Toxic_Comment_Classification4.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 61,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import pandas as np\n",
    "import xgboost as xgb\n",
    "import re\n",
    "from sklearn.feature_extraction.text import TfidfVectorizer\n",
    "from sklearn.cross_validation import train_test_split"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "height has been deprecated.\n",
      "\n"
     ]
    }
   ],
   "source": [
    "pd.set_option('display.max_columns', 1000)\n",
    "pd.set_option('display.max_colwidth', -1)\n",
    "pd.set_option('display.height', 500)\n",
    "pd.set_option('display.max_rows', 500)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "train = pd.read_csv(r\"C:\\Users\\Mayank\\Desktop\\Kaggle\\Toxic Comment Classification\\\\train.csv\")\n",
    "test = pd.read_csv (r\"C:\\Users\\Mayank\\Desktop\\Kaggle\\Toxic Comment Classification\\test.csv\")\n",
    "submission = pd.read_csv(r\"C:\\Users\\Mayank\\Desktop\\Kaggle\\Toxic Comment Classification\\sample_submission.csv\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(159571, 8)"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#Checking the initial train shape\n",
    "train.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(153164, 2)"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#Test initial shape\n",
    "test.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['id', 'comment_text', 'toxic', 'severe_toxic', 'obscene', 'threat',\n",
       "       'insult', 'identity_hate'],\n",
       "      dtype='object')"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#train columns\n",
    "train.columns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0    158166\n",
       "1    1405  \n",
       "Name: identity_hate, dtype: int64"
      ]
     },
     "execution_count": 43,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#Let's get the ratio of 1's to 0's\n",
    "train[\"identity_hate\"].value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0.8804858025581089\n"
     ]
    }
   ],
   "source": [
    "#ratio\n",
    "a = (1405/159571)*100\n",
    "print (a)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "#So the class is imalanced , the highest being toxic"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "#Features.Time to create some basic features before feeding into model."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "#let's fill the na's in the data\n",
    "train = train.fillna(' ')\n",
    "test = test.fillna(' ')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "#Combining text to create features\n",
    "train_text = train['comment_text']\n",
    "test_text = test['comment_text']\n",
    "all_text = pd.concat([train_text, test_text])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "word_vectorizer = TfidfVectorizer(\n",
    "    sublinear_tf=True,\n",
    "    strip_accents='unicode',\n",
    "    analyzer='word',\n",
    "    token_pattern=r'\\w{1,}',\n",
    "    stop_words='english',\n",
    "    ngram_range=(1, 1),\n",
    "    max_features=10000)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "TfidfVectorizer(analyzer='word', binary=False, decode_error='strict',\n",
       "        dtype=<class 'numpy.int64'>, encoding='utf-8', input='content',\n",
       "        lowercase=True, max_df=1.0, max_features=10000, min_df=1,\n",
       "        ngram_range=(1, 1), norm='l2', preprocessor=None, smooth_idf=True,\n",
       "        stop_words='english', strip_accents='unicode', sublinear_tf=True,\n",
       "        token_pattern='\\\\w{1,}', tokenizer=None, use_idf=True,\n",
       "        vocabulary=None)"
      ]
     },
     "execution_count": 55,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "word_vectorizer.fit(all_text)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 56,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\Mayank\\Anaconda3\\lib\\site-packages\\sklearn\\feature_extraction\\text.py:1089: FutureWarning: Conversion of the second argument of issubdtype from `float` to `np.floating` is deprecated. In future, it will be treated as `np.float64 == np.dtype(float).type`.\n",
      "  if hasattr(X, 'dtype') and np.issubdtype(X.dtype, np.float):\n"
     ]
    }
   ],
   "source": [
    "train_word_features = word_vectorizer.transform(train_text)\n",
    "test_word_features = word_vectorizer.transform(test_text)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 59,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# #best parameters for XGB\n",
    "# param['objective'] = 'binary:logistic'\n",
    "\n",
    "# param['eta'] = 0.095\n",
    "\n",
    "# param['max_depth'] = 5\n",
    "\n",
    "# param['silent'] = 1\n",
    "\n",
    "# param['eval_metric'] = 'auc'\n",
    "\n",
    "# param['min_child_weight'] = 2\n",
    "\n",
    "# param['subsample'] = 0.7\n",
    "\n",
    "# param['colsample_bytree'] = 0.7"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 62,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "#Splitting the data into train and test sets using SVD feature\n",
    "y_train = train['toxic']\n",
    "x_train, x_valid, y_train, y_valid = train_test_split(train_word_features, y_train, test_size=0.10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 63,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
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      "[488]\ttrain-auc:0.97313+0.000354578\ttest-auc:0.957287+0.00281606\n",
      "[489]\ttrain-auc:0.973156+0.000357052\ttest-auc:0.957311+0.002818\n",
      "[490]\ttrain-auc:0.973192+0.000353662\ttest-auc:0.957338+0.00280188\n",
      "[491]\ttrain-auc:0.973227+0.000349691\ttest-auc:0.957383+0.00280472\n",
      "[492]\ttrain-auc:0.973269+0.000364385\ttest-auc:0.957414+0.00281454\n",
      "[493]\ttrain-auc:0.973306+0.00036212\ttest-auc:0.957438+0.00280873\n",
      "[494]\ttrain-auc:0.973332+0.000361526\ttest-auc:0.957471+0.00280944\n",
      "[495]\ttrain-auc:0.973354+0.000365313\ttest-auc:0.957505+0.00279279\n",
      "[496]\ttrain-auc:0.973398+0.000376003\ttest-auc:0.957509+0.00279273\n",
      "[497]\ttrain-auc:0.973425+0.000375843\ttest-auc:0.957521+0.00279136\n",
      "[498]\ttrain-auc:0.97345+0.00038204\ttest-auc:0.957533+0.00278776\n",
      "[499]\ttrain-auc:0.973492+0.000395866\ttest-auc:0.957586+0.00275501\n"
     ]
    }
   ],
   "source": [
    "n_folds = 10\n",
    "early_stopping = 10\n",
    "params = {'eta': 0.095, 'max_depth': 5, 'subsample': 0.7, 'colsample_bytree': 0.7,'min_child_weight':2, 'objective': 'binary:logistic', 'seed': 99, 'silent': 1, 'eval_metric':'auc', 'nthread':4}\n",
    "\n",
    "xg_train = xgb.DMatrix(x_train,  label=y_t rain);\n",
    "\n",
    "cv = xgb.cv(params, xg_train, 500, nfold=n_folds, early_stopping_rounds=early_stopping, verbose_eval=1)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 64,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "def importance_XGB(model):\n",
    "    impdf = []\n",
    "    for ft, score in model.get_fscore().iteritems():\n",
    "        impdf.append({'feature': ft, 'importance': score})\n",
    "    impdf = pd.DataFrame(impdf)\n",
    "    impdf = impdf.sort_values(by='importance', ascending=False).reset_index(drop=True)\n",
    "    impdf['importance'] /= impdf['importance'].sum()\n",
    "    return impdf"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 67,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>test-auc-mean</th>\n",
       "      <th>test-auc-std</th>\n",
       "      <th>train-auc-mean</th>\n",
       "      <th>train-auc-std</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0.650769</td>\n",
       "      <td>0.021384</td>\n",
       "      <td>0.652526</td>\n",
       "      <td>0.022069</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>0.686672</td>\n",
       "      <td>0.016170</td>\n",
       "      <td>0.688221</td>\n",
       "      <td>0.012935</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>0.700593</td>\n",
       "      <td>0.014165</td>\n",
       "      <td>0.702571</td>\n",
       "      <td>0.011853</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>0.714989</td>\n",
       "      <td>0.011869</td>\n",
       "      <td>0.715843</td>\n",
       "      <td>0.008253</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>0.719717</td>\n",
       "      <td>0.010216</td>\n",
       "      <td>0.721323</td>\n",
       "      <td>0.007300</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>0.724713</td>\n",
       "      <td>0.008366</td>\n",
       "      <td>0.725834</td>\n",
       "      <td>0.006555</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>0.731209</td>\n",
       "      <td>0.008002</td>\n",
       "      <td>0.732606</td>\n",
       "      <td>0.006070</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>0.734656</td>\n",
       "      <td>0.008316</td>\n",
       "      <td>0.736327</td>\n",
       "      <td>0.004382</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>0.739646</td>\n",
       "      <td>0.008700</td>\n",
       "      <td>0.740930</td>\n",
       "      <td>0.004234</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>0.743097</td>\n",
       "      <td>0.009899</td>\n",
       "      <td>0.744080</td>\n",
       "      <td>0.004250</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>0.743999</td>\n",
       "      <td>0.010390</td>\n",
       "      <td>0.745245</td>\n",
       "      <td>0.003780</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>0.748314</td>\n",
       "      <td>0.006177</td>\n",
       "      <td>0.749074</td>\n",
       "      <td>0.002135</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>0.752541</td>\n",
       "      <td>0.011669</td>\n",
       "      <td>0.753403</td>\n",
       "      <td>0.012862</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>0.754959</td>\n",
       "      <td>0.012556</td>\n",
       "      <td>0.756715</td>\n",
       "      <td>0.013499</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>0.760955</td>\n",
       "      <td>0.011552</td>\n",
       "      <td>0.763443</td>\n",
       "      <td>0.012279</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>0.775087</td>\n",
       "      <td>0.020828</td>\n",
       "      <td>0.777864</td>\n",
       "      <td>0.018214</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>0.785542</td>\n",
       "      <td>0.019803</td>\n",
       "      <td>0.788520</td>\n",
       "      <td>0.017947</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>0.799845</td>\n",
       "      <td>0.011799</td>\n",
       "      <td>0.802473</td>\n",
       "      <td>0.012383</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>0.808220</td>\n",
       "      <td>0.006483</td>\n",
       "      <td>0.811206</td>\n",
       "      <td>0.004077</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>0.811344</td>\n",
       "      <td>0.006241</td>\n",
       "      <td>0.814718</td>\n",
       "      <td>0.003845</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>0.815401</td>\n",
       "      <td>0.005425</td>\n",
       "      <td>0.818693</td>\n",
       "      <td>0.003538</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>0.819935</td>\n",
       "      <td>0.006057</td>\n",
       "      <td>0.822967</td>\n",
       "      <td>0.003190</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>0.827054</td>\n",
       "      <td>0.009487</td>\n",
       "      <td>0.830337</td>\n",
       "      <td>0.006197</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>0.832797</td>\n",
       "      <td>0.011634</td>\n",
       "      <td>0.837041</td>\n",
       "      <td>0.008564</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>0.839910</td>\n",
       "      <td>0.008740</td>\n",
       "      <td>0.843704</td>\n",
       "      <td>0.007332</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>0.841668</td>\n",
       "      <td>0.008418</td>\n",
       "      <td>0.844991</td>\n",
       "      <td>0.007186</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>0.847706</td>\n",
       "      <td>0.006588</td>\n",
       "      <td>0.850747</td>\n",
       "      <td>0.002881</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>0.849568</td>\n",
       "      <td>0.005326</td>\n",
       "      <td>0.852800</td>\n",
       "      <td>0.002148</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>0.851173</td>\n",
       "      <td>0.006300</td>\n",
       "      <td>0.854588</td>\n",
       "      <td>0.002691</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>0.852549</td>\n",
       "      <td>0.006457</td>\n",
       "      <td>0.855778</td>\n",
       "      <td>0.002749</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>0.854147</td>\n",
       "      <td>0.006512</td>\n",
       "      <td>0.857576</td>\n",
       "      <td>0.002506</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>0.856862</td>\n",
       "      <td>0.006072</td>\n",
       "      <td>0.860684</td>\n",
       "      <td>0.002792</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>0.860220</td>\n",
       "      <td>0.005715</td>\n",
       "      <td>0.863961</td>\n",
       "      <td>0.002462</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>0.862814</td>\n",
       "      <td>0.005464</td>\n",
       "      <td>0.866854</td>\n",
       "      <td>0.002896</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>0.863812</td>\n",
       "      <td>0.005601</td>\n",
       "      <td>0.868212</td>\n",
       "      <td>0.002901</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>0.866626</td>\n",
       "      <td>0.005585</td>\n",
       "      <td>0.871442</td>\n",
       "      <td>0.001870</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>0.869038</td>\n",
       "      <td>0.005661</td>\n",
       "      <td>0.874117</td>\n",
       "      <td>0.001931</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>0.870301</td>\n",
       "      <td>0.005496</td>\n",
       "      <td>0.875407</td>\n",
       "      <td>0.001977</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>0.870783</td>\n",
       "      <td>0.005467</td>\n",
       "      <td>0.876326</td>\n",
       "      <td>0.002005</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>0.872484</td>\n",
       "      <td>0.005817</td>\n",
       "      <td>0.877839</td>\n",
       "      <td>0.002281</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40</th>\n",
       "      <td>0.873986</td>\n",
       "      <td>0.005723</td>\n",
       "      <td>0.879454</td>\n",
       "      <td>0.002476</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>41</th>\n",
       "      <td>0.875534</td>\n",
       "      <td>0.006065</td>\n",
       "      <td>0.880856</td>\n",
       "      <td>0.002763</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>42</th>\n",
       "      <td>0.878455</td>\n",
       "      <td>0.005918</td>\n",
       "      <td>0.883481</td>\n",
       "      <td>0.002464</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43</th>\n",
       "      <td>0.879573</td>\n",
       "      <td>0.005768</td>\n",
       "      <td>0.884610</td>\n",
       "      <td>0.002024</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>44</th>\n",
       "      <td>0.880605</td>\n",
       "      <td>0.006043</td>\n",
       "      <td>0.885717</td>\n",
       "      <td>0.002661</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>45</th>\n",
       "      <td>0.881957</td>\n",
       "      <td>0.005592</td>\n",
       "      <td>0.887262</td>\n",
       "      <td>0.002048</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>46</th>\n",
       "      <td>0.883577</td>\n",
       "      <td>0.005618</td>\n",
       "      <td>0.888944</td>\n",
       "      <td>0.002467</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>47</th>\n",
       "      <td>0.884102</td>\n",
       "      <td>0.005195</td>\n",
       "      <td>0.889829</td>\n",
       "      <td>0.002421</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>48</th>\n",
       "      <td>0.885486</td>\n",
       "      <td>0.004914</td>\n",
       "      <td>0.891477</td>\n",
       "      <td>0.001771</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49</th>\n",
       "      <td>0.886384</td>\n",
       "      <td>0.005382</td>\n",
       "      <td>0.892609</td>\n",
       "      <td>0.001843</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50</th>\n",
       "      <td>0.887607</td>\n",
       "      <td>0.005996</td>\n",
       "      <td>0.893978</td>\n",
       "      <td>0.002131</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>51</th>\n",
       "      <td>0.888774</td>\n",
       "      <td>0.005281</td>\n",
       "      <td>0.895190</td>\n",
       "      <td>0.001751</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>52</th>\n",
       "      <td>0.889727</td>\n",
       "      <td>0.005500</td>\n",
       "      <td>0.896159</td>\n",
       "      <td>0.001943</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>53</th>\n",
       "      <td>0.891351</td>\n",
       "      <td>0.004066</td>\n",
       "      <td>0.897500</td>\n",
       "      <td>0.001592</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>54</th>\n",
       "      <td>0.892149</td>\n",
       "      <td>0.003975</td>\n",
       "      <td>0.898642</td>\n",
       "      <td>0.001753</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>55</th>\n",
       "      <td>0.892992</td>\n",
       "      <td>0.004364</td>\n",
       "      <td>0.899705</td>\n",
       "      <td>0.001866</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>56</th>\n",
       "      <td>0.894027</td>\n",
       "      <td>0.004943</td>\n",
       "      <td>0.900617</td>\n",
       "      <td>0.001355</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>57</th>\n",
       "      <td>0.894750</td>\n",
       "      <td>0.004590</td>\n",
       "      <td>0.901328</td>\n",
       "      <td>0.001481</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>58</th>\n",
       "      <td>0.895520</td>\n",
       "      <td>0.004879</td>\n",
       "      <td>0.902321</td>\n",
       "      <td>0.001839</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>59</th>\n",
       "      <td>0.896424</td>\n",
       "      <td>0.004859</td>\n",
       "      <td>0.903317</td>\n",
       "      <td>0.001721</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>60</th>\n",
       "      <td>0.896901</td>\n",
       "      <td>0.004473</td>\n",
       "      <td>0.903817</td>\n",
       "      <td>0.001741</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>61</th>\n",
       "      <td>0.897497</td>\n",
       "      <td>0.004439</td>\n",
       "      <td>0.904475</td>\n",
       "      <td>0.001628</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>62</th>\n",
       "      <td>0.898306</td>\n",
       "      <td>0.004743</td>\n",
       "      <td>0.905250</td>\n",
       "      <td>0.001804</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>63</th>\n",
       "      <td>0.898885</td>\n",
       "      <td>0.004823</td>\n",
       "      <td>0.906036</td>\n",
       "      <td>0.002099</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>64</th>\n",
       "      <td>0.900039</td>\n",
       "      <td>0.004620</td>\n",
       "      <td>0.907217</td>\n",
       "      <td>0.001807</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>65</th>\n",
       "      <td>0.900581</td>\n",
       "      <td>0.004564</td>\n",
       "      <td>0.907835</td>\n",
       "      <td>0.001719</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>66</th>\n",
       "      <td>0.901487</td>\n",
       "      <td>0.004415</td>\n",
       "      <td>0.908713</td>\n",
       "      <td>0.001743</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>67</th>\n",
       "      <td>0.902266</td>\n",
       "      <td>0.004829</td>\n",
       "      <td>0.909670</td>\n",
       "      <td>0.001781</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>68</th>\n",
       "      <td>0.902921</td>\n",
       "      <td>0.004771</td>\n",
       "      <td>0.910403</td>\n",
       "      <td>0.001540</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>69</th>\n",
       "      <td>0.903773</td>\n",
       "      <td>0.004910</td>\n",
       "      <td>0.911286</td>\n",
       "      <td>0.001786</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>70</th>\n",
       "      <td>0.904538</td>\n",
       "      <td>0.004817</td>\n",
       "      <td>0.912068</td>\n",
       "      <td>0.001854</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>71</th>\n",
       "      <td>0.905727</td>\n",
       "      <td>0.004511</td>\n",
       "      <td>0.913174</td>\n",
       "      <td>0.001569</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>72</th>\n",
       "      <td>0.906516</td>\n",
       "      <td>0.004506</td>\n",
       "      <td>0.914132</td>\n",
       "      <td>0.001319</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>73</th>\n",
       "      <td>0.907155</td>\n",
       "      <td>0.004759</td>\n",
       "      <td>0.915012</td>\n",
       "      <td>0.001185</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>74</th>\n",
       "      <td>0.907549</td>\n",
       "      <td>0.004522</td>\n",
       "      <td>0.915578</td>\n",
       "      <td>0.001115</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75</th>\n",
       "      <td>0.908492</td>\n",
       "      <td>0.004842</td>\n",
       "      <td>0.916561</td>\n",
       "      <td>0.001141</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>76</th>\n",
       "      <td>0.909088</td>\n",
       "      <td>0.004456</td>\n",
       "      <td>0.917381</td>\n",
       "      <td>0.000942</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>77</th>\n",
       "      <td>0.909826</td>\n",
       "      <td>0.004393</td>\n",
       "      <td>0.918230</td>\n",
       "      <td>0.000968</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>78</th>\n",
       "      <td>0.909967</td>\n",
       "      <td>0.004370</td>\n",
       "      <td>0.918740</td>\n",
       "      <td>0.000921</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>79</th>\n",
       "      <td>0.910543</td>\n",
       "      <td>0.004215</td>\n",
       "      <td>0.919377</td>\n",
       "      <td>0.001145</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>80</th>\n",
       "      <td>0.911265</td>\n",
       "      <td>0.004079</td>\n",
       "      <td>0.920071</td>\n",
       "      <td>0.001237</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>81</th>\n",
       "      <td>0.911906</td>\n",
       "      <td>0.004077</td>\n",
       "      <td>0.920901</td>\n",
       "      <td>0.001205</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>82</th>\n",
       "      <td>0.912437</td>\n",
       "      <td>0.004414</td>\n",
       "      <td>0.921561</td>\n",
       "      <td>0.001228</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>83</th>\n",
       "      <td>0.913078</td>\n",
       "      <td>0.004407</td>\n",
       "      <td>0.922208</td>\n",
       "      <td>0.001203</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>84</th>\n",
       "      <td>0.913523</td>\n",
       "      <td>0.004358</td>\n",
       "      <td>0.922819</td>\n",
       "      <td>0.001142</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>85</th>\n",
       "      <td>0.913830</td>\n",
       "      <td>0.004260</td>\n",
       "      <td>0.923295</td>\n",
       "      <td>0.001095</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>86</th>\n",
       "      <td>0.914352</td>\n",
       "      <td>0.004323</td>\n",
       "      <td>0.923917</td>\n",
       "      <td>0.001026</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>87</th>\n",
       "      <td>0.914936</td>\n",
       "      <td>0.004307</td>\n",
       "      <td>0.924389</td>\n",
       "      <td>0.000862</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>88</th>\n",
       "      <td>0.915619</td>\n",
       "      <td>0.004210</td>\n",
       "      <td>0.925086</td>\n",
       "      <td>0.000977</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>89</th>\n",
       "      <td>0.916334</td>\n",
       "      <td>0.004330</td>\n",
       "      <td>0.925746</td>\n",
       "      <td>0.001038</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>90</th>\n",
       "      <td>0.916652</td>\n",
       "      <td>0.004489</td>\n",
       "      <td>0.926073</td>\n",
       "      <td>0.000874</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>91</th>\n",
       "      <td>0.917240</td>\n",
       "      <td>0.004414</td>\n",
       "      <td>0.926594</td>\n",
       "      <td>0.000870</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>92</th>\n",
       "      <td>0.917833</td>\n",
       "      <td>0.004552</td>\n",
       "      <td>0.927127</td>\n",
       "      <td>0.000920</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>93</th>\n",
       "      <td>0.918324</td>\n",
       "      <td>0.004510</td>\n",
       "      <td>0.927618</td>\n",
       "      <td>0.000686</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>94</th>\n",
       "      <td>0.918843</td>\n",
       "      <td>0.004687</td>\n",
       "      <td>0.928194</td>\n",
       "      <td>0.000524</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>95</th>\n",
       "      <td>0.919569</td>\n",
       "      <td>0.004834</td>\n",
       "      <td>0.928775</td>\n",
       "      <td>0.000467</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>96</th>\n",
       "      <td>0.919960</td>\n",
       "      <td>0.004746</td>\n",
       "      <td>0.929273</td>\n",
       "      <td>0.000447</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>97</th>\n",
       "      <td>0.920478</td>\n",
       "      <td>0.004797</td>\n",
       "      <td>0.929608</td>\n",
       "      <td>0.000449</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>98</th>\n",
       "      <td>0.921019</td>\n",
       "      <td>0.004806</td>\n",
       "      <td>0.930050</td>\n",
       "      <td>0.000440</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>99</th>\n",
       "      <td>0.921360</td>\n",
       "      <td>0.004809</td>\n",
       "      <td>0.930534</td>\n",
       "      <td>0.000411</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>100</th>\n",
       "      <td>0.921506</td>\n",
       "      <td>0.004734</td>\n",
       "      <td>0.930880</td>\n",
       "      <td>0.000507</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>101</th>\n",
       "      <td>0.921823</td>\n",
       "      <td>0.004729</td>\n",
       "      <td>0.931269</td>\n",
       "      <td>0.000387</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>102</th>\n",
       "      <td>0.922108</td>\n",
       "      <td>0.004770</td>\n",
       "      <td>0.931681</td>\n",
       "      <td>0.000454</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>103</th>\n",
       "      <td>0.922516</td>\n",
       "      <td>0.004751</td>\n",
       "      <td>0.932164</td>\n",
       "      <td>0.000525</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>104</th>\n",
       "      <td>0.922720</td>\n",
       "      <td>0.004697</td>\n",
       "      <td>0.932455</td>\n",
       "      <td>0.000466</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>105</th>\n",
       "      <td>0.923148</td>\n",
       "      <td>0.004679</td>\n",
       "      <td>0.932947</td>\n",
       "      <td>0.000600</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>106</th>\n",
       "      <td>0.923370</td>\n",
       "      <td>0.004776</td>\n",
       "      <td>0.933227</td>\n",
       "      <td>0.000608</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>107</th>\n",
       "      <td>0.923505</td>\n",
       "      <td>0.004842</td>\n",
       "      <td>0.933501</td>\n",
       "      <td>0.000688</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>108</th>\n",
       "      <td>0.923872</td>\n",
       "      <td>0.004879</td>\n",
       "      <td>0.933861</td>\n",
       "      <td>0.000668</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>109</th>\n",
       "      <td>0.924097</td>\n",
       "      <td>0.004791</td>\n",
       "      <td>0.934158</td>\n",
       "      <td>0.000640</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>110</th>\n",
       "      <td>0.924416</td>\n",
       "      <td>0.004688</td>\n",
       "      <td>0.934523</td>\n",
       "      <td>0.000700</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>111</th>\n",
       "      <td>0.924769</td>\n",
       "      <td>0.004460</td>\n",
       "      <td>0.934976</td>\n",
       "      <td>0.000662</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>112</th>\n",
       "      <td>0.925036</td>\n",
       "      <td>0.004340</td>\n",
       "      <td>0.935284</td>\n",
       "      <td>0.000698</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>113</th>\n",
       "      <td>0.925484</td>\n",
       "      <td>0.004276</td>\n",
       "      <td>0.935641</td>\n",
       "      <td>0.000639</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>114</th>\n",
       "      <td>0.925956</td>\n",
       "      <td>0.004481</td>\n",
       "      <td>0.936093</td>\n",
       "      <td>0.000577</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>115</th>\n",
       "      <td>0.926242</td>\n",
       "      <td>0.004316</td>\n",
       "      <td>0.936448</td>\n",
       "      <td>0.000579</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>116</th>\n",
       "      <td>0.926639</td>\n",
       "      <td>0.004303</td>\n",
       "      <td>0.936840</td>\n",
       "      <td>0.000608</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>117</th>\n",
       "      <td>0.926984</td>\n",
       "      <td>0.004168</td>\n",
       "      <td>0.937137</td>\n",
       "      <td>0.000527</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>118</th>\n",
       "      <td>0.927434</td>\n",
       "      <td>0.004181</td>\n",
       "      <td>0.937537</td>\n",
       "      <td>0.000528</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>119</th>\n",
       "      <td>0.927678</td>\n",
       "      <td>0.004230</td>\n",
       "      <td>0.937846</td>\n",
       "      <td>0.000495</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>120</th>\n",
       "      <td>0.927967</td>\n",
       "      <td>0.004256</td>\n",
       "      <td>0.938132</td>\n",
       "      <td>0.000465</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>121</th>\n",
       "      <td>0.928167</td>\n",
       "      <td>0.004151</td>\n",
       "      <td>0.938339</td>\n",
       "      <td>0.000561</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>122</th>\n",
       "      <td>0.928266</td>\n",
       "      <td>0.004233</td>\n",
       "      <td>0.938576</td>\n",
       "      <td>0.000483</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>123</th>\n",
       "      <td>0.928462</td>\n",
       "      <td>0.004191</td>\n",
       "      <td>0.938878</td>\n",
       "      <td>0.000479</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>124</th>\n",
       "      <td>0.928900</td>\n",
       "      <td>0.004142</td>\n",
       "      <td>0.939236</td>\n",
       "      <td>0.000438</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>125</th>\n",
       "      <td>0.929042</td>\n",
       "      <td>0.004083</td>\n",
       "      <td>0.939471</td>\n",
       "      <td>0.000455</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>126</th>\n",
       "      <td>0.929277</td>\n",
       "      <td>0.004216</td>\n",
       "      <td>0.939701</td>\n",
       "      <td>0.000490</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>127</th>\n",
       "      <td>0.929517</td>\n",
       "      <td>0.004177</td>\n",
       "      <td>0.939945</td>\n",
       "      <td>0.000485</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>128</th>\n",
       "      <td>0.929659</td>\n",
       "      <td>0.004076</td>\n",
       "      <td>0.940157</td>\n",
       "      <td>0.000420</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>129</th>\n",
       "      <td>0.929847</td>\n",
       "      <td>0.004008</td>\n",
       "      <td>0.940432</td>\n",
       "      <td>0.000473</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>130</th>\n",
       "      <td>0.930145</td>\n",
       "      <td>0.004030</td>\n",
       "      <td>0.940734</td>\n",
       "      <td>0.000533</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>131</th>\n",
       "      <td>0.930412</td>\n",
       "      <td>0.003955</td>\n",
       "      <td>0.941073</td>\n",
       "      <td>0.000540</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>132</th>\n",
       "      <td>0.930633</td>\n",
       "      <td>0.003962</td>\n",
       "      <td>0.941396</td>\n",
       "      <td>0.000583</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>133</th>\n",
       "      <td>0.930790</td>\n",
       "      <td>0.003856</td>\n",
       "      <td>0.941681</td>\n",
       "      <td>0.000607</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>134</th>\n",
       "      <td>0.930923</td>\n",
       "      <td>0.003909</td>\n",
       "      <td>0.941851</td>\n",
       "      <td>0.000636</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>135</th>\n",
       "      <td>0.931132</td>\n",
       "      <td>0.003902</td>\n",
       "      <td>0.942079</td>\n",
       "      <td>0.000634</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>136</th>\n",
       "      <td>0.931304</td>\n",
       "      <td>0.003893</td>\n",
       "      <td>0.942304</td>\n",
       "      <td>0.000697</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>137</th>\n",
       "      <td>0.931540</td>\n",
       "      <td>0.003987</td>\n",
       "      <td>0.942624</td>\n",
       "      <td>0.000722</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>138</th>\n",
       "      <td>0.931672</td>\n",
       "      <td>0.003930</td>\n",
       "      <td>0.942836</td>\n",
       "      <td>0.000722</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>139</th>\n",
       "      <td>0.932060</td>\n",
       "      <td>0.003836</td>\n",
       "      <td>0.943088</td>\n",
       "      <td>0.000699</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>140</th>\n",
       "      <td>0.932432</td>\n",
       "      <td>0.003830</td>\n",
       "      <td>0.943423</td>\n",
       "      <td>0.000598</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>141</th>\n",
       "      <td>0.932603</td>\n",
       "      <td>0.003844</td>\n",
       "      <td>0.943684</td>\n",
       "      <td>0.000562</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>142</th>\n",
       "      <td>0.932770</td>\n",
       "      <td>0.003899</td>\n",
       "      <td>0.943892</td>\n",
       "      <td>0.000545</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>143</th>\n",
       "      <td>0.933096</td>\n",
       "      <td>0.003753</td>\n",
       "      <td>0.944150</td>\n",
       "      <td>0.000535</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>144</th>\n",
       "      <td>0.933334</td>\n",
       "      <td>0.003633</td>\n",
       "      <td>0.944417</td>\n",
       "      <td>0.000542</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>145</th>\n",
       "      <td>0.933444</td>\n",
       "      <td>0.003685</td>\n",
       "      <td>0.944589</td>\n",
       "      <td>0.000520</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>146</th>\n",
       "      <td>0.933794</td>\n",
       "      <td>0.003711</td>\n",
       "      <td>0.944930</td>\n",
       "      <td>0.000548</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>147</th>\n",
       "      <td>0.934052</td>\n",
       "      <td>0.003731</td>\n",
       "      <td>0.945127</td>\n",
       "      <td>0.000617</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>148</th>\n",
       "      <td>0.934354</td>\n",
       "      <td>0.003816</td>\n",
       "      <td>0.945382</td>\n",
       "      <td>0.000529</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>149</th>\n",
       "      <td>0.934636</td>\n",
       "      <td>0.003934</td>\n",
       "      <td>0.945641</td>\n",
       "      <td>0.000525</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>150</th>\n",
       "      <td>0.935021</td>\n",
       "      <td>0.003987</td>\n",
       "      <td>0.945926</td>\n",
       "      <td>0.000541</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>151</th>\n",
       "      <td>0.935180</td>\n",
       "      <td>0.003973</td>\n",
       "      <td>0.946007</td>\n",
       "      <td>0.000531</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>152</th>\n",
       "      <td>0.935411</td>\n",
       "      <td>0.004036</td>\n",
       "      <td>0.946278</td>\n",
       "      <td>0.000501</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>153</th>\n",
       "      <td>0.935513</td>\n",
       "      <td>0.004111</td>\n",
       "      <td>0.946457</td>\n",
       "      <td>0.000450</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>154</th>\n",
       "      <td>0.935730</td>\n",
       "      <td>0.003932</td>\n",
       "      <td>0.946620</td>\n",
       "      <td>0.000447</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>155</th>\n",
       "      <td>0.935893</td>\n",
       "      <td>0.004060</td>\n",
       "      <td>0.946847</td>\n",
       "      <td>0.000438</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>156</th>\n",
       "      <td>0.936049</td>\n",
       "      <td>0.004016</td>\n",
       "      <td>0.946969</td>\n",
       "      <td>0.000369</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>157</th>\n",
       "      <td>0.936234</td>\n",
       "      <td>0.004012</td>\n",
       "      <td>0.947207</td>\n",
       "      <td>0.000361</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>158</th>\n",
       "      <td>0.936349</td>\n",
       "      <td>0.004015</td>\n",
       "      <td>0.947381</td>\n",
       "      <td>0.000277</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>159</th>\n",
       "      <td>0.936437</td>\n",
       "      <td>0.003948</td>\n",
       "      <td>0.947539</td>\n",
       "      <td>0.000259</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>160</th>\n",
       "      <td>0.936621</td>\n",
       "      <td>0.003983</td>\n",
       "      <td>0.947694</td>\n",
       "      <td>0.000275</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>161</th>\n",
       "      <td>0.936859</td>\n",
       "      <td>0.003853</td>\n",
       "      <td>0.947913</td>\n",
       "      <td>0.000341</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>162</th>\n",
       "      <td>0.937028</td>\n",
       "      <td>0.003778</td>\n",
       "      <td>0.948170</td>\n",
       "      <td>0.000393</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>163</th>\n",
       "      <td>0.937225</td>\n",
       "      <td>0.003669</td>\n",
       "      <td>0.948358</td>\n",
       "      <td>0.000459</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>164</th>\n",
       "      <td>0.937349</td>\n",
       "      <td>0.003693</td>\n",
       "      <td>0.948526</td>\n",
       "      <td>0.000464</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>165</th>\n",
       "      <td>0.937451</td>\n",
       "      <td>0.003649</td>\n",
       "      <td>0.948689</td>\n",
       "      <td>0.000432</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>166</th>\n",
       "      <td>0.937665</td>\n",
       "      <td>0.003496</td>\n",
       "      <td>0.948859</td>\n",
       "      <td>0.000492</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>167</th>\n",
       "      <td>0.937766</td>\n",
       "      <td>0.003543</td>\n",
       "      <td>0.949018</td>\n",
       "      <td>0.000499</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>168</th>\n",
       "      <td>0.937964</td>\n",
       "      <td>0.003566</td>\n",
       "      <td>0.949182</td>\n",
       "      <td>0.000460</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>169</th>\n",
       "      <td>0.938159</td>\n",
       "      <td>0.003556</td>\n",
       "      <td>0.949396</td>\n",
       "      <td>0.000427</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>170</th>\n",
       "      <td>0.938358</td>\n",
       "      <td>0.003515</td>\n",
       "      <td>0.949591</td>\n",
       "      <td>0.000502</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>171</th>\n",
       "      <td>0.938525</td>\n",
       "      <td>0.003548</td>\n",
       "      <td>0.949738</td>\n",
       "      <td>0.000465</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>172</th>\n",
       "      <td>0.938582</td>\n",
       "      <td>0.003482</td>\n",
       "      <td>0.949865</td>\n",
       "      <td>0.000478</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>173</th>\n",
       "      <td>0.938713</td>\n",
       "      <td>0.003451</td>\n",
       "      <td>0.950018</td>\n",
       "      <td>0.000449</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>174</th>\n",
       "      <td>0.938804</td>\n",
       "      <td>0.003487</td>\n",
       "      <td>0.950118</td>\n",
       "      <td>0.000461</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>175</th>\n",
       "      <td>0.939072</td>\n",
       "      <td>0.003425</td>\n",
       "      <td>0.950276</td>\n",
       "      <td>0.000474</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>176</th>\n",
       "      <td>0.939189</td>\n",
       "      <td>0.003432</td>\n",
       "      <td>0.950439</td>\n",
       "      <td>0.000439</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>177</th>\n",
       "      <td>0.939318</td>\n",
       "      <td>0.003474</td>\n",
       "      <td>0.950623</td>\n",
       "      <td>0.000395</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>178</th>\n",
       "      <td>0.939392</td>\n",
       "      <td>0.003352</td>\n",
       "      <td>0.950809</td>\n",
       "      <td>0.000360</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>179</th>\n",
       "      <td>0.939558</td>\n",
       "      <td>0.003397</td>\n",
       "      <td>0.950946</td>\n",
       "      <td>0.000311</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>180</th>\n",
       "      <td>0.939664</td>\n",
       "      <td>0.003338</td>\n",
       "      <td>0.951069</td>\n",
       "      <td>0.000366</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>181</th>\n",
       "      <td>0.939688</td>\n",
       "      <td>0.003417</td>\n",
       "      <td>0.951186</td>\n",
       "      <td>0.000334</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>182</th>\n",
       "      <td>0.939893</td>\n",
       "      <td>0.003408</td>\n",
       "      <td>0.951361</td>\n",
       "      <td>0.000370</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>183</th>\n",
       "      <td>0.940012</td>\n",
       "      <td>0.003394</td>\n",
       "      <td>0.951555</td>\n",
       "      <td>0.000317</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>184</th>\n",
       "      <td>0.940257</td>\n",
       "      <td>0.003373</td>\n",
       "      <td>0.951758</td>\n",
       "      <td>0.000321</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>185</th>\n",
       "      <td>0.940394</td>\n",
       "      <td>0.003378</td>\n",
       "      <td>0.951864</td>\n",
       "      <td>0.000311</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>186</th>\n",
       "      <td>0.940500</td>\n",
       "      <td>0.003384</td>\n",
       "      <td>0.951996</td>\n",
       "      <td>0.000309</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>187</th>\n",
       "      <td>0.940677</td>\n",
       "      <td>0.003309</td>\n",
       "      <td>0.952170</td>\n",
       "      <td>0.000375</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>188</th>\n",
       "      <td>0.940908</td>\n",
       "      <td>0.003447</td>\n",
       "      <td>0.952332</td>\n",
       "      <td>0.000384</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>189</th>\n",
       "      <td>0.941030</td>\n",
       "      <td>0.003436</td>\n",
       "      <td>0.952491</td>\n",
       "      <td>0.000393</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>190</th>\n",
       "      <td>0.941118</td>\n",
       "      <td>0.003448</td>\n",
       "      <td>0.952612</td>\n",
       "      <td>0.000362</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>191</th>\n",
       "      <td>0.941234</td>\n",
       "      <td>0.003461</td>\n",
       "      <td>0.952729</td>\n",
       "      <td>0.000377</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>192</th>\n",
       "      <td>0.941257</td>\n",
       "      <td>0.003469</td>\n",
       "      <td>0.952809</td>\n",
       "      <td>0.000355</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>193</th>\n",
       "      <td>0.941486</td>\n",
       "      <td>0.003340</td>\n",
       "      <td>0.953007</td>\n",
       "      <td>0.000341</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>194</th>\n",
       "      <td>0.941571</td>\n",
       "      <td>0.003391</td>\n",
       "      <td>0.953166</td>\n",
       "      <td>0.000390</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>195</th>\n",
       "      <td>0.941727</td>\n",
       "      <td>0.003495</td>\n",
       "      <td>0.953286</td>\n",
       "      <td>0.000388</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>196</th>\n",
       "      <td>0.941860</td>\n",
       "      <td>0.003525</td>\n",
       "      <td>0.953454</td>\n",
       "      <td>0.000405</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>197</th>\n",
       "      <td>0.942001</td>\n",
       "      <td>0.003506</td>\n",
       "      <td>0.953551</td>\n",
       "      <td>0.000360</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>198</th>\n",
       "      <td>0.942088</td>\n",
       "      <td>0.003457</td>\n",
       "      <td>0.953663</td>\n",
       "      <td>0.000363</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>199</th>\n",
       "      <td>0.942137</td>\n",
       "      <td>0.003487</td>\n",
       "      <td>0.953771</td>\n",
       "      <td>0.000370</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>200</th>\n",
       "      <td>0.942247</td>\n",
       "      <td>0.003497</td>\n",
       "      <td>0.953937</td>\n",
       "      <td>0.000375</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>201</th>\n",
       "      <td>0.942356</td>\n",
       "      <td>0.003519</td>\n",
       "      <td>0.954060</td>\n",
       "      <td>0.000331</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>202</th>\n",
       "      <td>0.942392</td>\n",
       "      <td>0.003484</td>\n",
       "      <td>0.954182</td>\n",
       "      <td>0.000336</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>203</th>\n",
       "      <td>0.942453</td>\n",
       "      <td>0.003564</td>\n",
       "      <td>0.954307</td>\n",
       "      <td>0.000362</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>204</th>\n",
       "      <td>0.942585</td>\n",
       "      <td>0.003571</td>\n",
       "      <td>0.954424</td>\n",
       "      <td>0.000383</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>205</th>\n",
       "      <td>0.942680</td>\n",
       "      <td>0.003579</td>\n",
       "      <td>0.954531</td>\n",
       "      <td>0.000345</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>206</th>\n",
       "      <td>0.942834</td>\n",
       "      <td>0.003578</td>\n",
       "      <td>0.954682</td>\n",
       "      <td>0.000337</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>207</th>\n",
       "      <td>0.942909</td>\n",
       "      <td>0.003558</td>\n",
       "      <td>0.954796</td>\n",
       "      <td>0.000335</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>208</th>\n",
       "      <td>0.943008</td>\n",
       "      <td>0.003625</td>\n",
       "      <td>0.954953</td>\n",
       "      <td>0.000384</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>209</th>\n",
       "      <td>0.943102</td>\n",
       "      <td>0.003654</td>\n",
       "      <td>0.955084</td>\n",
       "      <td>0.000404</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>210</th>\n",
       "      <td>0.943250</td>\n",
       "      <td>0.003608</td>\n",
       "      <td>0.955186</td>\n",
       "      <td>0.000398</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>211</th>\n",
       "      <td>0.943307</td>\n",
       "      <td>0.003557</td>\n",
       "      <td>0.955289</td>\n",
       "      <td>0.000450</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>212</th>\n",
       "      <td>0.943544</td>\n",
       "      <td>0.003642</td>\n",
       "      <td>0.955482</td>\n",
       "      <td>0.000477</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>213</th>\n",
       "      <td>0.943632</td>\n",
       "      <td>0.003695</td>\n",
       "      <td>0.955589</td>\n",
       "      <td>0.000510</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>214</th>\n",
       "      <td>0.943803</td>\n",
       "      <td>0.003538</td>\n",
       "      <td>0.955733</td>\n",
       "      <td>0.000472</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>215</th>\n",
       "      <td>0.943887</td>\n",
       "      <td>0.003540</td>\n",
       "      <td>0.955859</td>\n",
       "      <td>0.000477</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>216</th>\n",
       "      <td>0.944075</td>\n",
       "      <td>0.003584</td>\n",
       "      <td>0.955979</td>\n",
       "      <td>0.000466</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>217</th>\n",
       "      <td>0.944190</td>\n",
       "      <td>0.003506</td>\n",
       "      <td>0.956108</td>\n",
       "      <td>0.000437</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>218</th>\n",
       "      <td>0.944264</td>\n",
       "      <td>0.003500</td>\n",
       "      <td>0.956241</td>\n",
       "      <td>0.000463</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>219</th>\n",
       "      <td>0.944328</td>\n",
       "      <td>0.003472</td>\n",
       "      <td>0.956361</td>\n",
       "      <td>0.000457</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>220</th>\n",
       "      <td>0.944464</td>\n",
       "      <td>0.003381</td>\n",
       "      <td>0.956469</td>\n",
       "      <td>0.000416</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>221</th>\n",
       "      <td>0.944586</td>\n",
       "      <td>0.003402</td>\n",
       "      <td>0.956574</td>\n",
       "      <td>0.000443</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>222</th>\n",
       "      <td>0.944644</td>\n",
       "      <td>0.003440</td>\n",
       "      <td>0.956677</td>\n",
       "      <td>0.000427</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>223</th>\n",
       "      <td>0.944729</td>\n",
       "      <td>0.003457</td>\n",
       "      <td>0.956760</td>\n",
       "      <td>0.000414</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>224</th>\n",
       "      <td>0.944813</td>\n",
       "      <td>0.003464</td>\n",
       "      <td>0.956900</td>\n",
       "      <td>0.000417</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>225</th>\n",
       "      <td>0.944914</td>\n",
       "      <td>0.003468</td>\n",
       "      <td>0.957001</td>\n",
       "      <td>0.000463</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>226</th>\n",
       "      <td>0.944995</td>\n",
       "      <td>0.003506</td>\n",
       "      <td>0.957108</td>\n",
       "      <td>0.000487</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>227</th>\n",
       "      <td>0.945027</td>\n",
       "      <td>0.003505</td>\n",
       "      <td>0.957238</td>\n",
       "      <td>0.000478</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>228</th>\n",
       "      <td>0.945114</td>\n",
       "      <td>0.003529</td>\n",
       "      <td>0.957340</td>\n",
       "      <td>0.000459</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>229</th>\n",
       "      <td>0.945178</td>\n",
       "      <td>0.003511</td>\n",
       "      <td>0.957422</td>\n",
       "      <td>0.000467</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>230</th>\n",
       "      <td>0.945240</td>\n",
       "      <td>0.003555</td>\n",
       "      <td>0.957559</td>\n",
       "      <td>0.000461</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>231</th>\n",
       "      <td>0.945356</td>\n",
       "      <td>0.003497</td>\n",
       "      <td>0.957684</td>\n",
       "      <td>0.000486</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>232</th>\n",
       "      <td>0.945457</td>\n",
       "      <td>0.003495</td>\n",
       "      <td>0.957788</td>\n",
       "      <td>0.000465</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>233</th>\n",
       "      <td>0.945535</td>\n",
       "      <td>0.003552</td>\n",
       "      <td>0.957917</td>\n",
       "      <td>0.000478</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>234</th>\n",
       "      <td>0.945595</td>\n",
       "      <td>0.003566</td>\n",
       "      <td>0.958001</td>\n",
       "      <td>0.000479</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>235</th>\n",
       "      <td>0.945699</td>\n",
       "      <td>0.003477</td>\n",
       "      <td>0.958073</td>\n",
       "      <td>0.000477</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>236</th>\n",
       "      <td>0.945811</td>\n",
       "      <td>0.003486</td>\n",
       "      <td>0.958191</td>\n",
       "      <td>0.000474</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>237</th>\n",
       "      <td>0.945845</td>\n",
       "      <td>0.003440</td>\n",
       "      <td>0.958295</td>\n",
       "      <td>0.000448</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>238</th>\n",
       "      <td>0.945865</td>\n",
       "      <td>0.003450</td>\n",
       "      <td>0.958365</td>\n",
       "      <td>0.000454</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>239</th>\n",
       "      <td>0.945959</td>\n",
       "      <td>0.003379</td>\n",
       "      <td>0.958482</td>\n",
       "      <td>0.000445</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>240</th>\n",
       "      <td>0.946024</td>\n",
       "      <td>0.003294</td>\n",
       "      <td>0.958577</td>\n",
       "      <td>0.000436</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>241</th>\n",
       "      <td>0.946137</td>\n",
       "      <td>0.003324</td>\n",
       "      <td>0.958670</td>\n",
       "      <td>0.000416</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>242</th>\n",
       "      <td>0.946316</td>\n",
       "      <td>0.003306</td>\n",
       "      <td>0.958793</td>\n",
       "      <td>0.000419</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>243</th>\n",
       "      <td>0.946375</td>\n",
       "      <td>0.003309</td>\n",
       "      <td>0.958882</td>\n",
       "      <td>0.000390</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>244</th>\n",
       "      <td>0.946459</td>\n",
       "      <td>0.003351</td>\n",
       "      <td>0.958982</td>\n",
       "      <td>0.000390</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>245</th>\n",
       "      <td>0.946559</td>\n",
       "      <td>0.003378</td>\n",
       "      <td>0.959079</td>\n",
       "      <td>0.000399</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>246</th>\n",
       "      <td>0.946665</td>\n",
       "      <td>0.003349</td>\n",
       "      <td>0.959186</td>\n",
       "      <td>0.000416</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>247</th>\n",
       "      <td>0.946741</td>\n",
       "      <td>0.003363</td>\n",
       "      <td>0.959272</td>\n",
       "      <td>0.000361</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>248</th>\n",
       "      <td>0.946752</td>\n",
       "      <td>0.003382</td>\n",
       "      <td>0.959356</td>\n",
       "      <td>0.000370</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>249</th>\n",
       "      <td>0.946866</td>\n",
       "      <td>0.003335</td>\n",
       "      <td>0.959476</td>\n",
       "      <td>0.000396</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>250</th>\n",
       "      <td>0.947012</td>\n",
       "      <td>0.003265</td>\n",
       "      <td>0.959593</td>\n",
       "      <td>0.000353</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>251</th>\n",
       "      <td>0.947115</td>\n",
       "      <td>0.003286</td>\n",
       "      <td>0.959686</td>\n",
       "      <td>0.000369</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>252</th>\n",
       "      <td>0.947195</td>\n",
       "      <td>0.003277</td>\n",
       "      <td>0.959787</td>\n",
       "      <td>0.000374</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>253</th>\n",
       "      <td>0.947359</td>\n",
       "      <td>0.003269</td>\n",
       "      <td>0.959863</td>\n",
       "      <td>0.000354</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>254</th>\n",
       "      <td>0.947489</td>\n",
       "      <td>0.003303</td>\n",
       "      <td>0.959983</td>\n",
       "      <td>0.000370</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>255</th>\n",
       "      <td>0.947553</td>\n",
       "      <td>0.003281</td>\n",
       "      <td>0.960100</td>\n",
       "      <td>0.000357</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>256</th>\n",
       "      <td>0.947622</td>\n",
       "      <td>0.003272</td>\n",
       "      <td>0.960223</td>\n",
       "      <td>0.000380</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>257</th>\n",
       "      <td>0.947665</td>\n",
       "      <td>0.003307</td>\n",
       "      <td>0.960298</td>\n",
       "      <td>0.000393</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>258</th>\n",
       "      <td>0.947700</td>\n",
       "      <td>0.003272</td>\n",
       "      <td>0.960409</td>\n",
       "      <td>0.000370</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>259</th>\n",
       "      <td>0.947789</td>\n",
       "      <td>0.003242</td>\n",
       "      <td>0.960487</td>\n",
       "      <td>0.000369</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>260</th>\n",
       "      <td>0.947857</td>\n",
       "      <td>0.003234</td>\n",
       "      <td>0.960570</td>\n",
       "      <td>0.000372</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>261</th>\n",
       "      <td>0.947951</td>\n",
       "      <td>0.003200</td>\n",
       "      <td>0.960676</td>\n",
       "      <td>0.000337</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>262</th>\n",
       "      <td>0.948043</td>\n",
       "      <td>0.003171</td>\n",
       "      <td>0.960810</td>\n",
       "      <td>0.000334</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>263</th>\n",
       "      <td>0.948082</td>\n",
       "      <td>0.003153</td>\n",
       "      <td>0.960871</td>\n",
       "      <td>0.000339</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>264</th>\n",
       "      <td>0.948143</td>\n",
       "      <td>0.003152</td>\n",
       "      <td>0.960964</td>\n",
       "      <td>0.000330</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>265</th>\n",
       "      <td>0.948231</td>\n",
       "      <td>0.003163</td>\n",
       "      <td>0.961051</td>\n",
       "      <td>0.000349</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>266</th>\n",
       "      <td>0.948288</td>\n",
       "      <td>0.003121</td>\n",
       "      <td>0.961138</td>\n",
       "      <td>0.000341</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>267</th>\n",
       "      <td>0.948412</td>\n",
       "      <td>0.003118</td>\n",
       "      <td>0.961210</td>\n",
       "      <td>0.000330</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>268</th>\n",
       "      <td>0.948477</td>\n",
       "      <td>0.003008</td>\n",
       "      <td>0.961299</td>\n",
       "      <td>0.000297</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>269</th>\n",
       "      <td>0.948535</td>\n",
       "      <td>0.003041</td>\n",
       "      <td>0.961408</td>\n",
       "      <td>0.000326</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>270</th>\n",
       "      <td>0.948610</td>\n",
       "      <td>0.003040</td>\n",
       "      <td>0.961475</td>\n",
       "      <td>0.000348</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>271</th>\n",
       "      <td>0.948659</td>\n",
       "      <td>0.003053</td>\n",
       "      <td>0.961564</td>\n",
       "      <td>0.000340</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>272</th>\n",
       "      <td>0.948709</td>\n",
       "      <td>0.003022</td>\n",
       "      <td>0.961655</td>\n",
       "      <td>0.000325</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>273</th>\n",
       "      <td>0.948760</td>\n",
       "      <td>0.002947</td>\n",
       "      <td>0.961775</td>\n",
       "      <td>0.000331</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>274</th>\n",
       "      <td>0.948824</td>\n",
       "      <td>0.002931</td>\n",
       "      <td>0.961835</td>\n",
       "      <td>0.000326</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>275</th>\n",
       "      <td>0.948892</td>\n",
       "      <td>0.002952</td>\n",
       "      <td>0.961920</td>\n",
       "      <td>0.000329</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>276</th>\n",
       "      <td>0.948968</td>\n",
       "      <td>0.002926</td>\n",
       "      <td>0.962016</td>\n",
       "      <td>0.000328</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>277</th>\n",
       "      <td>0.949026</td>\n",
       "      <td>0.002876</td>\n",
       "      <td>0.962074</td>\n",
       "      <td>0.000327</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>278</th>\n",
       "      <td>0.949123</td>\n",
       "      <td>0.002916</td>\n",
       "      <td>0.962182</td>\n",
       "      <td>0.000321</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>279</th>\n",
       "      <td>0.949204</td>\n",
       "      <td>0.002913</td>\n",
       "      <td>0.962263</td>\n",
       "      <td>0.000331</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>280</th>\n",
       "      <td>0.949276</td>\n",
       "      <td>0.002962</td>\n",
       "      <td>0.962324</td>\n",
       "      <td>0.000327</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>281</th>\n",
       "      <td>0.949327</td>\n",
       "      <td>0.002992</td>\n",
       "      <td>0.962394</td>\n",
       "      <td>0.000325</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>282</th>\n",
       "      <td>0.949432</td>\n",
       "      <td>0.002937</td>\n",
       "      <td>0.962495</td>\n",
       "      <td>0.000317</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>283</th>\n",
       "      <td>0.949471</td>\n",
       "      <td>0.002961</td>\n",
       "      <td>0.962589</td>\n",
       "      <td>0.000316</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>284</th>\n",
       "      <td>0.949495</td>\n",
       "      <td>0.002935</td>\n",
       "      <td>0.962687</td>\n",
       "      <td>0.000293</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>285</th>\n",
       "      <td>0.949566</td>\n",
       "      <td>0.002903</td>\n",
       "      <td>0.962784</td>\n",
       "      <td>0.000288</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>286</th>\n",
       "      <td>0.949742</td>\n",
       "      <td>0.002849</td>\n",
       "      <td>0.962872</td>\n",
       "      <td>0.000308</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>287</th>\n",
       "      <td>0.949751</td>\n",
       "      <td>0.002864</td>\n",
       "      <td>0.962963</td>\n",
       "      <td>0.000319</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>288</th>\n",
       "      <td>0.949866</td>\n",
       "      <td>0.002821</td>\n",
       "      <td>0.963020</td>\n",
       "      <td>0.000328</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>289</th>\n",
       "      <td>0.949914</td>\n",
       "      <td>0.002786</td>\n",
       "      <td>0.963090</td>\n",
       "      <td>0.000350</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>290</th>\n",
       "      <td>0.949966</td>\n",
       "      <td>0.002831</td>\n",
       "      <td>0.963188</td>\n",
       "      <td>0.000348</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>291</th>\n",
       "      <td>0.950029</td>\n",
       "      <td>0.002846</td>\n",
       "      <td>0.963254</td>\n",
       "      <td>0.000377</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>292</th>\n",
       "      <td>0.950117</td>\n",
       "      <td>0.002860</td>\n",
       "      <td>0.963305</td>\n",
       "      <td>0.000383</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>293</th>\n",
       "      <td>0.950155</td>\n",
       "      <td>0.002893</td>\n",
       "      <td>0.963359</td>\n",
       "      <td>0.000370</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>294</th>\n",
       "      <td>0.950160</td>\n",
       "      <td>0.002901</td>\n",
       "      <td>0.963432</td>\n",
       "      <td>0.000372</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>295</th>\n",
       "      <td>0.950239</td>\n",
       "      <td>0.002878</td>\n",
       "      <td>0.963520</td>\n",
       "      <td>0.000362</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>296</th>\n",
       "      <td>0.950334</td>\n",
       "      <td>0.002781</td>\n",
       "      <td>0.963585</td>\n",
       "      <td>0.000366</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>297</th>\n",
       "      <td>0.950420</td>\n",
       "      <td>0.002753</td>\n",
       "      <td>0.963681</td>\n",
       "      <td>0.000359</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>298</th>\n",
       "      <td>0.950486</td>\n",
       "      <td>0.002748</td>\n",
       "      <td>0.963745</td>\n",
       "      <td>0.000354</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>299</th>\n",
       "      <td>0.950542</td>\n",
       "      <td>0.002737</td>\n",
       "      <td>0.963821</td>\n",
       "      <td>0.000383</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>300</th>\n",
       "      <td>0.950630</td>\n",
       "      <td>0.002718</td>\n",
       "      <td>0.963907</td>\n",
       "      <td>0.000365</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>301</th>\n",
       "      <td>0.950679</td>\n",
       "      <td>0.002698</td>\n",
       "      <td>0.963972</td>\n",
       "      <td>0.000367</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>302</th>\n",
       "      <td>0.950782</td>\n",
       "      <td>0.002672</td>\n",
       "      <td>0.964027</td>\n",
       "      <td>0.000370</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>303</th>\n",
       "      <td>0.950831</td>\n",
       "      <td>0.002707</td>\n",
       "      <td>0.964102</td>\n",
       "      <td>0.000363</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>304</th>\n",
       "      <td>0.950905</td>\n",
       "      <td>0.002642</td>\n",
       "      <td>0.964168</td>\n",
       "      <td>0.000365</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>305</th>\n",
       "      <td>0.950995</td>\n",
       "      <td>0.002687</td>\n",
       "      <td>0.964243</td>\n",
       "      <td>0.000371</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>306</th>\n",
       "      <td>0.951076</td>\n",
       "      <td>0.002722</td>\n",
       "      <td>0.964313</td>\n",
       "      <td>0.000353</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>307</th>\n",
       "      <td>0.951125</td>\n",
       "      <td>0.002739</td>\n",
       "      <td>0.964372</td>\n",
       "      <td>0.000374</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>308</th>\n",
       "      <td>0.951161</td>\n",
       "      <td>0.002779</td>\n",
       "      <td>0.964431</td>\n",
       "      <td>0.000368</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>309</th>\n",
       "      <td>0.951146</td>\n",
       "      <td>0.002758</td>\n",
       "      <td>0.964499</td>\n",
       "      <td>0.000364</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>310</th>\n",
       "      <td>0.951233</td>\n",
       "      <td>0.002741</td>\n",
       "      <td>0.964588</td>\n",
       "      <td>0.000378</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>311</th>\n",
       "      <td>0.951276</td>\n",
       "      <td>0.002712</td>\n",
       "      <td>0.964646</td>\n",
       "      <td>0.000390</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>312</th>\n",
       "      <td>0.951296</td>\n",
       "      <td>0.002675</td>\n",
       "      <td>0.964713</td>\n",
       "      <td>0.000365</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>313</th>\n",
       "      <td>0.951373</td>\n",
       "      <td>0.002654</td>\n",
       "      <td>0.964776</td>\n",
       "      <td>0.000365</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>314</th>\n",
       "      <td>0.951368</td>\n",
       "      <td>0.002653</td>\n",
       "      <td>0.964835</td>\n",
       "      <td>0.000372</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>315</th>\n",
       "      <td>0.951404</td>\n",
       "      <td>0.002641</td>\n",
       "      <td>0.964923</td>\n",
       "      <td>0.000352</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>316</th>\n",
       "      <td>0.951430</td>\n",
       "      <td>0.002648</td>\n",
       "      <td>0.964983</td>\n",
       "      <td>0.000367</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>317</th>\n",
       "      <td>0.951486</td>\n",
       "      <td>0.002702</td>\n",
       "      <td>0.965058</td>\n",
       "      <td>0.000357</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>318</th>\n",
       "      <td>0.951526</td>\n",
       "      <td>0.002739</td>\n",
       "      <td>0.965112</td>\n",
       "      <td>0.000357</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>319</th>\n",
       "      <td>0.951563</td>\n",
       "      <td>0.002694</td>\n",
       "      <td>0.965164</td>\n",
       "      <td>0.000346</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>320</th>\n",
       "      <td>0.951611</td>\n",
       "      <td>0.002715</td>\n",
       "      <td>0.965237</td>\n",
       "      <td>0.000345</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>321</th>\n",
       "      <td>0.951682</td>\n",
       "      <td>0.002748</td>\n",
       "      <td>0.965291</td>\n",
       "      <td>0.000341</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>322</th>\n",
       "      <td>0.951751</td>\n",
       "      <td>0.002753</td>\n",
       "      <td>0.965338</td>\n",
       "      <td>0.000355</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>323</th>\n",
       "      <td>0.951793</td>\n",
       "      <td>0.002762</td>\n",
       "      <td>0.965387</td>\n",
       "      <td>0.000358</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>324</th>\n",
       "      <td>0.951830</td>\n",
       "      <td>0.002787</td>\n",
       "      <td>0.965446</td>\n",
       "      <td>0.000337</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>325</th>\n",
       "      <td>0.951849</td>\n",
       "      <td>0.002735</td>\n",
       "      <td>0.965498</td>\n",
       "      <td>0.000345</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>326</th>\n",
       "      <td>0.951885</td>\n",
       "      <td>0.002751</td>\n",
       "      <td>0.965577</td>\n",
       "      <td>0.000346</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>327</th>\n",
       "      <td>0.951926</td>\n",
       "      <td>0.002749</td>\n",
       "      <td>0.965639</td>\n",
       "      <td>0.000330</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>328</th>\n",
       "      <td>0.951993</td>\n",
       "      <td>0.002784</td>\n",
       "      <td>0.965713</td>\n",
       "      <td>0.000322</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>329</th>\n",
       "      <td>0.952037</td>\n",
       "      <td>0.002772</td>\n",
       "      <td>0.965805</td>\n",
       "      <td>0.000345</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>330</th>\n",
       "      <td>0.952092</td>\n",
       "      <td>0.002728</td>\n",
       "      <td>0.965882</td>\n",
       "      <td>0.000365</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>331</th>\n",
       "      <td>0.952138</td>\n",
       "      <td>0.002782</td>\n",
       "      <td>0.965959</td>\n",
       "      <td>0.000350</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>332</th>\n",
       "      <td>0.952206</td>\n",
       "      <td>0.002791</td>\n",
       "      <td>0.966013</td>\n",
       "      <td>0.000357</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>333</th>\n",
       "      <td>0.952256</td>\n",
       "      <td>0.002765</td>\n",
       "      <td>0.966077</td>\n",
       "      <td>0.000369</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>334</th>\n",
       "      <td>0.952289</td>\n",
       "      <td>0.002782</td>\n",
       "      <td>0.966145</td>\n",
       "      <td>0.000339</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>335</th>\n",
       "      <td>0.952260</td>\n",
       "      <td>0.002773</td>\n",
       "      <td>0.966238</td>\n",
       "      <td>0.000337</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>336</th>\n",
       "      <td>0.952307</td>\n",
       "      <td>0.002765</td>\n",
       "      <td>0.966313</td>\n",
       "      <td>0.000328</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>337</th>\n",
       "      <td>0.952377</td>\n",
       "      <td>0.002766</td>\n",
       "      <td>0.966375</td>\n",
       "      <td>0.000306</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>338</th>\n",
       "      <td>0.952423</td>\n",
       "      <td>0.002748</td>\n",
       "      <td>0.966429</td>\n",
       "      <td>0.000297</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>339</th>\n",
       "      <td>0.952440</td>\n",
       "      <td>0.002758</td>\n",
       "      <td>0.966488</td>\n",
       "      <td>0.000309</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>340</th>\n",
       "      <td>0.952514</td>\n",
       "      <td>0.002712</td>\n",
       "      <td>0.966547</td>\n",
       "      <td>0.000320</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>341</th>\n",
       "      <td>0.952564</td>\n",
       "      <td>0.002730</td>\n",
       "      <td>0.966605</td>\n",
       "      <td>0.000314</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>342</th>\n",
       "      <td>0.952608</td>\n",
       "      <td>0.002774</td>\n",
       "      <td>0.966650</td>\n",
       "      <td>0.000317</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>343</th>\n",
       "      <td>0.952653</td>\n",
       "      <td>0.002760</td>\n",
       "      <td>0.966704</td>\n",
       "      <td>0.000313</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>344</th>\n",
       "      <td>0.952677</td>\n",
       "      <td>0.002747</td>\n",
       "      <td>0.966747</td>\n",
       "      <td>0.000315</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>345</th>\n",
       "      <td>0.952699</td>\n",
       "      <td>0.002750</td>\n",
       "      <td>0.966797</td>\n",
       "      <td>0.000312</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>346</th>\n",
       "      <td>0.952750</td>\n",
       "      <td>0.002729</td>\n",
       "      <td>0.966874</td>\n",
       "      <td>0.000289</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>347</th>\n",
       "      <td>0.952771</td>\n",
       "      <td>0.002730</td>\n",
       "      <td>0.966939</td>\n",
       "      <td>0.000287</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>348</th>\n",
       "      <td>0.952795</td>\n",
       "      <td>0.002722</td>\n",
       "      <td>0.966988</td>\n",
       "      <td>0.000287</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>349</th>\n",
       "      <td>0.952843</td>\n",
       "      <td>0.002719</td>\n",
       "      <td>0.967055</td>\n",
       "      <td>0.000278</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>350</th>\n",
       "      <td>0.952927</td>\n",
       "      <td>0.002739</td>\n",
       "      <td>0.967118</td>\n",
       "      <td>0.000273</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>351</th>\n",
       "      <td>0.952922</td>\n",
       "      <td>0.002757</td>\n",
       "      <td>0.967166</td>\n",
       "      <td>0.000289</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>352</th>\n",
       "      <td>0.952994</td>\n",
       "      <td>0.002750</td>\n",
       "      <td>0.967231</td>\n",
       "      <td>0.000288</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>353</th>\n",
       "      <td>0.953042</td>\n",
       "      <td>0.002740</td>\n",
       "      <td>0.967290</td>\n",
       "      <td>0.000273</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>354</th>\n",
       "      <td>0.953056</td>\n",
       "      <td>0.002765</td>\n",
       "      <td>0.967350</td>\n",
       "      <td>0.000304</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>355</th>\n",
       "      <td>0.953064</td>\n",
       "      <td>0.002749</td>\n",
       "      <td>0.967408</td>\n",
       "      <td>0.000309</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>356</th>\n",
       "      <td>0.953076</td>\n",
       "      <td>0.002757</td>\n",
       "      <td>0.967469</td>\n",
       "      <td>0.000299</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>357</th>\n",
       "      <td>0.953095</td>\n",
       "      <td>0.002740</td>\n",
       "      <td>0.967526</td>\n",
       "      <td>0.000305</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>358</th>\n",
       "      <td>0.953134</td>\n",
       "      <td>0.002715</td>\n",
       "      <td>0.967578</td>\n",
       "      <td>0.000299</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>359</th>\n",
       "      <td>0.953160</td>\n",
       "      <td>0.002713</td>\n",
       "      <td>0.967628</td>\n",
       "      <td>0.000301</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>360</th>\n",
       "      <td>0.953197</td>\n",
       "      <td>0.002711</td>\n",
       "      <td>0.967684</td>\n",
       "      <td>0.000322</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>361</th>\n",
       "      <td>0.953233</td>\n",
       "      <td>0.002722</td>\n",
       "      <td>0.967741</td>\n",
       "      <td>0.000310</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>362</th>\n",
       "      <td>0.953275</td>\n",
       "      <td>0.002714</td>\n",
       "      <td>0.967783</td>\n",
       "      <td>0.000309</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>363</th>\n",
       "      <td>0.953336</td>\n",
       "      <td>0.002672</td>\n",
       "      <td>0.967826</td>\n",
       "      <td>0.000313</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>364</th>\n",
       "      <td>0.953401</td>\n",
       "      <td>0.002669</td>\n",
       "      <td>0.967880</td>\n",
       "      <td>0.000306</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>365</th>\n",
       "      <td>0.953438</td>\n",
       "      <td>0.002639</td>\n",
       "      <td>0.967931</td>\n",
       "      <td>0.000320</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>366</th>\n",
       "      <td>0.953518</td>\n",
       "      <td>0.002667</td>\n",
       "      <td>0.967995</td>\n",
       "      <td>0.000324</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>367</th>\n",
       "      <td>0.953542</td>\n",
       "      <td>0.002646</td>\n",
       "      <td>0.968047</td>\n",
       "      <td>0.000340</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>368</th>\n",
       "      <td>0.953619</td>\n",
       "      <td>0.002673</td>\n",
       "      <td>0.968102</td>\n",
       "      <td>0.000344</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>369</th>\n",
       "      <td>0.953653</td>\n",
       "      <td>0.002680</td>\n",
       "      <td>0.968163</td>\n",
       "      <td>0.000341</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>370</th>\n",
       "      <td>0.953693</td>\n",
       "      <td>0.002675</td>\n",
       "      <td>0.968219</td>\n",
       "      <td>0.000323</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>371</th>\n",
       "      <td>0.953757</td>\n",
       "      <td>0.002682</td>\n",
       "      <td>0.968292</td>\n",
       "      <td>0.000323</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>372</th>\n",
       "      <td>0.953779</td>\n",
       "      <td>0.002631</td>\n",
       "      <td>0.968336</td>\n",
       "      <td>0.000315</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>373</th>\n",
       "      <td>0.953813</td>\n",
       "      <td>0.002645</td>\n",
       "      <td>0.968384</td>\n",
       "      <td>0.000315</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>374</th>\n",
       "      <td>0.953859</td>\n",
       "      <td>0.002671</td>\n",
       "      <td>0.968425</td>\n",
       "      <td>0.000316</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>375</th>\n",
       "      <td>0.953907</td>\n",
       "      <td>0.002669</td>\n",
       "      <td>0.968472</td>\n",
       "      <td>0.000308</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>376</th>\n",
       "      <td>0.953931</td>\n",
       "      <td>0.002647</td>\n",
       "      <td>0.968519</td>\n",
       "      <td>0.000303</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>377</th>\n",
       "      <td>0.953979</td>\n",
       "      <td>0.002623</td>\n",
       "      <td>0.968585</td>\n",
       "      <td>0.000305</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>378</th>\n",
       "      <td>0.954014</td>\n",
       "      <td>0.002613</td>\n",
       "      <td>0.968629</td>\n",
       "      <td>0.000313</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>379</th>\n",
       "      <td>0.954075</td>\n",
       "      <td>0.002608</td>\n",
       "      <td>0.968685</td>\n",
       "      <td>0.000333</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>380</th>\n",
       "      <td>0.954091</td>\n",
       "      <td>0.002632</td>\n",
       "      <td>0.968739</td>\n",
       "      <td>0.000320</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>381</th>\n",
       "      <td>0.954105</td>\n",
       "      <td>0.002652</td>\n",
       "      <td>0.968816</td>\n",
       "      <td>0.000322</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>382</th>\n",
       "      <td>0.954109</td>\n",
       "      <td>0.002651</td>\n",
       "      <td>0.968851</td>\n",
       "      <td>0.000315</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>383</th>\n",
       "      <td>0.954126</td>\n",
       "      <td>0.002600</td>\n",
       "      <td>0.968908</td>\n",
       "      <td>0.000328</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>384</th>\n",
       "      <td>0.954164</td>\n",
       "      <td>0.002627</td>\n",
       "      <td>0.968963</td>\n",
       "      <td>0.000319</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>385</th>\n",
       "      <td>0.954152</td>\n",
       "      <td>0.002648</td>\n",
       "      <td>0.969006</td>\n",
       "      <td>0.000322</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>386</th>\n",
       "      <td>0.954197</td>\n",
       "      <td>0.002648</td>\n",
       "      <td>0.969046</td>\n",
       "      <td>0.000329</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>387</th>\n",
       "      <td>0.954245</td>\n",
       "      <td>0.002647</td>\n",
       "      <td>0.969100</td>\n",
       "      <td>0.000333</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>388</th>\n",
       "      <td>0.954278</td>\n",
       "      <td>0.002655</td>\n",
       "      <td>0.969139</td>\n",
       "      <td>0.000343</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>389</th>\n",
       "      <td>0.954324</td>\n",
       "      <td>0.002633</td>\n",
       "      <td>0.969172</td>\n",
       "      <td>0.000352</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>390</th>\n",
       "      <td>0.954383</td>\n",
       "      <td>0.002694</td>\n",
       "      <td>0.969225</td>\n",
       "      <td>0.000369</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>391</th>\n",
       "      <td>0.954420</td>\n",
       "      <td>0.002692</td>\n",
       "      <td>0.969270</td>\n",
       "      <td>0.000382</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>392</th>\n",
       "      <td>0.954420</td>\n",
       "      <td>0.002696</td>\n",
       "      <td>0.969314</td>\n",
       "      <td>0.000370</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>393</th>\n",
       "      <td>0.954464</td>\n",
       "      <td>0.002719</td>\n",
       "      <td>0.969362</td>\n",
       "      <td>0.000375</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>394</th>\n",
       "      <td>0.954530</td>\n",
       "      <td>0.002736</td>\n",
       "      <td>0.969386</td>\n",
       "      <td>0.000374</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>395</th>\n",
       "      <td>0.954566</td>\n",
       "      <td>0.002741</td>\n",
       "      <td>0.969427</td>\n",
       "      <td>0.000357</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>396</th>\n",
       "      <td>0.954640</td>\n",
       "      <td>0.002733</td>\n",
       "      <td>0.969473</td>\n",
       "      <td>0.000344</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>397</th>\n",
       "      <td>0.954646</td>\n",
       "      <td>0.002733</td>\n",
       "      <td>0.969509</td>\n",
       "      <td>0.000343</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>398</th>\n",
       "      <td>0.954707</td>\n",
       "      <td>0.002751</td>\n",
       "      <td>0.969556</td>\n",
       "      <td>0.000335</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>399</th>\n",
       "      <td>0.954757</td>\n",
       "      <td>0.002725</td>\n",
       "      <td>0.969595</td>\n",
       "      <td>0.000347</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>400</th>\n",
       "      <td>0.954798</td>\n",
       "      <td>0.002717</td>\n",
       "      <td>0.969635</td>\n",
       "      <td>0.000330</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>401</th>\n",
       "      <td>0.954810</td>\n",
       "      <td>0.002717</td>\n",
       "      <td>0.969669</td>\n",
       "      <td>0.000316</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>402</th>\n",
       "      <td>0.954866</td>\n",
       "      <td>0.002749</td>\n",
       "      <td>0.969704</td>\n",
       "      <td>0.000306</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>403</th>\n",
       "      <td>0.954922</td>\n",
       "      <td>0.002773</td>\n",
       "      <td>0.969744</td>\n",
       "      <td>0.000311</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>404</th>\n",
       "      <td>0.954973</td>\n",
       "      <td>0.002773</td>\n",
       "      <td>0.969803</td>\n",
       "      <td>0.000294</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>405</th>\n",
       "      <td>0.955002</td>\n",
       "      <td>0.002769</td>\n",
       "      <td>0.969854</td>\n",
       "      <td>0.000303</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>406</th>\n",
       "      <td>0.955030</td>\n",
       "      <td>0.002767</td>\n",
       "      <td>0.969909</td>\n",
       "      <td>0.000300</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>407</th>\n",
       "      <td>0.955110</td>\n",
       "      <td>0.002749</td>\n",
       "      <td>0.969959</td>\n",
       "      <td>0.000292</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>408</th>\n",
       "      <td>0.955159</td>\n",
       "      <td>0.002782</td>\n",
       "      <td>0.970012</td>\n",
       "      <td>0.000285</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>409</th>\n",
       "      <td>0.955234</td>\n",
       "      <td>0.002739</td>\n",
       "      <td>0.970054</td>\n",
       "      <td>0.000276</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>410</th>\n",
       "      <td>0.955308</td>\n",
       "      <td>0.002784</td>\n",
       "      <td>0.970098</td>\n",
       "      <td>0.000269</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>411</th>\n",
       "      <td>0.955361</td>\n",
       "      <td>0.002789</td>\n",
       "      <td>0.970141</td>\n",
       "      <td>0.000260</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>412</th>\n",
       "      <td>0.955364</td>\n",
       "      <td>0.002793</td>\n",
       "      <td>0.970172</td>\n",
       "      <td>0.000251</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>413</th>\n",
       "      <td>0.955435</td>\n",
       "      <td>0.002818</td>\n",
       "      <td>0.970218</td>\n",
       "      <td>0.000251</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>414</th>\n",
       "      <td>0.955469</td>\n",
       "      <td>0.002811</td>\n",
       "      <td>0.970260</td>\n",
       "      <td>0.000246</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>415</th>\n",
       "      <td>0.955503</td>\n",
       "      <td>0.002819</td>\n",
       "      <td>0.970307</td>\n",
       "      <td>0.000246</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>416</th>\n",
       "      <td>0.955503</td>\n",
       "      <td>0.002827</td>\n",
       "      <td>0.970333</td>\n",
       "      <td>0.000243</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>417</th>\n",
       "      <td>0.955574</td>\n",
       "      <td>0.002811</td>\n",
       "      <td>0.970373</td>\n",
       "      <td>0.000260</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>418</th>\n",
       "      <td>0.955644</td>\n",
       "      <td>0.002804</td>\n",
       "      <td>0.970416</td>\n",
       "      <td>0.000259</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>419</th>\n",
       "      <td>0.955665</td>\n",
       "      <td>0.002797</td>\n",
       "      <td>0.970454</td>\n",
       "      <td>0.000265</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>420</th>\n",
       "      <td>0.955690</td>\n",
       "      <td>0.002760</td>\n",
       "      <td>0.970500</td>\n",
       "      <td>0.000258</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>421</th>\n",
       "      <td>0.955725</td>\n",
       "      <td>0.002759</td>\n",
       "      <td>0.970547</td>\n",
       "      <td>0.000269</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>422</th>\n",
       "      <td>0.955744</td>\n",
       "      <td>0.002744</td>\n",
       "      <td>0.970594</td>\n",
       "      <td>0.000285</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>423</th>\n",
       "      <td>0.955765</td>\n",
       "      <td>0.002742</td>\n",
       "      <td>0.970648</td>\n",
       "      <td>0.000270</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>424</th>\n",
       "      <td>0.955825</td>\n",
       "      <td>0.002750</td>\n",
       "      <td>0.970688</td>\n",
       "      <td>0.000257</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>425</th>\n",
       "      <td>0.955847</td>\n",
       "      <td>0.002752</td>\n",
       "      <td>0.970716</td>\n",
       "      <td>0.000257</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>426</th>\n",
       "      <td>0.955895</td>\n",
       "      <td>0.002719</td>\n",
       "      <td>0.970765</td>\n",
       "      <td>0.000279</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>427</th>\n",
       "      <td>0.955916</td>\n",
       "      <td>0.002707</td>\n",
       "      <td>0.970802</td>\n",
       "      <td>0.000276</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>428</th>\n",
       "      <td>0.955952</td>\n",
       "      <td>0.002734</td>\n",
       "      <td>0.970851</td>\n",
       "      <td>0.000281</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>429</th>\n",
       "      <td>0.955936</td>\n",
       "      <td>0.002752</td>\n",
       "      <td>0.970883</td>\n",
       "      <td>0.000282</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>430</th>\n",
       "      <td>0.955967</td>\n",
       "      <td>0.002747</td>\n",
       "      <td>0.970922</td>\n",
       "      <td>0.000281</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>431</th>\n",
       "      <td>0.955994</td>\n",
       "      <td>0.002741</td>\n",
       "      <td>0.970951</td>\n",
       "      <td>0.000289</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>432</th>\n",
       "      <td>0.956028</td>\n",
       "      <td>0.002756</td>\n",
       "      <td>0.970994</td>\n",
       "      <td>0.000287</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>433</th>\n",
       "      <td>0.956030</td>\n",
       "      <td>0.002754</td>\n",
       "      <td>0.971047</td>\n",
       "      <td>0.000303</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>434</th>\n",
       "      <td>0.956050</td>\n",
       "      <td>0.002755</td>\n",
       "      <td>0.971082</td>\n",
       "      <td>0.000303</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>435</th>\n",
       "      <td>0.956060</td>\n",
       "      <td>0.002746</td>\n",
       "      <td>0.971123</td>\n",
       "      <td>0.000302</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>436</th>\n",
       "      <td>0.956089</td>\n",
       "      <td>0.002729</td>\n",
       "      <td>0.971161</td>\n",
       "      <td>0.000292</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>437</th>\n",
       "      <td>0.956088</td>\n",
       "      <td>0.002724</td>\n",
       "      <td>0.971194</td>\n",
       "      <td>0.000288</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>438</th>\n",
       "      <td>0.956113</td>\n",
       "      <td>0.002742</td>\n",
       "      <td>0.971235</td>\n",
       "      <td>0.000278</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>439</th>\n",
       "      <td>0.956135</td>\n",
       "      <td>0.002730</td>\n",
       "      <td>0.971268</td>\n",
       "      <td>0.000291</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>440</th>\n",
       "      <td>0.956165</td>\n",
       "      <td>0.002726</td>\n",
       "      <td>0.971318</td>\n",
       "      <td>0.000296</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>441</th>\n",
       "      <td>0.956208</td>\n",
       "      <td>0.002719</td>\n",
       "      <td>0.971354</td>\n",
       "      <td>0.000295</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>442</th>\n",
       "      <td>0.956258</td>\n",
       "      <td>0.002722</td>\n",
       "      <td>0.971377</td>\n",
       "      <td>0.000297</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>443</th>\n",
       "      <td>0.956272</td>\n",
       "      <td>0.002743</td>\n",
       "      <td>0.971414</td>\n",
       "      <td>0.000307</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>444</th>\n",
       "      <td>0.956282</td>\n",
       "      <td>0.002741</td>\n",
       "      <td>0.971449</td>\n",
       "      <td>0.000307</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>445</th>\n",
       "      <td>0.956297</td>\n",
       "      <td>0.002756</td>\n",
       "      <td>0.971486</td>\n",
       "      <td>0.000308</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>446</th>\n",
       "      <td>0.956326</td>\n",
       "      <td>0.002769</td>\n",
       "      <td>0.971528</td>\n",
       "      <td>0.000309</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>447</th>\n",
       "      <td>0.956362</td>\n",
       "      <td>0.002782</td>\n",
       "      <td>0.971572</td>\n",
       "      <td>0.000317</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>448</th>\n",
       "      <td>0.956389</td>\n",
       "      <td>0.002794</td>\n",
       "      <td>0.971616</td>\n",
       "      <td>0.000305</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>449</th>\n",
       "      <td>0.956405</td>\n",
       "      <td>0.002793</td>\n",
       "      <td>0.971664</td>\n",
       "      <td>0.000315</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>450</th>\n",
       "      <td>0.956423</td>\n",
       "      <td>0.002801</td>\n",
       "      <td>0.971704</td>\n",
       "      <td>0.000320</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>451</th>\n",
       "      <td>0.956449</td>\n",
       "      <td>0.002815</td>\n",
       "      <td>0.971743</td>\n",
       "      <td>0.000322</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>452</th>\n",
       "      <td>0.956455</td>\n",
       "      <td>0.002802</td>\n",
       "      <td>0.971789</td>\n",
       "      <td>0.000322</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>453</th>\n",
       "      <td>0.956472</td>\n",
       "      <td>0.002806</td>\n",
       "      <td>0.971823</td>\n",
       "      <td>0.000319</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>454</th>\n",
       "      <td>0.956519</td>\n",
       "      <td>0.002803</td>\n",
       "      <td>0.971870</td>\n",
       "      <td>0.000332</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>455</th>\n",
       "      <td>0.956544</td>\n",
       "      <td>0.002785</td>\n",
       "      <td>0.971901</td>\n",
       "      <td>0.000324</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>456</th>\n",
       "      <td>0.956592</td>\n",
       "      <td>0.002814</td>\n",
       "      <td>0.971936</td>\n",
       "      <td>0.000319</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>457</th>\n",
       "      <td>0.956611</td>\n",
       "      <td>0.002802</td>\n",
       "      <td>0.971969</td>\n",
       "      <td>0.000311</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>458</th>\n",
       "      <td>0.956640</td>\n",
       "      <td>0.002821</td>\n",
       "      <td>0.972011</td>\n",
       "      <td>0.000327</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>459</th>\n",
       "      <td>0.956664</td>\n",
       "      <td>0.002840</td>\n",
       "      <td>0.972043</td>\n",
       "      <td>0.000329</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>460</th>\n",
       "      <td>0.956695</td>\n",
       "      <td>0.002839</td>\n",
       "      <td>0.972084</td>\n",
       "      <td>0.000331</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>461</th>\n",
       "      <td>0.956729</td>\n",
       "      <td>0.002832</td>\n",
       "      <td>0.972130</td>\n",
       "      <td>0.000334</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>462</th>\n",
       "      <td>0.956715</td>\n",
       "      <td>0.002845</td>\n",
       "      <td>0.972177</td>\n",
       "      <td>0.000346</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>463</th>\n",
       "      <td>0.956735</td>\n",
       "      <td>0.002866</td>\n",
       "      <td>0.972221</td>\n",
       "      <td>0.000339</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>464</th>\n",
       "      <td>0.956744</td>\n",
       "      <td>0.002821</td>\n",
       "      <td>0.972252</td>\n",
       "      <td>0.000339</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>465</th>\n",
       "      <td>0.956774</td>\n",
       "      <td>0.002809</td>\n",
       "      <td>0.972288</td>\n",
       "      <td>0.000325</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>466</th>\n",
       "      <td>0.956823</td>\n",
       "      <td>0.002789</td>\n",
       "      <td>0.972325</td>\n",
       "      <td>0.000329</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>467</th>\n",
       "      <td>0.956843</td>\n",
       "      <td>0.002778</td>\n",
       "      <td>0.972367</td>\n",
       "      <td>0.000329</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>468</th>\n",
       "      <td>0.956886</td>\n",
       "      <td>0.002775</td>\n",
       "      <td>0.972394</td>\n",
       "      <td>0.000336</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>469</th>\n",
       "      <td>0.956926</td>\n",
       "      <td>0.002794</td>\n",
       "      <td>0.972425</td>\n",
       "      <td>0.000336</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>470</th>\n",
       "      <td>0.956948</td>\n",
       "      <td>0.002798</td>\n",
       "      <td>0.972449</td>\n",
       "      <td>0.000336</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>471</th>\n",
       "      <td>0.956990</td>\n",
       "      <td>0.002806</td>\n",
       "      <td>0.972493</td>\n",
       "      <td>0.000344</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>472</th>\n",
       "      <td>0.956998</td>\n",
       "      <td>0.002788</td>\n",
       "      <td>0.972528</td>\n",
       "      <td>0.000345</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>473</th>\n",
       "      <td>0.957008</td>\n",
       "      <td>0.002765</td>\n",
       "      <td>0.972567</td>\n",
       "      <td>0.000352</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>474</th>\n",
       "      <td>0.957041</td>\n",
       "      <td>0.002798</td>\n",
       "      <td>0.972596</td>\n",
       "      <td>0.000356</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>475</th>\n",
       "      <td>0.957040</td>\n",
       "      <td>0.002804</td>\n",
       "      <td>0.972641</td>\n",
       "      <td>0.000360</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>476</th>\n",
       "      <td>0.957061</td>\n",
       "      <td>0.002828</td>\n",
       "      <td>0.972676</td>\n",
       "      <td>0.000357</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>477</th>\n",
       "      <td>0.957081</td>\n",
       "      <td>0.002813</td>\n",
       "      <td>0.972706</td>\n",
       "      <td>0.000358</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>478</th>\n",
       "      <td>0.957091</td>\n",
       "      <td>0.002813</td>\n",
       "      <td>0.972733</td>\n",
       "      <td>0.000361</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>479</th>\n",
       "      <td>0.957089</td>\n",
       "      <td>0.002803</td>\n",
       "      <td>0.972777</td>\n",
       "      <td>0.000359</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>480</th>\n",
       "      <td>0.957081</td>\n",
       "      <td>0.002808</td>\n",
       "      <td>0.972821</td>\n",
       "      <td>0.000354</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>481</th>\n",
       "      <td>0.957077</td>\n",
       "      <td>0.002800</td>\n",
       "      <td>0.972858</td>\n",
       "      <td>0.000353</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>482</th>\n",
       "      <td>0.957160</td>\n",
       "      <td>0.002817</td>\n",
       "      <td>0.972901</td>\n",
       "      <td>0.000360</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>483</th>\n",
       "      <td>0.957194</td>\n",
       "      <td>0.002837</td>\n",
       "      <td>0.972934</td>\n",
       "      <td>0.000357</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>484</th>\n",
       "      <td>0.957209</td>\n",
       "      <td>0.002852</td>\n",
       "      <td>0.972973</td>\n",
       "      <td>0.000368</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>485</th>\n",
       "      <td>0.957237</td>\n",
       "      <td>0.002850</td>\n",
       "      <td>0.973011</td>\n",
       "      <td>0.000369</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>486</th>\n",
       "      <td>0.957257</td>\n",
       "      <td>0.002837</td>\n",
       "      <td>0.973051</td>\n",
       "      <td>0.000353</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>487</th>\n",
       "      <td>0.957275</td>\n",
       "      <td>0.002849</td>\n",
       "      <td>0.973082</td>\n",
       "      <td>0.000357</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>488</th>\n",
       "      <td>0.957287</td>\n",
       "      <td>0.002816</td>\n",
       "      <td>0.973130</td>\n",
       "      <td>0.000355</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>489</th>\n",
       "      <td>0.957311</td>\n",
       "      <td>0.002818</td>\n",
       "      <td>0.973156</td>\n",
       "      <td>0.000357</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>490</th>\n",
       "      <td>0.957338</td>\n",
       "      <td>0.002802</td>\n",
       "      <td>0.973192</td>\n",
       "      <td>0.000354</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>491</th>\n",
       "      <td>0.957383</td>\n",
       "      <td>0.002805</td>\n",
       "      <td>0.973227</td>\n",
       "      <td>0.000350</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>492</th>\n",
       "      <td>0.957414</td>\n",
       "      <td>0.002815</td>\n",
       "      <td>0.973269</td>\n",
       "      <td>0.000364</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>493</th>\n",
       "      <td>0.957438</td>\n",
       "      <td>0.002809</td>\n",
       "      <td>0.973306</td>\n",
       "      <td>0.000362</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>494</th>\n",
       "      <td>0.957471</td>\n",
       "      <td>0.002809</td>\n",
       "      <td>0.973332</td>\n",
       "      <td>0.000362</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>495</th>\n",
       "      <td>0.957505</td>\n",
       "      <td>0.002793</td>\n",
       "      <td>0.973354</td>\n",
       "      <td>0.000365</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>496</th>\n",
       "      <td>0.957509</td>\n",
       "      <td>0.002793</td>\n",
       "      <td>0.973398</td>\n",
       "      <td>0.000376</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>497</th>\n",
       "      <td>0.957521</td>\n",
       "      <td>0.002791</td>\n",
       "      <td>0.973425</td>\n",
       "      <td>0.000376</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>498</th>\n",
       "      <td>0.957533</td>\n",
       "      <td>0.002788</td>\n",
       "      <td>0.973450</td>\n",
       "      <td>0.000382</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>499</th>\n",
       "      <td>0.957586</td>\n",
       "      <td>0.002755</td>\n",
       "      <td>0.973492</td>\n",
       "      <td>0.000396</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "     test-auc-mean  test-auc-std  train-auc-mean  train-auc-std\n",
       "0    0.650769       0.021384      0.652526        0.022069     \n",
       "1    0.686672       0.016170      0.688221        0.012935     \n",
       "2    0.700593       0.014165      0.702571        0.011853     \n",
       "3    0.714989       0.011869      0.715843        0.008253     \n",
       "4    0.719717       0.010216      0.721323        0.007300     \n",
       "5    0.724713       0.008366      0.725834        0.006555     \n",
       "6    0.731209       0.008002      0.732606        0.006070     \n",
       "7    0.734656       0.008316      0.736327        0.004382     \n",
       "8    0.739646       0.008700      0.740930        0.004234     \n",
       "9    0.743097       0.009899      0.744080        0.004250     \n",
       "10   0.743999       0.010390      0.745245        0.003780     \n",
       "11   0.748314       0.006177      0.749074        0.002135     \n",
       "12   0.752541       0.011669      0.753403        0.012862     \n",
       "13   0.754959       0.012556      0.756715        0.013499     \n",
       "14   0.760955       0.011552      0.763443        0.012279     \n",
       "15   0.775087       0.020828      0.777864        0.018214     \n",
       "16   0.785542       0.019803      0.788520        0.017947     \n",
       "17   0.799845       0.011799      0.802473        0.012383     \n",
       "18   0.808220       0.006483      0.811206        0.004077     \n",
       "19   0.811344       0.006241      0.814718        0.003845     \n",
       "20   0.815401       0.005425      0.818693        0.003538     \n",
       "21   0.819935       0.006057      0.822967        0.003190     \n",
       "22   0.827054       0.009487      0.830337        0.006197     \n",
       "23   0.832797       0.011634      0.837041        0.008564     \n",
       "24   0.839910       0.008740      0.843704        0.007332     \n",
       "25   0.841668       0.008418      0.844991        0.007186     \n",
       "26   0.847706       0.006588      0.850747        0.002881     \n",
       "27   0.849568       0.005326      0.852800        0.002148     \n",
       "28   0.851173       0.006300      0.854588        0.002691     \n",
       "29   0.852549       0.006457      0.855778        0.002749     \n",
       "30   0.854147       0.006512      0.857576        0.002506     \n",
       "31   0.856862       0.006072      0.860684        0.002792     \n",
       "32   0.860220       0.005715      0.863961        0.002462     \n",
       "33   0.862814       0.005464      0.866854        0.002896     \n",
       "34   0.863812       0.005601      0.868212        0.002901     \n",
       "35   0.866626       0.005585      0.871442        0.001870     \n",
       "36   0.869038       0.005661      0.874117        0.001931     \n",
       "37   0.870301       0.005496      0.875407        0.001977     \n",
       "38   0.870783       0.005467      0.876326        0.002005     \n",
       "39   0.872484       0.005817      0.877839        0.002281     \n",
       "40   0.873986       0.005723      0.879454        0.002476     \n",
       "41   0.875534       0.006065      0.880856        0.002763     \n",
       "42   0.878455       0.005918      0.883481        0.002464     \n",
       "43   0.879573       0.005768      0.884610        0.002024     \n",
       "44   0.880605       0.006043      0.885717        0.002661     \n",
       "45   0.881957       0.005592      0.887262        0.002048     \n",
       "46   0.883577       0.005618      0.888944        0.002467     \n",
       "47   0.884102       0.005195      0.889829        0.002421     \n",
       "48   0.885486       0.004914      0.891477        0.001771     \n",
       "49   0.886384       0.005382      0.892609        0.001843     \n",
       "50   0.887607       0.005996      0.893978        0.002131     \n",
       "51   0.888774       0.005281      0.895190        0.001751     \n",
       "52   0.889727       0.005500      0.896159        0.001943     \n",
       "53   0.891351       0.004066      0.897500        0.001592     \n",
       "54   0.892149       0.003975      0.898642        0.001753     \n",
       "55   0.892992       0.004364      0.899705        0.001866     \n",
       "56   0.894027       0.004943      0.900617        0.001355     \n",
       "57   0.894750       0.004590      0.901328        0.001481     \n",
       "58   0.895520       0.004879      0.902321        0.001839     \n",
       "59   0.896424       0.004859      0.903317        0.001721     \n",
       "60   0.896901       0.004473      0.903817        0.001741     \n",
       "61   0.897497       0.004439      0.904475        0.001628     \n",
       "62   0.898306       0.004743      0.905250        0.001804     \n",
       "63   0.898885       0.004823      0.906036        0.002099     \n",
       "64   0.900039       0.004620      0.907217        0.001807     \n",
       "65   0.900581       0.004564      0.907835        0.001719     \n",
       "66   0.901487       0.004415      0.908713        0.001743     \n",
       "67   0.902266       0.004829      0.909670        0.001781     \n",
       "68   0.902921       0.004771      0.910403        0.001540     \n",
       "69   0.903773       0.004910      0.911286        0.001786     \n",
       "70   0.904538       0.004817      0.912068        0.001854     \n",
       "71   0.905727       0.004511      0.913174        0.001569     \n",
       "72   0.906516       0.004506      0.914132        0.001319     \n",
       "73   0.907155       0.004759      0.915012        0.001185     \n",
       "74   0.907549       0.004522      0.915578        0.001115     \n",
       "75   0.908492       0.004842      0.916561        0.001141     \n",
       "76   0.909088       0.004456      0.917381        0.000942     \n",
       "77   0.909826       0.004393      0.918230        0.000968     \n",
       "78   0.909967       0.004370      0.918740        0.000921     \n",
       "79   0.910543       0.004215      0.919377        0.001145     \n",
       "80   0.911265       0.004079      0.920071        0.001237     \n",
       "81   0.911906       0.004077      0.920901        0.001205     \n",
       "82   0.912437       0.004414      0.921561        0.001228     \n",
       "83   0.913078       0.004407      0.922208        0.001203     \n",
       "84   0.913523       0.004358      0.922819        0.001142     \n",
       "85   0.913830       0.004260      0.923295        0.001095     \n",
       "86   0.914352       0.004323      0.923917        0.001026     \n",
       "87   0.914936       0.004307      0.924389        0.000862     \n",
       "88   0.915619       0.004210      0.925086        0.000977     \n",
       "89   0.916334       0.004330      0.925746        0.001038     \n",
       "90   0.916652       0.004489      0.926073        0.000874     \n",
       "91   0.917240       0.004414      0.926594        0.000870     \n",
       "92   0.917833       0.004552      0.927127        0.000920     \n",
       "93   0.918324       0.004510      0.927618        0.000686     \n",
       "94   0.918843       0.004687      0.928194        0.000524     \n",
       "95   0.919569       0.004834      0.928775        0.000467     \n",
       "96   0.919960       0.004746      0.929273        0.000447     \n",
       "97   0.920478       0.004797      0.929608        0.000449     \n",
       "98   0.921019       0.004806      0.930050        0.000440     \n",
       "99   0.921360       0.004809      0.930534        0.000411     \n",
       "100  0.921506       0.004734      0.930880        0.000507     \n",
       "101  0.921823       0.004729      0.931269        0.000387     \n",
       "102  0.922108       0.004770      0.931681        0.000454     \n",
       "103  0.922516       0.004751      0.932164        0.000525     \n",
       "104  0.922720       0.004697      0.932455        0.000466     \n",
       "105  0.923148       0.004679      0.932947        0.000600     \n",
       "106  0.923370       0.004776      0.933227        0.000608     \n",
       "107  0.923505       0.004842      0.933501        0.000688     \n",
       "108  0.923872       0.004879      0.933861        0.000668     \n",
       "109  0.924097       0.004791      0.934158        0.000640     \n",
       "110  0.924416       0.004688      0.934523        0.000700     \n",
       "111  0.924769       0.004460      0.934976        0.000662     \n",
       "112  0.925036       0.004340      0.935284        0.000698     \n",
       "113  0.925484       0.004276      0.935641        0.000639     \n",
       "114  0.925956       0.004481      0.936093        0.000577     \n",
       "115  0.926242       0.004316      0.936448        0.000579     \n",
       "116  0.926639       0.004303      0.936840        0.000608     \n",
       "117  0.926984       0.004168      0.937137        0.000527     \n",
       "118  0.927434       0.004181      0.937537        0.000528     \n",
       "119  0.927678       0.004230      0.937846        0.000495     \n",
       "120  0.927967       0.004256      0.938132        0.000465     \n",
       "121  0.928167       0.004151      0.938339        0.000561     \n",
       "122  0.928266       0.004233      0.938576        0.000483     \n",
       "123  0.928462       0.004191      0.938878        0.000479     \n",
       "124  0.928900       0.004142      0.939236        0.000438     \n",
       "125  0.929042       0.004083      0.939471        0.000455     \n",
       "126  0.929277       0.004216      0.939701        0.000490     \n",
       "127  0.929517       0.004177      0.939945        0.000485     \n",
       "128  0.929659       0.004076      0.940157        0.000420     \n",
       "129  0.929847       0.004008      0.940432        0.000473     \n",
       "130  0.930145       0.004030      0.940734        0.000533     \n",
       "131  0.930412       0.003955      0.941073        0.000540     \n",
       "132  0.930633       0.003962      0.941396        0.000583     \n",
       "133  0.930790       0.003856      0.941681        0.000607     \n",
       "134  0.930923       0.003909      0.941851        0.000636     \n",
       "135  0.931132       0.003902      0.942079        0.000634     \n",
       "136  0.931304       0.003893      0.942304        0.000697     \n",
       "137  0.931540       0.003987      0.942624        0.000722     \n",
       "138  0.931672       0.003930      0.942836        0.000722     \n",
       "139  0.932060       0.003836      0.943088        0.000699     \n",
       "140  0.932432       0.003830      0.943423        0.000598     \n",
       "141  0.932603       0.003844      0.943684        0.000562     \n",
       "142  0.932770       0.003899      0.943892        0.000545     \n",
       "143  0.933096       0.003753      0.944150        0.000535     \n",
       "144  0.933334       0.003633      0.944417        0.000542     \n",
       "145  0.933444       0.003685      0.944589        0.000520     \n",
       "146  0.933794       0.003711      0.944930        0.000548     \n",
       "147  0.934052       0.003731      0.945127        0.000617     \n",
       "148  0.934354       0.003816      0.945382        0.000529     \n",
       "149  0.934636       0.003934      0.945641        0.000525     \n",
       "150  0.935021       0.003987      0.945926        0.000541     \n",
       "151  0.935180       0.003973      0.946007        0.000531     \n",
       "152  0.935411       0.004036      0.946278        0.000501     \n",
       "153  0.935513       0.004111      0.946457        0.000450     \n",
       "154  0.935730       0.003932      0.946620        0.000447     \n",
       "155  0.935893       0.004060      0.946847        0.000438     \n",
       "156  0.936049       0.004016      0.946969        0.000369     \n",
       "157  0.936234       0.004012      0.947207        0.000361     \n",
       "158  0.936349       0.004015      0.947381        0.000277     \n",
       "159  0.936437       0.003948      0.947539        0.000259     \n",
       "160  0.936621       0.003983      0.947694        0.000275     \n",
       "161  0.936859       0.003853      0.947913        0.000341     \n",
       "162  0.937028       0.003778      0.948170        0.000393     \n",
       "163  0.937225       0.003669      0.948358        0.000459     \n",
       "164  0.937349       0.003693      0.948526        0.000464     \n",
       "165  0.937451       0.003649      0.948689        0.000432     \n",
       "166  0.937665       0.003496      0.948859        0.000492     \n",
       "167  0.937766       0.003543      0.949018        0.000499     \n",
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       "169  0.938159       0.003556      0.949396        0.000427     \n",
       "170  0.938358       0.003515      0.949591        0.000502     \n",
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       "172  0.938582       0.003482      0.949865        0.000478     \n",
       "173  0.938713       0.003451      0.950018        0.000449     \n",
       "174  0.938804       0.003487      0.950118        0.000461     \n",
       "175  0.939072       0.003425      0.950276        0.000474     \n",
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       "177  0.939318       0.003474      0.950623        0.000395     \n",
       "178  0.939392       0.003352      0.950809        0.000360     \n",
       "179  0.939558       0.003397      0.950946        0.000311     \n",
       "180  0.939664       0.003338      0.951069        0.000366     \n",
       "181  0.939688       0.003417      0.951186        0.000334     \n",
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       "183  0.940012       0.003394      0.951555        0.000317     \n",
       "184  0.940257       0.003373      0.951758        0.000321     \n",
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       "186  0.940500       0.003384      0.951996        0.000309     \n",
       "187  0.940677       0.003309      0.952170        0.000375     \n",
       "188  0.940908       0.003447      0.952332        0.000384     \n",
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       "190  0.941118       0.003448      0.952612        0.000362     \n",
       "191  0.941234       0.003461      0.952729        0.000377     \n",
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       "193  0.941486       0.003340      0.953007        0.000341     \n",
       "194  0.941571       0.003391      0.953166        0.000390     \n",
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       "196  0.941860       0.003525      0.953454        0.000405     \n",
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       "198  0.942088       0.003457      0.953663        0.000363     \n",
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       "201  0.942356       0.003519      0.954060        0.000331     \n",
       "202  0.942392       0.003484      0.954182        0.000336     \n",
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       "208  0.943008       0.003625      0.954953        0.000384     \n",
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       "210  0.943250       0.003608      0.955186        0.000398     \n",
       "211  0.943307       0.003557      0.955289        0.000450     \n",
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       "213  0.943632       0.003695      0.955589        0.000510     \n",
       "214  0.943803       0.003538      0.955733        0.000472     \n",
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       "218  0.944264       0.003500      0.956241        0.000463     \n",
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       "222  0.944644       0.003440      0.956677        0.000427     \n",
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       "224  0.944813       0.003464      0.956900        0.000417     \n",
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       "226  0.944995       0.003506      0.957108        0.000487     \n",
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       "230  0.945240       0.003555      0.957559        0.000461     \n",
       "231  0.945356       0.003497      0.957684        0.000486     \n",
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       "236  0.945811       0.003486      0.958191        0.000474     \n",
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       "239  0.945959       0.003379      0.958482        0.000445     \n",
       "240  0.946024       0.003294      0.958577        0.000436     \n",
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       "244  0.946459       0.003351      0.958982        0.000390     \n",
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       "249  0.946866       0.003335      0.959476        0.000396     \n",
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       "251  0.947115       0.003286      0.959686        0.000369     \n",
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       "255  0.947553       0.003281      0.960100        0.000357     \n",
       "256  0.947622       0.003272      0.960223        0.000380     \n",
       "257  0.947665       0.003307      0.960298        0.000393     \n",
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       "261  0.947951       0.003200      0.960676        0.000337     \n",
       "262  0.948043       0.003171      0.960810        0.000334     \n",
       "263  0.948082       0.003153      0.960871        0.000339     \n",
       "264  0.948143       0.003152      0.960964        0.000330     \n",
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       "268  0.948477       0.003008      0.961299        0.000297     \n",
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       "270  0.948610       0.003040      0.961475        0.000348     \n",
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       "273  0.948760       0.002947      0.961775        0.000331     \n",
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       "418  0.955644       0.002804      0.970416        0.000259     \n",
       "419  0.955665       0.002797      0.970454        0.000265     \n",
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       "441  0.956208       0.002719      0.971354        0.000295     \n",
       "442  0.956258       0.002722      0.971377        0.000297     \n",
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       "444  0.956282       0.002741      0.971449        0.000307     \n",
       "445  0.956297       0.002756      0.971486        0.000308     \n",
       "446  0.956326       0.002769      0.971528        0.000309     \n",
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       "475  0.957040       0.002804      0.972641        0.000360     \n",
       "476  0.957061       0.002828      0.972676        0.000357     \n",
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       "478  0.957091       0.002813      0.972733        0.000361     \n",
       "479  0.957089       0.002803      0.972777        0.000359     \n",
       "480  0.957081       0.002808      0.972821        0.000354     \n",
       "481  0.957077       0.002800      0.972858        0.000353     \n",
       "482  0.957160       0.002817      0.972901        0.000360     \n",
       "483  0.957194       0.002837      0.972934        0.000357     \n",
       "484  0.957209       0.002852      0.972973        0.000368     \n",
       "485  0.957237       0.002850      0.973011        0.000369     \n",
       "486  0.957257       0.002837      0.973051        0.000353     \n",
       "487  0.957275       0.002849      0.973082        0.000357     \n",
       "488  0.957287       0.002816      0.973130        0.000355     \n",
       "489  0.957311       0.002818      0.973156        0.000357     \n",
       "490  0.957338       0.002802      0.973192        0.000354     \n",
       "491  0.957383       0.002805      0.973227        0.000350     \n",
       "492  0.957414       0.002815      0.973269        0.000364     \n",
       "493  0.957438       0.002809      0.973306        0.000362     \n",
       "494  0.957471       0.002809      0.973332        0.000362     \n",
       "495  0.957505       0.002793      0.973354        0.000365     \n",
       "496  0.957509       0.002793      0.973398        0.000376     \n",
       "497  0.957521       0.002791      0.973425        0.000376     \n",
       "498  0.957533       0.002788      0.973450        0.000382     \n",
       "499  0.957586       0.002755      0.973492        0.000396     "
      ]
     },
     "execution_count": 67,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "cv"
   ]
  }
 ],
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