main.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "read data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "import json\n",
    "\n",
    "seasons = pd.read_csv(\"./data/bangumi.csv\", delimiter=\",\", encoding=\"utf-8\")\n",
    "episodes = pd.read_csv(\"./data/episode.csv\", delimiter=\",\", encoding=\"utf-8\")\n",
    "danmakus = pd.read_csv(\"./data/danmaku.csv\", delimiter=\"\\t\", encoding=\"utf-8\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "选择出正样本所在的season弹幕数据"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "danmaku_select = danmakus[danmakus['season_id'] == 21466]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "train danmaku initial embedding"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Building vocabulary......\n",
      "Training doc2vec model......\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/zy_liao/anaconda3/envs/deeplearning/lib/python3.6/site-packages/ipykernel_launcher.py:19: DeprecationWarning: Call to deprecated `iter` (Attribute will be removed in 4.0.0, use self.epochs instead).\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Vocabulary size: 70\n"
     ]
    }
   ],
   "source": [
    "from gensim.models.word2vec import Word2Vec\n",
    "import multiprocessing\n",
    "\n",
    "class TscTaggedDocument(object):\n",
    "    def __init__(self, danmakus):\n",
    "        self.danmakus = danmakus\n",
    "\n",
    "    def __iter__(self):\n",
    "        for index, row in self.danmakus.iterrows():\n",
    "            content_words = [word.encode('utf-8').decode('unicode_escape') for word in row[\"content\"]]\n",
    "            yield content_words\n",
    "            \n",
    "            \n",
    "tsc_docs = TscTaggedDocument(danmakus)\n",
    "model = Word2Vec(size=200, window=5, min_count=2, iter=10, workers=multiprocessing.cpu_count())\n",
    "print('Building vocabulary......')\n",
    "model.build_vocab(tsc_docs)\n",
    "print('Training doc2vec model......')\n",
    "model.train(tsc_docs, total_examples=model.corpus_count, epochs=model.iter)\n",
    "print('Vocabulary size:', len(model.wv.vocab))\n",
    "model.save(\"./models/danmaku_word2vec_200.model\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "use model to get representation"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "218565\n"
     ]
    }
   ],
   "source": [
    "from gensim.models.word2vec import Word2Vec\n",
    "word_model = Word2Vec.load(\"./models/danmaku_word2vec_200.model\")\n",
    "word_dim = 200\n",
    "print(len(word_model.wv.vocab))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "danmaku content processing"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "def word_split(content_string):\n",
    "    content_words = []\n",
    "    word_list = content_string[1:-1].split(',')\n",
    "    for word in word_list:\n",
    "        word = word.strip()\n",
    "        if word.startswith('u'):\n",
    "            content_words.append(word[2:-1].encode('utf-8').decode('unicode_escape'))\n",
    "        elif len(word) > 0:\n",
    "            content_words.append(word[1:-1])\n",
    "    return content_words"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "构造episode-level embedding"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "episode_grouped = danmakus.groupby('episode_id')\n",
    "episode_init_model = dict()\n",
    "for episode_id, group_data in episode_grouped:\n",
    "    group_data.sort_values(by='playback_time')\n",
    "    count = 0\n",
    "    sum = np.zeros(word_dim)\n",
    "    for index, row in group_data.iterrows():\n",
    "        words = word_split(row['content'])\n",
    "        if len(words) == 0:\n",
    "            continue\n",
    "        for word in words:\n",
    "            if word in word_model.wv.vocab:\n",
    "                sum += word_model.wv[word]\n",
    "                count += 1\n",
    "    episode_init_model[episode_id] = (sum/count).tolist()\n",
    "\n",
    "with open(\"./models/episode_word2vec_200.json\", \"w\") as f:\n",
    "    json_str = json.dumps(episode_init_model)\n",
    "    f.write(json_str)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "构造user-level embedding"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "collapsed": true
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/zhenyuliao/anaconda/envs/python3/lib/python3.5/site-packages/ipykernel/__main__.py:15: RuntimeWarning: invalid value encountered in true_divide\n"
     ]
    },
    {
     "ename": "KeyboardInterrupt",
     "evalue": "",
     "output_type": "error",
     "traceback": [
      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[0;31mKeyboardInterrupt\u001b[0m                         Traceback (most recent call last)",
      "\u001b[0;32m<ipython-input-10-cbb858528408>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m()\u001b[0m\n\u001b[1;32m      6\u001b[0m     \u001b[0msum\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mnp\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mzeros\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;36m200\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m      7\u001b[0m     \u001b[0;32mfor\u001b[0m \u001b[0mindex\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mrow\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mgroup_data\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0miterrows\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----> 8\u001b[0;31m         \u001b[0mwords\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mword_split\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mrow\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'content'\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m      9\u001b[0m         \u001b[0;32mif\u001b[0m \u001b[0mlen\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mwords\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;34m==\u001b[0m \u001b[0;36m0\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     10\u001b[0m             \u001b[0;32mcontinue\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m~/anaconda/envs/python3/lib/python3.5/site-packages/pandas/core/series.py\u001b[0m in \u001b[0;36m__getitem__\u001b[0;34m(self, key)\u001b[0m\n\u001b[1;32m    621\u001b[0m         \u001b[0mkey\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mcom\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_apply_if_callable\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mkey\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    622\u001b[0m         \u001b[0;32mtry\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 623\u001b[0;31m             \u001b[0mresult\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mindex\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mget_value\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mkey\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    624\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    625\u001b[0m             \u001b[0;32mif\u001b[0m \u001b[0;32mnot\u001b[0m \u001b[0mis_scalar\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mresult\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m~/anaconda/envs/python3/lib/python3.5/site-packages/pandas/core/indexes/base.py\u001b[0m in \u001b[0;36mget_value\u001b[0;34m(self, series, key)\u001b[0m\n\u001b[1;32m   2558\u001b[0m         \u001b[0;32mtry\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   2559\u001b[0m             return self._engine.get_value(s, k,\n\u001b[0;32m-> 2560\u001b[0;31m                                           tz=getattr(series.dtype, 'tz', None))\n\u001b[0m\u001b[1;32m   2561\u001b[0m         \u001b[0;32mexcept\u001b[0m \u001b[0mKeyError\u001b[0m \u001b[0;32mas\u001b[0m \u001b[0me1\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   2562\u001b[0m             \u001b[0;32mif\u001b[0m \u001b[0mlen\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;34m>\u001b[0m \u001b[0;36m0\u001b[0m \u001b[0;32mand\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0minferred_type\u001b[0m \u001b[0;32min\u001b[0m \u001b[0;34m[\u001b[0m\u001b[0;34m'integer'\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m'boolean'\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;31mKeyboardInterrupt\u001b[0m: "
     ]
    }
   ],
   "source": [
    "user_grouped = danmakus.groupby('sender_id')\n",
    "user_init_model = dict()\n",
    "for sender_id, group_data in user_grouped:\n",
    "    group_data.sort_values(by='post_time')\n",
    "    count = 0\n",
    "    sum = np.zeros(word_dim)\n",
    "    for index, row in group_data.iterrows():\n",
    "        words = word_split(row['content'])\n",
    "        if len(words) == 0:\n",
    "            continue\n",
    "        for word in words:\n",
    "            if word in word_model.wv.vocab:\n",
    "                sum += word_model.wv[word]\n",
    "                count += 1\n",
    "    user_init_model[sender_id] = (sum/count).tolist()\n",
    "\n",
    "with open(\"./models/user_word2vec_200.json\", \"w\") as f:\n",
    "    json_str = json.dumps(user_init_model)\n",
    "    f.write(json_str)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "分词预处理"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "import jieba.posseg as segtool\n",
    "import re\n",
    "\n",
    "ACCEPTABLE_TYPE = {'n', 't', 's', 'f', 'v', 'a', 'b', 'z', 'e', 'y', 'o'}\n",
    "REPLACE_DICT = {\n",
    "    \"233+\": \"233\",\n",
    "    \"666+\": \"666\"\n",
    "}\n",
    "\n",
    "def check_type(word_type):\n",
    "    if word_type[0] in ACCEPTABLE_TYPE:\n",
    "        return True\n",
    "    else:\n",
    "        return False\n",
    "\n",
    "def check_replace(word):\n",
    "    for item in REPLACE_DICT.keys():\n",
    "        pattern = re.compile(item)\n",
    "        if re.match(pattern, word) is not None:\n",
    "            new_word = REPLACE_DICT[item]\n",
    "            return new_word\n",
    "    return word\n",
    "\n",
    "def word_segment(content):\n",
    "    words = []\n",
    "    results = segtool.cut(content)\n",
    "    for result in results:\n",
    "        result.word = check_replace(result.word)\n",
    "        if check_type(result.flag):\n",
    "            words.append(result.word)\n",
    "    return words"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "检查数据中正样本的情况"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "collapsed": true
   },
   "outputs": [
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       "      <td>1.252360</td>\n",
       "      <td>-0.804862</td>\n",
       "      <td>...</td>\n",
       "      <td>0.129062</td>\n",
       "      <td>0.495875</td>\n",
       "      <td>-0.229700</td>\n",
       "      <td>0.671438</td>\n",
       "      <td>-1.042553</td>\n",
       "      <td>-1.062898</td>\n",
       "      <td>-0.416367</td>\n",
       "      <td>0.585158</td>\n",
       "      <td>0.057961</td>\n",
       "      <td>1.037994</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>-0.388689</td>\n",
       "      <td>-0.487382</td>\n",
       "      <td>0.350064</td>\n",
       "      <td>-0.847201</td>\n",
       "      <td>0.904711</td>\n",
       "      <td>-0.010024</td>\n",
       "      <td>-0.711818</td>\n",
       "      <td>-0.604251</td>\n",
       "      <td>1.252509</td>\n",
       "      <td>-0.854352</td>\n",
       "      <td>...</td>\n",
       "      <td>0.216819</td>\n",
       "      <td>0.014552</td>\n",
       "      <td>0.101026</td>\n",
       "      <td>0.015726</td>\n",
       "      <td>-1.162356</td>\n",
       "      <td>-1.175684</td>\n",
       "      <td>-0.095987</td>\n",
       "      <td>0.820141</td>\n",
       "      <td>0.243466</td>\n",
       "      <td>1.094006</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>-0.445425</td>\n",
       "      <td>-0.137197</td>\n",
       "      <td>0.792048</td>\n",
       "      <td>-0.542641</td>\n",
       "      <td>0.641200</td>\n",
       "      <td>0.047805</td>\n",
       "      <td>-0.715514</td>\n",
       "      <td>-0.600879</td>\n",
       "      <td>1.093348</td>\n",
       "      <td>-0.962830</td>\n",
       "      <td>...</td>\n",
       "      <td>0.402987</td>\n",
       "      <td>-0.009034</td>\n",
       "      <td>-0.278303</td>\n",
       "      <td>0.529525</td>\n",
       "      <td>-0.464595</td>\n",
       "      <td>-1.142755</td>\n",
       "      <td>-0.316046</td>\n",
       "      <td>0.739474</td>\n",
       "      <td>0.266887</td>\n",
       "      <td>1.128816</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>-0.679646</td>\n",
       "      <td>-0.297002</td>\n",
       "      <td>0.491381</td>\n",
       "      <td>-0.736689</td>\n",
       "      <td>0.369226</td>\n",
       "      <td>0.115069</td>\n",
       "      <td>-0.333817</td>\n",
       "      <td>-0.373104</td>\n",
       "      <td>0.471472</td>\n",
       "      <td>-0.442861</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.279553</td>\n",
       "      <td>0.320144</td>\n",
       "      <td>-0.053601</td>\n",
       "      <td>0.613148</td>\n",
       "      <td>-0.253355</td>\n",
       "      <td>-0.353962</td>\n",
       "      <td>-0.241383</td>\n",
       "      <td>0.076651</td>\n",
       "      <td>0.311255</td>\n",
       "      <td>0.975434</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>-0.372398</td>\n",
       "      <td>-0.610164</td>\n",
       "      <td>1.265838</td>\n",
       "      <td>-0.660937</td>\n",
       "      <td>0.631989</td>\n",
       "      <td>0.498103</td>\n",
       "      <td>-0.758884</td>\n",
       "      <td>-0.894397</td>\n",
       "      <td>0.876487</td>\n",
       "      <td>-0.575547</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.044085</td>\n",
       "      <td>0.377894</td>\n",
       "      <td>0.183333</td>\n",
       "      <td>0.371252</td>\n",
       "      <td>-0.465231</td>\n",
       "      <td>-0.485653</td>\n",
       "      <td>-0.403355</td>\n",
       "      <td>0.816513</td>\n",
       "      <td>0.012177</td>\n",
       "      <td>0.900014</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>-0.522827</td>\n",
       "      <td>-0.055829</td>\n",
       "      <td>0.195314</td>\n",
       "      <td>-0.175003</td>\n",
       "      <td>0.335684</td>\n",
       "      <td>0.078050</td>\n",
       "      <td>-0.508540</td>\n",
       "      <td>-0.177019</td>\n",
       "      <td>0.568508</td>\n",
       "      <td>-0.189050</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.008496</td>\n",
       "      <td>0.253767</td>\n",
       "      <td>-0.226979</td>\n",
       "      <td>0.005852</td>\n",
       "      <td>-0.422980</td>\n",
       "      <td>-0.678832</td>\n",
       "      <td>-0.037642</td>\n",
       "      <td>0.248513</td>\n",
       "      <td>0.184042</td>\n",
       "      <td>0.567655</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>-0.690600</td>\n",
       "      <td>-0.298946</td>\n",
       "      <td>0.569369</td>\n",
       "      <td>0.244391</td>\n",
       "      <td>-0.095585</td>\n",
       "      <td>0.047693</td>\n",
       "      <td>-0.324189</td>\n",
       "      <td>-0.472717</td>\n",
       "      <td>0.940524</td>\n",
       "      <td>0.234119</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.185405</td>\n",
       "      <td>0.419822</td>\n",
       "      <td>-0.632227</td>\n",
       "      <td>-0.115719</td>\n",
       "      <td>-0.598223</td>\n",
       "      <td>-0.488865</td>\n",
       "      <td>0.216860</td>\n",
       "      <td>0.122959</td>\n",
       "      <td>0.353731</td>\n",
       "      <td>0.250617</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>0.088340</td>\n",
       "      <td>-0.385889</td>\n",
       "      <td>1.097609</td>\n",
       "      <td>-0.179482</td>\n",
       "      <td>0.240030</td>\n",
       "      <td>-0.093368</td>\n",
       "      <td>-0.280460</td>\n",
       "      <td>-0.641523</td>\n",
       "      <td>0.469322</td>\n",
       "      <td>-0.088135</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.193332</td>\n",
       "      <td>0.518559</td>\n",
       "      <td>-0.509142</td>\n",
       "      <td>0.304213</td>\n",
       "      <td>-0.213806</td>\n",
       "      <td>-0.720554</td>\n",
       "      <td>0.008604</td>\n",
       "      <td>-0.006275</td>\n",
       "      <td>-0.060608</td>\n",
       "      <td>0.407795</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>-0.157201</td>\n",
       "      <td>0.207405</td>\n",
       "      <td>0.540480</td>\n",
       "      <td>-0.453782</td>\n",
       "      <td>-0.033838</td>\n",
       "      <td>-0.140880</td>\n",
       "      <td>-0.101924</td>\n",
       "      <td>-0.042286</td>\n",
       "      <td>0.795767</td>\n",
       "      <td>0.030200</td>\n",
       "      <td>...</td>\n",
       "      <td>0.096988</td>\n",
       "      <td>0.749884</td>\n",
       "      <td>-0.239389</td>\n",
       "      <td>0.072438</td>\n",
       "      <td>-0.276471</td>\n",
       "      <td>-0.482628</td>\n",
       "      <td>-0.691607</td>\n",
       "      <td>0.036423</td>\n",
       "      <td>0.302432</td>\n",
       "      <td>0.092669</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>-0.265065</td>\n",
       "      <td>-0.122078</td>\n",
       "      <td>0.643720</td>\n",
       "      <td>-0.198801</td>\n",
       "      <td>0.289691</td>\n",
       "      <td>0.639502</td>\n",
       "      <td>-0.630498</td>\n",
       "      <td>-0.718737</td>\n",
       "      <td>1.237856</td>\n",
       "      <td>0.200458</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.054344</td>\n",
       "      <td>0.318885</td>\n",
       "      <td>-0.566094</td>\n",
       "      <td>-0.194641</td>\n",
       "      <td>-0.193003</td>\n",
       "      <td>-0.616567</td>\n",
       "      <td>0.261095</td>\n",
       "      <td>0.463317</td>\n",
       "      <td>-0.215604</td>\n",
       "      <td>0.630508</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>-0.295950</td>\n",
       "      <td>-0.176529</td>\n",
       "      <td>0.698323</td>\n",
       "      <td>-0.738912</td>\n",
       "      <td>-0.084867</td>\n",
       "      <td>0.072607</td>\n",
       "      <td>0.086768</td>\n",
       "      <td>-0.567252</td>\n",
       "      <td>0.284134</td>\n",
       "      <td>-0.332609</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.043051</td>\n",
       "      <td>0.016371</td>\n",
       "      <td>0.129575</td>\n",
       "      <td>0.366764</td>\n",
       "      <td>-0.042591</td>\n",
       "      <td>-0.689431</td>\n",
       "      <td>-0.431178</td>\n",
       "      <td>0.636985</td>\n",
       "      <td>-0.091652</td>\n",
       "      <td>0.543912</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>-0.000029</td>\n",
       "      <td>-0.123572</td>\n",
       "      <td>0.332204</td>\n",
       "      <td>0.450929</td>\n",
       "      <td>-0.087475</td>\n",
       "      <td>0.125623</td>\n",
       "      <td>-0.680032</td>\n",
       "      <td>-0.106071</td>\n",
       "      <td>0.337840</td>\n",
       "      <td>0.155939</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.009891</td>\n",
       "      <td>0.232419</td>\n",
       "      <td>-0.359625</td>\n",
       "      <td>-0.129586</td>\n",
       "      <td>-0.007819</td>\n",
       "      <td>-0.636011</td>\n",
       "      <td>0.267973</td>\n",
       "      <td>-0.254816</td>\n",
       "      <td>-0.028669</td>\n",
       "      <td>0.105738</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>-0.407312</td>\n",
       "      <td>-0.119939</td>\n",
       "      <td>0.704515</td>\n",
       "      <td>0.128890</td>\n",
       "      <td>0.363171</td>\n",
       "      <td>0.528257</td>\n",
       "      <td>-0.507079</td>\n",
       "      <td>-0.620973</td>\n",
       "      <td>0.396079</td>\n",
       "      <td>0.084970</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.377404</td>\n",
       "      <td>0.401817</td>\n",
       "      <td>-0.511193</td>\n",
       "      <td>-0.427175</td>\n",
       "      <td>-0.361238</td>\n",
       "      <td>-0.644295</td>\n",
       "      <td>0.138802</td>\n",
       "      <td>0.243626</td>\n",
       "      <td>0.126103</td>\n",
       "      <td>0.390994</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>-0.212199</td>\n",
       "      <td>0.352727</td>\n",
       "      <td>0.704049</td>\n",
       "      <td>0.002891</td>\n",
       "      <td>0.422528</td>\n",
       "      <td>0.271506</td>\n",
       "      <td>-0.073427</td>\n",
       "      <td>-0.241853</td>\n",
       "      <td>0.797474</td>\n",
       "      <td>0.473073</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.380129</td>\n",
       "      <td>0.099639</td>\n",
       "      <td>-0.138575</td>\n",
       "      <td>-0.294829</td>\n",
       "      <td>0.187878</td>\n",
       "      <td>-0.508433</td>\n",
       "      <td>0.069506</td>\n",
       "      <td>0.215922</td>\n",
       "      <td>0.242000</td>\n",
       "      <td>-0.092504</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>-0.123531</td>\n",
       "      <td>-0.036124</td>\n",
       "      <td>0.779016</td>\n",
       "      <td>-0.237173</td>\n",
       "      <td>0.442126</td>\n",
       "      <td>0.609938</td>\n",
       "      <td>-0.190229</td>\n",
       "      <td>-0.276450</td>\n",
       "      <td>0.299999</td>\n",
       "      <td>0.149301</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.152987</td>\n",
       "      <td>0.096583</td>\n",
       "      <td>-0.123725</td>\n",
       "      <td>-0.357940</td>\n",
       "      <td>-0.346431</td>\n",
       "      <td>-0.754938</td>\n",
       "      <td>0.253607</td>\n",
       "      <td>0.299970</td>\n",
       "      <td>0.450477</td>\n",
       "      <td>-0.006515</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>-0.572993</td>\n",
       "      <td>-0.112517</td>\n",
       "      <td>0.161100</td>\n",
       "      <td>-0.216108</td>\n",
       "      <td>0.367300</td>\n",
       "      <td>-0.033649</td>\n",
       "      <td>-0.334011</td>\n",
       "      <td>-0.036665</td>\n",
       "      <td>0.441382</td>\n",
       "      <td>0.207563</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.085238</td>\n",
       "      <td>0.469867</td>\n",
       "      <td>-0.694306</td>\n",
       "      <td>-0.040424</td>\n",
       "      <td>-0.299611</td>\n",
       "      <td>-0.199450</td>\n",
       "      <td>0.613222</td>\n",
       "      <td>0.150464</td>\n",
       "      <td>-0.180587</td>\n",
       "      <td>0.302865</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>-0.609008</td>\n",
       "      <td>0.027910</td>\n",
       "      <td>0.560267</td>\n",
       "      <td>0.052828</td>\n",
       "      <td>0.376111</td>\n",
       "      <td>0.060259</td>\n",
       "      <td>-0.438515</td>\n",
       "      <td>-0.749053</td>\n",
       "      <td>1.042609</td>\n",
       "      <td>-0.425090</td>\n",
       "      <td>...</td>\n",
       "      <td>0.018589</td>\n",
       "      <td>0.134531</td>\n",
       "      <td>-0.131819</td>\n",
       "      <td>-0.303128</td>\n",
       "      <td>-0.538791</td>\n",
       "      <td>-0.659063</td>\n",
       "      <td>-0.022946</td>\n",
       "      <td>0.474785</td>\n",
       "      <td>0.247959</td>\n",
       "      <td>0.670441</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>-0.755010</td>\n",
       "      <td>0.010331</td>\n",
       "      <td>1.082914</td>\n",
       "      <td>-0.328829</td>\n",
       "      <td>0.476872</td>\n",
       "      <td>0.170482</td>\n",
       "      <td>-0.615852</td>\n",
       "      <td>-0.151770</td>\n",
       "      <td>1.495448</td>\n",
       "      <td>0.086929</td>\n",
       "      <td>...</td>\n",
       "      <td>0.078070</td>\n",
       "      <td>0.077516</td>\n",
       "      <td>-0.057476</td>\n",
       "      <td>-0.260332</td>\n",
       "      <td>-0.020946</td>\n",
       "      <td>-0.673312</td>\n",
       "      <td>0.020145</td>\n",
       "      <td>0.624956</td>\n",
       "      <td>0.245389</td>\n",
       "      <td>0.223555</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>0.092527</td>\n",
       "      <td>0.032102</td>\n",
       "      <td>0.336920</td>\n",
       "      <td>-0.087150</td>\n",
       "      <td>0.181125</td>\n",
       "      <td>0.046610</td>\n",
       "      <td>-0.407392</td>\n",
       "      <td>0.117265</td>\n",
       "      <td>0.822584</td>\n",
       "      <td>0.149454</td>\n",
       "      <td>...</td>\n",
       "      <td>0.019438</td>\n",
       "      <td>-0.215544</td>\n",
       "      <td>0.070341</td>\n",
       "      <td>-0.388949</td>\n",
       "      <td>-0.304694</td>\n",
       "      <td>-0.603096</td>\n",
       "      <td>0.149852</td>\n",
       "      <td>0.521689</td>\n",
       "      <td>-0.067177</td>\n",
       "      <td>0.150668</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>-0.524728</td>\n",
       "      <td>-0.440615</td>\n",
       "      <td>1.171705</td>\n",
       "      <td>-0.309410</td>\n",
       "      <td>0.364771</td>\n",
       "      <td>0.060964</td>\n",
       "      <td>-0.436847</td>\n",
       "      <td>-0.253021</td>\n",
       "      <td>1.034886</td>\n",
       "      <td>0.058839</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.087523</td>\n",
       "      <td>0.067080</td>\n",
       "      <td>-0.180366</td>\n",
       "      <td>-0.116107</td>\n",
       "      <td>-0.526641</td>\n",
       "      <td>-0.687838</td>\n",
       "      <td>0.162141</td>\n",
       "      <td>0.411922</td>\n",
       "      <td>0.029562</td>\n",
       "      <td>0.442201</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>-0.419000</td>\n",
       "      <td>-0.133298</td>\n",
       "      <td>0.497327</td>\n",
       "      <td>0.218027</td>\n",
       "      <td>0.458049</td>\n",
       "      <td>0.800495</td>\n",
       "      <td>-0.114115</td>\n",
       "      <td>-0.484898</td>\n",
       "      <td>0.084267</td>\n",
       "      <td>-0.073031</td>\n",
       "      <td>...</td>\n",
       "      <td>0.244391</td>\n",
       "      <td>-0.168954</td>\n",
       "      <td>-0.120479</td>\n",
       "      <td>0.273279</td>\n",
       "      <td>0.212482</td>\n",
       "      <td>-0.103135</td>\n",
       "      <td>0.526300</td>\n",
       "      <td>0.036279</td>\n",
       "      <td>0.349512</td>\n",
       "      <td>0.520839</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>-0.295161</td>\n",
       "      <td>-0.085901</td>\n",
       "      <td>-0.023965</td>\n",
       "      <td>-0.000875</td>\n",
       "      <td>-0.032693</td>\n",
       "      <td>0.397717</td>\n",
       "      <td>-0.059427</td>\n",
       "      <td>-0.356702</td>\n",
       "      <td>0.361688</td>\n",
       "      <td>-0.055989</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.008689</td>\n",
       "      <td>0.545619</td>\n",
       "      <td>-0.420952</td>\n",
       "      <td>0.295950</td>\n",
       "      <td>-0.255884</td>\n",
       "      <td>-0.245415</td>\n",
       "      <td>0.230292</td>\n",
       "      <td>0.363647</td>\n",
       "      <td>0.177736</td>\n",
       "      <td>0.758282</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>-0.262006</td>\n",
       "      <td>-0.393212</td>\n",
       "      <td>0.349248</td>\n",
       "      <td>-0.070022</td>\n",
       "      <td>0.145324</td>\n",
       "      <td>0.183565</td>\n",
       "      <td>-0.690914</td>\n",
       "      <td>-0.361039</td>\n",
       "      <td>0.298864</td>\n",
       "      <td>0.106373</td>\n",
       "      <td>...</td>\n",
       "      <td>0.063169</td>\n",
       "      <td>0.552157</td>\n",
       "      <td>-0.632970</td>\n",
       "      <td>0.157493</td>\n",
       "      <td>-0.547777</td>\n",
       "      <td>-0.115950</td>\n",
       "      <td>0.658710</td>\n",
       "      <td>-0.315160</td>\n",
       "      <td>0.415732</td>\n",
       "      <td>0.826220</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>-1.118610</td>\n",
       "      <td>-0.536878</td>\n",
       "      <td>0.791721</td>\n",
       "      <td>-0.574558</td>\n",
       "      <td>0.024486</td>\n",
       "      <td>0.409642</td>\n",
       "      <td>-0.549104</td>\n",
       "      <td>-0.387123</td>\n",
       "      <td>0.928655</td>\n",
       "      <td>-0.198139</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.180174</td>\n",
       "      <td>0.315215</td>\n",
       "      <td>0.212414</td>\n",
       "      <td>-0.093590</td>\n",
       "      <td>-0.694543</td>\n",
       "      <td>-0.909831</td>\n",
       "      <td>-0.355449</td>\n",
       "      <td>0.286326</td>\n",
       "      <td>0.272585</td>\n",
       "      <td>0.630067</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>-0.256636</td>\n",
       "      <td>-0.158185</td>\n",
       "      <td>0.782080</td>\n",
       "      <td>-0.516307</td>\n",
       "      <td>0.841189</td>\n",
       "      <td>-0.059379</td>\n",
       "      <td>-0.328308</td>\n",
       "      <td>-0.608340</td>\n",
       "      <td>1.013175</td>\n",
       "      <td>-0.727235</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.301319</td>\n",
       "      <td>0.071780</td>\n",
       "      <td>-0.128584</td>\n",
       "      <td>0.392728</td>\n",
       "      <td>-0.715604</td>\n",
       "      <td>-0.428891</td>\n",
       "      <td>-0.186701</td>\n",
       "      <td>0.699238</td>\n",
       "      <td>0.253937</td>\n",
       "      <td>0.908040</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>-0.118927</td>\n",
       "      <td>0.055256</td>\n",
       "      <td>0.593114</td>\n",
       "      <td>-0.761627</td>\n",
       "      <td>0.476659</td>\n",
       "      <td>0.296718</td>\n",
       "      <td>-0.373943</td>\n",
       "      <td>-0.822845</td>\n",
       "      <td>0.202115</td>\n",
       "      <td>-0.606573</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.212886</td>\n",
       "      <td>0.027648</td>\n",
       "      <td>-0.068201</td>\n",
       "      <td>0.252140</td>\n",
       "      <td>-0.405561</td>\n",
       "      <td>-0.276577</td>\n",
       "      <td>-0.114397</td>\n",
       "      <td>0.100981</td>\n",
       "      <td>0.329075</td>\n",
       "      <td>1.023005</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>190</th>\n",
       "      <td>-0.173755</td>\n",
       "      <td>-0.338652</td>\n",
       "      <td>1.356446</td>\n",
       "      <td>-0.654729</td>\n",
       "      <td>0.268790</td>\n",
       "      <td>0.417820</td>\n",
       "      <td>-0.396147</td>\n",
       "      <td>-0.655105</td>\n",
       "      <td>0.571067</td>\n",
       "      <td>-0.169485</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.127363</td>\n",
       "      <td>-0.006939</td>\n",
       "      <td>-0.162603</td>\n",
       "      <td>-0.065306</td>\n",
       "      <td>0.123030</td>\n",
       "      <td>-0.614696</td>\n",
       "      <td>0.184403</td>\n",
       "      <td>0.698322</td>\n",
       "      <td>-0.056480</td>\n",
       "      <td>0.567386</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>191</th>\n",
       "      <td>-0.247796</td>\n",
       "      <td>-0.157680</td>\n",
       "      <td>0.684176</td>\n",
       "      <td>-0.689098</td>\n",
       "      <td>0.212028</td>\n",
       "      <td>0.012274</td>\n",
       "      <td>-0.295539</td>\n",
       "      <td>-0.207292</td>\n",
       "      <td>0.125004</td>\n",
       "      <td>0.177044</td>\n",
       "      <td>...</td>\n",
       "      <td>0.163961</td>\n",
       "      <td>0.203364</td>\n",
       "      <td>0.064339</td>\n",
       "      <td>0.043099</td>\n",
       "      <td>0.027246</td>\n",
       "      <td>-0.465869</td>\n",
       "      <td>-0.342990</td>\n",
       "      <td>0.352748</td>\n",
       "      <td>0.452951</td>\n",
       "      <td>0.729871</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>192</th>\n",
       "      <td>0.241365</td>\n",
       "      <td>-0.147606</td>\n",
       "      <td>0.776275</td>\n",
       "      <td>-0.483634</td>\n",
       "      <td>-0.109884</td>\n",
       "      <td>0.057502</td>\n",
       "      <td>-0.844908</td>\n",
       "      <td>-0.370063</td>\n",
       "      <td>1.141918</td>\n",
       "      <td>-0.298389</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.073553</td>\n",
       "      <td>-0.087681</td>\n",
       "      <td>-0.465879</td>\n",
       "      <td>-0.059303</td>\n",
       "      <td>-0.249935</td>\n",
       "      <td>-0.539906</td>\n",
       "      <td>0.080528</td>\n",
       "      <td>-0.316532</td>\n",
       "      <td>0.416031</td>\n",
       "      <td>0.403706</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>193</th>\n",
       "      <td>-0.071096</td>\n",
       "      <td>0.366577</td>\n",
       "      <td>0.136038</td>\n",
       "      <td>0.126930</td>\n",
       "      <td>0.407357</td>\n",
       "      <td>0.387181</td>\n",
       "      <td>0.112921</td>\n",
       "      <td>0.243808</td>\n",
       "      <td>0.913289</td>\n",
       "      <td>0.588515</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.199164</td>\n",
       "      <td>-0.458256</td>\n",
       "      <td>-0.175182</td>\n",
       "      <td>-0.256297</td>\n",
       "      <td>0.219534</td>\n",
       "      <td>-0.027286</td>\n",
       "      <td>-0.198423</td>\n",
       "      <td>-0.538042</td>\n",
       "      <td>0.372027</td>\n",
       "      <td>0.227560</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>194</th>\n",
       "      <td>-0.047167</td>\n",
       "      <td>0.237338</td>\n",
       "      <td>0.432589</td>\n",
       "      <td>-0.014757</td>\n",
       "      <td>0.466915</td>\n",
       "      <td>0.223165</td>\n",
       "      <td>0.046624</td>\n",
       "      <td>0.109590</td>\n",
       "      <td>0.071583</td>\n",
       "      <td>0.059303</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.085313</td>\n",
       "      <td>0.151587</td>\n",
       "      <td>0.319730</td>\n",
       "      <td>-0.379184</td>\n",
       "      <td>0.458151</td>\n",
       "      <td>-0.519140</td>\n",
       "      <td>-0.324501</td>\n",
       "      <td>-0.288865</td>\n",
       "      <td>0.210727</td>\n",
       "      <td>0.007293</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>195</th>\n",
       "      <td>-0.186569</td>\n",
       "      <td>-0.143258</td>\n",
       "      <td>0.490768</td>\n",
       "      <td>0.089136</td>\n",
       "      <td>-0.083534</td>\n",
       "      <td>-0.086092</td>\n",
       "      <td>-0.067926</td>\n",
       "      <td>-0.102147</td>\n",
       "      <td>0.770780</td>\n",
       "      <td>0.024547</td>\n",
       "      <td>...</td>\n",
       "      <td>0.378277</td>\n",
       "      <td>0.298501</td>\n",
       "      <td>-0.146434</td>\n",
       "      <td>-0.473754</td>\n",
       "      <td>-0.087614</td>\n",
       "      <td>-0.449591</td>\n",
       "      <td>0.188675</td>\n",
       "      <td>-0.171701</td>\n",
       "      <td>0.058565</td>\n",
       "      <td>0.281322</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>196</th>\n",
       "      <td>-0.098324</td>\n",
       "      <td>0.040523</td>\n",
       "      <td>0.767849</td>\n",
       "      <td>-0.656573</td>\n",
       "      <td>0.248458</td>\n",
       "      <td>-0.581936</td>\n",
       "      <td>-0.618674</td>\n",
       "      <td>-0.066672</td>\n",
       "      <td>0.749577</td>\n",
       "      <td>-0.649814</td>\n",
       "      <td>...</td>\n",
       "      <td>0.221714</td>\n",
       "      <td>0.862246</td>\n",
       "      <td>-0.274241</td>\n",
       "      <td>-0.000764</td>\n",
       "      <td>-0.027642</td>\n",
       "      <td>-0.811074</td>\n",
       "      <td>-0.753923</td>\n",
       "      <td>-0.080159</td>\n",
       "      <td>0.182583</td>\n",
       "      <td>0.912944</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>197</th>\n",
       "      <td>-0.406315</td>\n",
       "      <td>-0.347696</td>\n",
       "      <td>0.047019</td>\n",
       "      <td>0.000827</td>\n",
       "      <td>-0.158124</td>\n",
       "      <td>-0.019185</td>\n",
       "      <td>-0.045389</td>\n",
       "      <td>-0.038960</td>\n",
       "      <td>0.403976</td>\n",
       "      <td>-0.042042</td>\n",
       "      <td>...</td>\n",
       "      <td>0.077553</td>\n",
       "      <td>0.562095</td>\n",
       "      <td>0.060930</td>\n",
       "      <td>0.208167</td>\n",
       "      <td>-0.186403</td>\n",
       "      <td>-0.435584</td>\n",
       "      <td>-0.211058</td>\n",
       "      <td>0.295889</td>\n",
       "      <td>0.151894</td>\n",
       "      <td>0.421763</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>198</th>\n",
       "      <td>0.074594</td>\n",
       "      <td>0.263971</td>\n",
       "      <td>0.733624</td>\n",
       "      <td>-0.089227</td>\n",
       "      <td>0.262417</td>\n",
       "      <td>-0.329171</td>\n",
       "      <td>-0.532920</td>\n",
       "      <td>-0.362739</td>\n",
       "      <td>0.468679</td>\n",
       "      <td>-0.612404</td>\n",
       "      <td>...</td>\n",
       "      <td>0.259375</td>\n",
       "      <td>-0.202876</td>\n",
       "      <td>-0.248840</td>\n",
       "      <td>0.289703</td>\n",
       "      <td>0.037396</td>\n",
       "      <td>-0.880250</td>\n",
       "      <td>-0.232066</td>\n",
       "      <td>-0.034696</td>\n",
       "      <td>-0.247206</td>\n",
       "      <td>0.844004</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>199</th>\n",
       "      <td>0.171338</td>\n",
       "      <td>-0.061105</td>\n",
       "      <td>0.807518</td>\n",
       "      <td>-0.493308</td>\n",
       "      <td>0.328771</td>\n",
       "      <td>0.129975</td>\n",
       "      <td>-0.442665</td>\n",
       "      <td>-1.070917</td>\n",
       "      <td>0.636660</td>\n",
       "      <td>-0.682060</td>\n",
       "      <td>...</td>\n",
       "      <td>0.134462</td>\n",
       "      <td>-0.155453</td>\n",
       "      <td>0.213072</td>\n",
       "      <td>0.720195</td>\n",
       "      <td>-0.274801</td>\n",
       "      <td>-0.338786</td>\n",
       "      <td>-0.347269</td>\n",
       "      <td>0.394109</td>\n",
       "      <td>0.099986</td>\n",
       "      <td>0.906833</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>200</th>\n",
       "      <td>0.027372</td>\n",
       "      <td>-0.588899</td>\n",
       "      <td>-0.266022</td>\n",
       "      <td>-0.498372</td>\n",
       "      <td>0.169257</td>\n",
       "      <td>0.015004</td>\n",
       "      <td>-0.551762</td>\n",
       "      <td>-0.150361</td>\n",
       "      <td>0.621641</td>\n",
       "      <td>0.201854</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.017738</td>\n",
       "      <td>-0.202004</td>\n",
       "      <td>-0.276512</td>\n",
       "      <td>0.463880</td>\n",
       "      <td>-0.310170</td>\n",
       "      <td>-0.621648</td>\n",
       "      <td>0.186608</td>\n",
       "      <td>0.317201</td>\n",
       "      <td>-0.322270</td>\n",
       "      <td>0.680599</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>201</th>\n",
       "      <td>-0.207361</td>\n",
       "      <td>-0.305975</td>\n",
       "      <td>0.152115</td>\n",
       "      <td>-0.431860</td>\n",
       "      <td>-0.098318</td>\n",
       "      <td>-0.055839</td>\n",
       "      <td>-0.019178</td>\n",
       "      <td>-0.043341</td>\n",
       "      <td>-0.267137</td>\n",
       "      <td>-0.156086</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.125036</td>\n",
       "      <td>-0.047077</td>\n",
       "      <td>-0.119400</td>\n",
       "      <td>-0.611312</td>\n",
       "      <td>-0.074031</td>\n",
       "      <td>-0.368352</td>\n",
       "      <td>-0.332276</td>\n",
       "      <td>-0.396219</td>\n",
       "      <td>-0.035433</td>\n",
       "      <td>0.569283</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>202</th>\n",
       "      <td>-0.421784</td>\n",
       "      <td>-0.184848</td>\n",
       "      <td>0.392059</td>\n",
       "      <td>-0.334565</td>\n",
       "      <td>0.174185</td>\n",
       "      <td>0.145778</td>\n",
       "      <td>-0.529895</td>\n",
       "      <td>-0.037066</td>\n",
       "      <td>0.643879</td>\n",
       "      <td>0.122646</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.155122</td>\n",
       "      <td>0.127592</td>\n",
       "      <td>-0.141098</td>\n",
       "      <td>-0.117909</td>\n",
       "      <td>-0.338661</td>\n",
       "      <td>-0.601152</td>\n",
       "      <td>-0.271793</td>\n",
       "      <td>0.052085</td>\n",
       "      <td>0.353797</td>\n",
       "      <td>0.109563</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>203</th>\n",
       "      <td>-0.130366</td>\n",
       "      <td>-0.086521</td>\n",
       "      <td>0.016096</td>\n",
       "      <td>-0.253823</td>\n",
       "      <td>-0.143237</td>\n",
       "      <td>-0.025408</td>\n",
       "      <td>-0.180496</td>\n",
       "      <td>0.121130</td>\n",
       "      <td>0.322384</td>\n",
       "      <td>-0.064600</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.320310</td>\n",
       "      <td>-0.185331</td>\n",
       "      <td>0.060731</td>\n",
       "      <td>-0.171719</td>\n",
       "      <td>-0.424056</td>\n",
       "      <td>-0.322747</td>\n",
       "      <td>0.163826</td>\n",
       "      <td>0.088327</td>\n",
       "      <td>-0.073819</td>\n",
       "      <td>-0.016628</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>204</th>\n",
       "      <td>-0.582634</td>\n",
       "      <td>-0.150274</td>\n",
       "      <td>0.837638</td>\n",
       "      <td>-0.525271</td>\n",
       "      <td>0.385339</td>\n",
       "      <td>-0.427174</td>\n",
       "      <td>-0.648256</td>\n",
       "      <td>-0.504696</td>\n",
       "      <td>0.425664</td>\n",
       "      <td>-0.633666</td>\n",
       "      <td>...</td>\n",
       "      <td>0.055123</td>\n",
       "      <td>-0.091614</td>\n",
       "      <td>0.083983</td>\n",
       "      <td>0.543849</td>\n",
       "      <td>-0.327685</td>\n",
       "      <td>-0.719870</td>\n",
       "      <td>-0.371361</td>\n",
       "      <td>0.303314</td>\n",
       "      <td>0.263252</td>\n",
       "      <td>0.535066</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>205</th>\n",
       "      <td>-0.150913</td>\n",
       "      <td>0.136902</td>\n",
       "      <td>0.594115</td>\n",
       "      <td>-0.855156</td>\n",
       "      <td>0.009421</td>\n",
       "      <td>-0.154863</td>\n",
       "      <td>-0.156453</td>\n",
       "      <td>-0.325496</td>\n",
       "      <td>0.315995</td>\n",
       "      <td>-0.211816</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.126128</td>\n",
       "      <td>0.001713</td>\n",
       "      <td>-0.147180</td>\n",
       "      <td>0.075328</td>\n",
       "      <td>-0.548427</td>\n",
       "      <td>-0.389636</td>\n",
       "      <td>-0.207309</td>\n",
       "      <td>0.575385</td>\n",
       "      <td>0.421943</td>\n",
       "      <td>0.689742</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>206</th>\n",
       "      <td>-0.054097</td>\n",
       "      <td>-0.118871</td>\n",
       "      <td>1.584801</td>\n",
       "      <td>-0.856449</td>\n",
       "      <td>0.598909</td>\n",
       "      <td>0.594021</td>\n",
       "      <td>-0.508427</td>\n",
       "      <td>-0.895713</td>\n",
       "      <td>0.448618</td>\n",
       "      <td>-0.478227</td>\n",
       "      <td>...</td>\n",
       "      <td>0.459230</td>\n",
       "      <td>0.094739</td>\n",
       "      <td>-0.061416</td>\n",
       "      <td>-0.120797</td>\n",
       "      <td>-0.252389</td>\n",
       "      <td>-0.998623</td>\n",
       "      <td>0.015091</td>\n",
       "      <td>0.149793</td>\n",
       "      <td>0.418670</td>\n",
       "      <td>1.177743</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>207</th>\n",
       "      <td>-0.039698</td>\n",
       "      <td>-0.323203</td>\n",
       "      <td>0.737203</td>\n",
       "      <td>-0.197782</td>\n",
       "      <td>-0.018291</td>\n",
       "      <td>-1.222161</td>\n",
       "      <td>-0.641815</td>\n",
       "      <td>-0.602970</td>\n",
       "      <td>0.233253</td>\n",
       "      <td>0.339720</td>\n",
       "      <td>...</td>\n",
       "      <td>0.076116</td>\n",
       "      <td>0.005236</td>\n",
       "      <td>0.178208</td>\n",
       "      <td>-0.325441</td>\n",
       "      <td>0.047166</td>\n",
       "      <td>-0.392426</td>\n",
       "      <td>-0.428922</td>\n",
       "      <td>-0.065472</td>\n",
       "      <td>-0.107145</td>\n",
       "      <td>0.397428</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>208</th>\n",
       "      <td>-0.479688</td>\n",
       "      <td>0.013111</td>\n",
       "      <td>1.247077</td>\n",
       "      <td>-0.456644</td>\n",
       "      <td>0.376055</td>\n",
       "      <td>0.118057</td>\n",
       "      <td>-0.251713</td>\n",
       "      <td>-0.980528</td>\n",
       "      <td>0.339283</td>\n",
       "      <td>-0.143490</td>\n",
       "      <td>...</td>\n",
       "      <td>0.202046</td>\n",
       "      <td>0.000918</td>\n",
       "      <td>-0.030606</td>\n",
       "      <td>0.089527</td>\n",
       "      <td>-0.159789</td>\n",
       "      <td>-0.457983</td>\n",
       "      <td>-0.011764</td>\n",
       "      <td>0.277375</td>\n",
       "      <td>0.563524</td>\n",
       "      <td>0.998786</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>209</th>\n",
       "      <td>-0.299537</td>\n",
       "      <td>-0.494180</td>\n",
       "      <td>0.590768</td>\n",
       "      <td>-0.545586</td>\n",
       "      <td>0.378783</td>\n",
       "      <td>-0.252599</td>\n",
       "      <td>-0.612828</td>\n",
       "      <td>-0.318922</td>\n",
       "      <td>0.064962</td>\n",
       "      <td>0.491701</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.388521</td>\n",
       "      <td>-0.286503</td>\n",
       "      <td>-0.189398</td>\n",
       "      <td>-0.036832</td>\n",
       "      <td>-0.264482</td>\n",
       "      <td>-0.492790</td>\n",
       "      <td>-0.069329</td>\n",
       "      <td>-0.250328</td>\n",
       "      <td>0.400944</td>\n",
       "      <td>-0.005415</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>210</th>\n",
       "      <td>-0.800271</td>\n",
       "      <td>-0.632544</td>\n",
       "      <td>0.811643</td>\n",
       "      <td>0.072339</td>\n",
       "      <td>0.382346</td>\n",
       "      <td>-0.242039</td>\n",
       "      <td>-0.015822</td>\n",
       "      <td>-0.441054</td>\n",
       "      <td>0.132013</td>\n",
       "      <td>0.271592</td>\n",
       "      <td>...</td>\n",
       "      <td>0.282892</td>\n",
       "      <td>-0.057647</td>\n",
       "      <td>0.121681</td>\n",
       "      <td>-0.013043</td>\n",
       "      <td>0.306761</td>\n",
       "      <td>-0.222692</td>\n",
       "      <td>-0.254853</td>\n",
       "      <td>0.099353</td>\n",
       "      <td>-0.317324</td>\n",
       "      <td>1.041974</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>211</th>\n",
       "      <td>-0.456745</td>\n",
       "      <td>-0.419528</td>\n",
       "      <td>1.254076</td>\n",
       "      <td>-0.010153</td>\n",
       "      <td>0.475001</td>\n",
       "      <td>0.181280</td>\n",
       "      <td>-0.665878</td>\n",
       "      <td>-0.706060</td>\n",
       "      <td>0.857720</td>\n",
       "      <td>0.650702</td>\n",
       "      <td>...</td>\n",
       "      <td>0.037403</td>\n",
       "      <td>0.253032</td>\n",
       "      <td>-0.379898</td>\n",
       "      <td>0.446394</td>\n",
       "      <td>-0.147642</td>\n",
       "      <td>-0.446182</td>\n",
       "      <td>-0.790353</td>\n",
       "      <td>-0.632984</td>\n",
       "      <td>-0.037771</td>\n",
       "      <td>0.364647</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>212</th>\n",
       "      <td>0.129651</td>\n",
       "      <td>0.085455</td>\n",
       "      <td>0.312435</td>\n",
       "      <td>-0.128807</td>\n",
       "      <td>0.278591</td>\n",
       "      <td>-0.019250</td>\n",
       "      <td>-0.153348</td>\n",
       "      <td>-0.243935</td>\n",
       "      <td>0.333111</td>\n",
       "      <td>-0.110394</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.417245</td>\n",
       "      <td>-0.098974</td>\n",
       "      <td>-0.327317</td>\n",
       "      <td>-0.448626</td>\n",
       "      <td>-0.229370</td>\n",
       "      <td>-0.110594</td>\n",
       "      <td>0.224581</td>\n",
       "      <td>0.273618</td>\n",
       "      <td>0.196806</td>\n",
       "      <td>0.284612</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>213</th>\n",
       "      <td>-0.006860</td>\n",
       "      <td>0.324968</td>\n",
       "      <td>0.249567</td>\n",
       "      <td>-0.393813</td>\n",
       "      <td>0.309915</td>\n",
       "      <td>-0.671040</td>\n",
       "      <td>-0.254640</td>\n",
       "      <td>-0.521559</td>\n",
       "      <td>0.399634</td>\n",
       "      <td>-0.202961</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.306447</td>\n",
       "      <td>-0.219567</td>\n",
       "      <td>-0.139530</td>\n",
       "      <td>-0.128964</td>\n",
       "      <td>-0.219610</td>\n",
       "      <td>-0.006376</td>\n",
       "      <td>-0.130845</td>\n",
       "      <td>0.406632</td>\n",
       "      <td>-0.333849</td>\n",
       "      <td>0.569125</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>214</th>\n",
       "      <td>-0.073640</td>\n",
       "      <td>-0.117780</td>\n",
       "      <td>0.360068</td>\n",
       "      <td>-0.394840</td>\n",
       "      <td>0.232886</td>\n",
       "      <td>-0.226081</td>\n",
       "      <td>-0.160408</td>\n",
       "      <td>-0.384958</td>\n",
       "      <td>0.153734</td>\n",
       "      <td>0.054449</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.407771</td>\n",
       "      <td>0.406207</td>\n",
       "      <td>-0.232785</td>\n",
       "      <td>-0.345331</td>\n",
       "      <td>0.375935</td>\n",
       "      <td>0.096040</td>\n",
       "      <td>0.066942</td>\n",
       "      <td>0.049730</td>\n",
       "      <td>0.168424</td>\n",
       "      <td>0.047020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>215</th>\n",
       "      <td>-0.286215</td>\n",
       "      <td>-0.253957</td>\n",
       "      <td>0.401546</td>\n",
       "      <td>-0.312472</td>\n",
       "      <td>0.419520</td>\n",
       "      <td>-0.112929</td>\n",
       "      <td>-0.186307</td>\n",
       "      <td>-0.593753</td>\n",
       "      <td>-0.175121</td>\n",
       "      <td>-0.222193</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.234519</td>\n",
       "      <td>0.444317</td>\n",
       "      <td>0.001670</td>\n",
       "      <td>-0.322624</td>\n",
       "      <td>0.914966</td>\n",
       "      <td>-0.414077</td>\n",
       "      <td>-0.330277</td>\n",
       "      <td>-0.001324</td>\n",
       "      <td>0.598716</td>\n",
       "      <td>0.007519</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>216</th>\n",
       "      <td>0.059841</td>\n",
       "      <td>-0.377158</td>\n",
       "      <td>0.722207</td>\n",
       "      <td>-0.004408</td>\n",
       "      <td>0.315912</td>\n",
       "      <td>-0.325488</td>\n",
       "      <td>-0.403752</td>\n",
       "      <td>-0.906194</td>\n",
       "      <td>0.625743</td>\n",
       "      <td>0.415520</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.226291</td>\n",
       "      <td>-0.572600</td>\n",
       "      <td>-0.065240</td>\n",
       "      <td>0.529491</td>\n",
       "      <td>-0.106602</td>\n",
       "      <td>-0.595883</td>\n",
       "      <td>-0.271704</td>\n",
       "      <td>-0.139541</td>\n",
       "      <td>0.430868</td>\n",
       "      <td>0.488003</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>217</th>\n",
       "      <td>-0.021500</td>\n",
       "      <td>-0.261597</td>\n",
       "      <td>0.823992</td>\n",
       "      <td>-0.527357</td>\n",
       "      <td>0.103682</td>\n",
       "      <td>0.148604</td>\n",
       "      <td>-0.223898</td>\n",
       "      <td>-0.238028</td>\n",
       "      <td>0.210362</td>\n",
       "      <td>0.195476</td>\n",
       "      <td>...</td>\n",
       "      <td>0.189073</td>\n",
       "      <td>-0.027151</td>\n",
       "      <td>-0.345035</td>\n",
       "      <td>-0.123013</td>\n",
       "      <td>-0.035204</td>\n",
       "      <td>-0.626476</td>\n",
       "      <td>0.335852</td>\n",
       "      <td>-0.100523</td>\n",
       "      <td>0.255584</td>\n",
       "      <td>0.308830</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>218</th>\n",
       "      <td>-0.459703</td>\n",
       "      <td>-0.016047</td>\n",
       "      <td>-0.267105</td>\n",
       "      <td>-0.407245</td>\n",
       "      <td>-0.519128</td>\n",
       "      <td>-0.086253</td>\n",
       "      <td>0.517964</td>\n",
       "      <td>-0.464276</td>\n",
       "      <td>0.350800</td>\n",
       "      <td>0.368050</td>\n",
       "      <td>...</td>\n",
       "      <td>0.516320</td>\n",
       "      <td>0.050700</td>\n",
       "      <td>0.369494</td>\n",
       "      <td>-0.021970</td>\n",
       "      <td>-0.139018</td>\n",
       "      <td>-0.291394</td>\n",
       "      <td>0.186134</td>\n",
       "      <td>-0.345655</td>\n",
       "      <td>0.214199</td>\n",
       "      <td>-0.449690</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>219</th>\n",
       "      <td>-0.158594</td>\n",
       "      <td>0.117493</td>\n",
       "      <td>-0.106213</td>\n",
       "      <td>-0.640010</td>\n",
       "      <td>-0.136923</td>\n",
       "      <td>-0.103804</td>\n",
       "      <td>0.459680</td>\n",
       "      <td>-0.176460</td>\n",
       "      <td>-0.141892</td>\n",
       "      <td>0.073512</td>\n",
       "      <td>...</td>\n",
       "      <td>0.306255</td>\n",
       "      <td>-0.502948</td>\n",
       "      <td>0.134064</td>\n",
       "      <td>-0.043016</td>\n",
       "      <td>-0.022823</td>\n",
       "      <td>-0.378528</td>\n",
       "      <td>-0.008136</td>\n",
       "      <td>-0.301998</td>\n",
       "      <td>0.419926</td>\n",
       "      <td>-0.199120</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>220 rows × 200 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "          0         1         2         3         4         5         6    \\\n",
       "0    0.459209  0.068840  0.518663 -0.718769  0.204816 -0.660420 -0.058094   \n",
       "1    0.415522 -0.520065  0.529765 -0.476499  0.330392 -0.792040  0.130760   \n",
       "2   -0.502529 -0.145655  0.972626 -0.801836  0.415211  0.197470  0.173534   \n",
       "3   -0.605836  0.253396  0.558612 -1.028826  0.588377 -0.195169 -0.585407   \n",
       "4   -0.250050 -0.327821  0.652581 -0.944954  0.932400  0.099642 -0.828530   \n",
       "5   -0.388689 -0.487382  0.350064 -0.847201  0.904711 -0.010024 -0.711818   \n",
       "6   -0.445425 -0.137197  0.792048 -0.542641  0.641200  0.047805 -0.715514   \n",
       "7   -0.679646 -0.297002  0.491381 -0.736689  0.369226  0.115069 -0.333817   \n",
       "8   -0.372398 -0.610164  1.265838 -0.660937  0.631989  0.498103 -0.758884   \n",
       "9   -0.522827 -0.055829  0.195314 -0.175003  0.335684  0.078050 -0.508540   \n",
       "10  -0.690600 -0.298946  0.569369  0.244391 -0.095585  0.047693 -0.324189   \n",
       "11   0.088340 -0.385889  1.097609 -0.179482  0.240030 -0.093368 -0.280460   \n",
       "12  -0.157201  0.207405  0.540480 -0.453782 -0.033838 -0.140880 -0.101924   \n",
       "13  -0.265065 -0.122078  0.643720 -0.198801  0.289691  0.639502 -0.630498   \n",
       "14  -0.295950 -0.176529  0.698323 -0.738912 -0.084867  0.072607  0.086768   \n",
       "15  -0.000029 -0.123572  0.332204  0.450929 -0.087475  0.125623 -0.680032   \n",
       "16  -0.407312 -0.119939  0.704515  0.128890  0.363171  0.528257 -0.507079   \n",
       "17  -0.212199  0.352727  0.704049  0.002891  0.422528  0.271506 -0.073427   \n",
       "18  -0.123531 -0.036124  0.779016 -0.237173  0.442126  0.609938 -0.190229   \n",
       "19  -0.572993 -0.112517  0.161100 -0.216108  0.367300 -0.033649 -0.334011   \n",
       "20  -0.609008  0.027910  0.560267  0.052828  0.376111  0.060259 -0.438515   \n",
       "21  -0.755010  0.010331  1.082914 -0.328829  0.476872  0.170482 -0.615852   \n",
       "22   0.092527  0.032102  0.336920 -0.087150  0.181125  0.046610 -0.407392   \n",
       "23  -0.524728 -0.440615  1.171705 -0.309410  0.364771  0.060964 -0.436847   \n",
       "24  -0.419000 -0.133298  0.497327  0.218027  0.458049  0.800495 -0.114115   \n",
       "25  -0.295161 -0.085901 -0.023965 -0.000875 -0.032693  0.397717 -0.059427   \n",
       "26  -0.262006 -0.393212  0.349248 -0.070022  0.145324  0.183565 -0.690914   \n",
       "27  -1.118610 -0.536878  0.791721 -0.574558  0.024486  0.409642 -0.549104   \n",
       "28  -0.256636 -0.158185  0.782080 -0.516307  0.841189 -0.059379 -0.328308   \n",
       "29  -0.118927  0.055256  0.593114 -0.761627  0.476659  0.296718 -0.373943   \n",
       "..        ...       ...       ...       ...       ...       ...       ...   \n",
       "190 -0.173755 -0.338652  1.356446 -0.654729  0.268790  0.417820 -0.396147   \n",
       "191 -0.247796 -0.157680  0.684176 -0.689098  0.212028  0.012274 -0.295539   \n",
       "192  0.241365 -0.147606  0.776275 -0.483634 -0.109884  0.057502 -0.844908   \n",
       "193 -0.071096  0.366577  0.136038  0.126930  0.407357  0.387181  0.112921   \n",
       "194 -0.047167  0.237338  0.432589 -0.014757  0.466915  0.223165  0.046624   \n",
       "195 -0.186569 -0.143258  0.490768  0.089136 -0.083534 -0.086092 -0.067926   \n",
       "196 -0.098324  0.040523  0.767849 -0.656573  0.248458 -0.581936 -0.618674   \n",
       "197 -0.406315 -0.347696  0.047019  0.000827 -0.158124 -0.019185 -0.045389   \n",
       "198  0.074594  0.263971  0.733624 -0.089227  0.262417 -0.329171 -0.532920   \n",
       "199  0.171338 -0.061105  0.807518 -0.493308  0.328771  0.129975 -0.442665   \n",
       "200  0.027372 -0.588899 -0.266022 -0.498372  0.169257  0.015004 -0.551762   \n",
       "201 -0.207361 -0.305975  0.152115 -0.431860 -0.098318 -0.055839 -0.019178   \n",
       "202 -0.421784 -0.184848  0.392059 -0.334565  0.174185  0.145778 -0.529895   \n",
       "203 -0.130366 -0.086521  0.016096 -0.253823 -0.143237 -0.025408 -0.180496   \n",
       "204 -0.582634 -0.150274  0.837638 -0.525271  0.385339 -0.427174 -0.648256   \n",
       "205 -0.150913  0.136902  0.594115 -0.855156  0.009421 -0.154863 -0.156453   \n",
       "206 -0.054097 -0.118871  1.584801 -0.856449  0.598909  0.594021 -0.508427   \n",
       "207 -0.039698 -0.323203  0.737203 -0.197782 -0.018291 -1.222161 -0.641815   \n",
       "208 -0.479688  0.013111  1.247077 -0.456644  0.376055  0.118057 -0.251713   \n",
       "209 -0.299537 -0.494180  0.590768 -0.545586  0.378783 -0.252599 -0.612828   \n",
       "210 -0.800271 -0.632544  0.811643  0.072339  0.382346 -0.242039 -0.015822   \n",
       "211 -0.456745 -0.419528  1.254076 -0.010153  0.475001  0.181280 -0.665878   \n",
       "212  0.129651  0.085455  0.312435 -0.128807  0.278591 -0.019250 -0.153348   \n",
       "213 -0.006860  0.324968  0.249567 -0.393813  0.309915 -0.671040 -0.254640   \n",
       "214 -0.073640 -0.117780  0.360068 -0.394840  0.232886 -0.226081 -0.160408   \n",
       "215 -0.286215 -0.253957  0.401546 -0.312472  0.419520 -0.112929 -0.186307   \n",
       "216  0.059841 -0.377158  0.722207 -0.004408  0.315912 -0.325488 -0.403752   \n",
       "217 -0.021500 -0.261597  0.823992 -0.527357  0.103682  0.148604 -0.223898   \n",
       "218 -0.459703 -0.016047 -0.267105 -0.407245 -0.519128 -0.086253  0.517964   \n",
       "219 -0.158594  0.117493 -0.106213 -0.640010 -0.136923 -0.103804  0.459680   \n",
       "\n",
       "          7         8         9      ...          190       191       192  \\\n",
       "0   -0.781625  0.366771 -0.038685    ...    -0.086026  0.273948  0.282555   \n",
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       "2    0.118130  0.074215 -0.695778    ...    -0.229959  0.232918  0.288041   \n",
       "3    0.063359  1.261360 -0.679766    ...    -0.120399  0.316127 -0.391617   \n",
       "4   -0.318162  1.252360 -0.804862    ...     0.129062  0.495875 -0.229700   \n",
       "5   -0.604251  1.252509 -0.854352    ...     0.216819  0.014552  0.101026   \n",
       "6   -0.600879  1.093348 -0.962830    ...     0.402987 -0.009034 -0.278303   \n",
       "7   -0.373104  0.471472 -0.442861    ...    -0.279553  0.320144 -0.053601   \n",
       "8   -0.894397  0.876487 -0.575547    ...    -0.044085  0.377894  0.183333   \n",
       "9   -0.177019  0.568508 -0.189050    ...    -0.008496  0.253767 -0.226979   \n",
       "10  -0.472717  0.940524  0.234119    ...    -0.185405  0.419822 -0.632227   \n",
       "11  -0.641523  0.469322 -0.088135    ...    -0.193332  0.518559 -0.509142   \n",
       "12  -0.042286  0.795767  0.030200    ...     0.096988  0.749884 -0.239389   \n",
       "13  -0.718737  1.237856  0.200458    ...    -0.054344  0.318885 -0.566094   \n",
       "14  -0.567252  0.284134 -0.332609    ...    -0.043051  0.016371  0.129575   \n",
       "15  -0.106071  0.337840  0.155939    ...    -0.009891  0.232419 -0.359625   \n",
       "16  -0.620973  0.396079  0.084970    ...    -0.377404  0.401817 -0.511193   \n",
       "17  -0.241853  0.797474  0.473073    ...    -0.380129  0.099639 -0.138575   \n",
       "18  -0.276450  0.299999  0.149301    ...    -0.152987  0.096583 -0.123725   \n",
       "19  -0.036665  0.441382  0.207563    ...    -0.085238  0.469867 -0.694306   \n",
       "20  -0.749053  1.042609 -0.425090    ...     0.018589  0.134531 -0.131819   \n",
       "21  -0.151770  1.495448  0.086929    ...     0.078070  0.077516 -0.057476   \n",
       "22   0.117265  0.822584  0.149454    ...     0.019438 -0.215544  0.070341   \n",
       "23  -0.253021  1.034886  0.058839    ...    -0.087523  0.067080 -0.180366   \n",
       "24  -0.484898  0.084267 -0.073031    ...     0.244391 -0.168954 -0.120479   \n",
       "25  -0.356702  0.361688 -0.055989    ...    -0.008689  0.545619 -0.420952   \n",
       "26  -0.361039  0.298864  0.106373    ...     0.063169  0.552157 -0.632970   \n",
       "27  -0.387123  0.928655 -0.198139    ...    -0.180174  0.315215  0.212414   \n",
       "28  -0.608340  1.013175 -0.727235    ...    -0.301319  0.071780 -0.128584   \n",
       "29  -0.822845  0.202115 -0.606573    ...    -0.212886  0.027648 -0.068201   \n",
       "..        ...       ...       ...    ...          ...       ...       ...   \n",
       "190 -0.655105  0.571067 -0.169485    ...    -0.127363 -0.006939 -0.162603   \n",
       "191 -0.207292  0.125004  0.177044    ...     0.163961  0.203364  0.064339   \n",
       "192 -0.370063  1.141918 -0.298389    ...    -0.073553 -0.087681 -0.465879   \n",
       "193  0.243808  0.913289  0.588515    ...    -0.199164 -0.458256 -0.175182   \n",
       "194  0.109590  0.071583  0.059303    ...    -0.085313  0.151587  0.319730   \n",
       "195 -0.102147  0.770780  0.024547    ...     0.378277  0.298501 -0.146434   \n",
       "196 -0.066672  0.749577 -0.649814    ...     0.221714  0.862246 -0.274241   \n",
       "197 -0.038960  0.403976 -0.042042    ...     0.077553  0.562095  0.060930   \n",
       "198 -0.362739  0.468679 -0.612404    ...     0.259375 -0.202876 -0.248840   \n",
       "199 -1.070917  0.636660 -0.682060    ...     0.134462 -0.155453  0.213072   \n",
       "200 -0.150361  0.621641  0.201854    ...    -0.017738 -0.202004 -0.276512   \n",
       "201 -0.043341 -0.267137 -0.156086    ...    -0.125036 -0.047077 -0.119400   \n",
       "202 -0.037066  0.643879  0.122646    ...    -0.155122  0.127592 -0.141098   \n",
       "203  0.121130  0.322384 -0.064600    ...    -0.320310 -0.185331  0.060731   \n",
       "204 -0.504696  0.425664 -0.633666    ...     0.055123 -0.091614  0.083983   \n",
       "205 -0.325496  0.315995 -0.211816    ...    -0.126128  0.001713 -0.147180   \n",
       "206 -0.895713  0.448618 -0.478227    ...     0.459230  0.094739 -0.061416   \n",
       "207 -0.602970  0.233253  0.339720    ...     0.076116  0.005236  0.178208   \n",
       "208 -0.980528  0.339283 -0.143490    ...     0.202046  0.000918 -0.030606   \n",
       "209 -0.318922  0.064962  0.491701    ...    -0.388521 -0.286503 -0.189398   \n",
       "210 -0.441054  0.132013  0.271592    ...     0.282892 -0.057647  0.121681   \n",
       "211 -0.706060  0.857720  0.650702    ...     0.037403  0.253032 -0.379898   \n",
       "212 -0.243935  0.333111 -0.110394    ...    -0.417245 -0.098974 -0.327317   \n",
       "213 -0.521559  0.399634 -0.202961    ...    -0.306447 -0.219567 -0.139530   \n",
       "214 -0.384958  0.153734  0.054449    ...    -0.407771  0.406207 -0.232785   \n",
       "215 -0.593753 -0.175121 -0.222193    ...    -0.234519  0.444317  0.001670   \n",
       "216 -0.906194  0.625743  0.415520    ...    -0.226291 -0.572600 -0.065240   \n",
       "217 -0.238028  0.210362  0.195476    ...     0.189073 -0.027151 -0.345035   \n",
       "218 -0.464276  0.350800  0.368050    ...     0.516320  0.050700  0.369494   \n",
       "219 -0.176460 -0.141892  0.073512    ...     0.306255 -0.502948  0.134064   \n",
       "\n",
       "          193       194       195       196       197       198       199  \n",
       "0    0.598565 -0.159056 -0.311861 -0.043978  0.251012 -0.011492  0.918425  \n",
       "1    0.608357 -0.140185 -0.554184 -0.296807  0.070977  0.509366  0.143152  \n",
       "2   -0.101529 -0.198493 -0.123311 -0.021655  0.819683 -0.138086  0.393017  \n",
       "3    0.665402 -0.412780 -0.706795 -0.165125  0.590001  0.408509  1.308532  \n",
       "4    0.671438 -1.042553 -1.062898 -0.416367  0.585158  0.057961  1.037994  \n",
       "5    0.015726 -1.162356 -1.175684 -0.095987  0.820141  0.243466  1.094006  \n",
       "6    0.529525 -0.464595 -1.142755 -0.316046  0.739474  0.266887  1.128816  \n",
       "7    0.613148 -0.253355 -0.353962 -0.241383  0.076651  0.311255  0.975434  \n",
       "8    0.371252 -0.465231 -0.485653 -0.403355  0.816513  0.012177  0.900014  \n",
       "9    0.005852 -0.422980 -0.678832 -0.037642  0.248513  0.184042  0.567655  \n",
       "10  -0.115719 -0.598223 -0.488865  0.216860  0.122959  0.353731  0.250617  \n",
       "11   0.304213 -0.213806 -0.720554  0.008604 -0.006275 -0.060608  0.407795  \n",
       "12   0.072438 -0.276471 -0.482628 -0.691607  0.036423  0.302432  0.092669  \n",
       "13  -0.194641 -0.193003 -0.616567  0.261095  0.463317 -0.215604  0.630508  \n",
       "14   0.366764 -0.042591 -0.689431 -0.431178  0.636985 -0.091652  0.543912  \n",
       "15  -0.129586 -0.007819 -0.636011  0.267973 -0.254816 -0.028669  0.105738  \n",
       "16  -0.427175 -0.361238 -0.644295  0.138802  0.243626  0.126103  0.390994  \n",
       "17  -0.294829  0.187878 -0.508433  0.069506  0.215922  0.242000 -0.092504  \n",
       "18  -0.357940 -0.346431 -0.754938  0.253607  0.299970  0.450477 -0.006515  \n",
       "19  -0.040424 -0.299611 -0.199450  0.613222  0.150464 -0.180587  0.302865  \n",
       "20  -0.303128 -0.538791 -0.659063 -0.022946  0.474785  0.247959  0.670441  \n",
       "21  -0.260332 -0.020946 -0.673312  0.020145  0.624956  0.245389  0.223555  \n",
       "22  -0.388949 -0.304694 -0.603096  0.149852  0.521689 -0.067177  0.150668  \n",
       "23  -0.116107 -0.526641 -0.687838  0.162141  0.411922  0.029562  0.442201  \n",
       "24   0.273279  0.212482 -0.103135  0.526300  0.036279  0.349512  0.520839  \n",
       "25   0.295950 -0.255884 -0.245415  0.230292  0.363647  0.177736  0.758282  \n",
       "26   0.157493 -0.547777 -0.115950  0.658710 -0.315160  0.415732  0.826220  \n",
       "27  -0.093590 -0.694543 -0.909831 -0.355449  0.286326  0.272585  0.630067  \n",
       "28   0.392728 -0.715604 -0.428891 -0.186701  0.699238  0.253937  0.908040  \n",
       "29   0.252140 -0.405561 -0.276577 -0.114397  0.100981  0.329075  1.023005  \n",
       "..        ...       ...       ...       ...       ...       ...       ...  \n",
       "190 -0.065306  0.123030 -0.614696  0.184403  0.698322 -0.056480  0.567386  \n",
       "191  0.043099  0.027246 -0.465869 -0.342990  0.352748  0.452951  0.729871  \n",
       "192 -0.059303 -0.249935 -0.539906  0.080528 -0.316532  0.416031  0.403706  \n",
       "193 -0.256297  0.219534 -0.027286 -0.198423 -0.538042  0.372027  0.227560  \n",
       "194 -0.379184  0.458151 -0.519140 -0.324501 -0.288865  0.210727  0.007293  \n",
       "195 -0.473754 -0.087614 -0.449591  0.188675 -0.171701  0.058565  0.281322  \n",
       "196 -0.000764 -0.027642 -0.811074 -0.753923 -0.080159  0.182583  0.912944  \n",
       "197  0.208167 -0.186403 -0.435584 -0.211058  0.295889  0.151894  0.421763  \n",
       "198  0.289703  0.037396 -0.880250 -0.232066 -0.034696 -0.247206  0.844004  \n",
       "199  0.720195 -0.274801 -0.338786 -0.347269  0.394109  0.099986  0.906833  \n",
       "200  0.463880 -0.310170 -0.621648  0.186608  0.317201 -0.322270  0.680599  \n",
       "201 -0.611312 -0.074031 -0.368352 -0.332276 -0.396219 -0.035433  0.569283  \n",
       "202 -0.117909 -0.338661 -0.601152 -0.271793  0.052085  0.353797  0.109563  \n",
       "203 -0.171719 -0.424056 -0.322747  0.163826  0.088327 -0.073819 -0.016628  \n",
       "204  0.543849 -0.327685 -0.719870 -0.371361  0.303314  0.263252  0.535066  \n",
       "205  0.075328 -0.548427 -0.389636 -0.207309  0.575385  0.421943  0.689742  \n",
       "206 -0.120797 -0.252389 -0.998623  0.015091  0.149793  0.418670  1.177743  \n",
       "207 -0.325441  0.047166 -0.392426 -0.428922 -0.065472 -0.107145  0.397428  \n",
       "208  0.089527 -0.159789 -0.457983 -0.011764  0.277375  0.563524  0.998786  \n",
       "209 -0.036832 -0.264482 -0.492790 -0.069329 -0.250328  0.400944 -0.005415  \n",
       "210 -0.013043  0.306761 -0.222692 -0.254853  0.099353 -0.317324  1.041974  \n",
       "211  0.446394 -0.147642 -0.446182 -0.790353 -0.632984 -0.037771  0.364647  \n",
       "212 -0.448626 -0.229370 -0.110594  0.224581  0.273618  0.196806  0.284612  \n",
       "213 -0.128964 -0.219610 -0.006376 -0.130845  0.406632 -0.333849  0.569125  \n",
       "214 -0.345331  0.375935  0.096040  0.066942  0.049730  0.168424  0.047020  \n",
       "215 -0.322624  0.914966 -0.414077 -0.330277 -0.001324  0.598716  0.007519  \n",
       "216  0.529491 -0.106602 -0.595883 -0.271704 -0.139541  0.430868  0.488003  \n",
       "217 -0.123013 -0.035204 -0.626476  0.335852 -0.100523  0.255584  0.308830  \n",
       "218 -0.021970 -0.139018 -0.291394  0.186134 -0.345655  0.214199 -0.449690  \n",
       "219 -0.043016 -0.022823 -0.378528 -0.008136 -0.301998  0.419926 -0.199120  \n",
       "\n",
       "[220 rows x 200 columns]"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "\n",
    "positive_comments = pd.read_csv(\"./data/comment_positive.csv\", delimiter=\",\", encoding=\"utf-8\")\n",
    "\n",
    "valid_pos_comments_feature = []\n",
    "valid_pos_comments_set = set()\n",
    "\n",
    "for index, row in positive_comments.iterrows():\n",
    "    raw_id = row[\"raw_id\"]\n",
    "    valid_pos_comments_set.add(raw_id)\n",
    "    content = danmaku_select[danmaku_select['tsc_raw_id'] == raw_id][\"content\"].tolist()\n",
    "    if len(content) > 0:\n",
    "        content = content[0]\n",
    "    else:\n",
    "        continue\n",
    "    words = word_split(content)\n",
    "    if len(words) > 0:\n",
    "        danmaku_repr = np.zeros(word_dim)\n",
    "        valid_words = 0\n",
    "        for word in words:\n",
    "            if word in word_model.wv.vocab:\n",
    "                valid_words += 1\n",
    "                danmaku_repr += word_model.wv[word]\n",
    "        if valid_words > 0:\n",
    "            valid_pos_comments_feature.append(danmaku_repr/valid_words)\n",
    "            \n",
    "pos_comment_df = pd.DataFrame(valid_pos_comments_feature)\n",
    "pos_comment_df"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "检查数据中负样本的情况"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "collapsed": true
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Building prefix dict from the default dictionary ...\n",
      "Dumping model to file cache /tmp/jieba.cache\n",
      "Loading model cost 0.550 seconds.\n",
      "Prefix dict has been built succesfully.\n"
     ]
    },
    {
     "data": {
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       "      <th>199</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0.093214</td>\n",
       "      <td>0.234901</td>\n",
       "      <td>0.326423</td>\n",
       "      <td>-0.457833</td>\n",
       "      <td>-0.022173</td>\n",
       "      <td>-0.520010</td>\n",
       "      <td>-0.342608</td>\n",
       "      <td>-0.563632</td>\n",
       "      <td>-0.022795</td>\n",
       "      <td>0.075283</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.462436</td>\n",
       "      <td>0.431695</td>\n",
       "      <td>-0.231745</td>\n",
       "      <td>0.616420</td>\n",
       "      <td>-0.267103</td>\n",
       "      <td>-0.399343</td>\n",
       "      <td>-0.757096</td>\n",
       "      <td>0.274162</td>\n",
       "      <td>0.148801</td>\n",
       "      <td>0.561109</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>-0.046861</td>\n",
       "      <td>0.101023</td>\n",
       "      <td>0.218520</td>\n",
       "      <td>-0.301838</td>\n",
       "      <td>-0.302505</td>\n",
       "      <td>-0.296510</td>\n",
       "      <td>-0.084231</td>\n",
       "      <td>-0.673560</td>\n",
       "      <td>0.107082</td>\n",
       "      <td>-0.188147</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.121978</td>\n",
       "      <td>-0.134977</td>\n",
       "      <td>-0.303613</td>\n",
       "      <td>0.171675</td>\n",
       "      <td>-0.092439</td>\n",
       "      <td>-0.350739</td>\n",
       "      <td>0.137807</td>\n",
       "      <td>0.149944</td>\n",
       "      <td>-0.481022</td>\n",
       "      <td>0.899456</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>-1.118985</td>\n",
       "      <td>1.218978</td>\n",
       "      <td>1.667174</td>\n",
       "      <td>-1.637353</td>\n",
       "      <td>0.723845</td>\n",
       "      <td>0.254608</td>\n",
       "      <td>0.215223</td>\n",
       "      <td>-2.166042</td>\n",
       "      <td>0.184661</td>\n",
       "      <td>-1.528602</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.053584</td>\n",
       "      <td>-0.174243</td>\n",
       "      <td>0.396333</td>\n",
       "      <td>1.152659</td>\n",
       "      <td>0.875525</td>\n",
       "      <td>-0.390142</td>\n",
       "      <td>0.376761</td>\n",
       "      <td>0.654022</td>\n",
       "      <td>0.180446</td>\n",
       "      <td>1.980457</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>-0.126913</td>\n",
       "      <td>0.084239</td>\n",
       "      <td>0.367800</td>\n",
       "      <td>-0.698585</td>\n",
       "      <td>0.219721</td>\n",
       "      <td>-0.075717</td>\n",
       "      <td>-0.157180</td>\n",
       "      <td>-0.847253</td>\n",
       "      <td>0.730104</td>\n",
       "      <td>-0.244634</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.127399</td>\n",
       "      <td>0.470658</td>\n",
       "      <td>-0.143121</td>\n",
       "      <td>0.545181</td>\n",
       "      <td>-0.502790</td>\n",
       "      <td>-0.690864</td>\n",
       "      <td>0.036942</td>\n",
       "      <td>0.106718</td>\n",
       "      <td>-0.097678</td>\n",
       "      <td>1.304486</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>0.355777</td>\n",
       "      <td>0.301485</td>\n",
       "      <td>0.232154</td>\n",
       "      <td>-0.396937</td>\n",
       "      <td>0.122256</td>\n",
       "      <td>-0.156237</td>\n",
       "      <td>-0.345060</td>\n",
       "      <td>-0.210060</td>\n",
       "      <td>0.507227</td>\n",
       "      <td>0.150827</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.388459</td>\n",
       "      <td>0.487599</td>\n",
       "      <td>-0.040993</td>\n",
       "      <td>0.272039</td>\n",
       "      <td>0.278677</td>\n",
       "      <td>0.157769</td>\n",
       "      <td>0.251669</td>\n",
       "      <td>-0.153759</td>\n",
       "      <td>0.484767</td>\n",
       "      <td>0.003680</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>0.234052</td>\n",
       "      <td>0.267938</td>\n",
       "      <td>0.555166</td>\n",
       "      <td>-0.452271</td>\n",
       "      <td>-0.234209</td>\n",
       "      <td>-0.146220</td>\n",
       "      <td>-0.219393</td>\n",
       "      <td>-0.087287</td>\n",
       "      <td>0.214024</td>\n",
       "      <td>0.220228</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.514380</td>\n",
       "      <td>-0.062151</td>\n",
       "      <td>-0.277385</td>\n",
       "      <td>0.634872</td>\n",
       "      <td>-0.109886</td>\n",
       "      <td>-0.226255</td>\n",
       "      <td>0.056029</td>\n",
       "      <td>-0.051635</td>\n",
       "      <td>0.025559</td>\n",
       "      <td>-0.222913</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>0.018057</td>\n",
       "      <td>-0.036373</td>\n",
       "      <td>-0.086777</td>\n",
       "      <td>0.007554</td>\n",
       "      <td>0.020443</td>\n",
       "      <td>-0.000193</td>\n",
       "      <td>0.029691</td>\n",
       "      <td>0.139705</td>\n",
       "      <td>-0.046951</td>\n",
       "      <td>0.043615</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.075237</td>\n",
       "      <td>-0.044530</td>\n",
       "      <td>-0.033343</td>\n",
       "      <td>-0.048179</td>\n",
       "      <td>0.025741</td>\n",
       "      <td>0.000301</td>\n",
       "      <td>-0.028415</td>\n",
       "      <td>-0.044635</td>\n",
       "      <td>0.033520</td>\n",
       "      <td>-0.030570</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>-0.297868</td>\n",
       "      <td>-0.107621</td>\n",
       "      <td>0.639645</td>\n",
       "      <td>-0.254791</td>\n",
       "      <td>0.193994</td>\n",
       "      <td>0.003680</td>\n",
       "      <td>-0.541694</td>\n",
       "      <td>-0.318016</td>\n",
       "      <td>0.510039</td>\n",
       "      <td>-0.287715</td>\n",
       "      <td>...</td>\n",
       "      <td>0.071975</td>\n",
       "      <td>0.266646</td>\n",
       "      <td>0.217845</td>\n",
       "      <td>0.381887</td>\n",
       "      <td>-0.196160</td>\n",
       "      <td>-0.393395</td>\n",
       "      <td>-0.505925</td>\n",
       "      <td>0.246128</td>\n",
       "      <td>0.327584</td>\n",
       "      <td>0.644617</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>0.081378</td>\n",
       "      <td>0.171632</td>\n",
       "      <td>0.562786</td>\n",
       "      <td>-0.493354</td>\n",
       "      <td>0.187196</td>\n",
       "      <td>-0.325732</td>\n",
       "      <td>-0.163702</td>\n",
       "      <td>-0.241334</td>\n",
       "      <td>0.281500</td>\n",
       "      <td>-0.065029</td>\n",
       "      <td>...</td>\n",
       "      <td>0.005486</td>\n",
       "      <td>0.222957</td>\n",
       "      <td>-0.027236</td>\n",
       "      <td>0.372470</td>\n",
       "      <td>0.003413</td>\n",
       "      <td>-0.320036</td>\n",
       "      <td>-0.390210</td>\n",
       "      <td>0.334737</td>\n",
       "      <td>0.291110</td>\n",
       "      <td>0.606478</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>-0.049974</td>\n",
       "      <td>0.356466</td>\n",
       "      <td>0.185890</td>\n",
       "      <td>-0.001774</td>\n",
       "      <td>0.181924</td>\n",
       "      <td>-0.146917</td>\n",
       "      <td>-0.055284</td>\n",
       "      <td>-0.245515</td>\n",
       "      <td>0.321074</td>\n",
       "      <td>0.155236</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.184260</td>\n",
       "      <td>-0.111058</td>\n",
       "      <td>0.365956</td>\n",
       "      <td>0.471106</td>\n",
       "      <td>-0.013849</td>\n",
       "      <td>-0.475427</td>\n",
       "      <td>0.121737</td>\n",
       "      <td>0.012350</td>\n",
       "      <td>-0.318564</td>\n",
       "      <td>0.701413</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>-0.198385</td>\n",
       "      <td>-0.106881</td>\n",
       "      <td>0.113816</td>\n",
       "      <td>-0.973002</td>\n",
       "      <td>0.298156</td>\n",
       "      <td>0.151606</td>\n",
       "      <td>-0.496949</td>\n",
       "      <td>-0.451701</td>\n",
       "      <td>1.159585</td>\n",
       "      <td>-0.111345</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.678764</td>\n",
       "      <td>-0.049405</td>\n",
       "      <td>0.028991</td>\n",
       "      <td>0.299347</td>\n",
       "      <td>-0.566363</td>\n",
       "      <td>-0.312374</td>\n",
       "      <td>0.131619</td>\n",
       "      <td>-0.109422</td>\n",
       "      <td>0.363440</td>\n",
       "      <td>0.817640</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>-0.331242</td>\n",
       "      <td>0.160822</td>\n",
       "      <td>0.514396</td>\n",
       "      <td>-0.786603</td>\n",
       "      <td>0.126269</td>\n",
       "      <td>-0.119879</td>\n",
       "      <td>0.087625</td>\n",
       "      <td>-0.649801</td>\n",
       "      <td>0.350639</td>\n",
       "      <td>-0.190044</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.180035</td>\n",
       "      <td>0.252646</td>\n",
       "      <td>0.184625</td>\n",
       "      <td>0.173585</td>\n",
       "      <td>-0.019555</td>\n",
       "      <td>-0.150538</td>\n",
       "      <td>-0.573679</td>\n",
       "      <td>0.552786</td>\n",
       "      <td>-0.448724</td>\n",
       "      <td>0.787831</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>0.048490</td>\n",
       "      <td>0.215961</td>\n",
       "      <td>0.200249</td>\n",
       "      <td>0.014817</td>\n",
       "      <td>-0.146801</td>\n",
       "      <td>0.161507</td>\n",
       "      <td>-0.121932</td>\n",
       "      <td>0.027707</td>\n",
       "      <td>-0.038795</td>\n",
       "      <td>0.274840</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.003580</td>\n",
       "      <td>0.027200</td>\n",
       "      <td>0.350963</td>\n",
       "      <td>0.258341</td>\n",
       "      <td>0.335542</td>\n",
       "      <td>-0.137353</td>\n",
       "      <td>-0.014124</td>\n",
       "      <td>-0.125427</td>\n",
       "      <td>-0.283129</td>\n",
       "      <td>0.470917</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>0.172530</td>\n",
       "      <td>1.004148</td>\n",
       "      <td>1.157695</td>\n",
       "      <td>-1.187699</td>\n",
       "      <td>-0.321880</td>\n",
       "      <td>-0.346245</td>\n",
       "      <td>-0.463104</td>\n",
       "      <td>-0.222754</td>\n",
       "      <td>0.790220</td>\n",
       "      <td>0.278173</td>\n",
       "      <td>...</td>\n",
       "      <td>-1.160938</td>\n",
       "      <td>0.560993</td>\n",
       "      <td>-1.397709</td>\n",
       "      <td>0.515242</td>\n",
       "      <td>0.031876</td>\n",
       "      <td>-0.145450</td>\n",
       "      <td>-0.639981</td>\n",
       "      <td>-0.300249</td>\n",
       "      <td>0.798360</td>\n",
       "      <td>-0.789108</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>-0.184391</td>\n",
       "      <td>0.229630</td>\n",
       "      <td>-0.100318</td>\n",
       "      <td>-1.324908</td>\n",
       "      <td>0.194628</td>\n",
       "      <td>-0.525504</td>\n",
       "      <td>-0.009844</td>\n",
       "      <td>0.243366</td>\n",
       "      <td>-0.667538</td>\n",
       "      <td>-0.934638</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.273612</td>\n",
       "      <td>-0.689216</td>\n",
       "      <td>-0.361575</td>\n",
       "      <td>0.756860</td>\n",
       "      <td>0.294054</td>\n",
       "      <td>-0.519566</td>\n",
       "      <td>-0.439669</td>\n",
       "      <td>0.188305</td>\n",
       "      <td>-0.983445</td>\n",
       "      <td>0.528514</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>-0.146374</td>\n",
       "      <td>0.341489</td>\n",
       "      <td>0.828354</td>\n",
       "      <td>-0.291759</td>\n",
       "      <td>-0.538079</td>\n",
       "      <td>-0.746225</td>\n",
       "      <td>-0.488751</td>\n",
       "      <td>-0.181931</td>\n",
       "      <td>0.369489</td>\n",
       "      <td>-0.451012</td>\n",
       "      <td>...</td>\n",
       "      <td>0.135415</td>\n",
       "      <td>-0.335707</td>\n",
       "      <td>-0.465728</td>\n",
       "      <td>0.146052</td>\n",
       "      <td>0.080662</td>\n",
       "      <td>-0.308985</td>\n",
       "      <td>-0.061835</td>\n",
       "      <td>0.032261</td>\n",
       "      <td>-0.484504</td>\n",
       "      <td>0.974623</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>-0.221320</td>\n",
       "      <td>-0.047493</td>\n",
       "      <td>0.321652</td>\n",
       "      <td>-0.063144</td>\n",
       "      <td>-0.977609</td>\n",
       "      <td>0.138670</td>\n",
       "      <td>-0.704925</td>\n",
       "      <td>-0.445120</td>\n",
       "      <td>-0.231571</td>\n",
       "      <td>-0.609430</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.437543</td>\n",
       "      <td>0.642127</td>\n",
       "      <td>0.010184</td>\n",
       "      <td>0.834245</td>\n",
       "      <td>-0.041566</td>\n",
       "      <td>-0.471012</td>\n",
       "      <td>0.311087</td>\n",
       "      <td>-0.091125</td>\n",
       "      <td>-0.602380</td>\n",
       "      <td>1.203715</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>-0.375061</td>\n",
       "      <td>-0.012529</td>\n",
       "      <td>0.329972</td>\n",
       "      <td>-0.644025</td>\n",
       "      <td>0.330621</td>\n",
       "      <td>-0.498829</td>\n",
       "      <td>-0.084487</td>\n",
       "      <td>-0.471317</td>\n",
       "      <td>-0.111621</td>\n",
       "      <td>0.043207</td>\n",
       "      <td>...</td>\n",
       "      <td>0.083563</td>\n",
       "      <td>-0.614265</td>\n",
       "      <td>0.110486</td>\n",
       "      <td>0.741703</td>\n",
       "      <td>0.572108</td>\n",
       "      <td>-0.847256</td>\n",
       "      <td>-0.111840</td>\n",
       "      <td>-0.683586</td>\n",
       "      <td>-0.610958</td>\n",
       "      <td>0.625973</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>0.085060</td>\n",
       "      <td>0.116648</td>\n",
       "      <td>0.013050</td>\n",
       "      <td>-0.682281</td>\n",
       "      <td>0.108678</td>\n",
       "      <td>-0.175093</td>\n",
       "      <td>-0.251107</td>\n",
       "      <td>-1.104479</td>\n",
       "      <td>0.455120</td>\n",
       "      <td>0.223146</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.147275</td>\n",
       "      <td>0.027293</td>\n",
       "      <td>-0.035674</td>\n",
       "      <td>-0.272950</td>\n",
       "      <td>-0.077190</td>\n",
       "      <td>0.297506</td>\n",
       "      <td>0.397128</td>\n",
       "      <td>-0.178609</td>\n",
       "      <td>-0.220633</td>\n",
       "      <td>0.638732</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>-0.843865</td>\n",
       "      <td>1.006599</td>\n",
       "      <td>1.384916</td>\n",
       "      <td>-2.402238</td>\n",
       "      <td>1.502317</td>\n",
       "      <td>1.225067</td>\n",
       "      <td>-0.087983</td>\n",
       "      <td>-1.743823</td>\n",
       "      <td>-0.319322</td>\n",
       "      <td>-2.691967</td>\n",
       "      <td>...</td>\n",
       "      <td>2.455547</td>\n",
       "      <td>-1.486333</td>\n",
       "      <td>0.226821</td>\n",
       "      <td>1.098715</td>\n",
       "      <td>1.385829</td>\n",
       "      <td>-0.634314</td>\n",
       "      <td>1.412459</td>\n",
       "      <td>-0.019493</td>\n",
       "      <td>0.612954</td>\n",
       "      <td>2.102183</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>-0.292210</td>\n",
       "      <td>-0.219755</td>\n",
       "      <td>-0.364605</td>\n",
       "      <td>0.080768</td>\n",
       "      <td>0.260748</td>\n",
       "      <td>-0.189448</td>\n",
       "      <td>-0.049006</td>\n",
       "      <td>-0.555150</td>\n",
       "      <td>0.297670</td>\n",
       "      <td>0.187422</td>\n",
       "      <td>...</td>\n",
       "      <td>0.010389</td>\n",
       "      <td>0.033545</td>\n",
       "      <td>0.656901</td>\n",
       "      <td>0.596383</td>\n",
       "      <td>-0.348545</td>\n",
       "      <td>-0.419195</td>\n",
       "      <td>0.210020</td>\n",
       "      <td>0.347485</td>\n",
       "      <td>-0.002986</td>\n",
       "      <td>0.565465</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>-0.859450</td>\n",
       "      <td>-0.598257</td>\n",
       "      <td>0.158510</td>\n",
       "      <td>-0.682625</td>\n",
       "      <td>0.020584</td>\n",
       "      <td>-0.230635</td>\n",
       "      <td>-1.082012</td>\n",
       "      <td>-0.350218</td>\n",
       "      <td>0.159309</td>\n",
       "      <td>0.339499</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.614783</td>\n",
       "      <td>0.913319</td>\n",
       "      <td>-0.867188</td>\n",
       "      <td>0.134206</td>\n",
       "      <td>-0.111416</td>\n",
       "      <td>0.115559</td>\n",
       "      <td>0.107954</td>\n",
       "      <td>0.036662</td>\n",
       "      <td>-0.569300</td>\n",
       "      <td>0.808426</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>0.508949</td>\n",
       "      <td>0.060861</td>\n",
       "      <td>0.714528</td>\n",
       "      <td>-0.400308</td>\n",
       "      <td>-0.232680</td>\n",
       "      <td>0.123731</td>\n",
       "      <td>-0.608467</td>\n",
       "      <td>-0.467141</td>\n",
       "      <td>0.890061</td>\n",
       "      <td>0.077895</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.543810</td>\n",
       "      <td>0.515111</td>\n",
       "      <td>0.193982</td>\n",
       "      <td>-0.671437</td>\n",
       "      <td>0.176720</td>\n",
       "      <td>0.424274</td>\n",
       "      <td>-0.073485</td>\n",
       "      <td>0.220724</td>\n",
       "      <td>1.486073</td>\n",
       "      <td>1.093375</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>-0.432522</td>\n",
       "      <td>-0.309075</td>\n",
       "      <td>-0.068016</td>\n",
       "      <td>-1.111329</td>\n",
       "      <td>0.021549</td>\n",
       "      <td>-0.426428</td>\n",
       "      <td>-0.371692</td>\n",
       "      <td>-0.148440</td>\n",
       "      <td>0.019583</td>\n",
       "      <td>-0.790164</td>\n",
       "      <td>...</td>\n",
       "      <td>0.562963</td>\n",
       "      <td>-0.669627</td>\n",
       "      <td>-0.171092</td>\n",
       "      <td>0.579750</td>\n",
       "      <td>0.485392</td>\n",
       "      <td>-1.062027</td>\n",
       "      <td>-0.367989</td>\n",
       "      <td>-0.177276</td>\n",
       "      <td>-0.566900</td>\n",
       "      <td>0.420867</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>0.517189</td>\n",
       "      <td>0.334217</td>\n",
       "      <td>0.341757</td>\n",
       "      <td>-0.315153</td>\n",
       "      <td>0.461901</td>\n",
       "      <td>0.178833</td>\n",
       "      <td>-0.474698</td>\n",
       "      <td>0.070336</td>\n",
       "      <td>-0.078949</td>\n",
       "      <td>-0.275518</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.335922</td>\n",
       "      <td>0.254436</td>\n",
       "      <td>0.066674</td>\n",
       "      <td>0.004975</td>\n",
       "      <td>0.323230</td>\n",
       "      <td>-0.180330</td>\n",
       "      <td>-0.260336</td>\n",
       "      <td>-0.124436</td>\n",
       "      <td>-0.204208</td>\n",
       "      <td>0.824687</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>0.102657</td>\n",
       "      <td>0.410083</td>\n",
       "      <td>0.494011</td>\n",
       "      <td>-0.861771</td>\n",
       "      <td>-0.106191</td>\n",
       "      <td>-0.539017</td>\n",
       "      <td>-0.185523</td>\n",
       "      <td>-0.690619</td>\n",
       "      <td>0.661293</td>\n",
       "      <td>-0.390347</td>\n",
       "      <td>...</td>\n",
       "      <td>0.248488</td>\n",
       "      <td>-0.148119</td>\n",
       "      <td>0.135073</td>\n",
       "      <td>0.558420</td>\n",
       "      <td>-0.113954</td>\n",
       "      <td>-0.440605</td>\n",
       "      <td>-0.219484</td>\n",
       "      <td>0.079674</td>\n",
       "      <td>0.076931</td>\n",
       "      <td>0.832154</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>0.020082</td>\n",
       "      <td>-0.193587</td>\n",
       "      <td>0.349874</td>\n",
       "      <td>-0.264822</td>\n",
       "      <td>0.078663</td>\n",
       "      <td>-0.174453</td>\n",
       "      <td>-0.102124</td>\n",
       "      <td>-0.115534</td>\n",
       "      <td>-0.090804</td>\n",
       "      <td>-0.231488</td>\n",
       "      <td>...</td>\n",
       "      <td>0.033638</td>\n",
       "      <td>0.205056</td>\n",
       "      <td>-0.057746</td>\n",
       "      <td>0.241120</td>\n",
       "      <td>-0.084870</td>\n",
       "      <td>-0.407301</td>\n",
       "      <td>-0.181148</td>\n",
       "      <td>-0.028645</td>\n",
       "      <td>-0.125219</td>\n",
       "      <td>0.455288</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>0.402193</td>\n",
       "      <td>0.139956</td>\n",
       "      <td>0.088586</td>\n",
       "      <td>-0.474698</td>\n",
       "      <td>0.379257</td>\n",
       "      <td>0.346960</td>\n",
       "      <td>-0.087259</td>\n",
       "      <td>-0.435129</td>\n",
       "      <td>0.125604</td>\n",
       "      <td>0.167726</td>\n",
       "      <td>...</td>\n",
       "      <td>0.291104</td>\n",
       "      <td>0.731224</td>\n",
       "      <td>0.298943</td>\n",
       "      <td>0.062846</td>\n",
       "      <td>-0.154935</td>\n",
       "      <td>-0.141408</td>\n",
       "      <td>-0.044627</td>\n",
       "      <td>0.182010</td>\n",
       "      <td>0.419227</td>\n",
       "      <td>1.497687</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>-0.084150</td>\n",
       "      <td>0.197834</td>\n",
       "      <td>1.112133</td>\n",
       "      <td>-1.014974</td>\n",
       "      <td>0.781655</td>\n",
       "      <td>-0.121918</td>\n",
       "      <td>-0.187542</td>\n",
       "      <td>-0.749085</td>\n",
       "      <td>0.546302</td>\n",
       "      <td>-0.163352</td>\n",
       "      <td>...</td>\n",
       "      <td>0.155712</td>\n",
       "      <td>0.471896</td>\n",
       "      <td>0.404765</td>\n",
       "      <td>0.781188</td>\n",
       "      <td>-0.204703</td>\n",
       "      <td>-0.328481</td>\n",
       "      <td>-0.217378</td>\n",
       "      <td>-0.056392</td>\n",
       "      <td>0.295483</td>\n",
       "      <td>1.194274</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>0.424145</td>\n",
       "      <td>-0.322269</td>\n",
       "      <td>1.206520</td>\n",
       "      <td>-1.640286</td>\n",
       "      <td>0.063389</td>\n",
       "      <td>0.649437</td>\n",
       "      <td>-0.964628</td>\n",
       "      <td>-0.866846</td>\n",
       "      <td>0.707275</td>\n",
       "      <td>-0.929240</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.367572</td>\n",
       "      <td>0.106274</td>\n",
       "      <td>0.292856</td>\n",
       "      <td>1.736722</td>\n",
       "      <td>0.129343</td>\n",
       "      <td>-0.994430</td>\n",
       "      <td>-0.885972</td>\n",
       "      <td>0.571460</td>\n",
       "      <td>0.770573</td>\n",
       "      <td>1.419854</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2068</th>\n",
       "      <td>0.459702</td>\n",
       "      <td>-0.013990</td>\n",
       "      <td>0.153625</td>\n",
       "      <td>-0.067504</td>\n",
       "      <td>-0.308866</td>\n",
       "      <td>-0.577110</td>\n",
       "      <td>0.066235</td>\n",
       "      <td>0.028568</td>\n",
       "      <td>-0.110446</td>\n",
       "      <td>-0.067722</td>\n",
       "      <td>...</td>\n",
       "      <td>0.484243</td>\n",
       "      <td>-0.277903</td>\n",
       "      <td>0.195825</td>\n",
       "      <td>0.772912</td>\n",
       "      <td>0.021194</td>\n",
       "      <td>-0.104494</td>\n",
       "      <td>0.158655</td>\n",
       "      <td>-0.500966</td>\n",
       "      <td>1.451343</td>\n",
       "      <td>0.663048</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2069</th>\n",
       "      <td>-0.341356</td>\n",
       "      <td>-0.159191</td>\n",
       "      <td>1.027245</td>\n",
       "      <td>0.011756</td>\n",
       "      <td>-0.250471</td>\n",
       "      <td>-0.201713</td>\n",
       "      <td>0.073622</td>\n",
       "      <td>-0.188051</td>\n",
       "      <td>0.339776</td>\n",
       "      <td>-0.920067</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.287983</td>\n",
       "      <td>0.162503</td>\n",
       "      <td>-0.096128</td>\n",
       "      <td>0.560204</td>\n",
       "      <td>-0.244532</td>\n",
       "      <td>-0.563484</td>\n",
       "      <td>0.164539</td>\n",
       "      <td>-0.249066</td>\n",
       "      <td>-0.085971</td>\n",
       "      <td>0.479138</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2070</th>\n",
       "      <td>0.119977</td>\n",
       "      <td>0.217980</td>\n",
       "      <td>0.597027</td>\n",
       "      <td>-0.602257</td>\n",
       "      <td>0.370471</td>\n",
       "      <td>-0.560633</td>\n",
       "      <td>-0.469857</td>\n",
       "      <td>-0.960572</td>\n",
       "      <td>0.440359</td>\n",
       "      <td>-0.589864</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.384131</td>\n",
       "      <td>0.162530</td>\n",
       "      <td>-0.034034</td>\n",
       "      <td>1.603475</td>\n",
       "      <td>-0.111893</td>\n",
       "      <td>-0.235889</td>\n",
       "      <td>-0.087315</td>\n",
       "      <td>0.228140</td>\n",
       "      <td>0.466928</td>\n",
       "      <td>1.164389</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2071</th>\n",
       "      <td>0.271611</td>\n",
       "      <td>-0.045774</td>\n",
       "      <td>-0.033911</td>\n",
       "      <td>0.220597</td>\n",
       "      <td>0.020678</td>\n",
       "      <td>-0.328447</td>\n",
       "      <td>-0.141819</td>\n",
       "      <td>0.121416</td>\n",
       "      <td>-0.035287</td>\n",
       "      <td>0.189183</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.096385</td>\n",
       "      <td>-0.066577</td>\n",
       "      <td>0.046993</td>\n",
       "      <td>0.111918</td>\n",
       "      <td>0.088662</td>\n",
       "      <td>-0.058080</td>\n",
       "      <td>0.226031</td>\n",
       "      <td>-0.046834</td>\n",
       "      <td>0.226045</td>\n",
       "      <td>0.045646</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2072</th>\n",
       "      <td>-0.835777</td>\n",
       "      <td>-0.976744</td>\n",
       "      <td>0.212221</td>\n",
       "      <td>-2.471098</td>\n",
       "      <td>0.411325</td>\n",
       "      <td>-1.114112</td>\n",
       "      <td>-0.692773</td>\n",
       "      <td>-0.189729</td>\n",
       "      <td>-1.461532</td>\n",
       "      <td>-1.453339</td>\n",
       "      <td>...</td>\n",
       "      <td>0.764144</td>\n",
       "      <td>-0.708663</td>\n",
       "      <td>-0.326365</td>\n",
       "      <td>0.306656</td>\n",
       "      <td>0.171880</td>\n",
       "      <td>-0.669687</td>\n",
       "      <td>-0.407110</td>\n",
       "      <td>-0.007792</td>\n",
       "      <td>-0.569206</td>\n",
       "      <td>0.876699</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2073</th>\n",
       "      <td>-0.430942</td>\n",
       "      <td>0.047498</td>\n",
       "      <td>1.074129</td>\n",
       "      <td>-0.771236</td>\n",
       "      <td>0.419057</td>\n",
       "      <td>0.787016</td>\n",
       "      <td>-0.041493</td>\n",
       "      <td>-0.906220</td>\n",
       "      <td>0.497500</td>\n",
       "      <td>0.317283</td>\n",
       "      <td>...</td>\n",
       "      <td>0.795757</td>\n",
       "      <td>-0.294083</td>\n",
       "      <td>0.616272</td>\n",
       "      <td>0.404168</td>\n",
       "      <td>0.062616</td>\n",
       "      <td>-0.511612</td>\n",
       "      <td>-0.026845</td>\n",
       "      <td>0.542287</td>\n",
       "      <td>0.472362</td>\n",
       "      <td>0.715869</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2074</th>\n",
       "      <td>-0.461814</td>\n",
       "      <td>0.507513</td>\n",
       "      <td>-0.177845</td>\n",
       "      <td>0.123762</td>\n",
       "      <td>0.336199</td>\n",
       "      <td>-0.010591</td>\n",
       "      <td>-0.519516</td>\n",
       "      <td>-0.328778</td>\n",
       "      <td>1.120085</td>\n",
       "      <td>0.003073</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.102101</td>\n",
       "      <td>-0.229319</td>\n",
       "      <td>0.292207</td>\n",
       "      <td>0.731727</td>\n",
       "      <td>-0.032146</td>\n",
       "      <td>-0.260695</td>\n",
       "      <td>-0.496750</td>\n",
       "      <td>0.346604</td>\n",
       "      <td>-0.494271</td>\n",
       "      <td>-0.203610</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2075</th>\n",
       "      <td>0.137994</td>\n",
       "      <td>0.068897</td>\n",
       "      <td>-0.260118</td>\n",
       "      <td>-0.608416</td>\n",
       "      <td>0.191269</td>\n",
       "      <td>-0.051502</td>\n",
       "      <td>0.311053</td>\n",
       "      <td>-0.894375</td>\n",
       "      <td>1.267902</td>\n",
       "      <td>-0.028635</td>\n",
       "      <td>...</td>\n",
       "      <td>0.213178</td>\n",
       "      <td>-0.055581</td>\n",
       "      <td>0.355248</td>\n",
       "      <td>0.012549</td>\n",
       "      <td>0.073791</td>\n",
       "      <td>0.387448</td>\n",
       "      <td>-0.457937</td>\n",
       "      <td>-0.146389</td>\n",
       "      <td>0.234321</td>\n",
       "      <td>0.786580</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2076</th>\n",
       "      <td>-0.162241</td>\n",
       "      <td>-0.131737</td>\n",
       "      <td>-0.778602</td>\n",
       "      <td>-1.412010</td>\n",
       "      <td>0.582360</td>\n",
       "      <td>1.029964</td>\n",
       "      <td>-0.936432</td>\n",
       "      <td>-1.051773</td>\n",
       "      <td>-0.175128</td>\n",
       "      <td>-1.596314</td>\n",
       "      <td>...</td>\n",
       "      <td>1.203990</td>\n",
       "      <td>-1.600661</td>\n",
       "      <td>1.100298</td>\n",
       "      <td>1.199229</td>\n",
       "      <td>0.930809</td>\n",
       "      <td>-0.020111</td>\n",
       "      <td>0.822079</td>\n",
       "      <td>-0.283126</td>\n",
       "      <td>-0.614304</td>\n",
       "      <td>1.208873</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2077</th>\n",
       "      <td>-0.177680</td>\n",
       "      <td>0.267574</td>\n",
       "      <td>0.444914</td>\n",
       "      <td>-0.971797</td>\n",
       "      <td>0.975704</td>\n",
       "      <td>0.177125</td>\n",
       "      <td>-0.460234</td>\n",
       "      <td>-0.482443</td>\n",
       "      <td>0.612629</td>\n",
       "      <td>-0.321148</td>\n",
       "      <td>...</td>\n",
       "      <td>0.236544</td>\n",
       "      <td>0.334230</td>\n",
       "      <td>-0.107181</td>\n",
       "      <td>0.329255</td>\n",
       "      <td>-0.302753</td>\n",
       "      <td>-0.020706</td>\n",
       "      <td>-0.141412</td>\n",
       "      <td>0.033173</td>\n",
       "      <td>0.269798</td>\n",
       "      <td>0.565370</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2078</th>\n",
       "      <td>-1.008396</td>\n",
       "      <td>0.727243</td>\n",
       "      <td>1.455435</td>\n",
       "      <td>-0.556299</td>\n",
       "      <td>0.019395</td>\n",
       "      <td>-1.630761</td>\n",
       "      <td>-1.071455</td>\n",
       "      <td>-0.537222</td>\n",
       "      <td>-0.326314</td>\n",
       "      <td>-0.570286</td>\n",
       "      <td>...</td>\n",
       "      <td>1.207676</td>\n",
       "      <td>-1.306948</td>\n",
       "      <td>-1.340656</td>\n",
       "      <td>0.548827</td>\n",
       "      <td>0.986160</td>\n",
       "      <td>-1.331560</td>\n",
       "      <td>0.202859</td>\n",
       "      <td>0.022504</td>\n",
       "      <td>-1.366437</td>\n",
       "      <td>1.135039</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2079</th>\n",
       "      <td>0.278593</td>\n",
       "      <td>0.786505</td>\n",
       "      <td>-0.714478</td>\n",
       "      <td>-1.429485</td>\n",
       "      <td>0.133814</td>\n",
       "      <td>0.305108</td>\n",
       "      <td>0.621240</td>\n",
       "      <td>0.202250</td>\n",
       "      <td>1.828568</td>\n",
       "      <td>0.099668</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.193187</td>\n",
       "      <td>1.242903</td>\n",
       "      <td>1.068730</td>\n",
       "      <td>-0.868776</td>\n",
       "      <td>0.594154</td>\n",
       "      <td>-1.116031</td>\n",
       "      <td>-0.276640</td>\n",
       "      <td>0.023367</td>\n",
       "      <td>-0.378351</td>\n",
       "      <td>1.580937</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2080</th>\n",
       "      <td>0.153900</td>\n",
       "      <td>0.100006</td>\n",
       "      <td>0.579730</td>\n",
       "      <td>-0.409718</td>\n",
       "      <td>0.428753</td>\n",
       "      <td>-0.454315</td>\n",
       "      <td>0.418474</td>\n",
       "      <td>-0.637872</td>\n",
       "      <td>-0.099918</td>\n",
       "      <td>-0.478355</td>\n",
       "      <td>...</td>\n",
       "      <td>0.451174</td>\n",
       "      <td>0.106599</td>\n",
       "      <td>0.786016</td>\n",
       "      <td>0.267607</td>\n",
       "      <td>0.068785</td>\n",
       "      <td>-0.006265</td>\n",
       "      <td>-0.316170</td>\n",
       "      <td>0.081293</td>\n",
       "      <td>-0.379317</td>\n",
       "      <td>0.980823</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2081</th>\n",
       "      <td>0.104512</td>\n",
       "      <td>0.135645</td>\n",
       "      <td>0.040317</td>\n",
       "      <td>0.101441</td>\n",
       "      <td>0.067710</td>\n",
       "      <td>-0.056904</td>\n",
       "      <td>-0.110466</td>\n",
       "      <td>0.091696</td>\n",
       "      <td>0.056435</td>\n",
       "      <td>0.031461</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.085907</td>\n",
       "      <td>0.068769</td>\n",
       "      <td>-0.054927</td>\n",
       "      <td>-0.078367</td>\n",
       "      <td>-0.021678</td>\n",
       "      <td>-0.097791</td>\n",
       "      <td>-0.075289</td>\n",
       "      <td>-0.051641</td>\n",
       "      <td>0.071394</td>\n",
       "      <td>-0.008089</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2082</th>\n",
       "      <td>-0.264990</td>\n",
       "      <td>0.826956</td>\n",
       "      <td>1.803829</td>\n",
       "      <td>-1.244153</td>\n",
       "      <td>-0.041610</td>\n",
       "      <td>-0.077448</td>\n",
       "      <td>-0.550952</td>\n",
       "      <td>-0.209205</td>\n",
       "      <td>0.271468</td>\n",
       "      <td>0.141618</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.172510</td>\n",
       "      <td>-0.413699</td>\n",
       "      <td>-1.025098</td>\n",
       "      <td>0.847444</td>\n",
       "      <td>-0.119290</td>\n",
       "      <td>-0.380651</td>\n",
       "      <td>-0.053946</td>\n",
       "      <td>0.416177</td>\n",
       "      <td>-0.249588</td>\n",
       "      <td>1.267557</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2083</th>\n",
       "      <td>-0.080849</td>\n",
       "      <td>-0.663592</td>\n",
       "      <td>0.159624</td>\n",
       "      <td>-1.313013</td>\n",
       "      <td>0.355717</td>\n",
       "      <td>0.332858</td>\n",
       "      <td>0.203458</td>\n",
       "      <td>-0.142397</td>\n",
       "      <td>-0.089472</td>\n",
       "      <td>-0.961957</td>\n",
       "      <td>...</td>\n",
       "      <td>0.252681</td>\n",
       "      <td>-0.234281</td>\n",
       "      <td>0.483287</td>\n",
       "      <td>0.282993</td>\n",
       "      <td>-0.105432</td>\n",
       "      <td>-0.775151</td>\n",
       "      <td>-0.114753</td>\n",
       "      <td>-0.256686</td>\n",
       "      <td>0.115715</td>\n",
       "      <td>0.779739</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2084</th>\n",
       "      <td>-0.325183</td>\n",
       "      <td>0.252929</td>\n",
       "      <td>-0.265327</td>\n",
       "      <td>-0.296919</td>\n",
       "      <td>0.262957</td>\n",
       "      <td>-0.465750</td>\n",
       "      <td>0.025632</td>\n",
       "      <td>-0.478107</td>\n",
       "      <td>0.227705</td>\n",
       "      <td>-0.180306</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.164521</td>\n",
       "      <td>-0.178803</td>\n",
       "      <td>0.292387</td>\n",
       "      <td>0.223545</td>\n",
       "      <td>-0.563155</td>\n",
       "      <td>-0.291199</td>\n",
       "      <td>-0.466396</td>\n",
       "      <td>0.243976</td>\n",
       "      <td>-0.133912</td>\n",
       "      <td>0.213551</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2085</th>\n",
       "      <td>-0.310861</td>\n",
       "      <td>0.147236</td>\n",
       "      <td>0.754583</td>\n",
       "      <td>-1.116187</td>\n",
       "      <td>0.397426</td>\n",
       "      <td>-0.245013</td>\n",
       "      <td>-0.255086</td>\n",
       "      <td>-0.808293</td>\n",
       "      <td>0.390808</td>\n",
       "      <td>-0.400649</td>\n",
       "      <td>...</td>\n",
       "      <td>0.036529</td>\n",
       "      <td>0.779067</td>\n",
       "      <td>0.202354</td>\n",
       "      <td>0.440654</td>\n",
       "      <td>-0.352640</td>\n",
       "      <td>-0.464648</td>\n",
       "      <td>-0.129726</td>\n",
       "      <td>0.174568</td>\n",
       "      <td>0.144107</td>\n",
       "      <td>1.538128</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2086</th>\n",
       "      <td>0.006068</td>\n",
       "      <td>0.459452</td>\n",
       "      <td>0.002393</td>\n",
       "      <td>-0.465864</td>\n",
       "      <td>-0.035484</td>\n",
       "      <td>-0.336651</td>\n",
       "      <td>-0.348360</td>\n",
       "      <td>-0.129622</td>\n",
       "      <td>-0.646355</td>\n",
       "      <td>-0.823962</td>\n",
       "      <td>...</td>\n",
       "      <td>0.237808</td>\n",
       "      <td>-0.783152</td>\n",
       "      <td>-1.036045</td>\n",
       "      <td>0.505767</td>\n",
       "      <td>0.523634</td>\n",
       "      <td>-0.435489</td>\n",
       "      <td>-0.621741</td>\n",
       "      <td>-0.063561</td>\n",
       "      <td>-0.616953</td>\n",
       "      <td>1.182823</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2087</th>\n",
       "      <td>0.225949</td>\n",
       "      <td>0.003918</td>\n",
       "      <td>0.101165</td>\n",
       "      <td>-0.348297</td>\n",
       "      <td>-0.114174</td>\n",
       "      <td>-0.279508</td>\n",
       "      <td>0.313257</td>\n",
       "      <td>-0.686865</td>\n",
       "      <td>0.926586</td>\n",
       "      <td>0.007371</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000970</td>\n",
       "      <td>-0.429718</td>\n",
       "      <td>-0.060132</td>\n",
       "      <td>0.457168</td>\n",
       "      <td>0.007797</td>\n",
       "      <td>-0.155443</td>\n",
       "      <td>-0.674105</td>\n",
       "      <td>0.198258</td>\n",
       "      <td>0.051414</td>\n",
       "      <td>0.419034</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2088</th>\n",
       "      <td>-0.835777</td>\n",
       "      <td>-0.976744</td>\n",
       "      <td>0.212221</td>\n",
       "      <td>-2.471098</td>\n",
       "      <td>0.411325</td>\n",
       "      <td>-1.114112</td>\n",
       "      <td>-0.692773</td>\n",
       "      <td>-0.189729</td>\n",
       "      <td>-1.461532</td>\n",
       "      <td>-1.453339</td>\n",
       "      <td>...</td>\n",
       "      <td>0.764144</td>\n",
       "      <td>-0.708663</td>\n",
       "      <td>-0.326365</td>\n",
       "      <td>0.306656</td>\n",
       "      <td>0.171880</td>\n",
       "      <td>-0.669687</td>\n",
       "      <td>-0.407110</td>\n",
       "      <td>-0.007792</td>\n",
       "      <td>-0.569206</td>\n",
       "      <td>0.876699</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2089</th>\n",
       "      <td>-0.593695</td>\n",
       "      <td>0.057573</td>\n",
       "      <td>0.483194</td>\n",
       "      <td>-0.322944</td>\n",
       "      <td>-0.528941</td>\n",
       "      <td>-0.278443</td>\n",
       "      <td>-0.516815</td>\n",
       "      <td>-0.587333</td>\n",
       "      <td>0.595377</td>\n",
       "      <td>-0.681887</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.408921</td>\n",
       "      <td>0.172978</td>\n",
       "      <td>-0.165073</td>\n",
       "      <td>0.731111</td>\n",
       "      <td>-0.410822</td>\n",
       "      <td>-0.002995</td>\n",
       "      <td>-0.510198</td>\n",
       "      <td>0.735047</td>\n",
       "      <td>-0.010790</td>\n",
       "      <td>0.672422</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2090</th>\n",
       "      <td>-0.222858</td>\n",
       "      <td>0.217441</td>\n",
       "      <td>0.260929</td>\n",
       "      <td>-0.532215</td>\n",
       "      <td>0.026063</td>\n",
       "      <td>-0.267651</td>\n",
       "      <td>0.103551</td>\n",
       "      <td>-0.399966</td>\n",
       "      <td>0.298406</td>\n",
       "      <td>-0.156707</td>\n",
       "      <td>...</td>\n",
       "      <td>0.159575</td>\n",
       "      <td>0.119589</td>\n",
       "      <td>0.274234</td>\n",
       "      <td>0.200739</td>\n",
       "      <td>-0.159391</td>\n",
       "      <td>-0.129611</td>\n",
       "      <td>-0.233239</td>\n",
       "      <td>0.145866</td>\n",
       "      <td>0.031934</td>\n",
       "      <td>0.397122</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2091</th>\n",
       "      <td>0.218241</td>\n",
       "      <td>-0.128800</td>\n",
       "      <td>0.123682</td>\n",
       "      <td>-1.000826</td>\n",
       "      <td>0.168349</td>\n",
       "      <td>-0.240172</td>\n",
       "      <td>-0.623366</td>\n",
       "      <td>-0.289445</td>\n",
       "      <td>0.795401</td>\n",
       "      <td>-0.012969</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.402358</td>\n",
       "      <td>-0.115264</td>\n",
       "      <td>0.150253</td>\n",
       "      <td>0.423657</td>\n",
       "      <td>-0.575858</td>\n",
       "      <td>-0.380314</td>\n",
       "      <td>0.169080</td>\n",
       "      <td>0.331276</td>\n",
       "      <td>0.242821</td>\n",
       "      <td>0.773635</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2092</th>\n",
       "      <td>0.055199</td>\n",
       "      <td>0.098556</td>\n",
       "      <td>-0.198306</td>\n",
       "      <td>-0.011389</td>\n",
       "      <td>0.257708</td>\n",
       "      <td>-0.645634</td>\n",
       "      <td>0.518519</td>\n",
       "      <td>-0.259617</td>\n",
       "      <td>0.483575</td>\n",
       "      <td>-0.645430</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.662497</td>\n",
       "      <td>0.141529</td>\n",
       "      <td>0.260583</td>\n",
       "      <td>0.231251</td>\n",
       "      <td>-0.408345</td>\n",
       "      <td>-0.618571</td>\n",
       "      <td>0.472462</td>\n",
       "      <td>-0.132654</td>\n",
       "      <td>0.229840</td>\n",
       "      <td>0.004271</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2093</th>\n",
       "      <td>0.035694</td>\n",
       "      <td>-0.142479</td>\n",
       "      <td>-0.308784</td>\n",
       "      <td>-0.153496</td>\n",
       "      <td>0.006420</td>\n",
       "      <td>-0.403086</td>\n",
       "      <td>-0.270688</td>\n",
       "      <td>-0.342062</td>\n",
       "      <td>0.040883</td>\n",
       "      <td>0.122154</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.007030</td>\n",
       "      <td>-0.257212</td>\n",
       "      <td>0.493851</td>\n",
       "      <td>0.354807</td>\n",
       "      <td>-0.024666</td>\n",
       "      <td>0.038056</td>\n",
       "      <td>0.639697</td>\n",
       "      <td>-0.340660</td>\n",
       "      <td>0.034227</td>\n",
       "      <td>0.499587</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2094</th>\n",
       "      <td>-0.277868</td>\n",
       "      <td>-0.200352</td>\n",
       "      <td>0.219275</td>\n",
       "      <td>-0.713947</td>\n",
       "      <td>0.822335</td>\n",
       "      <td>0.271022</td>\n",
       "      <td>-0.760179</td>\n",
       "      <td>-0.284568</td>\n",
       "      <td>0.748862</td>\n",
       "      <td>-1.160829</td>\n",
       "      <td>...</td>\n",
       "      <td>0.073534</td>\n",
       "      <td>0.308821</td>\n",
       "      <td>0.135565</td>\n",
       "      <td>0.665141</td>\n",
       "      <td>-0.746099</td>\n",
       "      <td>-0.277104</td>\n",
       "      <td>-0.271441</td>\n",
       "      <td>0.394701</td>\n",
       "      <td>0.118456</td>\n",
       "      <td>1.763369</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2095</th>\n",
       "      <td>0.020566</td>\n",
       "      <td>0.091177</td>\n",
       "      <td>0.041125</td>\n",
       "      <td>-0.155079</td>\n",
       "      <td>-0.114818</td>\n",
       "      <td>-0.513010</td>\n",
       "      <td>0.054927</td>\n",
       "      <td>-0.183570</td>\n",
       "      <td>0.633697</td>\n",
       "      <td>0.228797</td>\n",
       "      <td>...</td>\n",
       "      <td>0.307298</td>\n",
       "      <td>-0.112453</td>\n",
       "      <td>-0.067000</td>\n",
       "      <td>0.640216</td>\n",
       "      <td>-0.103579</td>\n",
       "      <td>-0.643078</td>\n",
       "      <td>0.116911</td>\n",
       "      <td>0.195757</td>\n",
       "      <td>-0.128730</td>\n",
       "      <td>1.346687</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2096</th>\n",
       "      <td>-0.521955</td>\n",
       "      <td>0.505288</td>\n",
       "      <td>0.579793</td>\n",
       "      <td>-0.788325</td>\n",
       "      <td>-0.181458</td>\n",
       "      <td>-0.330046</td>\n",
       "      <td>0.109497</td>\n",
       "      <td>-1.138029</td>\n",
       "      <td>0.012205</td>\n",
       "      <td>-0.236656</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.446375</td>\n",
       "      <td>0.506665</td>\n",
       "      <td>0.026265</td>\n",
       "      <td>0.873455</td>\n",
       "      <td>0.201961</td>\n",
       "      <td>-0.301452</td>\n",
       "      <td>-0.292782</td>\n",
       "      <td>0.705339</td>\n",
       "      <td>-0.185667</td>\n",
       "      <td>1.572604</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2097</th>\n",
       "      <td>0.030702</td>\n",
       "      <td>0.000620</td>\n",
       "      <td>-0.112045</td>\n",
       "      <td>0.060130</td>\n",
       "      <td>-0.216842</td>\n",
       "      <td>-0.033313</td>\n",
       "      <td>0.686036</td>\n",
       "      <td>-0.073502</td>\n",
       "      <td>-0.130441</td>\n",
       "      <td>-0.099425</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.229763</td>\n",
       "      <td>-0.079958</td>\n",
       "      <td>0.128290</td>\n",
       "      <td>0.041045</td>\n",
       "      <td>0.311234</td>\n",
       "      <td>0.324400</td>\n",
       "      <td>0.051048</td>\n",
       "      <td>0.011755</td>\n",
       "      <td>0.264566</td>\n",
       "      <td>-0.029348</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>2098 rows × 200 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "           0         1         2         3         4         5         6    \\\n",
       "0     0.093214  0.234901  0.326423 -0.457833 -0.022173 -0.520010 -0.342608   \n",
       "1    -0.046861  0.101023  0.218520 -0.301838 -0.302505 -0.296510 -0.084231   \n",
       "2    -1.118985  1.218978  1.667174 -1.637353  0.723845  0.254608  0.215223   \n",
       "3    -0.126913  0.084239  0.367800 -0.698585  0.219721 -0.075717 -0.157180   \n",
       "4     0.355777  0.301485  0.232154 -0.396937  0.122256 -0.156237 -0.345060   \n",
       "5     0.234052  0.267938  0.555166 -0.452271 -0.234209 -0.146220 -0.219393   \n",
       "6     0.018057 -0.036373 -0.086777  0.007554  0.020443 -0.000193  0.029691   \n",
       "7    -0.297868 -0.107621  0.639645 -0.254791  0.193994  0.003680 -0.541694   \n",
       "8     0.081378  0.171632  0.562786 -0.493354  0.187196 -0.325732 -0.163702   \n",
       "9    -0.049974  0.356466  0.185890 -0.001774  0.181924 -0.146917 -0.055284   \n",
       "10   -0.198385 -0.106881  0.113816 -0.973002  0.298156  0.151606 -0.496949   \n",
       "11   -0.331242  0.160822  0.514396 -0.786603  0.126269 -0.119879  0.087625   \n",
       "12    0.048490  0.215961  0.200249  0.014817 -0.146801  0.161507 -0.121932   \n",
       "13    0.172530  1.004148  1.157695 -1.187699 -0.321880 -0.346245 -0.463104   \n",
       "14   -0.184391  0.229630 -0.100318 -1.324908  0.194628 -0.525504 -0.009844   \n",
       "15   -0.146374  0.341489  0.828354 -0.291759 -0.538079 -0.746225 -0.488751   \n",
       "16   -0.221320 -0.047493  0.321652 -0.063144 -0.977609  0.138670 -0.704925   \n",
       "17   -0.375061 -0.012529  0.329972 -0.644025  0.330621 -0.498829 -0.084487   \n",
       "18    0.085060  0.116648  0.013050 -0.682281  0.108678 -0.175093 -0.251107   \n",
       "19   -0.843865  1.006599  1.384916 -2.402238  1.502317  1.225067 -0.087983   \n",
       "20   -0.292210 -0.219755 -0.364605  0.080768  0.260748 -0.189448 -0.049006   \n",
       "21   -0.859450 -0.598257  0.158510 -0.682625  0.020584 -0.230635 -1.082012   \n",
       "22    0.508949  0.060861  0.714528 -0.400308 -0.232680  0.123731 -0.608467   \n",
       "23   -0.432522 -0.309075 -0.068016 -1.111329  0.021549 -0.426428 -0.371692   \n",
       "24    0.517189  0.334217  0.341757 -0.315153  0.461901  0.178833 -0.474698   \n",
       "25    0.102657  0.410083  0.494011 -0.861771 -0.106191 -0.539017 -0.185523   \n",
       "26    0.020082 -0.193587  0.349874 -0.264822  0.078663 -0.174453 -0.102124   \n",
       "27    0.402193  0.139956  0.088586 -0.474698  0.379257  0.346960 -0.087259   \n",
       "28   -0.084150  0.197834  1.112133 -1.014974  0.781655 -0.121918 -0.187542   \n",
       "29    0.424145 -0.322269  1.206520 -1.640286  0.063389  0.649437 -0.964628   \n",
       "...        ...       ...       ...       ...       ...       ...       ...   \n",
       "2068  0.459702 -0.013990  0.153625 -0.067504 -0.308866 -0.577110  0.066235   \n",
       "2069 -0.341356 -0.159191  1.027245  0.011756 -0.250471 -0.201713  0.073622   \n",
       "2070  0.119977  0.217980  0.597027 -0.602257  0.370471 -0.560633 -0.469857   \n",
       "2071  0.271611 -0.045774 -0.033911  0.220597  0.020678 -0.328447 -0.141819   \n",
       "2072 -0.835777 -0.976744  0.212221 -2.471098  0.411325 -1.114112 -0.692773   \n",
       "2073 -0.430942  0.047498  1.074129 -0.771236  0.419057  0.787016 -0.041493   \n",
       "2074 -0.461814  0.507513 -0.177845  0.123762  0.336199 -0.010591 -0.519516   \n",
       "2075  0.137994  0.068897 -0.260118 -0.608416  0.191269 -0.051502  0.311053   \n",
       "2076 -0.162241 -0.131737 -0.778602 -1.412010  0.582360  1.029964 -0.936432   \n",
       "2077 -0.177680  0.267574  0.444914 -0.971797  0.975704  0.177125 -0.460234   \n",
       "2078 -1.008396  0.727243  1.455435 -0.556299  0.019395 -1.630761 -1.071455   \n",
       "2079  0.278593  0.786505 -0.714478 -1.429485  0.133814  0.305108  0.621240   \n",
       "2080  0.153900  0.100006  0.579730 -0.409718  0.428753 -0.454315  0.418474   \n",
       "2081  0.104512  0.135645  0.040317  0.101441  0.067710 -0.056904 -0.110466   \n",
       "2082 -0.264990  0.826956  1.803829 -1.244153 -0.041610 -0.077448 -0.550952   \n",
       "2083 -0.080849 -0.663592  0.159624 -1.313013  0.355717  0.332858  0.203458   \n",
       "2084 -0.325183  0.252929 -0.265327 -0.296919  0.262957 -0.465750  0.025632   \n",
       "2085 -0.310861  0.147236  0.754583 -1.116187  0.397426 -0.245013 -0.255086   \n",
       "2086  0.006068  0.459452  0.002393 -0.465864 -0.035484 -0.336651 -0.348360   \n",
       "2087  0.225949  0.003918  0.101165 -0.348297 -0.114174 -0.279508  0.313257   \n",
       "2088 -0.835777 -0.976744  0.212221 -2.471098  0.411325 -1.114112 -0.692773   \n",
       "2089 -0.593695  0.057573  0.483194 -0.322944 -0.528941 -0.278443 -0.516815   \n",
       "2090 -0.222858  0.217441  0.260929 -0.532215  0.026063 -0.267651  0.103551   \n",
       "2091  0.218241 -0.128800  0.123682 -1.000826  0.168349 -0.240172 -0.623366   \n",
       "2092  0.055199  0.098556 -0.198306 -0.011389  0.257708 -0.645634  0.518519   \n",
       "2093  0.035694 -0.142479 -0.308784 -0.153496  0.006420 -0.403086 -0.270688   \n",
       "2094 -0.277868 -0.200352  0.219275 -0.713947  0.822335  0.271022 -0.760179   \n",
       "2095  0.020566  0.091177  0.041125 -0.155079 -0.114818 -0.513010  0.054927   \n",
       "2096 -0.521955  0.505288  0.579793 -0.788325 -0.181458 -0.330046  0.109497   \n",
       "2097  0.030702  0.000620 -0.112045  0.060130 -0.216842 -0.033313  0.686036   \n",
       "\n",
       "           7         8         9      ...          190       191       192  \\\n",
       "0    -0.563632 -0.022795  0.075283    ...    -0.462436  0.431695 -0.231745   \n",
       "1    -0.673560  0.107082 -0.188147    ...    -0.121978 -0.134977 -0.303613   \n",
       "2    -2.166042  0.184661 -1.528602    ...    -0.053584 -0.174243  0.396333   \n",
       "3    -0.847253  0.730104 -0.244634    ...    -0.127399  0.470658 -0.143121   \n",
       "4    -0.210060  0.507227  0.150827    ...    -0.388459  0.487599 -0.040993   \n",
       "5    -0.087287  0.214024  0.220228    ...    -0.514380 -0.062151 -0.277385   \n",
       "6     0.139705 -0.046951  0.043615    ...    -0.075237 -0.044530 -0.033343   \n",
       "7    -0.318016  0.510039 -0.287715    ...     0.071975  0.266646  0.217845   \n",
       "8    -0.241334  0.281500 -0.065029    ...     0.005486  0.222957 -0.027236   \n",
       "9    -0.245515  0.321074  0.155236    ...    -0.184260 -0.111058  0.365956   \n",
       "10   -0.451701  1.159585 -0.111345    ...    -0.678764 -0.049405  0.028991   \n",
       "11   -0.649801  0.350639 -0.190044    ...    -0.180035  0.252646  0.184625   \n",
       "12    0.027707 -0.038795  0.274840    ...    -0.003580  0.027200  0.350963   \n",
       "13   -0.222754  0.790220  0.278173    ...    -1.160938  0.560993 -1.397709   \n",
       "14    0.243366 -0.667538 -0.934638    ...    -0.273612 -0.689216 -0.361575   \n",
       "15   -0.181931  0.369489 -0.451012    ...     0.135415 -0.335707 -0.465728   \n",
       "16   -0.445120 -0.231571 -0.609430    ...    -0.437543  0.642127  0.010184   \n",
       "17   -0.471317 -0.111621  0.043207    ...     0.083563 -0.614265  0.110486   \n",
       "18   -1.104479  0.455120  0.223146    ...    -0.147275  0.027293 -0.035674   \n",
       "19   -1.743823 -0.319322 -2.691967    ...     2.455547 -1.486333  0.226821   \n",
       "20   -0.555150  0.297670  0.187422    ...     0.010389  0.033545  0.656901   \n",
       "21   -0.350218  0.159309  0.339499    ...    -0.614783  0.913319 -0.867188   \n",
       "22   -0.467141  0.890061  0.077895    ...    -0.543810  0.515111  0.193982   \n",
       "23   -0.148440  0.019583 -0.790164    ...     0.562963 -0.669627 -0.171092   \n",
       "24    0.070336 -0.078949 -0.275518    ...    -0.335922  0.254436  0.066674   \n",
       "25   -0.690619  0.661293 -0.390347    ...     0.248488 -0.148119  0.135073   \n",
       "26   -0.115534 -0.090804 -0.231488    ...     0.033638  0.205056 -0.057746   \n",
       "27   -0.435129  0.125604  0.167726    ...     0.291104  0.731224  0.298943   \n",
       "28   -0.749085  0.546302 -0.163352    ...     0.155712  0.471896  0.404765   \n",
       "29   -0.866846  0.707275 -0.929240    ...    -0.367572  0.106274  0.292856   \n",
       "...        ...       ...       ...    ...          ...       ...       ...   \n",
       "2068  0.028568 -0.110446 -0.067722    ...     0.484243 -0.277903  0.195825   \n",
       "2069 -0.188051  0.339776 -0.920067    ...    -0.287983  0.162503 -0.096128   \n",
       "2070 -0.960572  0.440359 -0.589864    ...    -0.384131  0.162530 -0.034034   \n",
       "2071  0.121416 -0.035287  0.189183    ...    -0.096385 -0.066577  0.046993   \n",
       "2072 -0.189729 -1.461532 -1.453339    ...     0.764144 -0.708663 -0.326365   \n",
       "2073 -0.906220  0.497500  0.317283    ...     0.795757 -0.294083  0.616272   \n",
       "2074 -0.328778  1.120085  0.003073    ...    -0.102101 -0.229319  0.292207   \n",
       "2075 -0.894375  1.267902 -0.028635    ...     0.213178 -0.055581  0.355248   \n",
       "2076 -1.051773 -0.175128 -1.596314    ...     1.203990 -1.600661  1.100298   \n",
       "2077 -0.482443  0.612629 -0.321148    ...     0.236544  0.334230 -0.107181   \n",
       "2078 -0.537222 -0.326314 -0.570286    ...     1.207676 -1.306948 -1.340656   \n",
       "2079  0.202250  1.828568  0.099668    ...    -0.193187  1.242903  1.068730   \n",
       "2080 -0.637872 -0.099918 -0.478355    ...     0.451174  0.106599  0.786016   \n",
       "2081  0.091696  0.056435  0.031461    ...    -0.085907  0.068769 -0.054927   \n",
       "2082 -0.209205  0.271468  0.141618    ...    -0.172510 -0.413699 -1.025098   \n",
       "2083 -0.142397 -0.089472 -0.961957    ...     0.252681 -0.234281  0.483287   \n",
       "2084 -0.478107  0.227705 -0.180306    ...    -0.164521 -0.178803  0.292387   \n",
       "2085 -0.808293  0.390808 -0.400649    ...     0.036529  0.779067  0.202354   \n",
       "2086 -0.129622 -0.646355 -0.823962    ...     0.237808 -0.783152 -1.036045   \n",
       "2087 -0.686865  0.926586  0.007371    ...     0.000970 -0.429718 -0.060132   \n",
       "2088 -0.189729 -1.461532 -1.453339    ...     0.764144 -0.708663 -0.326365   \n",
       "2089 -0.587333  0.595377 -0.681887    ...    -0.408921  0.172978 -0.165073   \n",
       "2090 -0.399966  0.298406 -0.156707    ...     0.159575  0.119589  0.274234   \n",
       "2091 -0.289445  0.795401 -0.012969    ...    -0.402358 -0.115264  0.150253   \n",
       "2092 -0.259617  0.483575 -0.645430    ...    -0.662497  0.141529  0.260583   \n",
       "2093 -0.342062  0.040883  0.122154    ...    -0.007030 -0.257212  0.493851   \n",
       "2094 -0.284568  0.748862 -1.160829    ...     0.073534  0.308821  0.135565   \n",
       "2095 -0.183570  0.633697  0.228797    ...     0.307298 -0.112453 -0.067000   \n",
       "2096 -1.138029  0.012205 -0.236656    ...    -0.446375  0.506665  0.026265   \n",
       "2097 -0.073502 -0.130441 -0.099425    ...    -0.229763 -0.079958  0.128290   \n",
       "\n",
       "           193       194       195       196       197       198       199  \n",
       "0     0.616420 -0.267103 -0.399343 -0.757096  0.274162  0.148801  0.561109  \n",
       "1     0.171675 -0.092439 -0.350739  0.137807  0.149944 -0.481022  0.899456  \n",
       "2     1.152659  0.875525 -0.390142  0.376761  0.654022  0.180446  1.980457  \n",
       "3     0.545181 -0.502790 -0.690864  0.036942  0.106718 -0.097678  1.304486  \n",
       "4     0.272039  0.278677  0.157769  0.251669 -0.153759  0.484767  0.003680  \n",
       "5     0.634872 -0.109886 -0.226255  0.056029 -0.051635  0.025559 -0.222913  \n",
       "6    -0.048179  0.025741  0.000301 -0.028415 -0.044635  0.033520 -0.030570  \n",
       "7     0.381887 -0.196160 -0.393395 -0.505925  0.246128  0.327584  0.644617  \n",
       "8     0.372470  0.003413 -0.320036 -0.390210  0.334737  0.291110  0.606478  \n",
       "9     0.471106 -0.013849 -0.475427  0.121737  0.012350 -0.318564  0.701413  \n",
       "10    0.299347 -0.566363 -0.312374  0.131619 -0.109422  0.363440  0.817640  \n",
       "11    0.173585 -0.019555 -0.150538 -0.573679  0.552786 -0.448724  0.787831  \n",
       "12    0.258341  0.335542 -0.137353 -0.014124 -0.125427 -0.283129  0.470917  \n",
       "13    0.515242  0.031876 -0.145450 -0.639981 -0.300249  0.798360 -0.789108  \n",
       "14    0.756860  0.294054 -0.519566 -0.439669  0.188305 -0.983445  0.528514  \n",
       "15    0.146052  0.080662 -0.308985 -0.061835  0.032261 -0.484504  0.974623  \n",
       "16    0.834245 -0.041566 -0.471012  0.311087 -0.091125 -0.602380  1.203715  \n",
       "17    0.741703  0.572108 -0.847256 -0.111840 -0.683586 -0.610958  0.625973  \n",
       "18   -0.272950 -0.077190  0.297506  0.397128 -0.178609 -0.220633  0.638732  \n",
       "19    1.098715  1.385829 -0.634314  1.412459 -0.019493  0.612954  2.102183  \n",
       "20    0.596383 -0.348545 -0.419195  0.210020  0.347485 -0.002986  0.565465  \n",
       "21    0.134206 -0.111416  0.115559  0.107954  0.036662 -0.569300  0.808426  \n",
       "22   -0.671437  0.176720  0.424274 -0.073485  0.220724  1.486073  1.093375  \n",
       "23    0.579750  0.485392 -1.062027 -0.367989 -0.177276 -0.566900  0.420867  \n",
       "24    0.004975  0.323230 -0.180330 -0.260336 -0.124436 -0.204208  0.824687  \n",
       "25    0.558420 -0.113954 -0.440605 -0.219484  0.079674  0.076931  0.832154  \n",
       "26    0.241120 -0.084870 -0.407301 -0.181148 -0.028645 -0.125219  0.455288  \n",
       "27    0.062846 -0.154935 -0.141408 -0.044627  0.182010  0.419227  1.497687  \n",
       "28    0.781188 -0.204703 -0.328481 -0.217378 -0.056392  0.295483  1.194274  \n",
       "29    1.736722  0.129343 -0.994430 -0.885972  0.571460  0.770573  1.419854  \n",
       "...        ...       ...       ...       ...       ...       ...       ...  \n",
       "2068  0.772912  0.021194 -0.104494  0.158655 -0.500966  1.451343  0.663048  \n",
       "2069  0.560204 -0.244532 -0.563484  0.164539 -0.249066 -0.085971  0.479138  \n",
       "2070  1.603475 -0.111893 -0.235889 -0.087315  0.228140  0.466928  1.164389  \n",
       "2071  0.111918  0.088662 -0.058080  0.226031 -0.046834  0.226045  0.045646  \n",
       "2072  0.306656  0.171880 -0.669687 -0.407110 -0.007792 -0.569206  0.876699  \n",
       "2073  0.404168  0.062616 -0.511612 -0.026845  0.542287  0.472362  0.715869  \n",
       "2074  0.731727 -0.032146 -0.260695 -0.496750  0.346604 -0.494271 -0.203610  \n",
       "2075  0.012549  0.073791  0.387448 -0.457937 -0.146389  0.234321  0.786580  \n",
       "2076  1.199229  0.930809 -0.020111  0.822079 -0.283126 -0.614304  1.208873  \n",
       "2077  0.329255 -0.302753 -0.020706 -0.141412  0.033173  0.269798  0.565370  \n",
       "2078  0.548827  0.986160 -1.331560  0.202859  0.022504 -1.366437  1.135039  \n",
       "2079 -0.868776  0.594154 -1.116031 -0.276640  0.023367 -0.378351  1.580937  \n",
       "2080  0.267607  0.068785 -0.006265 -0.316170  0.081293 -0.379317  0.980823  \n",
       "2081 -0.078367 -0.021678 -0.097791 -0.075289 -0.051641  0.071394 -0.008089  \n",
       "2082  0.847444 -0.119290 -0.380651 -0.053946  0.416177 -0.249588  1.267557  \n",
       "2083  0.282993 -0.105432 -0.775151 -0.114753 -0.256686  0.115715  0.779739  \n",
       "2084  0.223545 -0.563155 -0.291199 -0.466396  0.243976 -0.133912  0.213551  \n",
       "2085  0.440654 -0.352640 -0.464648 -0.129726  0.174568  0.144107  1.538128  \n",
       "2086  0.505767  0.523634 -0.435489 -0.621741 -0.063561 -0.616953  1.182823  \n",
       "2087  0.457168  0.007797 -0.155443 -0.674105  0.198258  0.051414  0.419034  \n",
       "2088  0.306656  0.171880 -0.669687 -0.407110 -0.007792 -0.569206  0.876699  \n",
       "2089  0.731111 -0.410822 -0.002995 -0.510198  0.735047 -0.010790  0.672422  \n",
       "2090  0.200739 -0.159391 -0.129611 -0.233239  0.145866  0.031934  0.397122  \n",
       "2091  0.423657 -0.575858 -0.380314  0.169080  0.331276  0.242821  0.773635  \n",
       "2092  0.231251 -0.408345 -0.618571  0.472462 -0.132654  0.229840  0.004271  \n",
       "2093  0.354807 -0.024666  0.038056  0.639697 -0.340660  0.034227  0.499587  \n",
       "2094  0.665141 -0.746099 -0.277104 -0.271441  0.394701  0.118456  1.763369  \n",
       "2095  0.640216 -0.103579 -0.643078  0.116911  0.195757 -0.128730  1.346687  \n",
       "2096  0.873455  0.201961 -0.301452 -0.292782  0.705339 -0.185667  1.572604  \n",
       "2097  0.041045  0.311234  0.324400  0.051048  0.011755  0.264566 -0.029348  \n",
       "\n",
       "[2098 rows x 200 columns]"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "\n",
    "negative_comments = pd.read_csv(\"./data/comment_negative.csv\", delimiter=\",\", encoding=\"utf-8\")\n",
    "\n",
    "valid_neg_comments_feature = []\n",
    "\n",
    "for index, row in negative_comments.iterrows():\n",
    "    content = row[\"Comment\"].strip()\n",
    "    content = content.replace(\"*\",\"\")\n",
    "    words = word_segment(content)\n",
    "    if len(words) > 0:\n",
    "        danmaku_repr = np.zeros(word_dim)\n",
    "        valid_words = 0\n",
    "        for word in words:\n",
    "            if word in word_model.wv.vocab:\n",
    "                valid_words += 1\n",
    "                danmaku_repr += word_model.wv[word]\n",
    "        if valid_words > 0:\n",
    "            valid_neg_comments_feature.append(danmaku_repr/valid_words)\n",
    "\n",
    "neg_comment_df = pd.DataFrame(valid_neg_comments_feature)\n",
    "neg_comment_df"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "处理未标注的数据"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "collapsed": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>0</th>\n",
       "      <th>1</th>\n",
       "      <th>2</th>\n",
       "      <th>3</th>\n",
       "      <th>4</th>\n",
       "      <th>5</th>\n",
       "      <th>6</th>\n",
       "      <th>7</th>\n",
       "      <th>8</th>\n",
       "      <th>9</th>\n",
       "      <th>...</th>\n",
       "      <th>190</th>\n",
       "      <th>191</th>\n",
       "      <th>192</th>\n",
       "      <th>193</th>\n",
       "      <th>194</th>\n",
       "      <th>195</th>\n",
       "      <th>196</th>\n",
       "      <th>197</th>\n",
       "      <th>198</th>\n",
       "      <th>199</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0.710068</td>\n",
       "      <td>-0.425862</td>\n",
       "      <td>-1.234477</td>\n",
       "      <td>-0.886300</td>\n",
       "      <td>-0.515200</td>\n",
       "      <td>0.376286</td>\n",
       "      <td>-1.508969</td>\n",
       "      <td>-0.509257</td>\n",
       "      <td>0.377408</td>\n",
       "      <td>0.030451</td>\n",
       "      <td>...</td>\n",
       "      <td>0.047656</td>\n",
       "      <td>-0.951637</td>\n",
       "      <td>1.175290</td>\n",
       "      <td>1.529796</td>\n",
       "      <td>-0.208388</td>\n",
       "      <td>0.383744</td>\n",
       "      <td>-0.274727</td>\n",
       "      <td>-0.525731</td>\n",
       "      <td>-0.917708</td>\n",
       "      <td>0.927526</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>-0.428284</td>\n",
       "      <td>0.650482</td>\n",
       "      <td>1.149429</td>\n",
       "      <td>-0.872477</td>\n",
       "      <td>0.039854</td>\n",
       "      <td>0.668097</td>\n",
       "      <td>-0.139339</td>\n",
       "      <td>-0.443599</td>\n",
       "      <td>0.251930</td>\n",
       "      <td>-0.028038</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.493739</td>\n",
       "      <td>0.378452</td>\n",
       "      <td>0.333707</td>\n",
       "      <td>-0.468525</td>\n",
       "      <td>-0.092226</td>\n",
       "      <td>-1.360009</td>\n",
       "      <td>0.022293</td>\n",
       "      <td>1.362598</td>\n",
       "      <td>0.068388</td>\n",
       "      <td>0.430743</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>0.362325</td>\n",
       "      <td>0.493365</td>\n",
       "      <td>-0.096665</td>\n",
       "      <td>-0.879787</td>\n",
       "      <td>0.336509</td>\n",
       "      <td>0.374589</td>\n",
       "      <td>-0.481267</td>\n",
       "      <td>-0.244594</td>\n",
       "      <td>-0.441792</td>\n",
       "      <td>-0.756685</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.415609</td>\n",
       "      <td>-0.922351</td>\n",
       "      <td>0.169621</td>\n",
       "      <td>0.338962</td>\n",
       "      <td>0.392300</td>\n",
       "      <td>-1.065802</td>\n",
       "      <td>-0.480112</td>\n",
       "      <td>-0.237790</td>\n",
       "      <td>-1.112316</td>\n",
       "      <td>0.213897</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>0.095680</td>\n",
       "      <td>0.711412</td>\n",
       "      <td>0.845737</td>\n",
       "      <td>-1.758077</td>\n",
       "      <td>0.482232</td>\n",
       "      <td>-0.210422</td>\n",
       "      <td>-0.793766</td>\n",
       "      <td>-0.506434</td>\n",
       "      <td>0.916245</td>\n",
       "      <td>0.342655</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.462445</td>\n",
       "      <td>-0.264960</td>\n",
       "      <td>-0.163756</td>\n",
       "      <td>0.437941</td>\n",
       "      <td>-0.716418</td>\n",
       "      <td>-0.993283</td>\n",
       "      <td>-0.233921</td>\n",
       "      <td>0.212670</td>\n",
       "      <td>0.370048</td>\n",
       "      <td>1.063268</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>0.291820</td>\n",
       "      <td>-0.313926</td>\n",
       "      <td>-1.778921</td>\n",
       "      <td>-1.409899</td>\n",
       "      <td>-1.497622</td>\n",
       "      <td>-1.793691</td>\n",
       "      <td>-0.136184</td>\n",
       "      <td>1.824675</td>\n",
       "      <td>-0.767333</td>\n",
       "      <td>0.476449</td>\n",
       "      <td>...</td>\n",
       "      <td>-1.473278</td>\n",
       "      <td>-0.934512</td>\n",
       "      <td>0.308475</td>\n",
       "      <td>-0.322255</td>\n",
       "      <td>1.690493</td>\n",
       "      <td>-0.087175</td>\n",
       "      <td>-0.611087</td>\n",
       "      <td>-0.147480</td>\n",
       "      <td>1.120687</td>\n",
       "      <td>0.235808</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>-0.152762</td>\n",
       "      <td>-0.149410</td>\n",
       "      <td>1.015536</td>\n",
       "      <td>-0.518363</td>\n",
       "      <td>0.140204</td>\n",
       "      <td>0.109658</td>\n",
       "      <td>-0.394955</td>\n",
       "      <td>-0.494403</td>\n",
       "      <td>0.457740</td>\n",
       "      <td>0.596882</td>\n",
       "      <td>...</td>\n",
       "      <td>0.351076</td>\n",
       "      <td>-0.506121</td>\n",
       "      <td>0.159149</td>\n",
       "      <td>0.207646</td>\n",
       "      <td>-0.076606</td>\n",
       "      <td>-0.299561</td>\n",
       "      <td>0.046723</td>\n",
       "      <td>0.500603</td>\n",
       "      <td>-0.531187</td>\n",
       "      <td>0.656607</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>-0.347332</td>\n",
       "      <td>-0.164360</td>\n",
       "      <td>0.080068</td>\n",
       "      <td>0.589224</td>\n",
       "      <td>-0.612396</td>\n",
       "      <td>-0.230567</td>\n",
       "      <td>-0.817353</td>\n",
       "      <td>-0.163048</td>\n",
       "      <td>0.055350</td>\n",
       "      <td>0.777947</td>\n",
       "      <td>...</td>\n",
       "      <td>-1.162455</td>\n",
       "      <td>-0.749265</td>\n",
       "      <td>-0.191292</td>\n",
       "      <td>0.108478</td>\n",
       "      <td>-0.313826</td>\n",
       "      <td>1.691357</td>\n",
       "      <td>0.280301</td>\n",
       "      <td>-0.510343</td>\n",
       "      <td>-0.446354</td>\n",
       "      <td>-1.010391</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>0.595376</td>\n",
       "      <td>0.686187</td>\n",
       "      <td>0.929171</td>\n",
       "      <td>-0.024496</td>\n",
       "      <td>-0.317161</td>\n",
       "      <td>-0.135015</td>\n",
       "      <td>-1.228422</td>\n",
       "      <td>0.267147</td>\n",
       "      <td>1.301377</td>\n",
       "      <td>-0.337133</td>\n",
       "      <td>...</td>\n",
       "      <td>1.004788</td>\n",
       "      <td>-0.388818</td>\n",
       "      <td>0.210706</td>\n",
       "      <td>0.551006</td>\n",
       "      <td>-0.595026</td>\n",
       "      <td>-0.321587</td>\n",
       "      <td>-0.680125</td>\n",
       "      <td>-0.064982</td>\n",
       "      <td>0.996624</td>\n",
       "      <td>0.245447</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>0.434490</td>\n",
       "      <td>1.817477</td>\n",
       "      <td>-0.563028</td>\n",
       "      <td>-2.065074</td>\n",
       "      <td>-0.138434</td>\n",
       "      <td>-0.862455</td>\n",
       "      <td>-1.074647</td>\n",
       "      <td>-2.959245</td>\n",
       "      <td>1.357973</td>\n",
       "      <td>-0.736732</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.662977</td>\n",
       "      <td>0.664609</td>\n",
       "      <td>0.781766</td>\n",
       "      <td>0.340236</td>\n",
       "      <td>0.289605</td>\n",
       "      <td>-0.213365</td>\n",
       "      <td>0.394351</td>\n",
       "      <td>0.592313</td>\n",
       "      <td>-2.288081</td>\n",
       "      <td>1.238084</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>-0.736681</td>\n",
       "      <td>-0.383736</td>\n",
       "      <td>-0.550500</td>\n",
       "      <td>-0.610167</td>\n",
       "      <td>-0.170146</td>\n",
       "      <td>0.626142</td>\n",
       "      <td>0.013986</td>\n",
       "      <td>-0.943299</td>\n",
       "      <td>0.354512</td>\n",
       "      <td>-0.137658</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.229301</td>\n",
       "      <td>-1.319806</td>\n",
       "      <td>0.784606</td>\n",
       "      <td>-0.279426</td>\n",
       "      <td>0.566086</td>\n",
       "      <td>-0.133665</td>\n",
       "      <td>0.841342</td>\n",
       "      <td>0.312341</td>\n",
       "      <td>0.233349</td>\n",
       "      <td>-0.256725</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>0.291820</td>\n",
       "      <td>-0.313926</td>\n",
       "      <td>-1.778921</td>\n",
       "      <td>-1.409899</td>\n",
       "      <td>-1.497622</td>\n",
       "      <td>-1.793691</td>\n",
       "      <td>-0.136184</td>\n",
       "      <td>1.824675</td>\n",
       "      <td>-0.767333</td>\n",
       "      <td>0.476449</td>\n",
       "      <td>...</td>\n",
       "      <td>-1.473278</td>\n",
       "      <td>-0.934512</td>\n",
       "      <td>0.308475</td>\n",
       "      <td>-0.322255</td>\n",
       "      <td>1.690493</td>\n",
       "      <td>-0.087175</td>\n",
       "      <td>-0.611087</td>\n",
       "      <td>-0.147480</td>\n",
       "      <td>1.120687</td>\n",
       "      <td>0.235808</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>-0.473228</td>\n",
       "      <td>0.425502</td>\n",
       "      <td>0.455483</td>\n",
       "      <td>-0.847947</td>\n",
       "      <td>-0.497661</td>\n",
       "      <td>-0.852610</td>\n",
       "      <td>0.165321</td>\n",
       "      <td>0.654529</td>\n",
       "      <td>0.331122</td>\n",
       "      <td>-0.801903</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.104775</td>\n",
       "      <td>-0.682854</td>\n",
       "      <td>-0.044089</td>\n",
       "      <td>0.543646</td>\n",
       "      <td>0.050422</td>\n",
       "      <td>-1.615929</td>\n",
       "      <td>-0.100912</td>\n",
       "      <td>0.046481</td>\n",
       "      <td>-0.264128</td>\n",
       "      <td>-0.417212</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>0.075601</td>\n",
       "      <td>0.104781</td>\n",
       "      <td>-1.287556</td>\n",
       "      <td>-1.386751</td>\n",
       "      <td>0.408887</td>\n",
       "      <td>0.649534</td>\n",
       "      <td>-1.834931</td>\n",
       "      <td>0.700797</td>\n",
       "      <td>0.129891</td>\n",
       "      <td>-0.821101</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.823329</td>\n",
       "      <td>-1.517821</td>\n",
       "      <td>0.475689</td>\n",
       "      <td>1.440018</td>\n",
       "      <td>-0.103505</td>\n",
       "      <td>0.494176</td>\n",
       "      <td>-1.009634</td>\n",
       "      <td>0.418042</td>\n",
       "      <td>0.221427</td>\n",
       "      <td>0.307163</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>0.217248</td>\n",
       "      <td>-0.287694</td>\n",
       "      <td>-0.296300</td>\n",
       "      <td>-0.995180</td>\n",
       "      <td>-0.075513</td>\n",
       "      <td>-0.287535</td>\n",
       "      <td>0.222172</td>\n",
       "      <td>0.040753</td>\n",
       "      <td>0.894006</td>\n",
       "      <td>-0.738292</td>\n",
       "      <td>...</td>\n",
       "      <td>0.074650</td>\n",
       "      <td>0.426259</td>\n",
       "      <td>0.299717</td>\n",
       "      <td>0.528448</td>\n",
       "      <td>0.658376</td>\n",
       "      <td>0.891251</td>\n",
       "      <td>0.114066</td>\n",
       "      <td>0.044465</td>\n",
       "      <td>0.903373</td>\n",
       "      <td>0.460930</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>-0.207115</td>\n",
       "      <td>-0.342235</td>\n",
       "      <td>0.724088</td>\n",
       "      <td>-1.295905</td>\n",
       "      <td>0.554484</td>\n",
       "      <td>-1.430210</td>\n",
       "      <td>0.343701</td>\n",
       "      <td>-0.132110</td>\n",
       "      <td>0.882852</td>\n",
       "      <td>0.770281</td>\n",
       "      <td>...</td>\n",
       "      <td>2.017909</td>\n",
       "      <td>0.086814</td>\n",
       "      <td>0.415194</td>\n",
       "      <td>1.243453</td>\n",
       "      <td>1.007711</td>\n",
       "      <td>-0.758771</td>\n",
       "      <td>-0.297355</td>\n",
       "      <td>-0.203490</td>\n",
       "      <td>0.374028</td>\n",
       "      <td>1.078997</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>0.473987</td>\n",
       "      <td>0.392703</td>\n",
       "      <td>-0.767246</td>\n",
       "      <td>-0.658717</td>\n",
       "      <td>-0.267522</td>\n",
       "      <td>-0.037280</td>\n",
       "      <td>-0.246204</td>\n",
       "      <td>-0.372866</td>\n",
       "      <td>-1.770581</td>\n",
       "      <td>-0.014352</td>\n",
       "      <td>...</td>\n",
       "      <td>0.190752</td>\n",
       "      <td>-0.962642</td>\n",
       "      <td>1.432088</td>\n",
       "      <td>0.885322</td>\n",
       "      <td>-1.147537</td>\n",
       "      <td>1.018039</td>\n",
       "      <td>-0.494652</td>\n",
       "      <td>0.033662</td>\n",
       "      <td>-0.784157</td>\n",
       "      <td>1.166485</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>0.119624</td>\n",
       "      <td>-0.132519</td>\n",
       "      <td>0.065857</td>\n",
       "      <td>0.308573</td>\n",
       "      <td>0.350444</td>\n",
       "      <td>-0.153119</td>\n",
       "      <td>-0.192442</td>\n",
       "      <td>-0.162761</td>\n",
       "      <td>0.008085</td>\n",
       "      <td>-0.098845</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.074276</td>\n",
       "      <td>0.048767</td>\n",
       "      <td>-0.003543</td>\n",
       "      <td>-0.469790</td>\n",
       "      <td>-0.361791</td>\n",
       "      <td>-0.124026</td>\n",
       "      <td>0.361108</td>\n",
       "      <td>0.214094</td>\n",
       "      <td>0.026387</td>\n",
       "      <td>-0.075874</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>0.123967</td>\n",
       "      <td>-0.198870</td>\n",
       "      <td>1.009212</td>\n",
       "      <td>-0.574751</td>\n",
       "      <td>0.449162</td>\n",
       "      <td>0.317109</td>\n",
       "      <td>-0.885608</td>\n",
       "      <td>-0.737595</td>\n",
       "      <td>0.514468</td>\n",
       "      <td>-0.163881</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.266406</td>\n",
       "      <td>-0.925153</td>\n",
       "      <td>0.136945</td>\n",
       "      <td>-0.057029</td>\n",
       "      <td>-0.530765</td>\n",
       "      <td>-0.648491</td>\n",
       "      <td>-0.007698</td>\n",
       "      <td>0.179387</td>\n",
       "      <td>0.458864</td>\n",
       "      <td>0.933835</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>-0.026220</td>\n",
       "      <td>0.204261</td>\n",
       "      <td>-0.099472</td>\n",
       "      <td>-0.373836</td>\n",
       "      <td>0.074432</td>\n",
       "      <td>0.180028</td>\n",
       "      <td>-0.392608</td>\n",
       "      <td>-0.524498</td>\n",
       "      <td>0.189060</td>\n",
       "      <td>0.378820</td>\n",
       "      <td>...</td>\n",
       "      <td>0.462435</td>\n",
       "      <td>-0.778480</td>\n",
       "      <td>1.373232</td>\n",
       "      <td>1.428245</td>\n",
       "      <td>-0.207031</td>\n",
       "      <td>-0.456158</td>\n",
       "      <td>0.092391</td>\n",
       "      <td>0.391869</td>\n",
       "      <td>0.471096</td>\n",
       "      <td>1.207178</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>0.781084</td>\n",
       "      <td>-1.345578</td>\n",
       "      <td>1.694825</td>\n",
       "      <td>-0.087786</td>\n",
       "      <td>0.477559</td>\n",
       "      <td>-1.414425</td>\n",
       "      <td>0.124766</td>\n",
       "      <td>0.036802</td>\n",
       "      <td>-1.119441</td>\n",
       "      <td>1.221133</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.182356</td>\n",
       "      <td>-0.132260</td>\n",
       "      <td>-0.480895</td>\n",
       "      <td>-0.908730</td>\n",
       "      <td>0.634236</td>\n",
       "      <td>-0.059763</td>\n",
       "      <td>0.615698</td>\n",
       "      <td>-0.060845</td>\n",
       "      <td>0.505479</td>\n",
       "      <td>0.383542</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>0.770908</td>\n",
       "      <td>0.041299</td>\n",
       "      <td>0.421231</td>\n",
       "      <td>-0.244198</td>\n",
       "      <td>0.508964</td>\n",
       "      <td>-0.675979</td>\n",
       "      <td>-0.222577</td>\n",
       "      <td>0.134138</td>\n",
       "      <td>-0.746029</td>\n",
       "      <td>-0.404183</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.394878</td>\n",
       "      <td>0.309496</td>\n",
       "      <td>0.165369</td>\n",
       "      <td>0.685350</td>\n",
       "      <td>-0.636406</td>\n",
       "      <td>-0.066718</td>\n",
       "      <td>-0.183653</td>\n",
       "      <td>-1.174034</td>\n",
       "      <td>-1.082186</td>\n",
       "      <td>-0.605085</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>0.781084</td>\n",
       "      <td>-1.345578</td>\n",
       "      <td>1.694825</td>\n",
       "      <td>-0.087786</td>\n",
       "      <td>0.477559</td>\n",
       "      <td>-1.414425</td>\n",
       "      <td>0.124766</td>\n",
       "      <td>0.036802</td>\n",
       "      <td>-1.119441</td>\n",
       "      <td>1.221133</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.182356</td>\n",
       "      <td>-0.132260</td>\n",
       "      <td>-0.480895</td>\n",
       "      <td>-0.908730</td>\n",
       "      <td>0.634236</td>\n",
       "      <td>-0.059763</td>\n",
       "      <td>0.615698</td>\n",
       "      <td>-0.060845</td>\n",
       "      <td>0.505479</td>\n",
       "      <td>0.383542</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>1.582010</td>\n",
       "      <td>0.684080</td>\n",
       "      <td>-1.013056</td>\n",
       "      <td>0.432328</td>\n",
       "      <td>0.463788</td>\n",
       "      <td>0.637235</td>\n",
       "      <td>-1.095512</td>\n",
       "      <td>0.602743</td>\n",
       "      <td>-0.938947</td>\n",
       "      <td>-1.950964</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.795831</td>\n",
       "      <td>-0.326762</td>\n",
       "      <td>2.508848</td>\n",
       "      <td>0.288089</td>\n",
       "      <td>-1.141584</td>\n",
       "      <td>0.417177</td>\n",
       "      <td>1.018182</td>\n",
       "      <td>-0.892545</td>\n",
       "      <td>-1.337981</td>\n",
       "      <td>-0.810439</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>-1.041035</td>\n",
       "      <td>-0.381495</td>\n",
       "      <td>-1.310543</td>\n",
       "      <td>-0.876597</td>\n",
       "      <td>-0.830174</td>\n",
       "      <td>0.540206</td>\n",
       "      <td>0.554528</td>\n",
       "      <td>0.823963</td>\n",
       "      <td>-1.053709</td>\n",
       "      <td>-0.278184</td>\n",
       "      <td>...</td>\n",
       "      <td>0.091593</td>\n",
       "      <td>-0.023097</td>\n",
       "      <td>0.190506</td>\n",
       "      <td>-0.066293</td>\n",
       "      <td>-0.027911</td>\n",
       "      <td>1.804118</td>\n",
       "      <td>0.451071</td>\n",
       "      <td>0.387669</td>\n",
       "      <td>0.218707</td>\n",
       "      <td>0.357371</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>0.817240</td>\n",
       "      <td>0.108806</td>\n",
       "      <td>0.609662</td>\n",
       "      <td>-0.217095</td>\n",
       "      <td>-0.320704</td>\n",
       "      <td>-0.887031</td>\n",
       "      <td>0.027752</td>\n",
       "      <td>-0.816093</td>\n",
       "      <td>-0.793935</td>\n",
       "      <td>0.929575</td>\n",
       "      <td>...</td>\n",
       "      <td>0.286389</td>\n",
       "      <td>-0.381318</td>\n",
       "      <td>0.569571</td>\n",
       "      <td>0.296518</td>\n",
       "      <td>-0.170367</td>\n",
       "      <td>0.295247</td>\n",
       "      <td>-0.553743</td>\n",
       "      <td>-0.242566</td>\n",
       "      <td>0.211611</td>\n",
       "      <td>1.326201</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>0.024945</td>\n",
       "      <td>-0.417532</td>\n",
       "      <td>-0.137526</td>\n",
       "      <td>-0.239501</td>\n",
       "      <td>-0.494242</td>\n",
       "      <td>0.057687</td>\n",
       "      <td>0.059882</td>\n",
       "      <td>0.493346</td>\n",
       "      <td>-0.423484</td>\n",
       "      <td>0.400780</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.410270</td>\n",
       "      <td>0.838235</td>\n",
       "      <td>-0.073950</td>\n",
       "      <td>-0.265812</td>\n",
       "      <td>0.325899</td>\n",
       "      <td>-0.483239</td>\n",
       "      <td>-0.011413</td>\n",
       "      <td>-0.271481</td>\n",
       "      <td>0.264471</td>\n",
       "      <td>0.149789</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>0.159847</td>\n",
       "      <td>0.235958</td>\n",
       "      <td>-0.022171</td>\n",
       "      <td>-0.100436</td>\n",
       "      <td>-0.072806</td>\n",
       "      <td>0.396703</td>\n",
       "      <td>-0.354599</td>\n",
       "      <td>0.388145</td>\n",
       "      <td>0.582973</td>\n",
       "      <td>-0.642597</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.328291</td>\n",
       "      <td>-0.773784</td>\n",
       "      <td>0.618367</td>\n",
       "      <td>0.316802</td>\n",
       "      <td>-0.205564</td>\n",
       "      <td>-0.123841</td>\n",
       "      <td>0.998201</td>\n",
       "      <td>0.913218</td>\n",
       "      <td>1.311683</td>\n",
       "      <td>-1.060839</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>0.851609</td>\n",
       "      <td>1.119828</td>\n",
       "      <td>0.981226</td>\n",
       "      <td>-0.805364</td>\n",
       "      <td>0.818435</td>\n",
       "      <td>0.656491</td>\n",
       "      <td>-0.769759</td>\n",
       "      <td>-0.018082</td>\n",
       "      <td>-0.380325</td>\n",
       "      <td>-0.276074</td>\n",
       "      <td>...</td>\n",
       "      <td>0.631782</td>\n",
       "      <td>0.266835</td>\n",
       "      <td>-0.198754</td>\n",
       "      <td>-0.007936</td>\n",
       "      <td>0.156197</td>\n",
       "      <td>-0.765147</td>\n",
       "      <td>-0.766125</td>\n",
       "      <td>-0.957024</td>\n",
       "      <td>-0.719483</td>\n",
       "      <td>2.866265</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>0.120552</td>\n",
       "      <td>-0.278764</td>\n",
       "      <td>0.549276</td>\n",
       "      <td>-0.814582</td>\n",
       "      <td>-0.206240</td>\n",
       "      <td>-0.103291</td>\n",
       "      <td>-0.717770</td>\n",
       "      <td>-0.693377</td>\n",
       "      <td>0.070794</td>\n",
       "      <td>-0.945640</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.076346</td>\n",
       "      <td>0.612350</td>\n",
       "      <td>0.179905</td>\n",
       "      <td>0.448200</td>\n",
       "      <td>-0.639358</td>\n",
       "      <td>0.093408</td>\n",
       "      <td>0.030729</td>\n",
       "      <td>0.619088</td>\n",
       "      <td>0.047760</td>\n",
       "      <td>1.624228</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>1.094793</td>\n",
       "      <td>-0.069739</td>\n",
       "      <td>-0.670763</td>\n",
       "      <td>0.852087</td>\n",
       "      <td>0.010560</td>\n",
       "      <td>-0.434728</td>\n",
       "      <td>-0.283752</td>\n",
       "      <td>0.443678</td>\n",
       "      <td>0.624012</td>\n",
       "      <td>0.719502</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.375785</td>\n",
       "      <td>0.573153</td>\n",
       "      <td>-0.642372</td>\n",
       "      <td>-0.257448</td>\n",
       "      <td>1.070220</td>\n",
       "      <td>1.305586</td>\n",
       "      <td>0.155732</td>\n",
       "      <td>0.808791</td>\n",
       "      <td>-0.360153</td>\n",
       "      <td>0.304937</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>513522</th>\n",
       "      <td>-0.857551</td>\n",
       "      <td>0.501004</td>\n",
       "      <td>0.620345</td>\n",
       "      <td>-0.760880</td>\n",
       "      <td>0.216129</td>\n",
       "      <td>-0.535508</td>\n",
       "      <td>-0.221747</td>\n",
       "      <td>-1.000467</td>\n",
       "      <td>0.383051</td>\n",
       "      <td>1.629377</td>\n",
       "      <td>...</td>\n",
       "      <td>1.061199</td>\n",
       "      <td>0.529506</td>\n",
       "      <td>0.755961</td>\n",
       "      <td>-0.098960</td>\n",
       "      <td>0.800596</td>\n",
       "      <td>0.084328</td>\n",
       "      <td>-0.160255</td>\n",
       "      <td>0.661007</td>\n",
       "      <td>0.704724</td>\n",
       "      <td>0.184357</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>513523</th>\n",
       "      <td>-0.133891</td>\n",
       "      <td>0.055278</td>\n",
       "      <td>0.292924</td>\n",
       "      <td>-0.669850</td>\n",
       "      <td>-0.192724</td>\n",
       "      <td>0.031559</td>\n",
       "      <td>0.054612</td>\n",
       "      <td>0.156901</td>\n",
       "      <td>0.164661</td>\n",
       "      <td>0.329719</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.209834</td>\n",
       "      <td>0.035227</td>\n",
       "      <td>-0.528918</td>\n",
       "      <td>0.538556</td>\n",
       "      <td>0.348608</td>\n",
       "      <td>0.068195</td>\n",
       "      <td>-0.162990</td>\n",
       "      <td>-0.066981</td>\n",
       "      <td>0.323707</td>\n",
       "      <td>0.895447</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>513524</th>\n",
       "      <td>-0.368351</td>\n",
       "      <td>0.314875</td>\n",
       "      <td>0.060615</td>\n",
       "      <td>-0.803327</td>\n",
       "      <td>-0.141554</td>\n",
       "      <td>-0.533607</td>\n",
       "      <td>0.098991</td>\n",
       "      <td>-0.873851</td>\n",
       "      <td>-0.062305</td>\n",
       "      <td>0.587740</td>\n",
       "      <td>...</td>\n",
       "      <td>0.710748</td>\n",
       "      <td>-0.184685</td>\n",
       "      <td>0.033054</td>\n",
       "      <td>0.594850</td>\n",
       "      <td>-0.151583</td>\n",
       "      <td>-0.531934</td>\n",
       "      <td>0.437828</td>\n",
       "      <td>-0.197558</td>\n",
       "      <td>1.456359</td>\n",
       "      <td>0.293704</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>513525</th>\n",
       "      <td>0.215163</td>\n",
       "      <td>0.411842</td>\n",
       "      <td>0.387182</td>\n",
       "      <td>-0.715136</td>\n",
       "      <td>0.113964</td>\n",
       "      <td>-0.658220</td>\n",
       "      <td>-0.006087</td>\n",
       "      <td>-1.147259</td>\n",
       "      <td>0.709121</td>\n",
       "      <td>0.394221</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.232097</td>\n",
       "      <td>-0.840898</td>\n",
       "      <td>0.306849</td>\n",
       "      <td>1.058660</td>\n",
       "      <td>-0.743587</td>\n",
       "      <td>-1.032526</td>\n",
       "      <td>0.077005</td>\n",
       "      <td>-0.036763</td>\n",
       "      <td>0.370207</td>\n",
       "      <td>0.866832</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>513526</th>\n",
       "      <td>0.796534</td>\n",
       "      <td>0.442371</td>\n",
       "      <td>1.114848</td>\n",
       "      <td>-0.201942</td>\n",
       "      <td>-0.146237</td>\n",
       "      <td>-0.287776</td>\n",
       "      <td>-0.528113</td>\n",
       "      <td>0.444492</td>\n",
       "      <td>1.111042</td>\n",
       "      <td>-0.012695</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.000098</td>\n",
       "      <td>0.160540</td>\n",
       "      <td>0.262108</td>\n",
       "      <td>1.227057</td>\n",
       "      <td>-1.702445</td>\n",
       "      <td>-0.190548</td>\n",
       "      <td>-0.263063</td>\n",
       "      <td>0.406919</td>\n",
       "      <td>-0.679708</td>\n",
       "      <td>-0.439349</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>513527</th>\n",
       "      <td>0.154909</td>\n",
       "      <td>0.080645</td>\n",
       "      <td>1.062702</td>\n",
       "      <td>-0.569309</td>\n",
       "      <td>0.775048</td>\n",
       "      <td>-0.103677</td>\n",
       "      <td>-0.592487</td>\n",
       "      <td>-0.321679</td>\n",
       "      <td>1.138795</td>\n",
       "      <td>0.499282</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.286538</td>\n",
       "      <td>-0.238165</td>\n",
       "      <td>-0.295867</td>\n",
       "      <td>0.849079</td>\n",
       "      <td>0.067785</td>\n",
       "      <td>-0.221932</td>\n",
       "      <td>0.116199</td>\n",
       "      <td>-0.025117</td>\n",
       "      <td>0.582767</td>\n",
       "      <td>0.318139</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>513528</th>\n",
       "      <td>-0.567805</td>\n",
       "      <td>0.095612</td>\n",
       "      <td>-1.298985</td>\n",
       "      <td>0.387363</td>\n",
       "      <td>0.690700</td>\n",
       "      <td>-1.151299</td>\n",
       "      <td>0.808577</td>\n",
       "      <td>-0.852053</td>\n",
       "      <td>-0.402825</td>\n",
       "      <td>0.622240</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.148777</td>\n",
       "      <td>-1.482360</td>\n",
       "      <td>-1.243494</td>\n",
       "      <td>-0.564917</td>\n",
       "      <td>0.264952</td>\n",
       "      <td>-0.998505</td>\n",
       "      <td>0.643234</td>\n",
       "      <td>-0.268052</td>\n",
       "      <td>0.118530</td>\n",
       "      <td>1.223729</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>513529</th>\n",
       "      <td>0.158598</td>\n",
       "      <td>-0.095516</td>\n",
       "      <td>-0.230452</td>\n",
       "      <td>-0.456830</td>\n",
       "      <td>0.567541</td>\n",
       "      <td>-0.404998</td>\n",
       "      <td>0.091292</td>\n",
       "      <td>0.489643</td>\n",
       "      <td>1.638507</td>\n",
       "      <td>0.682028</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.449067</td>\n",
       "      <td>0.604302</td>\n",
       "      <td>-0.063421</td>\n",
       "      <td>-0.447072</td>\n",
       "      <td>-0.296097</td>\n",
       "      <td>0.973152</td>\n",
       "      <td>-0.451851</td>\n",
       "      <td>-0.109050</td>\n",
       "      <td>-0.295037</td>\n",
       "      <td>-0.460358</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>513530</th>\n",
       "      <td>0.027725</td>\n",
       "      <td>-0.214863</td>\n",
       "      <td>-0.071319</td>\n",
       "      <td>0.230130</td>\n",
       "      <td>0.476705</td>\n",
       "      <td>0.061310</td>\n",
       "      <td>0.964555</td>\n",
       "      <td>-0.143837</td>\n",
       "      <td>0.270315</td>\n",
       "      <td>0.239122</td>\n",
       "      <td>...</td>\n",
       "      <td>0.690186</td>\n",
       "      <td>0.590596</td>\n",
       "      <td>0.066172</td>\n",
       "      <td>-0.806100</td>\n",
       "      <td>-0.694388</td>\n",
       "      <td>-0.352012</td>\n",
       "      <td>0.074830</td>\n",
       "      <td>1.313842</td>\n",
       "      <td>-0.126334</td>\n",
       "      <td>0.058011</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>513531</th>\n",
       "      <td>-0.239200</td>\n",
       "      <td>0.297856</td>\n",
       "      <td>0.794074</td>\n",
       "      <td>-0.971296</td>\n",
       "      <td>1.093093</td>\n",
       "      <td>0.175430</td>\n",
       "      <td>-0.253650</td>\n",
       "      <td>-0.639100</td>\n",
       "      <td>0.620243</td>\n",
       "      <td>0.028905</td>\n",
       "      <td>...</td>\n",
       "      <td>0.077841</td>\n",
       "      <td>0.932806</td>\n",
       "      <td>0.317194</td>\n",
       "      <td>0.526789</td>\n",
       "      <td>-0.152525</td>\n",
       "      <td>-0.253866</td>\n",
       "      <td>-0.146904</td>\n",
       "      <td>-0.154050</td>\n",
       "      <td>0.055210</td>\n",
       "      <td>1.323520</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>513532</th>\n",
       "      <td>-0.246588</td>\n",
       "      <td>0.044270</td>\n",
       "      <td>0.182184</td>\n",
       "      <td>-0.687141</td>\n",
       "      <td>-0.367962</td>\n",
       "      <td>-0.600033</td>\n",
       "      <td>-0.035627</td>\n",
       "      <td>0.980168</td>\n",
       "      <td>0.440455</td>\n",
       "      <td>-0.256908</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.190531</td>\n",
       "      <td>-0.789881</td>\n",
       "      <td>0.307678</td>\n",
       "      <td>0.514706</td>\n",
       "      <td>0.173294</td>\n",
       "      <td>-0.814383</td>\n",
       "      <td>-0.294185</td>\n",
       "      <td>-0.074270</td>\n",
       "      <td>0.120555</td>\n",
       "      <td>-0.343075</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>513533</th>\n",
       "      <td>-0.057054</td>\n",
       "      <td>-0.587458</td>\n",
       "      <td>0.749766</td>\n",
       "      <td>-0.279080</td>\n",
       "      <td>0.100201</td>\n",
       "      <td>-0.982109</td>\n",
       "      <td>0.660852</td>\n",
       "      <td>0.117571</td>\n",
       "      <td>-0.656449</td>\n",
       "      <td>0.120289</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.182065</td>\n",
       "      <td>0.559504</td>\n",
       "      <td>0.087562</td>\n",
       "      <td>-0.671839</td>\n",
       "      <td>0.172369</td>\n",
       "      <td>-0.214926</td>\n",
       "      <td>0.042340</td>\n",
       "      <td>0.377142</td>\n",
       "      <td>0.168877</td>\n",
       "      <td>0.851996</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>513534</th>\n",
       "      <td>0.827641</td>\n",
       "      <td>-0.566009</td>\n",
       "      <td>-0.220242</td>\n",
       "      <td>-0.266675</td>\n",
       "      <td>0.981267</td>\n",
       "      <td>0.304196</td>\n",
       "      <td>-0.440484</td>\n",
       "      <td>-0.769058</td>\n",
       "      <td>1.093678</td>\n",
       "      <td>0.286717</td>\n",
       "      <td>...</td>\n",
       "      <td>-1.009800</td>\n",
       "      <td>0.123908</td>\n",
       "      <td>0.667205</td>\n",
       "      <td>0.139181</td>\n",
       "      <td>0.243554</td>\n",
       "      <td>0.403320</td>\n",
       "      <td>-0.372623</td>\n",
       "      <td>0.240444</td>\n",
       "      <td>0.541848</td>\n",
       "      <td>-0.121251</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>513535</th>\n",
       "      <td>-0.064673</td>\n",
       "      <td>0.107400</td>\n",
       "      <td>0.064209</td>\n",
       "      <td>-0.247789</td>\n",
       "      <td>0.425243</td>\n",
       "      <td>0.056823</td>\n",
       "      <td>-0.283909</td>\n",
       "      <td>-0.422494</td>\n",
       "      <td>0.515199</td>\n",
       "      <td>0.026626</td>\n",
       "      <td>...</td>\n",
       "      <td>0.467647</td>\n",
       "      <td>-0.346553</td>\n",
       "      <td>-0.305345</td>\n",
       "      <td>0.120600</td>\n",
       "      <td>0.130883</td>\n",
       "      <td>0.007642</td>\n",
       "      <td>-0.288355</td>\n",
       "      <td>0.392309</td>\n",
       "      <td>0.125020</td>\n",
       "      <td>0.952547</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>513536</th>\n",
       "      <td>0.940328</td>\n",
       "      <td>0.864571</td>\n",
       "      <td>0.407139</td>\n",
       "      <td>0.065825</td>\n",
       "      <td>0.317860</td>\n",
       "      <td>-0.336082</td>\n",
       "      <td>0.712107</td>\n",
       "      <td>-0.115025</td>\n",
       "      <td>0.362496</td>\n",
       "      <td>1.304789</td>\n",
       "      <td>...</td>\n",
       "      <td>0.132940</td>\n",
       "      <td>0.134162</td>\n",
       "      <td>-0.268951</td>\n",
       "      <td>-0.938471</td>\n",
       "      <td>0.825428</td>\n",
       "      <td>-0.763400</td>\n",
       "      <td>0.307036</td>\n",
       "      <td>0.011342</td>\n",
       "      <td>0.608717</td>\n",
       "      <td>0.222788</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>513537</th>\n",
       "      <td>0.486273</td>\n",
       "      <td>0.441402</td>\n",
       "      <td>0.335282</td>\n",
       "      <td>-0.766460</td>\n",
       "      <td>0.115176</td>\n",
       "      <td>-0.464558</td>\n",
       "      <td>-0.194635</td>\n",
       "      <td>-0.204817</td>\n",
       "      <td>0.227582</td>\n",
       "      <td>-0.616046</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.089272</td>\n",
       "      <td>-0.133839</td>\n",
       "      <td>0.387828</td>\n",
       "      <td>0.402869</td>\n",
       "      <td>-0.782210</td>\n",
       "      <td>-0.342657</td>\n",
       "      <td>0.043085</td>\n",
       "      <td>0.673448</td>\n",
       "      <td>-0.456742</td>\n",
       "      <td>0.129902</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>513538</th>\n",
       "      <td>-0.298844</td>\n",
       "      <td>-0.386875</td>\n",
       "      <td>-0.128202</td>\n",
       "      <td>-0.342938</td>\n",
       "      <td>-0.439955</td>\n",
       "      <td>-0.035435</td>\n",
       "      <td>0.024947</td>\n",
       "      <td>0.362061</td>\n",
       "      <td>-0.101157</td>\n",
       "      <td>-0.010386</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.735816</td>\n",
       "      <td>0.585347</td>\n",
       "      <td>0.012595</td>\n",
       "      <td>0.009116</td>\n",
       "      <td>0.830393</td>\n",
       "      <td>-0.613454</td>\n",
       "      <td>0.131993</td>\n",
       "      <td>-0.182259</td>\n",
       "      <td>0.103880</td>\n",
       "      <td>0.437521</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>513539</th>\n",
       "      <td>0.078881</td>\n",
       "      <td>0.084399</td>\n",
       "      <td>-0.159917</td>\n",
       "      <td>0.130960</td>\n",
       "      <td>0.086064</td>\n",
       "      <td>-0.008650</td>\n",
       "      <td>0.078899</td>\n",
       "      <td>0.083156</td>\n",
       "      <td>-0.129179</td>\n",
       "      <td>0.108637</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.122816</td>\n",
       "      <td>0.101321</td>\n",
       "      <td>-0.040902</td>\n",
       "      <td>-0.192765</td>\n",
       "      <td>0.127213</td>\n",
       "      <td>-0.042938</td>\n",
       "      <td>-0.045379</td>\n",
       "      <td>-0.005326</td>\n",
       "      <td>0.140450</td>\n",
       "      <td>0.013650</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>513540</th>\n",
       "      <td>0.662099</td>\n",
       "      <td>0.012369</td>\n",
       "      <td>0.129189</td>\n",
       "      <td>0.578313</td>\n",
       "      <td>0.195691</td>\n",
       "      <td>0.143387</td>\n",
       "      <td>-0.292966</td>\n",
       "      <td>-0.355232</td>\n",
       "      <td>0.258755</td>\n",
       "      <td>0.047374</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.043357</td>\n",
       "      <td>-0.069333</td>\n",
       "      <td>0.081405</td>\n",
       "      <td>-0.047457</td>\n",
       "      <td>-0.239228</td>\n",
       "      <td>-0.353496</td>\n",
       "      <td>0.214259</td>\n",
       "      <td>0.950194</td>\n",
       "      <td>0.026155</td>\n",
       "      <td>0.247538</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>513541</th>\n",
       "      <td>0.049532</td>\n",
       "      <td>-0.139743</td>\n",
       "      <td>0.924732</td>\n",
       "      <td>-0.509029</td>\n",
       "      <td>0.293786</td>\n",
       "      <td>-0.119968</td>\n",
       "      <td>-0.028905</td>\n",
       "      <td>-0.418134</td>\n",
       "      <td>0.456283</td>\n",
       "      <td>0.326960</td>\n",
       "      <td>...</td>\n",
       "      <td>0.391045</td>\n",
       "      <td>-0.002644</td>\n",
       "      <td>0.131116</td>\n",
       "      <td>0.196156</td>\n",
       "      <td>-0.074524</td>\n",
       "      <td>-0.272427</td>\n",
       "      <td>0.048827</td>\n",
       "      <td>-0.070635</td>\n",
       "      <td>0.307747</td>\n",
       "      <td>0.828424</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>513542</th>\n",
       "      <td>-0.580353</td>\n",
       "      <td>0.556745</td>\n",
       "      <td>0.254821</td>\n",
       "      <td>-0.275096</td>\n",
       "      <td>-0.149572</td>\n",
       "      <td>-0.598629</td>\n",
       "      <td>0.029768</td>\n",
       "      <td>-0.690000</td>\n",
       "      <td>0.041782</td>\n",
       "      <td>0.909336</td>\n",
       "      <td>...</td>\n",
       "      <td>0.370707</td>\n",
       "      <td>0.130983</td>\n",
       "      <td>0.466485</td>\n",
       "      <td>0.083068</td>\n",
       "      <td>0.509646</td>\n",
       "      <td>0.083145</td>\n",
       "      <td>0.167390</td>\n",
       "      <td>0.489836</td>\n",
       "      <td>0.392619</td>\n",
       "      <td>-0.019631</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>513543</th>\n",
       "      <td>0.012710</td>\n",
       "      <td>0.049015</td>\n",
       "      <td>-0.043451</td>\n",
       "      <td>0.085367</td>\n",
       "      <td>0.063621</td>\n",
       "      <td>-0.032136</td>\n",
       "      <td>0.056650</td>\n",
       "      <td>0.124374</td>\n",
       "      <td>-0.055876</td>\n",
       "      <td>0.054275</td>\n",
       "      <td>...</td>\n",
       "      <td>0.029790</td>\n",
       "      <td>-0.076973</td>\n",
       "      <td>0.010593</td>\n",
       "      <td>-0.052415</td>\n",
       "      <td>0.023777</td>\n",
       "      <td>-0.091938</td>\n",
       "      <td>-0.004600</td>\n",
       "      <td>-0.059633</td>\n",
       "      <td>0.072765</td>\n",
       "      <td>-0.079290</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>513544</th>\n",
       "      <td>-0.094726</td>\n",
       "      <td>-0.155139</td>\n",
       "      <td>-0.205324</td>\n",
       "      <td>0.309594</td>\n",
       "      <td>0.129536</td>\n",
       "      <td>0.293374</td>\n",
       "      <td>0.196943</td>\n",
       "      <td>0.436547</td>\n",
       "      <td>0.194850</td>\n",
       "      <td>0.022148</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.279777</td>\n",
       "      <td>-0.113577</td>\n",
       "      <td>-0.243778</td>\n",
       "      <td>-0.551369</td>\n",
       "      <td>-0.336880</td>\n",
       "      <td>-0.604308</td>\n",
       "      <td>-0.050692</td>\n",
       "      <td>-0.152053</td>\n",
       "      <td>-0.250353</td>\n",
       "      <td>0.527379</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>513545</th>\n",
       "      <td>0.152622</td>\n",
       "      <td>-0.070940</td>\n",
       "      <td>0.089323</td>\n",
       "      <td>-0.706417</td>\n",
       "      <td>0.171351</td>\n",
       "      <td>-1.008736</td>\n",
       "      <td>0.091361</td>\n",
       "      <td>-0.313371</td>\n",
       "      <td>-0.371531</td>\n",
       "      <td>-0.873359</td>\n",
       "      <td>...</td>\n",
       "      <td>0.200432</td>\n",
       "      <td>-0.756664</td>\n",
       "      <td>-0.135206</td>\n",
       "      <td>-0.299387</td>\n",
       "      <td>0.016240</td>\n",
       "      <td>0.092494</td>\n",
       "      <td>0.038013</td>\n",
       "      <td>0.604631</td>\n",
       "      <td>-0.411397</td>\n",
       "      <td>1.018396</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>513546</th>\n",
       "      <td>-0.135577</td>\n",
       "      <td>0.293912</td>\n",
       "      <td>0.875139</td>\n",
       "      <td>-0.677289</td>\n",
       "      <td>-0.052020</td>\n",
       "      <td>-0.491539</td>\n",
       "      <td>-0.219521</td>\n",
       "      <td>-0.511445</td>\n",
       "      <td>0.652291</td>\n",
       "      <td>1.137403</td>\n",
       "      <td>...</td>\n",
       "      <td>0.391570</td>\n",
       "      <td>0.010908</td>\n",
       "      <td>0.644327</td>\n",
       "      <td>0.400820</td>\n",
       "      <td>0.033900</td>\n",
       "      <td>-0.375894</td>\n",
       "      <td>0.116518</td>\n",
       "      <td>0.694162</td>\n",
       "      <td>0.508541</td>\n",
       "      <td>0.721213</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>513547</th>\n",
       "      <td>-0.619497</td>\n",
       "      <td>0.184281</td>\n",
       "      <td>0.475442</td>\n",
       "      <td>-0.617801</td>\n",
       "      <td>0.010020</td>\n",
       "      <td>-0.176252</td>\n",
       "      <td>0.149570</td>\n",
       "      <td>-0.683815</td>\n",
       "      <td>-0.419328</td>\n",
       "      <td>1.057065</td>\n",
       "      <td>...</td>\n",
       "      <td>0.214000</td>\n",
       "      <td>0.259615</td>\n",
       "      <td>-0.369159</td>\n",
       "      <td>-0.659554</td>\n",
       "      <td>-0.133914</td>\n",
       "      <td>0.268320</td>\n",
       "      <td>-0.322074</td>\n",
       "      <td>-0.440050</td>\n",
       "      <td>0.167612</td>\n",
       "      <td>0.363740</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>513548</th>\n",
       "      <td>-0.126047</td>\n",
       "      <td>-0.372157</td>\n",
       "      <td>0.548360</td>\n",
       "      <td>-0.595721</td>\n",
       "      <td>0.039703</td>\n",
       "      <td>-0.184275</td>\n",
       "      <td>-0.117145</td>\n",
       "      <td>-0.283991</td>\n",
       "      <td>0.425581</td>\n",
       "      <td>-0.436988</td>\n",
       "      <td>...</td>\n",
       "      <td>0.123974</td>\n",
       "      <td>-0.254956</td>\n",
       "      <td>-0.152116</td>\n",
       "      <td>-0.482969</td>\n",
       "      <td>0.010391</td>\n",
       "      <td>-0.540581</td>\n",
       "      <td>0.611197</td>\n",
       "      <td>-0.050357</td>\n",
       "      <td>0.244812</td>\n",
       "      <td>1.030701</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>513549</th>\n",
       "      <td>0.431227</td>\n",
       "      <td>-0.464910</td>\n",
       "      <td>-0.437127</td>\n",
       "      <td>-0.712367</td>\n",
       "      <td>0.183006</td>\n",
       "      <td>0.007080</td>\n",
       "      <td>-0.643211</td>\n",
       "      <td>0.482879</td>\n",
       "      <td>0.428323</td>\n",
       "      <td>-0.597686</td>\n",
       "      <td>...</td>\n",
       "      <td>0.221844</td>\n",
       "      <td>0.147813</td>\n",
       "      <td>0.573859</td>\n",
       "      <td>0.880900</td>\n",
       "      <td>-0.037372</td>\n",
       "      <td>-0.247089</td>\n",
       "      <td>-0.916001</td>\n",
       "      <td>-0.038230</td>\n",
       "      <td>0.414549</td>\n",
       "      <td>0.246895</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>513550</th>\n",
       "      <td>1.006015</td>\n",
       "      <td>3.542781</td>\n",
       "      <td>-0.598352</td>\n",
       "      <td>0.924996</td>\n",
       "      <td>0.802024</td>\n",
       "      <td>0.108367</td>\n",
       "      <td>-1.374599</td>\n",
       "      <td>-0.422080</td>\n",
       "      <td>0.522884</td>\n",
       "      <td>-0.558686</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.497415</td>\n",
       "      <td>-1.203107</td>\n",
       "      <td>-0.429425</td>\n",
       "      <td>-1.065962</td>\n",
       "      <td>0.995333</td>\n",
       "      <td>-0.220296</td>\n",
       "      <td>-0.195017</td>\n",
       "      <td>0.714710</td>\n",
       "      <td>1.984363</td>\n",
       "      <td>-0.270233</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>513551</th>\n",
       "      <td>0.780214</td>\n",
       "      <td>0.532027</td>\n",
       "      <td>0.858650</td>\n",
       "      <td>-0.679985</td>\n",
       "      <td>0.133004</td>\n",
       "      <td>-0.244596</td>\n",
       "      <td>-0.480704</td>\n",
       "      <td>0.027701</td>\n",
       "      <td>0.525174</td>\n",
       "      <td>0.999071</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.116633</td>\n",
       "      <td>-0.275035</td>\n",
       "      <td>0.388143</td>\n",
       "      <td>0.357455</td>\n",
       "      <td>-0.345643</td>\n",
       "      <td>-0.224294</td>\n",
       "      <td>0.380003</td>\n",
       "      <td>0.119178</td>\n",
       "      <td>-0.225042</td>\n",
       "      <td>1.201076</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>513552 rows × 200 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "             0         1         2         3         4         5         6    \\\n",
       "0       0.710068 -0.425862 -1.234477 -0.886300 -0.515200  0.376286 -1.508969   \n",
       "1      -0.428284  0.650482  1.149429 -0.872477  0.039854  0.668097 -0.139339   \n",
       "2       0.362325  0.493365 -0.096665 -0.879787  0.336509  0.374589 -0.481267   \n",
       "3       0.095680  0.711412  0.845737 -1.758077  0.482232 -0.210422 -0.793766   \n",
       "4       0.291820 -0.313926 -1.778921 -1.409899 -1.497622 -1.793691 -0.136184   \n",
       "5      -0.152762 -0.149410  1.015536 -0.518363  0.140204  0.109658 -0.394955   \n",
       "6      -0.347332 -0.164360  0.080068  0.589224 -0.612396 -0.230567 -0.817353   \n",
       "7       0.595376  0.686187  0.929171 -0.024496 -0.317161 -0.135015 -1.228422   \n",
       "8       0.434490  1.817477 -0.563028 -2.065074 -0.138434 -0.862455 -1.074647   \n",
       "9      -0.736681 -0.383736 -0.550500 -0.610167 -0.170146  0.626142  0.013986   \n",
       "10      0.291820 -0.313926 -1.778921 -1.409899 -1.497622 -1.793691 -0.136184   \n",
       "11     -0.473228  0.425502  0.455483 -0.847947 -0.497661 -0.852610  0.165321   \n",
       "12      0.075601  0.104781 -1.287556 -1.386751  0.408887  0.649534 -1.834931   \n",
       "13      0.217248 -0.287694 -0.296300 -0.995180 -0.075513 -0.287535  0.222172   \n",
       "14     -0.207115 -0.342235  0.724088 -1.295905  0.554484 -1.430210  0.343701   \n",
       "15      0.473987  0.392703 -0.767246 -0.658717 -0.267522 -0.037280 -0.246204   \n",
       "16      0.119624 -0.132519  0.065857  0.308573  0.350444 -0.153119 -0.192442   \n",
       "17      0.123967 -0.198870  1.009212 -0.574751  0.449162  0.317109 -0.885608   \n",
       "18     -0.026220  0.204261 -0.099472 -0.373836  0.074432  0.180028 -0.392608   \n",
       "19      0.781084 -1.345578  1.694825 -0.087786  0.477559 -1.414425  0.124766   \n",
       "20      0.770908  0.041299  0.421231 -0.244198  0.508964 -0.675979 -0.222577   \n",
       "21      0.781084 -1.345578  1.694825 -0.087786  0.477559 -1.414425  0.124766   \n",
       "22      1.582010  0.684080 -1.013056  0.432328  0.463788  0.637235 -1.095512   \n",
       "23     -1.041035 -0.381495 -1.310543 -0.876597 -0.830174  0.540206  0.554528   \n",
       "24      0.817240  0.108806  0.609662 -0.217095 -0.320704 -0.887031  0.027752   \n",
       "25      0.024945 -0.417532 -0.137526 -0.239501 -0.494242  0.057687  0.059882   \n",
       "26      0.159847  0.235958 -0.022171 -0.100436 -0.072806  0.396703 -0.354599   \n",
       "27      0.851609  1.119828  0.981226 -0.805364  0.818435  0.656491 -0.769759   \n",
       "28      0.120552 -0.278764  0.549276 -0.814582 -0.206240 -0.103291 -0.717770   \n",
       "29      1.094793 -0.069739 -0.670763  0.852087  0.010560 -0.434728 -0.283752   \n",
       "...          ...       ...       ...       ...       ...       ...       ...   \n",
       "513522 -0.857551  0.501004  0.620345 -0.760880  0.216129 -0.535508 -0.221747   \n",
       "513523 -0.133891  0.055278  0.292924 -0.669850 -0.192724  0.031559  0.054612   \n",
       "513524 -0.368351  0.314875  0.060615 -0.803327 -0.141554 -0.533607  0.098991   \n",
       "513525  0.215163  0.411842  0.387182 -0.715136  0.113964 -0.658220 -0.006087   \n",
       "513526  0.796534  0.442371  1.114848 -0.201942 -0.146237 -0.287776 -0.528113   \n",
       "513527  0.154909  0.080645  1.062702 -0.569309  0.775048 -0.103677 -0.592487   \n",
       "513528 -0.567805  0.095612 -1.298985  0.387363  0.690700 -1.151299  0.808577   \n",
       "513529  0.158598 -0.095516 -0.230452 -0.456830  0.567541 -0.404998  0.091292   \n",
       "513530  0.027725 -0.214863 -0.071319  0.230130  0.476705  0.061310  0.964555   \n",
       "513531 -0.239200  0.297856  0.794074 -0.971296  1.093093  0.175430 -0.253650   \n",
       "513532 -0.246588  0.044270  0.182184 -0.687141 -0.367962 -0.600033 -0.035627   \n",
       "513533 -0.057054 -0.587458  0.749766 -0.279080  0.100201 -0.982109  0.660852   \n",
       "513534  0.827641 -0.566009 -0.220242 -0.266675  0.981267  0.304196 -0.440484   \n",
       "513535 -0.064673  0.107400  0.064209 -0.247789  0.425243  0.056823 -0.283909   \n",
       "513536  0.940328  0.864571  0.407139  0.065825  0.317860 -0.336082  0.712107   \n",
       "513537  0.486273  0.441402  0.335282 -0.766460  0.115176 -0.464558 -0.194635   \n",
       "513538 -0.298844 -0.386875 -0.128202 -0.342938 -0.439955 -0.035435  0.024947   \n",
       "513539  0.078881  0.084399 -0.159917  0.130960  0.086064 -0.008650  0.078899   \n",
       "513540  0.662099  0.012369  0.129189  0.578313  0.195691  0.143387 -0.292966   \n",
       "513541  0.049532 -0.139743  0.924732 -0.509029  0.293786 -0.119968 -0.028905   \n",
       "513542 -0.580353  0.556745  0.254821 -0.275096 -0.149572 -0.598629  0.029768   \n",
       "513543  0.012710  0.049015 -0.043451  0.085367  0.063621 -0.032136  0.056650   \n",
       "513544 -0.094726 -0.155139 -0.205324  0.309594  0.129536  0.293374  0.196943   \n",
       "513545  0.152622 -0.070940  0.089323 -0.706417  0.171351 -1.008736  0.091361   \n",
       "513546 -0.135577  0.293912  0.875139 -0.677289 -0.052020 -0.491539 -0.219521   \n",
       "513547 -0.619497  0.184281  0.475442 -0.617801  0.010020 -0.176252  0.149570   \n",
       "513548 -0.126047 -0.372157  0.548360 -0.595721  0.039703 -0.184275 -0.117145   \n",
       "513549  0.431227 -0.464910 -0.437127 -0.712367  0.183006  0.007080 -0.643211   \n",
       "513550  1.006015  3.542781 -0.598352  0.924996  0.802024  0.108367 -1.374599   \n",
       "513551  0.780214  0.532027  0.858650 -0.679985  0.133004 -0.244596 -0.480704   \n",
       "\n",
       "             7         8         9      ...          190       191       192  \\\n",
       "0      -0.509257  0.377408  0.030451    ...     0.047656 -0.951637  1.175290   \n",
       "1      -0.443599  0.251930 -0.028038    ...    -0.493739  0.378452  0.333707   \n",
       "2      -0.244594 -0.441792 -0.756685    ...    -0.415609 -0.922351  0.169621   \n",
       "3      -0.506434  0.916245  0.342655    ...    -0.462445 -0.264960 -0.163756   \n",
       "4       1.824675 -0.767333  0.476449    ...    -1.473278 -0.934512  0.308475   \n",
       "5      -0.494403  0.457740  0.596882    ...     0.351076 -0.506121  0.159149   \n",
       "6      -0.163048  0.055350  0.777947    ...    -1.162455 -0.749265 -0.191292   \n",
       "7       0.267147  1.301377 -0.337133    ...     1.004788 -0.388818  0.210706   \n",
       "8      -2.959245  1.357973 -0.736732    ...    -0.662977  0.664609  0.781766   \n",
       "9      -0.943299  0.354512 -0.137658    ...    -0.229301 -1.319806  0.784606   \n",
       "10      1.824675 -0.767333  0.476449    ...    -1.473278 -0.934512  0.308475   \n",
       "11      0.654529  0.331122 -0.801903    ...    -0.104775 -0.682854 -0.044089   \n",
       "12      0.700797  0.129891 -0.821101    ...    -0.823329 -1.517821  0.475689   \n",
       "13      0.040753  0.894006 -0.738292    ...     0.074650  0.426259  0.299717   \n",
       "14     -0.132110  0.882852  0.770281    ...     2.017909  0.086814  0.415194   \n",
       "15     -0.372866 -1.770581 -0.014352    ...     0.190752 -0.962642  1.432088   \n",
       "16     -0.162761  0.008085 -0.098845    ...    -0.074276  0.048767 -0.003543   \n",
       "17     -0.737595  0.514468 -0.163881    ...    -0.266406 -0.925153  0.136945   \n",
       "18     -0.524498  0.189060  0.378820    ...     0.462435 -0.778480  1.373232   \n",
       "19      0.036802 -1.119441  1.221133    ...    -0.182356 -0.132260 -0.480895   \n",
       "20      0.134138 -0.746029 -0.404183    ...    -0.394878  0.309496  0.165369   \n",
       "21      0.036802 -1.119441  1.221133    ...    -0.182356 -0.132260 -0.480895   \n",
       "22      0.602743 -0.938947 -1.950964    ...    -0.795831 -0.326762  2.508848   \n",
       "23      0.823963 -1.053709 -0.278184    ...     0.091593 -0.023097  0.190506   \n",
       "24     -0.816093 -0.793935  0.929575    ...     0.286389 -0.381318  0.569571   \n",
       "25      0.493346 -0.423484  0.400780    ...    -0.410270  0.838235 -0.073950   \n",
       "26      0.388145  0.582973 -0.642597    ...    -0.328291 -0.773784  0.618367   \n",
       "27     -0.018082 -0.380325 -0.276074    ...     0.631782  0.266835 -0.198754   \n",
       "28     -0.693377  0.070794 -0.945640    ...    -0.076346  0.612350  0.179905   \n",
       "29      0.443678  0.624012  0.719502    ...    -0.375785  0.573153 -0.642372   \n",
       "...          ...       ...       ...    ...          ...       ...       ...   \n",
       "513522 -1.000467  0.383051  1.629377    ...     1.061199  0.529506  0.755961   \n",
       "513523  0.156901  0.164661  0.329719    ...    -0.209834  0.035227 -0.528918   \n",
       "513524 -0.873851 -0.062305  0.587740    ...     0.710748 -0.184685  0.033054   \n",
       "513525 -1.147259  0.709121  0.394221    ...    -0.232097 -0.840898  0.306849   \n",
       "513526  0.444492  1.111042 -0.012695    ...    -0.000098  0.160540  0.262108   \n",
       "513527 -0.321679  1.138795  0.499282    ...    -0.286538 -0.238165 -0.295867   \n",
       "513528 -0.852053 -0.402825  0.622240    ...    -0.148777 -1.482360 -1.243494   \n",
       "513529  0.489643  1.638507  0.682028    ...    -0.449067  0.604302 -0.063421   \n",
       "513530 -0.143837  0.270315  0.239122    ...     0.690186  0.590596  0.066172   \n",
       "513531 -0.639100  0.620243  0.028905    ...     0.077841  0.932806  0.317194   \n",
       "513532  0.980168  0.440455 -0.256908    ...    -0.190531 -0.789881  0.307678   \n",
       "513533  0.117571 -0.656449  0.120289    ...    -0.182065  0.559504  0.087562   \n",
       "513534 -0.769058  1.093678  0.286717    ...    -1.009800  0.123908  0.667205   \n",
       "513535 -0.422494  0.515199  0.026626    ...     0.467647 -0.346553 -0.305345   \n",
       "513536 -0.115025  0.362496  1.304789    ...     0.132940  0.134162 -0.268951   \n",
       "513537 -0.204817  0.227582 -0.616046    ...    -0.089272 -0.133839  0.387828   \n",
       "513538  0.362061 -0.101157 -0.010386    ...    -0.735816  0.585347  0.012595   \n",
       "513539  0.083156 -0.129179  0.108637    ...    -0.122816  0.101321 -0.040902   \n",
       "513540 -0.355232  0.258755  0.047374    ...    -0.043357 -0.069333  0.081405   \n",
       "513541 -0.418134  0.456283  0.326960    ...     0.391045 -0.002644  0.131116   \n",
       "513542 -0.690000  0.041782  0.909336    ...     0.370707  0.130983  0.466485   \n",
       "513543  0.124374 -0.055876  0.054275    ...     0.029790 -0.076973  0.010593   \n",
       "513544  0.436547  0.194850  0.022148    ...    -0.279777 -0.113577 -0.243778   \n",
       "513545 -0.313371 -0.371531 -0.873359    ...     0.200432 -0.756664 -0.135206   \n",
       "513546 -0.511445  0.652291  1.137403    ...     0.391570  0.010908  0.644327   \n",
       "513547 -0.683815 -0.419328  1.057065    ...     0.214000  0.259615 -0.369159   \n",
       "513548 -0.283991  0.425581 -0.436988    ...     0.123974 -0.254956 -0.152116   \n",
       "513549  0.482879  0.428323 -0.597686    ...     0.221844  0.147813  0.573859   \n",
       "513550 -0.422080  0.522884 -0.558686    ...    -0.497415 -1.203107 -0.429425   \n",
       "513551  0.027701  0.525174  0.999071    ...    -0.116633 -0.275035  0.388143   \n",
       "\n",
       "             193       194       195       196       197       198       199  \n",
       "0       1.529796 -0.208388  0.383744 -0.274727 -0.525731 -0.917708  0.927526  \n",
       "1      -0.468525 -0.092226 -1.360009  0.022293  1.362598  0.068388  0.430743  \n",
       "2       0.338962  0.392300 -1.065802 -0.480112 -0.237790 -1.112316  0.213897  \n",
       "3       0.437941 -0.716418 -0.993283 -0.233921  0.212670  0.370048  1.063268  \n",
       "4      -0.322255  1.690493 -0.087175 -0.611087 -0.147480  1.120687  0.235808  \n",
       "5       0.207646 -0.076606 -0.299561  0.046723  0.500603 -0.531187  0.656607  \n",
       "6       0.108478 -0.313826  1.691357  0.280301 -0.510343 -0.446354 -1.010391  \n",
       "7       0.551006 -0.595026 -0.321587 -0.680125 -0.064982  0.996624  0.245447  \n",
       "8       0.340236  0.289605 -0.213365  0.394351  0.592313 -2.288081  1.238084  \n",
       "9      -0.279426  0.566086 -0.133665  0.841342  0.312341  0.233349 -0.256725  \n",
       "10     -0.322255  1.690493 -0.087175 -0.611087 -0.147480  1.120687  0.235808  \n",
       "11      0.543646  0.050422 -1.615929 -0.100912  0.046481 -0.264128 -0.417212  \n",
       "12      1.440018 -0.103505  0.494176 -1.009634  0.418042  0.221427  0.307163  \n",
       "13      0.528448  0.658376  0.891251  0.114066  0.044465  0.903373  0.460930  \n",
       "14      1.243453  1.007711 -0.758771 -0.297355 -0.203490  0.374028  1.078997  \n",
       "15      0.885322 -1.147537  1.018039 -0.494652  0.033662 -0.784157  1.166485  \n",
       "16     -0.469790 -0.361791 -0.124026  0.361108  0.214094  0.026387 -0.075874  \n",
       "17     -0.057029 -0.530765 -0.648491 -0.007698  0.179387  0.458864  0.933835  \n",
       "18      1.428245 -0.207031 -0.456158  0.092391  0.391869  0.471096  1.207178  \n",
       "19     -0.908730  0.634236 -0.059763  0.615698 -0.060845  0.505479  0.383542  \n",
       "20      0.685350 -0.636406 -0.066718 -0.183653 -1.174034 -1.082186 -0.605085  \n",
       "21     -0.908730  0.634236 -0.059763  0.615698 -0.060845  0.505479  0.383542  \n",
       "22      0.288089 -1.141584  0.417177  1.018182 -0.892545 -1.337981 -0.810439  \n",
       "23     -0.066293 -0.027911  1.804118  0.451071  0.387669  0.218707  0.357371  \n",
       "24      0.296518 -0.170367  0.295247 -0.553743 -0.242566  0.211611  1.326201  \n",
       "25     -0.265812  0.325899 -0.483239 -0.011413 -0.271481  0.264471  0.149789  \n",
       "26      0.316802 -0.205564 -0.123841  0.998201  0.913218  1.311683 -1.060839  \n",
       "27     -0.007936  0.156197 -0.765147 -0.766125 -0.957024 -0.719483  2.866265  \n",
       "28      0.448200 -0.639358  0.093408  0.030729  0.619088  0.047760  1.624228  \n",
       "29     -0.257448  1.070220  1.305586  0.155732  0.808791 -0.360153  0.304937  \n",
       "...          ...       ...       ...       ...       ...       ...       ...  \n",
       "513522 -0.098960  0.800596  0.084328 -0.160255  0.661007  0.704724  0.184357  \n",
       "513523  0.538556  0.348608  0.068195 -0.162990 -0.066981  0.323707  0.895447  \n",
       "513524  0.594850 -0.151583 -0.531934  0.437828 -0.197558  1.456359  0.293704  \n",
       "513525  1.058660 -0.743587 -1.032526  0.077005 -0.036763  0.370207  0.866832  \n",
       "513526  1.227057 -1.702445 -0.190548 -0.263063  0.406919 -0.679708 -0.439349  \n",
       "513527  0.849079  0.067785 -0.221932  0.116199 -0.025117  0.582767  0.318139  \n",
       "513528 -0.564917  0.264952 -0.998505  0.643234 -0.268052  0.118530  1.223729  \n",
       "513529 -0.447072 -0.296097  0.973152 -0.451851 -0.109050 -0.295037 -0.460358  \n",
       "513530 -0.806100 -0.694388 -0.352012  0.074830  1.313842 -0.126334  0.058011  \n",
       "513531  0.526789 -0.152525 -0.253866 -0.146904 -0.154050  0.055210  1.323520  \n",
       "513532  0.514706  0.173294 -0.814383 -0.294185 -0.074270  0.120555 -0.343075  \n",
       "513533 -0.671839  0.172369 -0.214926  0.042340  0.377142  0.168877  0.851996  \n",
       "513534  0.139181  0.243554  0.403320 -0.372623  0.240444  0.541848 -0.121251  \n",
       "513535  0.120600  0.130883  0.007642 -0.288355  0.392309  0.125020  0.952547  \n",
       "513536 -0.938471  0.825428 -0.763400  0.307036  0.011342  0.608717  0.222788  \n",
       "513537  0.402869 -0.782210 -0.342657  0.043085  0.673448 -0.456742  0.129902  \n",
       "513538  0.009116  0.830393 -0.613454  0.131993 -0.182259  0.103880  0.437521  \n",
       "513539 -0.192765  0.127213 -0.042938 -0.045379 -0.005326  0.140450  0.013650  \n",
       "513540 -0.047457 -0.239228 -0.353496  0.214259  0.950194  0.026155  0.247538  \n",
       "513541  0.196156 -0.074524 -0.272427  0.048827 -0.070635  0.307747  0.828424  \n",
       "513542  0.083068  0.509646  0.083145  0.167390  0.489836  0.392619 -0.019631  \n",
       "513543 -0.052415  0.023777 -0.091938 -0.004600 -0.059633  0.072765 -0.079290  \n",
       "513544 -0.551369 -0.336880 -0.604308 -0.050692 -0.152053 -0.250353  0.527379  \n",
       "513545 -0.299387  0.016240  0.092494  0.038013  0.604631 -0.411397  1.018396  \n",
       "513546  0.400820  0.033900 -0.375894  0.116518  0.694162  0.508541  0.721213  \n",
       "513547 -0.659554 -0.133914  0.268320 -0.322074 -0.440050  0.167612  0.363740  \n",
       "513548 -0.482969  0.010391 -0.540581  0.611197 -0.050357  0.244812  1.030701  \n",
       "513549  0.880900 -0.037372 -0.247089 -0.916001 -0.038230  0.414549  0.246895  \n",
       "513550 -1.065962  0.995333 -0.220296 -0.195017  0.714710  1.984363 -0.270233  \n",
       "513551  0.357455 -0.345643 -0.224294  0.380003  0.119178 -0.225042  1.201076  \n",
       "\n",
       "[513552 rows x 200 columns]"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "\n",
    "valid_unlabel_comments_feature = []\n",
    "\n",
    "for index, row in danmaku_select.iterrows():\n",
    "    if row['tsc_raw_id'] in valid_pos_comments_set:\n",
    "        continue\n",
    "    words = word_split(row['content'])\n",
    "    if len(words) > 0:\n",
    "        danmaku_repr = np.zeros(word_dim)\n",
    "        valid_words = 0\n",
    "        for word in words:\n",
    "            if word in word_model.wv.vocab:\n",
    "                valid_words += 1\n",
    "                danmaku_repr += word_model.wv[word]\n",
    "        if valid_words > 0:\n",
    "            valid_unlabel_comments_feature.append(danmaku_repr/valid_words)\n",
    "\n",
    "unlabel_comment_df = pd.DataFrame(valid_unlabel_comments_feature)\n",
    "unlabel_comment_df"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "生成人工验证集"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(93, 200)\n"
     ]
    }
   ],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "\n",
    "manual_valid_comments_feature = []\n",
    "manual_valid_index = []\n",
    "\n",
    "manual_valid_comments = danmaku_select.sample(n=100)\n",
    "\n",
    "for index, row in manual_valid_comments.iterrows():\n",
    "    words = word_split(row['content'])\n",
    "    if len(words) > 0:\n",
    "        danmaku_repr = np.zeros(word_dim)\n",
    "        valid_words = 0\n",
    "        for word in words:\n",
    "            if word in word_model.wv.vocab:\n",
    "                valid_words += 1\n",
    "                danmaku_repr += word_model.wv[word]\n",
    "        if valid_words > 0:\n",
    "            manual_valid_index.append(index)\n",
    "            manual_valid_comments_feature.append(danmaku_repr/valid_words)\n",
    "\n",
    "manual_valid_df = pd.DataFrame(manual_valid_comments_feature)\n",
    "print(manual_valid_df.shape)\n",
    "\n",
    "manual_valid_comments_ = manual_valid_comments.loc[manual_valid_index]\n",
    "manual_valid_comments_.to_csv(\"manual.csv\", sep=\"\\t\", index=False)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "生成数据集"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "==================================================\n",
      "train_labelled_images shape: (1482, 200)\n",
      "train_labelled_labels shape: (1482,)\n",
      "\n",
      "train_unlabelled_images shape: (513552, 200)\n",
      "train_unlabelled_labels shape: (513552,)\n",
      "\n",
      "validation_images shape: (372, 200)\n",
      "validation_labels shape: (372,)\n",
      "\n",
      "test_images shape: (464, 200)\n",
      "test_labels shape: (464,)\n",
      "==================================================\n",
      "Dumping pickles\n",
      "Danmaku dataset successfully created\n"
     ]
    }
   ],
   "source": [
    "from __future__ import print_function\n",
    "import random\n",
    "import numpy as np\n",
    "from collections import defaultdict\n",
    "import pickle\n",
    "from sklearn.model_selection import train_test_split\n",
    "\n",
    "\n",
    "def shuffle_comments_labels(comments, labels):\n",
    "    assert comments.shape[0] == labels.shape[0]\n",
    "    randomize = np.arange(comments.shape[0])\n",
    "    np.random.shuffle(randomize)\n",
    "    return comments[randomize], labels[randomize]\n",
    "\n",
    "\n",
    "def dump_pickle(filepath, d):\n",
    "    with open(filepath, \"wb\") as f:\n",
    "        pickle.dump(d, f)\n",
    "\n",
    "random.seed(42)\n",
    "np.random.seed(42)\n",
    "    \n",
    "train_unlabelled_comments = unlabel_comment_df.values\n",
    "train_unlabelled_labels = np.ones(unlabel_comment_df.shape[0]) * -1.\n",
    "\n",
    "\n",
    "train_labelled_pos_data_comments, test_labelled_pos_data_comments = train_test_split(pos_comment_df.values, \n",
    "                                                                                     test_size=0.2, \n",
    "                                                                                     random_state=42, \n",
    "                                                                                     shuffle=True)\n",
    "    \n",
    "train_labelled_neg_data_comments, test_labelled_neg_data_comments = train_test_split(neg_comment_df.values, \n",
    "                                                                                     test_size=0.2, \n",
    "                                                                                     random_state=42, \n",
    "                                                                                     shuffle=True)\n",
    "    \n",
    "train_labelled_pos_data_comments, valid_labelled_pos_data_comments = train_test_split(train_labelled_pos_data_comments,\n",
    "                                                                                      test_size=0.2, \n",
    "                                                                                      random_state=42, \n",
    "                                                                                      shuffle=True)\n",
    "    \n",
    "train_labelled_neg_data_comments, valid_labelled_neg_data_comments = train_test_split(train_labelled_neg_data_comments, \n",
    "                                                                                      test_size=0.2, \n",
    "                                                                                      random_state=42, \n",
    "                                                                                      shuffle=True)\n",
    "    \n",
    "\n",
    "train_labelled_comments = np.concatenate((train_labelled_pos_data_comments, train_labelled_neg_data_comments),\n",
    "                                         axis=0)\n",
    "train_labelled_labels = np.append(np.zeros(train_labelled_pos_data_comments.shape[0]), \n",
    "                                       np.ones(train_labelled_neg_data_comments.shape[0]))\n",
    "    \n",
    "validation_comments = np.concatenate((valid_labelled_pos_data_comments, valid_labelled_neg_data_comments),\n",
    "                                     axis=0)\n",
    "validation_labels = np.append(np.zeros(valid_labelled_pos_data_comments.shape[0]), \n",
    "                                       np.ones(valid_labelled_neg_data_comments.shape[0]))\n",
    "\n",
    "test_comments = np.concatenate((test_labelled_pos_data_comments, test_labelled_neg_data_comments),\n",
    "                               axis=0)\n",
    "test_labels = np.append(np.zeros(test_labelled_pos_data_comments.shape[0]), \n",
    "                                       np.ones(test_labelled_neg_data_comments.shape[0]))\n",
    "    \n",
    "\n",
    "train_labelled_comments, train_labelled_labels = shuffle_comments_labels(train_labelled_comments, \n",
    "                                                                         train_labelled_labels)\n",
    "\n",
    "print(\"=\" * 50)\n",
    "print(\"train_labelled_images shape:\", train_labelled_comments.shape)\n",
    "print(\"train_labelled_labels shape:\", train_labelled_labels.shape)\n",
    "print()\n",
    "print(\"train_unlabelled_images shape:\", train_unlabelled_comments.shape)\n",
    "print(\"train_unlabelled_labels shape:\", train_unlabelled_labels.shape)\n",
    "print()\n",
    "print(\"validation_images shape:\", validation_comments.shape)\n",
    "print(\"validation_labels shape:\", validation_labels.shape)\n",
    "print()\n",
    "print(\"test_images shape:\", test_comments.shape)\n",
    "print(\"test_labels shape:\", test_labels.shape)\n",
    "print(\"=\" * 50)\n",
    "\n",
    "print(\"Dumping pickles\")\n",
    "    \n",
    "data_dir = \"data/\"\n",
    "\n",
    "dump_pickle(data_dir + \"train_labelled_images.p\", train_labelled_comments)\n",
    "dump_pickle(data_dir + \"train_labelled_labels.p\", train_labelled_labels)\n",
    "dump_pickle(data_dir + \"train_unlabelled_images.p\", train_unlabelled_comments)\n",
    "dump_pickle(data_dir + \"train_unlabelled_labels.p\", train_unlabelled_labels)\n",
    "dump_pickle(data_dir + \"validation_images.p\", validation_comments)\n",
    "dump_pickle(data_dir + \"validation_labels.p\", validation_labels)\n",
    "dump_pickle(data_dir + \"test_images.p\", test_comments)\n",
    "dump_pickle(data_dir + \"test_labels.p\", test_labels)\n",
    "\n",
    "print(\"Danmaku dataset successfully created\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "导出人工验证集的数据"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [],
   "source": [
    "def dump_pickle(filepath, d):\n",
    "    with open(filepath, \"wb\") as f:\n",
    "        pickle.dump(d, f)\n",
    "\n",
    "manual_vaild_comments = manual_valid_df.values\n",
    "\n",
    "data_dir = \"data/\"\n",
    "\n",
    "dump_pickle(data_dir + \"manual_vaild_images.p\", manual_vaild_comments)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "人工验证文件生成"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "import csv\n",
    "\n",
    "danmakus_complete = pd.read_csv(\"./data/danmaku_complete.csv\", delimiter=\"\\t\", encoding=\"utf-8\", \n",
    "                                quoting=csv.QUOTE_NONE, low_memory=False)\n",
    "manual_select = pd.read_csv(\"./validation/manual_batch_1.csv\", delimiter=\"\\t\", encoding=\"utf-8\")\n",
    "predicts = np.loadtxt(\"./validation/epoch_predicts_batch_1.txt\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(93, 7)"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "tsc_raw_ids = manual_select[\"tsc_raw_id\"]\n",
    "criterion = lambda row: row[\"tsc_raw_id\"] in tsc_raw_ids.tolist()\n",
    "manual_select_danmaku = danmakus_complete[danmakus_complete.apply(criterion, axis=1)]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {
    "collapsed": true
   },
   "outputs": [
    {
     "data": {
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       "      <th>content</th>\n",
       "      <th>post_time</th>\n",
       "      <th>raw_content</th>\n",
       "      <th>predict</th>\n",
       "      <th>label</th>\n",
       "    </tr>\n",
       "  </thead>\n",
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       "      <td>1521036681</td>\n",
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       "      <td>1</td>\n",
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       "      <td>1518573606</td>\n",
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       "      <td>[u'\\u8c8c\\u4f3c', u'\\u634f', u'\\u5b8c\\u8138', ...</td>\n",
       "      <td>1521041299</td>\n",
       "      <td>貌似捏完脸还真没区别</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>21466</td>\n",
       "      <td>173254</td>\n",
       "      <td>4326890533</td>\n",
       "      <td>920.851</td>\n",
       "      <td>d9a95d0f</td>\n",
       "      <td>[u'\\u53bb\\u6c42', u'\\u83ab', u'\\u83ab\\u5927', ...</td>\n",
       "      <td>1519192292</td>\n",
       "      <td>去求莫莫大人啊！</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>21466</td>\n",
       "      <td>173251</td>\n",
       "      <td>4244282729</td>\n",
       "      <td>1275.040</td>\n",
       "      <td>547c1d99</td>\n",
       "      <td>[u'\\u5b9e\\u529b', u'\\u5632\\u8bbd']</td>\n",
       "      <td>1517481362</td>\n",
       "      <td>实力嘲讽2333</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>21466</td>\n",
       "      <td>173259</td>\n",
       "      <td>4418183408</td>\n",
       "      <td>128.400</td>\n",
       "      <td>9cd20819</td>\n",
       "      <td>[u'\\u5934\\u76d6\\u9aa8']</td>\n",
       "      <td>1522211367</td>\n",
       "      <td>头盖骨</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>21466</td>\n",
       "      <td>173257</td>\n",
       "      <td>4388311108</td>\n",
       "      <td>750.826</td>\n",
       "      <td>5d4de5d3</td>\n",
       "      <td>[u'\\u96c6\\u753b', u'\\u5d29', u'\\u5440']</td>\n",
       "      <td>1521087663</td>\n",
       "      <td>这集画崩了呀</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>21466</td>\n",
       "      <td>173259</td>\n",
       "      <td>4425061208</td>\n",
       "      <td>72.574</td>\n",
       "      <td>87cd963f</td>\n",
       "      <td>[u'\\u51fa\\u620f']</td>\n",
       "      <td>1522480142</td>\n",
       "      <td>23333333 1秒出戏</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>21466</td>\n",
       "      <td>173249</td>\n",
       "      <td>4202986962</td>\n",
       "      <td>482.151</td>\n",
       "      <td>c57a5a82</td>\n",
       "      <td>[u'\\u773c\\u775b', u'\\u7537\\u662f', u'\\u5fe0\\u8...</td>\n",
       "      <td>1516673903</td>\n",
       "      <td>眼睛男是最忠诚的，可以长了一副反派面</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>21466</td>\n",
       "      <td>173255</td>\n",
       "      <td>4406162800</td>\n",
       "      <td>475.921</td>\n",
       "      <td>a0fbfca5</td>\n",
       "      <td>[u'\\u4ed3\\u9f20']</td>\n",
       "      <td>1521786483</td>\n",
       "      <td>等等,仓鼠...</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>21466</td>\n",
       "      <td>173253</td>\n",
       "      <td>4299255081</td>\n",
       "      <td>19.115</td>\n",
       "      <td>5feb4a67</td>\n",
       "      <td>[u'\\u80cc\\u666f\\u97f3\\u4e50', u'\\u8ba9', u'\\u6...</td>\n",
       "      <td>1518614246</td>\n",
       "      <td>为什么背景音乐让我想起刺客信条</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>21466</td>\n",
       "      <td>173253</td>\n",
       "      <td>4297811976</td>\n",
       "      <td>35.501</td>\n",
       "      <td>3b8da1a0</td>\n",
       "      <td>[u'\\u8d5b', u'\\u5df4\\u65af', u'\\u9171']</td>\n",
       "      <td>1518588635</td>\n",
       "      <td>赛巴斯酱</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>21466</td>\n",
       "      <td>173251</td>\n",
       "      <td>4235552227</td>\n",
       "      <td>453.540</td>\n",
       "      <td>cb14a2ab</td>\n",
       "      <td>[u'\\u5e94\\u8be5', u'\\u89c9\\u5f97', u'\\u4e0a']</td>\n",
       "      <td>1517395950</td>\n",
       "      <td>你应该觉得你上就行了</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>21466</td>\n",
       "      <td>173256</td>\n",
       "      <td>4379381217</td>\n",
       "      <td>1208.560</td>\n",
       "      <td>9cdb0e76</td>\n",
       "      <td>[u'\\u6c34']</td>\n",
       "      <td>1520708201</td>\n",
       "      <td>不停的水</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>21466</td>\n",
       "      <td>173249</td>\n",
       "      <td>4186561128</td>\n",
       "      <td>1358.050</td>\n",
       "      <td>36bb59d</td>\n",
       "      <td>[u'\\u6ca1\\u4e86']</td>\n",
       "      <td>1516116149</td>\n",
       "      <td>就没了？</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>21466</td>\n",
       "      <td>173250</td>\n",
       "      <td>4208058041</td>\n",
       "      <td>925.812</td>\n",
       "      <td>e88b1305</td>\n",
       "      <td>[u'\\u8d27', u'\\u4f1a', u'f2a', u'\\u5417']</td>\n",
       "      <td>1516728830</td>\n",
       "      <td>所以这货只会f2a吗</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>21466</td>\n",
       "      <td>173256</td>\n",
       "      <td>4379108023</td>\n",
       "      <td>418.842</td>\n",
       "      <td>5c7ab3fd</td>\n",
       "      <td>[u'\\u6ce5\\u57a2']</td>\n",
       "      <td>1520698610</td>\n",
       "      <td>泥垢了</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>21466</td>\n",
       "      <td>173249</td>\n",
       "      <td>4314922874</td>\n",
       "      <td>698.782</td>\n",
       "      <td>610fb0c8</td>\n",
       "      <td>[u'\\u767d', u'\\u767d\\u5316\\u75c5']</td>\n",
       "      <td>1518948098</td>\n",
       "      <td>白。。白化病</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>21466</td>\n",
       "      <td>173248</td>\n",
       "      <td>4179860299</td>\n",
       "      <td>512.719</td>\n",
       "      <td>7a323070</td>\n",
       "      <td>[u'\\u8725\\u8734\\u4eba', u'\\u4e0a', u'\\u5b63', ...</td>\n",
       "      <td>1515899447</td>\n",
       "      <td>蜥蜴人。。。上季是不是说要把他们变成亡灵战士来着。。。</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>21466</td>\n",
       "      <td>173259</td>\n",
       "      <td>4418084177</td>\n",
       "      <td>642.495</td>\n",
       "      <td>91fac4e6</td>\n",
       "      <td>[u'\\u4f1a', u'\\u64a9', u'\\u59b9', u'\\u561b']</td>\n",
       "      <td>1522206832</td>\n",
       "      <td>你们都那么会撩妹的嘛</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>21466</td>\n",
       "      <td>173258</td>\n",
       "      <td>4428503301</td>\n",
       "      <td>75.258</td>\n",
       "      <td>fa228ad7</td>\n",
       "      <td>[u'\\u6e05\\u660e\\u8282', u'\\u4e0a', u'\\u9999']</td>\n",
       "      <td>1522572536</td>\n",
       "      <td>清明节上香</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>21466</td>\n",
       "      <td>173258</td>\n",
       "      <td>4402129282</td>\n",
       "      <td>1355.730</td>\n",
       "      <td>9a0cfc65</td>\n",
       "      <td>[u'\\u751f\\u6c14']</td>\n",
       "      <td>1521608493</td>\n",
       "      <td>生气了</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>21466</td>\n",
       "      <td>173254</td>\n",
       "      <td>4326975446</td>\n",
       "      <td>680.551</td>\n",
       "      <td>b7009da1</td>\n",
       "      <td>[u'\\u5927\\u8179', u'\\u9ed1', u'\\u770b\\u89c1']</td>\n",
       "      <td>1519193787</td>\n",
       "      <td>大腹黑！ 终于看见你了！</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>21466</td>\n",
       "      <td>173254</td>\n",
       "      <td>4327721915</td>\n",
       "      <td>462.547</td>\n",
       "      <td>3cfbc017</td>\n",
       "      <td>[u'\\u571f\\u6c14']</td>\n",
       "      <td>1519206740</td>\n",
       "      <td>土气？</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>21466</td>\n",
       "      <td>173258</td>\n",
       "      <td>4415171471</td>\n",
       "      <td>623.396</td>\n",
       "      <td>c52c3263</td>\n",
       "      <td>[u'\\u6709', u'\\u6697\\u7267']</td>\n",
       "      <td>1522072244</td>\n",
       "      <td>怎么就有暗牧了。。</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>21466</td>\n",
       "      <td>173257</td>\n",
       "      <td>4400656414</td>\n",
       "      <td>308.308</td>\n",
       "      <td>3e5b1b1f</td>\n",
       "      <td>[u'\\u9aa8\\u5934', u'\\u6b63\\u5728', u'\\u73a9', ...</td>\n",
       "      <td>1521542371</td>\n",
       "      <td>骨头本人正在玩角色扮演，漆黑的战士默默卡，没法过来</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>21466</td>\n",
       "      <td>173253</td>\n",
       "      <td>4298857172</td>\n",
       "      <td>1040.440</td>\n",
       "      <td>be88bcd8</td>\n",
       "      <td>[u'\\u4e0b\\u9762', u'\\u6709\\u8bf7\\u7426\\u7389',...</td>\n",
       "      <td>1518607876</td>\n",
       "      <td>下面有请琦玉老师讲话</td>\n",
       "      <td>1</td>\n",
       "      <td>0</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>63</th>\n",
       "      <td>21466</td>\n",
       "      <td>173255</td>\n",
       "      <td>4352547447</td>\n",
       "      <td>304.537</td>\n",
       "      <td>d9a61f75</td>\n",
       "      <td>[u'JOJO', u'\\u505a\\u4eba', u'\\u5566']</td>\n",
       "      <td>1519818266</td>\n",
       "      <td>JOJO！我不做人啦！</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>64</th>\n",
       "      <td>21466</td>\n",
       "      <td>173251</td>\n",
       "      <td>4233818887</td>\n",
       "      <td>877.885</td>\n",
       "      <td>6723ac1a</td>\n",
       "      <td>[u'\\u88c5\\u903c', u'\\u54af']</td>\n",
       "      <td>1517334440</td>\n",
       "      <td>装逼咯</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>65</th>\n",
       "      <td>21466</td>\n",
       "      <td>173255</td>\n",
       "      <td>4359442579</td>\n",
       "      <td>809.479</td>\n",
       "      <td>2ace35e7</td>\n",
       "      <td>[u'\\u5b66\\u5230', u'\\u8d5a', u'\\u5230']</td>\n",
       "      <td>1520000970</td>\n",
       "      <td>学到就是赚到</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>66</th>\n",
       "      <td>21466</td>\n",
       "      <td>173249</td>\n",
       "      <td>4189037543</td>\n",
       "      <td>718.247</td>\n",
       "      <td>6c0d586</td>\n",
       "      <td>[u'\\u767d\\u5bcc\\u7f8e']</td>\n",
       "      <td>1516205538</td>\n",
       "      <td>白富美</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>67</th>\n",
       "      <td>21466</td>\n",
       "      <td>173257</td>\n",
       "      <td>4386334452</td>\n",
       "      <td>554.805</td>\n",
       "      <td>f22652f0</td>\n",
       "      <td>[u'\\u4f1a', u'\\u505a\\u996d']</td>\n",
       "      <td>1520993995</td>\n",
       "      <td>我也会做饭</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>68</th>\n",
       "      <td>21466</td>\n",
       "      <td>173249</td>\n",
       "      <td>4188216354</td>\n",
       "      <td>716.974</td>\n",
       "      <td>b7cf1d4f</td>\n",
       "      <td>[u'\\u4e0d\\u6127', u'\\u662f', u'\\u57ce\\u91cc', ...</td>\n",
       "      <td>1516188401</td>\n",
       "      <td>不愧是城里出来的蜥蜴</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>69</th>\n",
       "      <td>21466</td>\n",
       "      <td>173253</td>\n",
       "      <td>4297814630</td>\n",
       "      <td>511.867</td>\n",
       "      <td>fb3aa45c</td>\n",
       "      <td>[u'\\u88c2']</td>\n",
       "      <td>1518588684</td>\n",
       "      <td>我天哪，刚裂</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>70</th>\n",
       "      <td>21466</td>\n",
       "      <td>173249</td>\n",
       "      <td>4187461286</td>\n",
       "      <td>878.301</td>\n",
       "      <td>a1645152</td>\n",
       "      <td>[u'\\u5403', u'\\u540c\\u7c7b', u'\\u54d2']</td>\n",
       "      <td>1516165717</td>\n",
       "      <td>吃同类哒～</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>71</th>\n",
       "      <td>21466</td>\n",
       "      <td>173255</td>\n",
       "      <td>4357851837</td>\n",
       "      <td>1087.110</td>\n",
       "      <td>5728f47f</td>\n",
       "      <td>[u'\\u8214']</td>\n",
       "      <td>1519973727</td>\n",
       "      <td>舔~</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>72</th>\n",
       "      <td>21466</td>\n",
       "      <td>173255</td>\n",
       "      <td>4373184103</td>\n",
       "      <td>369.586</td>\n",
       "      <td>1a47a393</td>\n",
       "      <td>[u'\\u4e2d', u'\\u5c11\\u5973']</td>\n",
       "      <td>1520498287</td>\n",
       "      <td>中二少女</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>73</th>\n",
       "      <td>21466</td>\n",
       "      <td>173255</td>\n",
       "      <td>4351503454</td>\n",
       "      <td>1071.190</td>\n",
       "      <td>fe5a4f08</td>\n",
       "      <td>[u'\\u8dd1']</td>\n",
       "      <td>1519793850</td>\n",
       "      <td>你们赶紧跑了</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>74</th>\n",
       "      <td>21466</td>\n",
       "      <td>173248</td>\n",
       "      <td>4172826218</td>\n",
       "      <td>1273.340</td>\n",
       "      <td>71c2abdb</td>\n",
       "      <td>[u'\\u8725\\u8734', u'\\u8001\\u5144', u'\\u5370\\u5...</td>\n",
       "      <td>1515661783</td>\n",
       "      <td>这位蜥蜴老兄,你印堂发绿啊</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75</th>\n",
       "      <td>21466</td>\n",
       "      <td>173258</td>\n",
       "      <td>4404652118</td>\n",
       "      <td>1172.830</td>\n",
       "      <td>674c45d1</td>\n",
       "      <td>[u'\\u5236\\u4f5c\\u7ec4', u'\\u9505', u'\\u8981', ...</td>\n",
       "      <td>1521656906</td>\n",
       "      <td>---所以，不是制作组的锅，要问谁卖的锅，找丸山...</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>76</th>\n",
       "      <td>21466</td>\n",
       "      <td>173256</td>\n",
       "      <td>4380114691</td>\n",
       "      <td>155.687</td>\n",
       "      <td>4d2c6926</td>\n",
       "      <td>[u'\\u7ba1\\u5bb6', u'\\u662f', u'\\u9f99', u'\\u4e...</td>\n",
       "      <td>1520742348</td>\n",
       "      <td>管家是龙人，空手战斗是大坟墓最强的</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>77</th>\n",
       "      <td>21466</td>\n",
       "      <td>173252</td>\n",
       "      <td>4284779443</td>\n",
       "      <td>377.105</td>\n",
       "      <td>5ed889d</td>\n",
       "      <td>[u'tm', u'\\u55b5', u'\\u8ffd\\u9876', u'\\u54c8\\u...</td>\n",
       "      <td>1518275663</td>\n",
       "      <td>我tm喵的追顶了，哈哈哈哈</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>78</th>\n",
       "      <td>21466</td>\n",
       "      <td>173252</td>\n",
       "      <td>4269118519</td>\n",
       "      <td>1171.650</td>\n",
       "      <td>97996c2d</td>\n",
       "      <td>[u'\\u7a81\\u7136', u'\\u53d1\\u89c9', u'\\u5b8c\\u5...</td>\n",
       "      <td>1517936057</td>\n",
       "      <td>突然发觉完全不够看</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>79</th>\n",
       "      <td>21466</td>\n",
       "      <td>173253</td>\n",
       "      <td>4299059628</td>\n",
       "      <td>5.966</td>\n",
       "      <td>edefd873</td>\n",
       "      <td>[u'\\u62b1\\u6b49', u'\\u6765\\u8fdf']</td>\n",
       "      <td>1518611185</td>\n",
       "      <td>抱歉。来迟了</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>80</th>\n",
       "      <td>21466</td>\n",
       "      <td>173248</td>\n",
       "      <td>4171457867</td>\n",
       "      <td>6.530</td>\n",
       "      <td>dbbefa5f</td>\n",
       "      <td>[u'\\u54ce']</td>\n",
       "      <td>1515593813</td>\n",
       "      <td>哎？</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>81</th>\n",
       "      <td>21466</td>\n",
       "      <td>173254</td>\n",
       "      <td>4326509656</td>\n",
       "      <td>252.971</td>\n",
       "      <td>4a0ee508</td>\n",
       "      <td>[u'\\u53f2\\u83b1\\u59c6']</td>\n",
       "      <td>1519185512</td>\n",
       "      <td>史莱姆</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>82</th>\n",
       "      <td>21466</td>\n",
       "      <td>173259</td>\n",
       "      <td>4419342218</td>\n",
       "      <td>9.065</td>\n",
       "      <td>f99724b0</td>\n",
       "      <td>[u'\\u8fc7\\u6765', u'\\u7ea2\\u4e00\\u6ce2']</td>\n",
       "      <td>1522248724</td>\n",
       "      <td>特意过来红一波</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>83</th>\n",
       "      <td>21466</td>\n",
       "      <td>173250</td>\n",
       "      <td>4236809731</td>\n",
       "      <td>954.810</td>\n",
       "      <td>5e1ee090</td>\n",
       "      <td>[u'\\u554a\\u54c8']</td>\n",
       "      <td>1517420238</td>\n",
       "      <td>啊哈</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>84</th>\n",
       "      <td>21466</td>\n",
       "      <td>173256</td>\n",
       "      <td>4370847876</td>\n",
       "      <td>1336.280</td>\n",
       "      <td>57e38d2d</td>\n",
       "      <td>[u'\\u6ca1', u'\\u51fa', u'\\u9aa8\\u5934']</td>\n",
       "      <td>1520383240</td>\n",
       "      <td>三集没出骨头了</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>85</th>\n",
       "      <td>21466</td>\n",
       "      <td>173254</td>\n",
       "      <td>4383552967</td>\n",
       "      <td>116.016</td>\n",
       "      <td>8c346a61</td>\n",
       "      <td>[u'\\u7a7a\\u6c14']</td>\n",
       "      <td>1520860849</td>\n",
       "      <td>与空气斗智斗勇</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>86</th>\n",
       "      <td>21466</td>\n",
       "      <td>173253</td>\n",
       "      <td>4373387920</td>\n",
       "      <td>672.651</td>\n",
       "      <td>4e6960bb</td>\n",
       "      <td>[u'\\u52a0', u'\\u5927\\u9ebb']</td>\n",
       "      <td>1520505845</td>\n",
       "      <td>我加了大麻</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>87</th>\n",
       "      <td>21466</td>\n",
       "      <td>173258</td>\n",
       "      <td>4402754985</td>\n",
       "      <td>1351.170</td>\n",
       "      <td>fe8c860e</td>\n",
       "      <td>[u'\\u751f\\u6c14']</td>\n",
       "      <td>1521632330</td>\n",
       "      <td>生气了！</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>88</th>\n",
       "      <td>21466</td>\n",
       "      <td>173256</td>\n",
       "      <td>4371516144</td>\n",
       "      <td>987.736</td>\n",
       "      <td>525c3a22</td>\n",
       "      <td>[u'\\u6b63\\u7247', u'\\u5f00\\u59cb']</td>\n",
       "      <td>1520417115</td>\n",
       "      <td>正片开始了</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>89</th>\n",
       "      <td>21466</td>\n",
       "      <td>173254</td>\n",
       "      <td>4364720633</td>\n",
       "      <td>1065.590</td>\n",
       "      <td>87202529</td>\n",
       "      <td>[u'\\u8ff7', u'\\u4e0a', u'\\u95e8\\u53e3', u'\\u80...</td>\n",
       "      <td>1520146059</td>\n",
       "      <td>我已迷上门口的老头</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>90</th>\n",
       "      <td>21466</td>\n",
       "      <td>173248</td>\n",
       "      <td>4171696954</td>\n",
       "      <td>190.161</td>\n",
       "      <td>1dba700a</td>\n",
       "      <td>[u'\\u609f\\u7a7a', u'\\u554a']</td>\n",
       "      <td>1515599113</td>\n",
       "      <td>就是悟空啊</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>91</th>\n",
       "      <td>21466</td>\n",
       "      <td>173252</td>\n",
       "      <td>4370632143</td>\n",
       "      <td>957.857</td>\n",
       "      <td>c47ad678</td>\n",
       "      <td>[u'\\u590f\\u63d0\\u96c5', u'\\u662f', u'\\u9053\\u5...</td>\n",
       "      <td>1520355979</td>\n",
       "      <td>夏提雅是用道具复活的</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>92</th>\n",
       "      <td>21466</td>\n",
       "      <td>173252</td>\n",
       "      <td>4269134160</td>\n",
       "      <td>493.830</td>\n",
       "      <td>c5c7b341</td>\n",
       "      <td>[u'\\u9ebb', u'\\u6ca1']</td>\n",
       "      <td>1517936459</td>\n",
       "      <td>麻没</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>93 rows × 10 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "    season_id  episode_id  tsc_raw_id  playback_time sender_id  \\\n",
       "0       21466      173257  4387479890        564.773  1f8b3327   \n",
       "1       21466      173252  4297024965         42.161  48645d69   \n",
       "2       21466      173257  4386311222        279.912  6c3b8a3c   \n",
       "3       21466      173249  4186544632        622.569  564cb566   \n",
       "4       21466      173255  4361498712        463.727  3b196ed9   \n",
       "5       21466      173256  4387683025       1263.190  a9408a2a   \n",
       "6       21466      173254  4326890533        920.851  d9a95d0f   \n",
       "7       21466      173251  4244282729       1275.040  547c1d99   \n",
       "8       21466      173259  4418183408        128.400  9cd20819   \n",
       "9       21466      173257  4388311108        750.826  5d4de5d3   \n",
       "10      21466      173259  4425061208         72.574  87cd963f   \n",
       "11      21466      173249  4202986962        482.151  c57a5a82   \n",
       "12      21466      173255  4406162800        475.921  a0fbfca5   \n",
       "13      21466      173253  4299255081         19.115  5feb4a67   \n",
       "14      21466      173253  4297811976         35.501  3b8da1a0   \n",
       "15      21466      173251  4235552227        453.540  cb14a2ab   \n",
       "16      21466      173256  4379381217       1208.560  9cdb0e76   \n",
       "17      21466      173249  4186561128       1358.050   36bb59d   \n",
       "18      21466      173250  4208058041        925.812  e88b1305   \n",
       "19      21466      173256  4379108023        418.842  5c7ab3fd   \n",
       "20      21466      173249  4314922874        698.782  610fb0c8   \n",
       "21      21466      173248  4179860299        512.719  7a323070   \n",
       "22      21466      173259  4418084177        642.495  91fac4e6   \n",
       "23      21466      173258  4428503301         75.258  fa228ad7   \n",
       "24      21466      173258  4402129282       1355.730  9a0cfc65   \n",
       "25      21466      173254  4326975446        680.551  b7009da1   \n",
       "26      21466      173254  4327721915        462.547  3cfbc017   \n",
       "27      21466      173258  4415171471        623.396  c52c3263   \n",
       "28      21466      173257  4400656414        308.308  3e5b1b1f   \n",
       "29      21466      173253  4298857172       1040.440  be88bcd8   \n",
       "..        ...         ...         ...            ...       ...   \n",
       "63      21466      173255  4352547447        304.537  d9a61f75   \n",
       "64      21466      173251  4233818887        877.885  6723ac1a   \n",
       "65      21466      173255  4359442579        809.479  2ace35e7   \n",
       "66      21466      173249  4189037543        718.247   6c0d586   \n",
       "67      21466      173257  4386334452        554.805  f22652f0   \n",
       "68      21466      173249  4188216354        716.974  b7cf1d4f   \n",
       "69      21466      173253  4297814630        511.867  fb3aa45c   \n",
       "70      21466      173249  4187461286        878.301  a1645152   \n",
       "71      21466      173255  4357851837       1087.110  5728f47f   \n",
       "72      21466      173255  4373184103        369.586  1a47a393   \n",
       "73      21466      173255  4351503454       1071.190  fe5a4f08   \n",
       "74      21466      173248  4172826218       1273.340  71c2abdb   \n",
       "75      21466      173258  4404652118       1172.830  674c45d1   \n",
       "76      21466      173256  4380114691        155.687  4d2c6926   \n",
       "77      21466      173252  4284779443        377.105   5ed889d   \n",
       "78      21466      173252  4269118519       1171.650  97996c2d   \n",
       "79      21466      173253  4299059628          5.966  edefd873   \n",
       "80      21466      173248  4171457867          6.530  dbbefa5f   \n",
       "81      21466      173254  4326509656        252.971  4a0ee508   \n",
       "82      21466      173259  4419342218          9.065  f99724b0   \n",
       "83      21466      173250  4236809731        954.810  5e1ee090   \n",
       "84      21466      173256  4370847876       1336.280  57e38d2d   \n",
       "85      21466      173254  4383552967        116.016  8c346a61   \n",
       "86      21466      173253  4373387920        672.651  4e6960bb   \n",
       "87      21466      173258  4402754985       1351.170  fe8c860e   \n",
       "88      21466      173256  4371516144        987.736  525c3a22   \n",
       "89      21466      173254  4364720633       1065.590  87202529   \n",
       "90      21466      173248  4171696954        190.161  1dba700a   \n",
       "91      21466      173252  4370632143        957.857  c47ad678   \n",
       "92      21466      173252  4269134160        493.830  c5c7b341   \n",
       "\n",
       "                                              content   post_time  \\\n",
       "0       [u'\\u7f8e\\u98df', u'\\u65e2\\u89c6', u'\\u611f']  1521036681   \n",
       "1   [u'\\u7279\\u5730', u'\\u4eba', u'\\u770b', u'\\u56...  1518573606   \n",
       "2   [u'\\u6f58\\u591a\\u62c9', u'\\u4e16\\u4e0a', u'\\u5...  1520992321   \n",
       "3             [u'\\u54c7', u'\\u597d', u'\\u6ed1\\u7a3d']  1516115897   \n",
       "4   [u'\\u9aa8\\u738b', u'\\u524d', u'\\u73a9\\u73a9', ...  1520063668   \n",
       "5   [u'\\u8c8c\\u4f3c', u'\\u634f', u'\\u5b8c\\u8138', ...  1521041299   \n",
       "6   [u'\\u53bb\\u6c42', u'\\u83ab', u'\\u83ab\\u5927', ...  1519192292   \n",
       "7                  [u'\\u5b9e\\u529b', u'\\u5632\\u8bbd']  1517481362   \n",
       "8                             [u'\\u5934\\u76d6\\u9aa8']  1522211367   \n",
       "9             [u'\\u96c6\\u753b', u'\\u5d29', u'\\u5440']  1521087663   \n",
       "10                                  [u'\\u51fa\\u620f']  1522480142   \n",
       "11  [u'\\u773c\\u775b', u'\\u7537\\u662f', u'\\u5fe0\\u8...  1516673903   \n",
       "12                                  [u'\\u4ed3\\u9f20']  1521786483   \n",
       "13  [u'\\u80cc\\u666f\\u97f3\\u4e50', u'\\u8ba9', u'\\u6...  1518614246   \n",
       "14            [u'\\u8d5b', u'\\u5df4\\u65af', u'\\u9171']  1518588635   \n",
       "15      [u'\\u5e94\\u8be5', u'\\u89c9\\u5f97', u'\\u4e0a']  1517395950   \n",
       "16                                        [u'\\u6c34']  1520708201   \n",
       "17                                  [u'\\u6ca1\\u4e86']  1516116149   \n",
       "18          [u'\\u8d27', u'\\u4f1a', u'f2a', u'\\u5417']  1516728830   \n",
       "19                                  [u'\\u6ce5\\u57a2']  1520698610   \n",
       "20                 [u'\\u767d', u'\\u767d\\u5316\\u75c5']  1518948098   \n",
       "21  [u'\\u8725\\u8734\\u4eba', u'\\u4e0a', u'\\u5b63', ...  1515899447   \n",
       "22       [u'\\u4f1a', u'\\u64a9', u'\\u59b9', u'\\u561b']  1522206832   \n",
       "23      [u'\\u6e05\\u660e\\u8282', u'\\u4e0a', u'\\u9999']  1522572536   \n",
       "24                                  [u'\\u751f\\u6c14']  1521608493   \n",
       "25      [u'\\u5927\\u8179', u'\\u9ed1', u'\\u770b\\u89c1']  1519193787   \n",
       "26                                  [u'\\u571f\\u6c14']  1519206740   \n",
       "27                       [u'\\u6709', u'\\u6697\\u7267']  1522072244   \n",
       "28  [u'\\u9aa8\\u5934', u'\\u6b63\\u5728', u'\\u73a9', ...  1521542371   \n",
       "29  [u'\\u4e0b\\u9762', u'\\u6709\\u8bf7\\u7426\\u7389',...  1518607876   \n",
       "..                                                ...         ...   \n",
       "63              [u'JOJO', u'\\u505a\\u4eba', u'\\u5566']  1519818266   \n",
       "64                       [u'\\u88c5\\u903c', u'\\u54af']  1517334440   \n",
       "65            [u'\\u5b66\\u5230', u'\\u8d5a', u'\\u5230']  1520000970   \n",
       "66                            [u'\\u767d\\u5bcc\\u7f8e']  1516205538   \n",
       "67                       [u'\\u4f1a', u'\\u505a\\u996d']  1520993995   \n",
       "68  [u'\\u4e0d\\u6127', u'\\u662f', u'\\u57ce\\u91cc', ...  1516188401   \n",
       "69                                        [u'\\u88c2']  1518588684   \n",
       "70            [u'\\u5403', u'\\u540c\\u7c7b', u'\\u54d2']  1516165717   \n",
       "71                                        [u'\\u8214']  1519973727   \n",
       "72                       [u'\\u4e2d', u'\\u5c11\\u5973']  1520498287   \n",
       "73                                        [u'\\u8dd1']  1519793850   \n",
       "74  [u'\\u8725\\u8734', u'\\u8001\\u5144', u'\\u5370\\u5...  1515661783   \n",
       "75  [u'\\u5236\\u4f5c\\u7ec4', u'\\u9505', u'\\u8981', ...  1521656906   \n",
       "76  [u'\\u7ba1\\u5bb6', u'\\u662f', u'\\u9f99', u'\\u4e...  1520742348   \n",
       "77  [u'tm', u'\\u55b5', u'\\u8ffd\\u9876', u'\\u54c8\\u...  1518275663   \n",
       "78  [u'\\u7a81\\u7136', u'\\u53d1\\u89c9', u'\\u5b8c\\u5...  1517936057   \n",
       "79                 [u'\\u62b1\\u6b49', u'\\u6765\\u8fdf']  1518611185   \n",
       "80                                        [u'\\u54ce']  1515593813   \n",
       "81                            [u'\\u53f2\\u83b1\\u59c6']  1519185512   \n",
       "82           [u'\\u8fc7\\u6765', u'\\u7ea2\\u4e00\\u6ce2']  1522248724   \n",
       "83                                  [u'\\u554a\\u54c8']  1517420238   \n",
       "84            [u'\\u6ca1', u'\\u51fa', u'\\u9aa8\\u5934']  1520383240   \n",
       "85                                  [u'\\u7a7a\\u6c14']  1520860849   \n",
       "86                       [u'\\u52a0', u'\\u5927\\u9ebb']  1520505845   \n",
       "87                                  [u'\\u751f\\u6c14']  1521632330   \n",
       "88                 [u'\\u6b63\\u7247', u'\\u5f00\\u59cb']  1520417115   \n",
       "89  [u'\\u8ff7', u'\\u4e0a', u'\\u95e8\\u53e3', u'\\u80...  1520146059   \n",
       "90                       [u'\\u609f\\u7a7a', u'\\u554a']  1515599113   \n",
       "91  [u'\\u590f\\u63d0\\u96c5', u'\\u662f', u'\\u9053\\u5...  1520355979   \n",
       "92                             [u'\\u9ebb', u'\\u6ca1']  1517936459   \n",
       "\n",
       "                    raw_content  predict  label  \n",
       "0                        美食番既视感        1      0  \n",
       "1                    特地一个人看，嘿嘿嘿        1      0  \n",
       "2         潘多拉：世上只有安兹好～有爹的孩子像个宝～        1      0  \n",
       "3                       哇 好美（滑稽        1      0  \n",
       "4      骨王：前几个就是玩玩，森林贤王这个真的就不用说了        1      0  \n",
       "5                    貌似捏完脸还真没区别        1      0  \n",
       "6                      去求莫莫大人啊！        1      0  \n",
       "7                      实力嘲讽2333        1      0  \n",
       "8                           头盖骨        0      0  \n",
       "9                        这集画崩了呀        1      0  \n",
       "10                23333333 1秒出戏        1      0  \n",
       "11           眼睛男是最忠诚的，可以长了一副反派面        1      0  \n",
       "12                     等等,仓鼠...        1      0  \n",
       "13              为什么背景音乐让我想起刺客信条        1      0  \n",
       "14                         赛巴斯酱        1      0  \n",
       "15                   你应该觉得你上就行了        1      0  \n",
       "16                         不停的水        1      0  \n",
       "17                         就没了？        1      0  \n",
       "18                   所以这货只会f2a吗        1      0  \n",
       "19                          泥垢了        1      0  \n",
       "20                       白。。白化病        1      0  \n",
       "21  蜥蜴人。。。上季是不是说要把他们变成亡灵战士来着。。。        1      0  \n",
       "22                   你们都那么会撩妹的嘛        1      0  \n",
       "23                        清明节上香        1      0  \n",
       "24                          生气了        0      0  \n",
       "25                 大腹黑！ 终于看见你了！        1      0  \n",
       "26                          土气？        1      0  \n",
       "27                    怎么就有暗牧了。。        1      0  \n",
       "28    骨头本人正在玩角色扮演，漆黑的战士默默卡，没法过来        1      0  \n",
       "29                   下面有请琦玉老师讲话        1      0  \n",
       "..                          ...      ...    ...  \n",
       "63                  JOJO！我不做人啦！        1      0  \n",
       "64                          装逼咯        1      0  \n",
       "65                       学到就是赚到        1      0  \n",
       "66                          白富美        1      0  \n",
       "67                        我也会做饭        1      0  \n",
       "68                   不愧是城里出来的蜥蜴        1      0  \n",
       "69                       我天哪，刚裂        1      0  \n",
       "70                        吃同类哒～        1      0  \n",
       "71                           舔~        1      0  \n",
       "72                         中二少女        1      0  \n",
       "73                       你们赶紧跑了        1      0  \n",
       "74                这位蜥蜴老兄,你印堂发绿啊        1      0  \n",
       "75  ---所以，不是制作组的锅，要问谁卖的锅，找丸山...        1      0  \n",
       "76            管家是龙人，空手战斗是大坟墓最强的        1      0  \n",
       "77                我tm喵的追顶了，哈哈哈哈        1      0  \n",
       "78                    突然发觉完全不够看        1      0  \n",
       "79                       抱歉。来迟了        0      0  \n",
       "80                           哎？        1      0  \n",
       "81                          史莱姆        0      0  \n",
       "82                      特意过来红一波        1      0  \n",
       "83                           啊哈        1      0  \n",
       "84                      三集没出骨头了        1      0  \n",
       "85                      与空气斗智斗勇        1      0  \n",
       "86                        我加了大麻        1      0  \n",
       "87                         生气了！        0      0  \n",
       "88                        正片开始了        1      0  \n",
       "89                    我已迷上门口的老头        0      0  \n",
       "90                        就是悟空啊        1      0  \n",
       "91                   夏提雅是用道具复活的        1      0  \n",
       "92                           麻没        1      0  \n",
       "\n",
       "[93 rows x 10 columns]"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "raw_content = dict()\n",
    "for index, row in manual_select.iterrows():\n",
    "    raw_content[index] = manual_select_danmaku[manual_select_danmaku['tsc_raw_id']==row[\"tsc_raw_id\"]][\"content\"].iloc[0]\n",
    "\n",
    "manual_select[\"raw_content\"] = pd.Series(raw_content, dtype=str)\n",
    "\n",
    "manual_select[\"predict\"] = pd.Series(predicts, dtype=int)\n",
    "manual_select[\"label\"] = pd.Series(np.zeros(predicts.shape), dtype=int)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [],
   "source": [
    "manual_select.to_csv(\"manual_check_batch_1.csv\", index=False, sep=\"\\t\")"
   ]
  }
 ],
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