid-atlantic region grow...   \n",
       "28   number planned layoff u.s. firm plunge percent...   \n",
       "29   european central bank hold borrow rate thursda...   \n",
       "..                                                 ...   \n",
       "970  be result federal reserve purchase treasury tu...   \n",
       "971  office national statistic release following co...   \n",
       "972  china central bank abstain open market operati...   \n",
       "973  rob cox new york jan reuters breakingviews jap...   \n",
       "974  electric car maker tesla motor inc say tuesday...   \n",
       "975  chinese share list hong kong hover four-month ...   \n",
       "976  share merck co inc rise equal much percent mon...   \n",
       "977  china yuan open record high dollar tuesday cen...   \n",
       "978  president francois hollande aim lay plan frenc...   \n",
       "979  european share fell tuesday take their cue wal...   \n",
       "980  open bargain hunt tokyo extend stop high u yie...   \n",
       "981  y'day saw fresh intraday closing high bull be ...   \n",
       "982  negotiator u.s. congress have reach agreement ...   \n",
       "983  office national statistic release following co...   \n",
       "984  jpmorgan chase co report percent drop quarterl...   \n",
       "985  u.n. nuclear watchdog say tuesday planned meet...   \n",
       "986  predict more economic growth further drop u.s....   \n",
       "987  commerce department seasonal adjust data u.s. ...   \n",
       "988  thai baht hit near two-week high tuesday lack ...   \n",
       "989  u.s. small business sentiment improve december...   \n",
       "990  chinese leader xi jinping have order military ...   \n",
       "991  wendy co second-largest u.s. hamburger chain f...   \n",
       "992  office national statistic release following co...   \n",
       "993  global banking regulator agree sunday ease way...   \n",
       "994  pboc skip open mkt ops again 7-day repo rate n...   \n",
       "995  office national statistic release following co...   \n",
       "996  goldcorp inc launch unsolicited cash-and-stock...   \n",
       "997  united state increase pressure china monday di...   \n",
       "998  toshiba have agree buy percent nugen uk nuclea...   \n",
       "999  france michel barnier european commissioner fi...   \n",
       "\n",
       "                                     transformation_en  \\\n",
       "0    [7, 7, 5, 7, 6, 6, 5, 5, 7, 1, 1, 1, 2, 2, 2, ...   \n",
       "1    [7, 7, 5, 5, 6, 6, 5, 5, 5, 3, 2, 5, 5, 6, 4, ...   \n",
       "2    [7, 7, 5, 7, 6, 6, 5, 5, 7, 2, 9, 7, 7, 5, 3, ...   \n",
       "3    [7, 7, 5, 7, 6, 6, 5, 5, 7, 1, 1, 1, 2, 2, 2, ...   \n",
       "4    [7, 7, 5, 7, 6, 6, 5, 5, 5, 5, 2, 5, 8, 8, 10,...   \n",
       "5    [7, 7, 5, 7, 6, 6, 5, 2, 1, 2, 1, 3, 5, 4, 2, ...   \n",
       "6    [7, 7, 5, 7, 6, 6, 5, 5, 7, 1, 1, 1, 2, 2, 2, ...   \n",
       "7    [2, 6, 5, 3, 4, 5, 5, 6, 5, 5, 5, 5, 5, 5, 7, ...   \n",
       "8    [7, 7, 5, 5, 1, 6, 6, 2, 5, 5, 5, 7, 5, 3, 5, ...   \n",
       "9    [7, 7, 5, 7, 6, 6, 5, 2, 1, 2, 1, 3, 5, 4, 2, ...   \n",
       "10   [2, 2, 4, 1, 2, 1, 8, 5, 2, 2, 2, 6, 3, 10, 2,...   \n",
       "11   [7, 7, 5, 7, 6, 6, 5, 2, 1, 2, 1, 3, 5, 4, 2, ...   \n",
       "12   [8, 8, 7, 5, 5, 6, 6, 5, 7, 4, 4, 4, 2, 4, 5, ...   \n",
       "13   [7, 7, 5, 5, 6, 6, 5, 5, 2, 1, 7, 5, 7, 5, 7, ...   \n",
       "14   [7, 7, 5, 7, 6, 6, 5, 2, 1, 2, 1, 3, 5, 4, 2, ...   \n",
       "15   [7, 7, 5, 7, 6, 6, 5, 5, 5, 5, 7, 9, 2, 7, 7, ...   \n",
       "16   [7, 7, 5, 7, 6, 6, 5, 5, 5, 5, 7, 9, 2, 7, 7, ...   \n",
       "17   [7, 7, 5, 5, 6, 6, 5, 5, 5, 3, 2, 5, 5, 6, 4, ...   \n",
       "18   [7, 7, 5, 7, 6, 6, 5, 5, 5, 5, 7, 9, 2, 7, 7, ...   \n",
       "19   [5, 5, 5, 5, 6, 5, 6, 5, 5, 4, 3, 5, 4, 4, 2, ...   \n",
       "20   [7, 7, 5, 5, 6, 6, 5, 5, 5, 3, 2, 5, 5, 6, 4, ...   \n",
       "21   [7, 7, 5, 5, 1, 6, 6, 2, 5, 5, 5, 7, 5, 3, 5, ...   \n",
       "22   [7, 7, 5, 7, 2, 7, 6, 6, 5, 5, 5, 5, 5, 7, 7, ...   \n",
       "23   [7, 7, 5, 7, 6, 6, 5, 2, 1, 2, 1, 3, 5, 4, 2, ...   \n",
       "24   [7, 7, 5, 7, 6, 6, 5, 2, 1, 2, 1, 3, 5, 4, 2, ...   \n",
       "25   [7, 7, 5, 7, 6, 6, 5, 5, 7, 1, 8, 2, 7, 2, 4, ...   \n",
       "26   [7, 7, 5, 5, 6, 6, 5, 5, 5, 3, 2, 5, 5, 6, 4, ...   \n",
       "27   [4, 4, 5, 8, 8, 6, 4, 4, 1, 6, 5, 10, 7, 7, 8,...   \n",
       "28   [2, 1, 6, 5, 10, 5, 5, 5, 5, 6, 6, 5, 6, 6, 5,...   \n",
       "29   [7, 7, 5, 7, 6, 6, 5, 2, 1, 2, 1, 3, 5, 4, 2, ...   \n",
       "..                                                 ...   \n",
       "970  [2, 4, 7, 7, 1, 5, 5, 6, 2, 10, 7, 7, 2, 2, 1,...   \n",
       "971  [2, 8, 3, 2, 6, 5, 5, 5, 5, 5, 5, 6, 5, 3, 6, ...   \n",
       "972  [2, 7, 5, 9, 2, 5, 1, 5, 5, 8, 1, 1, 1, 5, 1, ...   \n",
       "973  [10, 2, 2, 10, 5, 6, 2, 5, 2, 8, 9, 2, 2, 2, 7...   \n",
       "974  [2, 2, 2, 2, 2, 2, 8, 5, 2, 2, 2, 5, 2, 6, 6, ...   \n",
       "975  [2, 1, 1, 10, 10, 5, 5, 5, 5, 7, 7, 5, 2, 2, 1...   \n",
       "976  [1, 2, 2, 2, 5, 7, 5, 5, 5, 1, 2, 6, 2, 2, 5, ...   \n",
       "977  [2, 2, 2, 5, 5, 5, 5, 7, 5, 1, 1, 5, 6, 5, 5, ...   \n",
       "978  [10, 8, 8, 8, 9, 1, 6, 4, 5, 8, 8, 2, 5, 2, 2,...   \n",
       "979  [7, 1, 5, 5, 1, 6, 5, 5, 2, 2, 5, 5, 5, 3, 3, ...   \n",
       "980  [2, 7, 9, 2, 5, 7, 5, 7, 5, 5, 6, 2, 5, 6, 4, ...   \n",
       "981  [5, 5, 5, 5, 5, 5, 5, 2, 7, 5, 7, 7, 1, 2, 5, ...   \n",
       "982  [8, 5, 8, 7, 5, 1, 6, 6, 8, 5, 7, 7, 2, 1, 8, ...   \n",
       "983  [2, 8, 3, 2, 6, 5, 5, 5, 5, 5, 5, 6, 5, 3, 6, ...   \n",
       "984  [10, 7, 2, 6, 5, 5, 6, 6, 5, 5, 5, 1, 1, 1, 7,...   \n",
       "985  [8, 8, 8, 8, 5, 1, 7, 8, 6, 5, 7, 7, 7, 6, 7, ...   \n",
       "986  [5, 5, 4, 4, 5, 5, 5, 5, 6, 7, 5, 7, 7, 8, 5, ...   \n",
       "987                           [2, 9, 6, 6, 5, 5, 6, 2]   \n",
       "988  [5, 6, 5, 5, 5, 5, 5, 10, 9, 9, 9, 5, 7, 7, 5,...   \n",
       "989  [5, 6, 2, 5, 6, 5, 10, 5, 4, 5, 2, 4, 5, 1, 8,...   \n",
       "990  [2, 8, 8, 8, 7, 2, 8, 1, 4, 2, 7, 2, 2, 2, 5, ...   \n",
       "991  [2, 2, 7, 5, 2, 2, 6, 5, 6, 1, 2, 1, 2, 6, 2, ...   \n",
       "992  [2, 8, 3, 2, 6, 5, 5, 5, 5, 7, 6, 6, 5, 3, 6, ...   \n",
       "993  [5, 1, 2, 1, 7, 5, 3, 2, 1, 7, 6, 7, 6, 4, 2, ...   \n",
       "994  [10, 1, 2, 5, 2, 7, 1, 1, 6, 5, 5, 7, 6, 5, 5,...   \n",
       "995  [2, 8, 3, 2, 6, 5, 5, 5, 5, 5, 5, 6, 5, 3, 6, ...   \n",
       "996  [1, 2, 2, 1, 1, 1, 1, 6, 2, 1, 1, 2, 10, 5, 7,...   \n",
       "997  [8, 8, 6, 7, 2, 5, 8, 5, 2, 2, 6, 9, 8, 7, 2, ...   \n",
       "998  [2, 7, 1, 7, 5, 2, 7, 8, 10, 2, 2, 8, 8, 1, 1,...   \n",
       "999  [8, 10, 10, 7, 10, 7, 1, 7, 8, 7, 2, 10, 5, 8,...   \n",
       "\n",
       "                                            jp_article  \\\n",
       "0    欧州中央銀行 EC 主要政策金利 据え置く 上限 金利 限界 貸出金利 下限 金利 中銀 預...   \n",
       "1    欧州中央銀行 EC 主要政策金利 据え置く 上限 金利 限界 貸出金利 下限 金利 中銀 預...   \n",
       "2    欧州中央銀行 EC 主要政策金利 据え置く 上限 金利 限界 貸出金利 下限 金利 中銀 預...   \n",
       "3    欧州中央銀行 EC 主要政策金利 据え置く 上限 金利 限界 貸出金利 下限 金利 中銀 預...   \n",
       "4    欧州中央銀行 EC 主要政策金利 据え置く 上限 金利 限界 貸出金利 下限 金利 中銀 預...   \n",
       "5    欧州中央銀行 EC 主要政策金利 据え置く 上限 金利 限界 貸出金利 下限 金利 中銀 預...   \n",
       "6    欧州中央銀行 EC 主要政策金利 据え置く 上限 金利 限界 貸出金利 下限 金利 中銀 預...   \n",
       "7    中国国家統計局 発表 する 12月 消費者物価指数 前年 上昇 する 11月 上昇 鈍化 低...   \n",
       "8    欧州中央銀行 EC 主要政策金利 据え置く 上限 金利 限界 貸出金利 下限 金利 中銀 預...   \n",
       "9    欧州中央銀行 EC 主要政策金利 据え置く 上限 金利 限界 貸出金利 下限 金利 中銀 預...   \n",
       "10   米 農業 関連 種子 開発 大手 モンサント 除草剤 耐性 持つ 遺伝子組み換え 小麦 開発...   \n",
       "11   欧州中央銀行 EC 主要政策金利 据え置く 上限 金利 限界 貸出金利 下限 金利 中銀 預...   \n",
       "12   韓国銀行 中央銀行 市場 予想 政策金利 据え置く 据え置き 連続 大方 エコノミスト 緩や...   \n",
       "13   欧州中央銀行 EC 主要政策金利 据え置く 上限 金利 限界 貸出金利 下限 金利 中銀 預...   \n",
       "14   欧州中央銀行 EC 主要政策金利 据え置く 上限 金利 限界 貸出金利 下限 金利 中銀 預...   \n",
       "15   欧州中央銀行 EC 主要政策金利 据え置く 上限 金利 限界 貸出金利 下限 金利 中銀 預...   \n",
       "16   欧州中央銀行 EC 主要政策金利 据え置く 上限 金利 限界 貸出金利 下限 金利 中銀 預...   \n",
       "17   欧州中央銀行 EC 主要政策金利 据え置く 上限 金利 限界 貸出金利 下限 金利 中銀 預...   \n",
       "18   欧州中央銀行 EC 主要政策金利 据え置く 上限 金利 限界 貸出金利 下限 金利 中銀 預...   \n",
       "19   中南米 通貨 市場 対ドル 下落 堅調 米 雇用 報告 連邦公開市場委員会 FOMC 議事録...   \n",
       "20   欧州中央銀行 EC 主要政策金利 据え置く 上限 金利 限界 貸出金利 下限 金利 中銀 預...   \n",
       "21   欧州中央銀行 EC 主要政策金利 据え置く 上限 金利 限界 貸出金利 下限 金利 中銀 預...   \n",
       "22   欧州中央銀行 EC 主要政策金利 据え置く 上限 金利 限界 貸出金利 下限 金利 中銀 預...   \n",
       "23   欧州中央銀行 EC 主要政策金利 据え置く 上限 金利 限界 貸出金利 下限 金利 中銀 預...   \n",
       "24   欧州中央銀行 EC 主要政策金利 据え置く 上限 金利 限界 貸出金利 下限 金利 中銀 預...   \n",
       "25   欧州中央銀行 EC 主要政策金利 据え置く 上限 金利 限界 貸出金利 下限 金利 中銀 預...   \n",
       "26   欧州中央銀行 EC 主要政策金利 据え置く 上限 金利 限界 貸出金利 下限 金利 中銀 預...   \n",
       "27   米 フィラデルフィア 地区 連銀 12月 製造業 業況 指数 前回 発表 下方修正 する 同...   \n",
       "28   雇用 コンサルティング会社 チャレンジャー グレイ アンド クリスマス 発表 する 昨年 1...   \n",
       "29   欧州中央銀行 EC 主要政策金利 据え置く 上限 金利 限界 貸出金利 下限 金利 中銀 預...   \n",
       "..                                                 ...   \n",
       "970  米 連邦準備理事会 FRB 傘下 ニューヨーク連銀 国債 買い切る オペ 実施 する 国債 ...   \n",
       "971  英 国立 統計局 発表 する 12月 消費者物価指数 前年 上昇 する 記事 詳細 後 送信...   \n",
       "972  市場 よる 中国人民銀行 公開市場操作 連続 見送る 今週 手形 レポ 期日 予定 する い...   \n",
       "973  コード 追加 する 再送 する ます ニューヨーク サントリーホールディングス 創業者 残す...   \n",
       "974  米 電気自動車 大手 テスラ・モーターズ 幹部 四半期 高級 セダン モデル 供給 同社 予...   \n",
       "975  上海総合指数 前 営業日 売買 代金 概算 前場 終値 高 上海 株 寄り付き 前 営業日 ...   \n",
       "976  米 医薬品 大手 Merck 進行 メラノーマ 悪性黒色腫 治療 用いる 抗 抗体 MK 販...   \n",
       "977  上海 外為 市場 人民元 対ドル 過去最高値 なる 取引 始まる 人民元 前日 最 高値 つ...   \n",
       "978  オランド 仏 大統領 新年 記者会見 同国 経済 活性化 向ける 法人税減税 人件費 削減 ...   \n",
       "979  序盤 欧州 株式市場 下落 さえる 企業 決算 業績 見通し 受け手 下落 する 米 株 市...   \n",
       "980  ドル 円 テクニカル分析 時間 足 モメンタム 指標 買う 過ぎる 示唆 ドル 海外市場 ス...   \n",
       "981  円 ウォン テクニカル分析 高値 切る 上がる 市場 円 強気 優勢 取引 時間 終値ベース...   \n",
       "982  米 議会 代表者 政府機関 閉鎖 回避 目指す 規模 歳出 法案 公表 する 軍事費 国内 ...   \n",
       "983  英 国立 統計局 発表 する 12月 消費者 物価 指 前年 上昇 する 予想 上昇 前月 ...   \n",
       "984  米 モルガン チェース 発表 する 四半期 決算 調整 利益 市場 予想 上回る 貸倒引当金...   \n",
       "985  国際原子力機関 IAEA 予定 する いる イラン 協議 2月 延期 する こと 明らか す...   \n",
       "986  米 フィラデルフィア 地区 連銀 総裁 米 経済 成長率 今年 加速 する 失業率 低下 す...   \n",
       "987  米 商務省 発表 する 昨年 12月 小売 売上高 前月 増える 伸び 市場 予想 上回る ...   \n",
       "988  アジア 新興国通貨 株式相場 下げ 背景 軟調 なる いる タイバーツ 買い戻す 高値 つけ...   \n",
       "989  米 中小企業 業界団体 全米 独立 事業者 協会 発表 する 12月 中小企業 楽観 指数 ...   \n",
       "990  国営 新華社 よる 中国 習近平 国家主席 車両 調達 国内 ブランド 選択 する よう 指...   \n",
       "991  米 ハンバーガー チェーン ウェンディーズ 通期 調整 利益 する 業績 見通し 示す 自前...   \n",
       "992  英 国立 統計局 発表 する 12月 消費者 物価 指 前年 上昇 する 予想 上昇 前月 ...   \n",
       "993  バーゼル銀行監督委員会 バーゼル委員会 上位 機関 ある 中央銀行 総裁 銀行 監督 当局 ...   \n",
       "994  中国 短期金利 近く 低下 人民銀 オペ 見送り 上海 短期 金融市場 指標 なる レポ金利...   \n",
       "995  英 国立 統計局 発表 する 12月 消費者 物価 指 前年 上昇 する 予想 上昇 前月 ...   \n",
       "996  カナダ 産金 大手 ゴールド コープ 同業 株式公開 買い付け TOB 米ドル 買収 する ...   \n",
       "997  米 通商代表部 USTR 代表 自国製 特殊 めぐる 貿易 紛争 関税撤廃 目指す 世界貿易...   \n",
       "998  東芝 仏 電力会社 スエズ スペイン 電力会社 イベルドローラ 合弁会社 ある 英 原子力発...   \n",
       "999  仏 フィガロ よる 欧州連合 EU 欧州委員会 委員 域内 市場 サービス 担当 次期 欧州...   \n",
       "\n",
       "                                     transformation_jp  similarity  \\\n",
       "0    [7, 10, 9, 10, 10, 9, 8, 8, 8, 9, 10, 8, 9, 9,...         5.0   \n",
       "1    [7, 10, 9, 10, 10, 9, 8, 8, 8, 9, 10, 8, 9, 9,...         5.0   \n",
       "2    [7, 10, 9, 10, 10, 9, 8, 8, 8, 9, 10, 8, 9, 9,...         5.0   \n",
       "3    [7, 10, 9, 10, 10, 9, 8, 8, 8, 9, 10, 8, 9, 9,...         5.0   \n",
       "4    [7, 10, 9, 10, 10, 9, 8, 8, 8, 9, 10, 8, 9, 9,...         5.0   \n",
       "5    [7, 10, 9, 10, 10, 9, 8, 8, 8, 9, 10, 8, 9, 9,...         5.0   \n",
       "6    [7, 10, 9, 10, 10, 9, 8, 8, 8, 9, 10, 8, 9, 9,...         5.0   \n",
       "7    [8, 10, 7, 4, 8, 9, 2, 7, 8, 2, 4, 4, 1, 7, 7,...         5.0   \n",
       "8    [7, 10, 9, 10, 10, 9, 8, 8, 8, 9, 10, 8, 9, 9,...         5.0   \n",
       "9    [7, 10, 9, 10, 10, 9, 8, 8, 8, 9, 10, 8, 9, 9,...         5.0   \n",
       "10   [2, 8, 10, 8, 8, 4, 10, 8, 10, 2, 10, 7, 8, 10...         5.0   \n",
       "11   [7, 10, 9, 10, 10, 9, 8, 8, 8, 9, 10, 8, 9, 9,...         5.0   \n",
       "12   [10, 10, 9, 8, 8, 10, 8, 8, 9, 7, 1, 10, 3, 4,...         5.0   \n",
       "13   [7, 10, 9, 10, 10, 9, 8, 8, 8, 9, 10, 8, 9, 9,...         5.0   \n",
       "14   [7, 10, 9, 10, 10, 9, 8, 8, 8, 9, 10, 8, 9, 9,...         5.0   \n",
       "15   [7, 10, 9, 10, 10, 9, 8, 8, 8, 9, 10, 8, 9, 9,...         5.0   \n",
       "16   [7, 10, 9, 10, 10, 9, 8, 8, 8, 9, 10, 8, 9, 9,...         5.0   \n",
       "17   [7, 10, 9, 10, 10, 9, 8, 8, 8, 9, 10, 8, 9, 9,...         5.0   \n",
       "18   [7, 10, 9, 10, 10, 9, 8, 8, 8, 9, 10, 8, 9, 9,...         5.0   \n",
       "19   [7, 5, 9, 3, 2, 6, 2, 6, 10, 2, 2, 8, 4, 3, 10...         5.0   \n",
       "20   [7, 10, 9, 10, 10, 9, 8, 8, 8, 9, 10, 8, 9, 9,...         5.0   \n",
       "21   [7, 10, 9, 10, 10, 9, 8, 8, 8, 9, 10, 8, 9, 9,...         5.0   \n",
       "22   [7, 10, 9, 10, 10, 9, 8, 8, 8, 9, 10, 8, 9, 9,...         5.0   \n",
       "23   [7, 10, 9, 10, 10, 9, 8, 8, 8, 9, 10, 8, 9, 9,...         5.0   \n",
       "24   [7, 10, 9, 10, 10, 9, 8, 8, 8, 9, 10, 8, 9, 9,...         5.0   \n",
       "25   [7, 10, 9, 10, 10, 9, 8, 8, 8, 9, 10, 8, 9, 9,...         5.0   \n",
       "26   [7, 10, 9, 10, 10, 9, 8, 8, 8, 9, 10, 8, 9, 9,...         5.0   \n",
       "27   [2, 8, 1, 8, 4, 10, 7, 9, 9, 10, 10, 7, 4, 9, ...         5.0   \n",
       "28   [6, 7, 7, 5, 2, 9, 10, 7, 3, 4, 2, 6, 4, 10, 4...         5.0   \n",
       "29   [7, 10, 9, 10, 10, 9, 8, 8, 8, 9, 10, 8, 9, 9,...         5.0   \n",
       "..                                                 ...         ...   \n",
       "970  [2, 2, 2, 6, 8, 10, 8, 8, 4, 7, 10, 7, 7, 9, 4...         5.0   \n",
       "971  [10, 10, 10, 10, 7, 4, 8, 9, 2, 7, 3, 4, 3, 1,...         5.0   \n",
       "972  [9, 7, 3, 8, 8, 5, 1, 9, 3, 2, 4, 7, 4, 3, 9, ...         5.0   \n",
       "973  [10, 10, 7, 3, 7, 10, 7, 3, 7, 10, 10, 5, 3, 5...         5.0   \n",
       "974  [2, 8, 4, 8, 7, 10, 2, 5, 5, 3, 1, 8, 7, 9, 7,...         5.0   \n",
       "975  [3, 4, 3, 3, 4, 3, 3, 3, 3, 3, 9, 3, 4, 3, 3, ...         5.0   \n",
       "976  [2, 2, 4, 10, 10, 5, 5, 7, 8, 7, 5, 5, 8, 9, 3...         5.0   \n",
       "977  [3, 5, 9, 9, 3, 3, 7, 9, 9, 9, 3, 7, 3, 3, 9, ...         5.0   \n",
       "978  [10, 10, 4, 9, 4, 7, 5, 10, 3, 10, 3, 10, 3, 1...         5.0   \n",
       "979  [3, 10, 3, 2, 9, 6, 8, 10, 9, 9, 2, 7, 2, 9, 9...         5.0   \n",
       "980  [2, 8, 2, 3, 9, 8, 10, 1, 6, 10, 2, 6, 3, 7, 2...         5.0   \n",
       "981  [8, 9, 2, 3, 2, 9, 9, 8, 9, 7, 9, 3, 3, 3, 3, ...         5.0   \n",
       "982  [2, 3, 5, 8, 8, 7, 7, 9, 3, 9, 10, 7, 9, 7, 4,...         5.0   \n",
       "983  [10, 10, 10, 10, 7, 4, 9, 2, 2, 9, 2, 7, 8, 2,...         5.0   \n",
       "984  [2, 1, 1, 10, 7, 10, 8, 10, 8, 9, 8, 7, 10, 8,...         5.0   \n",
       "985  [10, 5, 4, 7, 4, 4, 10, 9, 7, 7, 9, 7, 7, 4, 5...         5.0   \n",
       "986  [2, 8, 1, 8, 2, 2, 5, 7, 4, 7, 7, 10, 10, 7, 9...         5.0   \n",
       "987  [2, 3, 10, 7, 3, 4, 8, 8, 10, 9, 9, 9, 8, 7, 7...         5.0   \n",
       "988  [2, 4, 9, 8, 3, 2, 7, 4, 3, 5, 3, 3, 7, 10, 9,...         5.0   \n",
       "989  [2, 3, 9, 7, 2, 6, 1, 10, 7, 4, 3, 3, 9, 2, 7,...         5.0   \n",
       "990  [8, 7, 7, 7, 3, 10, 5, 8, 7, 2, 9, 7, 5, 10, 7...         5.0   \n",
       "991  [2, 2, 2, 8, 8, 10, 8, 7, 10, 9, 7, 6, 9, 9, 4...         5.0   \n",
       "992  [10, 10, 10, 10, 7, 4, 9, 2, 2, 9, 2, 7, 8, 2,...         5.0   \n",
       "993  [4, 8, 6, 5, 7, 10, 2, 10, 9, 5, 2, 1, 10, 10,...         5.0   \n",
       "994  [7, 2, 3, 10, 3, 8, 9, 3, 3, 5, 10, 7, 9, 8, 7...         5.0   \n",
       "995  [10, 10, 10, 10, 7, 4, 9, 2, 2, 9, 2, 7, 8, 2,...         5.0   \n",
       "996  [2, 2, 4, 2, 2, 3, 9, 9, 7, 3, 9, 7, 10, 10, 7...         5.0   \n",
       "997  [2, 5, 5, 5, 9, 10, 9, 4, 9, 5, 7, 5, 5, 9, 6,...         5.0   \n",
       "998  [7, 10, 4, 4, 7, 4, 10, 6, 7, 10, 7, 6, 7, 4, ...         5.0   \n",
       "999  [10, 7, 7, 5, 5, 7, 10, 5, 9, 7, 7, 4, 10, 9, ...         5.0   \n",
       "\n",
       "     dis_similarity                                   en2jp_projection  \\\n",
       "0               1.0  [10, 3, 10, 3, 1, 10, 3, 9, 7, 2, 9, 7, 2, 1, ...   \n",
       "1               1.0  [10, 3, 10, 3, 1, 1, 9, 7, 2, 9, 7, 2, 1, 1, 1...   \n",
       "2               1.0  [10, 3, 10, 3, 1, 10, 3, 9, 7, 2, 9, 7, 2, 1, ...   \n",
       "3               1.0  [10, 3, 10, 3, 1, 10, 3, 9, 7, 2, 9, 7, 2, 1, ...   \n",
       "4               1.0  [10, 3, 10, 3, 1, 10, 3, 9, 7, 2, 9, 7, 2, 1, ...   \n",
       "5               1.0  [10, 3, 10, 3, 1, 10, 3, 9, 7, 2, 9, 7, 2, 1, ...   \n",
       "6               1.0  [10, 3, 10, 3, 1, 10, 3, 9, 7, 2, 9, 7, 2, 1, ...   \n",
       "7               1.0  [8, 2, 9, 7, 2, 1, 5, 10, 1, 1, 9, 7, 2, 1, 1,...   \n",
       "8               1.0  [10, 3, 10, 3, 1, 1, 6, 9, 7, 2, 9, 7, 2, 8, 2...   \n",
       "9               1.0  [10, 3, 10, 3, 1, 10, 3, 9, 7, 2, 9, 7, 2, 1, ...   \n",
       "10              1.0  [8, 2, 8, 2, 10, 6, 8, 2, 6, 4, 1, 8, 2, 8, 2,...   \n",
       "11              1.0  [10, 3, 10, 3, 1, 10, 3, 9, 7, 2, 9, 7, 2, 1, ...   \n",
       "12              1.0  [4, 4, 10, 3, 1, 1, 9, 7, 2, 9, 7, 2, 1, 10, 3...   \n",
       "13              1.0  [10, 3, 10, 3, 1, 1, 9, 7, 2, 9, 7, 2, 1, 1, 8...   \n",
       "14              1.0  [10, 3, 10, 3, 1, 10, 3, 9, 7, 2, 9, 7, 2, 1, ...   \n",
       "15              1.0  [10, 3, 10, 3, 1, 10, 3, 9, 7, 2, 9, 7, 2, 1, ...   \n",
       "16              1.0  [10, 3, 10, 3, 1, 10, 3, 9, 7, 2, 9, 7, 2, 1, ...   \n",
       "17              1.0  [10, 3, 10, 3, 1, 1, 9, 7, 2, 9, 7, 2, 1, 1, 1...   \n",
       "18              1.0  [10, 3, 10, 3, 1, 10, 3, 9, 7, 2, 9, 7, 2, 1, ...   \n",
       "19              1.0  [1, 1, 1, 1, 9, 7, 2, 1, 9, 7, 2, 1, 1, 10, 5,...   \n",
       "20              1.0  [10, 3, 10, 3, 1, 1, 9, 7, 2, 9, 7, 2, 1, 1, 1...   \n",
       "21              1.0  [10, 3, 10, 3, 1, 1, 6, 9, 7, 2, 9, 7, 2, 8, 2...   \n",
       "22              1.0  [10, 3, 10, 3, 1, 10, 3, 8, 2, 10, 3, 9, 7, 2,...   \n",
       "23              1.0  [10, 3, 10, 3, 1, 10, 3, 9, 7, 2, 9, 7, 2, 1, ...   \n",
       "24              1.0  [10, 3, 10, 3, 1, 10, 3, 9, 7, 2, 9, 7, 2, 1, ...   \n",
       "25              1.0  [10, 3, 10, 3, 1, 10, 3, 9, 7, 2, 9, 7, 2, 1, ...   \n",
       "26              1.0  [10, 3, 10, 3, 1, 1, 9, 7, 2, 9, 7, 2, 1, 1, 1...   \n",
       "27              1.0  [10, 10, 1, 4, 4, 9, 7, 2, 10, 10, 6, 9, 7, 2,...   \n",
       "28              1.0  [8, 2, 6, 9, 7, 2, 1, 4, 1, 1, 1, 1, 9, 7, 2, ...   \n",
       "29              1.0  [10, 3, 10, 3, 1, 10, 3, 9, 7, 2, 9, 7, 2, 1, ...   \n",
       "..              ...                                                ...   \n",
       "970             1.0  [8, 2, 10, 10, 3, 10, 3, 6, 1, 1, 9, 7, 2, 8, ...   \n",
       "971             1.0  [8, 2, 4, 5, 8, 2, 9, 7, 2, 1, 1, 1, 1, 1, 1, ...   \n",
       "972             1.0  [8, 2, 10, 3, 1, 3, 8, 2, 1, 6, 1, 1, 4, 6, 6,...   \n",
       "973             1.0  [4, 8, 2, 8, 2, 4, 1, 9, 7, 2, 8, 2, 1, 8, 2, ...   \n",
       "974             1.0  [8, 2, 8, 2, 8, 2, 8, 2, 8, 2, 8, 2, 4, 1, 8, ...   \n",
       "975             1.0  [8, 2, 6, 6, 4, 4, 1, 1, 1, 1, 10, 3, 10, 3, 1...   \n",
       "976             1.0  [6, 8, 2, 8, 2, 8, 2, 1, 10, 3, 1, 1, 1, 6, 8,...   \n",
       "977             1.0  [8, 2, 8, 2, 8, 2, 1, 1, 1, 1, 10, 3, 1, 6, 6,...   \n",
       "978             1.0  [4, 4, 4, 4, 3, 6, 9, 7, 2, 10, 1, 4, 4, 8, 2,...   \n",
       "979             1.0  [10, 3, 6, 1, 1, 6, 9, 7, 2, 1, 1, 8, 2, 8, 2,...   \n",
       "980             1.0  [8, 2, 10, 3, 3, 8, 2, 1, 10, 3, 1, 10, 3, 1, ...   \n",
       "981             1.0  [1, 1, 1, 1, 1, 1, 1, 8, 2, 10, 3, 1, 10, 3, 1...   \n",
       "982             1.0  [4, 1, 4, 10, 3, 1, 6, 9, 7, 2, 9, 7, 2, 4, 1,...   \n",
       "983             1.0  [8, 2, 4, 5, 8, 2, 9, 7, 2, 1, 1, 1, 1, 1, 1, ...   \n",
       "984             1.0  [4, 10, 3, 8, 2, 9, 7, 2, 1, 1, 9, 7, 2, 9, 7,...   \n",
       "985             1.0  [4, 4, 4, 4, 1, 6, 10, 3, 4, 9, 7, 2, 1, 10, 3...   \n",
       "986             1.0  [1, 1, 10, 10, 1, 1, 1, 1, 9, 7, 2, 10, 3, 1, ...   \n",
       "987             1.0   [8, 2, 3, 9, 7, 2, 9, 7, 2, 1, 1, 9, 7, 2, 8, 2]   \n",
       "988             1.0  [1, 9, 7, 2, 1, 1, 1, 1, 1, 4, 3, 3, 3, 1, 10,...   \n",
       "989             1.0  [1, 9, 7, 2, 8, 2, 1, 9, 7, 2, 1, 4, 1, 10, 1,...   \n",
       "990             1.0  [8, 2, 4, 4, 4, 10, 3, 8, 2, 4, 6, 10, 8, 2, 1...   \n",
       "991             1.0  [8, 2, 8, 2, 10, 3, 1, 8, 2, 8, 2, 9, 7, 2, 1,...   \n",
       "992             1.0  [8, 2, 4, 5, 8, 2, 9, 7, 2, 1, 1, 1, 1, 10, 3,...   \n",
       "993             1.0  [1, 6, 8, 2, 6, 10, 3, 1, 5, 8, 2, 6, 10, 3, 9...   \n",
       "994             1.0  [4, 6, 8, 2, 1, 8, 2, 10, 3, 6, 6, 9, 7, 2, 1,...   \n",
       "995             1.0  [8, 2, 4, 5, 8, 2, 9, 7, 2, 1, 1, 1, 1, 1, 1, ...   \n",
       "996             1.0  [6, 8, 2, 8, 2, 6, 6, 6, 6, 9, 7, 2, 8, 2, 6, ...   \n",
       "997             1.0  [4, 4, 9, 7, 2, 10, 3, 8, 2, 1, 4, 1, 8, 2, 8,...   \n",
       "998             1.0  [8, 2, 10, 3, 6, 10, 3, 1, 8, 2, 10, 3, 4, 4, ...   \n",
       "999             1.0  [4, 4, 4, 10, 3, 4, 10, 3, 6, 10, 3, 4, 10, 3,...   \n",
       "\n",
       "                                                    xa  \\\n",
       "0    7 7 5 7 6 6 5 5 7 1 1 1 2 2 2 4 2 5 4 5 7 7 2 ...   \n",
       "1    7 7 5 5 6 6 5 5 5 3 2 5 5 6 4 5 5 4 5 5 4 3 2 ...   \n",
       "2    7 7 5 7 6 6 5 5 7 2 9 7 7 5 3 2 7 5 4 2 5 2 4 ...   \n",
       "3    7 7 5 7 6 6 5 5 7 1 1 1 2 2 2 4 2 5 4 5 7 7 2 ...   \n",
       "4    7 7 5 7 6 6 5 5 5 5 2 5 8 8 10 7 7 7 7 7 7 7 5...   \n",
       "5    7 7 5 7 6 6 5 2 1 2 1 3 5 4 2 5 5 4 7 5 9 7 7 ...   \n",
       "6    7 7 5 7 6 6 5 5 7 1 1 1 2 2 2 4 2 5 4 5 7 7 2 ...   \n",
       "7    2 6 5 3 4 5 5 6 5 5 5 5 5 5 7 4 4 1 6 7 5 2 1 ...   \n",
       "8    7 7 5 5 1 6 6 2 5 5 5 7 5 3 5 5 5 5 5 4 2 7 7 ...   \n",
       "9    7 7 5 7 6 6 5 2 1 2 1 3 5 4 2 5 5 4 7 5 9 7 7 ...   \n",
       "10   2 2 4 1 2 1 8 5 2 2 2 6 3 10 2 2 5 7 7 2 4 6 2...   \n",
       "11   7 7 5 7 6 6 5 2 1 2 1 3 5 4 2 5 5 4 7 5 9 7 7 ...   \n",
       "12   8 8 7 5 5 6 6 5 7 4 4 4 2 4 5 4 7 1 1 5 7 7 7 ...   \n",
       "13   7 7 5 5 6 6 5 5 2 1 7 5 7 5 7 4 5 9 7 9 10 5 5...   \n",
       "14   7 7 5 7 6 6 5 2 1 2 1 3 5 4 2 5 5 4 7 5 9 7 7 ...   \n",
       "15   7 7 5 7 6 6 5 5 5 5 7 9 2 7 7 9 5 2 5 6 2 2 5 ...   \n",
       "16   7 7 5 7 6 6 5 5 5 5 7 9 2 7 7 9 5 2 5 6 2 2 5 ...   \n",
       "17   7 7 5 5 6 6 5 5 5 3 2 5 5 6 4 5 5 4 5 5 4 3 2 ...   \n",
       "18   7 7 5 7 6 6 5 5 5 5 7 9 2 7 7 9 5 2 5 6 2 2 5 ...   \n",
       "19   5 5 5 5 6 5 6 5 5 4 3 5 4 4 2 5 5 8 5 5 4 5 2 ...   \n",
       "20   7 7 5 5 6 6 5 5 5 3 2 5 5 6 4 5 5 4 5 5 4 3 2 ...   \n",
       "21   7 7 5 5 1 6 6 2 5 5 5 7 5 3 5 5 5 5 5 4 2 7 7 ...   \n",
       "22   7 7 5 7 2 7 6 6 5 5 5 5 5 7 7 5 5 5 5 5 2 7 7 ...   \n",
       "23   7 7 5 7 6 6 5 2 1 2 1 3 5 4 2 5 5 4 7 5 9 7 7 ...   \n",
       "24   7 7 5 7 6 6 5 2 1 2 1 3 5 4 2 5 5 4 7 5 9 7 7 ...   \n",
       "25   7 7 5 7 6 6 5 5 7 1 8 2 7 2 4 6 6 6 7 7 7 7 5 ...   \n",
       "26   7 7 5 5 6 6 5 5 5 3 2 5 5 6 4 5 5 4 5 5 4 3 2 ...   \n",
       "27   4 4 5 8 8 6 4 4 1 6 5 10 7 7 8 5 6 3 5 4 7 4 4...   \n",
       "28   2 1 6 5 10 5 5 5 5 6 6 5 6 6 5 5 6 1 6 5 6 5 6...   \n",
       "29   7 7 5 7 6 6 5 2 1 2 1 3 5 4 2 5 5 4 7 5 9 7 7 ...   \n",
       "..                                                 ...   \n",
       "970  2 4 7 7 1 5 5 6 2 10 7 7 2 2 1 1 1 2 7 1 1 2 7...   \n",
       "971  2 8 3 2 6 5 5 5 5 5 5 6 5 3 6 5 3 6 5 3 5 2 3 ...   \n",
       "972  2 7 5 9 2 5 1 5 5 8 1 1 1 5 1 1 7 5 6 5 1 1 1 ...   \n",
       "973  10 2 2 10 5 6 2 5 2 8 9 2 2 2 7 2 1 2 2 7 2 10...   \n",
       "974  2 2 2 2 2 2 8 5 2 2 2 5 2 6 6 6 7 1 7 6 5 1 5 ...   \n",
       "975  2 1 1 10 10 5 5 5 5 7 7 5 2 2 1 2 2 2 2 1 5 2 ...   \n",
       "976  1 2 2 2 5 7 5 5 5 1 2 6 2 2 5 2 2 2 2 2 2 2 5 ...   \n",
       "977  2 2 2 5 5 5 5 7 5 1 1 5 6 5 5 2 5 3 5 5 7 5 2 ...   \n",
       "978  10 8 8 8 9 1 6 4 5 8 8 2 5 2 2 7 8 10 2 8 8 7 ...   \n",
       "979  7 1 5 5 1 6 5 5 2 2 5 5 5 3 3 5 1 4 7 1 7 2 2 ...   \n",
       "980  2 7 9 2 5 7 5 7 5 5 6 2 5 6 4 3 2 5 5 7 1 5 7 ...   \n",
       "981  5 5 5 5 5 5 5 2 7 5 7 7 1 2 5 5 5 5 5 5 1 7 5 ...   \n",
       "982  8 5 8 7 5 1 6 6 8 5 7 7 2 1 8 8 3 10 8 9 8 5 6...   \n",
       "983  2 8 3 2 6 5 5 5 5 5 5 6 5 3 6 5 3 6 5 3 5 2 3 ...   \n",
       "984  10 7 2 6 5 5 6 6 5 5 5 1 1 1 7 7 6 9 1 1 1 1 1...   \n",
       "985  8 8 8 8 5 1 7 8 6 5 7 7 7 6 7 7 2 8 10 7 2 1 6...   \n",
       "986  5 5 4 4 5 5 5 5 6 7 5 7 7 8 5 7 7 7 1 9 1 4 10...   \n",
       "987                                    2 9 6 6 5 5 6 2   \n",
       "988  5 6 5 5 5 5 5 10 9 9 9 5 7 7 5 2 5 7 5 2 7 5 5...   \n",
       "989  5 6 2 5 6 5 10 5 4 5 2 4 5 1 8 8 8 2 8 5 2 6 2...   \n",
       "990  2 8 8 8 7 2 8 1 4 2 7 2 2 2 5 8 6 6 7 2 6 8 10...   \n",
       "991  2 2 7 5 2 2 6 5 6 1 2 1 2 6 2 2 2 1 1 2 7 6 6 ...   \n",
       "992  2 8 3 2 6 5 5 5 5 7 6 6 5 3 6 5 3 3 6 5 3 5 2 ...   \n",
       "993  5 1 2 1 7 5 3 2 1 7 6 7 6 4 2 4 7 7 6 1 4 4 7 ...   \n",
       "994  10 1 2 5 2 7 1 1 6 5 5 7 6 5 5 1 2 5 2 5 1 5 1...   \n",
       "995  2 8 3 2 6 5 5 5 5 5 5 6 5 3 6 5 2 2 3 6 5 3 5 ...   \n",
       "996  1 2 2 1 1 1 1 6 2 1 1 2 10 5 7 5 8 1 1 5 1 9 1...   \n",
       "997  8 8 6 7 2 5 8 5 2 2 6 9 8 7 2 4 5 8 2 5 2 5 5 ...   \n",
       "998  2 7 1 7 5 2 7 8 10 2 2 8 8 1 1 6 6 1 2 2 2 8 2...   \n",
       "999  8 10 10 7 10 7 1 7 8 7 2 10 5 8 7 8 8 1 10 8 8...   \n",
       "\n",
       "                                                    xb  \\\n",
       "0    10 3 10 3 1 10 3 9 7 2 9 7 2 1 1 10 3 6 6 6 8 ...   \n",
       "1    10 3 10 3 1 1 9 7 2 9 7 2 1 1 1 5 8 2 1 1 9 7 ...   \n",
       "2    10 3 10 3 1 10 3 9 7 2 9 7 2 1 1 10 3 8 2 3 10...   \n",
       "3    10 3 10 3 1 10 3 9 7 2 9 7 2 1 1 10 3 6 6 6 8 ...   \n",
       "4    10 3 10 3 1 10 3 9 7 2 9 7 2 1 1 1 1 8 2 1 4 4...   \n",
       "5    10 3 10 3 1 10 3 9 7 2 9 7 2 1 8 2 6 8 2 6 5 1...   \n",
       "6    10 3 10 3 1 10 3 9 7 2 9 7 2 1 1 10 3 6 6 6 8 ...   \n",
       "7    8 2 9 7 2 1 5 10 1 1 9 7 2 1 1 1 1 1 1 10 3 10...   \n",
       "8    10 3 10 3 1 1 6 9 7 2 9 7 2 8 2 1 1 1 10 3 1 5...   \n",
       "9    10 3 10 3 1 10 3 9 7 2 9 7 2 1 8 2 6 8 2 6 5 1...   \n",
       "10   8 2 8 2 10 6 8 2 6 4 1 8 2 8 2 8 2 9 7 2 5 4 8...   \n",
       "11   10 3 10 3 1 10 3 9 7 2 9 7 2 1 8 2 6 8 2 6 5 1...   \n",
       "12   4 4 10 3 1 1 9 7 2 9 7 2 1 10 3 10 10 10 8 2 1...   \n",
       "13   10 3 10 3 1 1 9 7 2 9 7 2 1 1 8 2 6 10 3 1 10 ...   \n",
       "14   10 3 10 3 1 10 3 9 7 2 9 7 2 1 8 2 6 8 2 6 5 1...   \n",
       "15   10 3 10 3 1 10 3 9 7 2 9 7 2 1 1 1 1 10 3 3 8 ...   \n",
       "16   10 3 10 3 1 10 3 9 7 2 9 7 2 1 1 1 1 10 3 3 8 ...   \n",
       "17   10 3 10 3 1 1 9 7 2 9 7 2 1 1 1 5 8 2 1 1 9 7 ...   \n",
       "18   10 3 10 3 1 10 3 9 7 2 9 7 2 1 1 1 1 10 3 3 8 ...   \n",
       "19   1 1 1 1 9 7 2 1 9 7 2 1 1 10 5 1 10 10 8 2 1 1...   \n",
       "20   10 3 10 3 1 1 9 7 2 9 7 2 1 1 1 5 8 2 1 1 9 7 ...   \n",
       "21   10 3 10 3 1 1 6 9 7 2 9 7 2 8 2 1 1 1 10 3 1 5...   \n",
       "22   10 3 10 3 1 10 3 8 2 10 3 9 7 2 9 7 2 1 1 1 1 ...   \n",
       "23   10 3 10 3 1 10 3 9 7 2 9 7 2 1 8 2 6 8 2 6 5 1...   \n",
       "24   10 3 10 3 1 10 3 9 7 2 9 7 2 1 8 2 6 8 2 6 5 1...   \n",
       "25   10 3 10 3 1 10 3 9 7 2 9 7 2 1 1 10 3 6 4 8 2 ...   \n",
       "26   10 3 10 3 1 1 9 7 2 9 7 2 1 1 1 5 8 2 1 1 9 7 ...   \n",
       "27   10 10 1 4 4 9 7 2 10 10 6 9 7 2 1 4 10 3 10 3 ...   \n",
       "28   8 2 6 9 7 2 1 4 1 1 1 1 9 7 2 9 7 2 1 9 7 2 9 ...   \n",
       "29   10 3 10 3 1 10 3 9 7 2 9 7 2 1 8 2 6 8 2 6 5 1...   \n",
       "..                                                 ...   \n",
       "970  8 2 10 10 3 10 3 6 1 1 9 7 2 8 2 4 10 3 10 3 8...   \n",
       "971  8 2 4 5 8 2 9 7 2 1 1 1 1 1 1 9 7 2 1 5 9 7 2 ...   \n",
       "972  8 2 10 3 1 3 8 2 1 6 1 1 4 6 6 6 1 6 6 10 3 1 ...   \n",
       "973  4 8 2 8 2 4 1 9 7 2 8 2 1 8 2 4 3 8 2 8 2 8 2 ...   \n",
       "974  8 2 8 2 8 2 8 2 8 2 8 2 4 1 8 2 8 2 8 2 1 8 2 ...   \n",
       "975  8 2 6 6 4 4 1 1 1 1 10 3 10 3 1 8 2 8 2 6 8 2 ...   \n",
       "976  6 8 2 8 2 8 2 1 10 3 1 1 1 6 8 2 9 7 2 8 2 8 2...   \n",
       "977  8 2 8 2 8 2 1 1 1 1 10 3 1 6 6 1 9 7 2 1 1 8 2...   \n",
       "978  4 4 4 4 3 6 9 7 2 10 1 4 4 8 2 1 8 2 8 2 10 3 ...   \n",
       "979  10 3 6 1 1 6 9 7 2 1 1 8 2 8 2 1 1 1 5 5 1 6 1...   \n",
       "980  8 2 10 3 3 8 2 1 10 3 1 10 3 1 1 9 7 2 8 2 1 9...   \n",
       "981  1 1 1 1 1 1 1 8 2 10 3 1 10 3 10 3 6 8 2 1 1 1...   \n",
       "982  4 1 4 10 3 1 6 9 7 2 9 7 2 4 1 10 3 10 3 8 2 6...   \n",
       "983  8 2 4 5 8 2 9 7 2 1 1 1 1 1 1 9 7 2 1 5 9 7 2 ...   \n",
       "984  4 10 3 8 2 9 7 2 1 1 9 7 2 9 7 2 1 1 1 6 6 6 1...   \n",
       "985  4 4 4 4 1 6 10 3 4 9 7 2 1 10 3 10 3 10 3 9 7 ...   \n",
       "986  1 1 10 10 1 1 1 1 9 7 2 10 3 1 10 3 10 3 4 1 1...   \n",
       "987                    8 2 3 9 7 2 9 7 2 1 1 9 7 2 8 2   \n",
       "988  1 9 7 2 1 1 1 1 1 4 3 3 3 1 10 3 10 3 1 8 2 1 ...   \n",
       "989  1 9 7 2 8 2 1 9 7 2 1 4 1 10 1 8 2 10 1 6 4 4 ...   \n",
       "990  8 2 4 4 4 10 3 8 2 4 6 10 8 2 10 3 8 2 8 2 8 2...   \n",
       "991  8 2 8 2 10 3 1 8 2 8 2 9 7 2 1 9 7 2 6 8 2 6 8...   \n",
       "992  8 2 4 5 8 2 9 7 2 1 1 1 1 10 3 9 7 2 9 7 2 1 5...   \n",
       "993  1 6 8 2 6 10 3 1 5 8 2 6 10 3 9 7 2 10 3 9 7 2...   \n",
       "994  4 6 8 2 1 8 2 10 3 6 6 9 7 2 1 1 10 3 9 7 2 1 ...   \n",
       "995  8 2 4 5 8 2 9 7 2 1 1 1 1 1 1 9 7 2 1 5 9 7 2 ...   \n",
       "996  6 8 2 8 2 6 6 6 6 9 7 2 8 2 6 6 8 2 4 1 10 3 1...   \n",
       "997  4 4 9 7 2 10 3 8 2 1 4 1 8 2 8 2 9 7 2 3 4 10 ...   \n",
       "998  8 2 10 3 6 10 3 1 8 2 10 3 4 4 8 2 8 2 4 4 6 6...   \n",
       "999  4 4 4 10 3 4 10 3 6 10 3 4 10 3 8 2 4 1 4 10 3...   \n",
       "\n",
       "                                              xb_wrong  \n",
       "0    1 9 7 2 1 1 10 3 1 8 2 10 3 8 2 10 3 1 8 2 6 1...  \n",
       "1    1 1 4 4 4 6 10 3 10 3 8 2 8 2 6 1 4 1 1 3 4 1 ...  \n",
       "2    1 5 8 2 8 2 1 9 7 2 9 7 2 1 1 1 9 7 2 9 7 2 1 ...  \n",
       "3    10 3 10 3 1 10 3 9 7 2 9 7 2 1 1 1 1 8 2 1 4 4...  \n",
       "4    8 2 6 10 3 4 6 8 2 9 7 2 10 8 2 8 2 10 3 4 8 2...  \n",
       "5    8 2 8 2 9 7 2 6 9 7 2 1 1 10 3 1 8 2 1 1 6 6 6...  \n",
       "6    9 7 2 8 2 4 8 2 4 10 3 8 2 6 10 3 6 4 8 2 1 1 ...  \n",
       "7    9 7 2 1 9 7 2 1 1 9 7 2 9 7 2 9 7 2 1 1 8 2 10...  \n",
       "8    1 1 10 10 3 6 9 7 2 6 1 10 9 7 2 1 1 1 10 3 10...  \n",
       "9    10 3 10 3 1 6 9 7 2 9 7 2 1 1 1 6 5 9 7 2 8 2 ...  \n",
       "10   10 3 10 3 1 1 9 7 2 9 7 2 1 1 1 5 8 2 1 1 9 7 ...  \n",
       "11   8 2 4 5 8 2 9 7 2 1 1 1 1 1 1 9 7 2 1 5 9 7 2 ...  \n",
       "12   10 3 10 3 1 1 9 7 2 9 7 2 1 1 1 5 8 2 1 1 9 7 ...  \n",
       "13   1 1 1 1 1 1 9 7 2 1 10 9 7 2 8 2 1 10 3 1 1 10...  \n",
       "14   1 1 1 10 3 1 1 1 1 10 3 1 9 7 2 9 7 2 8 2 10 3...  \n",
       "15   8 2 1 8 2 8 2 9 7 2 1 9 7 2 1 1 8 2 6 6 6 6 1 ...  \n",
       "16   8 2 1 5 8 2 1 1 10 1 1 9 7 2 9 7 2 1 1 1 9 7 2...  \n",
       "17   10 3 10 3 1 10 3 8 2 10 3 9 7 2 9 7 2 1 1 1 1 ...  \n",
       "18   10 3 10 3 1 1 9 7 2 9 7 2 1 1 1 5 8 2 1 1 9 7 ...  \n",
       "19   8 2 8 2 8 2 1 3 8 2 6 6 9 7 2 10 3 4 4 4 8 2 1...  \n",
       "20   4 8 2 10 3 10 3 8 2 8 2 1 3 6 10 8 2 6 1 4 6 1...  \n",
       "21   10 3 10 3 1 10 3 9 7 2 9 7 2 1 1 1 1 8 2 1 4 4...  \n",
       "22   6 6 8 2 1 8 2 8 2 1 1 4 8 2 8 2 1 1 3 1 1 6 9 ...  \n",
       "23   10 3 10 3 1 10 3 8 2 10 3 9 7 2 9 7 2 1 1 1 1 ...  \n",
       "24   8 2 1 5 8 2 1 1 10 1 1 9 7 2 9 7 2 1 1 1 9 7 2...  \n",
       "25   10 6 5 4 4 10 3 1 10 3 8 2 6 9 7 2 9 7 2 1 10 ...  \n",
       "26   4 4 10 3 1 1 9 7 2 9 7 2 1 10 3 10 10 10 8 2 1...  \n",
       "27   10 3 10 3 1 10 3 9 7 2 9 7 2 1 1 10 3 6 4 8 2 ...  \n",
       "28   1 6 1 1 9 7 2 1 1 1 1 6 6 9 7 2 1 10 3 1 1 1 8...  \n",
       "29   10 3 10 3 1 10 3 9 7 2 9 7 2 1 1 10 3 6 4 8 2 ...  \n",
       "..                                                 ...  \n",
       "970  4 1 6 1 10 3 1 1 1 9 7 2 1 1 9 7 2 8 2 6 8 2 6...  \n",
       "971  4 6 10 3 10 3 4 4 4 4 4 10 3 1 8 2 8 2 6 4 8 2...  \n",
       "972  8 2 1 1 9 7 2 1 1 1 9 7 2 9 7 2 1 1 1 1 1 8 2 ...  \n",
       "973  8 2 4 5 8 2 9 7 2 1 1 1 1 1 1 9 7 2 1 5 9 7 2 ...  \n",
       "974  1 9 7 2 8 2 9 7 2 9 7 2 9 7 2 9 7 2 1 3 8 2 10...  \n",
       "975  10 3 10 3 1 1 9 7 2 9 7 2 1 1 1 5 8 2 1 1 9 7 ...  \n",
       "976  1 1 6 10 3 10 4 1 3 9 7 2 9 7 2 6 4 1 1 9 7 2 ...  \n",
       "977  1 1 4 10 3 1 10 6 1 10 3 1 1 9 7 2 10 3 10 3 6...  \n",
       "978  10 3 10 3 1 10 3 9 7 2 9 7 2 1 1 1 1 8 2 1 4 4...  \n",
       "979  10 3 10 3 1 10 3 9 7 2 9 7 2 1 1 10 3 6 6 6 8 ...  \n",
       "980  10 3 6 1 8 2 9 7 2 9 7 2 6 9 7 2 1 1 1 10 3 6 ...  \n",
       "981  3 4 10 4 8 2 8 2 8 2 4 1 8 2 9 7 2 1 1 1 9 7 2...  \n",
       "982  10 3 8 2 8 2 8 2 4 8 2 6 3 8 2 8 2 8 2 8 2 8 2...  \n",
       "983  10 3 10 3 1 10 3 9 7 2 9 7 2 1 8 2 6 8 2 6 5 1...  \n",
       "984                  8 2 3 9 7 2 8 2 1 8 2 9 7 2 9 7 2  \n",
       "985  4 4 10 3 1 1 9 7 2 9 7 2 1 9 7 2 1 9 7 2 1 1 1...  \n",
       "986  1 1 8 2 1 9 7 2 9 7 2 1 1 1 10 3 1 1 1 9 7 2 1...  \n",
       "987  10 3 10 3 1 1 6 9 7 2 9 7 2 8 2 1 1 1 10 3 1 5...  \n",
       "988  1 9 7 2 8 2 9 7 2 9 7 2 9 7 2 9 7 2 1 3 8 2 10...  \n",
       "989  1 9 7 2 8 2 9 7 2 9 7 2 9 7 2 9 7 2 1 3 8 2 10...  \n",
       "990  10 3 10 3 1 1 9 7 2 9 7 2 1 1 8 2 6 10 3 1 10 ...  \n",
       "991  1 1 10 3 9 7 2 1 9 7 2 1 1 9 7 2 10 3 10 3 1 4...  \n",
       "992  8 2 8 2 8 2 8 2 4 8 2 6 10 3 1 9 7 2 9 7 2 9 7...  \n",
       "993  8 2 8 2 8 2 8 2 8 2 8 2 4 1 8 2 8 2 8 2 1 8 2 ...  \n",
       "994  4 1 10 1 9 7 2 8 2 1 9 7 2 1 1 9 7 2 4 1 1 1 9...  \n",
       "995  8 2 6 6 4 4 1 1 1 1 10 3 10 3 1 8 2 8 2 6 8 2 ...  \n",
       "996  1 1 4 1 6 4 8 2 8 2 8 2 8 2 1 3 1 4 3 4 10 3 4...  \n",
       "997  1 1 1 8 2 1 1 10 3 9 7 2 6 8 2 8 2 1 10 3 1 8 ...  \n",
       "998  10 3 10 3 1 1 9 7 2 9 7 2 1 1 1 5 8 2 1 1 9 7 ...  \n",
       "999  8 2 4 4 4 10 3 8 2 4 6 10 8 2 10 3 8 2 8 2 8 2...  \n",
       "\n",
       "[1000 rows x 10 columns]"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_test_1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "collapsed": false,
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Reading english Data: 1000\n",
      "Reading english Data: 1000\n",
      "Merging the English and Japanes news dataframe\n",
      "Read mapping file and convert it to tuple from string\n",
      "Mapping English clusters to Japanese clusters\n",
      "Drop the null line\n",
      "Convert cluster names(list) to cluster namse(string)\n",
      "False    998\n",
      "True       1\n",
      "Name: xb, dtype: int64\n",
      "Reading english Data: 1000\n",
      "Reading english Data: 1000\n",
      "Merging the English and Japanes news dataframe\n",
      "Read mapping file and convert it to tuple from string\n",
      "Mapping English clusters to Japanese clusters\n",
      "Drop the null line\n",
      "Convert cluster names(list) to cluster namse(string)\n",
      "False    998\n",
      "True       2\n",
      "Name: xb, dtype: int64\n",
      "Evaluate in terms of training data...\n",
      "the round 0 rank: 12.0\n",
      "the round 1 rank: 10.0\n",
      "the round 2 rank: 6.0\n",
      "the round 3 rank: 35.5\n",
      "the round 4 rank: 33.5\n",
      "the round 5 rank: 20.0\n",
      "the round 6 rank: 1.0\n",
      "the round 7 rank: 26.0\n",
      "the round 8 rank: 54.0\n",
      "the round 9 rank: 7.0\n",
      "the round 10 rank: 7.5\n",
      "the round 11 rank: 2.0\n",
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      "the round 554 rank: 1.0\n",
      "the round 555 rank: 13.5\n",
      "the round 556 rank: 2.5\n",
      "the round 557 rank: 11.0\n",
      "the round 558 rank: 15.0\n",
      "the round 559 rank: 3.5\n",
      "the round 560 rank: 13.0\n",
      "the round 561 rank: 229.0\n",
      "the round 562 rank: 3.5\n",
      "the round 563 rank: 18.5\n",
      "the round 564 rank: 42.5\n",
      "the round 565 rank: 3.0\n",
      "the round 566 rank: 65.0\n",
      "the round 567 rank: 10.0\n",
      "the round 568 rank: 3.0\n",
      "the round 569 rank: 3.0\n",
      "the round 570 rank: 101.0\n",
      "the round 571 rank: 93.5\n",
      "the round 572 rank: 31.0\n",
      "the round 573 rank: 13.0\n",
      "the round 574 rank: 2.0\n",
      "the round 575 rank: 1.0\n",
      "the round 576 rank: 57.0\n",
      "the round 577 rank: 41.0\n",
      "the round 578 rank: 100.0\n",
      "the round 579 rank: 10.5\n",
      "the round 580 rank: 232.0\n",
      "the round 581 rank: 6.5\n",
      "the round 582 rank: 1.5\n",
      "the round 583 rank: 2.0\n",
      "the round 584 rank: 32.0\n",
      "the round 585 rank: 1.0\n",
      "the round 586 rank: 4.5\n",
      "the round 587 rank: 335.0\n",
      "the round 588 rank: 37.5\n",
      "the round 589 rank: 38.0\n",
      "the round 590 rank: 33.0\n",
      "the round 591 rank: 22.5\n",
      "the round 592 rank: 21.0\n",
      "the round 593 rank: 3.0\n",
      "the round 594 rank: 3.5\n",
      "the round 595 rank: 48.0\n",
      "the round 596 rank: 2.0\n",
      "the round 597 rank: 11.0\n",
      "the round 598 rank: 42.5\n",
      "the round 599 rank: 3.5\n",
      "the round 600 rank: 16.0\n",
      "the round 601 rank: 9.0\n",
      "the round 602 rank: 1.0\n",
      "the round 603 rank: 1.0\n",
      "the round 604 rank: 2.5\n",
      "the round 605 rank: 4.5\n",
      "the round 606 rank: 2.0\n",
      "the round 607 rank: 16.0\n",
      "the round 608 rank: 8.5\n",
      "the round 609 rank: 97.5\n",
      "the round 610 rank: 2.0\n",
      "the round 611 rank: 2.0\n",
      "the round 612 rank: 24.0\n",
      "the round 613 rank: 2.0\n",
      "the round 614 rank: 16.5\n",
      "the round 615 rank: 6.0\n",
      "the round 616 rank: 2.0\n",
      "the round 617 rank: 17.0\n",
      "the round 618 rank: 116.0\n",
      "the round 619 rank: 35.0\n",
      "the round 620 rank: 29.5\n",
      "the round 621 rank: 1.0\n",
      "the round 622 rank: 9.0\n",
      "the round 623 rank: 1.5\n",
      "the round 624 rank: 1.0\n",
      "the round 625 rank: 2.0\n",
      "the round 626 rank: 1.5\n",
      "the round 627 rank: 76.0\n",
      "the round 628 rank: 54.0\n",
      "the round 629 rank: 1.0\n",
      "the round 630 rank: 5.0\n",
      "the round 631 rank: 24.0\n",
      "the round 632 rank: 3.5\n",
      "the round 633 rank: 2.5\n",
      "the round 634 rank: 2.0\n",
      "the round 635 rank: 49.5\n",
      "the round 636 rank: 1.0\n",
      "the round 637 rank: 98.5\n",
      "the round 638 rank: 3.5\n",
      "the round 639 rank: 1.5\n",
      "the round 640 rank: 10.0\n",
      "the round 641 rank: 1.0\n",
      "the round 642 rank: 2.0\n",
      "the round 643 rank: 2.0\n",
      "the round 644 rank: 1.0\n",
      "the round 645 rank: 3.0\n",
      "the round 646 rank: 13.0\n",
      "the round 647 rank: 245.0\n",
      "the round 648 rank: 43.5\n",
      "the round 649 rank: 7.0\n",
      "the round 650 rank: 33.0\n",
      "the round 651 rank: 3.5\n",
      "the round 652 rank: 13.5\n",
      "the round 653 rank: 9.0\n",
      "the round 654 rank: 2.0\n",
      "the round 655 rank: 8.0\n",
      "the round 656 rank: 1.0\n",
      "the round 657 rank: 16.5\n",
      "the round 658 rank: 2.5\n",
      "the round 659 rank: 3.5\n",
      "the round 660 rank: 16.5\n",
      "the round 661 rank: 8.0\n",
      "the round 662 rank: 1.0\n",
      "the round 663 rank: 91.0\n",
      "the round 664 rank: 245.0\n",
      "the round 665 rank: 1.5\n",
      "the round 666 rank: 1.0\n",
      "the round 667 rank: 12.5\n",
      "the round 668 rank: 27.0\n",
      "the round 669 rank: 3.0\n",
      "the round 670 rank: 2.0\n",
      "the round 671 rank: 6.0\n",
      "the round 672 rank: 2.0\n",
      "the round 673 rank: 14.5\n",
      "the round 674 rank: 1.0\n",
      "the round 675 rank: 4.0\n",
      "the round 676 rank: 187.0\n",
      "the round 677 rank: 191.0\n",
      "the round 678 rank: 16.5\n",
      "the round 679 rank: 8.5\n",
      "the round 680 rank: 3.0\n",
      "the round 681 rank: 40.5\n",
      "the round 682 rank: 2.0\n",
      "the round 683 rank: 3.5\n",
      "the round 684 rank: 128.0\n",
      "the round 685 rank: 11.5\n",
      "the round 686 rank: 16.5\n",
      "the round 687 rank: 30.0\n",
      "the round 688 rank: 244.0\n",
      "the round 689 rank: 1.0\n",
      "the round 690 rank: 10.0\n",
      "the round 691 rank: 17.0\n",
      "the round 692 rank: 18.0\n",
      "the round 693 rank: 1.0\n",
      "the round 694 rank: 2.0\n",
      "the round 695 rank: 9.0\n",
      "the round 696 rank: 3.0\n",
      "the round 697 rank: 3.0\n",
      "the round 698 rank: 278.0\n",
      "the round 699 rank: 8.5\n",
      "the round 700 rank: 6.0\n",
      "the round 701 rank: 4.0\n",
      "the round 702 rank: 5.0\n",
      "the round 703 rank: 18.5\n",
      "the round 704 rank: 29.0\n",
      "the round 705 rank: 2.0\n",
      "the round 706 rank: 1.0\n",
      "the round 707 rank: 4.0\n",
      "the round 708 rank: 16.0\n",
      "the round 709 rank: 1.0\n",
      "the round 710 rank: 12.5\n",
      "the round 711 rank: 2.0\n",
      "the round 712 rank: 89.5\n",
      "the round 713 rank: 14.0\n",
      "the round 714 rank: 4.0\n",
      "the round 715 rank: 2.5\n",
      "the round 716 rank: 3.5\n",
      "the round 717 rank: 2.0\n",
      "the round 718 rank: 2.0\n",
      "the round 719 rank: 1.0\n",
      "the round 720 rank: 1.0\n",
      "the round 721 rank: 3.5\n",
      "the round 722 rank: 17.0\n",
      "the round 723 rank: 9.5\n",
      "the round 724 rank: 17.5\n",
      "the round 725 rank: 245.0\n",
      "the round 726 rank: 8.0\n",
      "the round 727 rank: 2.0\n",
      "the round 728 rank: 15.0\n",
      "the round 729 rank: 1.0\n",
      "the round 730 rank: 1.0\n",
      "the round 731 rank: 1.0\n",
      "the round 732 rank: 3.0\n",
      "the round 733 rank: 17.0\n",
      "the round 734 rank: 19.5\n",
      "the round 735 rank: 3.0\n",
      "the round 736 rank: 12.5\n",
      "the round 737 rank: 19.0\n",
      "the round 738 rank: 11.5\n",
      "the round 739 rank: 20.0\n",
      "the round 740 rank: 2.0\n",
      "the round 741 rank: 3.5\n",
      "the round 742 rank: 2.0\n",
      "the round 743 rank: 3.0\n",
      "the round 744 rank: 24.0\n",
      "the round 745 rank: 6.0\n",
      "the round 746 rank: 59.0\n",
      "the round 747 rank: 2.5\n",
      "the round 748 rank: 1.0\n",
      "the round 749 rank: 32.0\n",
      "the round 750 rank: 98.5\n",
      "the round 751 rank: 1.5\n",
      "the round 752 rank: 235.0\n",
      "the round 753 rank: 56.0\n",
      "the round 754 rank: 3.5\n",
      "the round 755 rank: 8.0\n",
      "the round 756 rank: 1.0\n",
      "the round 757 rank: 11.5\n",
      "the round 758 rank: 17.0\n",
      "the round 759 rank: 12.0\n",
      "the round 760 rank: 12.0\n",
      "the round 761 rank: 13.5\n",
      "the round 762 rank: 3.0\n",
      "the round 763 rank: 8.0\n",
      "the round 764 rank: 1.0\n",
      "the round 765 rank: 15.5\n",
      "the round 766 rank: 16.5\n",
      "the round 767 rank: 12.5\n",
      "the round 768 rank: 4.0\n",
      "the round 769 rank: 19.0\n",
      "the round 770 rank: 5.0\n",
      "the round 771 rank: 140.0\n",
      "the round 772 rank: 1.5\n",
      "the round 773 rank: 2.0\n",
      "the round 774 rank: 1.5\n",
      "the round 775 rank: 3.5\n",
      "the round 776 rank: 1.0\n",
      "the round 777 rank: 3.5\n",
      "the round 778 rank: 9.5\n",
      "the round 779 rank: 11.5\n",
      "the round 780 rank: 39.0\n",
      "the round 781 rank: 1.0\n",
      "the round 782 rank: 5.0\n",
      "the round 783 rank: 16.5\n",
      "the round 784 rank: 3.5\n",
      "the round 785 rank: 28.0\n",
      "the round 786 rank: 2.0\n",
      "the round 787 rank: 6.0\n",
      "the round 788 rank: 129.0\n",
      "the round 789 rank: 13.0\n",
      "the round 790 rank: 3.5\n",
      "the round 791 rank: 4.0\n",
      "the round 792 rank: 3.5\n",
      "the round 793 rank: 3.5\n",
      "the round 794 rank: 3.0\n",
      "the round 795 rank: 16.0\n",
      "the round 796 rank: 188.0\n",
      "the round 797 rank: 16.5\n",
      "the round 798 rank: 15.5\n",
      "the round 799 rank: 15.0\n",
      "the round 800 rank: 13.0\n",
      "the round 801 rank: 23.0\n",
      "the round 802 rank: 43.5\n",
      "the round 803 rank: 1.0\n",
      "the round 804 rank: 3.0\n",
      "the round 805 rank: 178.0\n",
      "the round 806 rank: 9.0\n",
      "the round 807 rank: 184.0\n",
      "the round 808 rank: 15.0\n",
      "the round 809 rank: 75.0\n",
      "the round 810 rank: 1.0\n",
      "the round 811 rank: 6.0\n",
      "the round 812 rank: 1.5\n",
      "the round 813 rank: 11.5\n",
      "the round 814 rank: 1.5\n",
      "the round 815 rank: 3.5\n",
      "the round 816 rank: 113.5\n",
      "the round 817 rank: 11.5\n",
      "the round 818 rank: 5.0\n",
      "the round 819 rank: 244.5\n",
      "the round 820 rank: 18.0\n",
      "the round 821 rank: 17.0\n",
      "the round 822 rank: 6.0\n",
      "the round 823 rank: 253.0\n",
      "the round 824 rank: 3.0\n",
      "the round 825 rank: 24.0\n",
      "the round 826 rank: 4.0\n",
      "the round 827 rank: 35.0\n",
      "the round 828 rank: 20.0\n",
      "the round 829 rank: 22.5\n",
      "the round 830 rank: 26.0\n",
      "the round 831 rank: 4.0\n",
      "the round 832 rank: 26.0\n",
      "the round 833 rank: 4.5\n",
      "the round 834 rank: 5.0\n",
      "the round 835 rank: 3.0\n",
      "the round 836 rank: 7.5\n",
      "the round 837 rank: 120.5\n",
      "the round 838 rank: 23.0\n",
      "the round 839 rank: 3.0\n",
      "the round 840 rank: 7.0\n",
      "the round 841 rank: 111.5\n",
      "the round 842 rank: 61.0\n",
      "the round 843 rank: 1.0\n",
      "the round 844 rank: 1.0\n",
      "the round 845 rank: 4.0\n",
      "the round 846 rank: 17.5\n",
      "the round 847 rank: 12.0\n",
      "the round 848 rank: 6.0\n",
      "the round 849 rank: 10.0\n",
      "the round 850 rank: 6.0\n",
      "the round 851 rank: 17.0\n",
      "the round 852 rank: 8.0\n",
      "the round 853 rank: 1.0\n",
      "the round 854 rank: 16.0\n",
      "the round 855 rank: 31.5\n",
      "the round 856 rank: 15.0\n",
      "the round 857 rank: 2.0\n",
      "the round 858 rank: 11.5\n",
      "the round 859 rank: 10.0\n",
      "the round 860 rank: 17.5\n",
      "the round 861 rank: 14.0\n",
      "the round 862 rank: 10.0\n",
      "the round 863 rank: 2.0\n",
      "the round 864 rank: 1.0\n",
      "the round 865 rank: 21.5\n",
      "the round 866 rank: 115.5\n",
      "the round 867 rank: 4.0\n",
      "the round 868 rank: 4.0\n",
      "the round 869 rank: 14.0\n",
      "the round 870 rank: 8.0\n",
      "the round 871 rank: 39.0\n",
      "the round 872 rank: 1.0\n",
      "the round 873 rank: 161.0\n",
      "the round 874 rank: 1.0\n",
      "the round 875 rank: 1.5\n",
      "the round 876 rank: 5.0\n",
      "the round 877 rank: 8.0\n",
      "the round 878 rank: 16.5\n",
      "the round 879 rank: 2.5\n",
      "the round 880 rank: 7.0\n",
      "the round 881 rank: 118.5\n",
      "the round 882 rank: 78.0\n",
      "the round 883 rank: 11.5\n",
      "the round 884 rank: 4.5\n",
      "the round 885 rank: 73.0\n",
      "the round 886 rank: 5.0\n",
      "the round 887 rank: 4.5\n",
      "the round 888 rank: 3.5\n",
      "the round 889 rank: 118.0\n",
      "the round 890 rank: 5.0\n",
      "the round 891 rank: 113.5\n",
      "the round 892 rank: 10.0\n",
      "the round 893 rank: 4.0\n",
      "the round 894 rank: 4.5\n",
      "the round 895 rank: 16.5\n",
      "the round 896 rank: 171.0\n",
      "the round 897 rank: 117.0\n",
      "the round 898 rank: 33.0\n",
      "the round 899 rank: 1.0\n",
      "the round 900 rank: 6.0\n",
      "the round 901 rank: 4.5\n",
      "the round 902 rank: 17.0\n",
      "the round 903 rank: 36.0\n",
      "the round 904 rank: 111.5\n",
      "the round 905 rank: 25.5\n",
      "the round 906 rank: 7.5\n",
      "the round 907 rank: 4.5\n",
      "the round 908 rank: 10.0\n",
      "the round 909 rank: 2.0\n",
      "the round 910 rank: 7.5\n",
      "the round 911 rank: 100.0\n",
      "the round 912 rank: 8.0\n",
      "the round 913 rank: 4.0\n",
      "the round 914 rank: 4.5\n",
      "the round 915 rank: 22.0\n",
      "the round 916 rank: 4.5\n",
      "the round 917 rank: 30.0\n",
      "the round 918 rank: 1.5\n",
      "the round 919 rank: 24.0\n",
      "the round 920 rank: 11.0\n",
      "the round 921 rank: 5.0\n",
      "the round 922 rank: 4.0\n",
      "the round 923 rank: 16.0\n",
      "the round 924 rank: 10.0\n",
      "the round 925 rank: 4.0\n",
      "the round 926 rank: 1.0\n",
      "the round 927 rank: 2.0\n",
      "the round 928 rank: 4.0\n",
      "the round 929 rank: 7.5\n",
      "the round 930 rank: 10.0\n",
      "the round 931 rank: 18.0\n",
      "the round 932 rank: 5.0\n",
      "the round 933 rank: 21.5\n",
      "the round 934 rank: 115.5\n",
      "the round 935 rank: 12.0\n",
      "the round 936 rank: 16.0\n",
      "the round 937 rank: 1.0\n",
      "the round 938 rank: 12.0\n",
      "the round 939 rank: 22.5\n",
      "the round 940 rank: 3.0\n",
      "the round 941 rank: 24.0\n",
      "the round 942 rank: 8.0\n",
      "the round 943 rank: 17.0\n",
      "the round 944 rank: 1.0\n",
      "the round 945 rank: 3.0\n",
      "the round 946 rank: 4.0\n",
      "the round 947 rank: 55.0\n",
      "the round 948 rank: 29.0\n",
      "the round 949 rank: 1.0\n",
      "the round 950 rank: 11.0\n",
      "the round 951 rank: 2.0\n",
      "the round 952 rank: 23.0\n",
      "the round 953 rank: 11.5\n",
      "the round 954 rank: 26.0\n",
      "the round 955 rank: 7.0\n",
      "the round 956 rank: 9.0\n",
      "the round 957 rank: 1.0\n",
      "the round 958 rank: 11.5\n",
      "the round 959 rank: 17.0\n",
      "the round 960 rank: 18.0\n",
      "the round 961 rank: 9.0\n",
      "the round 962 rank: 13.5\n",
      "the round 963 rank: 26.0\n",
      "the round 964 rank: 5.0\n",
      "the round 965 rank: 8.0\n",
      "the round 966 rank: 14.0\n",
      "the round 967 rank: 9.0\n",
      "the round 968 rank: 6.0\n",
      "the round 969 rank: 1.0\n",
      "the round 970 rank: 25.5\n",
      "the round 971 rank: 1.0\n",
      "the round 972 rank: 2.5\n",
      "the round 973 rank: 36.0\n",
      "the round 974 rank: 11.0\n",
      "the round 975 rank: 7.0\n",
      "the round 976 rank: 9.0\n",
      "the round 977 rank: 34.0\n",
      "the round 978 rank: 31.5\n",
      "the round 979 rank: 13.5\n",
      "the round 980 rank: 8.0\n",
      "the round 981 rank: 28.0\n",
      "the round 982 rank: 9.0\n",
      "the round 983 rank: 5.0\n",
      "the round 984 rank: 4.0\n",
      "the round 985 rank: 4.0\n",
      "the round 986 rank: 14.0\n",
      "the round 987 rank: 17.0\n",
      "the round 988 rank: 10.0\n",
      "the round 989 rank: 26.0\n",
      "the round 990 rank: 118.5\n",
      "the round 991 rank: 11.5\n",
      "the round 992 rank: 11.5\n",
      "the round 993 rank: 244.5\n",
      "the round 994 rank: 120.5\n",
      "the round 995 rank: 27.0\n",
      "the round 996 rank: 23.0\n",
      "the round 997 rank: 8.0\n",
      "the round 998 rank: 5.0\n",
      "score of training data: 30.954954955\n",
      "0       12.0\n",
      "1       10.0\n",
      "2        6.0\n",
      "3       35.5\n",
      "4       33.5\n",
      "5       20.0\n",
      "6        1.0\n",
      "7       26.0\n",
      "8       54.0\n",
      "9        7.0\n",
      "10       7.5\n",
      "11       2.0\n",
      "12      12.0\n",
      "13       1.0\n",
      "14       2.5\n",
      "15      11.0\n",
      "16       4.0\n",
      "17      16.0\n",
      "18       1.5\n",
      "19       3.0\n",
      "20       1.0\n",
      "21     240.5\n",
      "22      23.0\n",
      "23       3.0\n",
      "24       9.0\n",
      "25     148.0\n",
      "26       7.0\n",
      "27      36.0\n",
      "28      95.0\n",
      "29       9.0\n",
      "       ...  \n",
      "969      1.0\n",
      "970     25.5\n",
      "971      1.0\n",
      "972      2.5\n",
      "973     36.0\n",
      "974     11.0\n",
      "975      7.0\n",
      "976      9.0\n",
      "977     34.0\n",
      "978     31.5\n",
      "979     13.5\n",
      "980      8.0\n",
      "981     28.0\n",
      "982      9.0\n",
      "983      5.0\n",
      "984      4.0\n",
      "985      4.0\n",
      "986     14.0\n",
      "987     17.0\n",
      "988     10.0\n",
      "989     26.0\n",
      "990    118.5\n",
      "991     11.5\n",
      "992     11.5\n",
      "993    244.5\n",
      "994    120.5\n",
      "995     27.0\n",
      "996     23.0\n",
      "997      8.0\n",
      "998      5.0\n",
      "dtype: float64\n",
      "Evalutate in terms of testing data...\n",
      "the round 0 rank: 9.5\n",
      "the round 1 rank: 22.0\n",
      "the round 2 rank: 2.0\n",
      "the round 3 rank: 6.0\n",
      "the round 4 rank: 25.5\n",
      "the round 5 rank: 33.0\n",
      "the round 6 rank: 6.0\n",
      "the round 7 rank: 16.0\n",
      "the round 8 rank: 64.0\n",
      "the round 9 rank: 33.0\n",
      "the round 10 rank: 28.0\n",
      "the round 11 rank: 18.5\n",
      "the round 12 rank: 26.0\n",
      "the round 13 rank: 26.0\n",
      "the round 14 rank: 33.0\n",
      "the round 15 rank: 12.5\n",
      "the round 16 rank: 5.5\n",
      "the round 17 rank: 51.5\n",
      "the round 18 rank: 7.5\n",
      "the round 19 rank: 36.0\n",
      "the round 20 rank: 22.0\n",
      "the round 21 rank: 76.0\n",
      "the round 22 rank: 7.0\n",
      "the round 23 rank: 5.0\n",
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      "the round 565 rank: 13.0\n",
      "the round 566 rank: 178.0\n",
      "the round 567 rank: 1.0\n",
      "the round 568 rank: 1.0\n",
      "the round 569 rank: 9.0\n",
      "the round 570 rank: 8.5\n",
      "the round 571 rank: 1.0\n",
      "the round 572 rank: 4.0\n",
      "the round 573 rank: 5.0\n",
      "the round 574 rank: 2.0\n",
      "the round 575 rank: 13.0\n",
      "the round 576 rank: 1.0\n",
      "the round 577 rank: 7.5\n",
      "the round 578 rank: 9.5\n",
      "the round 579 rank: 130.5\n",
      "the round 580 rank: 9.0\n",
      "the round 581 rank: 2.0\n",
      "the round 582 rank: 7.0\n",
      "the round 583 rank: 36.0\n",
      "the round 584 rank: 11.5\n",
      "the round 585 rank: 1.0\n",
      "the round 586 rank: 13.0\n",
      "the round 587 rank: 155.5\n",
      "the round 588 rank: 3.0\n",
      "the round 589 rank: 5.0\n",
      "the round 590 rank: 271.0\n",
      "the round 591 rank: 5.5\n",
      "the round 592 rank: 6.0\n",
      "the round 593 rank: 1.0\n",
      "the round 594 rank: 331.0\n",
      "the round 595 rank: 115.0\n",
      "the round 596 rank: 2.5\n",
      "the round 597 rank: 1.0\n",
      "the round 598 rank: 3.0\n",
      "the round 599 rank: 4.0\n",
      "the round 600 rank: 2.0\n",
      "the round 601 rank: 5.0\n",
      "the round 602 rank: 174.0\n",
      "the round 603 rank: 5.0\n",
      "the round 604 rank: 51.5\n",
      "the round 605 rank: 116.0\n",
      "the round 606 rank: 12.0\n",
      "the round 607 rank: 222.0\n",
      "the round 608 rank: 39.0\n",
      "the round 609 rank: 2.0\n",
      "the round 610 rank: 6.0\n",
      "the round 611 rank: 16.0\n",
      "the round 612 rank: 6.0\n",
      "the round 613 rank: 13.0\n",
      "the round 614 rank: 4.0\n",
      "the round 615 rank: 6.0\n",
      "the round 616 rank: 1.0\n",
      "the round 617 rank: 122.0\n",
      "the round 618 rank: 4.0\n",
      "the round 619 rank: 4.0\n",
      "the round 620 rank: 18.0\n",
      "the round 621 rank: 176.0\n",
      "the round 622 rank: 1.0\n",
      "the round 623 rank: 6.0\n",
      "the round 624 rank: 11.0\n",
      "the round 625 rank: 9.0\n",
      "the round 626 rank: 188.5\n",
      "the round 627 rank: 6.0\n",
      "the round 628 rank: 1.0\n",
      "the round 629 rank: 5.5\n",
      "the round 630 rank: 7.5\n",
      "the round 631 rank: 58.0\n",
      "the round 632 rank: 1.0\n",
      "the round 633 rank: 12.5\n",
      "the round 634 rank: 8.5\n",
      "the round 635 rank: 17.0\n",
      "the round 636 rank: 1.0\n",
      "the round 637 rank: 31.0\n",
      "the round 638 rank: 13.0\n",
      "the round 639 rank: 23.5\n",
      "the round 640 rank: 1.5\n",
      "the round 641 rank: 1.5\n",
      "the round 642 rank: 9.5\n",
      "the round 643 rank: 2.0\n",
      "the round 644 rank: 56.0\n",
      "the round 645 rank: 9.0\n",
      "the round 646 rank: 1.0\n",
      "the round 647 rank: 5.5\n",
      "the round 648 rank: 26.0\n",
      "the round 649 rank: 16.0\n",
      "the round 650 rank: 8.0\n",
      "the round 651 rank: 5.5\n",
      "the round 652 rank: 8.5\n",
      "the round 653 rank: 16.5\n",
      "the round 654 rank: 2.0\n",
      "the round 655 rank: 1.0\n",
      "the round 656 rank: 4.0\n",
      "the round 657 rank: 1.5\n",
      "the round 658 rank: 17.5\n",
      "the round 659 rank: 1.0\n",
      "the round 660 rank: 7.0\n",
      "the round 661 rank: 38.0\n",
      "the round 662 rank: 2.5\n",
      "the round 663 rank: 2.0\n",
      "the round 664 rank: 51.5\n",
      "the round 665 rank: 5.0\n",
      "the round 666 rank: 13.0\n",
      "the round 667 rank: 1.0\n",
      "the round 668 rank: 1.0\n",
      "the round 669 rank: 8.0\n",
      "the round 670 rank: 13.0\n",
      "the round 671 rank: 5.0\n",
      "the round 672 rank: 206.0\n",
      "the round 673 rank: 15.0\n",
      "the round 674 rank: 8.0\n",
      "the round 675 rank: 1.5\n",
      "the round 676 rank: 7.0\n",
      "the round 677 rank: 16.0\n",
      "the round 678 rank: 1.0\n",
      "the round 679 rank: 2.0\n",
      "the round 680 rank: 7.0\n",
      "the round 681 rank: 123.0\n",
      "the round 682 rank: 5.0\n",
      "the round 683 rank: 20.0\n",
      "the round 684 rank: 2.0\n",
      "the round 685 rank: 5.0\n",
      "the round 686 rank: 15.0\n",
      "the round 687 rank: 2.0\n",
      "the round 688 rank: 1.0\n",
      "the round 689 rank: 1.0\n",
      "the round 690 rank: 1.5\n",
      "the round 691 rank: 1.5\n",
      "the round 692 rank: 12.5\n",
      "the round 693 rank: 47.0\n",
      "the round 694 rank: 1.5\n",
      "the round 695 rank: 24.0\n",
      "the round 696 rank: 2.0\n",
      "the round 697 rank: 6.0\n",
      "the round 698 rank: 1.0\n",
      "the round 699 rank: 9.0\n",
      "the round 700 rank: 2.0\n",
      "the round 701 rank: 3.0\n",
      "the round 702 rank: 62.0\n",
      "the round 703 rank: 15.0\n",
      "the round 704 rank: 1.5\n",
      "the round 705 rank: 17.0\n",
      "the round 706 rank: 43.0\n",
      "the round 707 rank: 283.0\n",
      "the round 708 rank: 7.5\n",
      "the round 709 rank: 13.0\n",
      "the round 710 rank: 21.0\n",
      "the round 711 rank: 95.0\n",
      "the round 712 rank: 2.0\n",
      "the round 713 rank: 119.0\n",
      "the round 714 rank: 62.5\n",
      "the round 715 rank: 1.5\n",
      "the round 716 rank: 1.0\n",
      "the round 717 rank: 13.5\n",
      "the round 718 rank: 2.0\n",
      "the round 719 rank: 3.0\n",
      "the round 720 rank: 13.5\n",
      "the round 721 rank: 3.0\n",
      "the round 722 rank: 188.5\n",
      "the round 723 rank: 2.0\n",
      "the round 724 rank: 4.0\n",
      "the round 725 rank: 72.0\n",
      "the round 726 rank: 9.5\n",
      "the round 727 rank: 7.5\n",
      "the round 728 rank: 11.0\n",
      "the round 729 rank: 20.0\n",
      "the round 730 rank: 7.0\n",
      "the round 731 rank: 4.0\n",
      "the round 732 rank: 1.5\n",
      "the round 733 rank: 130.5\n",
      "the round 734 rank: 8.0\n",
      "the round 735 rank: 1.0\n",
      "the round 736 rank: 13.0\n",
      "the round 737 rank: 4.0\n",
      "the round 738 rank: 12.5\n",
      "the round 739 rank: 9.5\n",
      "the round 740 rank: 5.0\n",
      "the round 741 rank: 4.0\n",
      "the round 742 rank: 1.0\n",
      "the round 743 rank: 14.5\n",
      "the round 744 rank: 88.5\n",
      "the round 745 rank: 5.0\n",
      "the round 746 rank: 2.0\n",
      "the round 747 rank: 6.0\n",
      "the round 748 rank: 33.0\n",
      "the round 749 rank: 274.0\n",
      "the round 750 rank: 8.5\n",
      "the round 751 rank: 1.0\n",
      "the round 752 rank: 5.5\n",
      "the round 753 rank: 8.5\n",
      "the round 754 rank: 1.0\n",
      "the round 755 rank: 4.0\n",
      "the round 756 rank: 8.0\n",
      "the round 757 rank: 227.0\n",
      "the round 758 rank: 170.0\n",
      "the round 759 rank: 11.5\n",
      "the round 760 rank: 2.0\n",
      "the round 761 rank: 9.0\n",
      "the round 762 rank: 41.0\n",
      "the round 763 rank: 23.0\n",
      "the round 764 rank: 7.5\n",
      "the round 765 rank: 1.0\n",
      "the round 766 rank: 5.0\n",
      "the round 767 rank: 242.0\n",
      "the round 768 rank: 8.0\n",
      "the round 769 rank: 10.0\n",
      "the round 770 rank: 3.0\n",
      "the round 771 rank: 155.5\n",
      "the round 772 rank: 2.0\n",
      "the round 773 rank: 13.0\n",
      "the round 774 rank: 2.0\n",
      "the round 775 rank: 18.0\n",
      "the round 776 rank: 7.5\n",
      "the round 777 rank: 4.0\n",
      "the round 778 rank: 5.0\n",
      "the round 779 rank: 23.5\n",
      "the round 780 rank: 226.0\n",
      "the round 781 rank: 1.0\n",
      "the round 782 rank: 2.0\n",
      "the round 783 rank: 13.0\n",
      "the round 784 rank: 5.0\n",
      "the round 785 rank: 10.0\n",
      "the round 786 rank: 5.0\n",
      "the round 787 rank: 151.0\n",
      "the round 788 rank: 29.0\n",
      "the round 789 rank: 2.0\n",
      "the round 790 rank: 1.0\n",
      "the round 791 rank: 7.0\n",
      "the round 792 rank: 64.0\n",
      "the round 793 rank: 1.0\n",
      "the round 794 rank: 1.0\n",
      "the round 795 rank: 10.5\n",
      "the round 796 rank: 3.0\n",
      "the round 797 rank: 13.0\n",
      "the round 798 rank: 180.0\n",
      "the round 799 rank: 5.0\n",
      "the round 800 rank: 183.0\n",
      "the round 801 rank: 3.0\n",
      "the round 802 rank: 3.5\n",
      "the round 803 rank: 5.0\n",
      "the round 804 rank: 5.0\n",
      "the round 805 rank: 1.0\n",
      "the round 806 rank: 275.0\n",
      "the round 807 rank: 309.5\n",
      "the round 808 rank: 2.0\n",
      "the round 809 rank: 309.5\n",
      "the round 810 rank: 10.0\n",
      "the round 811 rank: 18.0\n",
      "the round 812 rank: 4.0\n",
      "the round 813 rank: 1.0\n",
      "the round 814 rank: 2.5\n",
      "the round 815 rank: 71.5\n",
      "the round 816 rank: 194.0\n",
      "the round 817 rank: 4.0\n",
      "the round 818 rank: 63.5\n",
      "the round 819 rank: 1.0\n",
      "the round 820 rank: 25.0\n",
      "the round 821 rank: 14.0\n",
      "the round 822 rank: 2.0\n",
      "the round 823 rank: 1.0\n",
      "the round 824 rank: 64.0\n",
      "the round 825 rank: 2.5\n",
      "the round 826 rank: 1.0\n",
      "the round 827 rank: 23.0\n",
      "the round 828 rank: 8.0\n",
      "the round 829 rank: 11.5\n",
      "the round 830 rank: 3.0\n",
      "the round 831 rank: 50.5\n",
      "the round 832 rank: 2.0\n",
      "the round 833 rank: 9.0\n",
      "the round 834 rank: 6.0\n",
      "the round 835 rank: 9.0\n",
      "the round 836 rank: 2.0\n",
      "the round 837 rank: 193.0\n",
      "the round 838 rank: 5.0\n",
      "the round 839 rank: 9.0\n",
      "the round 840 rank: 3.0\n",
      "the round 841 rank: 33.0\n",
      "the round 842 rank: 3.0\n",
      "the round 843 rank: 18.0\n",
      "the round 844 rank: 5.0\n",
      "the round 845 rank: 4.0\n",
      "the round 846 rank: 1.5\n",
      "the round 847 rank: 50.5\n",
      "the round 848 rank: 73.0\n",
      "the round 849 rank: 1.0\n",
      "the round 850 rank: 8.0\n",
      "the round 851 rank: 35.5\n",
      "the round 852 rank: 1.0\n",
      "the round 853 rank: 1.0\n",
      "the round 854 rank: 13.0\n",
      "the round 855 rank: 5.0\n",
      "the round 856 rank: 17.0\n",
      "the round 857 rank: 5.0\n",
      "the round 858 rank: 3.0\n",
      "the round 859 rank: 3.0\n",
      "the round 860 rank: 35.5\n",
      "the round 861 rank: 1.0\n",
      "the round 862 rank: 1.5\n",
      "the round 863 rank: 9.0\n",
      "the round 864 rank: 11.0\n",
      "the round 865 rank: 61.0\n",
      "the round 866 rank: 10.0\n",
      "the round 867 rank: 4.0\n",
      "the round 868 rank: 1.0\n",
      "the round 869 rank: 11.5\n",
      "the round 870 rank: 3.5\n",
      "the round 871 rank: 4.0\n",
      "the round 872 rank: 1.5\n",
      "the round 873 rank: 1.0\n",
      "the round 874 rank: 174.0\n",
      "the round 875 rank: 71.5\n",
      "the round 876 rank: 7.0\n",
      "the round 877 rank: 29.0\n",
      "the round 878 rank: 191.0\n",
      "the round 879 rank: 3.0\n",
      "the round 880 rank: 5.0\n",
      "the round 881 rank: 54.0\n",
      "the round 882 rank: 59.0\n",
      "the round 883 rank: 12.0\n",
      "the round 884 rank: 10.5\n",
      "the round 885 rank: 61.0\n",
      "the round 886 rank: 201.0\n",
      "the round 887 rank: 7.0\n",
      "the round 888 rank: 2.5\n",
      "the round 889 rank: 6.0\n",
      "the round 890 rank: 1.0\n",
      "the round 891 rank: 194.0\n",
      "the round 892 rank: 2.5\n",
      "the round 893 rank: 5.0\n",
      "the round 894 rank: 1.0\n",
      "the round 895 rank: 274.0\n",
      "the round 896 rank: 2.5\n",
      "the round 897 rank: 4.0\n",
      "the round 898 rank: 1.0\n",
      "the round 899 rank: 62.5\n",
      "the round 900 rank: 5.0\n",
      "the round 901 rank: 24.0\n",
      "the round 902 rank: 9.0\n",
      "the round 903 rank: 143.0\n",
      "the round 904 rank: 19.0\n",
      "the round 905 rank: 154.0\n",
      "the round 906 rank: 13.5\n",
      "the round 907 rank: 2.0\n",
      "the round 908 rank: 2.0\n",
      "the round 909 rank: 1.0\n",
      "the round 910 rank: 180.0\n",
      "the round 911 rank: 5.0\n",
      "the round 912 rank: 4.5\n",
      "the round 913 rank: 4.5\n",
      "the round 914 rank: 4.0\n",
      "the round 915 rank: 11.0\n",
      "the round 916 rank: 4.0\n",
      "the round 917 rank: 2.0\n",
      "the round 918 rank: 2.5\n",
      "the round 919 rank: 9.0\n",
      "the round 920 rank: 11.0\n",
      "the round 921 rank: 24.0\n",
      "the round 922 rank: 172.0\n",
      "the round 923 rank: 160.0\n",
      "the round 924 rank: 2.0\n",
      "the round 925 rank: 18.0\n",
      "the round 926 rank: 10.0\n",
      "the round 927 rank: 1.0\n",
      "the round 928 rank: 5.5\n",
      "the round 929 rank: 15.0\n",
      "the round 930 rank: 174.0\n",
      "the round 931 rank: 3.0\n",
      "the round 932 rank: 2.5\n",
      "the round 933 rank: 9.0\n",
      "the round 934 rank: 12.5\n",
      "the round 935 rank: 1.5\n",
      "the round 936 rank: 2.0\n",
      "the round 937 rank: 13.0\n",
      "the round 938 rank: 1.0\n",
      "the round 939 rank: 1.0\n",
      "the round 940 rank: 3.5\n",
      "the round 941 rank: 1.5\n",
      "the round 942 rank: 11.0\n",
      "the round 943 rank: 2.0\n",
      "the round 944 rank: 10.5\n",
      "the round 945 rank: 12.5\n",
      "the round 946 rank: 3.0\n",
      "the round 947 rank: 172.0\n",
      "the round 948 rank: 1.0\n",
      "the round 949 rank: 1.0\n",
      "the round 950 rank: 3.0\n",
      "the round 951 rank: 142.0\n",
      "the round 952 rank: 1.0\n",
      "the round 953 rank: 35.0\n",
      "the round 954 rank: 1.5\n",
      "the round 955 rank: 5.0\n",
      "the round 956 rank: 33.0\n",
      "the round 957 rank: 8.5\n",
      "the round 958 rank: 1.0\n",
      "the round 959 rank: 10.5\n",
      "the round 960 rank: 180.0\n",
      "the round 961 rank: 6.5\n",
      "the round 962 rank: 10.0\n",
      "the round 963 rank: 5.5\n",
      "the round 964 rank: 1.5\n",
      "the round 965 rank: 1.0\n",
      "the round 966 rank: 8.5\n",
      "the round 967 rank: 1.0\n",
      "the round 968 rank: 7.5\n",
      "the round 969 rank: 11.0\n",
      "the round 970 rank: 1.5\n",
      "the round 971 rank: 13.5\n",
      "the round 972 rank: 2.0\n",
      "the round 973 rank: 2.5\n",
      "the round 974 rank: 2.0\n",
      "the round 975 rank: 11.0\n",
      "the round 976 rank: 1.0\n",
      "the round 977 rank: 4.0\n",
      "the round 978 rank: 38.0\n",
      "the round 979 rank: 29.0\n",
      "the round 980 rank: 10.0\n",
      "the round 981 rank: 4.0\n",
      "the round 982 rank: 15.0\n",
      "the round 983 rank: 11.0\n",
      "the round 984 rank: 180.0\n",
      "the round 985 rank: 37.0\n",
      "the round 986 rank: 250.0\n",
      "the round 987 rank: 3.5\n",
      "the round 988 rank: 11.0\n",
      "the round 989 rank: 3.0\n",
      "the round 990 rank: 29.0\n",
      "the round 991 rank: 8.0\n",
      "the round 992 rank: 7.5\n",
      "the round 993 rank: 3.5\n",
      "the round 994 rank: 1.0\n",
      "the round 995 rank: 8.5\n",
      "the round 996 rank: 227.0\n",
      "the round 997 rank: 181.0\n",
      "the round 998 rank: 24.0\n",
      "the round 999 rank: 91.0\n",
      "socre of testing data: 36.7525\n",
      "count    1000.000000\n",
      "mean       36.752500\n",
      "std        58.397592\n",
      "min         1.000000\n",
      "25%         4.000000\n",
      "50%        12.000000\n",
      "75%        34.250000\n",
      "max       331.000000\n",
      "dtype: float64\n"
     ]
    }
   ],
   "source": [
    "run main.py"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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FXa7iBySdV//9f29mcvcPxVYqJCpLFc08Ih0IScpSpaTfQI+K8OC4zxQTDYD5\nw7WIIusZGJrZhyWNSXpY0rfrL7skAsOCyFJFM4/oBUGSslQpGSTQoyI8GO4zQDZwLaLIzN27/4LZ\nY5Je4b1+MUFmlqXi5N7c1JT2z89vqGgemJykAhdSczKQeuWYGcoQl46p32NjpH6XAPcZIBu4FpEV\n9SxOi+z9QgSGfynpOnf/YlQbHRaBYbTSrmhmZYZFIC+olABA8qivIGvSCAw/KenVkh6U9M3G6+5+\nWVSF6BeBYfTSqmimHZQCAAD0Qn0FWZRGYPj6Tq+7+31RFaJfBIbFQRorAADIOuoryKKoA8Mwy1Wk\nFgCi+Jj4BgAAZB31FZRBYGBoZve7+w+b2THVZiFt/kiSu/uZsZcOhZelGRbTxtgFAACyifoKyqBn\nKmkWkUpaHOTs17AfAADILp7TyKI0xhj+orv/cdtrv+3uN0dViH4RGBYLMywydgEAgKyjvoKsSXyM\noaSfMrNvuPt8vQB/IGlzVAUAWPCasQsAAGQd9ZX+MEQmf0IFhpLuMrN1ST8u6avufk28xQLKhbEL\nAACgKDqm3i4tkXqbcSNBPzCzF5vZi1XrHXyLpF+TdEzSXP11ABGZrlY1MzamE/X/N8YuTFeraRYL\nAACgbwcrlWZQKNUavueWl3WwUkmzWOihW4/hZ1WbjdRa/v3J+pdLemnspQNKYvfoqPYtLOhAy9iF\nfaRcAACAHGKITD4FBobuTo0USBBjFwAAQBEwRCafQi1XYWY/JOk8tQSS7v6h+IrVszzMSgoAAABk\nEMt7JCON5So+LGlM0sOSvl1/2d39uqgK0S8CQwAAACC7WN4jfmkEho9JekWWIjECQ/SLKZMBAABQ\nJGmsY/iopHMkfTGqjQJJYspkAAAAoLswPYaflPRqSQ9K+mbjdXe/LN6idS0TPYYlEFUv39zUlPbP\nz28YAH1gcpLJXgAAAJBLafQYzka1MSCsKHv5mDIZAACgN4belFvPwNDd70uiIECroIVRD1Qqfffy\nMWUyEC8qEgCQfwy9wUivXzCzi83sM2Z23Mz+zcy+bWbPJFE4lFeUvXzT1apmxsZ0ov7/xpTJ09Xq\nkKUE0KhI7J+f19ziovbPz+uOPXu0trKSdtEAAH0IapQ/WKmkWSwkqGdgKOn3Jf2cpMclbZb0Fkl/\nEGehgEYvX6tBe/l2j45q38JCbUzhxIQOTE7S+gVEhIoEABQDQ28QZoyh3P1/mdnz3P3bkv7EzB6S\ndEu8RUOtnUUJAAAgAElEQVSZTVermlla2rgw6oC9fLtHR5loBogBFQkAKAaG3iBMYPismb1A0sNm\n9m7Vlq0I09MIDKzZy9eyMOo+xi0BmUNFAgCKIepGeeRPmOUqdkt6StILJN0o6SxJ73P3/xV/8QLL\nxHIVQ2CiCABR6ThZwdgY6doAkEPNOmK9UZ46YrZFvVxF18DQzJ4n6UPuPhnVBqNAYDg4KnEAokZF\nAgCA5CUaGNY3eL+kH3X3f4tqo8MiMBwci70DAAAA+ZfGAveHJX3azO6STk4U6e7viaoQSA4TRQAA\nAABoFyYwXK5/jUj6jniLg7gxUQSCMPYUAACgvHqmkg715mZ/LOmNkp5y9wvqr81IulbS0/Vfu9Xd\nP1H/2S2SrpH0nKTr3f3ugPcllXRA7WMMH5P0jq1bdf6rXqUz6ou+EwyUD2NPAQAA8iXxMYZDvbnZ\nD0s6rtoENq2B4bH2VFQzO1/Sn0p6jaRzJd0j6eWdIkACw+E0eob+dXlZzzz6qO44fpxgoOQYewoA\nAJAvUQeGsa5H6O73S/rXDj/q9AH2Svpzd3/O3VclPS7ptTEWr7Qai72/aGysGRRKtfTSueVlHaxU\n0iweUsDYUwAAgHILM8YwDr9iZldK+kdJN7n71yTtkPQPLb9zpP5arMo8rqrswUCZj307xp4CAACU\nW8/A0My+W9J/kbTN3V9lZhdIuszdf3PAbb5P0m+4u5vZb0r6HUlv6fdNZmdnm9+Pj49rfHy874J0\nHFe1tFSaVMoyBwNlP/btpqtVzSwtbRxjWK2mXTQAAABIWlxc1OLiYmzvH2Ydw/sk/aqk/+buF9Zf\ne9TdXxVqA2a7JX2sMcYw6GdmdrMkd/fb6z/7hKQZd3+gw99FMsaw7OOqyjzhSNmPfScsUg4AAJAf\naaxjeIa7P2h2yjaf62MbppYxhWZ2jrt/qf7fKyQ9Wv/+LknzZvZe1VJIXybpwT6207eyp1LuHh3V\nvoUFHWgJBvaVJBgo+7HvpDH2FAAAAOUTJjD8spmNSXJJMrOflvTFMG9uZn8qaVzSS8zsCUkzkibM\n7NWS1iWtSvolSXL3Q2b2EUmHJH1L0tvinnq0zKmUDWUNBjj2AAAAwElhUklfKukPJf2QajOMrkia\nqs8cmoqoUknLnEpZdhx7AAAA5Flq6xia2RZJI+5+LKqNDyrKdQwZV1VeHHsAAADkVeKBoZmdJumn\nJJ2nltRTd/+NqArRLxa4B5BnLJUCAACGlcbkMx+V9DVJn5X0zag2DABlxFIpABANGtmAaIXpMQy9\nNEVS6DEEkFcslQIAw2OuACD6HsOREL/zP83s+6LaIACUGUul5M/ayormpqY0MzGhuakpra2spF0k\noPQOVirNoFCq3Ufnlpd1sFJJs1hArgWmkprZo6otKbFJ0tVmdli1VFJTbSH6DQvWAwC6Y6mUfCH1\nF8gmGtmA6HXrMdwh6VJJP6HaYvNvqP//jfV/AQB9mq5WNTM2phP1/zfSn6ar1TSLhQD0SgDZ1Ghk\na0UjGzCcbpPPrLj7WmIlAYAS2D06qn0LCzrQslTKPiZMyCx6JYBsmq5WNbO0tHGMIY1swMC6BYZn\nm9nbg37o7u+JoTwAUHi7R0eZaCYnSP0FsolGNiB6gbOSmtkXJf0X1cYUbuDuczGWqytmJQUAJIGZ\nDwEAWZXYAvdm9jl3//6oNhQlAkMAQFKaa6XVeyVYKw0AkAVJLnAf2UYAAMijOBfQZnFuAECWdOsx\nfLG7fyXh8oRCjyEAIG5xppGSogoAGFZiC9xnNSgEJBacBhC/OJeqYBkMAEDWdEslBTKJBadRdp1S\nECWRlhixbktVDJsGOswyGKSgAsPhGgI6IzBE7gS1tB+oVFgCAIXXqWHkxk99SpvN9K4nnqCxJEJB\nS1U8c+aZQzdODboMBg1j5UHwEg+uISBYYCopkFUsOI0y69Qwsu3JJ5tBYeM10hKHN12tamZsTCfq\n/2+MA9zkPnQaaNB7T/dYnJsU1HJoBC/75+c1t7io/fPzumPPHoZNRIBrCAhGYIjcabS0t2LBaZRF\np4aREYnGkhg0F9CenNTMxIQOTE5q38KCznjmmaH3d9B79+qxoGGsHAhe4sM1BAQjlRS5M12tamZp\naeNsfj1a2oEi6JSCuC4NlJaI3naPjm5IUR80DTTMe/cS1baRbQQv8eEaAoLRY4jM6TXj6KAt7UAR\ndEpBfGrnTt26a1ffaYkYzKBpoHnfNpJDZkx8uIaAYIHrGGYZ6xgWF2t7Ab01J6U4elQj27efOitp\ny2tcM/HpdAyS2t9pbhvJ4FkYL64hFEXU6xgSGCJT5qamtH9+fkOKx4HJyURmHGUWuGhEuR85JgDK\niOAFQC9RB4aMMUSmpDmugimsoxHlfuSYACirQcagAsAwGGOITElzXAWzwEUjyv3IMQEAlFGv+RZQ\nHkmeC/QYIlPSnHGUWeCiEeV+5JgAAMqGbBk0JH0u0GOITElzxtFnzzyTWeAiEGWvLzPzAQDKJqvZ\nMkE9V/RuRq+xT2+8+OJEzwV6DJE5aYyrWFtZ0dceekgVSVWp2Spz665dejtTWPclyl5f1qwEAJRN\nFrNlgnquLv/AB/TX11wT2KPFBHL9a93X75YSPRcIDAHVWufe++ST+rKkA6otGL4uaeTCC7mB9anZ\n69sym96+AR8EUb4XgOKh0okiamTLtM/Qnma2TFAv5i9cdZU+tLq64fUDlYqmq1VSYgfQuq9HpETP\nBQJDQCdb57ZImml5feaZZ1IqUb5F2evLzHwAOmEcFooqiWyZfhtVgnoxt3z1q4E9WkHB5IFKhSXI\numjd19Oq1UvnpEQypwgMAWWzdQ4AECztSicQl7izZQZpVAmqJ5144Qt1oi04bNSfWIJsMK37erek\nfZJ+W9Latm0au+SSWDOnmHwGUL11bmysOdFJo0VmmrFsABLCBA79yeI4LCCq67iRLTN3772aufPO\nSAOBQSa3Caonvf2DH2y+viapIumtp5+u48eOpTqpX1Yn8AmjfV9/p6Svj42p+g//EPm50I4eQ0CM\nZQOQrjy3bqeFTA9kTV6u40EaVbrVk85dWNA7b7xRX7v7bt3x9a9ryze+oRN33aUbd+7Urbt26V1P\nPMESZH1Is05KYAjUMZYNQFpIi+wfsxYja+K6jqMeKzdoo0pQPWn36KheuHWrfvPrXz/ls7/3ySf1\nzr17deBHfmRDgBP3+L+8NxylVSclMARyIK8DqAGEk+fW7bSQ6YGsieM6jqMXMo5GlaDPfuYzz2jm\nb/7mlNeT6Fml4WgwBIZAxuUlNQXA4OJq3S56oxKZHsiSOK7jOHoh42hU6eezJ5EhQcPRgNw9d1+1\nYgP5sHr4sM9OTvpt4+M+Oznpq4cP9/X3s5OTflxyb/k6Lvns5GRMJU7fsPsMyJvVw4f9prGx5rV+\nXPKbxsaGOvfjeE8AweK45m4bHz/l+d/4um1iIsKSD6+fz56Xz5QH9ZgoshiLHkMgRlH09pUtxYwe\nUpRRHK3bjFsEkpV2T1ya+vnseflMZWS1YDNfzMzzWG6Uz9zUlPbPz2+4+R2YnAxdMYviPfKkbJ8X\niMvMxITmFhc7v37vvckXCEDfOjaWjo3lurG0iJ8pLWYmd7eo3o8eQyBGjd6+NUkHJa2rtnjovy4v\nh36Psg2gLlsPKRAXWuWB/CviWLkifqaiIDAEYjSyY4cek/THkuakZmC379FHtbayEuomWLYbKJVZ\nJKXoE7OUrVEJKKoiTrJUxM9UBKSSAjFaW1nRvgsu0J8dP05qZEikmCAJZTnPmsFvvVGpaMEvAJRZ\n1KmkBIZAzN7xgz+o25eWNrzOOJ9gVGYRN8ayAgDyjjGGQM6cMTamE0tLpEb2gRQTxI2xrAAAnGok\nzjc3sz82s6fM7J9aXnuRmd1tZl8ws783s7NafnaLmT1uZo+Z2RviLBuQlOlqVTNjYzpR/38jZW2a\ncT5AahpjWVvRYHOqtZUVzU1N1bIbpqa0trKSdpEAADGKNZXUzH5Y0nFJH3L3C+qv3S7pX9z93Wb2\nDkkvcvebzewVkuYlvUbSuZLukfTyTjmjpJIib5JOjSz6pBrAsMoyxnBQvfYP9xgAceDe0p/cjTE0\ns92SPtYSGH5e0uvd/SkzO0fSort/r5ndLMnd/fb67/2dpFl3f6DDexIYAgGo8ALhMJY1WLcxmNPV\nKvcYAJGj/tK/IgSGX3H3F7f8/Cvu/mIzu0PSP7j7n9Zff7+kj7v7X3V4TwJDIACTaiBritoCXNTP\nJdUnx1pc7Pj6yPbthbjHFPn4ZR37Hp1Qf+lfESefGSjCm52dbX4/Pj6u8fHxiIoD5BuTaiBLOrYA\nLy311QIcphKZdEUzis+VZd3WE03yHhPXcS368csy9j2CUH/pbXFxUYsdGu0i4+6xfknaLemfWv7/\nmKRt9e/PkfRY/fubJb2j5fc+IemigPd0AJ3NTk76ccm95eu45LOTk2kXDSU07Pm4eviw3zQ21nyP\n45LfNDbmq4cP9/U7USv6ddZtnyb12eM8rkU/flnGvkcQzo3+1WOiyOK2WGclrbP6V8Ndkqbr318l\n6aMtr/+smb3AzEYlvUzSgwmUr4kZ2FAEzIKKLBm2BfhgpdLsWWj87dzysg5WKn39TtSK3rK9e3RU\n+xYWailcExM6MDnZ7NFJ6h4T53Et+vHLMvY9glB/SV+sqaRm9qeSxiW9xMyekDQj6bcl/aWZXSNp\nTdKbJcndD5nZRyQdkvQtSW+rR8KJILUBRdGs0LVMqrGP8RtISbeUxDDCVCLTqGgO+7nyIGg90aTu\nMXEe1zIcv6xi3yMI9ZcMiLL7MakvxZBKSvc1AERv2HTAoHvzDXv3+uzkpN82Pu5XnHde4vfvNNJX\n09BIHb1tfNxnJycT/XxxPpfLcvyyiH0PREcRp5LGPitpHOKYlbTbDGxz994b6bYAoEyGWRaiUzbH\njTt3arOZ3vXEE9qi2sD12zdt0h8891yiU5wXfbmLtKeOj3v7RT9+Wca+B6KRu+Uq4hBHYMgUuQCQ\nTe2VyOPHjmn2rrtOuV8/Jumd552nV42OUtGMSBaeiwQQABCsiMtVZMJ0taqZpaWNLZMMeAWAVLWP\ndZuZmNgw9ux8Sa8aHSXDI0JZmCQkaJxjlrFGH4C8IjCsY8ArAORD0SavyGogUbT9nIS8TGSX1XMO\nQLpIJQUA5EraY9+ilOXPkuWyZVUW0m974bgCxRF1KmkS6xgCABCZbmvs5U0aazCGVaT9nJQspN/2\nkuVzDkC6SCUFAOROHseedZL1QKIo+zkpeUi/zfo5ByA99BgiE9ZWVjQ3NVVbHmRqSmsrK2kXqaO8\nlBNAPjQCiVZZCyQQ3nS1qpmxseYxbaRpTmdoIjvOOQBBGGOYcWUYIJ6X8Q55KSeA/OC+UjxZX2KD\ncw4oDtYxVHkCw7LcvPMwWF/KTzkB5EvWAwkUD+ccUAysY1giQQPED1QqhQpE8jLeIS/lLLtBetk7\n/Y2kwvfWIxsYx4ekcc4B6ITAMMPKEojkYbC+lJ9yltkga4h1+psbP/UpbTbTu554ItNrkQEAAESF\nyWcyrCwDxPMwWF/KTznLbJBp2Dv9zbYnn2wGhWHfBwAAIM/oMcyw6WpVM0tLG8cYFiwQaa6V1TLe\nYV8G0/byUs4yG6SXvdPfjEil6K0HAABoIDDMsDIFInkZ75CXcpbVIOm+nf5mvf53pA0DAICyYFbS\niJVheYkgRf7sRf5sUcnCPhpkJt+OYwx37tw4xrCAMwIDANCPLDzrcRLLVSi7gWFZlpfopMifvcif\nLSpZ2keDTMPe6W8kMZ07AAB1WXrWo4bAUNkNDMu8zl2RP3uRP1tU2EcAsoaeDSBaPOuzh3UMM6ws\ny0t0UuTPXuTPFhX2EYAsGWTpGqAfZWx44FlffASGESrzOndF/uxF/mxRYR8ByJKgpWsOVCr0bGBo\nZW144FlffKxjGKEyr3NX5M9e5M8WFfYRgCyhZwNxGmTN3CJofdavSapIeuvpp+v4sWNaW1lJuXSI\nAj2GEcrD8hJxpT7k4bMPqvHZ3nnjjVpbWtJWd2175SvTLlamFPn4A8gfejYQp7I2PLTWh7529926\n4+tf15ZvfEMn7rpLM//8z4XvMS0DJp8pEWaTGhz7DgDyg3s24lT2SVjK/vmzJOrJZ0glLZGypj5E\ngX0HAPnRzGKYnNTMxIQOTE4SFCIyZR8+UdYe0zIglbREuJAHx74DgHzZPTpK7wViUfbhE6RqFxeB\nYYnk6ULO2jTQedp3Ucja/gcAIEvK3PAwXa1qZmlpY6p2SXpMi4wxhiWSlzEXWSxnFssUlzJ9VgAA\n0L9mA3K9x5QG5HREPcaQwLBk8nAhZ3VQcx72XRSyuv8BAABwUtSBIamkJZOH1IesjufLw76LQlb3\nPwAAAOJDYIjMKdt4vqxp7P8vSzooab3+dfzMM9MsVqoYc4my4FwHgPIilRSZwxi3dK2trOg/vf71\n2vrkk6pKzWNw665devviYumOAecjyoJzHQDyhXUMUXisP5Wu3aOjOuvCC5tBoer/vuuJJ0q5biNr\nWKIsONcBoNxIJUUmlWU8X1ad8cwzjDOsY8wlyoJzHQDKjcAQoTDupFwY53kS+wJlwbkOZBf1MCSB\nMYboiXEnxRLm4cIxP4l9gbLgXAeyiWsTQVjHUASGSWNdu+Lo5+FSlnUbw2BfoCw41xEXerwGRz0M\nQVjHEIlj3ElxBE0ucaBS2fBwYZznSewLlAXnOuLQsVFyaYker5CohyEpzEqKnhrjTlox7iSfeLiU\nz9rKiuampjQzMaG5qSmtrayUavuIFscTg2DG2+FQD0NS6DFET9PVqmaWljamH1araRcNfWJyiXJJ\nu5U+7e0jWhxPDKpboyQppr1RD0NSGGOIUBh3UgwMYC+XtMelpL19RIvjiUEFnTvv3LtXz3v0UZ5J\nIVAPi1deGygYYxggrwc0Lxh3Ek7Wz8Pdo6Pat7CgAy0Pl30ZKyOik3bqcNrbT0PW7wHDyOPxLPLx\nyJOgHq9N7poNOe697KiHxYdsiJMKERhyQKM1zIO0zA/hvJyHPFzKI+3U4bS3n7S83AMGlbfjWfTj\nkSdBjZIfuOaa3DU2oHj6mZiv8Nw9d1+1Yp80OznpxyX3lq/jks9OTjr6s3r4sN80Ntbcn8clv2ls\nzFcPH471b4uA8xBZk/Y1mfb2k1b0e0DejmfRj0cRcIyQBbeNj59yDja+bpuYSLtoPdVjoshirNR6\nDM1sVdLXJK1L+pa7v9bMXiTpLyTtlrQq6c3u/rVe75XH9Jasam81+bKkzcvLqlx8scb27OnaA1j2\nFhfOQ2RN2qnDaW8/aUW/B+TteBb9eBQBk6ogC/KWDRGnNFNJ1yWNu/u/trx2s6R73P3dZvYOSbfU\nX+uKAxqd1gfpmqQ7JM1J2vL00zoxP981DafsD2HOQ2RR2qnDaW8/SXHcA6JIz48yxT9Px5N7cvbl\nrbEBxUQDRYsoux/7+ZK0Iuklba99XtK2+vfnSPp8wN+e0o2at/SWLGtN65it78uwKR5lTwnhPEQW\nrB4+7LOTk37b+LjPTk5y/iUo6ntAFO9X5vtSt8/OdQKgVfOeMDGRq3uCIk4lTW25CjM7LOmrkr4t\n6b+5+/vN7F/d/UUtv/MVd39xh7/19nIzjW80Wgfrv1u13sJ2MxMTmrv33q5/W9ZppzkPB1PmSYui\nxDWYvijvAVEsD1H2JSY6HQ9JXCcACqFIy1W8zt2/aGb/TtLdZvYFSe1RamDUOjs72/x+fHxc4+Pj\npXjIxa01reORe+7RiaeeCp2GQ0pIvtKssoKZA6NT9nG+WRDlPSCK9Pyspfgn3QjU6XjMTU1xnQDI\npcXFRS0uLsb2/qkFhu7+xfq//9vM/kbSayU9ZWbb3P0pMztH0tNBf98aGCJajQfp2sqKZtoq7Dfu\n3Kmzjh3TzMREx4d6UKVo2MpAHJUJeqmyIalgJo3jnfQ2sxYEYDhRjJHL0ji7rDQCcZ0AyKtGZ1jD\n3Fyn3L4hRJmXGvZL0hmStta/3yLp05LeIOl2Se+ov/4OSb8d8PdDZuQirNac6xv27vXrdu3qe6zK\nsGNc4hgjU+ZxN1mTxDTRaRzvNLZZ9nG+RVO0MYZZOT+zUg4AGJYiHmOYVmA4KulhSQ9JekTSzfXX\nXyzpHklfkHS3pBcG/H2EuxRhDfowHfYhHMdDfNj3ZOKC6CRRSdt/2WWJVwTTqHxmKQhANKKYECEr\nkypkZa0wrhMARRF1YJhKKqm7r0h6dYfXvyLpkuRLhDAGTb8ZNm0njrSfYd4zK+lQRRH3NNFrKys6\nevfdiaeOpZGuxjjf4olizGJWxj5nJa213+uEYQfgHEBZpDn5DHJm0If6sJWBOCoTw7wnE3xEK+5g\n5mClopd+4xuJV0jTqgRnJQhAviRR8W1vBHpM0ju2btX5y8uam5pKtLId9jqhIRCcAyiVKLsfk/oS\nqaSpGDT9pmhjDLOSDhWENNdT3TY+7quS3ySdcryv3ry5cGMMgUEkea427k/XX3yxX711a+avD8Yj\ngnMAWaYipJIinwbt2Rm2RyiOHqVh3jMr6VCd0LK50ciOHfpOSfskHZC0Xv866w1v0O7R0dh6Skjr\nRDdZSk3rNwtimLI3eurmpqb0n5aWMp95kXRKeJbOC9Qwiy1KJcooM6kv0WOIFGW5J4iWzY26Ha8s\nH0sUV9bOu36yIKIqe9YzLxqSvKdm7bxADc9VZJki7jEcSTkuBXKn2RM0OamZiQkdmJzMTI8cLZsb\ndTteQT0lByuVNIuMgsvaedfIgmgVlAURVdn72WaapqtVzYyNNcvamBxrOqLJsVpl7bzIu7WVFc1N\nTWlmYkJzU1NaW1kZ6H2SPAfSFNX+Qr6RStpFt5QO0j3KLasTfGQ5zTVNQceLQLrc0rqPZ+2862dm\n4H7K3m3/xj0bcVSSTAnP2nmRZ1EOqyjDsACGoaApyu7HpL6UQCop6WfIgn4nkhnk3CzzZDVFThEq\n83ENI837eBbPu7BrHYYt+/333ddzcpmsrK+YFVk8L/KKfdkf9ld+KeJU0tSDvIEKHUNg2F6J6rYg\nNhdQOaRdse7VOBFUtn4qW2Vv5Cjq5y/q54pSmvfxPB+fMGVfPXzYL20JCnlOhpPn8yJr8jKGNSuS\n3l9p16+SFPdnjTowzG0qaZQpQJ260N96+unBKR3usaR7kJ6aHUmlVXQ75kHjTd5544163qOPBpat\nnzTXpNdkTPocD9pe6+vfftWrNPvKV+qMY8cKkyLEWpu9xZ221+1cz3NqWpiyH6xUdMHx44mkRRbp\nuZnn8yJr8jCsIkvnbpL7q0xpq7n8rFFGmUl9qd6KFlWrWqeW43dKA/UYDtoykEZLYZlabPo1SG9C\n1GmfQS14l2/bFllLfJKthEmf40Hbu/+++wrRKt/tfOt1XMtw7ff6jHH2GJa95+e28XGf7fIMjUrZ\n9zOCZf3cyFr5kixPmbLu2j/raj2+uPLssyN79iriHsPUg7yBCl0/iVYln5X8tvqOvmHv3oF2aqdK\n1KpqC2D3M8awU4Xz2p07ff9ll/WsgCV9oWTtppQ1/QZMg+zPXsc86OdXnn12ZMFcv+fdMAFF0ud4\n0PauOO+83D+Uep1vvRqvBr1P5UXYdMe47oFpVHyyFOzPTk76IclvkvxQ/Tn965L/h02b/P777ot0\nO0kuJZGV/YtwsjyGNYvBUZz7q/X6ibIOk3WtdcnV+j0x6mcOgaHXAsNOO/jqzZsH2sFBF+gNe/cG\nXiSdLqBOLQM3hjwJks7vjvKmlOYDM65t97t/BtmfYXp1OlVc28e/DtMC1U/leNiKdFADzOXbtsVy\n7gTt3ytf+MLcP5R6nW/djtUw96m8CHs9RlURar8P/drFFyd6jmWloa+xH66/6CK/eutWX5D86hjP\nraSem1nZv0VBkF2uMZDt10+3jLyiaX0WxZVFQWDotcAwyhMrqpt++4Xez0mQdOtRVDelNB+YcW67\n3/ceZH+GOeadKq6tZYuiUt+tctz6AA/qaWs2oPTZKx53QBKmx7CRdfDr9dfDpP+2f9Y0Kjlhzreg\n4zrMfSov0k6RTnrilbifH2HO8fb9cEjy8U2bYi1XUs/NLPbu5BVBdk0WrtmklKExMkjr+X5bW73j\ntvq/11988VDbIDD0WmD486efHumDP4qW4/aTv5+TIOmbZVQ3pTQfmIndWEOcE4OUZZhj3ihblOMN\ne5Xv1ztcb91Srnu9X9ythr1SvhupbmH3f6eK7yWbN/tVp52W+AOucb4Nkk4fdJ9KIohKSpL3pU7b\nOiT1XKohSnEGwmHvU532Q6d7RpTnVlLPzbR7d7JUyR8WQXZNlhq249Y1WyhknTvP10Brfa1TvePq\nrVuH+jwEhl4LDLstJ5GWThXffk6CJPPh4+olTfKBmfbDutWg+3PYYx7nPmh/gHfqWeo3uGv9vEmM\nMwjav6uHD/c91rB1fzRS2dNKiVk9fNiv3blzQ6vrdbt2hTrnggL0fntQsyrJilHQNXj9xRcPdW33\nUxGKs7Id9r077YekJqC5Ye9ev3zbNr/y7LN9/2WXRX6c0wxmhj2Xs1ahztJzO21x1fmyFnwPW54k\n7+dxXi+rh+NZxofA0GuBYdZaRBpaL/Qb9u71N55xRqYu0KCyRtVLmuTny9rNL8nAviHOfdD+AO80\nrneYnvu0j1+/FZTW329UeNPsbRumcaz9PnXdrl1996BmXVLXYxzncb/Ptzifh2Gvk7R6TpOoC6RZ\n3xjm/MpiPSnt+34ZZC34HvY8TOqcSeJ6iWP8OYGhe32VjWzPONWQ9CQESSvqGMO8iHMfBFX0rjjv\nvOY1N2xwkubx6/dh0/r7jYAwzfF5UT78B+lBRU0c5/Ggqelp9j50S92O8zmdZKUxjfrGMNd5FoOw\ntOsMWeo9jUtWj/ug109SgW4S+6098yiKDB0Cw5bAMA+yeIFGLc0APQ+NA3GLax+EeYBHluaU0rkz\naF9KxiIAACAASURBVK9MIyCMa/rpMKK+t2StlTlPoj6Ps3Qs+rlO0ries7SvggwTkAxznWd136Rx\nnqTdEJmkon3WpOrRSVwvjWMzSIZO0H2EwLBDYJjlVqCk0lyy+vmRb2Ee4HkOzvste+P3r7/44maK\nXGO5kJ8//fRYxjd1K0uU95YyNGJFKc777lA9hjGNjcnqNZ718zaKxrNB/z7r+yZJWd4XzefKRRf5\nFeed579WH588zHWW5Wu2VZj7VlKBbtA50m3m9aDyd/tcYTJ02v++0zrpjX1AYNgWGGa1ZaT1oN6w\nd29t8eiYFg3N4ucHii4LD94oy8C9JLy499UwvdllO3ZZ/+xRBCSDXudZ3zdJynLv6aA9SHmXtWyE\nTuW5dudOv27Xro5l7JY+3+tzdTsfO71vt0lrCAzbAsMstgIleTMepIUD2RdF6z89yfkX9hgOc6zD\nNGLl9VyKq9xJPHf6qQhl8TkYh56t82EyGxI+h9MOSDLVgJXi/SNL10jr/mj0HBVxPdle0syMCHsv\n6TaPQlD5w4zX7/bZO/2s29I/BIZtgeGgN92spQENKmh9mMbacmmluaGzpNImaCnOv7DHcJhjHeZv\n83ouxVnurE0qlnbw0UtUDV1xnudxyVJAkoas3D+GPX+iqi+2l+OmxrUaUPFvLnuTs0a5MPq9b0VV\nN7ph716/+vTTQz1buy2rFVT+K1/4wp6fq9tn6bb0T6e1iwkMffgew7hvVEk+pDt9/ne2nEA3tXxP\ngJiusOddFBWJPFdGstRbmkZLd2Obl599dqhjOMyxDvO3eT2X4ir36uF41qIaRpaPUVTP27jP87hk\nJTBKS5bOzUF6T6M+fq37Y1XySxv7Qxt7DONc7iUvvbidelfDnkvtn7GR4hlm/eHGce/2u8P0GJ5S\nvrbzsdP7HpL8zZs3d1y7mMDQfegxhnHfqJJM7+z0+Rtry2Vh5kScFPa8i6JhIes9CEGy1Fsad4Wu\n04O5dZth10gc5lj3+tteLaZRfvZurw8irmtgdnKy43igq7duPbk0Q8KVrSwHH437XqeW7n7EeZ7H\nLQvpnGlJe98PK+r6Yvt6uI17Sad7SlwNUFm5X/QqR/vPu6VThnnvxv4M82xtvW8F1Z+Dyh9mjOEg\n++WXL7mk4/kQdWC4SQXw7Ve9SlceO6atZtp20UXa97u/q92jo4G/v37kiLa0vbZF0vrRo5GUZ7pa\n1czSkuaWl7VF0glJN+7cqc0PPaT9TzzRfG1maUn7Fha6lrWX3aOj2rewoAOVitaPHtXI9u3afuyY\nTtx1l9brn+uApLn696r/O7e8rAOVimbuvHOoz4rwwp53Izt26IR0yu+ekDSyfXvobUXxHmk4WKk0\nrxtpsHM1iveI8n06WVtZ0R179pxyj5hZWpK98pXN10bqr/c6hs+eeebAx7rbedIo4+6nn470XAr6\n7Jd/4AP662uu2fD6oPfIuK6B9SNHdL6kfardW9dVO1b2spdFWv5+dHoO7KtWY99uGOtHjujLku7Q\nyefQCUn77r5baysrocs4zPFM+364e3S00M/atZUVHaxUtH7kiEZ27NAlb32r7vnDP9T6kSN6dHU1\nl8+ihqjri63n4rNS815yUNJzkn5B0mlnnqnvufRSnb+8rC1LS5FtuyHOZ1s/et232sv5fIV7Jnb6\n2y2SLjh+PPSztXHct+jUe/0j27bpvS339KDynzvE/Thov3zgmms6nouRizLKTOqrVuzBWz3SmDhg\nmIXAB9l2axd42J6HuMSVspBEr8OgZegk7HmXpV6zpGWptzTOlu6gc6G1d261S0tlw+rhw37tzp0b\n0kuu/q7vqk0iE2LSmqDzJEyLaZSfvd80oV7iugaSKn/S4rpvzk5OhkrdClO+PI4xTFMSz8LWfbsq\n+T7Jp1qO9yHJr9q0KfJ9n9RzPur6YmN/HdLJNNKg946rrpqXXtz2cvbzLOo1Tq/X+2QpBbpXmeox\nUXQxVpRvltRXIzAc9MD1+5CI4gaU9IXYHGC7eXMkD+VhyhFmcot+92+YLvxVxTuucpDzKMmpmfOY\nvhRFA0pUN/Q4HwydHnizku95/vNP2WbjHL5y27aOx7BTmt4+yX/hjDP6v7+1nSetZWx9/8u3bYsl\nxTPMgP1+DXsN9Er3bd2/aU1IE9WY3LgCp9XDh5vDG4bdN8MczzzeD7vpddyjTKnvtp32BqRO9Y1D\nqjWcRLXvkwz0o2qobR/rdsV55wWmpAelUranMfZz3bf+fl4asYLG2oU5lzrVJVrHbPaqH4ZJc016\n2EBQmQgM/WRgOEywFfYhEdUNKK3Wh9YAMY3W0l6fO+pe38YNr99ejkEu8kGOadEqJ1EK6v26bteu\nvh56N+zdG7juUL/liavy0XrutJ6rq9KGz99tm91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B5nsq/TJ7W35fximL9so9s7yl3IEN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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fbc87d3b850>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "%matplotlib inline\n",
    "import matplotlib.pyplot as plt\n",
    "import matplotlib\n",
    "matplotlib.rcParams['figure.figsize'] = (15.0, 7.5)\n",
    "plt.plot(rank_results_tr,'ro')\n",
    "plt.xlabel('Document Number')\n",
    "plt.ylabel('The ranking of the real pair')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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G83YMDdp+aHub5XUWRvYlfKI9ZSMv9Z7lGMNO5HmMYa/g69rGvy/y+YFeCk1g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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fbc98508c10>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "matplotlib.rcParams['figure.figsize'] = (15.0, 7.5)\n",
    "# plt.plot(rank_results_tr,'ro')\n",
    "plt.plot(rank_results_te,'bo')\n",
    "plt.xlabel('Document Number')\n",
    "plt.ylabel('The ranking of the real pair')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {
    "collapsed": false,
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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xsVGuGGcAr3M68e4MAAACVypNK5crqpocShf6saZjiwkA0BqlpAAAIBSUkwFAeOgxFIkh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\n0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Zww08PoS+RUdGV5fk4BMgSNvgjQEfMQpCklrXJWJFWLj4G+WXq6rc38hQq6k+p4gF7J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\nAcvhSzS2d94IAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fbc992020d0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "matplotlib.rcParams['figure.figsize'] = (15.0, 7.5)\n",
    "plt.plot(rank_results_tr,'ro')\n",
    "plt.plot(rank_results_te,'bo')\n",
    "plt.xlabel('Document Number')\n",
    "plt.ylabel('The ranking of the real pair')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {
    "collapsed": false,
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "count    999.000000\n",
      "mean      30.954955\n",
      "std       56.035211\n",
      "min        1.000000\n",
      "25%        3.000000\n",
      "50%        9.000000\n",
      "75%       26.000000\n",
      "max      390.000000\n",
      "dtype: float64\n",
      "count    1000.000000\n",
      "mean       36.752500\n",
      "std        58.397592\n",
      "min         1.000000\n",
      "25%         4.000000\n",
      "50%        12.000000\n",
      "75%        34.250000\n",
      "max       331.000000\n",
      "dtype: float64\n"
     ]
    }
   ],
   "source": [
    "print pd.Series(rank_results_tr).describe()\n",
    "print pd.Series(rank_results_te).describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {
    "collapsed": false,
    "scrolled": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Reading english Data: 1000\n",
      "Reading english Data: 1000\n",
      "Merging the English and Japanes news dataframe\n",
      "Read mapping file and convert it to tuple from string\n",
      "Mapping English clusters to Japanese clusters\n",
      "Drop the null line\n",
      "Convert cluster names(list) to cluster namse(string)\n",
      "False    998\n",
      "True       1\n",
      "Name: xb, dtype: int64\n",
      "Reading english Data: 1000\n",
      "Reading english Data: 1000\n",
      "Merging the English and Japanes news dataframe\n",
      "Read mapping file and convert it to tuple from string\n",
      "Mapping English clusters to Japanese clusters\n",
      "Drop the null line\n",
      "Convert cluster names(list) to cluster namse(string)\n",
      "False    998\n",
      "True       2\n",
      "Name: xb, dtype: int64\n",
      "Starting to training the modle..., saving to 201611232246.p\n",
      "Training\n",
      "the length of the training data is  1998\n",
      "(3.9384785, 0.21876754, 0.22225336219185393)\n",
      "Epoch 0\n",
      "Epoch  0 Update  40 Cost  0.115946665406\n",
      "epoch took: 38.5631911755\n",
      "(1.9499207, 0.77788025, 0.77229360174910866)\n",
      "Epoch 1\n",
      "Epoch  1 Update  80 Cost  0.102875314653\n",
      "Epoch  1 Update  120 Cost  0.107272848487\n",
      "epoch took: 38.1399350166\n",
      "(1.6512245, 0.8328703, 0.80963854201182561)\n",
      "Epoch 2\n",
      "Epoch  2 Update  160 Cost  0.114437386394\n",
      "epoch took: 37.929901123\n",
      "(1.5085658, 0.82958996, 0.80596098314031717)\n",
      "Epoch 3\n",
      "Epoch  3 Update  200 Cost  0.0881777852774\n",
      "Epoch  3 Update  240 Cost  0.0925212651491\n",
      "epoch took: 38.5781219006\n",
      "(1.389169, 0.85959816, 0.82710308772822771)\n",
      "Epoch 4\n",
      "Epoch  4 Update  280 Cost  0.0456729903817\n",
      "epoch took: 37.5483720303\n",
      "(1.6315681, 0.80950427, 0.79215142541063233)\n",
      "Epoch 5\n",
      "Epoch  5 Update  320 Cost  0.174951270223\n",
      "Epoch  5 Update  360 Cost  0.101021654904\n",
      "epoch took: 37.8450210094\n",
      "(1.2830839, 0.86863971, 0.83170220615281343)\n",
      "Epoch 6\n",
      "Epoch  6 Update  400 Cost  0.0586437880993\n",
      "Epoch  6 Update  440 Cost  0.0630963742733\n",
      "epoch took: 37.7952229977\n",
      "(1.4129128, 0.8445183, 0.81672639396087732)\n",
      "Epoch 7\n",
      "Epoch  7 Update  480 Cost  0.066043227911\n",
      "epoch took: 38.4022300243\n",
      "(1.1698776, 0.88578063, 0.84126232333339201)\n",
      "Epoch 8\n",
      "Epoch  8 Update  520 Cost  0.0539795607328\n",
      "Epoch  8 Update  560 Cost  0.0606370680034\n",
      "epoch took: 38.4536101818\n",
      "(1.2630616, 0.86252868, 0.82860776687617843)\n",
      "Epoch 9\n",
      "Epoch  9 Update  600 Cost  0.0606607347727\n",
      "epoch took: 38.0497848988\n",
      "saving the model...\n",
      "Evaluate in terms of training data...\n",
      "the round 0 rank: 9.0\n",
      "the round 1 rank: 4.0\n",
      "the round 2 rank: 1.0\n",
      "the round 3 rank: 32.5\n",
      "the round 4 rank: 29.5\n",
      "the round 5 rank: 1.0\n",
      "the round 6 rank: 1.0\n",
      "the round 7 rank: 2.0\n",
      "the round 8 rank: 51.0\n",
      "the round 9 rank: 13.0\n",
      "the round 10 rank: 9.5\n",
      "the round 11 rank: 1.0\n",
      "the round 12 rank: 4.0\n",
      "the round 13 rank: 3.0\n",
      "the round 14 rank: 3.5\n",
      "the round 15 rank: 4.0\n",
      "the round 16 rank: 4.0\n",
      "the round 17 rank: 7.0\n",
      "the round 18 rank: 1.5\n",
      "the round 19 rank: 3.0\n",
      "the round 20 rank: 1.0\n",
      "the round 21 rank: 157.5\n",
      "the round 22 rank: 12.0\n",
      "the round 23 rank: 1.0\n",
      "the round 24 rank: 5.0\n",
      "the round 25 rank: 60.0\n",
      "the round 26 rank: 3.0\n",
      "the round 27 rank: 17.0\n",
      "the round 28 rank: 87.0\n",
      "the round 29 rank: 2.0\n",
      "the round 30 rank: 4.0\n",
      "the round 31 rank: 2.0\n",
      "the round 32 rank: 3.0\n",
      "the round 33 rank: 9.0\n",
      "the round 34 rank: 8.5\n",
      "the round 35 rank: 1.0\n",
      "the round 36 rank: 1.0\n",
      "the round 37 rank: 4.0\n",
      "the round 38 rank: 3.0\n",
      "the round 39 rank: 1.0\n",
      "the round 40 rank: 1.0\n",
      "the round 41 rank: 21.0\n",
      "the round 42 rank: 1.0\n",
      "the round 43 rank: 1.0\n",
      "the round 44 rank: 157.5\n",
      "the round 45 rank: 3.5\n",
      "the round 46 rank: 1.0\n",
      "the round 47 rank: 8.0\n",
      "the round 48 rank: 36.0\n",
      "the round 49 rank: 18.0\n",
      "the round 50 rank: 1.0\n",
      "the round 51 rank: 1.0\n",
      "the round 52 rank: 2.0\n",
      "the round 53 rank: 29.5\n",
      "the round 54 rank: 16.0\n",
      "the round 55 rank: 1.0\n",
      "the round 56 rank: 1.0\n",
      "the round 57 rank: 2.0\n",
      "the round 58 rank: 1.0\n",
      "the round 59 rank: 2.0\n",
      "the round 60 rank: 4.0\n",
      "the round 61 rank: 3.0\n",
      "the round 62 rank: 1.0\n",
      "the round 63 rank: 6.0\n",
      "the round 64 rank: 20.0\n",
      "the round 65 rank: 1.0\n",
      "the round 66 rank: 290.0\n",
      "the round 67 rank: 32.5\n",
      "the round 68 rank: 3.5\n",
      "the round 69 rank: 1.5\n",
      "the round 70 rank: 1.0\n",
      "the round 71 rank: 8.5\n",
      "the round 72 rank: 58.0\n",
      "the round 73 rank: 1.5\n",
      "the round 74 rank: 1.0\n",
      "the round 75 rank: 2.0\n",
      "the round 76 rank: 3.0\n",
      "the round 77 rank: 1.0\n",
      "the round 78 rank: 1.0\n",
      "the round 79 rank: 4.5\n",
      "the round 80 rank: 5.5\n",
      "the round 81 rank: 1.0\n",
      "the round 82 rank: 1.0\n",
      "the round 83 rank: 5.0\n",
      "the round 84 rank: 1.5\n",
      "the round 85 rank: 1.0\n",
      "the round 86 rank: 4.5\n",
      "the round 87 rank: 5.5\n",
      "the round 88 rank: 9.5\n",
      "the round 89 rank: 1.0\n",
      "the round 90 rank: 6.0\n",
      "the round 91 rank: 1.5\n",
      "the round 92 rank: 7.0\n",
      "the round 93 rank: 2.0\n",
      "the round 94 rank: 11.0\n",
      "the round 95 rank: 1.5\n",
      "the round 96 rank: 21.5\n",
      "the round 97 rank: 5.0\n",
      "the round 98 rank: 100.0\n",
      "the round 99 rank: 4.0\n",
      "the round 100 rank: 28.0\n",
      "the round 101 rank: 95.0\n",
      "the round 102 rank: 1.0\n",
      "the round 103 rank: 11.0\n",
      "the round 104 rank: 99.0\n",
      "the round 105 rank: 2.0\n",
      "the round 106 rank: 2.0\n",
      "the round 107 rank: 17.0\n",
      "the round 108 rank: 2.0\n",
      "the round 109 rank: 3.5\n",
      "the round 110 rank: 1.0\n",
      "the round 111 rank: 1.0\n",
      "the round 112 rank: 10.5\n",
      "the round 113 rank: 27.0\n",
      "the round 114 rank: 3.0\n",
      "the round 115 rank: 6.5\n",
      "the round 116 rank: 1.0\n",
      "the round 117 rank: 4.0\n",
      "the round 118 rank: 1.0\n",
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      "the round 657 rank: 15.5\n",
      "the round 658 rank: 2.5\n",
      "the round 659 rank: 6.5\n",
      "the round 660 rank: 15.5\n",
      "the round 661 rank: 10.0\n",
      "the round 662 rank: 1.0\n",
      "the round 663 rank: 33.0\n",
      "the round 664 rank: 140.0\n",
      "the round 665 rank: 1.5\n",
      "the round 666 rank: 2.0\n",
      "the round 667 rank: 2.5\n",
      "the round 668 rank: 3.0\n",
      "the round 669 rank: 3.0\n",
      "the round 670 rank: 2.0\n",
      "the round 671 rank: 1.0\n",
      "the round 672 rank: 3.0\n",
      "the round 673 rank: 3.5\n",
      "the round 674 rank: 1.0\n",
      "the round 675 rank: 3.0\n",
      "the round 676 rank: 94.0\n",
      "the round 677 rank: 118.0\n",
      "the round 678 rank: 6.5\n",
      "the round 679 rank: 4.5\n",
      "the round 680 rank: 3.0\n",
      "the round 681 rank: 14.5\n",
      "the round 682 rank: 1.0\n",
      "the round 683 rank: 2.5\n",
      "the round 684 rank: 38.0\n",
      "the round 685 rank: 8.5\n",
      "the round 686 rank: 2.5\n",
      "the round 687 rank: 16.0\n",
      "the round 688 rank: 93.0\n",
      "the round 689 rank: 2.0\n",
      "the round 690 rank: 4.0\n",
      "the round 691 rank: 10.0\n",
      "the round 692 rank: 21.0\n",
      "the round 693 rank: 1.0\n",
      "the round 694 rank: 1.0\n",
      "the round 695 rank: 1.0\n",
      "the round 696 rank: 1.0\n",
      "the round 697 rank: 12.0\n",
      "the round 698 rank: 192.0\n",
      "the round 699 rank: 4.5\n",
      "the round 700 rank: 9.0\n",
      "the round 701 rank: 11.0\n",
      "the round 702 rank: 2.0\n",
      "the round 703 rank: 12.5\n",
      "the round 704 rank: 11.0\n",
      "the round 705 rank: 16.0\n",
      "the round 706 rank: 1.0\n",
      "the round 707 rank: 4.0\n",
      "the round 708 rank: 26.0\n",
      "the round 709 rank: 1.0\n",
      "the round 710 rank: 2.5\n",
      "the round 711 rank: 17.0\n",
      "the round 712 rank: 104.5\n",
      "the round 713 rank: 10.0\n",
      "the round 714 rank: 3.0\n",
      "the round 715 rank: 2.5\n",
      "the round 716 rank: 1.5\n",
      "the round 717 rank: 1.0\n",
      "the round 718 rank: 1.0\n",
      "the round 719 rank: 1.0\n",
      "the round 720 rank: 1.0\n",
      "the round 721 rank: 2.5\n",
      "the round 722 rank: 35.0\n",
      "the round 723 rank: 2.5\n",
      "the round 724 rank: 13.5\n",
      "the round 725 rank: 124.0\n",
      "the round 726 rank: 1.0\n",
      "the round 727 rank: 1.0\n",
      "the round 728 rank: 1.0\n",
      "the round 729 rank: 1.0\n",
      "the round 730 rank: 1.0\n",
      "the round 731 rank: 1.0\n",
      "the round 732 rank: 3.0\n",
      "the round 733 rank: 1.0\n",
      "the round 734 rank: 1.5\n",
      "the round 735 rank: 1.0\n",
      "the round 736 rank: 25.0\n",
      "the round 737 rank: 2.0\n",
      "the round 738 rank: 1.5\n",
      "the round 739 rank: 52.0\n",
      "the round 740 rank: 2.0\n",
      "the round 741 rank: 1.5\n",
      "the round 742 rank: 1.0\n",
      "the round 743 rank: 2.0\n",
      "the round 744 rank: 5.0\n",
      "the round 745 rank: 1.0\n",
      "the round 746 rank: 10.0\n",
      "the round 747 rank: 1.5\n",
      "the round 748 rank: 2.0\n",
      "the round 749 rank: 5.0\n",
      "the round 750 rank: 41.5\n",
      "the round 751 rank: 1.5\n",
      "the round 752 rank: 150.0\n",
      "the round 753 rank: 33.0\n",
      "the round 754 rank: 1.5\n",
      "the round 755 rank: 4.0\n",
      "the round 756 rank: 2.0\n",
      "the round 757 rank: 8.5\n",
      "the round 758 rank: 1.0\n",
      "the round 759 rank: 3.0\n",
      "the round 760 rank: 7.0\n",
      "the round 761 rank: 10.5\n",
      "the round 762 rank: 1.0\n",
      "the round 763 rank: 2.0\n",
      "the round 764 rank: 1.0\n",
      "the round 765 rank: 41.5\n",
      "the round 766 rank: 2.5\n",
      "the round 767 rank: 24.0\n",
      "the round 768 rank: 2.0\n",
      "the round 769 rank: 14.0\n",
      "the round 770 rank: 4.0\n",
      "the round 771 rank: 24.0\n",
      "the round 772 rank: 1.5\n",
      "the round 773 rank: 1.0\n",
      "the round 774 rank: 1.5\n",
      "the round 775 rank: 1.5\n",
      "the round 776 rank: 1.0\n",
      "the round 777 rank: 3.5\n",
      "the round 778 rank: 2.5\n",
      "the round 779 rank: 1.5\n",
      "the round 780 rank: 19.0\n",
      "the round 781 rank: 1.0\n",
      "the round 782 rank: 9.0\n",
      "the round 783 rank: 15.5\n",
      "the round 784 rank: 1.5\n",
      "the round 785 rank: 49.0\n",
      "the round 786 rank: 6.0\n",
      "the round 787 rank: 1.0\n",
      "the round 788 rank: 87.0\n",
      "the round 789 rank: 9.0\n",
      "the round 790 rank: 2.5\n",
      "the round 791 rank: 1.0\n",
      "the round 792 rank: 6.5\n",
      "the round 793 rank: 1.5\n",
      "the round 794 rank: 8.0\n",
      "the round 795 rank: 11.0\n",
      "the round 796 rank: 94.0\n",
      "the round 797 rank: 15.5\n",
      "the round 798 rank: 41.5\n",
      "the round 799 rank: 4.0\n",
      "the round 800 rank: 1.0\n",
      "the round 801 rank: 21.0\n",
      "the round 802 rank: 4.5\n",
      "the round 803 rank: 1.0\n",
      "the round 804 rank: 24.0\n",
      "the round 805 rank: 73.0\n",
      "the round 806 rank: 2.0\n",
      "the round 807 rank: 96.0\n",
      "the round 808 rank: 1.0\n",
      "the round 809 rank: 32.0\n",
      "the round 810 rank: 1.0\n",
      "the round 811 rank: 7.0\n",
      "the round 812 rank: 1.5\n",
      "the round 813 rank: 12.0\n",
      "the round 814 rank: 1.5\n",
      "the round 815 rank: 1.5\n",
      "the round 816 rank: 89.5\n",
      "the round 817 rank: 3.0\n",
      "the round 818 rank: 5.5\n",
      "the round 819 rank: 120.5\n",
      "the round 820 rank: 3.0\n",
      "the round 821 rank: 4.0\n",
      "the round 822 rank: 1.0\n",
      "the round 823 rank: 133.0\n",
      "the round 824 rank: 1.0\n",
      "the round 825 rank: 22.0\n",
      "the round 826 rank: 2.0\n",
      "the round 827 rank: 48.0\n",
      "the round 828 rank: 5.0\n",
      "the round 829 rank: 2.5\n",
      "the round 830 rank: 37.0\n",
      "the round 831 rank: 2.0\n",
      "the round 832 rank: 38.5\n",
      "the round 833 rank: 1.5\n",
      "the round 834 rank: 4.0\n",
      "the round 835 rank: 3.0\n",
      "the round 836 rank: 9.5\n",
      "the round 837 rank: 87.5\n",
      "the round 838 rank: 21.0\n",
      "the round 839 rank: 3.0\n",
      "the round 840 rank: 3.0\n",
      "the round 841 rank: 87.5\n",
      "the round 842 rank: 40.0\n",
      "the round 843 rank: 1.0\n",
      "the round 844 rank: 1.0\n",
      "the round 845 rank: 4.0\n",
      "the round 846 rank: 1.5\n",
      "the round 847 rank: 4.0\n",
      "the round 848 rank: 3.0\n",
      "the round 849 rank: 4.0\n",
      "the round 850 rank: 4.0\n",
      "the round 851 rank: 20.0\n",
      "the round 852 rank: 4.0\n",
      "the round 853 rank: 1.0\n",
      "the round 854 rank: 19.0\n",
      "the round 855 rank: 46.5\n",
      "the round 856 rank: 18.0\n",
      "the round 857 rank: 2.0\n",
      "the round 858 rank: 13.5\n",
      "the round 859 rank: 10.0\n",
      "the round 860 rank: 1.5\n",
      "the round 861 rank: 15.0\n",
      "the round 862 rank: 2.0\n",
      "the round 863 rank: 1.0\n",
      "the round 864 rank: 1.0\n",
      "the round 865 rank: 26.5\n",
      "the round 866 rank: 91.5\n",
      "the round 867 rank: 2.0\n",
      "the round 868 rank: 3.0\n",
      "the round 869 rank: 14.0\n",
      "the round 870 rank: 2.0\n",
      "the round 871 rank: 19.0\n",
      "the round 872 rank: 1.0\n",
      "the round 873 rank: 15.0\n",
      "the round 874 rank: 3.0\n",
      "the round 875 rank: 3.5\n",
      "the round 876 rank: 1.0\n",
      "the round 877 rank: 5.0\n",
      "the round 878 rank: 4.5\n",
      "the round 879 rank: 2.5\n",
      "the round 880 rank: 5.0\n",
      "the round 881 rank: 90.5\n",
      "the round 882 rank: 58.0\n",
      "the round 883 rank: 11.0\n",
      "the round 884 rank: 3.0\n",
      "the round 885 rank: 40.0\n",
      "the round 886 rank: 4.0\n",
      "the round 887 rank: 5.0\n",
      "the round 888 rank: 1.5\n",
      "the round 889 rank: 116.0\n",
      "the round 890 rank: 8.0\n",
      "the round 891 rank: 89.5\n",
      "the round 892 rank: 9.0\n",
      "the round 893 rank: 2.0\n",
      "the round 894 rank: 7.0\n",
      "the round 895 rank: 4.5\n",
      "the round 896 rank: 85.0\n",
      "the round 897 rank: 93.0\n",
      "the round 898 rank: 46.0\n",
      "the round 899 rank: 7.0\n",
      "the round 900 rank: 2.0\n",
      "the round 901 rank: 7.0\n",
      "the round 902 rank: 6.0\n",
      "the round 903 rank: 45.0\n",
      "the round 904 rank: 87.5\n",
      "the round 905 rank: 19.5\n",
      "the round 906 rank: 8.0\n",
      "the round 907 rank: 7.0\n",
      "the round 908 rank: 1.0\n",
      "the round 909 rank: 1.0\n",
      "the round 910 rank: 7.0\n",
      "the round 911 rank: 5.0\n",
      "the round 912 rank: 6.5\n",
      "the round 913 rank: 4.0\n",
      "the round 914 rank: 4.0\n",
      "the round 915 rank: 47.0\n",
      "the round 916 rank: 1.5\n",
      "the round 917 rank: 48.0\n",
      "the round 918 rank: 3.5\n",
      "the round 919 rank: 4.0\n",
      "the round 920 rank: 4.0\n",
      "the round 921 rank: 4.0\n",
      "the round 922 rank: 4.0\n",
      "the round 923 rank: 4.0\n",
      "the round 924 rank: 10.0\n",
      "the round 925 rank: 4.0\n",
      "the round 926 rank: 1.0\n",
      "the round 927 rank: 3.0\n",
      "the round 928 rank: 5.5\n",
      "the round 929 rank: 9.5\n",
      "the round 930 rank: 3.0\n",
      "the round 931 rank: 3.0\n",
      "the round 932 rank: 5.5\n",
      "the round 933 rank: 26.5\n",
      "the round 934 rank: 91.5\n",
      "the round 935 rank: 12.0\n",
      "the round 936 rank: 1.0\n",
      "the round 937 rank: 1.0\n",
      "the round 938 rank: 4.0\n",
      "the round 939 rank: 2.5\n",
      "the round 940 rank: 2.0\n",
      "the round 941 rank: 30.0\n",
      "the round 942 rank: 6.5\n",
      "the round 943 rank: 2.0\n",
      "the round 944 rank: 1.0\n",
      "the round 945 rank: 1.0\n",
      "the round 946 rank: 5.5\n",
      "the round 947 rank: 26.0\n",
      "the round 948 rank: 49.0\n",
      "the round 949 rank: 1.0\n",
      "the round 950 rank: 4.0\n",
      "the round 951 rank: 2.0\n",
      "the round 952 rank: 5.0\n",
      "the round 953 rank: 13.5\n",
      "the round 954 rank: 40.0\n",
      "the round 955 rank: 3.0\n",
      "the round 956 rank: 1.0\n",
      "the round 957 rank: 1.0\n",
      "the round 958 rank: 1.0\n",
      "the round 959 rank: 6.0\n",
      "the round 960 rank: 3.0\n",
      "the round 961 rank: 5.0\n",
      "the round 962 rank: 5.5\n",
      "the round 963 rank: 38.5\n",
      "the round 964 rank: 2.0\n",
      "the round 965 rank: 3.0\n",
      "the round 966 rank: 14.0\n",
      "the round 967 rank: 4.0\n",
      "the round 968 rank: 1.0\n",
      "the round 969 rank: 1.0\n",
      "the round 970 rank: 19.5\n",
      "the round 971 rank: 1.0\n",
      "the round 972 rank: 1.5\n",
      "the round 973 rank: 32.0\n",
      "the round 974 rank: 4.0\n",
      "the round 975 rank: 3.0\n",
      "the round 976 rank: 1.0\n",
      "the round 977 rank: 47.0\n",
      "the round 978 rank: 46.5\n",
      "the round 979 rank: 5.5\n",
      "the round 980 rank: 1.0\n",
      "the round 981 rank: 25.0\n",
      "the round 982 rank: 8.0\n",
      "the round 983 rank: 8.0\n",
      "the round 984 rank: 3.0\n",
      "the round 985 rank: 2.0\n",
      "the round 986 rank: 14.0\n",
      "the round 987 rank: 6.0\n",
      "the round 988 rank: 10.0\n",
      "the round 989 rank: 36.0\n",
      "the round 990 rank: 90.5\n",
      "the round 991 rank: 2.0\n",
      "the round 992 rank: 4.0\n",
      "the round 993 rank: 120.5\n",
      "the round 994 rank: 87.5\n",
      "the round 995 rank: 23.0\n",
      "the round 996 rank: 2.0\n",
      "the round 997 rank: 4.0\n",
      "the round 998 rank: 8.0\n",
      "score of training data: 17.1071071071\n",
      "count    999.000000\n",
      "mean      17.107107\n",
      "std       32.490758\n",
      "min        1.000000\n",
      "25%        1.500000\n",
      "50%        4.000000\n",
      "75%       13.750000\n",
      "max      290.000000\n",
      "dtype: float64\n",
      "Evalutate in terms of testing data...\n",
      "the round 0 rank: 21.0\n",
      "the round 1 rank: 29.0\n",
      "the round 2 rank: 2.0\n",
      "the round 3 rank: 4.0\n",
      "the round 4 rank: 4.5\n",
      "the round 5 rank: 11.0\n",
      "the round 6 rank: 5.0\n",
      "the round 7 rank: 41.0\n",
      "the round 8 rank: 68.0\n",
      "the round 9 rank: 2.0\n",
      "the round 10 rank: 10.0\n",
      "the round 11 rank: 13.5\n",
      "the round 12 rank: 39.0\n",
      "the round 13 rank: 4.0\n",
      "the round 14 rank: 6.5\n",
      "the round 15 rank: 10.5\n",
      "the round 16 rank: 3.5\n",
      "the round 17 rank: 66.5\n",
      "the round 18 rank: 8.5\n",
      "the round 19 rank: 1.0\n",
      "the round 20 rank: 42.5\n",
      "the round 21 rank: 56.0\n",
      "the round 22 rank: 2.5\n",
      "the round 23 rank: 7.0\n",
      "the round 24 rank: 7.0\n",
      "the round 25 rank: 5.0\n",
      "the round 26 rank: 52.5\n",
      "the round 27 rank: 13.0\n",
      "the round 28 rank: 2.0\n",
      "the round 29 rank: 13.5\n",
      "the round 30 rank: 70.0\n",
      "the round 31 rank: 1.5\n",
      "the round 32 rank: 1.0\n",
      "the round 33 rank: 1.0\n",
      "the round 34 rank: 106.0\n",
      "the round 35 rank: 8.0\n",
      "the round 36 rank: 7.0\n",
      "the round 37 rank: 3.5\n",
      "the round 38 rank: 11.5\n",
      "the round 39 rank: 12.0\n",
      "the round 40 rank: 1.0\n",
      "the round 41 rank: 7.0\n",
      "the round 42 rank: 3.0\n",
      "the round 43 rank: 28.5\n",
      "the round 44 rank: 1.5\n",
      "the round 45 rank: 1.5\n",
      "the round 46 rank: 13.0\n",
      "the round 47 rank: 5.5\n",
      "the round 48 rank: 9.5\n",
      "the round 49 rank: 3.0\n",
      "the round 50 rank: 13.0\n",
      "the round 51 rank: 16.0\n",
      "the round 52 rank: 17.5\n",
      "the round 53 rank: 21.0\n",
      "the round 54 rank: 9.5\n",
      "the round 55 rank: 5.0\n",
      "the round 56 rank: 8.0\n",
      "the round 57 rank: 2.0\n",
      "the round 58 rank: 1.0\n",
      "the round 59 rank: 41.0\n",
      "the round 60 rank: 10.0\n",
      "the round 61 rank: 1.5\n",
      "the round 62 rank: 1.0\n",
      "the round 63 rank: 10.5\n",
      "the round 64 rank: 31.5\n",
      "the round 65 rank: 2.0\n",
      "the round 66 rank: 1.5\n",
      "the round 67 rank: 72.0\n",
      "the round 68 rank: 4.5\n",
      "the round 69 rank: 1.0\n",
      "the round 70 rank: 4.5\n",
      "the round 71 rank: 166.5\n",
      "the round 72 rank: 165.0\n",
      "the round 73 rank: 7.0\n",
      "the round 74 rank: 8.5\n",
      "the round 75 rank: 2.0\n",
      "the round 76 rank: 2.0\n",
      "the round 77 rank: 11.5\n",
      "the round 78 rank: 106.0\n",
      "the round 79 rank: 2.0\n",
      "the round 80 rank: 64.0\n",
      "the round 81 rank: 10.5\n",
      "the round 82 rank: 32.0\n",
      "the round 83 rank: 2.0\n",
      "the round 84 rank: 4.0\n",
      "the round 85 rank: 160.0\n",
      "the round 86 rank: 39.0\n",
      "the round 87 rank: 1.0\n",
      "the round 88 rank: 1.0\n",
      "the round 89 rank: 1.0\n",
      "the round 90 rank: 9.5\n",
      "the round 91 rank: 20.0\n",
      "the round 92 rank: 7.0\n",
      "the round 93 rank: 1.0\n",
      "the round 94 rank: 4.0\n",
      "the round 95 rank: 1.0\n",
      "the round 96 rank: 1.0\n",
      "the round 97 rank: 9.0\n",
      "the round 98 rank: 13.0\n",
      "the round 99 rank: 1.0\n",
      "the round 100 rank: 10.0\n",
      "the round 101 rank: 8.0\n",
      "the round 102 rank: 27.0\n",
      "the round 103 rank: 80.5\n",
      "the round 104 rank: 2.5\n",
      "the round 105 rank: 10.5\n",
      "the round 106 rank: 1.0\n",
      "the round 107 rank: 9.0\n",
      "the round 108 rank: 2.0\n",
      "the round 109 rank: 15.0\n",
      "the round 110 rank: 72.0\n",
      "the round 111 rank: 64.0\n",
      "the round 112 rank: 5.0\n",
      "the round 113 rank: 1.0\n",
      "the round 114 rank: 3.0\n",
      "the round 115 rank: 4.0\n",
      "the round 116 rank: 39.5\n",
      "the round 117 rank: 1.0\n",
      "the round 118 rank: 18.5\n",
      "the round 119 rank: 4.5\n",
      "the round 120 rank: 4.5\n",
      "the round 121 rank: 1.5\n",
      "the round 122 rank: 13.0\n",
      "the round 123 rank: 29.0\n",
      "the round 124 rank: 14.0\n",
      "the round 125 rank: 8.0\n",
      "the round 126 rank: 16.0\n",
      "the round 127 rank: 6.0\n",
      "the round 128 rank: 1.0\n",
      "the round 129 rank: 1.0\n",
      "the round 130 rank: 16.0\n",
      "the round 131 rank: 63.0\n",
      "the round 132 rank: 50.0\n",
      "the round 133 rank: 1.0\n",
      "the round 134 rank: 30.0\n",
      "the round 135 rank: 27.0\n",
      "the round 136 rank: 68.5\n",
      "the round 137 rank: 208.0\n",
      "the round 138 rank: 5.5\n",
      "the round 139 rank: 165.0\n",
      "the round 140 rank: 2.5\n",
      "the round 141 rank: 2.0\n",
      "the round 142 rank: 16.0\n",
      "the round 143 rank: 20.0\n",
      "the round 144 rank: 2.0\n",
      "the round 145 rank: 1.0\n",
      "the round 146 rank: 29.0\n",
      "the round 147 rank: 2.5\n",
      "the round 148 rank: 1.5\n",
      "the round 149 rank: 16.0\n",
      "the round 150 rank: 30.5\n",
      "the round 151 rank: 26.5\n",
      "the round 152 rank: 42.5\n",
      "the round 153 rank: 15.0\n",
      "the round 154 rank: 59.0\n",
      "the round 155 rank: 16.0\n",
      "the round 156 rank: 61.5\n",
      "the round 157 rank: 9.5\n",
      "the round 158 rank: 2.5\n",
      "the round 159 rank: 11.5\n",
      "the round 160 rank: 165.0\n",
      "the round 161 rank: 16.0\n",
      "the round 162 rank: 39.5\n",
      "the round 163 rank: 41.0\n",
      "the round 164 rank: 159.0\n",
      "the round 165 rank: 39.5\n",
      "the round 166 rank: 7.0\n",
      "the round 167 rank: 72.0\n",
      "the round 168 rank: 22.0\n",
      "the round 169 rank: 6.0\n",
      "the round 170 rank: 39.0\n",
      "the round 171 rank: 2.0\n",
      "the round 172 rank: 16.0\n",
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      "the round 709 rank: 11.0\n",
      "the round 710 rank: 9.0\n",
      "the round 711 rank: 57.0\n",
      "the round 712 rank: 2.0\n",
      "the round 713 rank: 93.0\n",
      "the round 714 rank: 2.5\n",
      "the round 715 rank: 2.5\n",
      "the round 716 rank: 1.0\n",
      "the round 717 rank: 7.5\n",
      "the round 718 rank: 2.0\n",
      "the round 719 rank: 2.0\n",
      "the round 720 rank: 7.5\n",
      "the round 721 rank: 1.0\n",
      "the round 722 rank: 58.5\n",
      "the round 723 rank: 3.0\n",
      "the round 724 rank: 2.0\n",
      "the round 725 rank: 33.0\n",
      "the round 726 rank: 4.5\n",
      "the round 727 rank: 3.5\n",
      "the round 728 rank: 5.0\n",
      "the round 729 rank: 11.0\n",
      "the round 730 rank: 39.0\n",
      "the round 731 rank: 2.0\n",
      "the round 732 rank: 1.5\n",
      "the round 733 rank: 42.5\n",
      "the round 734 rank: 2.0\n",
      "the round 735 rank: 1.0\n",
      "the round 736 rank: 11.0\n",
      "the round 737 rank: 2.0\n",
      "the round 738 rank: 3.5\n",
      "the round 739 rank: 2.5\n",
      "the round 740 rank: 1.0\n",
      "the round 741 rank: 1.0\n",
      "the round 742 rank: 1.0\n",
      "the round 743 rank: 9.5\n",
      "the round 744 rank: 40.5\n",
      "the round 745 rank: 6.0\n",
      "the round 746 rank: 1.0\n",
      "the round 747 rank: 3.0\n",
      "the round 748 rank: 3.0\n",
      "the round 749 rank: 82.0\n",
      "the round 750 rank: 4.5\n",
      "the round 751 rank: 1.0\n",
      "the round 752 rank: 5.5\n",
      "the round 753 rank: 7.5\n",
      "the round 754 rank: 1.0\n",
      "the round 755 rank: 1.0\n",
      "the round 756 rank: 1.0\n",
      "the round 757 rank: 195.0\n",
      "the round 758 rank: 73.0\n",
      "the round 759 rank: 9.5\n",
      "the round 760 rank: 4.0\n",
      "the round 761 rank: 3.0\n",
      "the round 762 rank: 32.0\n",
      "the round 763 rank: 15.0\n",
      "the round 764 rank: 3.5\n",
      "the round 765 rank: 1.0\n",
      "the round 766 rank: 4.0\n",
      "the round 767 rank: 102.0\n",
      "the round 768 rank: 1.0\n",
      "the round 769 rank: 5.0\n",
      "the round 770 rank: 1.0\n",
      "the round 771 rank: 86.5\n",
      "the round 772 rank: 1.0\n",
      "the round 773 rank: 11.0\n",
      "the round 774 rank: 3.0\n",
      "the round 775 rank: 2.0\n",
      "the round 776 rank: 3.5\n",
      "the round 777 rank: 2.0\n",
      "the round 778 rank: 1.0\n",
      "the round 779 rank: 12.5\n",
      "the round 780 rank: 66.0\n",
      "the round 781 rank: 1.0\n",
      "the round 782 rank: 2.0\n",
      "the round 783 rank: 11.0\n",
      "the round 784 rank: 5.0\n",
      "the round 785 rank: 1.0\n",
      "the round 786 rank: 1.0\n",
      "the round 787 rank: 27.0\n",
      "the round 788 rank: 5.0\n",
      "the round 789 rank: 3.0\n",
      "the round 790 rank: 1.0\n",
      "the round 791 rank: 1.0\n",
      "the round 792 rank: 57.0\n",
      "the round 793 rank: 1.0\n",
      "the round 794 rank: 1.0\n",
      "the round 795 rank: 34.5\n",
      "the round 796 rank: 2.0\n",
      "the round 797 rank: 4.0\n",
      "the round 798 rank: 79.0\n",
      "the round 799 rank: 2.0\n",
      "the round 800 rank: 64.0\n",
      "the round 801 rank: 12.0\n",
      "the round 802 rank: 3.5\n",
      "the round 803 rank: 1.0\n",
      "the round 804 rank: 2.0\n",
      "the round 805 rank: 10.0\n",
      "the round 806 rank: 99.0\n",
      "the round 807 rank: 215.5\n",
      "the round 808 rank: 2.0\n",
      "the round 809 rank: 215.5\n",
      "the round 810 rank: 4.0\n",
      "the round 811 rank: 3.0\n",
      "the round 812 rank: 5.0\n",
      "the round 813 rank: 1.0\n",
      "the round 814 rank: 1.5\n",
      "the round 815 rank: 6.5\n",
      "the round 816 rank: 51.0\n",
      "the round 817 rank: 1.0\n",
      "the round 818 rank: 3.0\n",
      "the round 819 rank: 1.0\n",
      "the round 820 rank: 3.0\n",
      "the round 821 rank: 7.0\n",
      "the round 822 rank: 2.0\n",
      "the round 823 rank: 1.0\n",
      "the round 824 rank: 2.0\n",
      "the round 825 rank: 1.5\n",
      "the round 826 rank: 1.0\n",
      "the round 827 rank: 9.0\n",
      "the round 828 rank: 1.0\n",
      "the round 829 rank: 4.5\n",
      "the round 830 rank: 3.0\n",
      "the round 831 rank: 15.5\n",
      "the round 832 rank: 11.0\n",
      "the round 833 rank: 1.0\n",
      "the round 834 rank: 6.0\n",
      "the round 835 rank: 5.0\n",
      "the round 836 rank: 1.0\n",
      "the round 837 rank: 105.0\n",
      "the round 838 rank: 1.0\n",
      "the round 839 rank: 2.0\n",
      "the round 840 rank: 3.0\n",
      "the round 841 rank: 23.0\n",
      "the round 842 rank: 2.0\n",
      "the round 843 rank: 9.0\n",
      "the round 844 rank: 2.0\n",
      "the round 845 rank: 14.0\n",
      "the round 846 rank: 2.5\n",
      "the round 847 rank: 15.5\n",
      "the round 848 rank: 28.0\n",
      "the round 849 rank: 1.0\n",
      "the round 850 rank: 3.0\n",
      "the round 851 rank: 32.5\n",
      "the round 852 rank: 1.0\n",
      "the round 853 rank: 2.0\n",
      "the round 854 rank: 2.0\n",
      "the round 855 rank: 1.0\n",
      "the round 856 rank: 2.0\n",
      "the round 857 rank: 3.0\n",
      "the round 858 rank: 1.0\n",
      "the round 859 rank: 1.0\n",
      "the round 860 rank: 32.5\n",
      "the round 861 rank: 1.0\n",
      "the round 862 rank: 1.5\n",
      "the round 863 rank: 9.0\n",
      "the round 864 rank: 3.0\n",
      "the round 865 rank: 50.0\n",
      "the round 866 rank: 1.0\n",
      "the round 867 rank: 4.0\n",
      "the round 868 rank: 1.0\n",
      "the round 869 rank: 4.5\n",
      "the round 870 rank: 2.5\n",
      "the round 871 rank: 7.0\n",
      "the round 872 rank: 1.5\n",
      "the round 873 rank: 1.0\n",
      "the round 874 rank: 48.0\n",
      "the round 875 rank: 6.5\n",
      "the round 876 rank: 4.0\n",
      "the round 877 rank: 63.0\n",
      "the round 878 rank: 75.0\n",
      "the round 879 rank: 5.0\n",
      "the round 880 rank: 2.0\n",
      "the round 881 rank: 15.0\n",
      "the round 882 rank: 35.0\n",
      "the round 883 rank: 9.0\n",
      "the round 884 rank: 34.5\n",
      "the round 885 rank: 1.0\n",
      "the round 886 rank: 122.0\n",
      "the round 887 rank: 3.0\n",
      "the round 888 rank: 2.5\n",
      "the round 889 rank: 3.0\n",
      "the round 890 rank: 2.0\n",
      "the round 891 rank: 145.0\n",
      "the round 892 rank: 1.5\n",
      "the round 893 rank: 2.0\n",
      "the round 894 rank: 1.0\n",
      "the round 895 rank: 98.0\n",
      "the round 896 rank: 1.5\n",
      "the round 897 rank: 4.0\n",
      "the round 898 rank: 1.0\n",
      "the round 899 rank: 2.5\n",
      "the round 900 rank: 4.0\n",
      "the round 901 rank: 4.0\n",
      "the round 902 rank: 8.0\n",
      "the round 903 rank: 40.0\n",
      "the round 904 rank: 11.0\n",
      "the round 905 rank: 71.0\n",
      "the round 906 rank: 13.5\n",
      "the round 907 rank: 2.0\n",
      "the round 908 rank: 1.0\n",
      "the round 909 rank: 1.0\n",
      "the round 910 rank: 66.0\n",
      "the round 911 rank: 1.0\n",
      "the round 912 rank: 1.5\n",
      "the round 913 rank: 1.5\n",
      "the round 914 rank: 1.0\n",
      "the round 915 rank: 1.0\n",
      "the round 916 rank: 3.0\n",
      "the round 917 rank: 2.0\n",
      "the round 918 rank: 2.5\n",
      "the round 919 rank: 3.0\n",
      "the round 920 rank: 13.0\n",
      "the round 921 rank: 9.0\n",
      "the round 922 rank: 136.0\n",
      "the round 923 rank: 130.0\n",
      "the round 924 rank: 1.0\n",
      "the round 925 rank: 6.0\n",
      "the round 926 rank: 3.0\n",
      "the round 927 rank: 1.0\n",
      "the round 928 rank: 4.5\n",
      "the round 929 rank: 8.0\n",
      "the round 930 rank: 71.0\n",
      "the round 931 rank: 11.0\n",
      "the round 932 rank: 1.5\n",
      "the round 933 rank: 7.0\n",
      "the round 934 rank: 12.5\n",
      "the round 935 rank: 1.5\n",
      "the round 936 rank: 1.0\n",
      "the round 937 rank: 1.0\n",
      "the round 938 rank: 4.0\n",
      "the round 939 rank: 1.0\n",
      "the round 940 rank: 1.5\n",
      "the round 941 rank: 1.5\n",
      "the round 942 rank: 13.0\n",
      "the round 943 rank: 3.0\n",
      "the round 944 rank: 5.0\n",
      "the round 945 rank: 12.5\n",
      "the round 946 rank: 1.0\n",
      "the round 947 rank: 52.0\n",
      "the round 948 rank: 1.0\n",
      "the round 949 rank: 1.0\n",
      "the round 950 rank: 3.0\n",
      "the round 951 rank: 39.0\n",
      "the round 952 rank: 1.0\n",
      "the round 953 rank: 3.0\n",
      "the round 954 rank: 1.5\n",
      "the round 955 rank: 2.0\n",
      "the round 956 rank: 5.0\n",
      "the round 957 rank: 4.5\n",
      "the round 958 rank: 4.0\n",
      "the round 959 rank: 6.0\n",
      "the round 960 rank: 66.0\n",
      "the round 961 rank: 2.5\n",
      "the round 962 rank: 5.0\n",
      "the round 963 rank: 4.5\n",
      "the round 964 rank: 1.5\n",
      "the round 965 rank: 1.0\n",
      "the round 966 rank: 6.5\n",
      "the round 967 rank: 1.0\n",
      "the round 968 rank: 1.5\n",
      "the round 969 rank: 13.0\n",
      "the round 970 rank: 4.5\n",
      "the round 971 rank: 13.5\n",
      "the round 972 rank: 1.0\n",
      "the round 973 rank: 1.5\n",
      "the round 974 rank: 1.0\n",
      "the round 975 rank: 2.0\n",
      "the round 976 rank: 1.0\n",
      "the round 977 rank: 6.0\n",
      "the round 978 rank: 4.0\n",
      "the round 979 rank: 1.0\n",
      "the round 980 rank: 10.0\n",
      "the round 981 rank: 4.0\n",
      "the round 982 rank: 11.0\n",
      "the round 983 rank: 13.0\n",
      "the round 984 rank: 66.0\n",
      "the round 985 rank: 9.0\n",
      "the round 986 rank: 219.0\n",
      "the round 987 rank: 1.5\n",
      "the round 988 rank: 11.0\n",
      "the round 989 rank: 1.0\n",
      "the round 990 rank: 14.0\n",
      "the round 991 rank: 10.0\n",
      "the round 992 rank: 1.5\n",
      "the round 993 rank: 3.5\n",
      "the round 994 rank: 1.0\n",
      "the round 995 rank: 6.5\n",
      "the round 996 rank: 88.0\n",
      "the round 997 rank: 70.0\n",
      "the round 998 rank: 10.0\n",
      "the round 999 rank: 2.0\n",
      "socre of testing data: 22.896\n",
      "count    1000.000000\n",
      "mean       22.896000\n",
      "std        40.944079\n",
      "min         1.000000\n",
      "25%         2.000000\n",
      "50%         6.000000\n",
      "75%        19.250000\n",
      "max       307.000000\n",
      "dtype: float64\n"
     ]
    }
   ],
   "source": [
    "run main.py"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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B4bCZfUBLi87IzL6tpW0rAAAAAAANECcw/Cfn3AVaWnRGzrlhLfUgAgAAAAAaIM6qpFOS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\n3LmisWU6MGHIkFSseByfJIysqOC+F1/knLPOKurT6ruQxJ05+Hmo5eX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      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fbcac1c72d0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "%matplotlib inline\n",
    "import matplotlib.pyplot as plt\n",
    "import matplotlib\n",
    "matplotlib.rcParams['figure.figsize'] = (15.0, 7.5)\n",
    "plt.plot(rank_results_tr,'ro')\n",
    "plt.xlabel('Document Number')\n",
    "plt.ylabel('The ranking of the real pair')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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BAL3UKw8bs5dSeQgA7VIJDM3s5yQ9R9LZ9c/c/TeiSsSgCAzzjYkFAAAAgNFEHRj27bBv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\nOcwwNBgMBoPBYDAYDIZhjv8PrHdoEid3WBUAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fbc824b7050>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "matplotlib.rcParams['figure.figsize'] = (15.0, 7.5)\n",
    "# plt.plot(rank_results_tr,'ro')\n",
    "plt.plot(rank_results_te,'bo')\n",
    "plt.xlabel('Document Number')\n",
    "plt.ylabel('The ranking of the real pair')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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cGmMM77tvv7bSSU/rwgvfrIWF32YfRawSm8fQJwSGAABkU6/zeQFxqVZXdfXV79bi4qqk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\nILZd5BNl9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      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fbc87090f50>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "matplotlib.rcParams['figure.figsize'] = (15.0, 7.5)\n",
    "plt.plot(rank_results_tr,'ro')\n",
    "plt.plot(rank_results_te,'bo')\n",
    "plt.xlabel('Document Number')\n",
    "plt.ylabel('The ranking of the real pair')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {
    "collapsed": false,
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>en_article</th>\n",
       "      <th>xa</th>\n",
       "      <th>jp_article</th>\n",
       "      <th>transformation_jp</th>\n",
       "      <th>xb</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>u.s. commerce department seasonal adjust annua...</td>\n",
       "      <td>5 2 9 6 6 6 6 2 6 6</td>\n",
       "      <td>米 商務省 発表 する 建設 支出 以下 とおり 季節調整 年率 総 建設 支出 民間 部門...</td>\n",
       "      <td>[2, 3, 10, 7, 3, 10, 8, 8, 9, 8, 9, 3, 10, 7, ...</td>\n",
       "      <td>1 8 2 3 9 7 2 9 7 2 9 7 2 9 7 2 8 2 9 7 2 9 7 2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>chinese budget smartphone maker xiaomi plan se...</td>\n",
       "      <td>2 6 2 2 2 1 2 2 5 6 2 2 2 2 10 8 5 6 1 8 2 5 2...</td>\n",
       "      <td>中国 低価格 スマホ メーカー 小米科技 () 雷軍 董事長 以上 販売 する 計画 明らか...</td>\n",
       "      <td>[7, 5, 8, 2, 8, 3, 8, 7, 3, 8, 7, 10, 7, 7, 9,...</td>\n",
       "      <td>8 2 9 7 2 8 2 8 2 8 2 6 8 2 8 2 1 9 7 2 8 2 8 ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>samsung electronics co ltd fell more percent t...</td>\n",
       "      <td>2 2 2 2 5 5 5 5 2 5 6 5 5 5 6 5 6 1 6 5 5 5 5 ...</td>\n",
       "      <td>ソウル 株式市場 サムスン電子 株価 超 下落 する 安値 付ける 一部 アナリスト ウォン...</td>\n",
       "      <td>[3, 3, 3, 9, 3, 2, 7, 3, 3, 9, 9, 3, 8, 6, 8, ...</td>\n",
       "      <td>8 2 8 2 8 2 8 2 1 1 1 1 8 2 1 9 7 2 1 1 1 9 7 ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>fiat deal gain full control chrysler group llc...</td>\n",
       "      <td>2 1 5 1 8 2 8 10 5 2 1 5 5 5 5 7 7 2 7 2 1 1 5...</td>\n",
       "      <td>欧州 株式市場 イタリア 自動車 大手 FIAT 株価 一時 急伸 する 8月 以来 高値 ...</td>\n",
       "      <td>[10, 3, 10, 9, 4, 6, 9, 2, 8, 7, 4, 3, 3, 3, 7...</td>\n",
       "      <td>8 2 6 1 6 4 8 2 4 4 1 8 2 6 1 1 1 1 10 3 10 3 ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>fiat share jump thursday it strike deal gain f...</td>\n",
       "      <td>2 1 5 5 2 8 1 5 1 8 2 8 10 7 4 7 2 7 2 1 1 5 8...</td>\n",
       "      <td>欧州 株式市場 イタリア 自動車 大手 FIAT 株価 一時 急伸 する 8月 以来 高値 ...</td>\n",
       "      <td>[10, 3, 10, 9, 4, 6, 9, 2, 8, 7, 4, 3, 3, 3, 7...</td>\n",
       "      <td>8 2 6 1 1 8 2 4 6 1 6 4 8 2 4 4 10 3 10 10 3 8...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>u.s. treasuries price rise thursday benchmark ...</td>\n",
       "      <td>5 5 5 5 5 5 5 5 5 6 5 5 5 6 10 5 5 5 2 7 2 6 5...</td>\n",
       "      <td>カッコ 前 営業日 米 東部 時間 時分 前 営業日 終盤 米 東部 時間 時分 前 営業日...</td>\n",
       "      <td>[10, 4, 3, 2, 5, 3, 4, 4, 3, 3, 2, 5, 3, 4, 4,...</td>\n",
       "      <td>1 1 1 1 1 1 1 1 1 9 7 2 1 1 1 9 7 2 4 1 1 1 8 ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>auction detail see 3-year note</td>\n",
       "      <td>1 1 5 1 5</td>\n",
       "      <td>米財務省 銘柄 統合 入札 実施 する 発表 する 発行 いずれ 償還 1月 11月 11月</td>\n",
       "      <td>[6, 9, 7, 6, 4, 7, 10, 7, 6, 10, 6, 9, 8, 8]</td>\n",
       "      <td>6 6 1 6 1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>brent crude sink barrel thursday libya prepare...</td>\n",
       "      <td>5 5 5 5 5 8 1 1 2 8 4 4 4 2 4 5 5 8 8 5 2 2 1 ...</td>\n",
       "      <td>原油 先物 相場 リビア 大 規模 油田 生産 停止 要因 なる いる 抗議活動 休止 する...</td>\n",
       "      <td>[9, 3, 1, 9, 2, 9, 7, 4, 4, 9, 7, 4, 4, 4, 7, ...</td>\n",
       "      <td>1 1 1 1 1 4 6 6 8 2 4 10 10 10 8 2 10 1 1 4 4 ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>gauge u.s. factory activity hold 2-1/2-year hi...</td>\n",
       "      <td>5 5 4 4 7 5 5 5 2 8 2 2 9 5 3 5 4 5 5 5 5 10 4...</td>\n",
       "      <td>米 労働省 発表 する 12月 週 新規 失業保険 申請 件数 季節調整 前週 り 連続 減...</td>\n",
       "      <td>[2, 8, 10, 7, 4, 9, 8, 8, 8, 8, 9, 3, 3, 8, 8,...</td>\n",
       "      <td>1 1 10 10 10 3 1 1 1 8 2 4 8 2 8 2 3 1 5 1 10 ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>work massive panama canal extension project ma...</td>\n",
       "      <td>8 1 8 2 1 1 7 2 1 9 5 2 9 6 9 6 7 2 8 5 6 9 2 ...</td>\n",
       "      <td>パナマ運河 拡張 工事 めぐる 建設 会社 成る 企業 連合 パナマ運河 PC コスト 超過...</td>\n",
       "      <td>[9, 3, 9, 9, 3, 9, 4, 6, 7, 9, 2, 9, 9, 3, 5, ...</td>\n",
       "      <td>4 6 4 8 2 6 6 10 3 8 2 6 3 1 8 2 3 9 7 2 3 9 7...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>increase december car sale france spain prompt...</td>\n",
       "      <td>6 5 2 2 8 8 7 7 4 7 2 5 2 7 5 5 6 5 6 5 5 5 5 ...</td>\n",
       "      <td>12月 フランス イタリア スペイン 自動車販売 台数 前年 同月 増加 する 欧州 自動車...</td>\n",
       "      <td>[4, 10, 10, 7, 8, 8, 9, 7, 8, 7, 10, 9, 9, 5, ...</td>\n",
       "      <td>9 7 2 1 8 2 8 2 4 4 10 3 10 3 10 10 3 8 2 1 8 ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>federal reserve provide liquidity foreign cent...</td>\n",
       "      <td>7 7 1 1 1 7 5 5 5 2 10 7 8 5 7 7 7 8 1 1 5 2 5...</td>\n",
       "      <td>米 連邦準備理事会 FRB 傘下 ニューヨーク連銀 発表 する 最新 週間 データ よる 通...</td>\n",
       "      <td>[2, 2, 2, 6, 8, 10, 7, 7, 3, 7, 7, 8, 3, 2, 3,...</td>\n",
       "      <td>10 3 10 3 6 6 6 10 3 1 1 1 8 2 4 10 3 4 1 10 3...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>new car sale spain rise percent year early car...</td>\n",
       "      <td>2 2 2 8 5 5 6 5 2 2 2 2 8 5 6 7 1 2 2 5 5 5 6 ...</td>\n",
       "      <td>スペイン 自動車 業界団体 よる 新車 販売 政府 補助 支援 する 前年 なる 減少 する...</td>\n",
       "      <td>[7, 9, 9, 7, 8, 8, 10, 10, 4, 7, 9, 7, 8, 7, 4...</td>\n",
       "      <td>8 2 8 2 8 2 4 1 1 9 7 2 1 8 2 8 2 8 2 8 2 4 1 ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>south korean auto maker hyundai motor co kia m...</td>\n",
       "      <td>8 8 2 2 2 2 2 2 2 2 2 7 6 5 4 4 6 2 5 5 6 6 5 ...</td>\n",
       "      <td>韓国 自動車メーカー 現代自動車 系列 起亜自動車 世界 販売台数 両社 合計 前年 目標 ...</td>\n",
       "      <td>[7, 3, 6, 7, 3, 5, 3, 6, 9, 9, 2, 3, 7, 8, 7, ...</td>\n",
       "      <td>4 4 8 2 8 2 8 2 8 2 8 2 8 2 8 2 8 2 8 2 10 3 9...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>u.s. manufacturing end year high note grow dec...</td>\n",
       "      <td>5 4 5 6 5 5 6 5 2 4 4 6 6 6 4 2 9 6 2 6 5 5 7 ...</td>\n",
       "      <td>Markit 発表 する 12月 米 製造業 購買担当者景気指数 PM 改定 1月 以来 高...</td>\n",
       "      <td>[1, 10, 7, 4, 2, 10, 10, 10, 10, 9, 3, 4, 10, ...</td>\n",
       "      <td>1 10 1 9 7 2 1 1 9 7 2 1 8 2 10 10 9 7 2 9 7 2...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>oil price fell more thursday libya prepare res...</td>\n",
       "      <td>5 5 5 5 5 8 1 1 2 8 7 5 5 5 2 5 2 5 5 6 6 5 7 ...</td>\n",
       "      <td>原油 先物 相場 リビア 大 規模 油田 生産 停止 要因 なる いる 抗議活動 休止 する...</td>\n",
       "      <td>[9, 3, 1, 9, 2, 9, 7, 4, 4, 9, 7, 4, 4, 4, 7, ...</td>\n",
       "      <td>1 1 1 1 1 4 6 6 8 2 4 10 3 1 1 1 8 2 1 8 2 1 1...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>freddie mac average u.s. mortgage rate percent...</td>\n",
       "      <td>1 2 6 5 1 6 5 10 5 5</td>\n",
       "      <td>米 連邦 住宅 貸付 抵当 公社 フレディマック 調査 住宅ローン 金利 手数料 以下 通り...</td>\n",
       "      <td>[2, 10, 10, 4, 9, 8, 2, 7, 3, 9, 9, 8, 8, 9, 3...</td>\n",
       "      <td>6 8 2 9 7 2 1 6 9 7 2 1 4 1 1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>u.s. construction spending rise it high level ...</td>\n",
       "      <td>5 2 6 5 2 5 5 5 6 6 5 10 2 1 6 5 1 6 2 6 6 5 6...</td>\n",
       "      <td>米 商務省 発表 する 11月 建設 支出 前 月 年率 3月 以来 高水準 公共 部門 減...</td>\n",
       "      <td>[2, 3, 10, 7, 8, 3, 10, 4, 8, 8, 4, 3, 4, 3, 5...</td>\n",
       "      <td>1 8 2 9 7 2 1 8 2 1 1 1 9 7 2 9 7 2 1 4 8 2 6 ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>russia world big oil producer raise output pos...</td>\n",
       "      <td>7 4 5 5 5 1 4 9 2 5 5 5 6 5 5 5 6 2 2 5 6 5 1 ...</td>\n",
       "      <td>ロシア エネルギー省 発表 する データ よる 石油 生産量 日量 ソビエト連邦 崩壊 最 ...</td>\n",
       "      <td>[5, 4, 10, 7, 7, 7, 5, 9, 5, 7, 7, 7, 4, 3, 5,...</td>\n",
       "      <td>10 3 10 1 1 1 6 10 3 8 2 1 1 1 9 7 2 1 1 1 9 7...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>morning fix</td>\n",
       "      <td>5 5</td>\n",
       "      <td>ロンドン 市場 午後 値 決め 以下 通り ドル オンス 午後 ドル 午前 ドル</td>\n",
       "      <td>[4, 9, 4, 3, 6, 8, 8, 2, 4, 4, 2, 9, 2]</td>\n",
       "      <td>1 1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>premium italian spanish bond offer benchmark g...</td>\n",
       "      <td>2 7 7 5 1 5 7 5 5 6 5 5 2 4 6 5 8 5 5 8 4 5 4 ...</td>\n",
       "      <td>カッコ 先物 欧州 市場 前 営業日 終値 現物 前 営業日 終盤 時分 先物 清算 ユーロ...</td>\n",
       "      <td>[10, 3, 10, 9, 4, 3, 3, 4, 4, 3, 3, 4, 3, 4, 1...</td>\n",
       "      <td>8 2 10 3 10 3 1 6 1 10 3 1 1 9 7 2 1 1 8 2 10 ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>china yuan pull back slightly record high doll...</td>\n",
       "      <td>2 2 5 5 5 5 5 5 5 7 5 5 5 5 3 5 2 5 9 5 5 2 5 ...</td>\n",
       "      <td>年明け 上海 外国為替市場 人民元 相場 引け 強含み 昨年 12月 付ける 最 高値 水準...</td>\n",
       "      <td>[9, 3, 8, 9, 1, 3, 2, 3, 4, 3, 7, 3, 1, 3, 9, ...</td>\n",
       "      <td>8 2 8 2 1 1 1 1 1 1 1 10 3 1 1 1 1 5 1 8 2 1 3...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>italian carmaker fiat spa say wednesday it hav...</td>\n",
       "      <td>7 2 2 2 8 5 2 7 4 1 7 1 5 2 2 8 10 2 7 7 7 1 5...</td>\n",
       "      <td>イタリア 自動車 大手 FIAT 傘下 米 クライスラー グループ 完全子会社 合意 する ...</td>\n",
       "      <td>[10, 9, 4, 6, 6, 2, 3, 1, 7, 7, 7, 10, 7, 4, 6...</td>\n",
       "      <td>10 3 8 2 8 2 8 2 4 1 8 2 10 3 10 6 10 3 6 1 8 ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>brent crude rise barrel thursday decline oil s...</td>\n",
       "      <td>5 5 5 5 5 5 5 2 7 5 8 8 6 1 8 8 8 4 4 4 2 1 5 ...</td>\n",
       "      <td>原油 先物 相場 リビア 大 規模 油田 生産 停止 要因 なる いる 抗議活動 休止 する...</td>\n",
       "      <td>[9, 3, 1, 9, 2, 9, 7, 4, 4, 9, 7, 4, 4, 4, 7, ...</td>\n",
       "      <td>1 1 1 1 1 1 1 8 2 10 3 1 4 4 9 7 2 6 4 4 4 10 ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>china have approve more company list mainland ...</td>\n",
       "      <td>2 7 2 5 1 1 1 5 10 4 2 7 2 2 5 1 2 2 1 2 8 10 ...</td>\n",
       "      <td>中国 再開 する 新規株式公開 承認 加速 する いる 国営 メディア 新た 上場 承認 す...</td>\n",
       "      <td>[7, 6, 7, 3, 9, 7, 7, 4, 8, 7, 10, 3, 9, 7, 7,...</td>\n",
       "      <td>8 2 10 3 8 2 1 6 6 6 1 4 10 8 2 10 3 8 2 8 2 1...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>janet yellen come step close final approval fe...</td>\n",
       "      <td>10 7 2 7 5 4 2 7 7 6 3 5 8 5 5 7 10 8 8 8 1 10...</td>\n",
       "      <td>米 上院 連邦準備理事会 FRB 次期 議長 指名 する イエレン 副議長 指名 承認 採決...</td>\n",
       "      <td>[2, 9, 2, 2, 4, 8, 10, 7, 2, 2, 10, 9, 10, 4, ...</td>\n",
       "      <td>4 10 3 8 2 10 3 1 10 8 2 10 3 10 3 9 7 2 5 1 4...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>libya hop resume oil production it large oilfi...</td>\n",
       "      <td>8 2 1 5 6 2 1 8 6 2 5 9 1 1 6 5 8 8 8 5 9 8 7 ...</td>\n",
       "      <td>リビア 大 規模 油田 エル シャララ 生産 停止 要因 なる いる 抗議活動 デモ隊 活動...</td>\n",
       "      <td>[9, 2, 9, 7, 7, 9, 4, 4, 9, 7, 4, 4, 10, 9, 7,...</td>\n",
       "      <td>4 8 2 6 1 9 7 2 8 2 6 4 9 7 2 8 2 1 3 6 6 9 7 ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>italian carmaker fiat spa strike deal gain ful...</td>\n",
       "      <td>7 2 2 2 8 1 5 1 8 2 8 10 5 5 6 9 7 2 7 9 10 8 ...</td>\n",
       "      <td>イタリア 自動車 大手 FIAT 傘下 米 クライスラー グループ 完全子会社 合意 する ...</td>\n",
       "      <td>[10, 9, 4, 6, 6, 2, 3, 1, 7, 7, 7, 10, 7, 4, 6...</td>\n",
       "      <td>10 3 8 2 8 2 8 2 4 6 1 6 4 8 2 4 4 1 1 9 7 2 3...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>number american file new claim unemployment be...</td>\n",
       "      <td>2 8 2 2 9 5 3 5 4 5 5 5 5 3 5 4 5 5 6 2 9 8 5 ...</td>\n",
       "      <td>米 労働省 発表 する 12月 週 新規 失業保険 申請 件数 季節調整 前週 り 連続 減...</td>\n",
       "      <td>[2, 8, 10, 7, 4, 9, 8, 8, 8, 8, 9, 3, 3, 8, 8,...</td>\n",
       "      <td>8 2 4 8 2 8 2 3 1 5 1 10 1 1 1 1 5 1 10 1 1 9 ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>britain top share index fell first trading day...</td>\n",
       "      <td>6 7 1 5 5 6 5 5 2 6 6 2 1 6 5 6 5 2 5 7 2 4 5 ...</td>\n",
       "      <td>カッコ 前 営業日 総合 株価指数 ロンドン 終値 前 営業日 終値 ロンドン株式市場 反落...</td>\n",
       "      <td>[10, 4, 3, 1, 3, 4, 3, 4, 3, 3, 9, 9, 7, 3, 7,...</td>\n",
       "      <td>9 7 2 10 3 6 1 1 9 7 2 1 1 8 2 9 7 2 9 7 2 8 2...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>970</th>\n",
       "      <td>sometimes news be bad news j.c. penney co inc ...</td>\n",
       "      <td>9 8 2 7 8 2 2 2 2 1 5 5 9 2 2 8 5 2 2 3 2 2 2 ...</td>\n",
       "      <td>米 百貨店 大手 JC ペニー 株価 ニューヨーク市場 急落 する 終値 なる 同社 年末 ...</td>\n",
       "      <td>[2, 8, 4, 6, 6, 9, 9, 4, 7, 3, 7, 1, 9, 8, 8, ...</td>\n",
       "      <td>3 4 8 2 10 3 4 8 2 8 2 8 2 8 2 6 1 1 3 8 2 8 2...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>971</th>\n",
       "      <td>european central bank unexpected cut interest ...</td>\n",
       "      <td>7 7 5 5 1 6 6 2 5 5 5 7 5 3 5 5 5 5 5 4 2 7 7 ...</td>\n",
       "      <td>欧州中央銀行 EC 主要政策金利 据え置く 上限 金利 限界 貸出金利 下限 金利 中銀 預...</td>\n",
       "      <td>[7, 10, 9, 10, 10, 9, 8, 8, 8, 9, 10, 8, 9, 9,...</td>\n",
       "      <td>10 3 10 3 1 1 6 9 7 2 9 7 2 8 2 1 1 1 10 3 1 5...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>972</th>\n",
       "      <td>doji jpy sideline eur volatility ahead tonight...</td>\n",
       "      <td>5 5 8 5 7 7 7 4 5 4 2 4 7 7 5 5 5 5 5 7 5 5 5 ...</td>\n",
       "      <td>ドル 円 テクニカル分析 米 雇用統計 前 調整 続く 見通し 今晩 米 雇用統計 発表 控...</td>\n",
       "      <td>[2, 8, 2, 2, 8, 4, 10, 4, 9, 8, 2, 8, 10, 8, 8...</td>\n",
       "      <td>1 1 4 1 10 3 10 3 10 3 10 1 10 8 2 10 10 3 10 ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>973</th>\n",
       "      <td>u.s. labor department report initial state job...</td>\n",
       "      <td>5 3 9 6 2 8 5 3 9 6 6</td>\n",
       "      <td>米 労働省 発表 する 新規 失業保険 週間 申請 件数 以下 通り 失業保険 修正 日付 ...</td>\n",
       "      <td>[2, 8, 10, 7, 8, 8, 3, 8, 8, 8, 8, 8, 8, 8, 9,...</td>\n",
       "      <td>1 5 3 9 7 2 8 2 4 1 5 3 9 7 2 9 7 2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>974</th>\n",
       "      <td>president barack obama invited german chancell...</td>\n",
       "      <td>10 8 8 7 7 8 8 8 8 8 6 8 2 8 5 7 7 2 9 8 8 7 1...</td>\n",
       "      <td>米 ホワイトハウス オバマ大統領 ドイツ メルケル 首相 電話 会談 する メルケル 首相 ...</td>\n",
       "      <td>[2, 4, 9, 7, 10, 10, 9, 7, 7, 10, 10, 4, 8, 7,...</td>\n",
       "      <td>4 4 4 10 3 10 3 4 4 4 4 4 9 7 2 4 8 2 4 1 10 3...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>975</th>\n",
       "      <td>european central bank leave interest rate unch...</td>\n",
       "      <td>7 7 5 7 6 6 5 5 7 1 8 2 7 2 4 6 6 6 7 7 7 7 5 ...</td>\n",
       "      <td>欧州中央銀行 EC 主要政策金利 据え置く 上限 金利 限界 貸出金利 下限 金利 中銀 預...</td>\n",
       "      <td>[7, 10, 9, 10, 10, 9, 8, 8, 8, 9, 10, 8, 9, 9,...</td>\n",
       "      <td>10 3 10 3 1 10 3 9 7 2 9 7 2 1 1 10 3 6 4 8 2 ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>976</th>\n",
       "      <td>china will spend more km mile new railway line...</td>\n",
       "      <td>2 1 6 5 8 8 2 2 2 6 8 8 8 8 7 10 2 8 2 10 1 2 ...</td>\n",
       "      <td>新華社 よる 中国 今年 新規 鉄道路線 建設 投じる 建設 する 路線 以上 なる 予定 ...</td>\n",
       "      <td>[7, 7, 7, 4, 8, 3, 3, 9, 3, 7, 10, 3, 7, 4, 7,...</td>\n",
       "      <td>8 2 6 9 7 2 1 4 4 8 2 8 2 8 2 9 7 2 4 4 4 4 10...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>977</th>\n",
       "      <td>european central bank leave interest rate unch...</td>\n",
       "      <td>7 7 5 7 6 6 5 5 7 2 9 7 7 5 3 2 7 5 4 2 5 2 4 ...</td>\n",
       "      <td>欧州中央銀行 EC 主要政策金利 据え置く 上限 金利 限界 貸出金利 下限 金利 中銀 預...</td>\n",
       "      <td>[7, 10, 9, 10, 10, 9, 8, 8, 8, 9, 10, 8, 9, 9,...</td>\n",
       "      <td>10 3 10 3 1 10 3 9 7 2 9 7 2 1 1 10 3 8 2 3 10...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>978</th>\n",
       "      <td>european central bank keep interest rate stead...</td>\n",
       "      <td>7 7 5 5 6 6 5 5 5 3 2 5 5 6 4 5 5 4 5 5 4 3 2 ...</td>\n",
       "      <td>欧州中央銀行 EC 主要政策金利 据え置く 上限 金利 限界 貸出金利 下限 金利 中銀 預...</td>\n",
       "      <td>[7, 10, 9, 10, 10, 9, 8, 8, 8, 9, 10, 8, 9, 9,...</td>\n",
       "      <td>10 3 10 3 1 1 9 7 2 9 7 2 1 1 1 5 8 2 1 1 9 7 ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>979</th>\n",
       "      <td>european central bank keep interest rate stead...</td>\n",
       "      <td>7 7 5 5 6 6 5 5 5 3 2 5 5 6 4 5 5 4 5 5 4 3 2 ...</td>\n",
       "      <td>欧州中央銀行 EC 主要政策金利 据え置く 上限 金利 限界 貸出金利 下限 金利 中銀 預...</td>\n",
       "      <td>[7, 10, 9, 10, 10, 9, 8, 8, 8, 9, 10, 8, 9, 9,...</td>\n",
       "      <td>10 3 10 3 1 1 9 7 2 9 7 2 1 1 1 5 8 2 1 1 9 7 ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>980</th>\n",
       "      <td>european central bank keep interest rate recor...</td>\n",
       "      <td>7 7 5 5 6 6 5 5 2 1 7 5 7 5 7 4 5 9 7 9 2 8 5 ...</td>\n",
       "      <td>欧州中央銀行 EC 主要政策金利 据え置く 上限 金利 限界 貸出金利 下限 金利 中銀 預...</td>\n",
       "      <td>[7, 10, 9, 10, 10, 9, 8, 8, 8, 9, 10, 8, 9, 9,...</td>\n",
       "      <td>10 3 10 3 1 1 9 7 2 9 7 2 1 1 8 2 6 10 3 1 10 ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>981</th>\n",
       "      <td>european central bank leave interest rate unch...</td>\n",
       "      <td>7 7 5 7 6 6 5 5 7 1 1 1 2 2 2 4 2 5 4 5 7 7 2 ...</td>\n",
       "      <td>欧州中央銀行 EC 主要政策金利 据え置く 上限 金利 限界 貸出金利 下限 金利 中銀 預...</td>\n",
       "      <td>[7, 10, 9, 10, 10, 9, 8, 8, 8, 9, 10, 8, 9, 9,...</td>\n",
       "      <td>10 3 10 3 1 10 3 9 7 2 9 7 2 1 1 10 3 6 6 6 8 ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>982</th>\n",
       "      <td>european central bank unexpected cut interest ...</td>\n",
       "      <td>7 7 5 5 1 6 6 2 5 5 5 7 5 3 5 5 5 5 5 4 2 7 7 ...</td>\n",
       "      <td>欧州中央銀行 EC 主要政策金利 据え置く 上限 金利 限界 貸出金利 下限 金利 中銀 預...</td>\n",
       "      <td>[7, 10, 9, 10, 10, 9, 8, 8, 8, 9, 10, 8, 9, 9,...</td>\n",
       "      <td>10 3 10 3 1 1 6 9 7 2 9 7 2 8 2 1 1 1 10 3 1 5...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>983</th>\n",
       "      <td>be result federal reserve purchase treasury th...</td>\n",
       "      <td>2 4 7 7 1 5 5 6 2 10 7 7 2 2 1 1 1 2 7 1 1 2 7...</td>\n",
       "      <td>米 連邦準備理事会 FRB 傘下 ニューヨーク連銀 国債 買い切る オペ 実施 する 国債 ...</td>\n",
       "      <td>[2, 2, 2, 6, 8, 10, 8, 8, 4, 7, 10, 7, 7, 9, 8...</td>\n",
       "      <td>8 2 10 10 3 10 3 6 1 1 9 7 2 8 2 4 10 3 10 3 8...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>984</th>\n",
       "      <td>european central bank leave interest rate unch...</td>\n",
       "      <td>7 7 5 7 6 6 5 5 7 1 1 1 2 2 2 4 2 5 4 5 7 7 2 ...</td>\n",
       "      <td>欧州中央銀行 EC 主要政策金利 据え置く 上限 金利 限界 貸出金利 下限 金利 中銀 預...</td>\n",
       "      <td>[7, 10, 9, 10, 10, 9, 8, 8, 8, 9, 10, 8, 9, 9,...</td>\n",
       "      <td>10 3 10 3 1 10 3 9 7 2 9 7 2 1 1 10 3 6 6 6 8 ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>985</th>\n",
       "      <td>european central bank leave interest rate unch...</td>\n",
       "      <td>7 7 5 7 6 6 5 5 5 5 7 9 2 7 7 9 5 2 5 6 2 2 5 ...</td>\n",
       "      <td>欧州中央銀行 EC 主要政策金利 据え置く 上限 金利 限界 貸出金利 下限 金利 中銀 預...</td>\n",
       "      <td>[7, 10, 9, 10, 10, 9, 8, 8, 8, 9, 10, 8, 9, 9,...</td>\n",
       "      <td>10 3 10 3 1 10 3 9 7 2 9 7 2 1 1 1 1 10 3 3 8 ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>986</th>\n",
       "      <td>european central bank leave interest rate unch...</td>\n",
       "      <td>7 7 5 7 6 6 5 5 5 5 7 9 2 7 7 9 5 2 5 6 2 2 5 ...</td>\n",
       "      <td>欧州中央銀行 EC 主要政策金利 据え置く 上限 金利 限界 貸出金利 下限 金利 中銀 預...</td>\n",
       "      <td>[7, 10, 9, 10, 10, 9, 8, 8, 8, 9, 10, 8, 9, 9,...</td>\n",
       "      <td>10 3 10 3 1 10 3 9 7 2 9 7 2 1 1 1 1 10 3 3 8 ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>987</th>\n",
       "      <td>european central bank leave interest rate unch...</td>\n",
       "      <td>7 7 5 7 6 6 5 5 7 2 9 7 7 5 3 2 7 5 4 2 5 2 4 ...</td>\n",
       "      <td>欧州中央銀行 EC 主要政策金利 据え置く 上限 金利 限界 貸出金利 下限 金利 中銀 預...</td>\n",
       "      <td>[7, 10, 9, 10, 10, 9, 8, 8, 8, 9, 10, 8, 9, 9,...</td>\n",
       "      <td>10 3 10 3 1 10 3 9 7 2 9 7 2 1 1 10 3 8 2 3 10...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>988</th>\n",
       "      <td>daimler ag mercedes-benz unit saw vehicle sale...</td>\n",
       "      <td>2 2 2 2 5 2 2 2 5 5 6 6 8 5 2 1 2 5 2 6 2 2 6 ...</td>\n",
       "      <td>ドイツ 自動車 大手 ダイムラー メルセデス・ベンツ 部門 中国 自動車販売 香港 除く 前...</td>\n",
       "      <td>[7, 9, 4, 6, 10, 5, 7, 8, 6, 8, 9, 8, 7, 7, 7,...</td>\n",
       "      <td>8 2 8 2 8 2 8 2 1 8 2 8 2 8 2 1 1 9 7 2 9 7 2 ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>989</th>\n",
       "      <td>european central bank leave interest rate unch...</td>\n",
       "      <td>7 7 5 7 6 6 5 5 7 2 9 7 7 5 3 2 7 5 4 2 5 2 4 ...</td>\n",
       "      <td>欧州中央銀行 EC 主要政策金利 据え置く 上限 金利 限界 貸出金利 下限 金利 中銀 預...</td>\n",
       "      <td>[7, 10, 9, 10, 10, 9, 8, 8, 8, 9, 10, 8, 9, 9,...</td>\n",
       "      <td>10 3 10 3 1 10 3 9 7 2 9 7 2 1 1 10 3 8 2 3 10...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>990</th>\n",
       "      <td>european central bank keep interest rate stead...</td>\n",
       "      <td>7 7 5 5 6 6 5 5 5 3 2 5 5 6 4 5 5 4 5 5 4 3 2 ...</td>\n",
       "      <td>欧州中央銀行 EC 主要政策金利 据え置く 上限 金利 限界 貸出金利 下限 金利 中銀 預...</td>\n",
       "      <td>[7, 10, 9, 10, 10, 9, 8, 8, 8, 9, 10, 8, 9, 9,...</td>\n",
       "      <td>10 3 10 3 1 1 9 7 2 9 7 2 1 1 1 5 8 2 1 1 9 7 ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>991</th>\n",
       "      <td>european central bank cut interest rate record...</td>\n",
       "      <td>7 7 5 1 6 6 5 5 5 1 3 6 2 5 1 1 5 5 5 7 7 7 3 ...</td>\n",
       "      <td>欧州中央銀行 EC 主要政策金利 据え置く 上限 金利 限界 貸出金利 下限 金利 中銀 預...</td>\n",
       "      <td>[7, 10, 9, 10, 10, 9, 8, 8, 8, 9, 10, 8, 9, 9,...</td>\n",
       "      <td>10 3 10 3 1 6 9 7 2 9 7 2 1 1 1 6 5 9 7 2 8 2 ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>992</th>\n",
       "      <td>european central bank hold borrow rate thursda...</td>\n",
       "      <td>7 7 5 7 6 6 5 2 1 2 1 3 5 4 2 5 5 4 7 5 9 7 7 ...</td>\n",
       "      <td>欧州中央銀行 EC 主要政策金利 据え置く 上限 金利 限界 貸出金利 下限 金利 中銀 預...</td>\n",
       "      <td>[7, 10, 9, 10, 10, 9, 8, 8, 8, 9, 10, 8, 9, 9,...</td>\n",
       "      <td>10 3 10 3 1 10 3 9 7 2 9 7 2 1 8 2 6 8 2 6 5 1...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>993</th>\n",
       "      <td>european central bank hold borrow rate thursda...</td>\n",
       "      <td>7 7 5 7 6 6 5 2 1 2 1 3 5 4 2 5 5 4 7 5 9 7 7 ...</td>\n",
       "      <td>欧州中央銀行 EC 主要政策金利 据え置く 上限 金利 限界 貸出金利 下限 金利 中銀 預...</td>\n",
       "      <td>[7, 10, 9, 10, 10, 9, 8, 8, 8, 9, 10, 8, 9, 9,...</td>\n",
       "      <td>10 3 10 3 1 10 3 9 7 2 9 7 2 1 8 2 6 8 2 6 5 1...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>994</th>\n",
       "      <td>alcoa inc report massive quarterly loss thursd...</td>\n",
       "      <td>2 2 6 1 6 5 5 7 5 2 5 5 1 1 1 2 1 1 1 5 2 5 5 ...</td>\n",
       "      <td>米 アルミ 大手 アルコア 発表 する 四半期 決算 大幅 赤字 なる 過去 精錬 取得 絡...</td>\n",
       "      <td>[2, 3, 4, 8, 10, 7, 10, 8, 7, 3, 7, 7, 4, 4, 9...</td>\n",
       "      <td>8 2 8 2 9 7 2 6 9 7 2 1 1 10 3 1 8 2 1 1 6 6 6...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>995</th>\n",
       "      <td>european central bank cut interest rate record...</td>\n",
       "      <td>7 7 5 1 6 6 5 5 5 1 3 6 2 5 1 1 5 5 5 7 7 7 3 ...</td>\n",
       "      <td>欧州中央銀行 EC 主要政策金利 据え置く 上限 金利 限界 貸出金利 下限 金利 中銀 預...</td>\n",
       "      <td>[7, 10, 9, 10, 10, 9, 8, 8, 8, 9, 10, 8, 9, 9,...</td>\n",
       "      <td>10 3 10 3 1 6 9 7 2 9 7 2 1 1 1 6 5 9 7 2 8 2 ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>996</th>\n",
       "      <td>european central bank unexpected cut interest ...</td>\n",
       "      <td>7 7 5 5 1 6 6 2 5 5 5 7 5 3 5 5 5 5 5 4 2 7 7 ...</td>\n",
       "      <td>欧州中央銀行 EC 主要政策金利 据え置く 上限 金利 限界 貸出金利 下限 金利 中銀 預...</td>\n",
       "      <td>[7, 10, 9, 10, 10, 9, 8, 8, 8, 9, 10, 8, 9, 9,...</td>\n",
       "      <td>10 3 10 3 1 1 6 9 7 2 9 7 2 8 2 1 1 1 10 3 1 5...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>997</th>\n",
       "      <td>thai stock rise thursday investor build positi...</td>\n",
       "      <td>5 5 5 5 5 2 7 5 5 5 5 5 5 6 5 1 5 5 7 6 7 7 5 ...</td>\n",
       "      <td>午前 バンコク 株式市場 株価 上昇 する 配当 目当て 買う ほか タイ 通貨 バーツ 売...</td>\n",
       "      <td>[9, 10, 3, 9, 2, 7, 10, 2, 1, 9, 10, 5, 3, 2, ...</td>\n",
       "      <td>1 1 1 1 1 8 2 10 3 1 1 1 1 1 1 9 7 2 1 6 1 1 1...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>998</th>\n",
       "      <td>european central bank leave interest rate unch...</td>\n",
       "      <td>7 7 5 7 6 6 5 5 5 5 2 5 8 8 10 7 7 7 7 7 7 7 5...</td>\n",
       "      <td>欧州中央銀行 EC 主要政策金利 据え置く 上限 金利 限界 貸出金利 下限 金利 中銀 預...</td>\n",
       "      <td>[7, 10, 9, 10, 10, 9, 8, 8, 8, 9, 10, 8, 9, 9,...</td>\n",
       "      <td>10 3 10 3 1 10 3 9 7 2 9 7 2 1 1 1 1 8 2 1 4 4...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>999</th>\n",
       "      <td>european central bank leave interest rate unch...</td>\n",
       "      <td>7 7 5 7 6 6 5 5 7 1 1 1 2 2 2 4 2 5 4 5 7 7 2 ...</td>\n",
       "      <td>欧州中央銀行 EC 主要政策金利 据え置く 上限 金利 限界 貸出金利 下限 金利 中銀 預...</td>\n",
       "      <td>[7, 10, 9, 10, 10, 9, 8, 8, 8, 9, 10, 8, 9, 9,...</td>\n",
       "      <td>10 3 10 3 1 10 3 9 7 2 9 7 2 1 1 10 3 6 6 6 8 ...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>999 rows × 5 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                            en_article  \\\n",
       "0    u.s. commerce department seasonal adjust annua...   \n",
       "1    chinese budget smartphone maker xiaomi plan se...   \n",
       "2    samsung electronics co ltd fell more percent t...   \n",
       "3    fiat deal gain full control chrysler group llc...   \n",
       "4    fiat share jump thursday it strike deal gain f...   \n",
       "5    u.s. treasuries price rise thursday benchmark ...   \n",
       "6                       auction detail see 3-year note   \n",
       "7    brent crude sink barrel thursday libya prepare...   \n",
       "8    gauge u.s. factory activity hold 2-1/2-year hi...   \n",
       "9    work massive panama canal extension project ma...   \n",
       "10   increase december car sale france spain prompt...   \n",
       "11   federal reserve provide liquidity foreign cent...   \n",
       "12   new car sale spain rise percent year early car...   \n",
       "13   south korean auto maker hyundai motor co kia m...   \n",
       "14   u.s. manufacturing end year high note grow dec...   \n",
       "15   oil price fell more thursday libya prepare res...   \n",
       "16   freddie mac average u.s. mortgage rate percent...   \n",
       "17   u.s. construction spending rise it high level ...   \n",
       "18   russia world big oil producer raise output pos...   \n",
       "19                                         morning fix   \n",
       "20   premium italian spanish bond offer benchmark g...   \n",
       "21   china yuan pull back slightly record high doll...   \n",
       "22   italian carmaker fiat spa say wednesday it hav...   \n",
       "23   brent crude rise barrel thursday decline oil s...   \n",
       "24   china have approve more company list mainland ...   \n",
       "25   janet yellen come step close final approval fe...   \n",
       "26   libya hop resume oil production it large oilfi...   \n",
       "27   italian carmaker fiat spa strike deal gain ful...   \n",
       "28   number american file new claim unemployment be...   \n",
       "29   britain top share index fell first trading day...   \n",
       "..                                                 ...   \n",
       "970  sometimes news be bad news j.c. penney co inc ...   \n",
       "971  european central bank unexpected cut interest ...   \n",
       "972  doji jpy sideline eur volatility ahead tonight...   \n",
       "973  u.s. labor department report initial state job...   \n",
       "974  president barack obama invited german chancell...   \n",
       "975  european central bank leave interest rate unch...   \n",
       "976  china will spend more km mile new railway line...   \n",
       "977  european central bank leave interest rate unch...   \n",
       "978  european central bank keep interest rate stead...   \n",
       "979  european central bank keep interest rate stead...   \n",
       "980  european central bank keep interest rate recor...   \n",
       "981  european central bank leave interest rate unch...   \n",
       "982  european central bank unexpected cut interest ...   \n",
       "983  be result federal reserve purchase treasury th...   \n",
       "984  european central bank leave interest rate unch...   \n",
       "985  european central bank leave interest rate unch...   \n",
       "986  european central bank leave interest rate unch...   \n",
       "987  european central bank leave interest rate unch...   \n",
       "988  daimler ag mercedes-benz unit saw vehicle sale...   \n",
       "989  european central bank leave interest rate unch...   \n",
       "990  european central bank keep interest rate stead...   \n",
       "991  european central bank cut interest rate record...   \n",
       "992  european central bank hold borrow rate thursda...   \n",
       "993  european central bank hold borrow rate thursda...   \n",
       "994  alcoa inc report massive quarterly loss thursd...   \n",
       "995  european central bank cut interest rate record...   \n",
       "996  european central bank unexpected cut interest ...   \n",
       "997  thai stock rise thursday investor build positi...   \n",
       "998  european central bank leave interest rate unch...   \n",
       "999  european central bank leave interest rate unch...   \n",
       "\n",
       "                                                    xa  \\\n",
       "0                                  5 2 9 6 6 6 6 2 6 6   \n",
       "1    2 6 2 2 2 1 2 2 5 6 2 2 2 2 10 8 5 6 1 8 2 5 2...   \n",
       "2    2 2 2 2 5 5 5 5 2 5 6 5 5 5 6 5 6 1 6 5 5 5 5 ...   \n",
       "3    2 1 5 1 8 2 8 10 5 2 1 5 5 5 5 7 7 2 7 2 1 1 5...   \n",
       "4    2 1 5 5 2 8 1 5 1 8 2 8 10 7 4 7 2 7 2 1 1 5 8...   \n",
       "5    5 5 5 5 5 5 5 5 5 6 5 5 5 6 10 5 5 5 2 7 2 6 5...   \n",
       "6                                            1 1 5 1 5   \n",
       "7    5 5 5 5 5 8 1 1 2 8 4 4 4 2 4 5 5 8 8 5 2 2 1 ...   \n",
       "8    5 5 4 4 7 5 5 5 2 8 2 2 9 5 3 5 4 5 5 5 5 10 4...   \n",
       "9    8 1 8 2 1 1 7 2 1 9 5 2 9 6 9 6 7 2 8 5 6 9 2 ...   \n",
       "10   6 5 2 2 8 8 7 7 4 7 2 5 2 7 5 5 6 5 6 5 5 5 5 ...   \n",
       "11   7 7 1 1 1 7 5 5 5 2 10 7 8 5 7 7 7 8 1 1 5 2 5...   \n",
       "12   2 2 2 8 5 5 6 5 2 2 2 2 8 5 6 7 1 2 2 5 5 5 6 ...   \n",
       "13   8 8 2 2 2 2 2 2 2 2 2 7 6 5 4 4 6 2 5 5 6 6 5 ...   \n",
       "14   5 4 5 6 5 5 6 5 2 4 4 6 6 6 4 2 9 6 2 6 5 5 7 ...   \n",
       "15   5 5 5 5 5 8 1 1 2 8 7 5 5 5 2 5 2 5 5 6 6 5 7 ...   \n",
       "16                                1 2 6 5 1 6 5 10 5 5   \n",
       "17   5 2 6 5 2 5 5 5 6 6 5 10 2 1 6 5 1 6 2 6 6 5 6...   \n",
       "18   7 4 5 5 5 1 4 9 2 5 5 5 6 5 5 5 6 2 2 5 6 5 1 ...   \n",
       "19                                                 5 5   \n",
       "20   2 7 7 5 1 5 7 5 5 6 5 5 2 4 6 5 8 5 5 8 4 5 4 ...   \n",
       "21   2 2 5 5 5 5 5 5 5 7 5 5 5 5 3 5 2 5 9 5 5 2 5 ...   \n",
       "22   7 2 2 2 8 5 2 7 4 1 7 1 5 2 2 8 10 2 7 7 7 1 5...   \n",
       "23   5 5 5 5 5 5 5 2 7 5 8 8 6 1 8 8 8 4 4 4 2 1 5 ...   \n",
       "24   2 7 2 5 1 1 1 5 10 4 2 7 2 2 5 1 2 2 1 2 8 10 ...   \n",
       "25   10 7 2 7 5 4 2 7 7 6 3 5 8 5 5 7 10 8 8 8 1 10...   \n",
       "26   8 2 1 5 6 2 1 8 6 2 5 9 1 1 6 5 8 8 8 5 9 8 7 ...   \n",
       "27   7 2 2 2 8 1 5 1 8 2 8 10 5 5 6 9 7 2 7 9 10 8 ...   \n",
       "28   2 8 2 2 9 5 3 5 4 5 5 5 5 3 5 4 5 5 6 2 9 8 5 ...   \n",
       "29   6 7 1 5 5 6 5 5 2 6 6 2 1 6 5 6 5 2 5 7 2 4 5 ...   \n",
       "..                                                 ...   \n",
       "970  9 8 2 7 8 2 2 2 2 1 5 5 9 2 2 8 5 2 2 3 2 2 2 ...   \n",
       "971  7 7 5 5 1 6 6 2 5 5 5 7 5 3 5 5 5 5 5 4 2 7 7 ...   \n",
       "972  5 5 8 5 7 7 7 4 5 4 2 4 7 7 5 5 5 5 5 7 5 5 5 ...   \n",
       "973                              5 3 9 6 2 8 5 3 9 6 6   \n",
       "974  10 8 8 7 7 8 8 8 8 8 6 8 2 8 5 7 7 2 9 8 8 7 1...   \n",
       "975  7 7 5 7 6 6 5 5 7 1 8 2 7 2 4 6 6 6 7 7 7 7 5 ...   \n",
       "976  2 1 6 5 8 8 2 2 2 6 8 8 8 8 7 10 2 8 2 10 1 2 ...   \n",
       "977  7 7 5 7 6 6 5 5 7 2 9 7 7 5 3 2 7 5 4 2 5 2 4 ...   \n",
       "978  7 7 5 5 6 6 5 5 5 3 2 5 5 6 4 5 5 4 5 5 4 3 2 ...   \n",
       "979  7 7 5 5 6 6 5 5 5 3 2 5 5 6 4 5 5 4 5 5 4 3 2 ...   \n",
       "980  7 7 5 5 6 6 5 5 2 1 7 5 7 5 7 4 5 9 7 9 2 8 5 ...   \n",
       "981  7 7 5 7 6 6 5 5 7 1 1 1 2 2 2 4 2 5 4 5 7 7 2 ...   \n",
       "982  7 7 5 5 1 6 6 2 5 5 5 7 5 3 5 5 5 5 5 4 2 7 7 ...   \n",
       "983  2 4 7 7 1 5 5 6 2 10 7 7 2 2 1 1 1 2 7 1 1 2 7...   \n",
       "984  7 7 5 7 6 6 5 5 7 1 1 1 2 2 2 4 2 5 4 5 7 7 2 ...   \n",
       "985  7 7 5 7 6 6 5 5 5 5 7 9 2 7 7 9 5 2 5 6 2 2 5 ...   \n",
       "986  7 7 5 7 6 6 5 5 5 5 7 9 2 7 7 9 5 2 5 6 2 2 5 ...   \n",
       "987  7 7 5 7 6 6 5 5 7 2 9 7 7 5 3 2 7 5 4 2 5 2 4 ...   \n",
       "988  2 2 2 2 5 2 2 2 5 5 6 6 8 5 2 1 2 5 2 6 2 2 6 ...   \n",
       "989  7 7 5 7 6 6 5 5 7 2 9 7 7 5 3 2 7 5 4 2 5 2 4 ...   \n",
       "990  7 7 5 5 6 6 5 5 5 3 2 5 5 6 4 5 5 4 5 5 4 3 2 ...   \n",
       "991  7 7 5 1 6 6 5 5 5 1 3 6 2 5 1 1 5 5 5 7 7 7 3 ...   \n",
       "992  7 7 5 7 6 6 5 2 1 2 1 3 5 4 2 5 5 4 7 5 9 7 7 ...   \n",
       "993  7 7 5 7 6 6 5 2 1 2 1 3 5 4 2 5 5 4 7 5 9 7 7 ...   \n",
       "994  2 2 6 1 6 5 5 7 5 2 5 5 1 1 1 2 1 1 1 5 2 5 5 ...   \n",
       "995  7 7 5 1 6 6 5 5 5 1 3 6 2 5 1 1 5 5 5 7 7 7 3 ...   \n",
       "996  7 7 5 5 1 6 6 2 5 5 5 7 5 3 5 5 5 5 5 4 2 7 7 ...   \n",
       "997  5 5 5 5 5 2 7 5 5 5 5 5 5 6 5 1 5 5 7 6 7 7 5 ...   \n",
       "998  7 7 5 7 6 6 5 5 5 5 2 5 8 8 10 7 7 7 7 7 7 7 5...   \n",
       "999  7 7 5 7 6 6 5 5 7 1 1 1 2 2 2 4 2 5 4 5 7 7 2 ...   \n",
       "\n",
       "                                            jp_article  \\\n",
       "0    米 商務省 発表 する 建設 支出 以下 とおり 季節調整 年率 総 建設 支出 民間 部門...   \n",
       "1    中国 低価格 スマホ メーカー 小米科技 () 雷軍 董事長 以上 販売 する 計画 明らか...   \n",
       "2    ソウル 株式市場 サムスン電子 株価 超 下落 する 安値 付ける 一部 アナリスト ウォン...   \n",
       "3    欧州 株式市場 イタリア 自動車 大手 FIAT 株価 一時 急伸 する 8月 以来 高値 ...   \n",
       "4    欧州 株式市場 イタリア 自動車 大手 FIAT 株価 一時 急伸 する 8月 以来 高値 ...   \n",
       "5    カッコ 前 営業日 米 東部 時間 時分 前 営業日 終盤 米 東部 時間 時分 前 営業日...   \n",
       "6       米財務省 銘柄 統合 入札 実施 する 発表 する 発行 いずれ 償還 1月 11月 11月   \n",
       "7    原油 先物 相場 リビア 大 規模 油田 生産 停止 要因 なる いる 抗議活動 休止 する...   \n",
       "8    米 労働省 発表 する 12月 週 新規 失業保険 申請 件数 季節調整 前週 り 連続 減...   \n",
       "9    パナマ運河 拡張 工事 めぐる 建設 会社 成る 企業 連合 パナマ運河 PC コスト 超過...   \n",
       "10   12月 フランス イタリア スペイン 自動車販売 台数 前年 同月 増加 する 欧州 自動車...   \n",
       "11   米 連邦準備理事会 FRB 傘下 ニューヨーク連銀 発表 する 最新 週間 データ よる 通...   \n",
       "12   スペイン 自動車 業界団体 よる 新車 販売 政府 補助 支援 する 前年 なる 減少 する...   \n",
       "13   韓国 自動車メーカー 現代自動車 系列 起亜自動車 世界 販売台数 両社 合計 前年 目標 ...   \n",
       "14   Markit 発表 する 12月 米 製造業 購買担当者景気指数 PM 改定 1月 以来 高...   \n",
       "15   原油 先物 相場 リビア 大 規模 油田 生産 停止 要因 なる いる 抗議活動 休止 する...   \n",
       "16   米 連邦 住宅 貸付 抵当 公社 フレディマック 調査 住宅ローン 金利 手数料 以下 通り...   \n",
       "17   米 商務省 発表 する 11月 建設 支出 前 月 年率 3月 以来 高水準 公共 部門 減...   \n",
       "18   ロシア エネルギー省 発表 する データ よる 石油 生産量 日量 ソビエト連邦 崩壊 最 ...   \n",
       "19            ロンドン 市場 午後 値 決め 以下 通り ドル オンス 午後 ドル 午前 ドル   \n",
       "20   カッコ 先物 欧州 市場 前 営業日 終値 現物 前 営業日 終盤 時分 先物 清算 ユーロ...   \n",
       "21   年明け 上海 外国為替市場 人民元 相場 引け 強含み 昨年 12月 付ける 最 高値 水準...   \n",
       "22   イタリア 自動車 大手 FIAT 傘下 米 クライスラー グループ 完全子会社 合意 する ...   \n",
       "23   原油 先物 相場 リビア 大 規模 油田 生産 停止 要因 なる いる 抗議活動 休止 する...   \n",
       "24   中国 再開 する 新規株式公開 承認 加速 する いる 国営 メディア 新た 上場 承認 す...   \n",
       "25   米 上院 連邦準備理事会 FRB 次期 議長 指名 する イエレン 副議長 指名 承認 採決...   \n",
       "26   リビア 大 規模 油田 エル シャララ 生産 停止 要因 なる いる 抗議活動 デモ隊 活動...   \n",
       "27   イタリア 自動車 大手 FIAT 傘下 米 クライスラー グループ 完全子会社 合意 する ...   \n",
       "28   米 労働省 発表 する 12月 週 新規 失業保険 申請 件数 季節調整 前週 り 連続 減...   \n",
       "29   カッコ 前 営業日 総合 株価指数 ロンドン 終値 前 営業日 終値 ロンドン株式市場 反落...   \n",
       "..                                                 ...   \n",
       "970  米 百貨店 大手 JC ペニー 株価 ニューヨーク市場 急落 する 終値 なる 同社 年末 ...   \n",
       "971  欧州中央銀行 EC 主要政策金利 据え置く 上限 金利 限界 貸出金利 下限 金利 中銀 預...   \n",
       "972  ドル 円 テクニカル分析 米 雇用統計 前 調整 続く 見通し 今晩 米 雇用統計 発表 控...   \n",
       "973  米 労働省 発表 する 新規 失業保険 週間 申請 件数 以下 通り 失業保険 修正 日付 ...   \n",
       "974  米 ホワイトハウス オバマ大統領 ドイツ メルケル 首相 電話 会談 する メルケル 首相 ...   \n",
       "975  欧州中央銀行 EC 主要政策金利 据え置く 上限 金利 限界 貸出金利 下限 金利 中銀 預...   \n",
       "976  新華社 よる 中国 今年 新規 鉄道路線 建設 投じる 建設 する 路線 以上 なる 予定 ...   \n",
       "977  欧州中央銀行 EC 主要政策金利 据え置く 上限 金利 限界 貸出金利 下限 金利 中銀 預...   \n",
       "978  欧州中央銀行 EC 主要政策金利 据え置く 上限 金利 限界 貸出金利 下限 金利 中銀 預...   \n",
       "979  欧州中央銀行 EC 主要政策金利 据え置く 上限 金利 限界 貸出金利 下限 金利 中銀 預...   \n",
       "980  欧州中央銀行 EC 主要政策金利 据え置く 上限 金利 限界 貸出金利 下限 金利 中銀 預...   \n",
       "981  欧州中央銀行 EC 主要政策金利 据え置く 上限 金利 限界 貸出金利 下限 金利 中銀 預...   \n",
       "982  欧州中央銀行 EC 主要政策金利 据え置く 上限 金利 限界 貸出金利 下限 金利 中銀 預...   \n",
       "983  米 連邦準備理事会 FRB 傘下 ニューヨーク連銀 国債 買い切る オペ 実施 する 国債 ...   \n",
       "984  欧州中央銀行 EC 主要政策金利 据え置く 上限 金利 限界 貸出金利 下限 金利 中銀 預...   \n",
       "985  欧州中央銀行 EC 主要政策金利 据え置く 上限 金利 限界 貸出金利 下限 金利 中銀 預...   \n",
       "986  欧州中央銀行 EC 主要政策金利 据え置く 上限 金利 限界 貸出金利 下限 金利 中銀 預...   \n",
       "987  欧州中央銀行 EC 主要政策金利 据え置く 上限 金利 限界 貸出金利 下限 金利 中銀 預...   \n",
       "988  ドイツ 自動車 大手 ダイムラー メルセデス・ベンツ 部門 中国 自動車販売 香港 除く 前...   \n",
       "989  欧州中央銀行 EC 主要政策金利 据え置く 上限 金利 限界 貸出金利 下限 金利 中銀 預...   \n",
       "990  欧州中央銀行 EC 主要政策金利 据え置く 上限 金利 限界 貸出金利 下限 金利 中銀 預...   \n",
       "991  欧州中央銀行 EC 主要政策金利 据え置く 上限 金利 限界 貸出金利 下限 金利 中銀 預...   \n",
       "992  欧州中央銀行 EC 主要政策金利 据え置く 上限 金利 限界 貸出金利 下限 金利 中銀 預...   \n",
       "993  欧州中央銀行 EC 主要政策金利 据え置く 上限 金利 限界 貸出金利 下限 金利 中銀 預...   \n",
       "994  米 アルミ 大手 アルコア 発表 する 四半期 決算 大幅 赤字 なる 過去 精錬 取得 絡...   \n",
       "995  欧州中央銀行 EC 主要政策金利 据え置く 上限 金利 限界 貸出金利 下限 金利 中銀 預...   \n",
       "996  欧州中央銀行 EC 主要政策金利 据え置く 上限 金利 限界 貸出金利 下限 金利 中銀 預...   \n",
       "997  午前 バンコク 株式市場 株価 上昇 する 配当 目当て 買う ほか タイ 通貨 バーツ 売...   \n",
       "998  欧州中央銀行 EC 主要政策金利 据え置く 上限 金利 限界 貸出金利 下限 金利 中銀 預...   \n",
       "999  欧州中央銀行 EC 主要政策金利 据え置く 上限 金利 限界 貸出金利 下限 金利 中銀 預...   \n",
       "\n",
       "                                     transformation_jp  \\\n",
       "0    [2, 3, 10, 7, 3, 10, 8, 8, 9, 8, 9, 3, 10, 7, ...   \n",
       "1    [7, 5, 8, 2, 8, 3, 8, 7, 3, 8, 7, 10, 7, 7, 9,...   \n",
       "2    [3, 3, 3, 9, 3, 2, 7, 3, 3, 9, 9, 3, 8, 6, 8, ...   \n",
       "3    [10, 3, 10, 9, 4, 6, 9, 2, 8, 7, 4, 3, 3, 3, 7...   \n",
       "4    [10, 3, 10, 9, 4, 6, 9, 2, 8, 7, 4, 3, 3, 3, 7...   \n",
       "5    [10, 4, 3, 2, 5, 3, 4, 4, 3, 3, 2, 5, 3, 4, 4,...   \n",
       "6         [6, 9, 7, 6, 4, 7, 10, 7, 6, 10, 6, 9, 8, 8]   \n",
       "7    [9, 3, 1, 9, 2, 9, 7, 4, 4, 9, 7, 4, 4, 4, 7, ...   \n",
       "8    [2, 8, 10, 7, 4, 9, 8, 8, 8, 8, 9, 3, 3, 8, 8,...   \n",
       "9    [9, 3, 9, 9, 3, 9, 4, 6, 7, 9, 2, 9, 9, 3, 5, ...   \n",
       "10   [4, 10, 10, 7, 8, 8, 9, 7, 8, 7, 10, 9, 9, 5, ...   \n",
       "11   [2, 2, 2, 6, 8, 10, 7, 7, 3, 7, 7, 8, 3, 2, 3,...   \n",
       "12   [7, 9, 9, 7, 8, 8, 10, 10, 4, 7, 9, 7, 8, 7, 4...   \n",
       "13   [7, 3, 6, 7, 3, 5, 3, 6, 9, 9, 2, 3, 7, 8, 7, ...   \n",
       "14   [1, 10, 7, 4, 2, 10, 10, 10, 10, 9, 3, 4, 10, ...   \n",
       "15   [9, 3, 1, 9, 2, 9, 7, 4, 4, 9, 7, 4, 4, 4, 7, ...   \n",
       "16   [2, 10, 10, 4, 9, 8, 2, 7, 3, 9, 9, 8, 8, 9, 3...   \n",
       "17   [2, 3, 10, 7, 8, 3, 10, 4, 8, 8, 4, 3, 4, 3, 5...   \n",
       "18   [5, 4, 10, 7, 7, 7, 5, 9, 5, 7, 7, 7, 4, 3, 5,...   \n",
       "19             [4, 9, 4, 3, 6, 8, 8, 2, 4, 4, 2, 9, 2]   \n",
       "20   [10, 3, 10, 9, 4, 3, 3, 4, 4, 3, 3, 4, 3, 4, 1...   \n",
       "21   [9, 3, 8, 9, 1, 3, 2, 3, 4, 3, 7, 3, 1, 3, 9, ...   \n",
       "22   [10, 9, 4, 6, 6, 2, 3, 1, 7, 7, 7, 10, 7, 4, 6...   \n",
       "23   [9, 3, 1, 9, 2, 9, 7, 4, 4, 9, 7, 4, 4, 4, 7, ...   \n",
       "24   [7, 6, 7, 3, 9, 7, 7, 4, 8, 7, 10, 3, 9, 7, 7,...   \n",
       "25   [2, 9, 2, 2, 4, 8, 10, 7, 2, 2, 10, 9, 10, 4, ...   \n",
       "26   [9, 2, 9, 7, 7, 9, 4, 4, 9, 7, 4, 4, 10, 9, 7,...   \n",
       "27   [10, 9, 4, 6, 6, 2, 3, 1, 7, 7, 7, 10, 7, 4, 6...   \n",
       "28   [2, 8, 10, 7, 4, 9, 8, 8, 8, 8, 9, 3, 3, 8, 8,...   \n",
       "29   [10, 4, 3, 1, 3, 4, 3, 4, 3, 3, 9, 9, 7, 3, 7,...   \n",
       "..                                                 ...   \n",
       "970  [2, 8, 4, 6, 6, 9, 9, 4, 7, 3, 7, 1, 9, 8, 8, ...   \n",
       "971  [7, 10, 9, 10, 10, 9, 8, 8, 8, 9, 10, 8, 9, 9,...   \n",
       "972  [2, 8, 2, 2, 8, 4, 10, 4, 9, 8, 2, 8, 10, 8, 8...   \n",
       "973  [2, 8, 10, 7, 8, 8, 3, 8, 8, 8, 8, 8, 8, 8, 9,...   \n",
       "974  [2, 4, 9, 7, 10, 10, 9, 7, 7, 10, 10, 4, 8, 7,...   \n",
       "975  [7, 10, 9, 10, 10, 9, 8, 8, 8, 9, 10, 8, 9, 9,...   \n",
       "976  [7, 7, 7, 4, 8, 3, 3, 9, 3, 7, 10, 3, 7, 4, 7,...   \n",
       "977  [7, 10, 9, 10, 10, 9, 8, 8, 8, 9, 10, 8, 9, 9,...   \n",
       "978  [7, 10, 9, 10, 10, 9, 8, 8, 8, 9, 10, 8, 9, 9,...   \n",
       "979  [7, 10, 9, 10, 10, 9, 8, 8, 8, 9, 10, 8, 9, 9,...   \n",
       "980  [7, 10, 9, 10, 10, 9, 8, 8, 8, 9, 10, 8, 9, 9,...   \n",
       "981  [7, 10, 9, 10, 10, 9, 8, 8, 8, 9, 10, 8, 9, 9,...   \n",
       "982  [7, 10, 9, 10, 10, 9, 8, 8, 8, 9, 10, 8, 9, 9,...   \n",
       "983  [2, 2, 2, 6, 8, 10, 8, 8, 4, 7, 10, 7, 7, 9, 8...   \n",
       "984  [7, 10, 9, 10, 10, 9, 8, 8, 8, 9, 10, 8, 9, 9,...   \n",
       "985  [7, 10, 9, 10, 10, 9, 8, 8, 8, 9, 10, 8, 9, 9,...   \n",
       "986  [7, 10, 9, 10, 10, 9, 8, 8, 8, 9, 10, 8, 9, 9,...   \n",
       "987  [7, 10, 9, 10, 10, 9, 8, 8, 8, 9, 10, 8, 9, 9,...   \n",
       "988  [7, 9, 4, 6, 10, 5, 7, 8, 6, 8, 9, 8, 7, 7, 7,...   \n",
       "989  [7, 10, 9, 10, 10, 9, 8, 8, 8, 9, 10, 8, 9, 9,...   \n",
       "990  [7, 10, 9, 10, 10, 9, 8, 8, 8, 9, 10, 8, 9, 9,...   \n",
       "991  [7, 10, 9, 10, 10, 9, 8, 8, 8, 9, 10, 8, 9, 9,...   \n",
       "992  [7, 10, 9, 10, 10, 9, 8, 8, 8, 9, 10, 8, 9, 9,...   \n",
       "993  [7, 10, 9, 10, 10, 9, 8, 8, 8, 9, 10, 8, 9, 9,...   \n",
       "994  [2, 3, 4, 8, 10, 7, 10, 8, 7, 3, 7, 7, 4, 4, 9...   \n",
       "995  [7, 10, 9, 10, 10, 9, 8, 8, 8, 9, 10, 8, 9, 9,...   \n",
       "996  [7, 10, 9, 10, 10, 9, 8, 8, 8, 9, 10, 8, 9, 9,...   \n",
       "997  [9, 10, 3, 9, 2, 7, 10, 2, 1, 9, 10, 5, 3, 2, ...   \n",
       "998  [7, 10, 9, 10, 10, 9, 8, 8, 8, 9, 10, 8, 9, 9,...   \n",
       "999  [7, 10, 9, 10, 10, 9, 8, 8, 8, 9, 10, 8, 9, 9,...   \n",
       "\n",
       "                                                    xb  \n",
       "0      1 8 2 3 9 7 2 9 7 2 9 7 2 9 7 2 8 2 9 7 2 9 7 2  \n",
       "1    8 2 9 7 2 8 2 8 2 8 2 6 8 2 8 2 1 9 7 2 8 2 8 ...  \n",
       "2    8 2 8 2 8 2 8 2 1 1 1 1 8 2 1 9 7 2 1 1 1 9 7 ...  \n",
       "3    8 2 6 1 6 4 8 2 4 4 1 8 2 6 1 1 1 1 10 3 10 3 ...  \n",
       "4    8 2 6 1 1 8 2 4 6 1 6 4 8 2 4 4 10 3 10 10 3 8...  \n",
       "5    1 1 1 1 1 1 1 1 1 9 7 2 1 1 1 9 7 2 4 1 1 1 8 ...  \n",
       "6                                            6 6 1 6 1  \n",
       "7    1 1 1 1 1 4 6 6 8 2 4 10 10 10 8 2 10 1 1 4 4 ...  \n",
       "8    1 1 10 10 10 3 1 1 1 8 2 4 8 2 8 2 3 1 5 1 10 ...  \n",
       "9    4 6 4 8 2 6 6 10 3 8 2 6 3 1 8 2 3 9 7 2 3 9 7...  \n",
       "10   9 7 2 1 8 2 8 2 4 4 10 3 10 3 10 10 3 8 2 1 8 ...  \n",
       "11   10 3 10 3 6 6 6 10 3 1 1 1 8 2 4 10 3 4 1 10 3...  \n",
       "12   8 2 8 2 8 2 4 1 1 9 7 2 1 8 2 8 2 8 2 8 2 4 1 ...  \n",
       "13   4 4 8 2 8 2 8 2 8 2 8 2 8 2 8 2 8 2 8 2 10 3 9...  \n",
       "14   1 10 1 9 7 2 1 1 9 7 2 1 8 2 10 10 9 7 2 9 7 2...  \n",
       "15   1 1 1 1 1 4 6 6 8 2 4 10 3 1 1 1 8 2 1 8 2 1 1...  \n",
       "16                       6 8 2 9 7 2 1 6 9 7 2 1 4 1 1  \n",
       "17   1 8 2 9 7 2 1 8 2 1 1 1 9 7 2 9 7 2 1 4 8 2 6 ...  \n",
       "18   10 3 10 1 1 1 6 10 3 8 2 1 1 1 9 7 2 1 1 1 9 7...  \n",
       "19                                                 1 1  \n",
       "20   8 2 10 3 10 3 1 6 1 10 3 1 1 9 7 2 1 1 8 2 10 ...  \n",
       "21   8 2 8 2 1 1 1 1 1 1 1 10 3 1 1 1 1 5 1 8 2 1 3...  \n",
       "22   10 3 8 2 8 2 8 2 4 1 8 2 10 3 10 6 10 3 6 1 8 ...  \n",
       "23   1 1 1 1 1 1 1 8 2 10 3 1 4 4 9 7 2 6 4 4 4 10 ...  \n",
       "24   8 2 10 3 8 2 1 6 6 6 1 4 10 8 2 10 3 8 2 8 2 1...  \n",
       "25   4 10 3 8 2 10 3 1 10 8 2 10 3 10 3 9 7 2 5 1 4...  \n",
       "26   4 8 2 6 1 9 7 2 8 2 6 4 9 7 2 8 2 1 3 6 6 9 7 ...  \n",
       "27   10 3 8 2 8 2 8 2 4 6 1 6 4 8 2 4 4 1 1 9 7 2 3...  \n",
       "28   8 2 4 8 2 8 2 3 1 5 1 10 1 1 1 1 5 1 10 1 1 9 ...  \n",
       "29   9 7 2 10 3 6 1 1 9 7 2 1 1 8 2 9 7 2 9 7 2 8 2...  \n",
       "..                                                 ...  \n",
       "970  3 4 8 2 10 3 4 8 2 8 2 8 2 8 2 6 1 1 3 8 2 8 2...  \n",
       "971  10 3 10 3 1 1 6 9 7 2 9 7 2 8 2 1 1 1 10 3 1 5...  \n",
       "972  1 1 4 1 10 3 10 3 10 3 10 1 10 8 2 10 10 3 10 ...  \n",
       "973                1 5 3 9 7 2 8 2 4 1 5 3 9 7 2 9 7 2  \n",
       "974  4 4 4 10 3 10 3 4 4 4 4 4 9 7 2 4 8 2 4 1 10 3...  \n",
       "975  10 3 10 3 1 10 3 9 7 2 9 7 2 1 1 10 3 6 4 8 2 ...  \n",
       "976  8 2 6 9 7 2 1 4 4 8 2 8 2 8 2 9 7 2 4 4 4 4 10...  \n",
       "977  10 3 10 3 1 10 3 9 7 2 9 7 2 1 1 10 3 8 2 3 10...  \n",
       "978  10 3 10 3 1 1 9 7 2 9 7 2 1 1 1 5 8 2 1 1 9 7 ...  \n",
       "979  10 3 10 3 1 1 9 7 2 9 7 2 1 1 1 5 8 2 1 1 9 7 ...  \n",
       "980  10 3 10 3 1 1 9 7 2 9 7 2 1 1 8 2 6 10 3 1 10 ...  \n",
       "981  10 3 10 3 1 10 3 9 7 2 9 7 2 1 1 10 3 6 6 6 8 ...  \n",
       "982  10 3 10 3 1 1 6 9 7 2 9 7 2 8 2 1 1 1 10 3 1 5...  \n",
       "983  8 2 10 10 3 10 3 6 1 1 9 7 2 8 2 4 10 3 10 3 8...  \n",
       "984  10 3 10 3 1 10 3 9 7 2 9 7 2 1 1 10 3 6 6 6 8 ...  \n",
       "985  10 3 10 3 1 10 3 9 7 2 9 7 2 1 1 1 1 10 3 3 8 ...  \n",
       "986  10 3 10 3 1 10 3 9 7 2 9 7 2 1 1 1 1 10 3 3 8 ...  \n",
       "987  10 3 10 3 1 10 3 9 7 2 9 7 2 1 1 10 3 8 2 3 10...  \n",
       "988  8 2 8 2 8 2 8 2 1 8 2 8 2 8 2 1 1 9 7 2 9 7 2 ...  \n",
       "989  10 3 10 3 1 10 3 9 7 2 9 7 2 1 1 10 3 8 2 3 10...  \n",
       "990  10 3 10 3 1 1 9 7 2 9 7 2 1 1 1 5 8 2 1 1 9 7 ...  \n",
       "991  10 3 10 3 1 6 9 7 2 9 7 2 1 1 1 6 5 9 7 2 8 2 ...  \n",
       "992  10 3 10 3 1 10 3 9 7 2 9 7 2 1 8 2 6 8 2 6 5 1...  \n",
       "993  10 3 10 3 1 10 3 9 7 2 9 7 2 1 8 2 6 8 2 6 5 1...  \n",
       "994  8 2 8 2 9 7 2 6 9 7 2 1 1 10 3 1 8 2 1 1 6 6 6...  \n",
       "995  10 3 10 3 1 6 9 7 2 9 7 2 1 1 1 6 5 9 7 2 8 2 ...  \n",
       "996  10 3 10 3 1 1 6 9 7 2 9 7 2 8 2 1 1 1 10 3 1 5...  \n",
       "997  1 1 1 1 1 8 2 10 3 1 1 1 1 1 1 9 7 2 1 6 1 1 1...  \n",
       "998  10 3 10 3 1 10 3 9 7 2 9 7 2 1 1 1 1 8 2 1 4 4...  \n",
       "999  10 3 10 3 1 10 3 9 7 2 9 7 2 1 1 10 3 6 6 6 8 ...  \n",
       "\n",
       "[999 rows x 5 columns]"
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_train_1[[\"en_article\",\"xa\", \"jp_article\", \"transformation_jp\",\"xb\"]]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 89,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x7fbc78f62910>"
      ]
     },
     "execution_count": 89,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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a9hkEWLMm69q3YAFss02JLvTcc3DUUfDiiyUqUJIkSZI6rrP6DHYL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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fbc78851ad0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "matplotlib.rcParams['figure.figsize'] = (15, 8)\n",
    "a= pd.Series(rank_results_te)\n",
    "b= pd.Series(rank_results_tr)\n",
    "freq_a = a.value_counts().sort_index()\n",
    "freq_b = b.value_counts().sort_index()\n",
    "plt.ylabel('Frequency of the ranking')\n",
    "plt.xlabel('Ranks [LOG]')\n",
    "plt.xscale('log')\n",
    "# plt.yscale('log')\n",
    "\n",
    "plt.plot( freq_a.index, freq_a.values,'b-', label=\"Testing Data\")\n",
    "plt.plot( freq_a.index, freq_b.values, 'r-', label=\"Training Data\")\n",
    "plt.title(\"Comparison of evaluation results between testing data training data\")\n",
    "plt.legend(bbox_to_anchor=(0.8, 0.9), loc=2, borderaxespad=0.)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "1.0      151\n",
       "1.5       50\n",
       "2.0       90\n",
       "2.5       26\n",
       "3.0       56\n",
       "3.5       22\n",
       "4.0       36\n",
       "4.5       28\n",
       "5.0       24\n",
       "5.5       12\n",
       "6.0       21\n",
       "6.5       12\n",
       "7.0       25\n",
       "7.5        8\n",
       "8.0       18\n",
       "8.5        4\n",
       "9.0       10\n",
       "9.5       10\n",
       "10.0      14\n",
       "10.5      12\n",
       "11.0      25\n",
       "11.5       4\n",
       "12.0       9\n",
       "12.5      10\n",
       "13.0      14\n",
       "13.5      10\n",
       "14.0       6\n",
       "15.0      10\n",
       "15.5       2\n",
       "16.0      18\n",
       "        ... \n",
       "125.5      2\n",
       "128.0      1\n",
       "130.0      1\n",
       "134.0      1\n",
       "136.0      1\n",
       "138.0      1\n",
       "139.0      1\n",
       "145.0      1\n",
       "155.0      1\n",
       "159.0      4\n",
       "160.0      1\n",
       "162.0      3\n",
       "164.0      3\n",
       "165.0      3\n",
       "166.0      1\n",
       "166.5      6\n",
       "171.0      3\n",
       "173.0      1\n",
       "174.0      1\n",
       "175.0      1\n",
       "176.5      2\n",
       "179.0      3\n",
       "189.0      1\n",
       "195.0      1\n",
       "208.0      1\n",
       "212.0      1\n",
       "215.5      2\n",
       "217.0      1\n",
       "219.0      1\n",
       "307.0      1\n",
       "dtype: int64"
      ]
     },
     "execution_count": 49,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "freq_a.sort_index()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python [Root]",
   "language": "python",
   "name": "Python [Root]"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 2
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython2",
   "version": "2.7.12"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 0
}