encodingPCA2.ipynb

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      "2023-05-04 10:24:58.163342: I tensorflow/core/platform/cpu_feature_guard.cc:193] This TensorFlow binary is optimized with oneAPI Deep Neural Network Library (oneDNN) to use the following CPU instructions in performance-critical operations:  AVX2 FMA\n",
      "To enable them in other operations, rebuild TensorFlow with the appropriate compiler flags.\n",
      "2023-05-04 10:24:58.323920: E tensorflow/stream_executor/cuda/cuda_blas.cc:2981] Unable to register cuBLAS factory: Attempting to register factory for plugin cuBLAS when one has already been registered\n",
      "2023-05-04 10:24:58.905592: W tensorflow/stream_executor/platform/default/dso_loader.cc:64] Could not load dynamic library 'libnvinfer.so.7'; dlerror: libnvinfer.so.7: cannot open shared object file: No such file or directory\n",
      "2023-05-04 10:24:58.905676: W tensorflow/stream_executor/platform/default/dso_loader.cc:64] Could not load dynamic library 'libnvinfer_plugin.so.7'; dlerror: libnvinfer_plugin.so.7: cannot open shared object file: No such file or directory\n",
      "2023-05-04 10:24:58.905683: W tensorflow/compiler/tf2tensorrt/utils/py_utils.cc:38] TF-TRT Warning: Cannot dlopen some TensorRT libraries. If you would like to use Nvidia GPU with TensorRT, please make sure the missing libraries mentioned above are installed properly.\n",
      "2023-05-04 10:24:59.385829: W tensorflow/stream_executor/platform/default/dso_loader.cc:64] Could not load dynamic library 'libcuda.so.1'; dlerror: libcuda.so.1: cannot open shared object file: No such file or directory\n",
      "2023-05-04 10:24:59.385862: W tensorflow/stream_executor/cuda/cuda_driver.cc:263] failed call to cuInit: UNKNOWN ERROR (303)\n",
      "2023-05-04 10:24:59.385879: I tensorflow/stream_executor/cuda/cuda_diagnostics.cc:156] kernel driver does not appear to be running on this host (muddy-HP-ProDesk-600-G3-SFF): /proc/driver/nvidia/version does not exist\n"
     ]
    }
   ],
   "source": [
    "import os\n",
    "import re\n",
    "import unicodedata\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "import warnings\n",
    "import nltk\n",
    "import spacy\n",
    "import en_core_web_md\n",
    "import matplotlib.pyplot as plt\n",
    "import plotly.express as px\n",
    "from nltk.stem import WordNetLemmatizer\n",
    "from sklearn.decomposition import PCA\n",
    "from sklearn.preprocessing import StandardScaler\n",
    "from sklearn.metrics.pairwise import euclidean_distances\n",
    "nlp = spacy.load('en_core_web_md')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "5934c0a1",
   "metadata": {},
   "outputs": [],
   "source": [
    "df = pd.read_csv('./Data/genData/text_sentences_words.csv') # this file has the texts with punctuation!"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "13f21b3d",
   "metadata": {},
   "outputs": [],
   "source": [
    "# remove [stuff] in between square brackets\n",
    "def remove_bracket(text):\n",
    "    return re.sub('(\\[[^w]*\\]\\s)', '',text)\n",
    "df['text'] = df['text'].apply(remove_bracket)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "7cc03556",
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       "      <th></th>\n",
       "      <th>text</th>\n",
       "      <th>filepath</th>\n",
       "      <th>date</th>\n",
       "      <th>source</th>\n",
       "      <th>sentences</th>\n",
       "      <th>words</th>\n",
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       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Good afternoon, everybody. One year ago this m...</td>\n",
       "      <td>./Data/speeches/2014-07-01-Immigration.txt</td>\n",
       "      <td>2014-07-01</td>\n",
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       "      <td>112</td>\n",
       "      <td>2095</td>\n",
       "      <td>{'strengthen', 'barbecue', 'Republican', 'righ...</td>\n",
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       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Good morning, everybody. I want to take just a...</td>\n",
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       "      <td>2009-12-25</td>\n",
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       "      <td>53</td>\n",
       "      <td>1166</td>\n",
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       "                                                text  \\\n",
       "0  Good afternoon, everybody. One year ago this m...   \n",
       "1  Good morning, everybody. I want to take just a...   \n",
       "\n",
       "                                    filepath        date source  \\\n",
       "0      ./Data/speeches/2014-07-01-Immigration.txt  2014-07-01    oba   \n",
       "1  ./Data/speeches/2009-12-25-UnderwearBomber.txt  2009-12-25    oba   \n",
       "\n",
       "                                           sentences  \\\n",
       "0  ['Good afternoon, everybody.', 'One year ago t...   \n",
       "1  ['Good morning, everybody.', \"I want to take j...   \n",
       "\n",
       "                                               words  num_sents  num_words  \\\n",
       "0  ['Good', 'afternoon', ',', 'everybody.', 'One'...        112       2095   \n",
       "1  ['Good', 'morning', ',', 'everybody.', 'I', 'w...         53       1166   \n",
       "\n",
       "                                            word_set  num_unique_words  \n",
       "0  {'strengthen', 'barbecue', 'Republican', 'righ...               725  \n",
       "1  {'seek', 'destroy', 'season.', 'international....               501  "
      ]
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   "source": [
    "df.head(2)"
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  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "3b5fcde3",
   "metadata": {},
   "outputs": [],
   "source": [
    "#df[enc_col[j]][i] = list(nlp(df[sources[j]][i]).vector) <- from textPCASimilarity.ipynb\n",
    "def get_encodings(text):\n",
    "    return list(nlp(text).vector)\n",
    "df['enc'] = df['text'].apply(get_encodings)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "da2f961e",
   "metadata": {},
   "outputs": [],
   "source": [
    "pca_data = pd.DataFrame(df['enc'].to_list())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "09505914",
   "metadata": {},
   "outputs": [],
   "source": [
    "pca = PCA(n_components = 2)\n",
    "pcafit = pca.fit_transform(df['enc'].to_list())\n",
    "labels = {\n",
    "    str(i): f\"PC {i+1} ({var:.1f}%)\"\n",
    "    for i, var in enumerate(pca.explained_variance_ratio_ * 100)\n",
    "}\n",
    "labels[\"color\"] = \"source\""
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  {
   "cell_type": "markdown",
   "id": "ccabacd8",
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    "<A HREF=\"https://plotly.com/python/discrete-color/#color-sequences-in-plotly-express\">Plotly discrete color palettes/sequences</A><BR><A HREF=\"https://plotly.com/python/plotly-express/\">Plotly Express docs</A>"
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   ],
   "source": [
    "fig = px.scatter(pcafit, \n",
    "                 x=0, \n",
    "                 y=1, \n",
    "                 color=df['source'],\n",
    "                 hover_name=df['date'],\n",
    "                 labels = labels,\n",
    "                 title  = \"PCA using Spacy encodings\",\n",
    "                 color_discrete_sequence=px.colors.qualitative.Bold)\n",
    "fig.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "f1e40f1a",
   "metadata": {},
   "outputs": [],
   "source": [
    "fig.write_image(\"./plots/PCA_using_Spacy_encodings_oba_nyt_wsj.png\", format='png', engine='kaleido')"
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  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "e86ce306",
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   "outputs": [
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       "      <td id=\"T_0b3aa_row11_col0\" class=\"data row11 col0\" >-0.109256</td>\n",
       "      <td id=\"T_0b3aa_row11_col1\" class=\"data row11 col1\" >0.059676</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_0b3aa_level0_row12\" class=\"row_heading level0 row12\" >4</th>\n",
       "      <td id=\"T_0b3aa_row12_col0\" class=\"data row12 col0\" >-0.107575</td>\n",
       "      <td id=\"T_0b3aa_row12_col1\" class=\"data row12 col1\" >0.079368</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_0b3aa_level0_row13\" class=\"row_heading level0 row13\" >2</th>\n",
       "      <td id=\"T_0b3aa_row13_col0\" class=\"data row13 col0\" >-0.105836</td>\n",
       "      <td id=\"T_0b3aa_row13_col1\" class=\"data row13 col1\" >-0.016960</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_0b3aa_level0_row14\" class=\"row_heading level0 row14\" >106</th>\n",
       "      <td id=\"T_0b3aa_row14_col0\" class=\"data row14 col0\" >-0.105329</td>\n",
       "      <td id=\"T_0b3aa_row14_col1\" class=\"data row14 col1\" >0.032729</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_0b3aa_level0_row15\" class=\"row_heading level0 row15\" >103</th>\n",
       "      <td id=\"T_0b3aa_row15_col0\" class=\"data row15 col0\" >-0.103773</td>\n",
       "      <td id=\"T_0b3aa_row15_col1\" class=\"data row15 col1\" >-0.018383</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_0b3aa_level0_row16\" class=\"row_heading level0 row16\" >53</th>\n",
       "      <td id=\"T_0b3aa_row16_col0\" class=\"data row16 col0\" >-0.102783</td>\n",
       "      <td id=\"T_0b3aa_row16_col1\" class=\"data row16 col1\" >-0.099506</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_0b3aa_level0_row17\" class=\"row_heading level0 row17\" >250</th>\n",
       "      <td id=\"T_0b3aa_row17_col0\" class=\"data row17 col0\" >-0.101122</td>\n",
       "      <td id=\"T_0b3aa_row17_col1\" class=\"data row17 col1\" >0.014315</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_0b3aa_level0_row18\" class=\"row_heading level0 row18\" >47</th>\n",
       "      <td id=\"T_0b3aa_row18_col0\" class=\"data row18 col0\" >-0.098665</td>\n",
       "      <td id=\"T_0b3aa_row18_col1\" class=\"data row18 col1\" >0.043324</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_0b3aa_level0_row19\" class=\"row_heading level0 row19\" >8</th>\n",
       "      <td id=\"T_0b3aa_row19_col0\" class=\"data row19 col0\" >-0.096031</td>\n",
       "      <td id=\"T_0b3aa_row19_col1\" class=\"data row19 col1\" >0.009736</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_0b3aa_level0_row20\" class=\"row_heading level0 row20\" >298</th>\n",
       "      <td id=\"T_0b3aa_row20_col0\" class=\"data row20 col0\" >-0.094135</td>\n",
       "      <td id=\"T_0b3aa_row20_col1\" class=\"data row20 col1\" >0.040236</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_0b3aa_level0_row21\" class=\"row_heading level0 row21\" >280</th>\n",
       "      <td id=\"T_0b3aa_row21_col0\" class=\"data row21 col0\" >-0.093900</td>\n",
       "      <td id=\"T_0b3aa_row21_col1\" class=\"data row21 col1\" >0.151009</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_0b3aa_level0_row22\" class=\"row_heading level0 row22\" >190</th>\n",
       "      <td id=\"T_0b3aa_row22_col0\" class=\"data row22 col0\" >-0.091422</td>\n",
       "      <td id=\"T_0b3aa_row22_col1\" class=\"data row22 col1\" >0.034388</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_0b3aa_level0_row23\" class=\"row_heading level0 row23\" >148</th>\n",
       "      <td id=\"T_0b3aa_row23_col0\" class=\"data row23 col0\" >-0.089615</td>\n",
       "      <td id=\"T_0b3aa_row23_col1\" class=\"data row23 col1\" >0.001501</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_0b3aa_level0_row24\" class=\"row_heading level0 row24\" >183</th>\n",
       "      <td id=\"T_0b3aa_row24_col0\" class=\"data row24 col0\" >-0.088836</td>\n",
       "      <td id=\"T_0b3aa_row24_col1\" class=\"data row24 col1\" >-0.063147</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_0b3aa_level0_row25\" class=\"row_heading level0 row25\" >202</th>\n",
       "      <td id=\"T_0b3aa_row25_col0\" class=\"data row25 col0\" >-0.085074</td>\n",
       "      <td id=\"T_0b3aa_row25_col1\" class=\"data row25 col1\" >0.008546</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_0b3aa_level0_row26\" class=\"row_heading level0 row26\" >271</th>\n",
       "      <td id=\"T_0b3aa_row26_col0\" class=\"data row26 col0\" >-0.081212</td>\n",
       "      <td id=\"T_0b3aa_row26_col1\" class=\"data row26 col1\" >0.023727</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_0b3aa_level0_row27\" class=\"row_heading level0 row27\" >136</th>\n",
       "      <td id=\"T_0b3aa_row27_col0\" class=\"data row27 col0\" >-0.080928</td>\n",
       "      <td id=\"T_0b3aa_row27_col1\" class=\"data row27 col1\" >-0.040623</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_0b3aa_level0_row28\" class=\"row_heading level0 row28\" >144</th>\n",
       "      <td id=\"T_0b3aa_row28_col0\" class=\"data row28 col0\" >-0.079166</td>\n",
       "      <td id=\"T_0b3aa_row28_col1\" class=\"data row28 col1\" >0.097085</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_0b3aa_level0_row29\" class=\"row_heading level0 row29\" >3</th>\n",
       "      <td id=\"T_0b3aa_row29_col0\" class=\"data row29 col0\" >-0.078761</td>\n",
       "      <td id=\"T_0b3aa_row29_col1\" class=\"data row29 col1\" >0.069159</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_0b3aa_level0_row30\" class=\"row_heading level0 row30\" >160</th>\n",
       "      <td id=\"T_0b3aa_row30_col0\" class=\"data row30 col0\" >-0.078759</td>\n",
       "      <td id=\"T_0b3aa_row30_col1\" class=\"data row30 col1\" >-0.029149</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_0b3aa_level0_row31\" class=\"row_heading level0 row31\" >97</th>\n",
       "      <td id=\"T_0b3aa_row31_col0\" class=\"data row31 col0\" >-0.077725</td>\n",
       "      <td id=\"T_0b3aa_row31_col1\" class=\"data row31 col1\" >-0.012635</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_0b3aa_level0_row32\" class=\"row_heading level0 row32\" >80</th>\n",
       "      <td id=\"T_0b3aa_row32_col0\" class=\"data row32 col0\" >-0.077422</td>\n",
       "      <td id=\"T_0b3aa_row32_col1\" class=\"data row32 col1\" >-0.055754</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_0b3aa_level0_row33\" class=\"row_heading level0 row33\" >150</th>\n",
       "      <td id=\"T_0b3aa_row33_col0\" class=\"data row33 col0\" >-0.076069</td>\n",
       "      <td id=\"T_0b3aa_row33_col1\" class=\"data row33 col1\" >-0.066202</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_0b3aa_level0_row34\" class=\"row_heading level0 row34\" >214</th>\n",
       "      <td id=\"T_0b3aa_row34_col0\" class=\"data row34 col0\" >-0.075931</td>\n",
       "      <td id=\"T_0b3aa_row34_col1\" class=\"data row34 col1\" >0.059533</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_0b3aa_level0_row35\" class=\"row_heading level0 row35\" >18</th>\n",
       "      <td id=\"T_0b3aa_row35_col0\" class=\"data row35 col0\" >-0.074249</td>\n",
       "      <td id=\"T_0b3aa_row35_col1\" class=\"data row35 col1\" >-0.066833</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_0b3aa_level0_row36\" class=\"row_heading level0 row36\" >108</th>\n",
       "      <td id=\"T_0b3aa_row36_col0\" class=\"data row36 col0\" >-0.074220</td>\n",
       "      <td id=\"T_0b3aa_row36_col1\" class=\"data row36 col1\" >-0.010791</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_0b3aa_level0_row37\" class=\"row_heading level0 row37\" >162</th>\n",
       "      <td id=\"T_0b3aa_row37_col0\" class=\"data row37 col0\" >-0.073931</td>\n",
       "      <td id=\"T_0b3aa_row37_col1\" class=\"data row37 col1\" >0.071194</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_0b3aa_level0_row38\" class=\"row_heading level0 row38\" >217</th>\n",
       "      <td id=\"T_0b3aa_row38_col0\" class=\"data row38 col0\" >-0.073488</td>\n",
       "      <td id=\"T_0b3aa_row38_col1\" class=\"data row38 col1\" >-0.198954</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_0b3aa_level0_row39\" class=\"row_heading level0 row39\" >153</th>\n",
       "      <td id=\"T_0b3aa_row39_col0\" class=\"data row39 col0\" >-0.071715</td>\n",
       "      <td id=\"T_0b3aa_row39_col1\" class=\"data row39 col1\" >-0.049542</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_0b3aa_level0_row40\" class=\"row_heading level0 row40\" >111</th>\n",
       "      <td id=\"T_0b3aa_row40_col0\" class=\"data row40 col0\" >-0.071657</td>\n",
       "      <td id=\"T_0b3aa_row40_col1\" class=\"data row40 col1\" >0.026754</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_0b3aa_level0_row41\" class=\"row_heading level0 row41\" >28</th>\n",
       "      <td id=\"T_0b3aa_row41_col0\" class=\"data row41 col0\" >-0.071007</td>\n",
       "      <td id=\"T_0b3aa_row41_col1\" class=\"data row41 col1\" >-0.042013</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_0b3aa_level0_row42\" class=\"row_heading level0 row42\" >200</th>\n",
       "      <td id=\"T_0b3aa_row42_col0\" class=\"data row42 col0\" >-0.069628</td>\n",
       "      <td id=\"T_0b3aa_row42_col1\" class=\"data row42 col1\" >-0.068695</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_0b3aa_level0_row43\" class=\"row_heading level0 row43\" >64</th>\n",
       "      <td id=\"T_0b3aa_row43_col0\" class=\"data row43 col0\" >-0.068905</td>\n",
       "      <td id=\"T_0b3aa_row43_col1\" class=\"data row43 col1\" >0.076374</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_0b3aa_level0_row44\" class=\"row_heading level0 row44\" >293</th>\n",
       "      <td id=\"T_0b3aa_row44_col0\" class=\"data row44 col0\" >-0.068421</td>\n",
       "      <td id=\"T_0b3aa_row44_col1\" class=\"data row44 col1\" >0.054504</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_0b3aa_level0_row45\" class=\"row_heading level0 row45\" >295</th>\n",
       "      <td id=\"T_0b3aa_row45_col0\" class=\"data row45 col0\" >-0.067909</td>\n",
       "      <td id=\"T_0b3aa_row45_col1\" class=\"data row45 col1\" >0.034497</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_0b3aa_level0_row46\" class=\"row_heading level0 row46\" >192</th>\n",
       "      <td id=\"T_0b3aa_row46_col0\" class=\"data row46 col0\" >-0.067549</td>\n",
       "      <td id=\"T_0b3aa_row46_col1\" class=\"data row46 col1\" >0.005920</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_0b3aa_level0_row47\" class=\"row_heading level0 row47\" >288</th>\n",
       "      <td id=\"T_0b3aa_row47_col0\" class=\"data row47 col0\" >-0.066964</td>\n",
       "      <td id=\"T_0b3aa_row47_col1\" class=\"data row47 col1\" >0.030715</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_0b3aa_level0_row48\" class=\"row_heading level0 row48\" >258</th>\n",
       "      <td id=\"T_0b3aa_row48_col0\" class=\"data row48 col0\" >-0.065791</td>\n",
       "      <td id=\"T_0b3aa_row48_col1\" class=\"data row48 col1\" >0.063165</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_0b3aa_level0_row49\" class=\"row_heading level0 row49\" >225</th>\n",
       "      <td id=\"T_0b3aa_row49_col0\" class=\"data row49 col0\" >-0.065415</td>\n",
       "      <td id=\"T_0b3aa_row49_col1\" class=\"data row49 col1\" >-0.083387</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_0b3aa_level0_row50\" class=\"row_heading level0 row50\" >54</th>\n",
       "      <td id=\"T_0b3aa_row50_col0\" class=\"data row50 col0\" >-0.065382</td>\n",
       "      <td id=\"T_0b3aa_row50_col1\" class=\"data row50 col1\" >-0.035174</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_0b3aa_level0_row51\" class=\"row_heading level0 row51\" >117</th>\n",
       "      <td id=\"T_0b3aa_row51_col0\" class=\"data row51 col0\" >-0.062458</td>\n",
       "      <td id=\"T_0b3aa_row51_col1\" class=\"data row51 col1\" >-0.029028</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_0b3aa_level0_row52\" class=\"row_heading level0 row52\" >67</th>\n",
       "      <td id=\"T_0b3aa_row52_col0\" class=\"data row52 col0\" >-0.062079</td>\n",
       "      <td id=\"T_0b3aa_row52_col1\" class=\"data row52 col1\" >0.035916</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_0b3aa_level0_row53\" class=\"row_heading level0 row53\" >63</th>\n",
       "      <td id=\"T_0b3aa_row53_col0\" class=\"data row53 col0\" >-0.061255</td>\n",
       "      <td id=\"T_0b3aa_row53_col1\" class=\"data row53 col1\" >-0.006860</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_0b3aa_level0_row54\" class=\"row_heading level0 row54\" >175</th>\n",
       "      <td id=\"T_0b3aa_row54_col0\" class=\"data row54 col0\" >-0.060981</td>\n",
       "      <td id=\"T_0b3aa_row54_col1\" class=\"data row54 col1\" >0.063424</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_0b3aa_level0_row55\" class=\"row_heading level0 row55\" >268</th>\n",
       "      <td id=\"T_0b3aa_row55_col0\" class=\"data row55 col0\" >-0.060248</td>\n",
       "      <td id=\"T_0b3aa_row55_col1\" class=\"data row55 col1\" >0.054235</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_0b3aa_level0_row56\" class=\"row_heading level0 row56\" >194</th>\n",
       "      <td id=\"T_0b3aa_row56_col0\" class=\"data row56 col0\" >-0.060141</td>\n",
       "      <td id=\"T_0b3aa_row56_col1\" class=\"data row56 col1\" >0.053628</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_0b3aa_level0_row57\" class=\"row_heading level0 row57\" >114</th>\n",
       "      <td id=\"T_0b3aa_row57_col0\" class=\"data row57 col0\" >-0.059899</td>\n",
       "      <td id=\"T_0b3aa_row57_col1\" class=\"data row57 col1\" >-0.056975</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_0b3aa_level0_row58\" class=\"row_heading level0 row58\" >43</th>\n",
       "      <td id=\"T_0b3aa_row58_col0\" class=\"data row58 col0\" >-0.059838</td>\n",
       "      <td id=\"T_0b3aa_row58_col1\" class=\"data row58 col1\" >0.000093</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_0b3aa_level0_row59\" class=\"row_heading level0 row59\" >204</th>\n",
       "      <td id=\"T_0b3aa_row59_col0\" class=\"data row59 col0\" >-0.058560</td>\n",
       "      <td id=\"T_0b3aa_row59_col1\" class=\"data row59 col1\" >0.161639</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_0b3aa_level0_row60\" class=\"row_heading level0 row60\" >102</th>\n",
       "      <td id=\"T_0b3aa_row60_col0\" class=\"data row60 col0\" >-0.057067</td>\n",
       "      <td id=\"T_0b3aa_row60_col1\" class=\"data row60 col1\" >0.021382</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_0b3aa_level0_row61\" class=\"row_heading level0 row61\" >176</th>\n",
       "      <td id=\"T_0b3aa_row61_col0\" class=\"data row61 col0\" >-0.057045</td>\n",
       "      <td id=\"T_0b3aa_row61_col1\" class=\"data row61 col1\" >0.034751</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_0b3aa_level0_row62\" class=\"row_heading level0 row62\" >139</th>\n",
       "      <td id=\"T_0b3aa_row62_col0\" class=\"data row62 col0\" >-0.056569</td>\n",
       "      <td id=\"T_0b3aa_row62_col1\" class=\"data row62 col1\" >0.025027</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_0b3aa_level0_row63\" class=\"row_heading level0 row63\" >95</th>\n",
       "      <td id=\"T_0b3aa_row63_col0\" class=\"data row63 col0\" >-0.055803</td>\n",
       "      <td id=\"T_0b3aa_row63_col1\" class=\"data row63 col1\" >0.042787</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_0b3aa_level0_row64\" class=\"row_heading level0 row64\" >246</th>\n",
       "      <td id=\"T_0b3aa_row64_col0\" class=\"data row64 col0\" >-0.054742</td>\n",
       "      <td id=\"T_0b3aa_row64_col1\" class=\"data row64 col1\" >-0.061239</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_0b3aa_level0_row65\" class=\"row_heading level0 row65\" >33</th>\n",
       "      <td id=\"T_0b3aa_row65_col0\" class=\"data row65 col0\" >-0.054456</td>\n",
       "      <td id=\"T_0b3aa_row65_col1\" class=\"data row65 col1\" >-0.064226</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_0b3aa_level0_row66\" class=\"row_heading level0 row66\" >241</th>\n",
       "      <td id=\"T_0b3aa_row66_col0\" class=\"data row66 col0\" >-0.053860</td>\n",
       "      <td id=\"T_0b3aa_row66_col1\" class=\"data row66 col1\" >-0.097163</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_0b3aa_level0_row67\" class=\"row_heading level0 row67\" >296</th>\n",
       "      <td id=\"T_0b3aa_row67_col0\" class=\"data row67 col0\" >-0.053686</td>\n",
       "      <td id=\"T_0b3aa_row67_col1\" class=\"data row67 col1\" >-0.037175</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_0b3aa_level0_row68\" class=\"row_heading level0 row68\" >66</th>\n",
       "      <td id=\"T_0b3aa_row68_col0\" class=\"data row68 col0\" >-0.053457</td>\n",
       "      <td id=\"T_0b3aa_row68_col1\" class=\"data row68 col1\" >-0.000106</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_0b3aa_level0_row69\" class=\"row_heading level0 row69\" >12</th>\n",
       "      <td id=\"T_0b3aa_row69_col0\" class=\"data row69 col0\" >-0.053254</td>\n",
       "      <td id=\"T_0b3aa_row69_col1\" class=\"data row69 col1\" >-0.137959</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_0b3aa_level0_row70\" class=\"row_heading level0 row70\" >196</th>\n",
       "      <td id=\"T_0b3aa_row70_col0\" class=\"data row70 col0\" >-0.052415</td>\n",
       "      <td id=\"T_0b3aa_row70_col1\" class=\"data row70 col1\" >-0.050652</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_0b3aa_level0_row71\" class=\"row_heading level0 row71\" >272</th>\n",
       "      <td id=\"T_0b3aa_row71_col0\" class=\"data row71 col0\" >-0.051106</td>\n",
       "      <td id=\"T_0b3aa_row71_col1\" class=\"data row71 col1\" >0.098618</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_0b3aa_level0_row72\" class=\"row_heading level0 row72\" >255</th>\n",
       "      <td id=\"T_0b3aa_row72_col0\" class=\"data row72 col0\" >-0.050450</td>\n",
       "      <td id=\"T_0b3aa_row72_col1\" class=\"data row72 col1\" >-0.053987</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_0b3aa_level0_row73\" class=\"row_heading level0 row73\" >77</th>\n",
       "      <td id=\"T_0b3aa_row73_col0\" class=\"data row73 col0\" >-0.050405</td>\n",
       "      <td id=\"T_0b3aa_row73_col1\" class=\"data row73 col1\" >0.002655</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_0b3aa_level0_row74\" class=\"row_heading level0 row74\" >94</th>\n",
       "      <td id=\"T_0b3aa_row74_col0\" class=\"data row74 col0\" >-0.049738</td>\n",
       "      <td id=\"T_0b3aa_row74_col1\" class=\"data row74 col1\" >-0.007623</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_0b3aa_level0_row75\" class=\"row_heading level0 row75\" >216</th>\n",
       "      <td id=\"T_0b3aa_row75_col0\" class=\"data row75 col0\" >-0.049281</td>\n",
       "      <td id=\"T_0b3aa_row75_col1\" class=\"data row75 col1\" >0.106722</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_0b3aa_level0_row76\" class=\"row_heading level0 row76\" >179</th>\n",
       "      <td id=\"T_0b3aa_row76_col0\" class=\"data row76 col0\" >-0.049081</td>\n",
       "      <td id=\"T_0b3aa_row76_col1\" class=\"data row76 col1\" >-0.003179</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_0b3aa_level0_row77\" class=\"row_heading level0 row77\" >76</th>\n",
       "      <td id=\"T_0b3aa_row77_col0\" class=\"data row77 col0\" >-0.048921</td>\n",
       "      <td id=\"T_0b3aa_row77_col1\" class=\"data row77 col1\" >0.023907</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_0b3aa_level0_row78\" class=\"row_heading level0 row78\" >127</th>\n",
       "      <td id=\"T_0b3aa_row78_col0\" class=\"data row78 col0\" >-0.047708</td>\n",
       "      <td id=\"T_0b3aa_row78_col1\" class=\"data row78 col1\" >-0.046818</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_0b3aa_level0_row79\" class=\"row_heading level0 row79\" >104</th>\n",
       "      <td id=\"T_0b3aa_row79_col0\" class=\"data row79 col0\" >-0.047366</td>\n",
       "      <td id=\"T_0b3aa_row79_col1\" class=\"data row79 col1\" >0.050479</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_0b3aa_level0_row80\" class=\"row_heading level0 row80\" >220</th>\n",
       "      <td id=\"T_0b3aa_row80_col0\" class=\"data row80 col0\" >-0.043179</td>\n",
       "      <td id=\"T_0b3aa_row80_col1\" class=\"data row80 col1\" >-0.002544</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_0b3aa_level0_row81\" class=\"row_heading level0 row81\" >193</th>\n",
       "      <td id=\"T_0b3aa_row81_col0\" class=\"data row81 col0\" >-0.043070</td>\n",
       "      <td id=\"T_0b3aa_row81_col1\" class=\"data row81 col1\" >-0.098238</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_0b3aa_level0_row82\" class=\"row_heading level0 row82\" >252</th>\n",
       "      <td id=\"T_0b3aa_row82_col0\" class=\"data row82 col0\" >-0.042300</td>\n",
       "      <td id=\"T_0b3aa_row82_col1\" class=\"data row82 col1\" >0.008418</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_0b3aa_level0_row83\" class=\"row_heading level0 row83\" >145</th>\n",
       "      <td id=\"T_0b3aa_row83_col0\" class=\"data row83 col0\" >-0.042191</td>\n",
       "      <td id=\"T_0b3aa_row83_col1\" class=\"data row83 col1\" >0.063304</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_0b3aa_level0_row84\" class=\"row_heading level0 row84\" >206</th>\n",
       "      <td id=\"T_0b3aa_row84_col0\" class=\"data row84 col0\" >-0.041635</td>\n",
       "      <td id=\"T_0b3aa_row84_col1\" class=\"data row84 col1\" >-0.152628</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_0b3aa_level0_row85\" class=\"row_heading level0 row85\" >218</th>\n",
       "      <td id=\"T_0b3aa_row85_col0\" class=\"data row85 col0\" >-0.040941</td>\n",
       "      <td id=\"T_0b3aa_row85_col1\" class=\"data row85 col1\" >-0.040091</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_0b3aa_level0_row86\" class=\"row_heading level0 row86\" >169</th>\n",
       "      <td id=\"T_0b3aa_row86_col0\" class=\"data row86 col0\" >-0.040499</td>\n",
       "      <td id=\"T_0b3aa_row86_col1\" class=\"data row86 col1\" >-0.043641</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_0b3aa_level0_row87\" class=\"row_heading level0 row87\" >44</th>\n",
       "      <td id=\"T_0b3aa_row87_col0\" class=\"data row87 col0\" >-0.039381</td>\n",
       "      <td id=\"T_0b3aa_row87_col1\" class=\"data row87 col1\" >-0.092333</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_0b3aa_level0_row88\" class=\"row_heading level0 row88\" >24</th>\n",
       "      <td id=\"T_0b3aa_row88_col0\" class=\"data row88 col0\" >-0.037794</td>\n",
       "      <td id=\"T_0b3aa_row88_col1\" class=\"data row88 col1\" >0.032006</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_0b3aa_level0_row89\" class=\"row_heading level0 row89\" >32</th>\n",
       "      <td id=\"T_0b3aa_row89_col0\" class=\"data row89 col0\" >-0.037386</td>\n",
       "      <td id=\"T_0b3aa_row89_col1\" class=\"data row89 col1\" >-0.019925</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_0b3aa_level0_row90\" class=\"row_heading level0 row90\" >131</th>\n",
       "      <td id=\"T_0b3aa_row90_col0\" class=\"data row90 col0\" >-0.036841</td>\n",
       "      <td id=\"T_0b3aa_row90_col1\" class=\"data row90 col1\" >-0.017010</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_0b3aa_level0_row91\" class=\"row_heading level0 row91\" >277</th>\n",
       "      <td id=\"T_0b3aa_row91_col0\" class=\"data row91 col0\" >-0.034412</td>\n",
       "      <td id=\"T_0b3aa_row91_col1\" class=\"data row91 col1\" >-0.068202</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_0b3aa_level0_row92\" class=\"row_heading level0 row92\" >68</th>\n",
       "      <td id=\"T_0b3aa_row92_col0\" class=\"data row92 col0\" >-0.034080</td>\n",
       "      <td id=\"T_0b3aa_row92_col1\" class=\"data row92 col1\" >-0.001537</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_0b3aa_level0_row93\" class=\"row_heading level0 row93\" >98</th>\n",
       "      <td id=\"T_0b3aa_row93_col0\" class=\"data row93 col0\" >-0.033055</td>\n",
       "      <td id=\"T_0b3aa_row93_col1\" class=\"data row93 col1\" >-0.054291</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_0b3aa_level0_row94\" class=\"row_heading level0 row94\" >198</th>\n",
       "      <td id=\"T_0b3aa_row94_col0\" class=\"data row94 col0\" >-0.032655</td>\n",
       "      <td id=\"T_0b3aa_row94_col1\" class=\"data row94 col1\" >-0.039388</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_0b3aa_level0_row95\" class=\"row_heading level0 row95\" >184</th>\n",
       "      <td id=\"T_0b3aa_row95_col0\" class=\"data row95 col0\" >-0.032534</td>\n",
       "      <td id=\"T_0b3aa_row95_col1\" class=\"data row95 col1\" >-0.022166</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_0b3aa_level0_row96\" class=\"row_heading level0 row96\" >168</th>\n",
       "      <td id=\"T_0b3aa_row96_col0\" class=\"data row96 col0\" >-0.032525</td>\n",
       "      <td id=\"T_0b3aa_row96_col1\" class=\"data row96 col1\" >0.128167</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_0b3aa_level0_row97\" class=\"row_heading level0 row97\" >79</th>\n",
       "      <td id=\"T_0b3aa_row97_col0\" class=\"data row97 col0\" >-0.032295</td>\n",
       "      <td id=\"T_0b3aa_row97_col1\" class=\"data row97 col1\" >0.049652</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_0b3aa_level0_row98\" class=\"row_heading level0 row98\" >227</th>\n",
       "      <td id=\"T_0b3aa_row98_col0\" class=\"data row98 col0\" >-0.031779</td>\n",
       "      <td id=\"T_0b3aa_row98_col1\" class=\"data row98 col1\" >0.036387</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_0b3aa_level0_row99\" class=\"row_heading level0 row99\" >116</th>\n",
       "      <td id=\"T_0b3aa_row99_col0\" class=\"data row99 col0\" >-0.031683</td>\n",
       "      <td id=\"T_0b3aa_row99_col1\" class=\"data row99 col1\" >0.003530</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_0b3aa_level0_row100\" class=\"row_heading level0 row100\" >99</th>\n",
       "      <td id=\"T_0b3aa_row100_col0\" class=\"data row100 col0\" >-0.031402</td>\n",
       "      <td id=\"T_0b3aa_row100_col1\" class=\"data row100 col1\" >0.078391</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_0b3aa_level0_row101\" class=\"row_heading level0 row101\" >83</th>\n",
       "      <td id=\"T_0b3aa_row101_col0\" class=\"data row101 col0\" >-0.031093</td>\n",
       "      <td id=\"T_0b3aa_row101_col1\" class=\"data row101 col1\" >0.076000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_0b3aa_level0_row102\" class=\"row_heading level0 row102\" >236</th>\n",
       "      <td id=\"T_0b3aa_row102_col0\" class=\"data row102 col0\" >-0.030759</td>\n",
       "      <td id=\"T_0b3aa_row102_col1\" class=\"data row102 col1\" >0.039464</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_0b3aa_level0_row103\" class=\"row_heading level0 row103\" >119</th>\n",
       "      <td id=\"T_0b3aa_row103_col0\" class=\"data row103 col0\" >-0.030536</td>\n",
       "      <td id=\"T_0b3aa_row103_col1\" class=\"data row103 col1\" >-0.052912</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_0b3aa_level0_row104\" class=\"row_heading level0 row104\" >278</th>\n",
       "      <td id=\"T_0b3aa_row104_col0\" class=\"data row104 col0\" >-0.028605</td>\n",
       "      <td id=\"T_0b3aa_row104_col1\" class=\"data row104 col1\" >0.014807</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_0b3aa_level0_row105\" class=\"row_heading level0 row105\" >186</th>\n",
       "      <td id=\"T_0b3aa_row105_col0\" class=\"data row105 col0\" >-0.028452</td>\n",
       "      <td id=\"T_0b3aa_row105_col1\" class=\"data row105 col1\" >-0.048379</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_0b3aa_level0_row106\" class=\"row_heading level0 row106\" >164</th>\n",
       "      <td id=\"T_0b3aa_row106_col0\" class=\"data row106 col0\" >-0.027729</td>\n",
       "      <td id=\"T_0b3aa_row106_col1\" class=\"data row106 col1\" >0.002762</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_0b3aa_level0_row107\" class=\"row_heading level0 row107\" >242</th>\n",
       "      <td id=\"T_0b3aa_row107_col0\" class=\"data row107 col0\" >-0.026958</td>\n",
       "      <td id=\"T_0b3aa_row107_col1\" class=\"data row107 col1\" >-0.068098</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_0b3aa_level0_row108\" class=\"row_heading level0 row108\" >211</th>\n",
       "      <td id=\"T_0b3aa_row108_col0\" class=\"data row108 col0\" >-0.026327</td>\n",
       "      <td id=\"T_0b3aa_row108_col1\" class=\"data row108 col1\" >0.031557</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_0b3aa_level0_row109\" class=\"row_heading level0 row109\" >48</th>\n",
       "      <td id=\"T_0b3aa_row109_col0\" class=\"data row109 col0\" >-0.025034</td>\n",
       "      <td id=\"T_0b3aa_row109_col1\" class=\"data row109 col1\" >0.013586</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_0b3aa_level0_row110\" class=\"row_heading level0 row110\" >167</th>\n",
       "      <td id=\"T_0b3aa_row110_col0\" class=\"data row110 col0\" >-0.025027</td>\n",
       "      <td id=\"T_0b3aa_row110_col1\" class=\"data row110 col1\" >-0.021800</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_0b3aa_level0_row111\" class=\"row_heading level0 row111\" >73</th>\n",
       "      <td id=\"T_0b3aa_row111_col0\" class=\"data row111 col0\" >-0.024932</td>\n",
       "      <td id=\"T_0b3aa_row111_col1\" class=\"data row111 col1\" >0.021747</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_0b3aa_level0_row112\" class=\"row_heading level0 row112\" >137</th>\n",
       "      <td id=\"T_0b3aa_row112_col0\" class=\"data row112 col0\" >-0.023479</td>\n",
       "      <td id=\"T_0b3aa_row112_col1\" class=\"data row112 col1\" >0.022615</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_0b3aa_level0_row113\" class=\"row_heading level0 row113\" >128</th>\n",
       "      <td id=\"T_0b3aa_row113_col0\" class=\"data row113 col0\" >-0.023118</td>\n",
       "      <td id=\"T_0b3aa_row113_col1\" class=\"data row113 col1\" >0.015110</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_0b3aa_level0_row114\" class=\"row_heading level0 row114\" >289</th>\n",
       "      <td id=\"T_0b3aa_row114_col0\" class=\"data row114 col0\" >-0.020305</td>\n",
       "      <td id=\"T_0b3aa_row114_col1\" class=\"data row114 col1\" >0.016951</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_0b3aa_level0_row115\" class=\"row_heading level0 row115\" >185</th>\n",
       "      <td id=\"T_0b3aa_row115_col0\" class=\"data row115 col0\" >-0.019647</td>\n",
       "      <td id=\"T_0b3aa_row115_col1\" class=\"data row115 col1\" >-0.017010</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_0b3aa_level0_row116\" class=\"row_heading level0 row116\" >231</th>\n",
       "      <td id=\"T_0b3aa_row116_col0\" class=\"data row116 col0\" >-0.018960</td>\n",
       "      <td id=\"T_0b3aa_row116_col1\" class=\"data row116 col1\" >-0.019262</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_0b3aa_level0_row117\" class=\"row_heading level0 row117\" >132</th>\n",
       "      <td id=\"T_0b3aa_row117_col0\" class=\"data row117 col0\" >-0.018693</td>\n",
       "      <td id=\"T_0b3aa_row117_col1\" class=\"data row117 col1\" >0.053710</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_0b3aa_level0_row118\" class=\"row_heading level0 row118\" >147</th>\n",
       "      <td id=\"T_0b3aa_row118_col0\" class=\"data row118 col0\" >-0.018271</td>\n",
       "      <td id=\"T_0b3aa_row118_col1\" class=\"data row118 col1\" >-0.023393</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_0b3aa_level0_row119\" class=\"row_heading level0 row119\" >234</th>\n",
       "      <td id=\"T_0b3aa_row119_col0\" class=\"data row119 col0\" >-0.017481</td>\n",
       "      <td id=\"T_0b3aa_row119_col1\" class=\"data row119 col1\" >0.096353</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_0b3aa_level0_row120\" class=\"row_heading level0 row120\" >233</th>\n",
       "      <td id=\"T_0b3aa_row120_col0\" class=\"data row120 col0\" >-0.017140</td>\n",
       "      <td id=\"T_0b3aa_row120_col1\" class=\"data row120 col1\" >0.089906</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_0b3aa_level0_row121\" class=\"row_heading level0 row121\" >274</th>\n",
       "      <td id=\"T_0b3aa_row121_col0\" class=\"data row121 col0\" >-0.016591</td>\n",
       "      <td id=\"T_0b3aa_row121_col1\" class=\"data row121 col1\" >0.024620</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_0b3aa_level0_row122\" class=\"row_heading level0 row122\" >171</th>\n",
       "      <td id=\"T_0b3aa_row122_col0\" class=\"data row122 col0\" >-0.016522</td>\n",
       "      <td id=\"T_0b3aa_row122_col1\" class=\"data row122 col1\" >-0.026378</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_0b3aa_level0_row123\" class=\"row_heading level0 row123\" >149</th>\n",
       "      <td id=\"T_0b3aa_row123_col0\" class=\"data row123 col0\" >-0.015564</td>\n",
       "      <td id=\"T_0b3aa_row123_col1\" class=\"data row123 col1\" >0.058279</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_0b3aa_level0_row124\" class=\"row_heading level0 row124\" >22</th>\n",
       "      <td id=\"T_0b3aa_row124_col0\" class=\"data row124 col0\" >-0.015307</td>\n",
       "      <td id=\"T_0b3aa_row124_col1\" class=\"data row124 col1\" >-0.065906</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_0b3aa_level0_row125\" class=\"row_heading level0 row125\" >113</th>\n",
       "      <td id=\"T_0b3aa_row125_col0\" class=\"data row125 col0\" >-0.014485</td>\n",
       "      <td id=\"T_0b3aa_row125_col1\" class=\"data row125 col1\" >0.005931</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_0b3aa_level0_row126\" class=\"row_heading level0 row126\" >55</th>\n",
       "      <td id=\"T_0b3aa_row126_col0\" class=\"data row126 col0\" >-0.014030</td>\n",
       "      <td id=\"T_0b3aa_row126_col1\" class=\"data row126 col1\" >0.083628</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_0b3aa_level0_row127\" class=\"row_heading level0 row127\" >56</th>\n",
       "      <td id=\"T_0b3aa_row127_col0\" class=\"data row127 col0\" >-0.011250</td>\n",
       "      <td id=\"T_0b3aa_row127_col1\" class=\"data row127 col1\" >-0.063330</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_0b3aa_level0_row128\" class=\"row_heading level0 row128\" >226</th>\n",
       "      <td id=\"T_0b3aa_row128_col0\" class=\"data row128 col0\" >-0.011124</td>\n",
       "      <td id=\"T_0b3aa_row128_col1\" class=\"data row128 col1\" >-0.007810</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_0b3aa_level0_row129\" class=\"row_heading level0 row129\" >273</th>\n",
       "      <td id=\"T_0b3aa_row129_col0\" class=\"data row129 col0\" >-0.010870</td>\n",
       "      <td id=\"T_0b3aa_row129_col1\" class=\"data row129 col1\" >-0.017841</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_0b3aa_level0_row130\" class=\"row_heading level0 row130\" >51</th>\n",
       "      <td id=\"T_0b3aa_row130_col0\" class=\"data row130 col0\" >-0.010441</td>\n",
       "      <td id=\"T_0b3aa_row130_col1\" class=\"data row130 col1\" >0.046948</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_0b3aa_level0_row131\" class=\"row_heading level0 row131\" >92</th>\n",
       "      <td id=\"T_0b3aa_row131_col0\" class=\"data row131 col0\" >-0.009118</td>\n",
       "      <td id=\"T_0b3aa_row131_col1\" class=\"data row131 col1\" >-0.029833</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_0b3aa_level0_row132\" class=\"row_heading level0 row132\" >291</th>\n",
       "      <td id=\"T_0b3aa_row132_col0\" class=\"data row132 col0\" >-0.008765</td>\n",
       "      <td id=\"T_0b3aa_row132_col1\" class=\"data row132 col1\" >0.043822</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_0b3aa_level0_row133\" class=\"row_heading level0 row133\" >49</th>\n",
       "      <td id=\"T_0b3aa_row133_col0\" class=\"data row133 col0\" >-0.008273</td>\n",
       "      <td id=\"T_0b3aa_row133_col1\" class=\"data row133 col1\" >-0.085542</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_0b3aa_level0_row134\" class=\"row_heading level0 row134\" >70</th>\n",
       "      <td id=\"T_0b3aa_row134_col0\" class=\"data row134 col0\" >-0.007933</td>\n",
       "      <td id=\"T_0b3aa_row134_col1\" class=\"data row134 col1\" >-0.040199</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_0b3aa_level0_row135\" class=\"row_heading level0 row135\" >133</th>\n",
       "      <td id=\"T_0b3aa_row135_col0\" class=\"data row135 col0\" >-0.007369</td>\n",
       "      <td id=\"T_0b3aa_row135_col1\" class=\"data row135 col1\" >0.106084</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_0b3aa_level0_row136\" class=\"row_heading level0 row136\" >152</th>\n",
       "      <td id=\"T_0b3aa_row136_col0\" class=\"data row136 col0\" >-0.007334</td>\n",
       "      <td id=\"T_0b3aa_row136_col1\" class=\"data row136 col1\" >0.010856</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_0b3aa_level0_row137\" class=\"row_heading level0 row137\" >281</th>\n",
       "      <td id=\"T_0b3aa_row137_col0\" class=\"data row137 col0\" >-0.007235</td>\n",
       "      <td id=\"T_0b3aa_row137_col1\" class=\"data row137 col1\" >0.063944</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_0b3aa_level0_row138\" class=\"row_heading level0 row138\" >141</th>\n",
       "      <td id=\"T_0b3aa_row138_col0\" class=\"data row138 col0\" >-0.007119</td>\n",
       "      <td id=\"T_0b3aa_row138_col1\" class=\"data row138 col1\" >-0.013267</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_0b3aa_level0_row139\" class=\"row_heading level0 row139\" >256</th>\n",
       "      <td id=\"T_0b3aa_row139_col0\" class=\"data row139 col0\" >-0.007042</td>\n",
       "      <td id=\"T_0b3aa_row139_col1\" class=\"data row139 col1\" >0.032790</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_0b3aa_level0_row140\" class=\"row_heading level0 row140\" >135</th>\n",
       "      <td id=\"T_0b3aa_row140_col0\" class=\"data row140 col0\" >-0.005871</td>\n",
       "      <td id=\"T_0b3aa_row140_col1\" class=\"data row140 col1\" >-0.046405</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_0b3aa_level0_row141\" class=\"row_heading level0 row141\" >84</th>\n",
       "      <td id=\"T_0b3aa_row141_col0\" class=\"data row141 col0\" >-0.003604</td>\n",
       "      <td id=\"T_0b3aa_row141_col1\" class=\"data row141 col1\" >-0.039691</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_0b3aa_level0_row142\" class=\"row_heading level0 row142\" >170</th>\n",
       "      <td id=\"T_0b3aa_row142_col0\" class=\"data row142 col0\" >-0.003216</td>\n",
       "      <td id=\"T_0b3aa_row142_col1\" class=\"data row142 col1\" >-0.090810</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_0b3aa_level0_row143\" class=\"row_heading level0 row143\" >62</th>\n",
       "      <td id=\"T_0b3aa_row143_col0\" class=\"data row143 col0\" >-0.003159</td>\n",
       "      <td id=\"T_0b3aa_row143_col1\" class=\"data row143 col1\" >-0.006984</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_0b3aa_level0_row144\" class=\"row_heading level0 row144\" >172</th>\n",
       "      <td id=\"T_0b3aa_row144_col0\" class=\"data row144 col0\" >-0.002923</td>\n",
       "      <td id=\"T_0b3aa_row144_col1\" class=\"data row144 col1\" >-0.050788</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_0b3aa_level0_row145\" class=\"row_heading level0 row145\" >6</th>\n",
       "      <td id=\"T_0b3aa_row145_col0\" class=\"data row145 col0\" >-0.002733</td>\n",
       "      <td id=\"T_0b3aa_row145_col1\" class=\"data row145 col1\" >0.006454</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_0b3aa_level0_row146\" class=\"row_heading level0 row146\" >219</th>\n",
       "      <td id=\"T_0b3aa_row146_col0\" class=\"data row146 col0\" >-0.002666</td>\n",
       "      <td id=\"T_0b3aa_row146_col1\" class=\"data row146 col1\" >0.002470</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_0b3aa_level0_row147\" class=\"row_heading level0 row147\" >107</th>\n",
       "      <td id=\"T_0b3aa_row147_col0\" class=\"data row147 col0\" >-0.001517</td>\n",
       "      <td id=\"T_0b3aa_row147_col1\" class=\"data row147 col1\" >-0.091428</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_0b3aa_level0_row148\" class=\"row_heading level0 row148\" >166</th>\n",
       "      <td id=\"T_0b3aa_row148_col0\" class=\"data row148 col0\" >-0.000278</td>\n",
       "      <td id=\"T_0b3aa_row148_col1\" class=\"data row148 col1\" >-0.054830</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_0b3aa_level0_row149\" class=\"row_heading level0 row149\" >285</th>\n",
       "      <td id=\"T_0b3aa_row149_col0\" class=\"data row149 col0\" >0.000303</td>\n",
       "      <td id=\"T_0b3aa_row149_col1\" class=\"data row149 col1\" >-0.001311</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_0b3aa_level0_row150\" class=\"row_heading level0 row150\" >199</th>\n",
       "      <td id=\"T_0b3aa_row150_col0\" class=\"data row150 col0\" >0.000771</td>\n",
       "      <td id=\"T_0b3aa_row150_col1\" class=\"data row150 col1\" >-0.083129</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_0b3aa_level0_row151\" class=\"row_heading level0 row151\" >207</th>\n",
       "      <td id=\"T_0b3aa_row151_col0\" class=\"data row151 col0\" >0.001610</td>\n",
       "      <td id=\"T_0b3aa_row151_col1\" class=\"data row151 col1\" >0.099511</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_0b3aa_level0_row152\" class=\"row_heading level0 row152\" >209</th>\n",
       "      <td id=\"T_0b3aa_row152_col0\" class=\"data row152 col0\" >0.001659</td>\n",
       "      <td id=\"T_0b3aa_row152_col1\" class=\"data row152 col1\" >0.040586</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_0b3aa_level0_row153\" class=\"row_heading level0 row153\" >243</th>\n",
       "      <td id=\"T_0b3aa_row153_col0\" class=\"data row153 col0\" >0.002078</td>\n",
       "      <td id=\"T_0b3aa_row153_col1\" class=\"data row153 col1\" >0.033622</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_0b3aa_level0_row154\" class=\"row_heading level0 row154\" >159</th>\n",
       "      <td id=\"T_0b3aa_row154_col0\" class=\"data row154 col0\" >0.002454</td>\n",
       "      <td id=\"T_0b3aa_row154_col1\" class=\"data row154 col1\" >-0.020922</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_0b3aa_level0_row155\" class=\"row_heading level0 row155\" >282</th>\n",
       "      <td id=\"T_0b3aa_row155_col0\" class=\"data row155 col0\" >0.003366</td>\n",
       "      <td id=\"T_0b3aa_row155_col1\" class=\"data row155 col1\" >0.021560</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_0b3aa_level0_row156\" class=\"row_heading level0 row156\" >25</th>\n",
       "      <td id=\"T_0b3aa_row156_col0\" class=\"data row156 col0\" >0.003645</td>\n",
       "      <td id=\"T_0b3aa_row156_col1\" class=\"data row156 col1\" >-0.006885</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_0b3aa_level0_row157\" class=\"row_heading level0 row157\" >158</th>\n",
       "      <td id=\"T_0b3aa_row157_col0\" class=\"data row157 col0\" >0.005255</td>\n",
       "      <td id=\"T_0b3aa_row157_col1\" class=\"data row157 col1\" >0.056048</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_0b3aa_level0_row158\" class=\"row_heading level0 row158\" >213</th>\n",
       "      <td id=\"T_0b3aa_row158_col0\" class=\"data row158 col0\" >0.005852</td>\n",
       "      <td id=\"T_0b3aa_row158_col1\" class=\"data row158 col1\" >-0.075486</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_0b3aa_level0_row159\" class=\"row_heading level0 row159\" >134</th>\n",
       "      <td id=\"T_0b3aa_row159_col0\" class=\"data row159 col0\" >0.005873</td>\n",
       "      <td id=\"T_0b3aa_row159_col1\" class=\"data row159 col1\" >0.031914</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_0b3aa_level0_row160\" class=\"row_heading level0 row160\" >195</th>\n",
       "      <td id=\"T_0b3aa_row160_col0\" class=\"data row160 col0\" >0.007708</td>\n",
       "      <td id=\"T_0b3aa_row160_col1\" class=\"data row160 col1\" >0.115898</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_0b3aa_level0_row161\" class=\"row_heading level0 row161\" >58</th>\n",
       "      <td id=\"T_0b3aa_row161_col0\" class=\"data row161 col0\" >0.008970</td>\n",
       "      <td id=\"T_0b3aa_row161_col1\" class=\"data row161 col1\" >-0.007787</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_0b3aa_level0_row162\" class=\"row_heading level0 row162\" >245</th>\n",
       "      <td id=\"T_0b3aa_row162_col0\" class=\"data row162 col0\" >0.008994</td>\n",
       "      <td id=\"T_0b3aa_row162_col1\" class=\"data row162 col1\" >0.076043</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_0b3aa_level0_row163\" class=\"row_heading level0 row163\" >37</th>\n",
       "      <td id=\"T_0b3aa_row163_col0\" class=\"data row163 col0\" >0.009800</td>\n",
       "      <td id=\"T_0b3aa_row163_col1\" class=\"data row163 col1\" >0.056416</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_0b3aa_level0_row164\" class=\"row_heading level0 row164\" >201</th>\n",
       "      <td id=\"T_0b3aa_row164_col0\" class=\"data row164 col0\" >0.009837</td>\n",
       "      <td id=\"T_0b3aa_row164_col1\" class=\"data row164 col1\" >-0.046816</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_0b3aa_level0_row165\" class=\"row_heading level0 row165\" >52</th>\n",
       "      <td id=\"T_0b3aa_row165_col0\" class=\"data row165 col0\" >0.009910</td>\n",
       "      <td id=\"T_0b3aa_row165_col1\" class=\"data row165 col1\" >-0.082563</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_0b3aa_level0_row166\" class=\"row_heading level0 row166\" >163</th>\n",
       "      <td id=\"T_0b3aa_row166_col0\" class=\"data row166 col0\" >0.010935</td>\n",
       "      <td id=\"T_0b3aa_row166_col1\" class=\"data row166 col1\" >0.037678</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_0b3aa_level0_row167\" class=\"row_heading level0 row167\" >7</th>\n",
       "      <td id=\"T_0b3aa_row167_col0\" class=\"data row167 col0\" >0.011651</td>\n",
       "      <td id=\"T_0b3aa_row167_col1\" class=\"data row167 col1\" >-0.008037</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_0b3aa_level0_row168\" class=\"row_heading level0 row168\" >181</th>\n",
       "      <td id=\"T_0b3aa_row168_col0\" class=\"data row168 col0\" >0.011705</td>\n",
       "      <td id=\"T_0b3aa_row168_col1\" class=\"data row168 col1\" >0.049326</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_0b3aa_level0_row169\" class=\"row_heading level0 row169\" >78</th>\n",
       "      <td id=\"T_0b3aa_row169_col0\" class=\"data row169 col0\" >0.011934</td>\n",
       "      <td id=\"T_0b3aa_row169_col1\" class=\"data row169 col1\" >0.004258</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_0b3aa_level0_row170\" class=\"row_heading level0 row170\" >123</th>\n",
       "      <td id=\"T_0b3aa_row170_col0\" class=\"data row170 col0\" >0.012018</td>\n",
       "      <td id=\"T_0b3aa_row170_col1\" class=\"data row170 col1\" >-0.051823</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_0b3aa_level0_row171\" class=\"row_heading level0 row171\" >221</th>\n",
       "      <td id=\"T_0b3aa_row171_col0\" class=\"data row171 col0\" >0.012837</td>\n",
       "      <td id=\"T_0b3aa_row171_col1\" class=\"data row171 col1\" >0.086187</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_0b3aa_level0_row172\" class=\"row_heading level0 row172\" >276</th>\n",
       "      <td id=\"T_0b3aa_row172_col0\" class=\"data row172 col0\" >0.012837</td>\n",
       "      <td id=\"T_0b3aa_row172_col1\" class=\"data row172 col1\" >-0.018290</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_0b3aa_level0_row173\" class=\"row_heading level0 row173\" >26</th>\n",
       "      <td id=\"T_0b3aa_row173_col0\" class=\"data row173 col0\" >0.013251</td>\n",
       "      <td id=\"T_0b3aa_row173_col1\" class=\"data row173 col1\" >0.001639</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_0b3aa_level0_row174\" class=\"row_heading level0 row174\" >283</th>\n",
       "      <td id=\"T_0b3aa_row174_col0\" class=\"data row174 col0\" >0.013352</td>\n",
       "      <td id=\"T_0b3aa_row174_col1\" class=\"data row174 col1\" >0.004925</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_0b3aa_level0_row175\" class=\"row_heading level0 row175\" >143</th>\n",
       "      <td id=\"T_0b3aa_row175_col0\" class=\"data row175 col0\" >0.013508</td>\n",
       "      <td id=\"T_0b3aa_row175_col1\" class=\"data row175 col1\" >-0.035503</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_0b3aa_level0_row176\" class=\"row_heading level0 row176\" >21</th>\n",
       "      <td id=\"T_0b3aa_row176_col0\" class=\"data row176 col0\" >0.013672</td>\n",
       "      <td id=\"T_0b3aa_row176_col1\" class=\"data row176 col1\" >0.007783</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_0b3aa_level0_row177\" class=\"row_heading level0 row177\" >254</th>\n",
       "      <td id=\"T_0b3aa_row177_col0\" class=\"data row177 col0\" >0.013757</td>\n",
       "      <td id=\"T_0b3aa_row177_col1\" class=\"data row177 col1\" >0.064060</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_0b3aa_level0_row178\" class=\"row_heading level0 row178\" >223</th>\n",
       "      <td id=\"T_0b3aa_row178_col0\" class=\"data row178 col0\" >0.014562</td>\n",
       "      <td id=\"T_0b3aa_row178_col1\" class=\"data row178 col1\" >-0.149570</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_0b3aa_level0_row179\" class=\"row_heading level0 row179\" >87</th>\n",
       "      <td id=\"T_0b3aa_row179_col0\" class=\"data row179 col0\" >0.014610</td>\n",
       "      <td id=\"T_0b3aa_row179_col1\" class=\"data row179 col1\" >-0.042802</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_0b3aa_level0_row180\" class=\"row_heading level0 row180\" >174</th>\n",
       "      <td id=\"T_0b3aa_row180_col0\" class=\"data row180 col0\" >0.014809</td>\n",
       "      <td id=\"T_0b3aa_row180_col1\" class=\"data row180 col1\" >-0.082995</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_0b3aa_level0_row181\" class=\"row_heading level0 row181\" >161</th>\n",
       "      <td id=\"T_0b3aa_row181_col0\" class=\"data row181 col0\" >0.014953</td>\n",
       "      <td id=\"T_0b3aa_row181_col1\" class=\"data row181 col1\" >0.123720</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_0b3aa_level0_row182\" class=\"row_heading level0 row182\" >96</th>\n",
       "      <td id=\"T_0b3aa_row182_col0\" class=\"data row182 col0\" >0.014960</td>\n",
       "      <td id=\"T_0b3aa_row182_col1\" class=\"data row182 col1\" >0.031859</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_0b3aa_level0_row183\" class=\"row_heading level0 row183\" >205</th>\n",
       "      <td id=\"T_0b3aa_row183_col0\" class=\"data row183 col0\" >0.014984</td>\n",
       "      <td id=\"T_0b3aa_row183_col1\" class=\"data row183 col1\" >0.010097</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_0b3aa_level0_row184\" class=\"row_heading level0 row184\" >61</th>\n",
       "      <td id=\"T_0b3aa_row184_col0\" class=\"data row184 col0\" >0.015430</td>\n",
       "      <td id=\"T_0b3aa_row184_col1\" class=\"data row184 col1\" >0.016879</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_0b3aa_level0_row185\" class=\"row_heading level0 row185\" >126</th>\n",
       "      <td id=\"T_0b3aa_row185_col0\" class=\"data row185 col0\" >0.015953</td>\n",
       "      <td id=\"T_0b3aa_row185_col1\" class=\"data row185 col1\" >-0.056447</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_0b3aa_level0_row186\" class=\"row_heading level0 row186\" >294</th>\n",
       "      <td id=\"T_0b3aa_row186_col0\" class=\"data row186 col0\" >0.016188</td>\n",
       "      <td id=\"T_0b3aa_row186_col1\" class=\"data row186 col1\" >0.017144</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_0b3aa_level0_row187\" class=\"row_heading level0 row187\" >124</th>\n",
       "      <td id=\"T_0b3aa_row187_col0\" class=\"data row187 col0\" >0.016348</td>\n",
       "      <td id=\"T_0b3aa_row187_col1\" class=\"data row187 col1\" >0.009292</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_0b3aa_level0_row188\" class=\"row_heading level0 row188\" >125</th>\n",
       "      <td id=\"T_0b3aa_row188_col0\" class=\"data row188 col0\" >0.017153</td>\n",
       "      <td id=\"T_0b3aa_row188_col1\" class=\"data row188 col1\" >-0.057946</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_0b3aa_level0_row189\" class=\"row_heading level0 row189\" >157</th>\n",
       "      <td id=\"T_0b3aa_row189_col0\" class=\"data row189 col0\" >0.018017</td>\n",
       "      <td id=\"T_0b3aa_row189_col1\" class=\"data row189 col1\" >-0.039720</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_0b3aa_level0_row190\" class=\"row_heading level0 row190\" >253</th>\n",
       "      <td id=\"T_0b3aa_row190_col0\" class=\"data row190 col0\" >0.018081</td>\n",
       "      <td id=\"T_0b3aa_row190_col1\" class=\"data row190 col1\" >-0.092750</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_0b3aa_level0_row191\" class=\"row_heading level0 row191\" >279</th>\n",
       "      <td id=\"T_0b3aa_row191_col0\" class=\"data row191 col0\" >0.018323</td>\n",
       "      <td id=\"T_0b3aa_row191_col1\" class=\"data row191 col1\" >-0.050987</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_0b3aa_level0_row192\" class=\"row_heading level0 row192\" >74</th>\n",
       "      <td id=\"T_0b3aa_row192_col0\" class=\"data row192 col0\" >0.018424</td>\n",
       "      <td id=\"T_0b3aa_row192_col1\" class=\"data row192 col1\" >-0.059873</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_0b3aa_level0_row193\" class=\"row_heading level0 row193\" >269</th>\n",
       "      <td id=\"T_0b3aa_row193_col0\" class=\"data row193 col0\" >0.018858</td>\n",
       "      <td id=\"T_0b3aa_row193_col1\" class=\"data row193 col1\" >-0.036347</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_0b3aa_level0_row194\" class=\"row_heading level0 row194\" >154</th>\n",
       "      <td id=\"T_0b3aa_row194_col0\" class=\"data row194 col0\" >0.019393</td>\n",
       "      <td id=\"T_0b3aa_row194_col1\" class=\"data row194 col1\" >0.006618</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_0b3aa_level0_row195\" class=\"row_heading level0 row195\" >27</th>\n",
       "      <td id=\"T_0b3aa_row195_col0\" class=\"data row195 col0\" >0.019473</td>\n",
       "      <td id=\"T_0b3aa_row195_col1\" class=\"data row195 col1\" >-0.017283</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_0b3aa_level0_row196\" class=\"row_heading level0 row196\" >286</th>\n",
       "      <td id=\"T_0b3aa_row196_col0\" class=\"data row196 col0\" >0.019579</td>\n",
       "      <td id=\"T_0b3aa_row196_col1\" class=\"data row196 col1\" >0.022981</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_0b3aa_level0_row197\" class=\"row_heading level0 row197\" >235</th>\n",
       "      <td id=\"T_0b3aa_row197_col0\" class=\"data row197 col0\" >0.020643</td>\n",
       "      <td id=\"T_0b3aa_row197_col1\" class=\"data row197 col1\" >0.023690</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_0b3aa_level0_row198\" class=\"row_heading level0 row198\" >85</th>\n",
       "      <td id=\"T_0b3aa_row198_col0\" class=\"data row198 col0\" >0.020792</td>\n",
       "      <td id=\"T_0b3aa_row198_col1\" class=\"data row198 col1\" >0.005447</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_0b3aa_level0_row199\" class=\"row_heading level0 row199\" >140</th>\n",
       "      <td id=\"T_0b3aa_row199_col0\" class=\"data row199 col0\" >0.021725</td>\n",
       "      <td id=\"T_0b3aa_row199_col1\" class=\"data row199 col1\" >0.048065</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_0b3aa_level0_row200\" class=\"row_heading level0 row200\" >36</th>\n",
       "      <td id=\"T_0b3aa_row200_col0\" class=\"data row200 col0\" >0.022255</td>\n",
       "      <td id=\"T_0b3aa_row200_col1\" class=\"data row200 col1\" >0.055342</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_0b3aa_level0_row201\" class=\"row_heading level0 row201\" >239</th>\n",
       "      <td id=\"T_0b3aa_row201_col0\" class=\"data row201 col0\" >0.023147</td>\n",
       "      <td id=\"T_0b3aa_row201_col1\" class=\"data row201 col1\" >0.015615</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_0b3aa_level0_row202\" class=\"row_heading level0 row202\" >146</th>\n",
       "      <td id=\"T_0b3aa_row202_col0\" class=\"data row202 col0\" >0.023716</td>\n",
       "      <td id=\"T_0b3aa_row202_col1\" class=\"data row202 col1\" >0.001966</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_0b3aa_level0_row203\" class=\"row_heading level0 row203\" >81</th>\n",
       "      <td id=\"T_0b3aa_row203_col0\" class=\"data row203 col0\" >0.023719</td>\n",
       "      <td id=\"T_0b3aa_row203_col1\" class=\"data row203 col1\" >0.031790</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_0b3aa_level0_row204\" class=\"row_heading level0 row204\" >89</th>\n",
       "      <td id=\"T_0b3aa_row204_col0\" class=\"data row204 col0\" >0.023822</td>\n",
       "      <td id=\"T_0b3aa_row204_col1\" class=\"data row204 col1\" >0.049406</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_0b3aa_level0_row205\" class=\"row_heading level0 row205\" >69</th>\n",
       "      <td id=\"T_0b3aa_row205_col0\" class=\"data row205 col0\" >0.023950</td>\n",
       "      <td id=\"T_0b3aa_row205_col1\" class=\"data row205 col1\" >0.007261</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_0b3aa_level0_row206\" class=\"row_heading level0 row206\" >75</th>\n",
       "      <td id=\"T_0b3aa_row206_col0\" class=\"data row206 col0\" >0.024151</td>\n",
       "      <td id=\"T_0b3aa_row206_col1\" class=\"data row206 col1\" >0.051403</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_0b3aa_level0_row207\" class=\"row_heading level0 row207\" >86</th>\n",
       "      <td id=\"T_0b3aa_row207_col0\" class=\"data row207 col0\" >0.024190</td>\n",
       "      <td id=\"T_0b3aa_row207_col1\" class=\"data row207 col1\" >-0.030625</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_0b3aa_level0_row208\" class=\"row_heading level0 row208\" >155</th>\n",
       "      <td id=\"T_0b3aa_row208_col0\" class=\"data row208 col0\" >0.024278</td>\n",
       "      <td id=\"T_0b3aa_row208_col1\" class=\"data row208 col1\" >-0.030345</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_0b3aa_level0_row209\" class=\"row_heading level0 row209\" >259</th>\n",
       "      <td id=\"T_0b3aa_row209_col0\" class=\"data row209 col0\" >0.024761</td>\n",
       "      <td id=\"T_0b3aa_row209_col1\" class=\"data row209 col1\" >-0.027199</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_0b3aa_level0_row210\" class=\"row_heading level0 row210\" >249</th>\n",
       "      <td id=\"T_0b3aa_row210_col0\" class=\"data row210 col0\" >0.025112</td>\n",
       "      <td id=\"T_0b3aa_row210_col1\" class=\"data row210 col1\" >-0.008933</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_0b3aa_level0_row211\" class=\"row_heading level0 row211\" >267</th>\n",
       "      <td id=\"T_0b3aa_row211_col0\" class=\"data row211 col0\" >0.025213</td>\n",
       "      <td id=\"T_0b3aa_row211_col1\" class=\"data row211 col1\" >0.002034</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_0b3aa_level0_row212\" class=\"row_heading level0 row212\" >72</th>\n",
       "      <td id=\"T_0b3aa_row212_col0\" class=\"data row212 col0\" >0.025285</td>\n",
       "      <td id=\"T_0b3aa_row212_col1\" class=\"data row212 col1\" >-0.042712</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_0b3aa_level0_row213\" class=\"row_heading level0 row213\" >265</th>\n",
       "      <td id=\"T_0b3aa_row213_col0\" class=\"data row213 col0\" >0.025321</td>\n",
       "      <td id=\"T_0b3aa_row213_col1\" class=\"data row213 col1\" >0.009704</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_0b3aa_level0_row214\" class=\"row_heading level0 row214\" >129</th>\n",
       "      <td id=\"T_0b3aa_row214_col0\" class=\"data row214 col0\" >0.025721</td>\n",
       "      <td id=\"T_0b3aa_row214_col1\" class=\"data row214 col1\" >-0.020583</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_0b3aa_level0_row215\" class=\"row_heading level0 row215\" >40</th>\n",
       "      <td id=\"T_0b3aa_row215_col0\" class=\"data row215 col0\" >0.027246</td>\n",
       "      <td id=\"T_0b3aa_row215_col1\" class=\"data row215 col1\" >0.080877</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_0b3aa_level0_row216\" class=\"row_heading level0 row216\" >130</th>\n",
       "      <td id=\"T_0b3aa_row216_col0\" class=\"data row216 col0\" >0.027666</td>\n",
       "      <td id=\"T_0b3aa_row216_col1\" class=\"data row216 col1\" >-0.054326</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_0b3aa_level0_row217\" class=\"row_heading level0 row217\" >212</th>\n",
       "      <td id=\"T_0b3aa_row217_col0\" class=\"data row217 col0\" >0.028206</td>\n",
       "      <td id=\"T_0b3aa_row217_col1\" class=\"data row217 col1\" >-0.057489</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_0b3aa_level0_row218\" class=\"row_heading level0 row218\" >42</th>\n",
       "      <td id=\"T_0b3aa_row218_col0\" class=\"data row218 col0\" >0.028277</td>\n",
       "      <td id=\"T_0b3aa_row218_col1\" class=\"data row218 col1\" >-0.017044</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_0b3aa_level0_row219\" class=\"row_heading level0 row219\" >262</th>\n",
       "      <td id=\"T_0b3aa_row219_col0\" class=\"data row219 col0\" >0.029015</td>\n",
       "      <td id=\"T_0b3aa_row219_col1\" class=\"data row219 col1\" >0.041939</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_0b3aa_level0_row220\" class=\"row_heading level0 row220\" >13</th>\n",
       "      <td id=\"T_0b3aa_row220_col0\" class=\"data row220 col0\" >0.030676</td>\n",
       "      <td id=\"T_0b3aa_row220_col1\" class=\"data row220 col1\" >0.034463</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_0b3aa_level0_row221\" class=\"row_heading level0 row221\" >11</th>\n",
       "      <td id=\"T_0b3aa_row221_col0\" class=\"data row221 col0\" >0.031421</td>\n",
       "      <td id=\"T_0b3aa_row221_col1\" class=\"data row221 col1\" >0.027896</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_0b3aa_level0_row222\" class=\"row_heading level0 row222\" >142</th>\n",
       "      <td id=\"T_0b3aa_row222_col0\" class=\"data row222 col0\" >0.031541</td>\n",
       "      <td id=\"T_0b3aa_row222_col1\" class=\"data row222 col1\" >-0.003360</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_0b3aa_level0_row223\" class=\"row_heading level0 row223\" >71</th>\n",
       "      <td id=\"T_0b3aa_row223_col0\" class=\"data row223 col0\" >0.031840</td>\n",
       "      <td id=\"T_0b3aa_row223_col1\" class=\"data row223 col1\" >0.029477</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_0b3aa_level0_row224\" class=\"row_heading level0 row224\" >222</th>\n",
       "      <td id=\"T_0b3aa_row224_col0\" class=\"data row224 col0\" >0.032623</td>\n",
       "      <td id=\"T_0b3aa_row224_col1\" class=\"data row224 col1\" >-0.035136</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_0b3aa_level0_row225\" class=\"row_heading level0 row225\" >180</th>\n",
       "      <td id=\"T_0b3aa_row225_col0\" class=\"data row225 col0\" >0.033618</td>\n",
       "      <td id=\"T_0b3aa_row225_col1\" class=\"data row225 col1\" >-0.047057</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_0b3aa_level0_row226\" class=\"row_heading level0 row226\" >16</th>\n",
       "      <td id=\"T_0b3aa_row226_col0\" class=\"data row226 col0\" >0.034022</td>\n",
       "      <td id=\"T_0b3aa_row226_col1\" class=\"data row226 col1\" >0.076234</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_0b3aa_level0_row227\" class=\"row_heading level0 row227\" >165</th>\n",
       "      <td id=\"T_0b3aa_row227_col0\" class=\"data row227 col0\" >0.034356</td>\n",
       "      <td id=\"T_0b3aa_row227_col1\" class=\"data row227 col1\" >0.024261</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_0b3aa_level0_row228\" class=\"row_heading level0 row228\" >244</th>\n",
       "      <td id=\"T_0b3aa_row228_col0\" class=\"data row228 col0\" >0.034367</td>\n",
       "      <td id=\"T_0b3aa_row228_col1\" class=\"data row228 col1\" >-0.053280</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_0b3aa_level0_row229\" class=\"row_heading level0 row229\" >232</th>\n",
       "      <td id=\"T_0b3aa_row229_col0\" class=\"data row229 col0\" >0.035700</td>\n",
       "      <td id=\"T_0b3aa_row229_col1\" class=\"data row229 col1\" >-0.003647</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_0b3aa_level0_row230\" class=\"row_heading level0 row230\" >260</th>\n",
       "      <td id=\"T_0b3aa_row230_col0\" class=\"data row230 col0\" >0.037419</td>\n",
       "      <td id=\"T_0b3aa_row230_col1\" class=\"data row230 col1\" >-0.073004</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_0b3aa_level0_row231\" class=\"row_heading level0 row231\" >110</th>\n",
       "      <td id=\"T_0b3aa_row231_col0\" class=\"data row231 col0\" >0.037643</td>\n",
       "      <td id=\"T_0b3aa_row231_col1\" class=\"data row231 col1\" >0.106783</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_0b3aa_level0_row232\" class=\"row_heading level0 row232\" >90</th>\n",
       "      <td id=\"T_0b3aa_row232_col0\" class=\"data row232 col0\" >0.038145</td>\n",
       "      <td id=\"T_0b3aa_row232_col1\" class=\"data row232 col1\" >0.009863</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_0b3aa_level0_row233\" class=\"row_heading level0 row233\" >266</th>\n",
       "      <td id=\"T_0b3aa_row233_col0\" class=\"data row233 col0\" >0.038394</td>\n",
       "      <td id=\"T_0b3aa_row233_col1\" class=\"data row233 col1\" >0.000274</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_0b3aa_level0_row234\" class=\"row_heading level0 row234\" >290</th>\n",
       "      <td id=\"T_0b3aa_row234_col0\" class=\"data row234 col0\" >0.039002</td>\n",
       "      <td id=\"T_0b3aa_row234_col1\" class=\"data row234 col1\" >-0.019828</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_0b3aa_level0_row235\" class=\"row_heading level0 row235\" >247</th>\n",
       "      <td id=\"T_0b3aa_row235_col0\" class=\"data row235 col0\" >0.039136</td>\n",
       "      <td id=\"T_0b3aa_row235_col1\" class=\"data row235 col1\" >0.031004</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_0b3aa_level0_row236\" class=\"row_heading level0 row236\" >297</th>\n",
       "      <td id=\"T_0b3aa_row236_col0\" class=\"data row236 col0\" >0.039542</td>\n",
       "      <td id=\"T_0b3aa_row236_col1\" class=\"data row236 col1\" >-0.142356</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_0b3aa_level0_row237\" class=\"row_heading level0 row237\" >20</th>\n",
       "      <td id=\"T_0b3aa_row237_col0\" class=\"data row237 col0\" >0.039571</td>\n",
       "      <td id=\"T_0b3aa_row237_col1\" class=\"data row237 col1\" >0.014962</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_0b3aa_level0_row238\" class=\"row_heading level0 row238\" >263</th>\n",
       "      <td id=\"T_0b3aa_row238_col0\" class=\"data row238 col0\" >0.040688</td>\n",
       "      <td id=\"T_0b3aa_row238_col1\" class=\"data row238 col1\" >0.065220</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_0b3aa_level0_row239\" class=\"row_heading level0 row239\" >257</th>\n",
       "      <td id=\"T_0b3aa_row239_col0\" class=\"data row239 col0\" >0.041586</td>\n",
       "      <td id=\"T_0b3aa_row239_col1\" class=\"data row239 col1\" >-0.028030</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_0b3aa_level0_row240\" class=\"row_heading level0 row240\" >65</th>\n",
       "      <td id=\"T_0b3aa_row240_col0\" class=\"data row240 col0\" >0.041669</td>\n",
       "      <td id=\"T_0b3aa_row240_col1\" class=\"data row240 col1\" >0.034760</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_0b3aa_level0_row241\" class=\"row_heading level0 row241\" >173</th>\n",
       "      <td id=\"T_0b3aa_row241_col0\" class=\"data row241 col0\" >0.042069</td>\n",
       "      <td id=\"T_0b3aa_row241_col1\" class=\"data row241 col1\" >0.007797</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_0b3aa_level0_row242\" class=\"row_heading level0 row242\" >91</th>\n",
       "      <td id=\"T_0b3aa_row242_col0\" class=\"data row242 col0\" >0.042151</td>\n",
       "      <td id=\"T_0b3aa_row242_col1\" class=\"data row242 col1\" >0.055750</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_0b3aa_level0_row243\" class=\"row_heading level0 row243\" >59</th>\n",
       "      <td id=\"T_0b3aa_row243_col0\" class=\"data row243 col0\" >0.042805</td>\n",
       "      <td id=\"T_0b3aa_row243_col1\" class=\"data row243 col1\" >-0.053302</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_0b3aa_level0_row244\" class=\"row_heading level0 row244\" >284</th>\n",
       "      <td id=\"T_0b3aa_row244_col0\" class=\"data row244 col0\" >0.043326</td>\n",
       "      <td id=\"T_0b3aa_row244_col1\" class=\"data row244 col1\" >-0.049239</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_0b3aa_level0_row245\" class=\"row_heading level0 row245\" >270</th>\n",
       "      <td id=\"T_0b3aa_row245_col0\" class=\"data row245 col0\" >0.044067</td>\n",
       "      <td id=\"T_0b3aa_row245_col1\" class=\"data row245 col1\" >-0.032045</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_0b3aa_level0_row246\" class=\"row_heading level0 row246\" >1</th>\n",
       "      <td id=\"T_0b3aa_row246_col0\" class=\"data row246 col0\" >0.044323</td>\n",
       "      <td id=\"T_0b3aa_row246_col1\" class=\"data row246 col1\" >-0.028071</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_0b3aa_level0_row247\" class=\"row_heading level0 row247\" >287</th>\n",
       "      <td id=\"T_0b3aa_row247_col0\" class=\"data row247 col0\" >0.044473</td>\n",
       "      <td id=\"T_0b3aa_row247_col1\" class=\"data row247 col1\" >0.043057</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_0b3aa_level0_row248\" class=\"row_heading level0 row248\" >35</th>\n",
       "      <td id=\"T_0b3aa_row248_col0\" class=\"data row248 col0\" >0.045245</td>\n",
       "      <td id=\"T_0b3aa_row248_col1\" class=\"data row248 col1\" >-0.035848</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_0b3aa_level0_row249\" class=\"row_heading level0 row249\" >229</th>\n",
       "      <td id=\"T_0b3aa_row249_col0\" class=\"data row249 col0\" >0.045251</td>\n",
       "      <td id=\"T_0b3aa_row249_col1\" class=\"data row249 col1\" >0.015638</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_0b3aa_level0_row250\" class=\"row_heading level0 row250\" >292</th>\n",
       "      <td id=\"T_0b3aa_row250_col0\" class=\"data row250 col0\" >0.046155</td>\n",
       "      <td id=\"T_0b3aa_row250_col1\" class=\"data row250 col1\" >-0.036524</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_0b3aa_level0_row251\" class=\"row_heading level0 row251\" >299</th>\n",
       "      <td id=\"T_0b3aa_row251_col0\" class=\"data row251 col0\" >0.046540</td>\n",
       "      <td id=\"T_0b3aa_row251_col1\" class=\"data row251 col1\" >0.037767</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_0b3aa_level0_row252\" class=\"row_heading level0 row252\" >9</th>\n",
       "      <td id=\"T_0b3aa_row252_col0\" class=\"data row252 col0\" >0.046884</td>\n",
       "      <td id=\"T_0b3aa_row252_col1\" class=\"data row252 col1\" >-0.077176</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_0b3aa_level0_row253\" class=\"row_heading level0 row253\" >105</th>\n",
       "      <td id=\"T_0b3aa_row253_col0\" class=\"data row253 col0\" >0.048942</td>\n",
       "      <td id=\"T_0b3aa_row253_col1\" class=\"data row253 col1\" >0.116772</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_0b3aa_level0_row254\" class=\"row_heading level0 row254\" >101</th>\n",
       "      <td id=\"T_0b3aa_row254_col0\" class=\"data row254 col0\" >0.049046</td>\n",
       "      <td id=\"T_0b3aa_row254_col1\" class=\"data row254 col1\" >-0.050290</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_0b3aa_level0_row255\" class=\"row_heading level0 row255\" >112</th>\n",
       "      <td id=\"T_0b3aa_row255_col0\" class=\"data row255 col0\" >0.050104</td>\n",
       "      <td id=\"T_0b3aa_row255_col1\" class=\"data row255 col1\" >-0.111276</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_0b3aa_level0_row256\" class=\"row_heading level0 row256\" >178</th>\n",
       "      <td id=\"T_0b3aa_row256_col0\" class=\"data row256 col0\" >0.050333</td>\n",
       "      <td id=\"T_0b3aa_row256_col1\" class=\"data row256 col1\" >-0.062379</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_0b3aa_level0_row257\" class=\"row_heading level0 row257\" >188</th>\n",
       "      <td id=\"T_0b3aa_row257_col0\" class=\"data row257 col0\" >0.051522</td>\n",
       "      <td id=\"T_0b3aa_row257_col1\" class=\"data row257 col1\" >-0.013786</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_0b3aa_level0_row258\" class=\"row_heading level0 row258\" >151</th>\n",
       "      <td id=\"T_0b3aa_row258_col0\" class=\"data row258 col0\" >0.052221</td>\n",
       "      <td id=\"T_0b3aa_row258_col1\" class=\"data row258 col1\" >0.058495</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_0b3aa_level0_row259\" class=\"row_heading level0 row259\" >237</th>\n",
       "      <td id=\"T_0b3aa_row259_col0\" class=\"data row259 col0\" >0.052267</td>\n",
       "      <td id=\"T_0b3aa_row259_col1\" class=\"data row259 col1\" >-0.086490</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_0b3aa_level0_row260\" class=\"row_heading level0 row260\" >215</th>\n",
       "      <td id=\"T_0b3aa_row260_col0\" class=\"data row260 col0\" >0.052430</td>\n",
       "      <td id=\"T_0b3aa_row260_col1\" class=\"data row260 col1\" >0.016270</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_0b3aa_level0_row261\" class=\"row_heading level0 row261\" >197</th>\n",
       "      <td id=\"T_0b3aa_row261_col0\" class=\"data row261 col0\" >0.052724</td>\n",
       "      <td id=\"T_0b3aa_row261_col1\" class=\"data row261 col1\" >-0.075519</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_0b3aa_level0_row262\" class=\"row_heading level0 row262\" >264</th>\n",
       "      <td id=\"T_0b3aa_row262_col0\" class=\"data row262 col0\" >0.053158</td>\n",
       "      <td id=\"T_0b3aa_row262_col1\" class=\"data row262 col1\" >0.039379</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_0b3aa_level0_row263\" class=\"row_heading level0 row263\" >208</th>\n",
       "      <td id=\"T_0b3aa_row263_col0\" class=\"data row263 col0\" >0.053407</td>\n",
       "      <td id=\"T_0b3aa_row263_col1\" class=\"data row263 col1\" >0.118407</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_0b3aa_level0_row264\" class=\"row_heading level0 row264\" >177</th>\n",
       "      <td id=\"T_0b3aa_row264_col0\" class=\"data row264 col0\" >0.060767</td>\n",
       "      <td id=\"T_0b3aa_row264_col1\" class=\"data row264 col1\" >-0.021071</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_0b3aa_level0_row265\" class=\"row_heading level0 row265\" >228</th>\n",
       "      <td id=\"T_0b3aa_row265_col0\" class=\"data row265 col0\" >0.061857</td>\n",
       "      <td id=\"T_0b3aa_row265_col1\" class=\"data row265 col1\" >-0.012520</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_0b3aa_level0_row266\" class=\"row_heading level0 row266\" >100</th>\n",
       "      <td id=\"T_0b3aa_row266_col0\" class=\"data row266 col0\" >0.062799</td>\n",
       "      <td id=\"T_0b3aa_row266_col1\" class=\"data row266 col1\" >0.096231</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_0b3aa_level0_row267\" class=\"row_heading level0 row267\" >50</th>\n",
       "      <td id=\"T_0b3aa_row267_col0\" class=\"data row267 col0\" >0.067131</td>\n",
       "      <td id=\"T_0b3aa_row267_col1\" class=\"data row267 col1\" >0.013210</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_0b3aa_level0_row268\" class=\"row_heading level0 row268\" >203</th>\n",
       "      <td id=\"T_0b3aa_row268_col0\" class=\"data row268 col0\" >0.068846</td>\n",
       "      <td id=\"T_0b3aa_row268_col1\" class=\"data row268 col1\" >0.032403</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_0b3aa_level0_row269\" class=\"row_heading level0 row269\" >191</th>\n",
       "      <td id=\"T_0b3aa_row269_col0\" class=\"data row269 col0\" >0.070041</td>\n",
       "      <td id=\"T_0b3aa_row269_col1\" class=\"data row269 col1\" >-0.074837</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_0b3aa_level0_row270\" class=\"row_heading level0 row270\" >0</th>\n",
       "      <td id=\"T_0b3aa_row270_col0\" class=\"data row270 col0\" >0.070785</td>\n",
       "      <td id=\"T_0b3aa_row270_col1\" class=\"data row270 col1\" >0.009883</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_0b3aa_level0_row271\" class=\"row_heading level0 row271\" >238</th>\n",
       "      <td id=\"T_0b3aa_row271_col0\" class=\"data row271 col0\" >0.070954</td>\n",
       "      <td id=\"T_0b3aa_row271_col1\" class=\"data row271 col1\" >0.051021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_0b3aa_level0_row272\" class=\"row_heading level0 row272\" >109</th>\n",
       "      <td id=\"T_0b3aa_row272_col0\" class=\"data row272 col0\" >0.072689</td>\n",
       "      <td id=\"T_0b3aa_row272_col1\" class=\"data row272 col1\" >-0.021235</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_0b3aa_level0_row273\" class=\"row_heading level0 row273\" >46</th>\n",
       "      <td id=\"T_0b3aa_row273_col0\" class=\"data row273 col0\" >0.072810</td>\n",
       "      <td id=\"T_0b3aa_row273_col1\" class=\"data row273 col1\" >0.121676</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_0b3aa_level0_row274\" class=\"row_heading level0 row274\" >88</th>\n",
       "      <td id=\"T_0b3aa_row274_col0\" class=\"data row274 col0\" >0.072924</td>\n",
       "      <td id=\"T_0b3aa_row274_col1\" class=\"data row274 col1\" >0.060417</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_0b3aa_level0_row275\" class=\"row_heading level0 row275\" >5</th>\n",
       "      <td id=\"T_0b3aa_row275_col0\" class=\"data row275 col0\" >0.073443</td>\n",
       "      <td id=\"T_0b3aa_row275_col1\" class=\"data row275 col1\" >0.016663</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_0b3aa_level0_row276\" class=\"row_heading level0 row276\" >57</th>\n",
       "      <td id=\"T_0b3aa_row276_col0\" class=\"data row276 col0\" >0.075135</td>\n",
       "      <td id=\"T_0b3aa_row276_col1\" class=\"data row276 col1\" >0.036056</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_0b3aa_level0_row277\" class=\"row_heading level0 row277\" >118</th>\n",
       "      <td id=\"T_0b3aa_row277_col0\" class=\"data row277 col0\" >0.079063</td>\n",
       "      <td id=\"T_0b3aa_row277_col1\" class=\"data row277 col1\" >0.034891</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_0b3aa_level0_row278\" class=\"row_heading level0 row278\" >121</th>\n",
       "      <td id=\"T_0b3aa_row278_col0\" class=\"data row278 col0\" >0.080003</td>\n",
       "      <td id=\"T_0b3aa_row278_col1\" class=\"data row278 col1\" >0.017714</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_0b3aa_level0_row279\" class=\"row_heading level0 row279\" >45</th>\n",
       "      <td id=\"T_0b3aa_row279_col0\" class=\"data row279 col0\" >0.080114</td>\n",
       "      <td id=\"T_0b3aa_row279_col1\" class=\"data row279 col1\" >0.039427</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_0b3aa_level0_row280\" class=\"row_heading level0 row280\" >29</th>\n",
       "      <td id=\"T_0b3aa_row280_col0\" class=\"data row280 col0\" >0.082005</td>\n",
       "      <td id=\"T_0b3aa_row280_col1\" class=\"data row280 col1\" >0.030078</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_0b3aa_level0_row281\" class=\"row_heading level0 row281\" >261</th>\n",
       "      <td id=\"T_0b3aa_row281_col0\" class=\"data row281 col0\" >0.083453</td>\n",
       "      <td id=\"T_0b3aa_row281_col1\" class=\"data row281 col1\" >0.164576</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_0b3aa_level0_row282\" class=\"row_heading level0 row282\" >14</th>\n",
       "      <td id=\"T_0b3aa_row282_col0\" class=\"data row282 col0\" >0.084808</td>\n",
       "      <td id=\"T_0b3aa_row282_col1\" class=\"data row282 col1\" >-0.066405</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_0b3aa_level0_row283\" class=\"row_heading level0 row283\" >138</th>\n",
       "      <td id=\"T_0b3aa_row283_col0\" class=\"data row283 col0\" >0.086022</td>\n",
       "      <td id=\"T_0b3aa_row283_col1\" class=\"data row283 col1\" >-0.102839</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_0b3aa_level0_row284\" class=\"row_heading level0 row284\" >224</th>\n",
       "      <td id=\"T_0b3aa_row284_col0\" class=\"data row284 col0\" >0.088399</td>\n",
       "      <td id=\"T_0b3aa_row284_col1\" class=\"data row284 col1\" >-0.004504</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_0b3aa_level0_row285\" class=\"row_heading level0 row285\" >189</th>\n",
       "      <td id=\"T_0b3aa_row285_col0\" class=\"data row285 col0\" >0.090044</td>\n",
       "      <td id=\"T_0b3aa_row285_col1\" class=\"data row285 col1\" >-0.020876</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_0b3aa_level0_row286\" class=\"row_heading level0 row286\" >251</th>\n",
       "      <td id=\"T_0b3aa_row286_col0\" class=\"data row286 col0\" >0.090666</td>\n",
       "      <td id=\"T_0b3aa_row286_col1\" class=\"data row286 col1\" >-0.069569</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_0b3aa_level0_row287\" class=\"row_heading level0 row287\" >210</th>\n",
       "      <td id=\"T_0b3aa_row287_col0\" class=\"data row287 col0\" >0.090818</td>\n",
       "      <td id=\"T_0b3aa_row287_col1\" class=\"data row287 col1\" >0.077602</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_0b3aa_level0_row288\" class=\"row_heading level0 row288\" >39</th>\n",
       "      <td id=\"T_0b3aa_row288_col0\" class=\"data row288 col0\" >0.097263</td>\n",
       "      <td id=\"T_0b3aa_row288_col1\" class=\"data row288 col1\" >0.035350</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_0b3aa_level0_row289\" class=\"row_heading level0 row289\" >60</th>\n",
       "      <td id=\"T_0b3aa_row289_col0\" class=\"data row289 col0\" >0.101125</td>\n",
       "      <td id=\"T_0b3aa_row289_col1\" class=\"data row289 col1\" >0.015324</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_0b3aa_level0_row290\" class=\"row_heading level0 row290\" >34</th>\n",
       "      <td id=\"T_0b3aa_row290_col0\" class=\"data row290 col0\" >0.101626</td>\n",
       "      <td id=\"T_0b3aa_row290_col1\" class=\"data row290 col1\" >0.033869</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_0b3aa_level0_row291\" class=\"row_heading level0 row291\" >115</th>\n",
       "      <td id=\"T_0b3aa_row291_col0\" class=\"data row291 col0\" >0.103828</td>\n",
       "      <td id=\"T_0b3aa_row291_col1\" class=\"data row291 col1\" >0.046644</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_0b3aa_level0_row292\" class=\"row_heading level0 row292\" >30</th>\n",
       "      <td id=\"T_0b3aa_row292_col0\" class=\"data row292 col0\" >0.105182</td>\n",
       "      <td id=\"T_0b3aa_row292_col1\" class=\"data row292 col1\" >0.064587</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_0b3aa_level0_row293\" class=\"row_heading level0 row293\" >41</th>\n",
       "      <td id=\"T_0b3aa_row293_col0\" class=\"data row293 col0\" >0.109150</td>\n",
       "      <td id=\"T_0b3aa_row293_col1\" class=\"data row293 col1\" >0.020859</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_0b3aa_level0_row294\" class=\"row_heading level0 row294\" >10</th>\n",
       "      <td id=\"T_0b3aa_row294_col0\" class=\"data row294 col0\" >0.109457</td>\n",
       "      <td id=\"T_0b3aa_row294_col1\" class=\"data row294 col1\" >0.068951</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_0b3aa_level0_row295\" class=\"row_heading level0 row295\" >156</th>\n",
       "      <td id=\"T_0b3aa_row295_col0\" class=\"data row295 col0\" >0.112470</td>\n",
       "      <td id=\"T_0b3aa_row295_col1\" class=\"data row295 col1\" >0.008915</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_0b3aa_level0_row296\" class=\"row_heading level0 row296\" >82</th>\n",
       "      <td id=\"T_0b3aa_row296_col0\" class=\"data row296 col0\" >0.116264</td>\n",
       "      <td id=\"T_0b3aa_row296_col1\" class=\"data row296 col1\" >-0.047226</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_0b3aa_level0_row297\" class=\"row_heading level0 row297\" >182</th>\n",
       "      <td id=\"T_0b3aa_row297_col0\" class=\"data row297 col0\" >0.121697</td>\n",
       "      <td id=\"T_0b3aa_row297_col1\" class=\"data row297 col1\" >-0.047584</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_0b3aa_level0_row298\" class=\"row_heading level0 row298\" >38</th>\n",
       "      <td id=\"T_0b3aa_row298_col0\" class=\"data row298 col0\" >0.133550</td>\n",
       "      <td id=\"T_0b3aa_row298_col1\" class=\"data row298 col1\" >-0.001031</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_0b3aa_level0_row299\" class=\"row_heading level0 row299\" >248</th>\n",
       "      <td id=\"T_0b3aa_row299_col0\" class=\"data row299 col0\" >0.148216</td>\n",
       "      <td id=\"T_0b3aa_row299_col1\" class=\"data row299 col1\" >0.019010</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n"
      ],
      "text/plain": [
       "<pandas.io.formats.style.Styler at 0x7f3ad2fab820>"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "def highlight_max(x):\n",
    "    return ['font-weight: bold' if abs(v) > 0.15 else ''\n",
    "                for v in x]\n",
    "loadings = pd.DataFrame(pca.components_.T, columns=['PC1', 'PC2'], index=pca_data.columns)\n",
    "loadings.sort_values(by=['PC1'], inplace=True)\n",
    "loadings.style.apply(highlight_max)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "id": "e550329a",
   "metadata": {},
   "outputs": [],
   "source": [
    "dists = pd.DataFrame(euclidean_distances(pcafit, pcafit))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "id": "83a13589",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "15     21.916203\n",
       "148    21.916203\n",
       "dtype: float64"
      ]
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "max_dist = dists.max()[dists.max() == dists.max(axis=1).max()].index \n",
    "dists.max()[dists.max() == dists.max(axis=1).max()]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "id": "b30901e2",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "text                Well you know, I have to tell you, as I've sai...\n",
       "filepath                    ./Data/speeches/2012-05-10-SameSexMarriage.txt\n",
       "date                                                       2012-05-10\n",
       "source                                                            oba\n",
       "sentences           [\"Well you know, I have to tell you, as I've s...\n",
       "words               ['Well', 'you', 'know', ',', 'I', 'have', 'to'...\n",
       "num_sents                                                          77\n",
       "num_words                                                        1710\n",
       "word_set            {'strengthen', 'gone', 'strongly', 'voted', 's...\n",
       "num_unique_words                                                  526\n",
       "enc                 [-1.5855007, 1.6168158, -3.3720534, -0.7653962...\n",
       "Name: 15, dtype: object"
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.iloc[max_dist[0]]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "id": "b3bf87f4",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "text                The Intel Corporation announced plans on Frida...\n",
       "filepath                           ./Data/NYTimes/2011-02-19-IntelCorp.txt\n",
       "date                                                       2011-02-19\n",
       "source                                                            nyt\n",
       "sentences           ['The Intel Corporation announced plans on Fri...\n",
       "words               ['The', 'Intel', 'Corporation', 'announced', '...\n",
       "num_sents                                                           4\n",
       "num_words                                                          87\n",
       "word_set            {'5', 'The', 'by', 'President', 'research', 'a...\n",
       "num_unique_words                                                   63\n",
       "enc                 [-2.3413625, -0.080605224, -2.1773891, 1.05917...\n",
       "Name: 148, dtype: object"
      ]
     },
     "execution_count": 30,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.iloc[max_dist[1]]"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c124ab77",
   "metadata": {},
   "source": [
    "<A HREF=\"https://pandas.pydata.org/Pandas_Cheat_Sheet.pdf\">Pandas Cheat Sheet</A>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "id": "b5e453b9",
   "metadata": {},
   "outputs": [
    {
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       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>Let me first of all say how grateful I am for ...</td>\n",
       "      <td>./Data/speeches/2012-07-21-AuroraShooting.txt</td>\n",
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       "                                                 text  \\\n",
       "37  Let me first of all say how grateful I am for ...   \n",
       "\n",
       "                                    filepath        date source  \\\n",
       "37  ./Data/speeches/2012-07-21-AuroraShooting.txt  2012-07-21    oba   \n",
       "\n",
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       "\n",
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      ]
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     "execution_count": 31,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "date1='2012-07-21'\n",
    "source1='oba'\n",
    "df.query('date==@date1 and source==@source1')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "id": "050b1220",
   "metadata": {},
   "outputs": [
    {
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       "  <tbody>\n",
       "    <tr>\n",
       "      <th>264</th>\n",
       "      <td>Thousands of secret military documents were re...</td>\n",
       "      <td>./Data/WSJ/2010-07-26-Wikileaks.txt</td>\n",
       "      <td>2010-07-26</td>\n",
       "      <td>wsj</td>\n",
       "      <td>['Thousands of secret military documents were ...</td>\n",
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       "                                                  text  \\\n",
       "264  Thousands of secret military documents were re...   \n",
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       "                           filepath        date source  \\\n",
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     "execution_count": 32,
     "metadata": {},
     "output_type": "execute_result"
    }
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    "date2='2010-07-26'\n",
    "source2='wsj'\n",
    "df.query('date==@date2 and source==@source2')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "id": "459efb1a",
   "metadata": {},
   "outputs": [
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    "dists.iloc[df.query('date==@date1 and source==@source1').index,\n",
    "           df.query('date==@date2 and source==@source2').index]"
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  {
   "cell_type": "code",
   "execution_count": null,
   "id": "be2ad307",
   "metadata": {},
   "outputs": [],
   "source": []
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