merge_datasets_SVM_RBF.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "# from sklearn.preprocessing import PolynomialFeatures\n",
    "from sklearn import decomposition\n",
    "import os\n",
    "import scipy.stats as sc\n",
    "from sklearn.model_selection import train_test_split\n",
    "from sklearn.preprocessing import MinMaxScaler\n",
    "from sklearn.svm import SVC\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
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     ]
    }
   ],
   "source": [
    "count = 0\n",
    "\n",
    "for name in os.listdir('CSV'):\n",
    "    if 'Co' in name:\n",
    "        count += 1\n",
    "\n",
    "\n",
    "files = []\n",
    "\n",
    "for name in os.listdir('CSV'):\n",
    "    if 'Co' in name:\n",
    "        files.append('CSV/' + name)\n",
    "    \n",
    "path = 'Transformed Data/Co_final.csv'\n",
    "\n",
    "# df2 = pd.DataFrame(columns = [col + string for col in df.columns for string in [\"Min\", \"Max\", \"Std\", \"Med\", \"Avg\", \"Skewness\", \"Kurtosis\", \"Moment\"]])\n",
    "i = 0\n",
    "j = 0\n",
    "df2 = pd.DataFrame()\n",
    "for fname in files:\n",
    "    global df, df2\n",
    "\n",
    "        \n",
    "    df = pd.read_csv(fname)\n",
    "    for col in df.columns:\n",
    "        for x in [\"Min\", \"Max\", \"Std\", \"Med\", \"Avg\", \"Skewness\", \"Kurtosis\"]:\n",
    "            colname = col + x\n",
    "            if x == 'Min':\n",
    "                df2.loc[i, colname] = df[col].min(axis=0)\n",
    "                \n",
    "            if x == 'Max':\n",
    "                df2.loc[i, colname] = df[col].max(axis=0)\n",
    "                \n",
    "            if x == 'Std':\n",
    "                df2.loc[i, colname] = df[col].std(axis=0)\n",
    "                \n",
    "            if x == 'Med':\n",
    "                df2.loc[i, colname] = df[col].median(axis=0)\n",
    "                \n",
    "            if x == 'Avg':\n",
    "                df2.loc[i, colname] = df[col].mean(axis=0)\n",
    "            if x == 'Skewness':\n",
    "                df2.loc[i, colname] = df[col].skew(axis=0)\n",
    "                \n",
    "            if x == 'Kurtosis':\n",
    "                df2.loc[i, colname] = df[col].kurtosis(axis=0)\n",
    "          \n",
    "                \n",
    "    i += 1\n",
    "    j += 1\n",
    "    print(\"{} files completed out of {}\".format(j, count))\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "\n",
    "df2 = df2.dropna(thresh=50)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
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       "<style>\n",
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       "        text-align: right;\n",
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       "    .dataframe thead th {\n",
       "        text-align: left;\n",
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       "    .dataframe tbody tr th {\n",
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Time(sec)Min</th>\n",
       "      <th>Time(sec)Max</th>\n",
       "      <th>Time(sec)Std</th>\n",
       "      <th>Time(sec)Med</th>\n",
       "      <th>Time(sec)Avg</th>\n",
       "      <th>Time(sec)Skewness</th>\n",
       "      <th>Time(sec)Kurtosis</th>\n",
       "      <th>VGRF_left_s1Min</th>\n",
       "      <th>VGRF_left_s1Max</th>\n",
       "      <th>VGRF_left_s1Std</th>\n",
       "      <th>...</th>\n",
       "      <th>Total_force_leftAvg</th>\n",
       "      <th>Total_force_leftSkewness</th>\n",
       "      <th>Total_force_leftKurtosis</th>\n",
       "      <th>Total_force_rightMin</th>\n",
       "      <th>Total_force_rightMax</th>\n",
       "      <th>Total_force_rightStd</th>\n",
       "      <th>Total_force_rightMed</th>\n",
       "      <th>Total_force_rightAvg</th>\n",
       "      <th>Total_force_rightSkewness</th>\n",
       "      <th>Total_force_rightKurtosis</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0.01</td>\n",
       "      <td>121.1715</td>\n",
       "      <td>34.980647</td>\n",
       "      <td>60.5908</td>\n",
       "      <td>60.590759</td>\n",
       "      <td>4.291654e-09</td>\n",
       "      <td>-1.2</td>\n",
       "      <td>0.0</td>\n",
       "      <td>480.92</td>\n",
       "      <td>140.246070</td>\n",
       "      <td>...</td>\n",
       "      <td>520.643543</td>\n",
       "      <td>-0.074995</td>\n",
       "      <td>-1.828359</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1257.30</td>\n",
       "      <td>491.384614</td>\n",
       "      <td>746.350</td>\n",
       "      <td>563.299016</td>\n",
       "      <td>-0.124938</td>\n",
       "      <td>-1.844032</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>0.01</td>\n",
       "      <td>121.1715</td>\n",
       "      <td>34.980647</td>\n",
       "      <td>60.5908</td>\n",
       "      <td>60.590759</td>\n",
       "      <td>4.291654e-09</td>\n",
       "      <td>-1.2</td>\n",
       "      <td>0.0</td>\n",
       "      <td>495.55</td>\n",
       "      <td>134.295604</td>\n",
       "      <td>...</td>\n",
       "      <td>441.192562</td>\n",
       "      <td>-0.098336</td>\n",
       "      <td>-1.728496</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1086.25</td>\n",
       "      <td>387.918003</td>\n",
       "      <td>515.515</td>\n",
       "      <td>447.969544</td>\n",
       "      <td>-0.066500</td>\n",
       "      <td>-1.760850</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>0.01</td>\n",
       "      <td>121.1715</td>\n",
       "      <td>34.980647</td>\n",
       "      <td>60.5908</td>\n",
       "      <td>60.590759</td>\n",
       "      <td>4.291654e-09</td>\n",
       "      <td>-1.2</td>\n",
       "      <td>0.0</td>\n",
       "      <td>451.88</td>\n",
       "      <td>133.190085</td>\n",
       "      <td>...</td>\n",
       "      <td>429.147671</td>\n",
       "      <td>-0.039759</td>\n",
       "      <td>-1.710935</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1099.56</td>\n",
       "      <td>390.275302</td>\n",
       "      <td>522.390</td>\n",
       "      <td>449.557146</td>\n",
       "      <td>-0.047633</td>\n",
       "      <td>-1.735244</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>0.01</td>\n",
       "      <td>121.1715</td>\n",
       "      <td>34.980647</td>\n",
       "      <td>60.5908</td>\n",
       "      <td>60.590759</td>\n",
       "      <td>4.291654e-09</td>\n",
       "      <td>-1.2</td>\n",
       "      <td>0.0</td>\n",
       "      <td>455.07</td>\n",
       "      <td>119.849833</td>\n",
       "      <td>...</td>\n",
       "      <td>600.680117</td>\n",
       "      <td>-0.181994</td>\n",
       "      <td>-1.787229</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1271.49</td>\n",
       "      <td>514.070749</td>\n",
       "      <td>739.585</td>\n",
       "      <td>591.226934</td>\n",
       "      <td>-0.101261</td>\n",
       "      <td>-1.825761</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>0.01</td>\n",
       "      <td>121.1715</td>\n",
       "      <td>34.980647</td>\n",
       "      <td>60.5908</td>\n",
       "      <td>60.590759</td>\n",
       "      <td>4.291654e-09</td>\n",
       "      <td>-1.2</td>\n",
       "      <td>0.0</td>\n",
       "      <td>580.69</td>\n",
       "      <td>146.005841</td>\n",
       "      <td>...</td>\n",
       "      <td>615.959043</td>\n",
       "      <td>-0.117049</td>\n",
       "      <td>-1.790774</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1348.27</td>\n",
       "      <td>524.767850</td>\n",
       "      <td>785.125</td>\n",
       "      <td>602.423079</td>\n",
       "      <td>-0.113254</td>\n",
       "      <td>-1.827865</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>0.01</td>\n",
       "      <td>121.1715</td>\n",
       "      <td>34.980647</td>\n",
       "      <td>60.5908</td>\n",
       "      <td>60.590759</td>\n",
       "      <td>4.291654e-09</td>\n",
       "      <td>-1.2</td>\n",
       "      <td>0.0</td>\n",
       "      <td>298.87</td>\n",
       "      <td>49.944330</td>\n",
       "      <td>...</td>\n",
       "      <td>398.362168</td>\n",
       "      <td>-0.100385</td>\n",
       "      <td>-1.730714</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1019.37</td>\n",
       "      <td>345.243772</td>\n",
       "      <td>568.315</td>\n",
       "      <td>407.911825</td>\n",
       "      <td>-0.090384</td>\n",
       "      <td>-1.622084</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>0.01</td>\n",
       "      <td>121.1715</td>\n",
       "      <td>34.980647</td>\n",
       "      <td>60.5908</td>\n",
       "      <td>60.590759</td>\n",
       "      <td>4.291654e-09</td>\n",
       "      <td>-1.2</td>\n",
       "      <td>0.0</td>\n",
       "      <td>308.55</td>\n",
       "      <td>53.331075</td>\n",
       "      <td>...</td>\n",
       "      <td>401.905606</td>\n",
       "      <td>-0.108710</td>\n",
       "      <td>-1.744624</td>\n",
       "      <td>0.0</td>\n",
       "      <td>994.18</td>\n",
       "      <td>348.809017</td>\n",
       "      <td>579.590</td>\n",
       "      <td>411.814783</td>\n",
       "      <td>-0.104557</td>\n",
       "      <td>-1.651283</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>0.01</td>\n",
       "      <td>121.1715</td>\n",
       "      <td>34.980647</td>\n",
       "      <td>60.5908</td>\n",
       "      <td>60.590759</td>\n",
       "      <td>4.291654e-09</td>\n",
       "      <td>-1.2</td>\n",
       "      <td>0.0</td>\n",
       "      <td>275.66</td>\n",
       "      <td>78.942540</td>\n",
       "      <td>...</td>\n",
       "      <td>513.524125</td>\n",
       "      <td>-0.187274</td>\n",
       "      <td>-1.711025</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1163.47</td>\n",
       "      <td>437.060076</td>\n",
       "      <td>708.620</td>\n",
       "      <td>530.197150</td>\n",
       "      <td>-0.172474</td>\n",
       "      <td>-1.738950</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>0.01</td>\n",
       "      <td>121.1715</td>\n",
       "      <td>34.980647</td>\n",
       "      <td>60.5908</td>\n",
       "      <td>60.590759</td>\n",
       "      <td>4.291654e-09</td>\n",
       "      <td>-1.2</td>\n",
       "      <td>0.0</td>\n",
       "      <td>287.21</td>\n",
       "      <td>82.979182</td>\n",
       "      <td>...</td>\n",
       "      <td>534.002080</td>\n",
       "      <td>-0.174932</td>\n",
       "      <td>-1.724490</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1180.74</td>\n",
       "      <td>454.177228</td>\n",
       "      <td>738.540</td>\n",
       "      <td>543.604950</td>\n",
       "      <td>-0.163267</td>\n",
       "      <td>-1.767471</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>0.01</td>\n",
       "      <td>121.1715</td>\n",
       "      <td>34.980647</td>\n",
       "      <td>60.5908</td>\n",
       "      <td>60.590759</td>\n",
       "      <td>4.291654e-09</td>\n",
       "      <td>-1.2</td>\n",
       "      <td>0.0</td>\n",
       "      <td>194.37</td>\n",
       "      <td>49.702820</td>\n",
       "      <td>...</td>\n",
       "      <td>465.876606</td>\n",
       "      <td>-0.096786</td>\n",
       "      <td>-1.777673</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1163.91</td>\n",
       "      <td>435.900611</td>\n",
       "      <td>670.065</td>\n",
       "      <td>497.270423</td>\n",
       "      <td>-0.085494</td>\n",
       "      <td>-1.770281</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>0.01</td>\n",
       "      <td>116.1719</td>\n",
       "      <td>33.537373</td>\n",
       "      <td>58.0909</td>\n",
       "      <td>58.090934</td>\n",
       "      <td>1.283094e-08</td>\n",
       "      <td>-1.2</td>\n",
       "      <td>0.0</td>\n",
       "      <td>180.18</td>\n",
       "      <td>47.551452</td>\n",
       "      <td>...</td>\n",
       "      <td>436.496844</td>\n",
       "      <td>-0.139931</td>\n",
       "      <td>-1.792191</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1172.71</td>\n",
       "      <td>435.083508</td>\n",
       "      <td>659.340</td>\n",
       "      <td>495.896361</td>\n",
       "      <td>-0.073704</td>\n",
       "      <td>-1.754235</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>0.01</td>\n",
       "      <td>121.1715</td>\n",
       "      <td>34.980647</td>\n",
       "      <td>60.5908</td>\n",
       "      <td>60.590759</td>\n",
       "      <td>4.291654e-09</td>\n",
       "      <td>-1.2</td>\n",
       "      <td>0.0</td>\n",
       "      <td>689.81</td>\n",
       "      <td>180.762664</td>\n",
       "      <td>...</td>\n",
       "      <td>515.057326</td>\n",
       "      <td>0.096568</td>\n",
       "      <td>-1.538732</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1457.72</td>\n",
       "      <td>490.195299</td>\n",
       "      <td>601.260</td>\n",
       "      <td>534.317321</td>\n",
       "      <td>0.074060</td>\n",
       "      <td>-1.692349</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>0.01</td>\n",
       "      <td>121.1715</td>\n",
       "      <td>34.980647</td>\n",
       "      <td>60.5908</td>\n",
       "      <td>60.590759</td>\n",
       "      <td>4.291654e-09</td>\n",
       "      <td>-1.2</td>\n",
       "      <td>0.0</td>\n",
       "      <td>574.64</td>\n",
       "      <td>171.279833</td>\n",
       "      <td>...</td>\n",
       "      <td>501.227300</td>\n",
       "      <td>0.099826</td>\n",
       "      <td>-1.607598</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1433.19</td>\n",
       "      <td>497.778451</td>\n",
       "      <td>621.225</td>\n",
       "      <td>549.119592</td>\n",
       "      <td>0.027446</td>\n",
       "      <td>-1.742025</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>0.01</td>\n",
       "      <td>121.1715</td>\n",
       "      <td>34.980647</td>\n",
       "      <td>60.5908</td>\n",
       "      <td>60.590759</td>\n",
       "      <td>4.291654e-09</td>\n",
       "      <td>-1.2</td>\n",
       "      <td>0.0</td>\n",
       "      <td>313.28</td>\n",
       "      <td>79.575026</td>\n",
       "      <td>...</td>\n",
       "      <td>497.223329</td>\n",
       "      <td>-0.059700</td>\n",
       "      <td>-1.775582</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1052.26</td>\n",
       "      <td>400.581416</td>\n",
       "      <td>562.045</td>\n",
       "      <td>455.412082</td>\n",
       "      <td>-0.056716</td>\n",
       "      <td>-1.789971</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>0.01</td>\n",
       "      <td>121.1715</td>\n",
       "      <td>34.980647</td>\n",
       "      <td>60.5908</td>\n",
       "      <td>60.590759</td>\n",
       "      <td>4.291654e-09</td>\n",
       "      <td>-1.2</td>\n",
       "      <td>0.0</td>\n",
       "      <td>264.00</td>\n",
       "      <td>74.876490</td>\n",
       "      <td>...</td>\n",
       "      <td>506.131940</td>\n",
       "      <td>-0.075080</td>\n",
       "      <td>-1.788391</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1087.57</td>\n",
       "      <td>404.977458</td>\n",
       "      <td>573.980</td>\n",
       "      <td>463.951288</td>\n",
       "      <td>-0.065927</td>\n",
       "      <td>-1.781276</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>0.01</td>\n",
       "      <td>121.1715</td>\n",
       "      <td>34.980647</td>\n",
       "      <td>60.5908</td>\n",
       "      <td>60.590759</td>\n",
       "      <td>4.291654e-09</td>\n",
       "      <td>-1.2</td>\n",
       "      <td>0.0</td>\n",
       "      <td>386.32</td>\n",
       "      <td>60.638059</td>\n",
       "      <td>...</td>\n",
       "      <td>461.042016</td>\n",
       "      <td>-0.011285</td>\n",
       "      <td>-1.696088</td>\n",
       "      <td>0.0</td>\n",
       "      <td>968.44</td>\n",
       "      <td>373.110412</td>\n",
       "      <td>531.905</td>\n",
       "      <td>421.670739</td>\n",
       "      <td>-0.052462</td>\n",
       "      <td>-1.800413</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>0.01</td>\n",
       "      <td>121.1715</td>\n",
       "      <td>34.980647</td>\n",
       "      <td>60.5908</td>\n",
       "      <td>60.590759</td>\n",
       "      <td>4.291654e-09</td>\n",
       "      <td>-1.2</td>\n",
       "      <td>0.0</td>\n",
       "      <td>407.11</td>\n",
       "      <td>64.512199</td>\n",
       "      <td>...</td>\n",
       "      <td>470.248275</td>\n",
       "      <td>-0.031759</td>\n",
       "      <td>-1.673836</td>\n",
       "      <td>0.0</td>\n",
       "      <td>983.62</td>\n",
       "      <td>374.657184</td>\n",
       "      <td>547.855</td>\n",
       "      <td>423.798456</td>\n",
       "      <td>-0.057994</td>\n",
       "      <td>-1.807123</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>0.01</td>\n",
       "      <td>121.1715</td>\n",
       "      <td>34.980647</td>\n",
       "      <td>60.5908</td>\n",
       "      <td>60.590759</td>\n",
       "      <td>4.291654e-09</td>\n",
       "      <td>-1.2</td>\n",
       "      <td>0.0</td>\n",
       "      <td>424.27</td>\n",
       "      <td>60.462603</td>\n",
       "      <td>...</td>\n",
       "      <td>406.352645</td>\n",
       "      <td>-0.055126</td>\n",
       "      <td>-1.815596</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1067.44</td>\n",
       "      <td>376.917584</td>\n",
       "      <td>489.555</td>\n",
       "      <td>418.903665</td>\n",
       "      <td>0.034337</td>\n",
       "      <td>-1.703847</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>0.01</td>\n",
       "      <td>121.1715</td>\n",
       "      <td>34.980647</td>\n",
       "      <td>60.5908</td>\n",
       "      <td>60.590759</td>\n",
       "      <td>4.291654e-09</td>\n",
       "      <td>-1.2</td>\n",
       "      <td>0.0</td>\n",
       "      <td>480.92</td>\n",
       "      <td>64.931899</td>\n",
       "      <td>...</td>\n",
       "      <td>404.498149</td>\n",
       "      <td>-0.066078</td>\n",
       "      <td>-1.823467</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1068.98</td>\n",
       "      <td>383.839948</td>\n",
       "      <td>496.265</td>\n",
       "      <td>422.463152</td>\n",
       "      <td>0.048936</td>\n",
       "      <td>-1.698395</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>0.01</td>\n",
       "      <td>121.1715</td>\n",
       "      <td>34.980647</td>\n",
       "      <td>60.5908</td>\n",
       "      <td>60.590759</td>\n",
       "      <td>4.291654e-09</td>\n",
       "      <td>-1.2</td>\n",
       "      <td>0.0</td>\n",
       "      <td>527.56</td>\n",
       "      <td>150.325177</td>\n",
       "      <td>...</td>\n",
       "      <td>500.348135</td>\n",
       "      <td>-0.032455</td>\n",
       "      <td>-1.763772</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1363.56</td>\n",
       "      <td>424.509319</td>\n",
       "      <td>563.585</td>\n",
       "      <td>472.248509</td>\n",
       "      <td>0.039966</td>\n",
       "      <td>-1.723332</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>0.01</td>\n",
       "      <td>121.1715</td>\n",
       "      <td>34.980647</td>\n",
       "      <td>60.5908</td>\n",
       "      <td>60.590759</td>\n",
       "      <td>4.291654e-09</td>\n",
       "      <td>-1.2</td>\n",
       "      <td>0.0</td>\n",
       "      <td>357.72</td>\n",
       "      <td>109.209264</td>\n",
       "      <td>...</td>\n",
       "      <td>372.113652</td>\n",
       "      <td>0.083281</td>\n",
       "      <td>-1.646346</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1052.92</td>\n",
       "      <td>384.297948</td>\n",
       "      <td>500.775</td>\n",
       "      <td>427.923520</td>\n",
       "      <td>0.011948</td>\n",
       "      <td>-1.730740</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>0.01</td>\n",
       "      <td>121.1715</td>\n",
       "      <td>34.980647</td>\n",
       "      <td>60.5908</td>\n",
       "      <td>60.590759</td>\n",
       "      <td>4.291654e-09</td>\n",
       "      <td>-1.2</td>\n",
       "      <td>0.0</td>\n",
       "      <td>401.83</td>\n",
       "      <td>109.565129</td>\n",
       "      <td>...</td>\n",
       "      <td>401.909963</td>\n",
       "      <td>-0.108599</td>\n",
       "      <td>-1.791650</td>\n",
       "      <td>0.0</td>\n",
       "      <td>875.16</td>\n",
       "      <td>331.663886</td>\n",
       "      <td>491.205</td>\n",
       "      <td>385.835512</td>\n",
       "      <td>-0.080453</td>\n",
       "      <td>-1.782205</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>0.01</td>\n",
       "      <td>121.1715</td>\n",
       "      <td>34.980647</td>\n",
       "      <td>60.5908</td>\n",
       "      <td>60.590759</td>\n",
       "      <td>4.291654e-09</td>\n",
       "      <td>-1.2</td>\n",
       "      <td>0.0</td>\n",
       "      <td>432.96</td>\n",
       "      <td>113.554487</td>\n",
       "      <td>...</td>\n",
       "      <td>397.922222</td>\n",
       "      <td>-0.073248</td>\n",
       "      <td>-1.779967</td>\n",
       "      <td>0.0</td>\n",
       "      <td>902.77</td>\n",
       "      <td>332.359337</td>\n",
       "      <td>503.085</td>\n",
       "      <td>386.921333</td>\n",
       "      <td>-0.080224</td>\n",
       "      <td>-1.772251</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>0.01</td>\n",
       "      <td>115.4619</td>\n",
       "      <td>33.332428</td>\n",
       "      <td>57.7360</td>\n",
       "      <td>57.735959</td>\n",
       "      <td>4.423372e-09</td>\n",
       "      <td>-1.2</td>\n",
       "      <td>0.0</td>\n",
       "      <td>334.84</td>\n",
       "      <td>89.449527</td>\n",
       "      <td>...</td>\n",
       "      <td>257.081689</td>\n",
       "      <td>0.863621</td>\n",
       "      <td>-1.042217</td>\n",
       "      <td>0.0</td>\n",
       "      <td>889.35</td>\n",
       "      <td>293.033870</td>\n",
       "      <td>91.410</td>\n",
       "      <td>251.917928</td>\n",
       "      <td>0.895474</td>\n",
       "      <td>-0.939227</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>0.01</td>\n",
       "      <td>121.1715</td>\n",
       "      <td>34.980647</td>\n",
       "      <td>60.5908</td>\n",
       "      <td>60.590759</td>\n",
       "      <td>4.291654e-09</td>\n",
       "      <td>-1.2</td>\n",
       "      <td>0.0</td>\n",
       "      <td>341.66</td>\n",
       "      <td>80.154866</td>\n",
       "      <td>...</td>\n",
       "      <td>331.334188</td>\n",
       "      <td>-0.021109</td>\n",
       "      <td>-1.813517</td>\n",
       "      <td>0.0</td>\n",
       "      <td>773.85</td>\n",
       "      <td>288.835715</td>\n",
       "      <td>455.565</td>\n",
       "      <td>326.326274</td>\n",
       "      <td>-0.061883</td>\n",
       "      <td>-1.788683</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>0.01</td>\n",
       "      <td>121.1715</td>\n",
       "      <td>34.980647</td>\n",
       "      <td>60.5908</td>\n",
       "      <td>60.590759</td>\n",
       "      <td>4.291654e-09</td>\n",
       "      <td>-1.2</td>\n",
       "      <td>0.0</td>\n",
       "      <td>357.39</td>\n",
       "      <td>82.945445</td>\n",
       "      <td>...</td>\n",
       "      <td>334.414197</td>\n",
       "      <td>-0.001194</td>\n",
       "      <td>-1.789136</td>\n",
       "      <td>0.0</td>\n",
       "      <td>795.74</td>\n",
       "      <td>288.516086</td>\n",
       "      <td>461.010</td>\n",
       "      <td>324.360843</td>\n",
       "      <td>-0.062409</td>\n",
       "      <td>-1.789739</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>0.01</td>\n",
       "      <td>121.1715</td>\n",
       "      <td>34.980647</td>\n",
       "      <td>60.5908</td>\n",
       "      <td>60.590759</td>\n",
       "      <td>4.291654e-09</td>\n",
       "      <td>-1.2</td>\n",
       "      <td>0.0</td>\n",
       "      <td>359.37</td>\n",
       "      <td>81.790816</td>\n",
       "      <td>...</td>\n",
       "      <td>335.647163</td>\n",
       "      <td>-0.014885</td>\n",
       "      <td>-1.808231</td>\n",
       "      <td>0.0</td>\n",
       "      <td>759.33</td>\n",
       "      <td>286.927715</td>\n",
       "      <td>464.145</td>\n",
       "      <td>325.478635</td>\n",
       "      <td>-0.088264</td>\n",
       "      <td>-1.801113</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>0.01</td>\n",
       "      <td>121.1715</td>\n",
       "      <td>34.980647</td>\n",
       "      <td>60.5908</td>\n",
       "      <td>60.590759</td>\n",
       "      <td>4.291654e-09</td>\n",
       "      <td>-1.2</td>\n",
       "      <td>0.0</td>\n",
       "      <td>355.41</td>\n",
       "      <td>78.393965</td>\n",
       "      <td>...</td>\n",
       "      <td>432.431477</td>\n",
       "      <td>-0.033494</td>\n",
       "      <td>-1.752035</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1099.67</td>\n",
       "      <td>402.091971</td>\n",
       "      <td>632.115</td>\n",
       "      <td>451.795562</td>\n",
       "      <td>-0.058864</td>\n",
       "      <td>-1.795122</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>0.01</td>\n",
       "      <td>121.1715</td>\n",
       "      <td>34.980647</td>\n",
       "      <td>60.5908</td>\n",
       "      <td>60.590759</td>\n",
       "      <td>4.291654e-09</td>\n",
       "      <td>-1.2</td>\n",
       "      <td>0.0</td>\n",
       "      <td>371.25</td>\n",
       "      <td>81.365707</td>\n",
       "      <td>...</td>\n",
       "      <td>441.299857</td>\n",
       "      <td>-0.047366</td>\n",
       "      <td>-1.733569</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1058.97</td>\n",
       "      <td>410.070880</td>\n",
       "      <td>641.850</td>\n",
       "      <td>464.412811</td>\n",
       "      <td>-0.076240</td>\n",
       "      <td>-1.812334</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>0.01</td>\n",
       "      <td>121.1715</td>\n",
       "      <td>34.980647</td>\n",
       "      <td>60.5908</td>\n",
       "      <td>60.590759</td>\n",
       "      <td>4.291654e-09</td>\n",
       "      <td>-1.2</td>\n",
       "      <td>0.0</td>\n",
       "      <td>361.35</td>\n",
       "      <td>70.466609</td>\n",
       "      <td>...</td>\n",
       "      <td>447.096697</td>\n",
       "      <td>-0.057836</td>\n",
       "      <td>-1.742740</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1132.12</td>\n",
       "      <td>415.562270</td>\n",
       "      <td>665.665</td>\n",
       "      <td>470.207845</td>\n",
       "      <td>-0.083597</td>\n",
       "      <td>-1.813616</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>62</th>\n",
       "      <td>0.01</td>\n",
       "      <td>82.2642</td>\n",
       "      <td>23.749084</td>\n",
       "      <td>41.1371</td>\n",
       "      <td>41.137121</td>\n",
       "      <td>3.743611e-08</td>\n",
       "      <td>-1.2</td>\n",
       "      <td>0.0</td>\n",
       "      <td>376.31</td>\n",
       "      <td>60.137600</td>\n",
       "      <td>...</td>\n",
       "      <td>346.679808</td>\n",
       "      <td>-0.015814</td>\n",
       "      <td>-1.648986</td>\n",
       "      <td>0.0</td>\n",
       "      <td>869.11</td>\n",
       "      <td>300.039082</td>\n",
       "      <td>392.150</td>\n",
       "      <td>327.713519</td>\n",
       "      <td>0.106114</td>\n",
       "      <td>-1.650238</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>63</th>\n",
       "      <td>0.01</td>\n",
       "      <td>121.1715</td>\n",
       "      <td>34.980647</td>\n",
       "      <td>60.5908</td>\n",
       "      <td>60.590759</td>\n",
       "      <td>4.291654e-09</td>\n",
       "      <td>-1.2</td>\n",
       "      <td>0.0</td>\n",
       "      <td>392.37</td>\n",
       "      <td>102.534303</td>\n",
       "      <td>...</td>\n",
       "      <td>361.427258</td>\n",
       "      <td>-0.113678</td>\n",
       "      <td>-1.808464</td>\n",
       "      <td>0.0</td>\n",
       "      <td>787.71</td>\n",
       "      <td>304.846471</td>\n",
       "      <td>415.965</td>\n",
       "      <td>350.285859</td>\n",
       "      <td>-0.077927</td>\n",
       "      <td>-1.816791</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>64</th>\n",
       "      <td>0.01</td>\n",
       "      <td>121.1715</td>\n",
       "      <td>34.980647</td>\n",
       "      <td>60.5908</td>\n",
       "      <td>60.590759</td>\n",
       "      <td>4.291654e-09</td>\n",
       "      <td>-1.2</td>\n",
       "      <td>0.0</td>\n",
       "      <td>418.88</td>\n",
       "      <td>110.201482</td>\n",
       "      <td>...</td>\n",
       "      <td>368.828484</td>\n",
       "      <td>0.044247</td>\n",
       "      <td>-1.672964</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1000.89</td>\n",
       "      <td>361.113208</td>\n",
       "      <td>459.635</td>\n",
       "      <td>401.165634</td>\n",
       "      <td>0.016450</td>\n",
       "      <td>-1.740670</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>65</th>\n",
       "      <td>0.01</td>\n",
       "      <td>121.1715</td>\n",
       "      <td>34.980647</td>\n",
       "      <td>60.5908</td>\n",
       "      <td>60.590759</td>\n",
       "      <td>4.291654e-09</td>\n",
       "      <td>-1.2</td>\n",
       "      <td>0.0</td>\n",
       "      <td>429.66</td>\n",
       "      <td>122.357941</td>\n",
       "      <td>...</td>\n",
       "      <td>432.448388</td>\n",
       "      <td>0.009581</td>\n",
       "      <td>-1.753687</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1300.97</td>\n",
       "      <td>463.714042</td>\n",
       "      <td>624.250</td>\n",
       "      <td>516.506225</td>\n",
       "      <td>0.007313</td>\n",
       "      <td>-1.768606</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>66</th>\n",
       "      <td>0.01</td>\n",
       "      <td>121.1715</td>\n",
       "      <td>34.980647</td>\n",
       "      <td>60.5908</td>\n",
       "      <td>60.590759</td>\n",
       "      <td>4.291654e-09</td>\n",
       "      <td>-1.2</td>\n",
       "      <td>0.0</td>\n",
       "      <td>502.15</td>\n",
       "      <td>158.611915</td>\n",
       "      <td>...</td>\n",
       "      <td>619.216887</td>\n",
       "      <td>-0.153307</td>\n",
       "      <td>-1.804337</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1263.24</td>\n",
       "      <td>504.491929</td>\n",
       "      <td>671.880</td>\n",
       "      <td>586.280220</td>\n",
       "      <td>-0.072331</td>\n",
       "      <td>-1.779354</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>67</th>\n",
       "      <td>0.01</td>\n",
       "      <td>121.1715</td>\n",
       "      <td>34.980647</td>\n",
       "      <td>60.5908</td>\n",
       "      <td>60.590759</td>\n",
       "      <td>4.291654e-09</td>\n",
       "      <td>-1.2</td>\n",
       "      <td>0.0</td>\n",
       "      <td>430.10</td>\n",
       "      <td>120.527700</td>\n",
       "      <td>...</td>\n",
       "      <td>349.430949</td>\n",
       "      <td>-0.049075</td>\n",
       "      <td>-1.756087</td>\n",
       "      <td>0.0</td>\n",
       "      <td>846.78</td>\n",
       "      <td>309.917589</td>\n",
       "      <td>435.820</td>\n",
       "      <td>346.003266</td>\n",
       "      <td>-0.029611</td>\n",
       "      <td>-1.798615</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>68</th>\n",
       "      <td>0.01</td>\n",
       "      <td>121.1715</td>\n",
       "      <td>34.980647</td>\n",
       "      <td>60.5908</td>\n",
       "      <td>60.590759</td>\n",
       "      <td>4.291654e-09</td>\n",
       "      <td>-1.2</td>\n",
       "      <td>0.0</td>\n",
       "      <td>186.34</td>\n",
       "      <td>32.254910</td>\n",
       "      <td>...</td>\n",
       "      <td>373.871618</td>\n",
       "      <td>-0.040036</td>\n",
       "      <td>-1.794205</td>\n",
       "      <td>0.0</td>\n",
       "      <td>896.17</td>\n",
       "      <td>317.765597</td>\n",
       "      <td>454.300</td>\n",
       "      <td>351.727469</td>\n",
       "      <td>0.011948</td>\n",
       "      <td>-1.739232</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>69</th>\n",
       "      <td>0.01</td>\n",
       "      <td>121.1715</td>\n",
       "      <td>34.980647</td>\n",
       "      <td>60.5908</td>\n",
       "      <td>60.590759</td>\n",
       "      <td>4.291654e-09</td>\n",
       "      <td>-1.2</td>\n",
       "      <td>0.0</td>\n",
       "      <td>377.08</td>\n",
       "      <td>94.552128</td>\n",
       "      <td>...</td>\n",
       "      <td>443.417407</td>\n",
       "      <td>-0.126475</td>\n",
       "      <td>-1.784496</td>\n",
       "      <td>0.0</td>\n",
       "      <td>936.32</td>\n",
       "      <td>363.319979</td>\n",
       "      <td>574.530</td>\n",
       "      <td>422.515574</td>\n",
       "      <td>-0.099608</td>\n",
       "      <td>-1.766665</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>70</th>\n",
       "      <td>0.01</td>\n",
       "      <td>121.1715</td>\n",
       "      <td>34.980647</td>\n",
       "      <td>60.5908</td>\n",
       "      <td>60.590759</td>\n",
       "      <td>4.291654e-09</td>\n",
       "      <td>-1.2</td>\n",
       "      <td>0.0</td>\n",
       "      <td>415.14</td>\n",
       "      <td>142.992667</td>\n",
       "      <td>...</td>\n",
       "      <td>473.002977</td>\n",
       "      <td>-0.022808</td>\n",
       "      <td>-1.768665</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1201.09</td>\n",
       "      <td>425.539982</td>\n",
       "      <td>564.850</td>\n",
       "      <td>472.035390</td>\n",
       "      <td>-0.014791</td>\n",
       "      <td>-1.791335</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>71</th>\n",
       "      <td>0.01</td>\n",
       "      <td>121.1715</td>\n",
       "      <td>34.980647</td>\n",
       "      <td>60.5908</td>\n",
       "      <td>60.590759</td>\n",
       "      <td>4.291654e-09</td>\n",
       "      <td>-1.2</td>\n",
       "      <td>0.0</td>\n",
       "      <td>461.12</td>\n",
       "      <td>142.082627</td>\n",
       "      <td>...</td>\n",
       "      <td>370.920917</td>\n",
       "      <td>0.143819</td>\n",
       "      <td>-1.509491</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1032.90</td>\n",
       "      <td>342.007032</td>\n",
       "      <td>441.430</td>\n",
       "      <td>370.652008</td>\n",
       "      <td>0.135166</td>\n",
       "      <td>-1.555886</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>72</th>\n",
       "      <td>0.01</td>\n",
       "      <td>121.1715</td>\n",
       "      <td>34.980647</td>\n",
       "      <td>60.5908</td>\n",
       "      <td>60.590759</td>\n",
       "      <td>4.291654e-09</td>\n",
       "      <td>-1.2</td>\n",
       "      <td>0.0</td>\n",
       "      <td>603.35</td>\n",
       "      <td>131.386248</td>\n",
       "      <td>...</td>\n",
       "      <td>552.503303</td>\n",
       "      <td>-0.095456</td>\n",
       "      <td>-1.775869</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1264.67</td>\n",
       "      <td>453.572005</td>\n",
       "      <td>715.000</td>\n",
       "      <td>515.381462</td>\n",
       "      <td>-0.051600</td>\n",
       "      <td>-1.735477</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>73</th>\n",
       "      <td>0.01</td>\n",
       "      <td>121.1715</td>\n",
       "      <td>34.980647</td>\n",
       "      <td>60.5908</td>\n",
       "      <td>60.590759</td>\n",
       "      <td>4.291654e-09</td>\n",
       "      <td>-1.2</td>\n",
       "      <td>0.0</td>\n",
       "      <td>486.64</td>\n",
       "      <td>127.708278</td>\n",
       "      <td>...</td>\n",
       "      <td>430.222191</td>\n",
       "      <td>-0.081860</td>\n",
       "      <td>-1.784694</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1059.85</td>\n",
       "      <td>361.323710</td>\n",
       "      <td>429.770</td>\n",
       "      <td>389.706244</td>\n",
       "      <td>0.183251</td>\n",
       "      <td>-1.559521</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>74</th>\n",
       "      <td>0.01</td>\n",
       "      <td>121.1715</td>\n",
       "      <td>34.980647</td>\n",
       "      <td>60.5908</td>\n",
       "      <td>60.590759</td>\n",
       "      <td>4.291654e-09</td>\n",
       "      <td>-1.2</td>\n",
       "      <td>0.0</td>\n",
       "      <td>387.64</td>\n",
       "      <td>85.104032</td>\n",
       "      <td>...</td>\n",
       "      <td>465.831963</td>\n",
       "      <td>-0.090853</td>\n",
       "      <td>-1.827269</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1114.63</td>\n",
       "      <td>400.298489</td>\n",
       "      <td>561.220</td>\n",
       "      <td>448.553213</td>\n",
       "      <td>-0.019791</td>\n",
       "      <td>-1.789535</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75</th>\n",
       "      <td>0.01</td>\n",
       "      <td>121.1715</td>\n",
       "      <td>34.980647</td>\n",
       "      <td>60.5908</td>\n",
       "      <td>60.590759</td>\n",
       "      <td>4.291654e-09</td>\n",
       "      <td>-1.2</td>\n",
       "      <td>0.0</td>\n",
       "      <td>518.76</td>\n",
       "      <td>133.639087</td>\n",
       "      <td>...</td>\n",
       "      <td>467.131321</td>\n",
       "      <td>-0.028475</td>\n",
       "      <td>-1.769325</td>\n",
       "      <td>0.0</td>\n",
       "      <td>993.08</td>\n",
       "      <td>372.331177</td>\n",
       "      <td>480.645</td>\n",
       "      <td>423.972533</td>\n",
       "      <td>-0.028420</td>\n",
       "      <td>-1.784369</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>76</th>\n",
       "      <td>0.01</td>\n",
       "      <td>121.1715</td>\n",
       "      <td>34.980647</td>\n",
       "      <td>60.5908</td>\n",
       "      <td>60.590759</td>\n",
       "      <td>4.291654e-09</td>\n",
       "      <td>-1.2</td>\n",
       "      <td>0.0</td>\n",
       "      <td>297.88</td>\n",
       "      <td>79.471229</td>\n",
       "      <td>...</td>\n",
       "      <td>468.441182</td>\n",
       "      <td>0.068493</td>\n",
       "      <td>-1.704672</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1197.46</td>\n",
       "      <td>393.843443</td>\n",
       "      <td>568.425</td>\n",
       "      <td>447.201206</td>\n",
       "      <td>0.026948</td>\n",
       "      <td>-1.701348</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>77</th>\n",
       "      <td>0.01</td>\n",
       "      <td>121.1715</td>\n",
       "      <td>34.980647</td>\n",
       "      <td>60.5908</td>\n",
       "      <td>60.590759</td>\n",
       "      <td>4.291654e-09</td>\n",
       "      <td>-1.2</td>\n",
       "      <td>0.0</td>\n",
       "      <td>407.99</td>\n",
       "      <td>132.354544</td>\n",
       "      <td>...</td>\n",
       "      <td>535.985757</td>\n",
       "      <td>-0.005084</td>\n",
       "      <td>-1.773142</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1238.16</td>\n",
       "      <td>467.841648</td>\n",
       "      <td>675.180</td>\n",
       "      <td>552.411567</td>\n",
       "      <td>-0.084547</td>\n",
       "      <td>-1.762791</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>78</th>\n",
       "      <td>0.01</td>\n",
       "      <td>121.1715</td>\n",
       "      <td>34.980647</td>\n",
       "      <td>60.5908</td>\n",
       "      <td>60.590759</td>\n",
       "      <td>4.291654e-09</td>\n",
       "      <td>-1.2</td>\n",
       "      <td>0.0</td>\n",
       "      <td>305.69</td>\n",
       "      <td>50.911888</td>\n",
       "      <td>...</td>\n",
       "      <td>414.760356</td>\n",
       "      <td>-0.135457</td>\n",
       "      <td>-1.757260</td>\n",
       "      <td>0.0</td>\n",
       "      <td>971.74</td>\n",
       "      <td>359.470122</td>\n",
       "      <td>595.925</td>\n",
       "      <td>418.175294</td>\n",
       "      <td>-0.115782</td>\n",
       "      <td>-1.802873</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>79</th>\n",
       "      <td>0.01</td>\n",
       "      <td>121.1715</td>\n",
       "      <td>34.980647</td>\n",
       "      <td>60.5908</td>\n",
       "      <td>60.590759</td>\n",
       "      <td>4.291654e-09</td>\n",
       "      <td>-1.2</td>\n",
       "      <td>0.0</td>\n",
       "      <td>305.69</td>\n",
       "      <td>42.924344</td>\n",
       "      <td>...</td>\n",
       "      <td>307.173357</td>\n",
       "      <td>0.189332</td>\n",
       "      <td>-1.346161</td>\n",
       "      <td>0.0</td>\n",
       "      <td>823.90</td>\n",
       "      <td>265.662871</td>\n",
       "      <td>336.930</td>\n",
       "      <td>291.977063</td>\n",
       "      <td>0.235738</td>\n",
       "      <td>-1.325135</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>80</th>\n",
       "      <td>0.01</td>\n",
       "      <td>121.1715</td>\n",
       "      <td>34.980647</td>\n",
       "      <td>60.5908</td>\n",
       "      <td>60.590759</td>\n",
       "      <td>4.291654e-09</td>\n",
       "      <td>-1.2</td>\n",
       "      <td>0.0</td>\n",
       "      <td>387.64</td>\n",
       "      <td>90.680110</td>\n",
       "      <td>...</td>\n",
       "      <td>487.496072</td>\n",
       "      <td>-0.010758</td>\n",
       "      <td>-1.763518</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1173.70</td>\n",
       "      <td>419.333692</td>\n",
       "      <td>651.915</td>\n",
       "      <td>484.366019</td>\n",
       "      <td>-0.089464</td>\n",
       "      <td>-1.769974</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>81</th>\n",
       "      <td>0.01</td>\n",
       "      <td>121.1715</td>\n",
       "      <td>34.980647</td>\n",
       "      <td>60.5908</td>\n",
       "      <td>60.590759</td>\n",
       "      <td>4.291654e-09</td>\n",
       "      <td>-1.2</td>\n",
       "      <td>0.0</td>\n",
       "      <td>461.56</td>\n",
       "      <td>96.325729</td>\n",
       "      <td>...</td>\n",
       "      <td>605.293518</td>\n",
       "      <td>0.042468</td>\n",
       "      <td>-1.641195</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1550.01</td>\n",
       "      <td>531.566367</td>\n",
       "      <td>727.155</td>\n",
       "      <td>591.628029</td>\n",
       "      <td>0.076757</td>\n",
       "      <td>-1.612041</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>82</th>\n",
       "      <td>0.01</td>\n",
       "      <td>121.1715</td>\n",
       "      <td>34.980647</td>\n",
       "      <td>60.5908</td>\n",
       "      <td>60.590759</td>\n",
       "      <td>4.291654e-09</td>\n",
       "      <td>-1.2</td>\n",
       "      <td>0.0</td>\n",
       "      <td>365.86</td>\n",
       "      <td>82.403881</td>\n",
       "      <td>...</td>\n",
       "      <td>599.777061</td>\n",
       "      <td>0.085910</td>\n",
       "      <td>-1.569413</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1535.71</td>\n",
       "      <td>538.691299</td>\n",
       "      <td>786.995</td>\n",
       "      <td>594.123289</td>\n",
       "      <td>0.084952</td>\n",
       "      <td>-1.606484</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>83</th>\n",
       "      <td>0.01</td>\n",
       "      <td>121.1715</td>\n",
       "      <td>34.980647</td>\n",
       "      <td>60.5908</td>\n",
       "      <td>60.590759</td>\n",
       "      <td>4.291654e-09</td>\n",
       "      <td>-1.2</td>\n",
       "      <td>0.0</td>\n",
       "      <td>523.93</td>\n",
       "      <td>95.600174</td>\n",
       "      <td>...</td>\n",
       "      <td>517.204532</td>\n",
       "      <td>-0.063033</td>\n",
       "      <td>-1.765628</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1198.89</td>\n",
       "      <td>443.609888</td>\n",
       "      <td>693.935</td>\n",
       "      <td>509.191071</td>\n",
       "      <td>-0.039160</td>\n",
       "      <td>-1.725230</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>84</th>\n",
       "      <td>0.01</td>\n",
       "      <td>121.1715</td>\n",
       "      <td>34.980647</td>\n",
       "      <td>60.5908</td>\n",
       "      <td>60.590759</td>\n",
       "      <td>4.291654e-09</td>\n",
       "      <td>-1.2</td>\n",
       "      <td>0.0</td>\n",
       "      <td>432.63</td>\n",
       "      <td>119.545219</td>\n",
       "      <td>...</td>\n",
       "      <td>443.532454</td>\n",
       "      <td>-0.108920</td>\n",
       "      <td>-1.809930</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1015.08</td>\n",
       "      <td>381.479027</td>\n",
       "      <td>515.295</td>\n",
       "      <td>435.397292</td>\n",
       "      <td>-0.054571</td>\n",
       "      <td>-1.796457</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>85</th>\n",
       "      <td>0.01</td>\n",
       "      <td>121.1715</td>\n",
       "      <td>34.980647</td>\n",
       "      <td>60.5908</td>\n",
       "      <td>60.590759</td>\n",
       "      <td>4.291654e-09</td>\n",
       "      <td>-1.2</td>\n",
       "      <td>0.0</td>\n",
       "      <td>373.12</td>\n",
       "      <td>111.566836</td>\n",
       "      <td>...</td>\n",
       "      <td>466.246020</td>\n",
       "      <td>-0.088302</td>\n",
       "      <td>-1.820338</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1043.90</td>\n",
       "      <td>414.363318</td>\n",
       "      <td>591.855</td>\n",
       "      <td>483.976499</td>\n",
       "      <td>-0.127146</td>\n",
       "      <td>-1.818842</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>86</th>\n",
       "      <td>0.01</td>\n",
       "      <td>121.1715</td>\n",
       "      <td>34.980647</td>\n",
       "      <td>60.5908</td>\n",
       "      <td>60.590759</td>\n",
       "      <td>4.291654e-09</td>\n",
       "      <td>-1.2</td>\n",
       "      <td>0.0</td>\n",
       "      <td>416.35</td>\n",
       "      <td>127.783324</td>\n",
       "      <td>...</td>\n",
       "      <td>477.578916</td>\n",
       "      <td>-0.045464</td>\n",
       "      <td>-1.746858</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1103.08</td>\n",
       "      <td>396.752398</td>\n",
       "      <td>578.050</td>\n",
       "      <td>454.409510</td>\n",
       "      <td>-0.052824</td>\n",
       "      <td>-1.752084</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>87</th>\n",
       "      <td>0.01</td>\n",
       "      <td>121.1715</td>\n",
       "      <td>34.980647</td>\n",
       "      <td>60.5908</td>\n",
       "      <td>60.590759</td>\n",
       "      <td>4.291654e-09</td>\n",
       "      <td>-1.2</td>\n",
       "      <td>0.0</td>\n",
       "      <td>400.07</td>\n",
       "      <td>123.394866</td>\n",
       "      <td>...</td>\n",
       "      <td>452.557928</td>\n",
       "      <td>-0.093565</td>\n",
       "      <td>-1.790551</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1026.85</td>\n",
       "      <td>386.241993</td>\n",
       "      <td>542.355</td>\n",
       "      <td>444.424300</td>\n",
       "      <td>-0.083723</td>\n",
       "      <td>-1.797642</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>88</th>\n",
       "      <td>0.01</td>\n",
       "      <td>121.1715</td>\n",
       "      <td>34.980647</td>\n",
       "      <td>60.5908</td>\n",
       "      <td>60.590759</td>\n",
       "      <td>4.291654e-09</td>\n",
       "      <td>-1.2</td>\n",
       "      <td>0.0</td>\n",
       "      <td>461.56</td>\n",
       "      <td>154.272425</td>\n",
       "      <td>...</td>\n",
       "      <td>492.399795</td>\n",
       "      <td>0.010685</td>\n",
       "      <td>-1.775212</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1222.87</td>\n",
       "      <td>440.499507</td>\n",
       "      <td>614.845</td>\n",
       "      <td>513.569676</td>\n",
       "      <td>-0.115960</td>\n",
       "      <td>-1.809646</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>89</th>\n",
       "      <td>0.01</td>\n",
       "      <td>121.1715</td>\n",
       "      <td>34.980647</td>\n",
       "      <td>60.5908</td>\n",
       "      <td>60.590759</td>\n",
       "      <td>4.291654e-09</td>\n",
       "      <td>-1.2</td>\n",
       "      <td>0.0</td>\n",
       "      <td>371.36</td>\n",
       "      <td>114.477248</td>\n",
       "      <td>...</td>\n",
       "      <td>475.165742</td>\n",
       "      <td>-0.174713</td>\n",
       "      <td>-1.776554</td>\n",
       "      <td>0.0</td>\n",
       "      <td>983.62</td>\n",
       "      <td>385.406462</td>\n",
       "      <td>582.010</td>\n",
       "      <td>463.735899</td>\n",
       "      <td>-0.168923</td>\n",
       "      <td>-1.764448</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>90</th>\n",
       "      <td>0.01</td>\n",
       "      <td>121.1715</td>\n",
       "      <td>34.980647</td>\n",
       "      <td>60.5908</td>\n",
       "      <td>60.590759</td>\n",
       "      <td>4.291654e-09</td>\n",
       "      <td>-1.2</td>\n",
       "      <td>0.0</td>\n",
       "      <td>452.65</td>\n",
       "      <td>133.241207</td>\n",
       "      <td>...</td>\n",
       "      <td>489.616590</td>\n",
       "      <td>0.004190</td>\n",
       "      <td>-1.672640</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1286.56</td>\n",
       "      <td>456.331050</td>\n",
       "      <td>660.275</td>\n",
       "      <td>510.147621</td>\n",
       "      <td>0.011981</td>\n",
       "      <td>-1.684397</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>91</th>\n",
       "      <td>0.01</td>\n",
       "      <td>121.1715</td>\n",
       "      <td>34.980647</td>\n",
       "      <td>60.5908</td>\n",
       "      <td>60.590759</td>\n",
       "      <td>4.291654e-09</td>\n",
       "      <td>-1.2</td>\n",
       "      <td>0.0</td>\n",
       "      <td>534.49</td>\n",
       "      <td>143.864900</td>\n",
       "      <td>...</td>\n",
       "      <td>512.236060</td>\n",
       "      <td>-0.016900</td>\n",
       "      <td>-1.715697</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1258.73</td>\n",
       "      <td>439.162213</td>\n",
       "      <td>639.980</td>\n",
       "      <td>487.708656</td>\n",
       "      <td>0.028781</td>\n",
       "      <td>-1.682883</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>92 rows × 133 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "    Time(sec)Min  Time(sec)Max  Time(sec)Std  Time(sec)Med  Time(sec)Avg  \\\n",
       "0           0.01      121.1715     34.980647       60.5908     60.590759   \n",
       "1           0.01      121.1715     34.980647       60.5908     60.590759   \n",
       "2           0.01      121.1715     34.980647       60.5908     60.590759   \n",
       "3           0.01      121.1715     34.980647       60.5908     60.590759   \n",
       "4           0.01      121.1715     34.980647       60.5908     60.590759   \n",
       "5           0.01      121.1715     34.980647       60.5908     60.590759   \n",
       "6           0.01      121.1715     34.980647       60.5908     60.590759   \n",
       "7           0.01      121.1715     34.980647       60.5908     60.590759   \n",
       "8           0.01      121.1715     34.980647       60.5908     60.590759   \n",
       "9           0.01      121.1715     34.980647       60.5908     60.590759   \n",
       "10          0.01      116.1719     33.537373       58.0909     58.090934   \n",
       "11          0.01      121.1715     34.980647       60.5908     60.590759   \n",
       "12          0.01      121.1715     34.980647       60.5908     60.590759   \n",
       "13          0.01      121.1715     34.980647       60.5908     60.590759   \n",
       "14          0.01      121.1715     34.980647       60.5908     60.590759   \n",
       "15          0.01      121.1715     34.980647       60.5908     60.590759   \n",
       "16          0.01      121.1715     34.980647       60.5908     60.590759   \n",
       "17          0.01      121.1715     34.980647       60.5908     60.590759   \n",
       "18          0.01      121.1715     34.980647       60.5908     60.590759   \n",
       "19          0.01      121.1715     34.980647       60.5908     60.590759   \n",
       "20          0.01      121.1715     34.980647       60.5908     60.590759   \n",
       "21          0.01      121.1715     34.980647       60.5908     60.590759   \n",
       "22          0.01      121.1715     34.980647       60.5908     60.590759   \n",
       "23          0.01      115.4619     33.332428       57.7360     57.735959   \n",
       "24          0.01      121.1715     34.980647       60.5908     60.590759   \n",
       "25          0.01      121.1715     34.980647       60.5908     60.590759   \n",
       "26          0.01      121.1715     34.980647       60.5908     60.590759   \n",
       "27          0.01      121.1715     34.980647       60.5908     60.590759   \n",
       "28          0.01      121.1715     34.980647       60.5908     60.590759   \n",
       "29          0.01      121.1715     34.980647       60.5908     60.590759   \n",
       "..           ...           ...           ...           ...           ...   \n",
       "62          0.01       82.2642     23.749084       41.1371     41.137121   \n",
       "63          0.01      121.1715     34.980647       60.5908     60.590759   \n",
       "64          0.01      121.1715     34.980647       60.5908     60.590759   \n",
       "65          0.01      121.1715     34.980647       60.5908     60.590759   \n",
       "66          0.01      121.1715     34.980647       60.5908     60.590759   \n",
       "67          0.01      121.1715     34.980647       60.5908     60.590759   \n",
       "68          0.01      121.1715     34.980647       60.5908     60.590759   \n",
       "69          0.01      121.1715     34.980647       60.5908     60.590759   \n",
       "70          0.01      121.1715     34.980647       60.5908     60.590759   \n",
       "71          0.01      121.1715     34.980647       60.5908     60.590759   \n",
       "72          0.01      121.1715     34.980647       60.5908     60.590759   \n",
       "73          0.01      121.1715     34.980647       60.5908     60.590759   \n",
       "74          0.01      121.1715     34.980647       60.5908     60.590759   \n",
       "75          0.01      121.1715     34.980647       60.5908     60.590759   \n",
       "76          0.01      121.1715     34.980647       60.5908     60.590759   \n",
       "77          0.01      121.1715     34.980647       60.5908     60.590759   \n",
       "78          0.01      121.1715     34.980647       60.5908     60.590759   \n",
       "79          0.01      121.1715     34.980647       60.5908     60.590759   \n",
       "80          0.01      121.1715     34.980647       60.5908     60.590759   \n",
       "81          0.01      121.1715     34.980647       60.5908     60.590759   \n",
       "82          0.01      121.1715     34.980647       60.5908     60.590759   \n",
       "83          0.01      121.1715     34.980647       60.5908     60.590759   \n",
       "84          0.01      121.1715     34.980647       60.5908     60.590759   \n",
       "85          0.01      121.1715     34.980647       60.5908     60.590759   \n",
       "86          0.01      121.1715     34.980647       60.5908     60.590759   \n",
       "87          0.01      121.1715     34.980647       60.5908     60.590759   \n",
       "88          0.01      121.1715     34.980647       60.5908     60.590759   \n",
       "89          0.01      121.1715     34.980647       60.5908     60.590759   \n",
       "90          0.01      121.1715     34.980647       60.5908     60.590759   \n",
       "91          0.01      121.1715     34.980647       60.5908     60.590759   \n",
       "\n",
       "    Time(sec)Skewness  Time(sec)Kurtosis  VGRF_left_s1Min  VGRF_left_s1Max  \\\n",
       "0        4.291654e-09               -1.2              0.0           480.92   \n",
       "1        4.291654e-09               -1.2              0.0           495.55   \n",
       "2        4.291654e-09               -1.2              0.0           451.88   \n",
       "3        4.291654e-09               -1.2              0.0           455.07   \n",
       "4        4.291654e-09               -1.2              0.0           580.69   \n",
       "5        4.291654e-09               -1.2              0.0           298.87   \n",
       "6        4.291654e-09               -1.2              0.0           308.55   \n",
       "7        4.291654e-09               -1.2              0.0           275.66   \n",
       "8        4.291654e-09               -1.2              0.0           287.21   \n",
       "9        4.291654e-09               -1.2              0.0           194.37   \n",
       "10       1.283094e-08               -1.2              0.0           180.18   \n",
       "11       4.291654e-09               -1.2              0.0           689.81   \n",
       "12       4.291654e-09               -1.2              0.0           574.64   \n",
       "13       4.291654e-09               -1.2              0.0           313.28   \n",
       "14       4.291654e-09               -1.2              0.0           264.00   \n",
       "15       4.291654e-09               -1.2              0.0           386.32   \n",
       "16       4.291654e-09               -1.2              0.0           407.11   \n",
       "17       4.291654e-09               -1.2              0.0           424.27   \n",
       "18       4.291654e-09               -1.2              0.0           480.92   \n",
       "19       4.291654e-09               -1.2              0.0           527.56   \n",
       "20       4.291654e-09               -1.2              0.0           357.72   \n",
       "21       4.291654e-09               -1.2              0.0           401.83   \n",
       "22       4.291654e-09               -1.2              0.0           432.96   \n",
       "23       4.423372e-09               -1.2              0.0           334.84   \n",
       "24       4.291654e-09               -1.2              0.0           341.66   \n",
       "25       4.291654e-09               -1.2              0.0           357.39   \n",
       "26       4.291654e-09               -1.2              0.0           359.37   \n",
       "27       4.291654e-09               -1.2              0.0           355.41   \n",
       "28       4.291654e-09               -1.2              0.0           371.25   \n",
       "29       4.291654e-09               -1.2              0.0           361.35   \n",
       "..                ...                ...              ...              ...   \n",
       "62       3.743611e-08               -1.2              0.0           376.31   \n",
       "63       4.291654e-09               -1.2              0.0           392.37   \n",
       "64       4.291654e-09               -1.2              0.0           418.88   \n",
       "65       4.291654e-09               -1.2              0.0           429.66   \n",
       "66       4.291654e-09               -1.2              0.0           502.15   \n",
       "67       4.291654e-09               -1.2              0.0           430.10   \n",
       "68       4.291654e-09               -1.2              0.0           186.34   \n",
       "69       4.291654e-09               -1.2              0.0           377.08   \n",
       "70       4.291654e-09               -1.2              0.0           415.14   \n",
       "71       4.291654e-09               -1.2              0.0           461.12   \n",
       "72       4.291654e-09               -1.2              0.0           603.35   \n",
       "73       4.291654e-09               -1.2              0.0           486.64   \n",
       "74       4.291654e-09               -1.2              0.0           387.64   \n",
       "75       4.291654e-09               -1.2              0.0           518.76   \n",
       "76       4.291654e-09               -1.2              0.0           297.88   \n",
       "77       4.291654e-09               -1.2              0.0           407.99   \n",
       "78       4.291654e-09               -1.2              0.0           305.69   \n",
       "79       4.291654e-09               -1.2              0.0           305.69   \n",
       "80       4.291654e-09               -1.2              0.0           387.64   \n",
       "81       4.291654e-09               -1.2              0.0           461.56   \n",
       "82       4.291654e-09               -1.2              0.0           365.86   \n",
       "83       4.291654e-09               -1.2              0.0           523.93   \n",
       "84       4.291654e-09               -1.2              0.0           432.63   \n",
       "85       4.291654e-09               -1.2              0.0           373.12   \n",
       "86       4.291654e-09               -1.2              0.0           416.35   \n",
       "87       4.291654e-09               -1.2              0.0           400.07   \n",
       "88       4.291654e-09               -1.2              0.0           461.56   \n",
       "89       4.291654e-09               -1.2              0.0           371.36   \n",
       "90       4.291654e-09               -1.2              0.0           452.65   \n",
       "91       4.291654e-09               -1.2              0.0           534.49   \n",
       "\n",
       "    VGRF_left_s1Std            ...              Total_force_leftAvg  \\\n",
       "0        140.246070            ...                       520.643543   \n",
       "1        134.295604            ...                       441.192562   \n",
       "2        133.190085            ...                       429.147671   \n",
       "3        119.849833            ...                       600.680117   \n",
       "4        146.005841            ...                       615.959043   \n",
       "5         49.944330            ...                       398.362168   \n",
       "6         53.331075            ...                       401.905606   \n",
       "7         78.942540            ...                       513.524125   \n",
       "8         82.979182            ...                       534.002080   \n",
       "9         49.702820            ...                       465.876606   \n",
       "10        47.551452            ...                       436.496844   \n",
       "11       180.762664            ...                       515.057326   \n",
       "12       171.279833            ...                       501.227300   \n",
       "13        79.575026            ...                       497.223329   \n",
       "14        74.876490            ...                       506.131940   \n",
       "15        60.638059            ...                       461.042016   \n",
       "16        64.512199            ...                       470.248275   \n",
       "17        60.462603            ...                       406.352645   \n",
       "18        64.931899            ...                       404.498149   \n",
       "19       150.325177            ...                       500.348135   \n",
       "20       109.209264            ...                       372.113652   \n",
       "21       109.565129            ...                       401.909963   \n",
       "22       113.554487            ...                       397.922222   \n",
       "23        89.449527            ...                       257.081689   \n",
       "24        80.154866            ...                       331.334188   \n",
       "25        82.945445            ...                       334.414197   \n",
       "26        81.790816            ...                       335.647163   \n",
       "27        78.393965            ...                       432.431477   \n",
       "28        81.365707            ...                       441.299857   \n",
       "29        70.466609            ...                       447.096697   \n",
       "..              ...            ...                              ...   \n",
       "62        60.137600            ...                       346.679808   \n",
       "63       102.534303            ...                       361.427258   \n",
       "64       110.201482            ...                       368.828484   \n",
       "65       122.357941            ...                       432.448388   \n",
       "66       158.611915            ...                       619.216887   \n",
       "67       120.527700            ...                       349.430949   \n",
       "68        32.254910            ...                       373.871618   \n",
       "69        94.552128            ...                       443.417407   \n",
       "70       142.992667            ...                       473.002977   \n",
       "71       142.082627            ...                       370.920917   \n",
       "72       131.386248            ...                       552.503303   \n",
       "73       127.708278            ...                       430.222191   \n",
       "74        85.104032            ...                       465.831963   \n",
       "75       133.639087            ...                       467.131321   \n",
       "76        79.471229            ...                       468.441182   \n",
       "77       132.354544            ...                       535.985757   \n",
       "78        50.911888            ...                       414.760356   \n",
       "79        42.924344            ...                       307.173357   \n",
       "80        90.680110            ...                       487.496072   \n",
       "81        96.325729            ...                       605.293518   \n",
       "82        82.403881            ...                       599.777061   \n",
       "83        95.600174            ...                       517.204532   \n",
       "84       119.545219            ...                       443.532454   \n",
       "85       111.566836            ...                       466.246020   \n",
       "86       127.783324            ...                       477.578916   \n",
       "87       123.394866            ...                       452.557928   \n",
       "88       154.272425            ...                       492.399795   \n",
       "89       114.477248            ...                       475.165742   \n",
       "90       133.241207            ...                       489.616590   \n",
       "91       143.864900            ...                       512.236060   \n",
       "\n",
       "    Total_force_leftSkewness  Total_force_leftKurtosis  Total_force_rightMin  \\\n",
       "0                  -0.074995                 -1.828359                   0.0   \n",
       "1                  -0.098336                 -1.728496                   0.0   \n",
       "2                  -0.039759                 -1.710935                   0.0   \n",
       "3                  -0.181994                 -1.787229                   0.0   \n",
       "4                  -0.117049                 -1.790774                   0.0   \n",
       "5                  -0.100385                 -1.730714                   0.0   \n",
       "6                  -0.108710                 -1.744624                   0.0   \n",
       "7                  -0.187274                 -1.711025                   0.0   \n",
       "8                  -0.174932                 -1.724490                   0.0   \n",
       "9                  -0.096786                 -1.777673                   0.0   \n",
       "10                 -0.139931                 -1.792191                   0.0   \n",
       "11                  0.096568                 -1.538732                   0.0   \n",
       "12                  0.099826                 -1.607598                   0.0   \n",
       "13                 -0.059700                 -1.775582                   0.0   \n",
       "14                 -0.075080                 -1.788391                   0.0   \n",
       "15                 -0.011285                 -1.696088                   0.0   \n",
       "16                 -0.031759                 -1.673836                   0.0   \n",
       "17                 -0.055126                 -1.815596                   0.0   \n",
       "18                 -0.066078                 -1.823467                   0.0   \n",
       "19                 -0.032455                 -1.763772                   0.0   \n",
       "20                  0.083281                 -1.646346                   0.0   \n",
       "21                 -0.108599                 -1.791650                   0.0   \n",
       "22                 -0.073248                 -1.779967                   0.0   \n",
       "23                  0.863621                 -1.042217                   0.0   \n",
       "24                 -0.021109                 -1.813517                   0.0   \n",
       "25                 -0.001194                 -1.789136                   0.0   \n",
       "26                 -0.014885                 -1.808231                   0.0   \n",
       "27                 -0.033494                 -1.752035                   0.0   \n",
       "28                 -0.047366                 -1.733569                   0.0   \n",
       "29                 -0.057836                 -1.742740                   0.0   \n",
       "..                       ...                       ...                   ...   \n",
       "62                 -0.015814                 -1.648986                   0.0   \n",
       "63                 -0.113678                 -1.808464                   0.0   \n",
       "64                  0.044247                 -1.672964                   0.0   \n",
       "65                  0.009581                 -1.753687                   0.0   \n",
       "66                 -0.153307                 -1.804337                   0.0   \n",
       "67                 -0.049075                 -1.756087                   0.0   \n",
       "68                 -0.040036                 -1.794205                   0.0   \n",
       "69                 -0.126475                 -1.784496                   0.0   \n",
       "70                 -0.022808                 -1.768665                   0.0   \n",
       "71                  0.143819                 -1.509491                   0.0   \n",
       "72                 -0.095456                 -1.775869                   0.0   \n",
       "73                 -0.081860                 -1.784694                   0.0   \n",
       "74                 -0.090853                 -1.827269                   0.0   \n",
       "75                 -0.028475                 -1.769325                   0.0   \n",
       "76                  0.068493                 -1.704672                   0.0   \n",
       "77                 -0.005084                 -1.773142                   0.0   \n",
       "78                 -0.135457                 -1.757260                   0.0   \n",
       "79                  0.189332                 -1.346161                   0.0   \n",
       "80                 -0.010758                 -1.763518                   0.0   \n",
       "81                  0.042468                 -1.641195                   0.0   \n",
       "82                  0.085910                 -1.569413                   0.0   \n",
       "83                 -0.063033                 -1.765628                   0.0   \n",
       "84                 -0.108920                 -1.809930                   0.0   \n",
       "85                 -0.088302                 -1.820338                   0.0   \n",
       "86                 -0.045464                 -1.746858                   0.0   \n",
       "87                 -0.093565                 -1.790551                   0.0   \n",
       "88                  0.010685                 -1.775212                   0.0   \n",
       "89                 -0.174713                 -1.776554                   0.0   \n",
       "90                  0.004190                 -1.672640                   0.0   \n",
       "91                 -0.016900                 -1.715697                   0.0   \n",
       "\n",
       "    Total_force_rightMax  Total_force_rightStd  Total_force_rightMed  \\\n",
       "0                1257.30            491.384614               746.350   \n",
       "1                1086.25            387.918003               515.515   \n",
       "2                1099.56            390.275302               522.390   \n",
       "3                1271.49            514.070749               739.585   \n",
       "4                1348.27            524.767850               785.125   \n",
       "5                1019.37            345.243772               568.315   \n",
       "6                 994.18            348.809017               579.590   \n",
       "7                1163.47            437.060076               708.620   \n",
       "8                1180.74            454.177228               738.540   \n",
       "9                1163.91            435.900611               670.065   \n",
       "10               1172.71            435.083508               659.340   \n",
       "11               1457.72            490.195299               601.260   \n",
       "12               1433.19            497.778451               621.225   \n",
       "13               1052.26            400.581416               562.045   \n",
       "14               1087.57            404.977458               573.980   \n",
       "15                968.44            373.110412               531.905   \n",
       "16                983.62            374.657184               547.855   \n",
       "17               1067.44            376.917584               489.555   \n",
       "18               1068.98            383.839948               496.265   \n",
       "19               1363.56            424.509319               563.585   \n",
       "20               1052.92            384.297948               500.775   \n",
       "21                875.16            331.663886               491.205   \n",
       "22                902.77            332.359337               503.085   \n",
       "23                889.35            293.033870                91.410   \n",
       "24                773.85            288.835715               455.565   \n",
       "25                795.74            288.516086               461.010   \n",
       "26                759.33            286.927715               464.145   \n",
       "27               1099.67            402.091971               632.115   \n",
       "28               1058.97            410.070880               641.850   \n",
       "29               1132.12            415.562270               665.665   \n",
       "..                   ...                   ...                   ...   \n",
       "62                869.11            300.039082               392.150   \n",
       "63                787.71            304.846471               415.965   \n",
       "64               1000.89            361.113208               459.635   \n",
       "65               1300.97            463.714042               624.250   \n",
       "66               1263.24            504.491929               671.880   \n",
       "67                846.78            309.917589               435.820   \n",
       "68                896.17            317.765597               454.300   \n",
       "69                936.32            363.319979               574.530   \n",
       "70               1201.09            425.539982               564.850   \n",
       "71               1032.90            342.007032               441.430   \n",
       "72               1264.67            453.572005               715.000   \n",
       "73               1059.85            361.323710               429.770   \n",
       "74               1114.63            400.298489               561.220   \n",
       "75                993.08            372.331177               480.645   \n",
       "76               1197.46            393.843443               568.425   \n",
       "77               1238.16            467.841648               675.180   \n",
       "78                971.74            359.470122               595.925   \n",
       "79                823.90            265.662871               336.930   \n",
       "80               1173.70            419.333692               651.915   \n",
       "81               1550.01            531.566367               727.155   \n",
       "82               1535.71            538.691299               786.995   \n",
       "83               1198.89            443.609888               693.935   \n",
       "84               1015.08            381.479027               515.295   \n",
       "85               1043.90            414.363318               591.855   \n",
       "86               1103.08            396.752398               578.050   \n",
       "87               1026.85            386.241993               542.355   \n",
       "88               1222.87            440.499507               614.845   \n",
       "89                983.62            385.406462               582.010   \n",
       "90               1286.56            456.331050               660.275   \n",
       "91               1258.73            439.162213               639.980   \n",
       "\n",
       "    Total_force_rightAvg  Total_force_rightSkewness  Total_force_rightKurtosis  \n",
       "0             563.299016                  -0.124938                  -1.844032  \n",
       "1             447.969544                  -0.066500                  -1.760850  \n",
       "2             449.557146                  -0.047633                  -1.735244  \n",
       "3             591.226934                  -0.101261                  -1.825761  \n",
       "4             602.423079                  -0.113254                  -1.827865  \n",
       "5             407.911825                  -0.090384                  -1.622084  \n",
       "6             411.814783                  -0.104557                  -1.651283  \n",
       "7             530.197150                  -0.172474                  -1.738950  \n",
       "8             543.604950                  -0.163267                  -1.767471  \n",
       "9             497.270423                  -0.085494                  -1.770281  \n",
       "10            495.896361                  -0.073704                  -1.754235  \n",
       "11            534.317321                   0.074060                  -1.692349  \n",
       "12            549.119592                   0.027446                  -1.742025  \n",
       "13            455.412082                  -0.056716                  -1.789971  \n",
       "14            463.951288                  -0.065927                  -1.781276  \n",
       "15            421.670739                  -0.052462                  -1.800413  \n",
       "16            423.798456                  -0.057994                  -1.807123  \n",
       "17            418.903665                   0.034337                  -1.703847  \n",
       "18            422.463152                   0.048936                  -1.698395  \n",
       "19            472.248509                   0.039966                  -1.723332  \n",
       "20            427.923520                   0.011948                  -1.730740  \n",
       "21            385.835512                  -0.080453                  -1.782205  \n",
       "22            386.921333                  -0.080224                  -1.772251  \n",
       "23            251.917928                   0.895474                  -0.939227  \n",
       "24            326.326274                  -0.061883                  -1.788683  \n",
       "25            324.360843                  -0.062409                  -1.789739  \n",
       "26            325.478635                  -0.088264                  -1.801113  \n",
       "27            451.795562                  -0.058864                  -1.795122  \n",
       "28            464.412811                  -0.076240                  -1.812334  \n",
       "29            470.207845                  -0.083597                  -1.813616  \n",
       "..                   ...                        ...                        ...  \n",
       "62            327.713519                   0.106114                  -1.650238  \n",
       "63            350.285859                  -0.077927                  -1.816791  \n",
       "64            401.165634                   0.016450                  -1.740670  \n",
       "65            516.506225                   0.007313                  -1.768606  \n",
       "66            586.280220                  -0.072331                  -1.779354  \n",
       "67            346.003266                  -0.029611                  -1.798615  \n",
       "68            351.727469                   0.011948                  -1.739232  \n",
       "69            422.515574                  -0.099608                  -1.766665  \n",
       "70            472.035390                  -0.014791                  -1.791335  \n",
       "71            370.652008                   0.135166                  -1.555886  \n",
       "72            515.381462                  -0.051600                  -1.735477  \n",
       "73            389.706244                   0.183251                  -1.559521  \n",
       "74            448.553213                  -0.019791                  -1.789535  \n",
       "75            423.972533                  -0.028420                  -1.784369  \n",
       "76            447.201206                   0.026948                  -1.701348  \n",
       "77            552.411567                  -0.084547                  -1.762791  \n",
       "78            418.175294                  -0.115782                  -1.802873  \n",
       "79            291.977063                   0.235738                  -1.325135  \n",
       "80            484.366019                  -0.089464                  -1.769974  \n",
       "81            591.628029                   0.076757                  -1.612041  \n",
       "82            594.123289                   0.084952                  -1.606484  \n",
       "83            509.191071                  -0.039160                  -1.725230  \n",
       "84            435.397292                  -0.054571                  -1.796457  \n",
       "85            483.976499                  -0.127146                  -1.818842  \n",
       "86            454.409510                  -0.052824                  -1.752084  \n",
       "87            444.424300                  -0.083723                  -1.797642  \n",
       "88            513.569676                  -0.115960                  -1.809646  \n",
       "89            463.735899                  -0.168923                  -1.764448  \n",
       "90            510.147621                   0.011981                  -1.684397  \n",
       "91            487.708656                   0.028781                  -1.682883  \n",
       "\n",
       "[92 rows x 133 columns]"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
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    }
   ],
   "source": [
    "count = 0\n",
    "\n",
    "for name in os.listdir('CSV'):\n",
    "    if 'Pt' in name:\n",
    "        count += 1\n",
    "\n",
    "\n",
    "files = []\n",
    "\n",
    "for name in os.listdir('CSV'):\n",
    "    if 'Pt' in name:\n",
    "        files.append('CSV/' + name)\n",
    "    \n",
    "path = 'Transformed Data/Pt_final.csv'\n",
    "\n",
    "# df2 = pd.DataFrame(columns = [col + string for col in df.columns for string in [\"Min\", \"Max\", \"Std\", \"Med\", \"Avg\", \"Skewness\", \"Kurtosis\", \"Moment\"]])\n",
    "i = 0\n",
    "j = 0\n",
    "df4 = pd.DataFrame()\n",
    "for fname in files:\n",
    "    global df3, df4\n",
    "\n",
    "        \n",
    "    df3 = pd.read_csv(fname)\n",
    "    for col in df.columns:\n",
    "        for x in [\"Min\", \"Max\", \"Std\", \"Med\", \"Avg\", \"Skewness\", \"Kurtosis\"]:\n",
    "            colname = col + x\n",
    "            if x == 'Min':\n",
    "                df4.loc[i, colname] = df3[col].min(axis=0)\n",
    "                \n",
    "            if x == 'Max':\n",
    "                df4.loc[i, colname] = df3[col].max(axis=0)\n",
    "                \n",
    "            if x == 'Std':\n",
    "                df4.loc[i, colname] = df3[col].std(axis=0)\n",
    "                \n",
    "            if x == 'Med':\n",
    "                df4.loc[i, colname] = df3[col].median(axis=0)\n",
    "                \n",
    "            if x == 'Avg':\n",
    "                df4.loc[i, colname] = df3[col].mean(axis=0)\n",
    "            if x == 'Skewness':\n",
    "                df4.loc[i, colname] = df3[col].skew(axis=0)\n",
    "                \n",
    "            if x == 'Kurtosis':\n",
    "                df4.loc[i, colname] = df3[col].kurtosis(axis=0)\n",
    "          \n",
    "                \n",
    "    i += 1\n",
    "    j += 1\n",
    "    print(\"{} files completed out of {}\".format(j, count))\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
<<<<<<< HEAD
   "execution_count": 10,
=======
   "execution_count": 9,
>>>>>>> ce05d2e4f9dbb78c834f746028b45a0aec054bef
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "\n",
    "df4 = df4.dropna(thresh=50)"
   ]
  },
  {
   "cell_type": "code",
<<<<<<< HEAD
   "execution_count": 11,
=======
   "execution_count": 10,
>>>>>>> ce05d2e4f9dbb78c834f746028b45a0aec054bef
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Time(sec)Min</th>\n",
       "      <th>Time(sec)Max</th>\n",
       "      <th>Time(sec)Std</th>\n",
       "      <th>Time(sec)Med</th>\n",
       "      <th>Time(sec)Avg</th>\n",
       "      <th>Time(sec)Skewness</th>\n",
       "      <th>Time(sec)Kurtosis</th>\n",
       "      <th>VGRF_left_s1Min</th>\n",
       "      <th>VGRF_left_s1Max</th>\n",
       "      <th>VGRF_left_s1Std</th>\n",
       "      <th>...</th>\n",
       "      <th>Total_force_leftAvg</th>\n",
       "      <th>Total_force_leftSkewness</th>\n",
       "      <th>Total_force_leftKurtosis</th>\n",
       "      <th>Total_force_rightMin</th>\n",
       "      <th>Total_force_rightMax</th>\n",
       "      <th>Total_force_rightStd</th>\n",
       "      <th>Total_force_rightMed</th>\n",
       "      <th>Total_force_rightAvg</th>\n",
       "      <th>Total_force_rightSkewness</th>\n",
       "      <th>Total_force_rightKurtosis</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0.01</td>\n",
       "      <td>121.1715</td>\n",
       "      <td>34.980647</td>\n",
       "      <td>60.5908</td>\n",
       "      <td>60.590759</td>\n",
       "      <td>4.291654e-09</td>\n",
       "      <td>-1.2</td>\n",
       "      <td>0.0</td>\n",
       "      <td>106.92</td>\n",
       "      <td>27.667645</td>\n",
       "      <td>...</td>\n",
       "      <td>343.405449</td>\n",
       "      <td>-0.052321</td>\n",
       "      <td>-1.687425</td>\n",
       "      <td>0.0</td>\n",
       "      <td>785.40</td>\n",
       "      <td>301.691481</td>\n",
       "      <td>395.120</td>\n",
       "      <td>364.791589</td>\n",
       "      <td>-0.028896</td>\n",
       "      <td>-1.686770</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>0.01</td>\n",
       "      <td>121.1715</td>\n",
       "      <td>34.980647</td>\n",
       "      <td>60.5908</td>\n",
       "      <td>60.590759</td>\n",
       "      <td>4.291654e-09</td>\n",
       "      <td>-1.2</td>\n",
       "      <td>0.0</td>\n",
       "      <td>308.55</td>\n",
       "      <td>100.190349</td>\n",
       "      <td>...</td>\n",
       "      <td>465.041766</td>\n",
       "      <td>-0.059556</td>\n",
       "      <td>-1.732205</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1008.70</td>\n",
       "      <td>395.819158</td>\n",
       "      <td>565.565</td>\n",
       "      <td>488.163452</td>\n",
       "      <td>-0.109569</td>\n",
       "      <td>-1.703335</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>0.01</td>\n",
       "      <td>121.1715</td>\n",
       "      <td>34.980647</td>\n",
       "      <td>60.5908</td>\n",
       "      <td>60.590759</td>\n",
       "      <td>4.291654e-09</td>\n",
       "      <td>-1.2</td>\n",
       "      <td>0.0</td>\n",
       "      <td>266.86</td>\n",
       "      <td>84.930704</td>\n",
       "      <td>...</td>\n",
       "      <td>411.311840</td>\n",
       "      <td>-0.076513</td>\n",
       "      <td>-1.849874</td>\n",
       "      <td>0.0</td>\n",
       "      <td>844.14</td>\n",
       "      <td>339.300097</td>\n",
       "      <td>458.700</td>\n",
       "      <td>392.266245</td>\n",
       "      <td>-0.082610</td>\n",
       "      <td>-1.828869</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>0.01</td>\n",
       "      <td>121.1715</td>\n",
       "      <td>34.980647</td>\n",
       "      <td>60.5908</td>\n",
       "      <td>60.590759</td>\n",
       "      <td>4.291654e-09</td>\n",
       "      <td>-1.2</td>\n",
       "      <td>0.0</td>\n",
       "      <td>522.72</td>\n",
       "      <td>151.466214</td>\n",
       "      <td>...</td>\n",
       "      <td>557.563639</td>\n",
       "      <td>-0.116813</td>\n",
       "      <td>-1.712785</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1154.89</td>\n",
       "      <td>453.299379</td>\n",
       "      <td>602.250</td>\n",
       "      <td>525.677328</td>\n",
       "      <td>-0.055596</td>\n",
       "      <td>-1.774141</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>0.01</td>\n",
       "      <td>121.1715</td>\n",
       "      <td>34.980647</td>\n",
       "      <td>60.5908</td>\n",
       "      <td>60.590759</td>\n",
       "      <td>4.291654e-09</td>\n",
       "      <td>-1.2</td>\n",
       "      <td>0.0</td>\n",
       "      <td>112.42</td>\n",
       "      <td>11.747108</td>\n",
       "      <td>...</td>\n",
       "      <td>319.453589</td>\n",
       "      <td>-0.050973</td>\n",
       "      <td>-1.543567</td>\n",
       "      <td>0.0</td>\n",
       "      <td>790.57</td>\n",
       "      <td>280.872787</td>\n",
       "      <td>429.275</td>\n",
       "      <td>349.301687</td>\n",
       "      <td>-0.127762</td>\n",
       "      <td>-1.637846</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>0.01</td>\n",
       "      <td>121.1715</td>\n",
       "      <td>34.980647</td>\n",
       "      <td>60.5908</td>\n",
       "      <td>60.590759</td>\n",
       "      <td>4.291654e-09</td>\n",
       "      <td>-1.2</td>\n",
       "      <td>0.0</td>\n",
       "      <td>176.22</td>\n",
       "      <td>25.286668</td>\n",
       "      <td>...</td>\n",
       "      <td>307.890517</td>\n",
       "      <td>-0.061727</td>\n",
       "      <td>-1.616128</td>\n",
       "      <td>0.0</td>\n",
       "      <td>801.79</td>\n",
       "      <td>294.717371</td>\n",
       "      <td>472.725</td>\n",
       "      <td>341.126494</td>\n",
       "      <td>-0.065250</td>\n",
       "      <td>-1.722284</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>0.01</td>\n",
       "      <td>121.1715</td>\n",
       "      <td>34.980647</td>\n",
       "      <td>60.5908</td>\n",
       "      <td>60.590759</td>\n",
       "      <td>4.291654e-09</td>\n",
       "      <td>-1.2</td>\n",
       "      <td>0.0</td>\n",
       "      <td>242.99</td>\n",
       "      <td>56.524395</td>\n",
       "      <td>...</td>\n",
       "      <td>416.044273</td>\n",
       "      <td>-0.087743</td>\n",
       "      <td>-1.820524</td>\n",
       "      <td>0.0</td>\n",
       "      <td>896.94</td>\n",
       "      <td>361.163501</td>\n",
       "      <td>561.055</td>\n",
       "      <td>422.221012</td>\n",
       "      <td>-0.134316</td>\n",
       "      <td>-1.838338</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>0.01</td>\n",
       "      <td>121.1715</td>\n",
       "      <td>34.980647</td>\n",
       "      <td>60.5908</td>\n",
       "      <td>60.590759</td>\n",
       "      <td>4.291654e-09</td>\n",
       "      <td>-1.2</td>\n",
       "      <td>0.0</td>\n",
       "      <td>242.99</td>\n",
       "      <td>57.805025</td>\n",
       "      <td>...</td>\n",
       "      <td>391.867348</td>\n",
       "      <td>-0.092889</td>\n",
       "      <td>-1.808653</td>\n",
       "      <td>0.0</td>\n",
       "      <td>927.74</td>\n",
       "      <td>370.096201</td>\n",
       "      <td>539.275</td>\n",
       "      <td>419.620489</td>\n",
       "      <td>-0.083527</td>\n",
       "      <td>-1.857702</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>0.01</td>\n",
       "      <td>121.1715</td>\n",
       "      <td>34.980647</td>\n",
       "      <td>60.5908</td>\n",
       "      <td>60.590759</td>\n",
       "      <td>4.291654e-09</td>\n",
       "      <td>-1.2</td>\n",
       "      <td>0.0</td>\n",
       "      <td>344.63</td>\n",
       "      <td>98.667055</td>\n",
       "      <td>...</td>\n",
       "      <td>403.246057</td>\n",
       "      <td>0.016111</td>\n",
       "      <td>-1.658383</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1052.37</td>\n",
       "      <td>400.468766</td>\n",
       "      <td>558.250</td>\n",
       "      <td>467.232062</td>\n",
       "      <td>-0.082681</td>\n",
       "      <td>-1.778707</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>0.01</td>\n",
       "      <td>121.1715</td>\n",
       "      <td>34.980647</td>\n",
       "      <td>60.5908</td>\n",
       "      <td>60.590759</td>\n",
       "      <td>4.291654e-09</td>\n",
       "      <td>-1.2</td>\n",
       "      <td>0.0</td>\n",
       "      <td>318.67</td>\n",
       "      <td>95.775440</td>\n",
       "      <td>...</td>\n",
       "      <td>398.810592</td>\n",
       "      <td>0.031898</td>\n",
       "      <td>-1.641143</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1055.23</td>\n",
       "      <td>399.729129</td>\n",
       "      <td>529.155</td>\n",
       "      <td>459.037734</td>\n",
       "      <td>-0.045479</td>\n",
       "      <td>-1.775631</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>0.01</td>\n",
       "      <td>121.1715</td>\n",
       "      <td>34.980647</td>\n",
       "      <td>60.5908</td>\n",
       "      <td>60.590759</td>\n",
       "      <td>4.291654e-09</td>\n",
       "      <td>-1.2</td>\n",
       "      <td>0.0</td>\n",
       "      <td>410.08</td>\n",
       "      <td>83.076493</td>\n",
       "      <td>...</td>\n",
       "      <td>583.396910</td>\n",
       "      <td>-0.096381</td>\n",
       "      <td>-1.825737</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1182.72</td>\n",
       "      <td>437.358355</td>\n",
       "      <td>720.995</td>\n",
       "      <td>507.237577</td>\n",
       "      <td>-0.130292</td>\n",
       "      <td>-1.837915</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>0.01</td>\n",
       "      <td>121.1715</td>\n",
       "      <td>34.980647</td>\n",
       "      <td>60.5908</td>\n",
       "      <td>60.590759</td>\n",
       "      <td>4.291654e-09</td>\n",
       "      <td>-1.2</td>\n",
       "      <td>0.0</td>\n",
       "      <td>474.87</td>\n",
       "      <td>86.783950</td>\n",
       "      <td>...</td>\n",
       "      <td>579.714678</td>\n",
       "      <td>-0.092039</td>\n",
       "      <td>-1.823767</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1110.23</td>\n",
       "      <td>441.767236</td>\n",
       "      <td>705.155</td>\n",
       "      <td>512.555167</td>\n",
       "      <td>-0.128681</td>\n",
       "      <td>-1.845439</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>0.01</td>\n",
       "      <td>121.1715</td>\n",
       "      <td>34.980647</td>\n",
       "      <td>60.5908</td>\n",
       "      <td>60.590759</td>\n",
       "      <td>4.291654e-09</td>\n",
       "      <td>-1.2</td>\n",
       "      <td>0.0</td>\n",
       "      <td>245.30</td>\n",
       "      <td>41.704934</td>\n",
       "      <td>...</td>\n",
       "      <td>414.560771</td>\n",
       "      <td>-0.057417</td>\n",
       "      <td>-1.763490</td>\n",
       "      <td>0.0</td>\n",
       "      <td>909.70</td>\n",
       "      <td>348.150956</td>\n",
       "      <td>433.510</td>\n",
       "      <td>410.020634</td>\n",
       "      <td>-0.040813</td>\n",
       "      <td>-1.763312</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>0.01</td>\n",
       "      <td>121.1715</td>\n",
       "      <td>34.980647</td>\n",
       "      <td>60.5908</td>\n",
       "      <td>60.590759</td>\n",
       "      <td>4.291654e-09</td>\n",
       "      <td>-1.2</td>\n",
       "      <td>0.0</td>\n",
       "      <td>198.88</td>\n",
       "      <td>44.222604</td>\n",
       "      <td>...</td>\n",
       "      <td>422.518687</td>\n",
       "      <td>-0.041794</td>\n",
       "      <td>-1.767275</td>\n",
       "      <td>0.0</td>\n",
       "      <td>933.13</td>\n",
       "      <td>355.031192</td>\n",
       "      <td>456.775</td>\n",
       "      <td>420.076965</td>\n",
       "      <td>-0.059496</td>\n",
       "      <td>-1.775523</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>0.01</td>\n",
       "      <td>121.1715</td>\n",
       "      <td>34.980647</td>\n",
       "      <td>60.5908</td>\n",
       "      <td>60.590759</td>\n",
       "      <td>4.291654e-09</td>\n",
       "      <td>-1.2</td>\n",
       "      <td>0.0</td>\n",
       "      <td>159.50</td>\n",
       "      <td>40.423680</td>\n",
       "      <td>...</td>\n",
       "      <td>419.606174</td>\n",
       "      <td>-0.022879</td>\n",
       "      <td>-1.734136</td>\n",
       "      <td>0.0</td>\n",
       "      <td>909.37</td>\n",
       "      <td>349.664128</td>\n",
       "      <td>488.345</td>\n",
       "      <td>430.904685</td>\n",
       "      <td>-0.101823</td>\n",
       "      <td>-1.724792</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>0.01</td>\n",
       "      <td>121.1715</td>\n",
       "      <td>34.980647</td>\n",
       "      <td>60.5908</td>\n",
       "      <td>60.590759</td>\n",
       "      <td>4.291654e-09</td>\n",
       "      <td>-1.2</td>\n",
       "      <td>0.0</td>\n",
       "      <td>754.27</td>\n",
       "      <td>186.113156</td>\n",
       "      <td>...</td>\n",
       "      <td>557.646017</td>\n",
       "      <td>-0.083238</td>\n",
       "      <td>-1.776790</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1288.98</td>\n",
       "      <td>405.203378</td>\n",
       "      <td>520.960</td>\n",
       "      <td>434.744091</td>\n",
       "      <td>0.123707</td>\n",
       "      <td>-1.632647</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>0.01</td>\n",
       "      <td>121.1715</td>\n",
       "      <td>34.980647</td>\n",
       "      <td>60.5908</td>\n",
       "      <td>60.590759</td>\n",
       "      <td>4.291654e-09</td>\n",
       "      <td>-1.2</td>\n",
       "      <td>0.0</td>\n",
       "      <td>642.40</td>\n",
       "      <td>173.105631</td>\n",
       "      <td>...</td>\n",
       "      <td>531.678183</td>\n",
       "      <td>-0.072447</td>\n",
       "      <td>-1.772265</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1205.38</td>\n",
       "      <td>401.225747</td>\n",
       "      <td>530.695</td>\n",
       "      <td>430.870989</td>\n",
       "      <td>0.111848</td>\n",
       "      <td>-1.642648</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>0.01</td>\n",
       "      <td>121.1715</td>\n",
       "      <td>34.980647</td>\n",
       "      <td>60.5908</td>\n",
       "      <td>60.590759</td>\n",
       "      <td>4.291654e-09</td>\n",
       "      <td>-1.2</td>\n",
       "      <td>0.0</td>\n",
       "      <td>527.12</td>\n",
       "      <td>151.735656</td>\n",
       "      <td>...</td>\n",
       "      <td>540.203038</td>\n",
       "      <td>-0.121593</td>\n",
       "      <td>-1.781922</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1092.96</td>\n",
       "      <td>389.215994</td>\n",
       "      <td>516.725</td>\n",
       "      <td>425.212480</td>\n",
       "      <td>0.040905</td>\n",
       "      <td>-1.749583</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>0.01</td>\n",
       "      <td>121.1715</td>\n",
       "      <td>34.980647</td>\n",
       "      <td>60.5908</td>\n",
       "      <td>60.590759</td>\n",
       "      <td>4.291654e-09</td>\n",
       "      <td>-1.2</td>\n",
       "      <td>0.0</td>\n",
       "      <td>184.47</td>\n",
       "      <td>22.094289</td>\n",
       "      <td>...</td>\n",
       "      <td>377.551372</td>\n",
       "      <td>-0.069441</td>\n",
       "      <td>-1.699362</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1104.95</td>\n",
       "      <td>414.079475</td>\n",
       "      <td>553.025</td>\n",
       "      <td>466.186109</td>\n",
       "      <td>-0.025881</td>\n",
       "      <td>-1.772458</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>0.01</td>\n",
       "      <td>121.1715</td>\n",
       "      <td>34.980647</td>\n",
       "      <td>60.5908</td>\n",
       "      <td>60.590759</td>\n",
       "      <td>4.291654e-09</td>\n",
       "      <td>-1.2</td>\n",
       "      <td>0.0</td>\n",
       "      <td>254.43</td>\n",
       "      <td>26.024895</td>\n",
       "      <td>...</td>\n",
       "      <td>382.842201</td>\n",
       "      <td>-0.083182</td>\n",
       "      <td>-1.714108</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1103.96</td>\n",
       "      <td>420.363516</td>\n",
       "      <td>576.950</td>\n",
       "      <td>468.631934</td>\n",
       "      <td>-0.026234</td>\n",
       "      <td>-1.788130</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>0.01</td>\n",
       "      <td>121.1715</td>\n",
       "      <td>34.980647</td>\n",
       "      <td>60.5908</td>\n",
       "      <td>60.590759</td>\n",
       "      <td>4.291654e-09</td>\n",
       "      <td>-1.2</td>\n",
       "      <td>0.0</td>\n",
       "      <td>194.15</td>\n",
       "      <td>19.078951</td>\n",
       "      <td>...</td>\n",
       "      <td>382.526598</td>\n",
       "      <td>-0.077373</td>\n",
       "      <td>-1.681400</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1073.27</td>\n",
       "      <td>412.158061</td>\n",
       "      <td>550.935</td>\n",
       "      <td>463.741164</td>\n",
       "      <td>-0.034610</td>\n",
       "      <td>-1.781267</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>0.01</td>\n",
       "      <td>121.1715</td>\n",
       "      <td>34.980647</td>\n",
       "      <td>60.5908</td>\n",
       "      <td>60.590759</td>\n",
       "      <td>4.291654e-09</td>\n",
       "      <td>-1.2</td>\n",
       "      <td>0.0</td>\n",
       "      <td>373.45</td>\n",
       "      <td>117.482151</td>\n",
       "      <td>...</td>\n",
       "      <td>453.063267</td>\n",
       "      <td>-0.094537</td>\n",
       "      <td>-1.781902</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1219.35</td>\n",
       "      <td>431.669154</td>\n",
       "      <td>648.725</td>\n",
       "      <td>497.481835</td>\n",
       "      <td>-0.071534</td>\n",
       "      <td>-1.778243</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>0.01</td>\n",
       "      <td>121.1715</td>\n",
       "      <td>34.980647</td>\n",
       "      <td>60.5908</td>\n",
       "      <td>60.590759</td>\n",
       "      <td>4.291654e-09</td>\n",
       "      <td>-1.2</td>\n",
       "      <td>0.0</td>\n",
       "      <td>363.00</td>\n",
       "      <td>117.316852</td>\n",
       "      <td>...</td>\n",
       "      <td>452.798506</td>\n",
       "      <td>-0.071897</td>\n",
       "      <td>-1.754654</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1199.66</td>\n",
       "      <td>425.095369</td>\n",
       "      <td>617.650</td>\n",
       "      <td>486.756863</td>\n",
       "      <td>-0.045093</td>\n",
       "      <td>-1.756846</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>0.01</td>\n",
       "      <td>121.1715</td>\n",
       "      <td>34.980647</td>\n",
       "      <td>60.5908</td>\n",
       "      <td>60.590759</td>\n",
       "      <td>4.291654e-09</td>\n",
       "      <td>-1.2</td>\n",
       "      <td>0.0</td>\n",
       "      <td>394.68</td>\n",
       "      <td>114.593522</td>\n",
       "      <td>...</td>\n",
       "      <td>453.786745</td>\n",
       "      <td>-0.077783</td>\n",
       "      <td>-1.776086</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1190.53</td>\n",
       "      <td>422.015919</td>\n",
       "      <td>625.350</td>\n",
       "      <td>487.272659</td>\n",
       "      <td>-0.063960</td>\n",
       "      <td>-1.773502</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>0.01</td>\n",
       "      <td>121.1715</td>\n",
       "      <td>34.980647</td>\n",
       "      <td>60.5908</td>\n",
       "      <td>60.590759</td>\n",
       "      <td>4.291654e-09</td>\n",
       "      <td>-1.2</td>\n",
       "      <td>0.0</td>\n",
       "      <td>441.32</td>\n",
       "      <td>100.187231</td>\n",
       "      <td>...</td>\n",
       "      <td>465.288272</td>\n",
       "      <td>-0.018747</td>\n",
       "      <td>-1.712698</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1099.45</td>\n",
       "      <td>413.028384</td>\n",
       "      <td>583.495</td>\n",
       "      <td>493.687316</td>\n",
       "      <td>-0.110901</td>\n",
       "      <td>-1.761767</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>0.01</td>\n",
       "      <td>121.1715</td>\n",
       "      <td>34.980647</td>\n",
       "      <td>60.5908</td>\n",
       "      <td>60.590759</td>\n",
       "      <td>4.291654e-09</td>\n",
       "      <td>-1.2</td>\n",
       "      <td>0.0</td>\n",
       "      <td>353.54</td>\n",
       "      <td>100.496512</td>\n",
       "      <td>...</td>\n",
       "      <td>444.370762</td>\n",
       "      <td>-0.014995</td>\n",
       "      <td>-1.673131</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1059.96</td>\n",
       "      <td>400.869304</td>\n",
       "      <td>567.270</td>\n",
       "      <td>475.593070</td>\n",
       "      <td>-0.094646</td>\n",
       "      <td>-1.754733</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>0.01</td>\n",
       "      <td>121.1715</td>\n",
       "      <td>34.980647</td>\n",
       "      <td>60.5908</td>\n",
       "      <td>60.590759</td>\n",
       "      <td>4.291654e-09</td>\n",
       "      <td>-1.2</td>\n",
       "      <td>0.0</td>\n",
       "      <td>257.07</td>\n",
       "      <td>57.441915</td>\n",
       "      <td>...</td>\n",
       "      <td>413.868237</td>\n",
       "      <td>-0.004837</td>\n",
       "      <td>-1.646975</td>\n",
       "      <td>0.0</td>\n",
       "      <td>938.52</td>\n",
       "      <td>347.893127</td>\n",
       "      <td>502.480</td>\n",
       "      <td>441.528426</td>\n",
       "      <td>-0.117747</td>\n",
       "      <td>-1.666907</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>0.01</td>\n",
       "      <td>121.1715</td>\n",
       "      <td>34.980647</td>\n",
       "      <td>60.5908</td>\n",
       "      <td>60.590759</td>\n",
       "      <td>4.291654e-09</td>\n",
       "      <td>-1.2</td>\n",
       "      <td>0.0</td>\n",
       "      <td>353.54</td>\n",
       "      <td>100.496512</td>\n",
       "      <td>...</td>\n",
       "      <td>444.370762</td>\n",
       "      <td>-0.014995</td>\n",
       "      <td>-1.673131</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1059.96</td>\n",
       "      <td>400.869304</td>\n",
       "      <td>567.270</td>\n",
       "      <td>475.593070</td>\n",
       "      <td>-0.094646</td>\n",
       "      <td>-1.754733</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>0.01</td>\n",
       "      <td>121.1715</td>\n",
       "      <td>34.980647</td>\n",
       "      <td>60.5908</td>\n",
       "      <td>60.590759</td>\n",
       "      <td>4.291654e-09</td>\n",
       "      <td>-1.2</td>\n",
       "      <td>0.0</td>\n",
       "      <td>306.57</td>\n",
       "      <td>63.687245</td>\n",
       "      <td>...</td>\n",
       "      <td>460.787958</td>\n",
       "      <td>-0.224070</td>\n",
       "      <td>-1.762127</td>\n",
       "      <td>0.0</td>\n",
       "      <td>917.18</td>\n",
       "      <td>349.627553</td>\n",
       "      <td>553.410</td>\n",
       "      <td>419.302018</td>\n",
       "      <td>-0.160117</td>\n",
       "      <td>-1.749155</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>0.01</td>\n",
       "      <td>121.1715</td>\n",
       "      <td>34.980647</td>\n",
       "      <td>60.5908</td>\n",
       "      <td>60.590759</td>\n",
       "      <td>4.291654e-09</td>\n",
       "      <td>-1.2</td>\n",
       "      <td>0.0</td>\n",
       "      <td>271.26</td>\n",
       "      <td>61.473250</td>\n",
       "      <td>...</td>\n",
       "      <td>458.578889</td>\n",
       "      <td>-0.225261</td>\n",
       "      <td>-1.737706</td>\n",
       "      <td>0.0</td>\n",
       "      <td>905.19</td>\n",
       "      <td>342.526555</td>\n",
       "      <td>517.660</td>\n",
       "      <td>417.959206</td>\n",
       "      <td>-0.166913</td>\n",
       "      <td>-1.728761</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>184</th>\n",
       "      <td>0.01</td>\n",
       "      <td>121.1715</td>\n",
       "      <td>34.980647</td>\n",
       "      <td>60.5908</td>\n",
       "      <td>60.590759</td>\n",
       "      <td>4.291654e-09</td>\n",
       "      <td>-1.2</td>\n",
       "      <td>0.0</td>\n",
       "      <td>318.89</td>\n",
       "      <td>71.503458</td>\n",
       "      <td>...</td>\n",
       "      <td>509.761014</td>\n",
       "      <td>0.020563</td>\n",
       "      <td>-1.743523</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1268.08</td>\n",
       "      <td>451.438876</td>\n",
       "      <td>666.050</td>\n",
       "      <td>508.376102</td>\n",
       "      <td>-0.004004</td>\n",
       "      <td>-1.708673</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>185</th>\n",
       "      <td>0.01</td>\n",
       "      <td>121.1715</td>\n",
       "      <td>34.980647</td>\n",
       "      <td>60.5908</td>\n",
       "      <td>60.590759</td>\n",
       "      <td>4.291654e-09</td>\n",
       "      <td>-1.2</td>\n",
       "      <td>0.0</td>\n",
       "      <td>227.04</td>\n",
       "      <td>41.752122</td>\n",
       "      <td>...</td>\n",
       "      <td>333.817621</td>\n",
       "      <td>-0.102680</td>\n",
       "      <td>-1.800119</td>\n",
       "      <td>0.0</td>\n",
       "      <td>728.97</td>\n",
       "      <td>273.594775</td>\n",
       "      <td>434.445</td>\n",
       "      <td>325.120531</td>\n",
       "      <td>-0.155707</td>\n",
       "      <td>-1.767828</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>186</th>\n",
       "      <td>0.01</td>\n",
       "      <td>121.1715</td>\n",
       "      <td>34.980647</td>\n",
       "      <td>60.5908</td>\n",
       "      <td>60.590759</td>\n",
       "      <td>4.291654e-09</td>\n",
       "      <td>-1.2</td>\n",
       "      <td>0.0</td>\n",
       "      <td>255.09</td>\n",
       "      <td>77.049829</td>\n",
       "      <td>...</td>\n",
       "      <td>441.004769</td>\n",
       "      <td>-0.049876</td>\n",
       "      <td>-1.811278</td>\n",
       "      <td>0.0</td>\n",
       "      <td>941.82</td>\n",
       "      <td>379.471916</td>\n",
       "      <td>628.045</td>\n",
       "      <td>459.596321</td>\n",
       "      <td>-0.203658</td>\n",
       "      <td>-1.796109</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>187</th>\n",
       "      <td>0.01</td>\n",
       "      <td>121.1715</td>\n",
       "      <td>34.980647</td>\n",
       "      <td>60.5908</td>\n",
       "      <td>60.590759</td>\n",
       "      <td>4.291654e-09</td>\n",
       "      <td>-1.2</td>\n",
       "      <td>0.0</td>\n",
       "      <td>312.40</td>\n",
       "      <td>52.810418</td>\n",
       "      <td>...</td>\n",
       "      <td>516.309518</td>\n",
       "      <td>-0.222051</td>\n",
       "      <td>-1.764662</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1139.93</td>\n",
       "      <td>448.017382</td>\n",
       "      <td>676.060</td>\n",
       "      <td>509.701230</td>\n",
       "      <td>-0.072633</td>\n",
       "      <td>-1.801277</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>188</th>\n",
       "      <td>0.01</td>\n",
       "      <td>121.1715</td>\n",
       "      <td>34.980647</td>\n",
       "      <td>60.5908</td>\n",
       "      <td>60.590759</td>\n",
       "      <td>4.291654e-09</td>\n",
       "      <td>-1.2</td>\n",
       "      <td>0.0</td>\n",
       "      <td>136.62</td>\n",
       "      <td>21.733560</td>\n",
       "      <td>...</td>\n",
       "      <td>362.230726</td>\n",
       "      <td>-0.042065</td>\n",
       "      <td>-1.800928</td>\n",
       "      <td>0.0</td>\n",
       "      <td>937.31</td>\n",
       "      <td>333.252010</td>\n",
       "      <td>519.365</td>\n",
       "      <td>390.890446</td>\n",
       "      <td>-0.089610</td>\n",
       "      <td>-1.730608</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>189</th>\n",
       "      <td>0.01</td>\n",
       "      <td>121.1715</td>\n",
       "      <td>34.980647</td>\n",
       "      <td>60.5908</td>\n",
       "      <td>60.590759</td>\n",
       "      <td>4.291654e-09</td>\n",
       "      <td>-1.2</td>\n",
       "      <td>0.0</td>\n",
       "      <td>166.32</td>\n",
       "      <td>34.232236</td>\n",
       "      <td>...</td>\n",
       "      <td>501.936245</td>\n",
       "      <td>-0.028443</td>\n",
       "      <td>-1.796318</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1106.27</td>\n",
       "      <td>400.903012</td>\n",
       "      <td>646.305</td>\n",
       "      <td>487.318454</td>\n",
       "      <td>-0.171503</td>\n",
       "      <td>-1.749925</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>190</th>\n",
       "      <td>0.01</td>\n",
       "      <td>121.1715</td>\n",
       "      <td>34.980647</td>\n",
       "      <td>60.5908</td>\n",
       "      <td>60.590759</td>\n",
       "      <td>4.291654e-09</td>\n",
       "      <td>-1.2</td>\n",
       "      <td>0.0</td>\n",
       "      <td>363.22</td>\n",
       "      <td>101.511745</td>\n",
       "      <td>...</td>\n",
       "      <td>471.303161</td>\n",
       "      <td>-0.140470</td>\n",
       "      <td>-1.827789</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1093.95</td>\n",
       "      <td>396.505679</td>\n",
       "      <td>662.090</td>\n",
       "      <td>460.867285</td>\n",
       "      <td>-0.126034</td>\n",
       "      <td>-1.793264</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>191</th>\n",
       "      <td>0.01</td>\n",
       "      <td>121.1715</td>\n",
       "      <td>34.980647</td>\n",
       "      <td>60.5908</td>\n",
       "      <td>60.590759</td>\n",
       "      <td>4.291654e-09</td>\n",
       "      <td>-1.2</td>\n",
       "      <td>0.0</td>\n",
       "      <td>443.19</td>\n",
       "      <td>75.361776</td>\n",
       "      <td>...</td>\n",
       "      <td>450.809293</td>\n",
       "      <td>-0.087192</td>\n",
       "      <td>-1.806322</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1195.70</td>\n",
       "      <td>444.009757</td>\n",
       "      <td>570.570</td>\n",
       "      <td>495.685662</td>\n",
       "      <td>0.006999</td>\n",
       "      <td>-1.757132</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>192</th>\n",
       "      <td>0.01</td>\n",
       "      <td>121.1715</td>\n",
       "      <td>34.980647</td>\n",
       "      <td>60.5908</td>\n",
       "      <td>60.590759</td>\n",
       "      <td>4.291654e-09</td>\n",
       "      <td>-1.2</td>\n",
       "      <td>0.0</td>\n",
       "      <td>220.11</td>\n",
       "      <td>69.724817</td>\n",
       "      <td>...</td>\n",
       "      <td>485.120524</td>\n",
       "      <td>0.002737</td>\n",
       "      <td>-1.753430</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1055.67</td>\n",
       "      <td>398.982464</td>\n",
       "      <td>643.885</td>\n",
       "      <td>483.351410</td>\n",
       "      <td>-0.168595</td>\n",
       "      <td>-1.764297</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>193</th>\n",
       "      <td>0.01</td>\n",
       "      <td>121.1715</td>\n",
       "      <td>34.980647</td>\n",
       "      <td>60.5908</td>\n",
       "      <td>60.590759</td>\n",
       "      <td>4.291654e-09</td>\n",
       "      <td>-1.2</td>\n",
       "      <td>0.0</td>\n",
       "      <td>282.37</td>\n",
       "      <td>48.868133</td>\n",
       "      <td>...</td>\n",
       "      <td>464.689971</td>\n",
       "      <td>0.046431</td>\n",
       "      <td>-1.631327</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1150.38</td>\n",
       "      <td>406.329511</td>\n",
       "      <td>690.525</td>\n",
       "      <td>483.128878</td>\n",
       "      <td>-0.123213</td>\n",
       "      <td>-1.713075</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>194</th>\n",
       "      <td>0.01</td>\n",
       "      <td>121.1715</td>\n",
       "      <td>34.980647</td>\n",
       "      <td>60.5908</td>\n",
       "      <td>60.590759</td>\n",
       "      <td>4.291654e-09</td>\n",
       "      <td>-1.2</td>\n",
       "      <td>0.0</td>\n",
       "      <td>394.57</td>\n",
       "      <td>123.725772</td>\n",
       "      <td>...</td>\n",
       "      <td>466.651689</td>\n",
       "      <td>0.020849</td>\n",
       "      <td>-1.847315</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1108.03</td>\n",
       "      <td>435.559683</td>\n",
       "      <td>690.855</td>\n",
       "      <td>530.147260</td>\n",
       "      <td>-0.158747</td>\n",
       "      <td>-1.758591</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>195</th>\n",
       "      <td>0.01</td>\n",
       "      <td>121.1715</td>\n",
       "      <td>34.980647</td>\n",
       "      <td>60.5908</td>\n",
       "      <td>60.590759</td>\n",
       "      <td>4.291654e-09</td>\n",
       "      <td>-1.2</td>\n",
       "      <td>0.0</td>\n",
       "      <td>469.04</td>\n",
       "      <td>140.728494</td>\n",
       "      <td>...</td>\n",
       "      <td>446.653729</td>\n",
       "      <td>-0.019555</td>\n",
       "      <td>-1.774451</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1129.26</td>\n",
       "      <td>404.871976</td>\n",
       "      <td>597.465</td>\n",
       "      <td>469.581340</td>\n",
       "      <td>-0.047177</td>\n",
       "      <td>-1.725521</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>196</th>\n",
       "      <td>0.01</td>\n",
       "      <td>121.1715</td>\n",
       "      <td>34.980647</td>\n",
       "      <td>60.5908</td>\n",
       "      <td>60.590759</td>\n",
       "      <td>4.291654e-09</td>\n",
       "      <td>-1.2</td>\n",
       "      <td>0.0</td>\n",
       "      <td>385.00</td>\n",
       "      <td>109.437951</td>\n",
       "      <td>...</td>\n",
       "      <td>412.031678</td>\n",
       "      <td>0.044805</td>\n",
       "      <td>-1.670620</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1025.42</td>\n",
       "      <td>384.972019</td>\n",
       "      <td>555.830</td>\n",
       "      <td>447.307983</td>\n",
       "      <td>-0.086766</td>\n",
       "      <td>-1.764780</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>197</th>\n",
       "      <td>0.01</td>\n",
       "      <td>121.1715</td>\n",
       "      <td>34.980647</td>\n",
       "      <td>60.5908</td>\n",
       "      <td>60.590759</td>\n",
       "      <td>4.291654e-09</td>\n",
       "      <td>-1.2</td>\n",
       "      <td>0.0</td>\n",
       "      <td>322.19</td>\n",
       "      <td>71.985949</td>\n",
       "      <td>...</td>\n",
       "      <td>484.124270</td>\n",
       "      <td>-0.026144</td>\n",
       "      <td>-1.763785</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1138.94</td>\n",
       "      <td>428.557251</td>\n",
       "      <td>758.670</td>\n",
       "      <td>515.164049</td>\n",
       "      <td>-0.216593</td>\n",
       "      <td>-1.783655</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>198</th>\n",
       "      <td>0.01</td>\n",
       "      <td>121.1715</td>\n",
       "      <td>34.980647</td>\n",
       "      <td>60.5908</td>\n",
       "      <td>60.590759</td>\n",
       "      <td>4.291654e-09</td>\n",
       "      <td>-1.2</td>\n",
       "      <td>0.0</td>\n",
       "      <td>73.15</td>\n",
       "      <td>14.062856</td>\n",
       "      <td>...</td>\n",
       "      <td>339.610158</td>\n",
       "      <td>0.007394</td>\n",
       "      <td>-1.853326</td>\n",
       "      <td>0.0</td>\n",
       "      <td>897.05</td>\n",
       "      <td>344.854825</td>\n",
       "      <td>608.795</td>\n",
       "      <td>420.452034</td>\n",
       "      <td>-0.227253</td>\n",
       "      <td>-1.767605</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>199</th>\n",
       "      <td>0.01</td>\n",
       "      <td>121.1715</td>\n",
       "      <td>34.980647</td>\n",
       "      <td>60.5908</td>\n",
       "      <td>60.590759</td>\n",
       "      <td>4.291654e-09</td>\n",
       "      <td>-1.2</td>\n",
       "      <td>0.0</td>\n",
       "      <td>489.06</td>\n",
       "      <td>138.994962</td>\n",
       "      <td>...</td>\n",
       "      <td>494.827611</td>\n",
       "      <td>-0.047521</td>\n",
       "      <td>-1.744727</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1159.40</td>\n",
       "      <td>410.270574</td>\n",
       "      <td>609.730</td>\n",
       "      <td>476.890721</td>\n",
       "      <td>-0.044439</td>\n",
       "      <td>-1.675264</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>200</th>\n",
       "      <td>0.01</td>\n",
       "      <td>121.1715</td>\n",
       "      <td>34.980647</td>\n",
       "      <td>60.5908</td>\n",
       "      <td>60.590759</td>\n",
       "      <td>4.291654e-09</td>\n",
       "      <td>-1.2</td>\n",
       "      <td>0.0</td>\n",
       "      <td>379.06</td>\n",
       "      <td>92.429637</td>\n",
       "      <td>...</td>\n",
       "      <td>461.957999</td>\n",
       "      <td>0.012721</td>\n",
       "      <td>-1.612536</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1179.86</td>\n",
       "      <td>419.785537</td>\n",
       "      <td>622.765</td>\n",
       "      <td>492.064939</td>\n",
       "      <td>-0.037701</td>\n",
       "      <td>-1.667673</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>201</th>\n",
       "      <td>0.01</td>\n",
       "      <td>121.1715</td>\n",
       "      <td>34.980647</td>\n",
       "      <td>60.5908</td>\n",
       "      <td>60.590759</td>\n",
       "      <td>4.291654e-09</td>\n",
       "      <td>-1.2</td>\n",
       "      <td>0.0</td>\n",
       "      <td>245.19</td>\n",
       "      <td>27.392760</td>\n",
       "      <td>...</td>\n",
       "      <td>433.441874</td>\n",
       "      <td>-0.147595</td>\n",
       "      <td>-1.704277</td>\n",
       "      <td>0.0</td>\n",
       "      <td>967.89</td>\n",
       "      <td>357.356866</td>\n",
       "      <td>548.680</td>\n",
       "      <td>414.525287</td>\n",
       "      <td>-0.075873</td>\n",
       "      <td>-1.756227</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>202</th>\n",
       "      <td>0.01</td>\n",
       "      <td>121.1715</td>\n",
       "      <td>34.980647</td>\n",
       "      <td>60.5908</td>\n",
       "      <td>60.590759</td>\n",
       "      <td>4.291654e-09</td>\n",
       "      <td>-1.2</td>\n",
       "      <td>0.0</td>\n",
       "      <td>221.87</td>\n",
       "      <td>60.870192</td>\n",
       "      <td>...</td>\n",
       "      <td>490.614061</td>\n",
       "      <td>-0.140598</td>\n",
       "      <td>-1.784572</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1085.15</td>\n",
       "      <td>429.014730</td>\n",
       "      <td>685.740</td>\n",
       "      <td>529.160564</td>\n",
       "      <td>-0.207627</td>\n",
       "      <td>-1.768982</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>203</th>\n",
       "      <td>0.01</td>\n",
       "      <td>121.1715</td>\n",
       "      <td>34.980647</td>\n",
       "      <td>60.5908</td>\n",
       "      <td>60.590759</td>\n",
       "      <td>4.291654e-09</td>\n",
       "      <td>-1.2</td>\n",
       "      <td>0.0</td>\n",
       "      <td>500.28</td>\n",
       "      <td>131.693521</td>\n",
       "      <td>...</td>\n",
       "      <td>534.846797</td>\n",
       "      <td>-0.106622</td>\n",
       "      <td>-1.725061</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1234.31</td>\n",
       "      <td>442.394992</td>\n",
       "      <td>588.280</td>\n",
       "      <td>485.277481</td>\n",
       "      <td>0.037738</td>\n",
       "      <td>-1.693993</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>204</th>\n",
       "      <td>0.01</td>\n",
       "      <td>121.1715</td>\n",
       "      <td>34.980647</td>\n",
       "      <td>60.5908</td>\n",
       "      <td>60.590759</td>\n",
       "      <td>4.291654e-09</td>\n",
       "      <td>-1.2</td>\n",
       "      <td>0.0</td>\n",
       "      <td>90.97</td>\n",
       "      <td>11.542776</td>\n",
       "      <td>...</td>\n",
       "      <td>441.733285</td>\n",
       "      <td>-0.145611</td>\n",
       "      <td>-1.790558</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1001.00</td>\n",
       "      <td>393.859111</td>\n",
       "      <td>664.125</td>\n",
       "      <td>502.455246</td>\n",
       "      <td>-0.254160</td>\n",
       "      <td>-1.722924</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>205</th>\n",
       "      <td>0.01</td>\n",
       "      <td>121.1715</td>\n",
       "      <td>34.980647</td>\n",
       "      <td>60.5908</td>\n",
       "      <td>60.590759</td>\n",
       "      <td>4.291654e-09</td>\n",
       "      <td>-1.2</td>\n",
       "      <td>0.0</td>\n",
       "      <td>418.66</td>\n",
       "      <td>67.677491</td>\n",
       "      <td>...</td>\n",
       "      <td>480.558111</td>\n",
       "      <td>-0.125195</td>\n",
       "      <td>-1.806889</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1111.55</td>\n",
       "      <td>416.672250</td>\n",
       "      <td>673.640</td>\n",
       "      <td>492.743112</td>\n",
       "      <td>-0.135487</td>\n",
       "      <td>-1.804616</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>206</th>\n",
       "      <td>0.01</td>\n",
       "      <td>121.1715</td>\n",
       "      <td>34.980647</td>\n",
       "      <td>60.5908</td>\n",
       "      <td>60.590759</td>\n",
       "      <td>4.291654e-09</td>\n",
       "      <td>-1.2</td>\n",
       "      <td>0.0</td>\n",
       "      <td>326.15</td>\n",
       "      <td>61.190147</td>\n",
       "      <td>...</td>\n",
       "      <td>471.566469</td>\n",
       "      <td>-0.032895</td>\n",
       "      <td>-1.786475</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1089.22</td>\n",
       "      <td>400.930560</td>\n",
       "      <td>609.345</td>\n",
       "      <td>461.992584</td>\n",
       "      <td>-0.077256</td>\n",
       "      <td>-1.784273</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>207</th>\n",
       "      <td>0.01</td>\n",
       "      <td>121.1715</td>\n",
       "      <td>34.980647</td>\n",
       "      <td>60.5908</td>\n",
       "      <td>60.590759</td>\n",
       "      <td>4.291654e-09</td>\n",
       "      <td>-1.2</td>\n",
       "      <td>0.0</td>\n",
       "      <td>246.73</td>\n",
       "      <td>47.556398</td>\n",
       "      <td>...</td>\n",
       "      <td>383.208175</td>\n",
       "      <td>-0.024180</td>\n",
       "      <td>-1.815440</td>\n",
       "      <td>0.0</td>\n",
       "      <td>918.83</td>\n",
       "      <td>347.312452</td>\n",
       "      <td>557.590</td>\n",
       "      <td>405.315742</td>\n",
       "      <td>-0.124414</td>\n",
       "      <td>-1.778947</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>208</th>\n",
       "      <td>0.01</td>\n",
       "      <td>121.1715</td>\n",
       "      <td>34.980647</td>\n",
       "      <td>60.5908</td>\n",
       "      <td>60.590759</td>\n",
       "      <td>4.291654e-09</td>\n",
       "      <td>-1.2</td>\n",
       "      <td>0.0</td>\n",
       "      <td>561.55</td>\n",
       "      <td>104.835745</td>\n",
       "      <td>...</td>\n",
       "      <td>457.431097</td>\n",
       "      <td>0.073582</td>\n",
       "      <td>-1.583897</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1147.74</td>\n",
       "      <td>419.803834</td>\n",
       "      <td>587.620</td>\n",
       "      <td>472.248073</td>\n",
       "      <td>-0.025659</td>\n",
       "      <td>-1.772534</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>209</th>\n",
       "      <td>0.01</td>\n",
       "      <td>121.1715</td>\n",
       "      <td>34.980647</td>\n",
       "      <td>60.5908</td>\n",
       "      <td>60.590759</td>\n",
       "      <td>4.291654e-09</td>\n",
       "      <td>-1.2</td>\n",
       "      <td>0.0</td>\n",
       "      <td>212.85</td>\n",
       "      <td>29.774899</td>\n",
       "      <td>...</td>\n",
       "      <td>358.820236</td>\n",
       "      <td>0.007857</td>\n",
       "      <td>-1.749551</td>\n",
       "      <td>0.0</td>\n",
       "      <td>849.09</td>\n",
       "      <td>326.287729</td>\n",
       "      <td>538.890</td>\n",
       "      <td>402.335648</td>\n",
       "      <td>-0.208432</td>\n",
       "      <td>-1.755496</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>210</th>\n",
       "      <td>0.01</td>\n",
       "      <td>121.1715</td>\n",
       "      <td>34.980647</td>\n",
       "      <td>60.5908</td>\n",
       "      <td>60.590759</td>\n",
       "      <td>4.291654e-09</td>\n",
       "      <td>-1.2</td>\n",
       "      <td>0.0</td>\n",
       "      <td>296.89</td>\n",
       "      <td>55.304174</td>\n",
       "      <td>...</td>\n",
       "      <td>345.067422</td>\n",
       "      <td>-0.129701</td>\n",
       "      <td>-1.690413</td>\n",
       "      <td>0.0</td>\n",
       "      <td>808.83</td>\n",
       "      <td>295.597628</td>\n",
       "      <td>465.740</td>\n",
       "      <td>346.846149</td>\n",
       "      <td>-0.089415</td>\n",
       "      <td>-1.750431</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>211</th>\n",
       "      <td>0.01</td>\n",
       "      <td>121.1715</td>\n",
       "      <td>34.980647</td>\n",
       "      <td>60.5908</td>\n",
       "      <td>60.590759</td>\n",
       "      <td>4.291654e-09</td>\n",
       "      <td>-1.2</td>\n",
       "      <td>0.0</td>\n",
       "      <td>264.88</td>\n",
       "      <td>51.417131</td>\n",
       "      <td>...</td>\n",
       "      <td>326.238142</td>\n",
       "      <td>-0.146469</td>\n",
       "      <td>-1.748837</td>\n",
       "      <td>0.0</td>\n",
       "      <td>759.99</td>\n",
       "      <td>279.223421</td>\n",
       "      <td>437.910</td>\n",
       "      <td>330.299091</td>\n",
       "      <td>-0.125385</td>\n",
       "      <td>-1.765552</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>212</th>\n",
       "      <td>0.01</td>\n",
       "      <td>121.1715</td>\n",
       "      <td>34.980647</td>\n",
       "      <td>60.5908</td>\n",
       "      <td>60.590759</td>\n",
       "      <td>4.291654e-09</td>\n",
       "      <td>-1.2</td>\n",
       "      <td>0.0</td>\n",
       "      <td>374.66</td>\n",
       "      <td>100.516260</td>\n",
       "      <td>...</td>\n",
       "      <td>502.013685</td>\n",
       "      <td>-0.037370</td>\n",
       "      <td>-1.790902</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1100.88</td>\n",
       "      <td>424.272016</td>\n",
       "      <td>616.000</td>\n",
       "      <td>509.843174</td>\n",
       "      <td>-0.133638</td>\n",
       "      <td>-1.768488</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>213</th>\n",
       "      <td>0.01</td>\n",
       "      <td>121.1715</td>\n",
       "      <td>34.980647</td>\n",
       "      <td>60.5908</td>\n",
       "      <td>60.590759</td>\n",
       "      <td>4.291654e-09</td>\n",
       "      <td>-1.2</td>\n",
       "      <td>0.0</td>\n",
       "      <td>403.70</td>\n",
       "      <td>119.399282</td>\n",
       "      <td>...</td>\n",
       "      <td>495.311455</td>\n",
       "      <td>-0.164260</td>\n",
       "      <td>-1.743990</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1034.00</td>\n",
       "      <td>359.531661</td>\n",
       "      <td>552.145</td>\n",
       "      <td>415.864994</td>\n",
       "      <td>-0.061863</td>\n",
       "      <td>-1.736935</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>214 rows × 133 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "     Time(sec)Min  Time(sec)Max  Time(sec)Std  Time(sec)Med  Time(sec)Avg  \\\n",
       "0            0.01      121.1715     34.980647       60.5908     60.590759   \n",
       "1            0.01      121.1715     34.980647       60.5908     60.590759   \n",
       "2            0.01      121.1715     34.980647       60.5908     60.590759   \n",
       "3            0.01      121.1715     34.980647       60.5908     60.590759   \n",
       "4            0.01      121.1715     34.980647       60.5908     60.590759   \n",
       "5            0.01      121.1715     34.980647       60.5908     60.590759   \n",
       "6            0.01      121.1715     34.980647       60.5908     60.590759   \n",
       "7            0.01      121.1715     34.980647       60.5908     60.590759   \n",
       "8            0.01      121.1715     34.980647       60.5908     60.590759   \n",
       "9            0.01      121.1715     34.980647       60.5908     60.590759   \n",
       "10           0.01      121.1715     34.980647       60.5908     60.590759   \n",
       "11           0.01      121.1715     34.980647       60.5908     60.590759   \n",
       "12           0.01      121.1715     34.980647       60.5908     60.590759   \n",
       "13           0.01      121.1715     34.980647       60.5908     60.590759   \n",
       "14           0.01      121.1715     34.980647       60.5908     60.590759   \n",
       "15           0.01      121.1715     34.980647       60.5908     60.590759   \n",
       "16           0.01      121.1715     34.980647       60.5908     60.590759   \n",
       "17           0.01      121.1715     34.980647       60.5908     60.590759   \n",
       "18           0.01      121.1715     34.980647       60.5908     60.590759   \n",
       "19           0.01      121.1715     34.980647       60.5908     60.590759   \n",
       "20           0.01      121.1715     34.980647       60.5908     60.590759   \n",
       "21           0.01      121.1715     34.980647       60.5908     60.590759   \n",
       "22           0.01      121.1715     34.980647       60.5908     60.590759   \n",
       "23           0.01      121.1715     34.980647       60.5908     60.590759   \n",
       "24           0.01      121.1715     34.980647       60.5908     60.590759   \n",
       "25           0.01      121.1715     34.980647       60.5908     60.590759   \n",
       "26           0.01      121.1715     34.980647       60.5908     60.590759   \n",
       "27           0.01      121.1715     34.980647       60.5908     60.590759   \n",
       "28           0.01      121.1715     34.980647       60.5908     60.590759   \n",
       "29           0.01      121.1715     34.980647       60.5908     60.590759   \n",
       "..            ...           ...           ...           ...           ...   \n",
       "184          0.01      121.1715     34.980647       60.5908     60.590759   \n",
       "185          0.01      121.1715     34.980647       60.5908     60.590759   \n",
       "186          0.01      121.1715     34.980647       60.5908     60.590759   \n",
       "187          0.01      121.1715     34.980647       60.5908     60.590759   \n",
       "188          0.01      121.1715     34.980647       60.5908     60.590759   \n",
       "189          0.01      121.1715     34.980647       60.5908     60.590759   \n",
       "190          0.01      121.1715     34.980647       60.5908     60.590759   \n",
       "191          0.01      121.1715     34.980647       60.5908     60.590759   \n",
       "192          0.01      121.1715     34.980647       60.5908     60.590759   \n",
       "193          0.01      121.1715     34.980647       60.5908     60.590759   \n",
       "194          0.01      121.1715     34.980647       60.5908     60.590759   \n",
       "195          0.01      121.1715     34.980647       60.5908     60.590759   \n",
       "196          0.01      121.1715     34.980647       60.5908     60.590759   \n",
       "197          0.01      121.1715     34.980647       60.5908     60.590759   \n",
       "198          0.01      121.1715     34.980647       60.5908     60.590759   \n",
       "199          0.01      121.1715     34.980647       60.5908     60.590759   \n",
       "200          0.01      121.1715     34.980647       60.5908     60.590759   \n",
       "201          0.01      121.1715     34.980647       60.5908     60.590759   \n",
       "202          0.01      121.1715     34.980647       60.5908     60.590759   \n",
       "203          0.01      121.1715     34.980647       60.5908     60.590759   \n",
       "204          0.01      121.1715     34.980647       60.5908     60.590759   \n",
       "205          0.01      121.1715     34.980647       60.5908     60.590759   \n",
       "206          0.01      121.1715     34.980647       60.5908     60.590759   \n",
       "207          0.01      121.1715     34.980647       60.5908     60.590759   \n",
       "208          0.01      121.1715     34.980647       60.5908     60.590759   \n",
       "209          0.01      121.1715     34.980647       60.5908     60.590759   \n",
       "210          0.01      121.1715     34.980647       60.5908     60.590759   \n",
       "211          0.01      121.1715     34.980647       60.5908     60.590759   \n",
       "212          0.01      121.1715     34.980647       60.5908     60.590759   \n",
       "213          0.01      121.1715     34.980647       60.5908     60.590759   \n",
       "\n",
       "     Time(sec)Skewness  Time(sec)Kurtosis  VGRF_left_s1Min  VGRF_left_s1Max  \\\n",
       "0         4.291654e-09               -1.2              0.0           106.92   \n",
       "1         4.291654e-09               -1.2              0.0           308.55   \n",
       "2         4.291654e-09               -1.2              0.0           266.86   \n",
       "3         4.291654e-09               -1.2              0.0           522.72   \n",
       "4         4.291654e-09               -1.2              0.0           112.42   \n",
       "5         4.291654e-09               -1.2              0.0           176.22   \n",
       "6         4.291654e-09               -1.2              0.0           242.99   \n",
       "7         4.291654e-09               -1.2              0.0           242.99   \n",
       "8         4.291654e-09               -1.2              0.0           344.63   \n",
       "9         4.291654e-09               -1.2              0.0           318.67   \n",
       "10        4.291654e-09               -1.2              0.0           410.08   \n",
       "11        4.291654e-09               -1.2              0.0           474.87   \n",
       "12        4.291654e-09               -1.2              0.0           245.30   \n",
       "13        4.291654e-09               -1.2              0.0           198.88   \n",
       "14        4.291654e-09               -1.2              0.0           159.50   \n",
       "15        4.291654e-09               -1.2              0.0           754.27   \n",
       "16        4.291654e-09               -1.2              0.0           642.40   \n",
       "17        4.291654e-09               -1.2              0.0           527.12   \n",
       "18        4.291654e-09               -1.2              0.0           184.47   \n",
       "19        4.291654e-09               -1.2              0.0           254.43   \n",
       "20        4.291654e-09               -1.2              0.0           194.15   \n",
       "21        4.291654e-09               -1.2              0.0           373.45   \n",
       "22        4.291654e-09               -1.2              0.0           363.00   \n",
       "23        4.291654e-09               -1.2              0.0           394.68   \n",
       "24        4.291654e-09               -1.2              0.0           441.32   \n",
       "25        4.291654e-09               -1.2              0.0           353.54   \n",
       "26        4.291654e-09               -1.2              0.0           257.07   \n",
       "27        4.291654e-09               -1.2              0.0           353.54   \n",
       "28        4.291654e-09               -1.2              0.0           306.57   \n",
       "29        4.291654e-09               -1.2              0.0           271.26   \n",
       "..                 ...                ...              ...              ...   \n",
       "184       4.291654e-09               -1.2              0.0           318.89   \n",
       "185       4.291654e-09               -1.2              0.0           227.04   \n",
       "186       4.291654e-09               -1.2              0.0           255.09   \n",
       "187       4.291654e-09               -1.2              0.0           312.40   \n",
       "188       4.291654e-09               -1.2              0.0           136.62   \n",
       "189       4.291654e-09               -1.2              0.0           166.32   \n",
       "190       4.291654e-09               -1.2              0.0           363.22   \n",
       "191       4.291654e-09               -1.2              0.0           443.19   \n",
       "192       4.291654e-09               -1.2              0.0           220.11   \n",
       "193       4.291654e-09               -1.2              0.0           282.37   \n",
       "194       4.291654e-09               -1.2              0.0           394.57   \n",
       "195       4.291654e-09               -1.2              0.0           469.04   \n",
       "196       4.291654e-09               -1.2              0.0           385.00   \n",
       "197       4.291654e-09               -1.2              0.0           322.19   \n",
       "198       4.291654e-09               -1.2              0.0            73.15   \n",
       "199       4.291654e-09               -1.2              0.0           489.06   \n",
       "200       4.291654e-09               -1.2              0.0           379.06   \n",
       "201       4.291654e-09               -1.2              0.0           245.19   \n",
       "202       4.291654e-09               -1.2              0.0           221.87   \n",
       "203       4.291654e-09               -1.2              0.0           500.28   \n",
       "204       4.291654e-09               -1.2              0.0            90.97   \n",
       "205       4.291654e-09               -1.2              0.0           418.66   \n",
       "206       4.291654e-09               -1.2              0.0           326.15   \n",
       "207       4.291654e-09               -1.2              0.0           246.73   \n",
       "208       4.291654e-09               -1.2              0.0           561.55   \n",
       "209       4.291654e-09               -1.2              0.0           212.85   \n",
       "210       4.291654e-09               -1.2              0.0           296.89   \n",
       "211       4.291654e-09               -1.2              0.0           264.88   \n",
       "212       4.291654e-09               -1.2              0.0           374.66   \n",
       "213       4.291654e-09               -1.2              0.0           403.70   \n",
       "\n",
       "     VGRF_left_s1Std            ...              Total_force_leftAvg  \\\n",
       "0          27.667645            ...                       343.405449   \n",
       "1         100.190349            ...                       465.041766   \n",
       "2          84.930704            ...                       411.311840   \n",
       "3         151.466214            ...                       557.563639   \n",
       "4          11.747108            ...                       319.453589   \n",
       "5          25.286668            ...                       307.890517   \n",
       "6          56.524395            ...                       416.044273   \n",
       "7          57.805025            ...                       391.867348   \n",
       "8          98.667055            ...                       403.246057   \n",
       "9          95.775440            ...                       398.810592   \n",
       "10         83.076493            ...                       583.396910   \n",
       "11         86.783950            ...                       579.714678   \n",
       "12         41.704934            ...                       414.560771   \n",
       "13         44.222604            ...                       422.518687   \n",
       "14         40.423680            ...                       419.606174   \n",
       "15        186.113156            ...                       557.646017   \n",
       "16        173.105631            ...                       531.678183   \n",
       "17        151.735656            ...                       540.203038   \n",
       "18         22.094289            ...                       377.551372   \n",
       "19         26.024895            ...                       382.842201   \n",
       "20         19.078951            ...                       382.526598   \n",
       "21        117.482151            ...                       453.063267   \n",
       "22        117.316852            ...                       452.798506   \n",
       "23        114.593522            ...                       453.786745   \n",
       "24        100.187231            ...                       465.288272   \n",
       "25        100.496512            ...                       444.370762   \n",
       "26         57.441915            ...                       413.868237   \n",
       "27        100.496512            ...                       444.370762   \n",
       "28         63.687245            ...                       460.787958   \n",
       "29         61.473250            ...                       458.578889   \n",
       "..               ...            ...                              ...   \n",
       "184        71.503458            ...                       509.761014   \n",
       "185        41.752122            ...                       333.817621   \n",
       "186        77.049829            ...                       441.004769   \n",
       "187        52.810418            ...                       516.309518   \n",
       "188        21.733560            ...                       362.230726   \n",
       "189        34.232236            ...                       501.936245   \n",
       "190       101.511745            ...                       471.303161   \n",
       "191        75.361776            ...                       450.809293   \n",
       "192        69.724817            ...                       485.120524   \n",
       "193        48.868133            ...                       464.689971   \n",
       "194       123.725772            ...                       466.651689   \n",
       "195       140.728494            ...                       446.653729   \n",
       "196       109.437951            ...                       412.031678   \n",
       "197        71.985949            ...                       484.124270   \n",
       "198        14.062856            ...                       339.610158   \n",
       "199       138.994962            ...                       494.827611   \n",
       "200        92.429637            ...                       461.957999   \n",
       "201        27.392760            ...                       433.441874   \n",
       "202        60.870192            ...                       490.614061   \n",
       "203       131.693521            ...                       534.846797   \n",
       "204        11.542776            ...                       441.733285   \n",
       "205        67.677491            ...                       480.558111   \n",
       "206        61.190147            ...                       471.566469   \n",
       "207        47.556398            ...                       383.208175   \n",
       "208       104.835745            ...                       457.431097   \n",
       "209        29.774899            ...                       358.820236   \n",
       "210        55.304174            ...                       345.067422   \n",
       "211        51.417131            ...                       326.238142   \n",
       "212       100.516260            ...                       502.013685   \n",
       "213       119.399282            ...                       495.311455   \n",
       "\n",
       "     Total_force_leftSkewness  Total_force_leftKurtosis  Total_force_rightMin  \\\n",
       "0                   -0.052321                 -1.687425                   0.0   \n",
       "1                   -0.059556                 -1.732205                   0.0   \n",
       "2                   -0.076513                 -1.849874                   0.0   \n",
       "3                   -0.116813                 -1.712785                   0.0   \n",
       "4                   -0.050973                 -1.543567                   0.0   \n",
       "5                   -0.061727                 -1.616128                   0.0   \n",
       "6                   -0.087743                 -1.820524                   0.0   \n",
       "7                   -0.092889                 -1.808653                   0.0   \n",
       "8                    0.016111                 -1.658383                   0.0   \n",
       "9                    0.031898                 -1.641143                   0.0   \n",
       "10                  -0.096381                 -1.825737                   0.0   \n",
       "11                  -0.092039                 -1.823767                   0.0   \n",
       "12                  -0.057417                 -1.763490                   0.0   \n",
       "13                  -0.041794                 -1.767275                   0.0   \n",
       "14                  -0.022879                 -1.734136                   0.0   \n",
       "15                  -0.083238                 -1.776790                   0.0   \n",
       "16                  -0.072447                 -1.772265                   0.0   \n",
       "17                  -0.121593                 -1.781922                   0.0   \n",
       "18                  -0.069441                 -1.699362                   0.0   \n",
       "19                  -0.083182                 -1.714108                   0.0   \n",
       "20                  -0.077373                 -1.681400                   0.0   \n",
       "21                  -0.094537                 -1.781902                   0.0   \n",
       "22                  -0.071897                 -1.754654                   0.0   \n",
       "23                  -0.077783                 -1.776086                   0.0   \n",
       "24                  -0.018747                 -1.712698                   0.0   \n",
       "25                  -0.014995                 -1.673131                   0.0   \n",
       "26                  -0.004837                 -1.646975                   0.0   \n",
       "27                  -0.014995                 -1.673131                   0.0   \n",
       "28                  -0.224070                 -1.762127                   0.0   \n",
       "29                  -0.225261                 -1.737706                   0.0   \n",
       "..                        ...                       ...                   ...   \n",
       "184                  0.020563                 -1.743523                   0.0   \n",
       "185                 -0.102680                 -1.800119                   0.0   \n",
       "186                 -0.049876                 -1.811278                   0.0   \n",
       "187                 -0.222051                 -1.764662                   0.0   \n",
       "188                 -0.042065                 -1.800928                   0.0   \n",
       "189                 -0.028443                 -1.796318                   0.0   \n",
       "190                 -0.140470                 -1.827789                   0.0   \n",
       "191                 -0.087192                 -1.806322                   0.0   \n",
       "192                  0.002737                 -1.753430                   0.0   \n",
       "193                  0.046431                 -1.631327                   0.0   \n",
       "194                  0.020849                 -1.847315                   0.0   \n",
       "195                 -0.019555                 -1.774451                   0.0   \n",
       "196                  0.044805                 -1.670620                   0.0   \n",
       "197                 -0.026144                 -1.763785                   0.0   \n",
       "198                  0.007394                 -1.853326                   0.0   \n",
       "199                 -0.047521                 -1.744727                   0.0   \n",
       "200                  0.012721                 -1.612536                   0.0   \n",
       "201                 -0.147595                 -1.704277                   0.0   \n",
       "202                 -0.140598                 -1.784572                   0.0   \n",
       "203                 -0.106622                 -1.725061                   0.0   \n",
       "204                 -0.145611                 -1.790558                   0.0   \n",
       "205                 -0.125195                 -1.806889                   0.0   \n",
       "206                 -0.032895                 -1.786475                   0.0   \n",
       "207                 -0.024180                 -1.815440                   0.0   \n",
       "208                  0.073582                 -1.583897                   0.0   \n",
       "209                  0.007857                 -1.749551                   0.0   \n",
       "210                 -0.129701                 -1.690413                   0.0   \n",
       "211                 -0.146469                 -1.748837                   0.0   \n",
       "212                 -0.037370                 -1.790902                   0.0   \n",
       "213                 -0.164260                 -1.743990                   0.0   \n",
       "\n",
       "     Total_force_rightMax  Total_force_rightStd  Total_force_rightMed  \\\n",
       "0                  785.40            301.691481               395.120   \n",
       "1                 1008.70            395.819158               565.565   \n",
       "2                  844.14            339.300097               458.700   \n",
       "3                 1154.89            453.299379               602.250   \n",
       "4                  790.57            280.872787               429.275   \n",
       "5                  801.79            294.717371               472.725   \n",
       "6                  896.94            361.163501               561.055   \n",
       "7                  927.74            370.096201               539.275   \n",
       "8                 1052.37            400.468766               558.250   \n",
       "9                 1055.23            399.729129               529.155   \n",
       "10                1182.72            437.358355               720.995   \n",
       "11                1110.23            441.767236               705.155   \n",
       "12                 909.70            348.150956               433.510   \n",
       "13                 933.13            355.031192               456.775   \n",
       "14                 909.37            349.664128               488.345   \n",
       "15                1288.98            405.203378               520.960   \n",
       "16                1205.38            401.225747               530.695   \n",
       "17                1092.96            389.215994               516.725   \n",
       "18                1104.95            414.079475               553.025   \n",
       "19                1103.96            420.363516               576.950   \n",
       "20                1073.27            412.158061               550.935   \n",
       "21                1219.35            431.669154               648.725   \n",
       "22                1199.66            425.095369               617.650   \n",
       "23                1190.53            422.015919               625.350   \n",
       "24                1099.45            413.028384               583.495   \n",
       "25                1059.96            400.869304               567.270   \n",
       "26                 938.52            347.893127               502.480   \n",
       "27                1059.96            400.869304               567.270   \n",
       "28                 917.18            349.627553               553.410   \n",
       "29                 905.19            342.526555               517.660   \n",
       "..                    ...                   ...                   ...   \n",
       "184               1268.08            451.438876               666.050   \n",
       "185                728.97            273.594775               434.445   \n",
       "186                941.82            379.471916               628.045   \n",
       "187               1139.93            448.017382               676.060   \n",
       "188                937.31            333.252010               519.365   \n",
       "189               1106.27            400.903012               646.305   \n",
       "190               1093.95            396.505679               662.090   \n",
       "191               1195.70            444.009757               570.570   \n",
       "192               1055.67            398.982464               643.885   \n",
       "193               1150.38            406.329511               690.525   \n",
       "194               1108.03            435.559683               690.855   \n",
       "195               1129.26            404.871976               597.465   \n",
       "196               1025.42            384.972019               555.830   \n",
       "197               1138.94            428.557251               758.670   \n",
       "198                897.05            344.854825               608.795   \n",
       "199               1159.40            410.270574               609.730   \n",
       "200               1179.86            419.785537               622.765   \n",
       "201                967.89            357.356866               548.680   \n",
       "202               1085.15            429.014730               685.740   \n",
       "203               1234.31            442.394992               588.280   \n",
       "204               1001.00            393.859111               664.125   \n",
       "205               1111.55            416.672250               673.640   \n",
       "206               1089.22            400.930560               609.345   \n",
       "207                918.83            347.312452               557.590   \n",
       "208               1147.74            419.803834               587.620   \n",
       "209                849.09            326.287729               538.890   \n",
       "210                808.83            295.597628               465.740   \n",
       "211                759.99            279.223421               437.910   \n",
       "212               1100.88            424.272016               616.000   \n",
       "213               1034.00            359.531661               552.145   \n",
       "\n",
       "     Total_force_rightAvg  Total_force_rightSkewness  \\\n",
       "0              364.791589                  -0.028896   \n",
       "1              488.163452                  -0.109569   \n",
       "2              392.266245                  -0.082610   \n",
       "3              525.677328                  -0.055596   \n",
       "4              349.301687                  -0.127762   \n",
       "5              341.126494                  -0.065250   \n",
       "6              422.221012                  -0.134316   \n",
       "7              419.620489                  -0.083527   \n",
       "8              467.232062                  -0.082681   \n",
       "9              459.037734                  -0.045479   \n",
       "10             507.237577                  -0.130292   \n",
       "11             512.555167                  -0.128681   \n",
       "12             410.020634                  -0.040813   \n",
       "13             420.076965                  -0.059496   \n",
       "14             430.904685                  -0.101823   \n",
       "15             434.744091                   0.123707   \n",
       "16             430.870989                   0.111848   \n",
       "17             425.212480                   0.040905   \n",
       "18             466.186109                  -0.025881   \n",
       "19             468.631934                  -0.026234   \n",
       "20             463.741164                  -0.034610   \n",
       "21             497.481835                  -0.071534   \n",
       "22             486.756863                  -0.045093   \n",
       "23             487.272659                  -0.063960   \n",
       "24             493.687316                  -0.110901   \n",
       "25             475.593070                  -0.094646   \n",
       "26             441.528426                  -0.117747   \n",
       "27             475.593070                  -0.094646   \n",
       "28             419.302018                  -0.160117   \n",
       "29             417.959206                  -0.166913   \n",
       "..                    ...                        ...   \n",
       "184            508.376102                  -0.004004   \n",
       "185            325.120531                  -0.155707   \n",
       "186            459.596321                  -0.203658   \n",
       "187            509.701230                  -0.072633   \n",
       "188            390.890446                  -0.089610   \n",
       "189            487.318454                  -0.171503   \n",
       "190            460.867285                  -0.126034   \n",
       "191            495.685662                   0.006999   \n",
       "192            483.351410                  -0.168595   \n",
       "193            483.128878                  -0.123213   \n",
       "194            530.147260                  -0.158747   \n",
       "195            469.581340                  -0.047177   \n",
       "196            447.307983                  -0.086766   \n",
       "197            515.164049                  -0.216593   \n",
       "198            420.452034                  -0.227253   \n",
       "199            476.890721                  -0.044439   \n",
       "200            492.064939                  -0.037701   \n",
       "201            414.525287                  -0.075873   \n",
       "202            529.160564                  -0.207627   \n",
       "203            485.277481                   0.037738   \n",
       "204            502.455246                  -0.254160   \n",
       "205            492.743112                  -0.135487   \n",
       "206            461.992584                  -0.077256   \n",
       "207            405.315742                  -0.124414   \n",
       "208            472.248073                  -0.025659   \n",
       "209            402.335648                  -0.208432   \n",
       "210            346.846149                  -0.089415   \n",
       "211            330.299091                  -0.125385   \n",
       "212            509.843174                  -0.133638   \n",
       "213            415.864994                  -0.061863   \n",
       "\n",
       "     Total_force_rightKurtosis  \n",
       "0                    -1.686770  \n",
       "1                    -1.703335  \n",
       "2                    -1.828869  \n",
       "3                    -1.774141  \n",
       "4                    -1.637846  \n",
       "5                    -1.722284  \n",
       "6                    -1.838338  \n",
       "7                    -1.857702  \n",
       "8                    -1.778707  \n",
       "9                    -1.775631  \n",
       "10                   -1.837915  \n",
       "11                   -1.845439  \n",
       "12                   -1.763312  \n",
       "13                   -1.775523  \n",
       "14                   -1.724792  \n",
       "15                   -1.632647  \n",
       "16                   -1.642648  \n",
       "17                   -1.749583  \n",
       "18                   -1.772458  \n",
       "19                   -1.788130  \n",
       "20                   -1.781267  \n",
       "21                   -1.778243  \n",
       "22                   -1.756846  \n",
       "23                   -1.773502  \n",
       "24                   -1.761767  \n",
       "25                   -1.754733  \n",
       "26                   -1.666907  \n",
       "27                   -1.754733  \n",
       "28                   -1.749155  \n",
       "29                   -1.728761  \n",
       "..                         ...  \n",
       "184                  -1.708673  \n",
       "185                  -1.767828  \n",
       "186                  -1.796109  \n",
       "187                  -1.801277  \n",
       "188                  -1.730608  \n",
       "189                  -1.749925  \n",
       "190                  -1.793264  \n",
       "191                  -1.757132  \n",
       "192                  -1.764297  \n",
       "193                  -1.713075  \n",
       "194                  -1.758591  \n",
       "195                  -1.725521  \n",
       "196                  -1.764780  \n",
       "197                  -1.783655  \n",
       "198                  -1.767605  \n",
       "199                  -1.675264  \n",
       "200                  -1.667673  \n",
       "201                  -1.756227  \n",
       "202                  -1.768982  \n",
       "203                  -1.693993  \n",
       "204                  -1.722924  \n",
       "205                  -1.804616  \n",
       "206                  -1.784273  \n",
       "207                  -1.778947  \n",
       "208                  -1.772534  \n",
       "209                  -1.755496  \n",
       "210                  -1.750431  \n",
       "211                  -1.765552  \n",
       "212                  -1.768488  \n",
       "213                  -1.736935  \n",
       "\n",
       "[214 rows x 133 columns]"
      ]
     },
<<<<<<< HEAD
     "execution_count": 11,
=======
     "execution_count": 10,
>>>>>>> ce05d2e4f9dbb78c834f746028b45a0aec054bef
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df4"
   ]
  },
  {
   "cell_type": "code",
<<<<<<< HEAD
   "execution_count": 16,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
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       "      <td>0.434056</td>\n",
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       "      <td>0.278609</td>\n",
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       "      <td>0.352498</td>\n",
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       "      <td>0.0</td>\n",
       "      <td>0.332580</td>\n",
       "      <td>0.437445</td>\n",
       "      <td>...</td>\n",
       "      <td>0.305091</td>\n",
       "      <td>0.418449</td>\n",
       "      <td>0.005426</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.097432</td>\n",
       "      <td>0.246697</td>\n",
       "      <td>0.207619</td>\n",
       "      <td>0.216990</td>\n",
       "      <td>0.330556</td>\n",
       "      <td>0.058698</td>\n",
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       "      <td>0.352498</td>\n",
       "      <td>0.352497</td>\n",
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       "      <td>0.666859</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.682934</td>\n",
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       "      <td>0.382608</td>\n",
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       "      <td>0.352498</td>\n",
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       "      <td>0.121103</td>\n",
       "      <td>0.030558</td>\n",
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       "      <td>0.352498</td>\n",
       "      <td>0.352497</td>\n",
       "      <td>0.025141</td>\n",
       "      <td>0.666859</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.208465</td>\n",
       "      <td>0.105835</td>\n",
       "      <td>...</td>\n",
       "      <td>0.022527</td>\n",
       "      <td>0.442100</td>\n",
       "      <td>0.372919</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.061604</td>\n",
       "      <td>0.079307</td>\n",
       "      <td>0.236966</td>\n",
       "      <td>0.051725</td>\n",
       "      <td>0.364006</td>\n",
       "      <td>0.275679</td>\n",
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       "      <td>0.352497</td>\n",
       "      <td>0.352498</td>\n",
       "      <td>0.352497</td>\n",
       "      <td>0.025141</td>\n",
       "      <td>0.666859</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.299895</td>\n",
       "      <td>0.279511</td>\n",
       "      <td>...</td>\n",
       "      <td>0.318021</td>\n",
       "      <td>0.400487</td>\n",
       "      <td>0.051571</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.142099</td>\n",
       "      <td>0.328785</td>\n",
       "      <td>0.421798</td>\n",
       "      <td>0.313793</td>\n",
       "      <td>0.230925</td>\n",
       "      <td>0.039421</td>\n",
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       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.352498</td>\n",
       "      <td>0.352497</td>\n",
       "      <td>0.352498</td>\n",
       "      <td>0.352497</td>\n",
       "      <td>0.025141</td>\n",
       "      <td>0.666859</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.299895</td>\n",
       "      <td>0.286631</td>\n",
       "      <td>...</td>\n",
       "      <td>0.251966</td>\n",
       "      <td>0.392256</td>\n",
       "      <td>0.070233</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.168156</td>\n",
       "      <td>0.362324</td>\n",
       "      <td>0.376223</td>\n",
       "      <td>0.305389</td>\n",
       "      <td>0.328789</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.352498</td>\n",
       "      <td>0.352497</td>\n",
       "      <td>0.352498</td>\n",
       "      <td>0.352497</td>\n",
       "      <td>0.025141</td>\n",
       "      <td>0.666859</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.439072</td>\n",
       "      <td>0.513816</td>\n",
       "      <td>...</td>\n",
       "      <td>0.283054</td>\n",
       "      <td>0.566606</td>\n",
       "      <td>0.306486</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.273590</td>\n",
       "      <td>0.476361</td>\n",
       "      <td>0.415928</td>\n",
       "      <td>0.459252</td>\n",
       "      <td>0.330418</td>\n",
       "      <td>0.160816</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.352498</td>\n",
       "      <td>0.352497</td>\n",
       "      <td>0.352498</td>\n",
       "      <td>0.352497</td>\n",
       "      <td>0.025141</td>\n",
       "      <td>0.666859</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.403525</td>\n",
       "      <td>0.497739</td>\n",
       "      <td>...</td>\n",
       "      <td>0.270936</td>\n",
       "      <td>0.591857</td>\n",
       "      <td>0.333591</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.276010</td>\n",
       "      <td>0.473584</td>\n",
       "      <td>0.355047</td>\n",
       "      <td>0.432771</td>\n",
       "      <td>0.402102</td>\n",
       "      <td>0.167076</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.352498</td>\n",
       "      <td>0.352497</td>\n",
       "      <td>0.352498</td>\n",
       "      <td>0.352497</td>\n",
       "      <td>0.025141</td>\n",
       "      <td>0.666859</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.528694</td>\n",
       "      <td>0.427136</td>\n",
       "      <td>...</td>\n",
       "      <td>0.775255</td>\n",
       "      <td>0.386671</td>\n",
       "      <td>0.043375</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.383864</td>\n",
       "      <td>0.614867</td>\n",
       "      <td>0.756474</td>\n",
       "      <td>0.588535</td>\n",
       "      <td>0.238677</td>\n",
       "      <td>0.040282</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.352498</td>\n",
       "      <td>0.352497</td>\n",
       "      <td>0.352498</td>\n",
       "      <td>0.352497</td>\n",
       "      <td>0.025141</td>\n",
       "      <td>0.666859</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.617412</td>\n",
       "      <td>0.447748</td>\n",
       "      <td>...</td>\n",
       "      <td>0.765194</td>\n",
       "      <td>0.393615</td>\n",
       "      <td>0.046472</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.322539</td>\n",
       "      <td>0.631420</td>\n",
       "      <td>0.723328</td>\n",
       "      <td>0.605720</td>\n",
       "      <td>0.241782</td>\n",
       "      <td>0.024966</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.352498</td>\n",
       "      <td>0.352497</td>\n",
       "      <td>0.352498</td>\n",
       "      <td>0.352497</td>\n",
       "      <td>0.025141</td>\n",
       "      <td>0.666859</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.303058</td>\n",
       "      <td>0.197118</td>\n",
       "      <td>...</td>\n",
       "      <td>0.313968</td>\n",
       "      <td>0.448994</td>\n",
       "      <td>0.141238</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.152894</td>\n",
       "      <td>0.279929</td>\n",
       "      <td>0.154909</td>\n",
       "      <td>0.274366</td>\n",
       "      <td>0.411093</td>\n",
       "      <td>0.192154</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.352498</td>\n",
       "      <td>0.352497</td>\n",
       "      <td>0.352498</td>\n",
       "      <td>0.352497</td>\n",
       "      <td>0.025141</td>\n",
       "      <td>0.666859</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.239494</td>\n",
       "      <td>0.211115</td>\n",
       "      <td>...</td>\n",
       "      <td>0.335710</td>\n",
       "      <td>0.473984</td>\n",
       "      <td>0.135287</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.172715</td>\n",
       "      <td>0.305761</td>\n",
       "      <td>0.203591</td>\n",
       "      <td>0.306864</td>\n",
       "      <td>0.375093</td>\n",
       "      <td>0.167298</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.352498</td>\n",
       "      <td>0.352497</td>\n",
       "      <td>0.352498</td>\n",
       "      <td>0.352497</td>\n",
       "      <td>0.025141</td>\n",
       "      <td>0.666859</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.185570</td>\n",
       "      <td>0.189994</td>\n",
       "      <td>...</td>\n",
       "      <td>0.327752</td>\n",
       "      <td>0.504240</td>\n",
       "      <td>0.187389</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.152615</td>\n",
       "      <td>0.285610</td>\n",
       "      <td>0.269651</td>\n",
       "      <td>0.341856</td>\n",
       "      <td>0.293535</td>\n",
       "      <td>0.270573</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.352498</td>\n",
       "      <td>0.352497</td>\n",
       "      <td>0.352498</td>\n",
       "      <td>0.352497</td>\n",
       "      <td>0.025141</td>\n",
       "      <td>0.666859</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.704899</td>\n",
       "      <td>0.407692</td>\n",
       "      <td>0.120328</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.473758</td>\n",
       "      <td>0.494138</td>\n",
       "      <td>0.337898</td>\n",
       "      <td>0.354263</td>\n",
       "      <td>0.728104</td>\n",
       "      <td>0.458158</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.352498</td>\n",
       "      <td>0.352497</td>\n",
       "      <td>0.352498</td>\n",
       "      <td>0.352497</td>\n",
       "      <td>0.025141</td>\n",
       "      <td>0.666859</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.846814</td>\n",
       "      <td>0.927681</td>\n",
       "      <td>...</td>\n",
       "      <td>0.633951</td>\n",
       "      <td>0.424954</td>\n",
       "      <td>0.127442</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.403034</td>\n",
       "      <td>0.479203</td>\n",
       "      <td>0.358269</td>\n",
       "      <td>0.341747</td>\n",
       "      <td>0.705251</td>\n",
       "      <td>0.437798</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.352498</td>\n",
       "      <td>0.352497</td>\n",
       "      <td>0.352498</td>\n",
       "      <td>0.352497</td>\n",
       "      <td>0.025141</td>\n",
       "      <td>0.666859</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.688959</td>\n",
       "      <td>0.808868</td>\n",
       "      <td>...</td>\n",
       "      <td>0.657242</td>\n",
       "      <td>0.346343</td>\n",
       "      <td>0.112260</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.307929</td>\n",
       "      <td>0.434111</td>\n",
       "      <td>0.329037</td>\n",
       "      <td>0.323460</td>\n",
       "      <td>0.568554</td>\n",
       "      <td>0.220104</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.352498</td>\n",
       "      <td>0.352497</td>\n",
       "      <td>0.352498</td>\n",
       "      <td>0.352497</td>\n",
       "      <td>0.025141</td>\n",
       "      <td>0.666859</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.219762</td>\n",
       "      <td>0.088086</td>\n",
       "      <td>...</td>\n",
       "      <td>0.212852</td>\n",
       "      <td>0.429762</td>\n",
       "      <td>0.242060</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.318072</td>\n",
       "      <td>0.527464</td>\n",
       "      <td>0.404995</td>\n",
       "      <td>0.455872</td>\n",
       "      <td>0.439865</td>\n",
       "      <td>0.173537</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.352498</td>\n",
       "      <td>0.352497</td>\n",
       "      <td>0.352498</td>\n",
       "      <td>0.352497</td>\n",
       "      <td>0.025141</td>\n",
       "      <td>0.666859</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.315560</td>\n",
       "      <td>0.109939</td>\n",
       "      <td>...</td>\n",
       "      <td>0.227307</td>\n",
       "      <td>0.407783</td>\n",
       "      <td>0.218876</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.317234</td>\n",
       "      <td>0.551058</td>\n",
       "      <td>0.455058</td>\n",
       "      <td>0.463776</td>\n",
       "      <td>0.439186</td>\n",
       "      <td>0.141632</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.352498</td>\n",
       "      <td>0.352497</td>\n",
       "      <td>0.352498</td>\n",
       "      <td>0.352497</td>\n",
       "      <td>0.025141</td>\n",
       "      <td>0.666859</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.233017</td>\n",
       "      <td>0.071321</td>\n",
       "      <td>...</td>\n",
       "      <td>0.226445</td>\n",
       "      <td>0.417075</td>\n",
       "      <td>0.270300</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.291271</td>\n",
       "      <td>0.520250</td>\n",
       "      <td>0.400621</td>\n",
       "      <td>0.447971</td>\n",
       "      <td>0.423046</td>\n",
       "      <td>0.155603</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.352498</td>\n",
       "      <td>0.352497</td>\n",
       "      <td>0.352498</td>\n",
       "      <td>0.352497</td>\n",
       "      <td>0.025141</td>\n",
       "      <td>0.666859</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.478536</td>\n",
       "      <td>0.618425</td>\n",
       "      <td>...</td>\n",
       "      <td>0.419163</td>\n",
       "      <td>0.389620</td>\n",
       "      <td>0.112292</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.414852</td>\n",
       "      <td>0.593506</td>\n",
       "      <td>0.605248</td>\n",
       "      <td>0.557008</td>\n",
       "      <td>0.351897</td>\n",
       "      <td>0.161759</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.352498</td>\n",
       "      <td>0.352497</td>\n",
       "      <td>0.352498</td>\n",
       "      <td>0.352497</td>\n",
       "      <td>0.025141</td>\n",
       "      <td>0.666859</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.464227</td>\n",
       "      <td>0.617506</td>\n",
       "      <td>...</td>\n",
       "      <td>0.418439</td>\n",
       "      <td>0.425833</td>\n",
       "      <td>0.155131</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.398195</td>\n",
       "      <td>0.568824</td>\n",
       "      <td>0.540223</td>\n",
       "      <td>0.522349</td>\n",
       "      <td>0.402847</td>\n",
       "      <td>0.205320</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.352498</td>\n",
       "      <td>0.352497</td>\n",
       "      <td>0.352498</td>\n",
       "      <td>0.352497</td>\n",
       "      <td>0.025141</td>\n",
       "      <td>0.666859</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.507607</td>\n",
       "      <td>0.602364</td>\n",
       "      <td>...</td>\n",
       "      <td>0.421139</td>\n",
       "      <td>0.416418</td>\n",
       "      <td>0.121435</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.390471</td>\n",
       "      <td>0.557262</td>\n",
       "      <td>0.556336</td>\n",
       "      <td>0.524016</td>\n",
       "      <td>0.366492</td>\n",
       "      <td>0.171410</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.352498</td>\n",
       "      <td>0.352497</td>\n",
       "      <td>0.352498</td>\n",
       "      <td>0.352497</td>\n",
       "      <td>0.025141</td>\n",
       "      <td>0.666859</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.571472</td>\n",
       "      <td>0.522268</td>\n",
       "      <td>...</td>\n",
       "      <td>0.452563</td>\n",
       "      <td>0.510848</td>\n",
       "      <td>0.221093</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.313419</td>\n",
       "      <td>0.523517</td>\n",
       "      <td>0.468754</td>\n",
       "      <td>0.544746</td>\n",
       "      <td>0.276042</td>\n",
       "      <td>0.195302</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.352498</td>\n",
       "      <td>0.352497</td>\n",
       "      <td>0.352498</td>\n",
       "      <td>0.352497</td>\n",
       "      <td>0.025141</td>\n",
       "      <td>0.666859</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.451273</td>\n",
       "      <td>0.523988</td>\n",
       "      <td>...</td>\n",
       "      <td>0.395413</td>\n",
       "      <td>0.516850</td>\n",
       "      <td>0.283300</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.280011</td>\n",
       "      <td>0.477865</td>\n",
       "      <td>0.434803</td>\n",
       "      <td>0.486272</td>\n",
       "      <td>0.307364</td>\n",
       "      <td>0.209620</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.352498</td>\n",
       "      <td>0.352497</td>\n",
       "      <td>0.352498</td>\n",
       "      <td>0.352497</td>\n",
       "      <td>0.025141</td>\n",
       "      <td>0.666859</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.319175</td>\n",
       "      <td>0.284612</td>\n",
       "      <td>...</td>\n",
       "      <td>0.312076</td>\n",
       "      <td>0.533098</td>\n",
       "      <td>0.324422</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.177275</td>\n",
       "      <td>0.278961</td>\n",
       "      <td>0.299229</td>\n",
       "      <td>0.376188</td>\n",
       "      <td>0.262851</td>\n",
       "      <td>0.388412</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.352498</td>\n",
       "      <td>0.352497</td>\n",
       "      <td>0.352498</td>\n",
       "      <td>0.352497</td>\n",
       "      <td>0.025141</td>\n",
       "      <td>0.666859</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.451273</td>\n",
       "      <td>0.523988</td>\n",
       "      <td>...</td>\n",
       "      <td>0.395413</td>\n",
       "      <td>0.516850</td>\n",
       "      <td>0.283300</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.280011</td>\n",
       "      <td>0.477865</td>\n",
       "      <td>0.434803</td>\n",
       "      <td>0.486272</td>\n",
       "      <td>0.307364</td>\n",
       "      <td>0.209620</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.352498</td>\n",
       "      <td>0.352497</td>\n",
       "      <td>0.352498</td>\n",
       "      <td>0.352497</td>\n",
       "      <td>0.025141</td>\n",
       "      <td>0.666859</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.386956</td>\n",
       "      <td>0.319335</td>\n",
       "      <td>...</td>\n",
       "      <td>0.440268</td>\n",
       "      <td>0.182427</td>\n",
       "      <td>0.143381</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.159222</td>\n",
       "      <td>0.285473</td>\n",
       "      <td>0.405800</td>\n",
       "      <td>0.304360</td>\n",
       "      <td>0.181208</td>\n",
       "      <td>0.220976</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.352498</td>\n",
       "      <td>0.352497</td>\n",
       "      <td>0.352498</td>\n",
       "      <td>0.352497</td>\n",
       "      <td>0.025141</td>\n",
       "      <td>0.666859</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.338605</td>\n",
       "      <td>0.307026</td>\n",
       "      <td>...</td>\n",
       "      <td>0.434232</td>\n",
       "      <td>0.180522</td>\n",
       "      <td>0.181776</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.149079</td>\n",
       "      <td>0.258811</td>\n",
       "      <td>0.330993</td>\n",
       "      <td>0.300020</td>\n",
       "      <td>0.168113</td>\n",
       "      <td>0.262493</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>184</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.352498</td>\n",
       "      <td>0.352497</td>\n",
       "      <td>0.352498</td>\n",
       "      <td>0.352497</td>\n",
       "      <td>0.025141</td>\n",
       "      <td>0.666859</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.403826</td>\n",
       "      <td>0.362792</td>\n",
       "      <td>...</td>\n",
       "      <td>0.574070</td>\n",
       "      <td>0.573727</td>\n",
       "      <td>0.172631</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.456077</td>\n",
       "      <td>0.667733</td>\n",
       "      <td>0.641501</td>\n",
       "      <td>0.592215</td>\n",
       "      <td>0.482019</td>\n",
       "      <td>0.303388</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>185</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.352498</td>\n",
       "      <td>0.352497</td>\n",
       "      <td>0.352498</td>\n",
       "      <td>0.352497</td>\n",
       "      <td>0.025141</td>\n",
       "      <td>0.666859</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.278054</td>\n",
       "      <td>0.197380</td>\n",
       "      <td>...</td>\n",
       "      <td>0.093364</td>\n",
       "      <td>0.376594</td>\n",
       "      <td>0.083651</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.156865</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.189707</td>\n",
       "      <td>0.182963</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>186</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.352498</td>\n",
       "      <td>0.352497</td>\n",
       "      <td>0.352498</td>\n",
       "      <td>0.352497</td>\n",
       "      <td>0.025141</td>\n",
       "      <td>0.666859</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.316463</td>\n",
       "      <td>0.393628</td>\n",
       "      <td>...</td>\n",
       "      <td>0.386217</td>\n",
       "      <td>0.461056</td>\n",
       "      <td>0.066106</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.180067</td>\n",
       "      <td>0.397526</td>\n",
       "      <td>0.561975</td>\n",
       "      <td>0.434576</td>\n",
       "      <td>0.097310</td>\n",
       "      <td>0.125388</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>187</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.352498</td>\n",
       "      <td>0.352497</td>\n",
       "      <td>0.352498</td>\n",
       "      <td>0.352497</td>\n",
       "      <td>0.025141</td>\n",
       "      <td>0.666859</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.394939</td>\n",
       "      <td>0.258862</td>\n",
       "      <td>...</td>\n",
       "      <td>0.591961</td>\n",
       "      <td>0.185655</td>\n",
       "      <td>0.139396</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.347664</td>\n",
       "      <td>0.654887</td>\n",
       "      <td>0.662447</td>\n",
       "      <td>0.596497</td>\n",
       "      <td>0.349780</td>\n",
       "      <td>0.114869</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>188</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.352498</td>\n",
       "      <td>0.352497</td>\n",
       "      <td>0.352498</td>\n",
       "      <td>0.352497</td>\n",
       "      <td>0.025141</td>\n",
       "      <td>0.666859</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.154240</td>\n",
       "      <td>0.086080</td>\n",
       "      <td>...</td>\n",
       "      <td>0.170994</td>\n",
       "      <td>0.473550</td>\n",
       "      <td>0.082378</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.176252</td>\n",
       "      <td>0.223989</td>\n",
       "      <td>0.334561</td>\n",
       "      <td>0.212544</td>\n",
       "      <td>0.317066</td>\n",
       "      <td>0.258733</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>189</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.352498</td>\n",
       "      <td>0.352497</td>\n",
       "      <td>0.352498</td>\n",
       "      <td>0.352497</td>\n",
       "      <td>0.025141</td>\n",
       "      <td>0.666859</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.194909</td>\n",
       "      <td>0.155571</td>\n",
       "      <td>...</td>\n",
       "      <td>0.552691</td>\n",
       "      <td>0.495339</td>\n",
       "      <td>0.089627</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.319189</td>\n",
       "      <td>0.477991</td>\n",
       "      <td>0.600184</td>\n",
       "      <td>0.524164</td>\n",
       "      <td>0.159269</td>\n",
       "      <td>0.219409</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>190</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.352498</td>\n",
       "      <td>0.352497</td>\n",
       "      <td>0.352498</td>\n",
       "      <td>0.352497</td>\n",
       "      <td>0.025141</td>\n",
       "      <td>0.666859</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.464528</td>\n",
       "      <td>0.529632</td>\n",
       "      <td>...</td>\n",
       "      <td>0.468997</td>\n",
       "      <td>0.316148</td>\n",
       "      <td>0.040148</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.308766</td>\n",
       "      <td>0.461481</td>\n",
       "      <td>0.633214</td>\n",
       "      <td>0.438684</td>\n",
       "      <td>0.246882</td>\n",
       "      <td>0.131181</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>191</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.352498</td>\n",
       "      <td>0.352497</td>\n",
       "      <td>0.352498</td>\n",
       "      <td>0.352497</td>\n",
       "      <td>0.025141</td>\n",
       "      <td>0.666859</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.574032</td>\n",
       "      <td>0.384243</td>\n",
       "      <td>...</td>\n",
       "      <td>0.413004</td>\n",
       "      <td>0.401369</td>\n",
       "      <td>0.073899</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.394845</td>\n",
       "      <td>0.639840</td>\n",
       "      <td>0.441708</td>\n",
       "      <td>0.551204</td>\n",
       "      <td>0.503221</td>\n",
       "      <td>0.204736</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>192</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.352498</td>\n",
       "      <td>0.352497</td>\n",
       "      <td>0.352498</td>\n",
       "      <td>0.352497</td>\n",
       "      <td>0.025141</td>\n",
       "      <td>0.666859</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.268565</td>\n",
       "      <td>0.352903</td>\n",
       "      <td>...</td>\n",
       "      <td>0.506748</td>\n",
       "      <td>0.545214</td>\n",
       "      <td>0.157055</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.276382</td>\n",
       "      <td>0.470780</td>\n",
       "      <td>0.595120</td>\n",
       "      <td>0.511344</td>\n",
       "      <td>0.164873</td>\n",
       "      <td>0.190149</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>193</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.352498</td>\n",
       "      <td>0.352497</td>\n",
       "      <td>0.352498</td>\n",
       "      <td>0.352497</td>\n",
       "      <td>0.025141</td>\n",
       "      <td>0.666859</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.353818</td>\n",
       "      <td>0.236944</td>\n",
       "      <td>...</td>\n",
       "      <td>0.450929</td>\n",
       "      <td>0.615104</td>\n",
       "      <td>0.349024</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.356505</td>\n",
       "      <td>0.498366</td>\n",
       "      <td>0.692715</td>\n",
       "      <td>0.510625</td>\n",
       "      <td>0.252319</td>\n",
       "      <td>0.294426</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>194</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.352498</td>\n",
       "      <td>0.352497</td>\n",
       "      <td>0.352498</td>\n",
       "      <td>0.352497</td>\n",
       "      <td>0.025141</td>\n",
       "      <td>0.666859</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.507456</td>\n",
       "      <td>0.653138</td>\n",
       "      <td>...</td>\n",
       "      <td>0.456288</td>\n",
       "      <td>0.574184</td>\n",
       "      <td>0.009450</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.320677</td>\n",
       "      <td>0.608113</td>\n",
       "      <td>0.693405</td>\n",
       "      <td>0.662571</td>\n",
       "      <td>0.183848</td>\n",
       "      <td>0.201767</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>195</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.352498</td>\n",
       "      <td>0.352497</td>\n",
       "      <td>0.352498</td>\n",
       "      <td>0.352497</td>\n",
       "      <td>0.025141</td>\n",
       "      <td>0.666859</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.609429</td>\n",
       "      <td>0.747670</td>\n",
       "      <td>...</td>\n",
       "      <td>0.401651</td>\n",
       "      <td>0.509556</td>\n",
       "      <td>0.124005</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.338638</td>\n",
       "      <td>0.492893</td>\n",
       "      <td>0.497986</td>\n",
       "      <td>0.466844</td>\n",
       "      <td>0.398831</td>\n",
       "      <td>0.269089</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>196</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.352498</td>\n",
       "      <td>0.352497</td>\n",
       "      <td>0.352498</td>\n",
       "      <td>0.352497</td>\n",
       "      <td>0.025141</td>\n",
       "      <td>0.666859</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.494352</td>\n",
       "      <td>0.573700</td>\n",
       "      <td>...</td>\n",
       "      <td>0.307058</td>\n",
       "      <td>0.612503</td>\n",
       "      <td>0.287248</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.250791</td>\n",
       "      <td>0.418177</td>\n",
       "      <td>0.410864</td>\n",
       "      <td>0.394865</td>\n",
       "      <td>0.322548</td>\n",
       "      <td>0.189167</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>197</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.352498</td>\n",
       "      <td>0.352497</td>\n",
       "      <td>0.352498</td>\n",
       "      <td>0.352497</td>\n",
       "      <td>0.025141</td>\n",
       "      <td>0.666859</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.408345</td>\n",
       "      <td>0.365474</td>\n",
       "      <td>...</td>\n",
       "      <td>0.504026</td>\n",
       "      <td>0.499018</td>\n",
       "      <td>0.140775</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.346827</td>\n",
       "      <td>0.581822</td>\n",
       "      <td>0.835309</td>\n",
       "      <td>0.614151</td>\n",
       "      <td>0.072386</td>\n",
       "      <td>0.150741</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>198</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.352498</td>\n",
       "      <td>0.352497</td>\n",
       "      <td>0.352498</td>\n",
       "      <td>0.352497</td>\n",
       "      <td>0.025141</td>\n",
       "      <td>0.666859</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.067329</td>\n",
       "      <td>0.043433</td>\n",
       "      <td>...</td>\n",
       "      <td>0.109191</td>\n",
       "      <td>0.552662</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.142192</td>\n",
       "      <td>0.267553</td>\n",
       "      <td>0.521694</td>\n",
       "      <td>0.308076</td>\n",
       "      <td>0.051846</td>\n",
       "      <td>0.183416</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>199</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.352498</td>\n",
       "      <td>0.352497</td>\n",
       "      <td>0.352498</td>\n",
       "      <td>0.352497</td>\n",
       "      <td>0.025141</td>\n",
       "      <td>0.666859</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.636843</td>\n",
       "      <td>0.738032</td>\n",
       "      <td>...</td>\n",
       "      <td>0.533269</td>\n",
       "      <td>0.464823</td>\n",
       "      <td>0.170737</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.364135</td>\n",
       "      <td>0.513163</td>\n",
       "      <td>0.523651</td>\n",
       "      <td>0.490465</td>\n",
       "      <td>0.404106</td>\n",
       "      <td>0.371399</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>200</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.352498</td>\n",
       "      <td>0.352497</td>\n",
       "      <td>0.352498</td>\n",
       "      <td>0.352497</td>\n",
       "      <td>0.025141</td>\n",
       "      <td>0.666859</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.486218</td>\n",
       "      <td>0.479137</td>\n",
       "      <td>...</td>\n",
       "      <td>0.443464</td>\n",
       "      <td>0.561184</td>\n",
       "      <td>0.378567</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.381444</td>\n",
       "      <td>0.548888</td>\n",
       "      <td>0.550926</td>\n",
       "      <td>0.539503</td>\n",
       "      <td>0.417089</td>\n",
       "      <td>0.386854</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>201</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.352498</td>\n",
       "      <td>0.352497</td>\n",
       "      <td>0.352498</td>\n",
       "      <td>0.352497</td>\n",
       "      <td>0.025141</td>\n",
       "      <td>0.666859</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.302907</td>\n",
       "      <td>0.117545</td>\n",
       "      <td>...</td>\n",
       "      <td>0.365554</td>\n",
       "      <td>0.304751</td>\n",
       "      <td>0.234332</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.202122</td>\n",
       "      <td>0.314493</td>\n",
       "      <td>0.395903</td>\n",
       "      <td>0.288923</td>\n",
       "      <td>0.343537</td>\n",
       "      <td>0.206579</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>202</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.352498</td>\n",
       "      <td>0.352497</td>\n",
       "      <td>0.352498</td>\n",
       "      <td>0.352497</td>\n",
       "      <td>0.025141</td>\n",
       "      <td>0.666859</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.270975</td>\n",
       "      <td>0.303673</td>\n",
       "      <td>...</td>\n",
       "      <td>0.521757</td>\n",
       "      <td>0.315943</td>\n",
       "      <td>0.108094</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.301321</td>\n",
       "      <td>0.583540</td>\n",
       "      <td>0.682702</td>\n",
       "      <td>0.659382</td>\n",
       "      <td>0.089662</td>\n",
       "      <td>0.180613</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>203</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.352498</td>\n",
       "      <td>0.352497</td>\n",
       "      <td>0.352498</td>\n",
       "      <td>0.352497</td>\n",
       "      <td>0.025141</td>\n",
       "      <td>0.666859</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.652207</td>\n",
       "      <td>0.697437</td>\n",
       "      <td>...</td>\n",
       "      <td>0.642608</td>\n",
       "      <td>0.370289</td>\n",
       "      <td>0.201657</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.427508</td>\n",
       "      <td>0.633777</td>\n",
       "      <td>0.478766</td>\n",
       "      <td>0.517568</td>\n",
       "      <td>0.562451</td>\n",
       "      <td>0.333272</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>204</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.352498</td>\n",
       "      <td>0.352497</td>\n",
       "      <td>0.352498</td>\n",
       "      <td>0.352497</td>\n",
       "      <td>0.025141</td>\n",
       "      <td>0.666859</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.091731</td>\n",
       "      <td>0.029422</td>\n",
       "      <td>...</td>\n",
       "      <td>0.388207</td>\n",
       "      <td>0.307924</td>\n",
       "      <td>0.098683</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.230132</td>\n",
       "      <td>0.451544</td>\n",
       "      <td>0.637473</td>\n",
       "      <td>0.573081</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.274375</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>205</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.352498</td>\n",
       "      <td>0.352497</td>\n",
       "      <td>0.352498</td>\n",
       "      <td>0.352497</td>\n",
       "      <td>0.025141</td>\n",
       "      <td>0.666859</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.540443</td>\n",
       "      <td>0.341520</td>\n",
       "      <td>...</td>\n",
       "      <td>0.494283</td>\n",
       "      <td>0.340580</td>\n",
       "      <td>0.073007</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.323655</td>\n",
       "      <td>0.537199</td>\n",
       "      <td>0.657383</td>\n",
       "      <td>0.541695</td>\n",
       "      <td>0.228668</td>\n",
       "      <td>0.108071</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>206</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.352498</td>\n",
       "      <td>0.352497</td>\n",
       "      <td>0.352498</td>\n",
       "      <td>0.352497</td>\n",
       "      <td>0.025141</td>\n",
       "      <td>0.666859</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.413767</td>\n",
       "      <td>0.305452</td>\n",
       "      <td>...</td>\n",
       "      <td>0.469716</td>\n",
       "      <td>0.488218</td>\n",
       "      <td>0.105101</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.304765</td>\n",
       "      <td>0.478095</td>\n",
       "      <td>0.522845</td>\n",
       "      <td>0.442320</td>\n",
       "      <td>0.340871</td>\n",
       "      <td>0.149484</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>207</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.352498</td>\n",
       "      <td>0.352497</td>\n",
       "      <td>0.352498</td>\n",
       "      <td>0.352497</td>\n",
       "      <td>0.025141</td>\n",
       "      <td>0.666859</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.305016</td>\n",
       "      <td>0.229651</td>\n",
       "      <td>...</td>\n",
       "      <td>0.228307</td>\n",
       "      <td>0.502158</td>\n",
       "      <td>0.059563</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.160618</td>\n",
       "      <td>0.276780</td>\n",
       "      <td>0.414547</td>\n",
       "      <td>0.259161</td>\n",
       "      <td>0.250005</td>\n",
       "      <td>0.160327</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>208</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.352498</td>\n",
       "      <td>0.352497</td>\n",
       "      <td>0.352498</td>\n",
       "      <td>0.352497</td>\n",
       "      <td>0.025141</td>\n",
       "      <td>0.666859</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.736105</td>\n",
       "      <td>0.548113</td>\n",
       "      <td>...</td>\n",
       "      <td>0.431096</td>\n",
       "      <td>0.658533</td>\n",
       "      <td>0.423593</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.354271</td>\n",
       "      <td>0.548956</td>\n",
       "      <td>0.477385</td>\n",
       "      <td>0.475462</td>\n",
       "      <td>0.440292</td>\n",
       "      <td>0.173381</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>209</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.352498</td>\n",
       "      <td>0.352497</td>\n",
       "      <td>0.352498</td>\n",
       "      <td>0.352497</td>\n",
       "      <td>0.025141</td>\n",
       "      <td>0.666859</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.258623</td>\n",
       "      <td>0.130789</td>\n",
       "      <td>...</td>\n",
       "      <td>0.161676</td>\n",
       "      <td>0.553403</td>\n",
       "      <td>0.163153</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.101619</td>\n",
       "      <td>0.197841</td>\n",
       "      <td>0.375417</td>\n",
       "      <td>0.249531</td>\n",
       "      <td>0.088111</td>\n",
       "      <td>0.208067</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>210</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.352498</td>\n",
       "      <td>0.352497</td>\n",
       "      <td>0.352498</td>\n",
       "      <td>0.352497</td>\n",
       "      <td>0.025141</td>\n",
       "      <td>0.666859</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.373701</td>\n",
       "      <td>0.272727</td>\n",
       "      <td>...</td>\n",
       "      <td>0.124101</td>\n",
       "      <td>0.333374</td>\n",
       "      <td>0.256129</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.067560</td>\n",
       "      <td>0.082612</td>\n",
       "      <td>0.222350</td>\n",
       "      <td>0.070209</td>\n",
       "      <td>0.317443</td>\n",
       "      <td>0.218377</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>211</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.352498</td>\n",
       "      <td>0.352497</td>\n",
       "      <td>0.352498</td>\n",
       "      <td>0.352497</td>\n",
       "      <td>0.025141</td>\n",
       "      <td>0.666859</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.329869</td>\n",
       "      <td>0.251116</td>\n",
       "      <td>...</td>\n",
       "      <td>0.072656</td>\n",
       "      <td>0.306552</td>\n",
       "      <td>0.164277</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.026242</td>\n",
       "      <td>0.021133</td>\n",
       "      <td>0.164116</td>\n",
       "      <td>0.016735</td>\n",
       "      <td>0.248133</td>\n",
       "      <td>0.187596</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>212</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.352498</td>\n",
       "      <td>0.352497</td>\n",
       "      <td>0.352498</td>\n",
       "      <td>0.352497</td>\n",
       "      <td>0.025141</td>\n",
       "      <td>0.666859</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.480193</td>\n",
       "      <td>0.524097</td>\n",
       "      <td>...</td>\n",
       "      <td>0.552903</td>\n",
       "      <td>0.481060</td>\n",
       "      <td>0.098141</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.314629</td>\n",
       "      <td>0.565733</td>\n",
       "      <td>0.536771</td>\n",
       "      <td>0.596956</td>\n",
       "      <td>0.232230</td>\n",
       "      <td>0.181619</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>213</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.352498</td>\n",
       "      <td>0.352497</td>\n",
       "      <td>0.352498</td>\n",
       "      <td>0.352497</td>\n",
       "      <td>0.025141</td>\n",
       "      <td>0.666859</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.519958</td>\n",
       "      <td>0.629083</td>\n",
       "      <td>...</td>\n",
       "      <td>0.534591</td>\n",
       "      <td>0.278095</td>\n",
       "      <td>0.171896</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.258050</td>\n",
       "      <td>0.322659</td>\n",
       "      <td>0.403153</td>\n",
       "      <td>0.293253</td>\n",
       "      <td>0.370533</td>\n",
       "      <td>0.245852</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>214 rows × 133 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "     0         1         2         3         4         5         6    7    \\\n",
       "0    0.0  0.352498  0.352497  0.352498  0.352497  0.025141  0.666859  0.0   \n",
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       "3    0.0  0.352498  0.352497  0.352498  0.352497  0.025141  0.666859  0.0   \n",
       "4    0.0  0.352498  0.352497  0.352498  0.352497  0.025141  0.666859  0.0   \n",
       "5    0.0  0.352498  0.352497  0.352498  0.352497  0.025141  0.666859  0.0   \n",
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       "7    0.0  0.352498  0.352497  0.352498  0.352497  0.025141  0.666859  0.0   \n",
       "8    0.0  0.352498  0.352497  0.352498  0.352497  0.025141  0.666859  0.0   \n",
       "9    0.0  0.352498  0.352497  0.352498  0.352497  0.025141  0.666859  0.0   \n",
       "10   0.0  0.352498  0.352497  0.352498  0.352497  0.025141  0.666859  0.0   \n",
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       "14   0.0  0.352498  0.352497  0.352498  0.352497  0.025141  0.666859  0.0   \n",
       "15   0.0  0.352498  0.352497  0.352498  0.352497  0.025141  0.666859  0.0   \n",
       "16   0.0  0.352498  0.352497  0.352498  0.352497  0.025141  0.666859  0.0   \n",
       "17   0.0  0.352498  0.352497  0.352498  0.352497  0.025141  0.666859  0.0   \n",
       "18   0.0  0.352498  0.352497  0.352498  0.352497  0.025141  0.666859  0.0   \n",
       "19   0.0  0.352498  0.352497  0.352498  0.352497  0.025141  0.666859  0.0   \n",
       "20   0.0  0.352498  0.352497  0.352498  0.352497  0.025141  0.666859  0.0   \n",
       "21   0.0  0.352498  0.352497  0.352498  0.352497  0.025141  0.666859  0.0   \n",
       "22   0.0  0.352498  0.352497  0.352498  0.352497  0.025141  0.666859  0.0   \n",
       "23   0.0  0.352498  0.352497  0.352498  0.352497  0.025141  0.666859  0.0   \n",
       "24   0.0  0.352498  0.352497  0.352498  0.352497  0.025141  0.666859  0.0   \n",
       "25   0.0  0.352498  0.352497  0.352498  0.352497  0.025141  0.666859  0.0   \n",
       "26   0.0  0.352498  0.352497  0.352498  0.352497  0.025141  0.666859  0.0   \n",
       "27   0.0  0.352498  0.352497  0.352498  0.352497  0.025141  0.666859  0.0   \n",
       "28   0.0  0.352498  0.352497  0.352498  0.352497  0.025141  0.666859  0.0   \n",
       "29   0.0  0.352498  0.352497  0.352498  0.352497  0.025141  0.666859  0.0   \n",
       "..   ...       ...       ...       ...       ...       ...       ...  ...   \n",
       "184  0.0  0.352498  0.352497  0.352498  0.352497  0.025141  0.666859  0.0   \n",
       "185  0.0  0.352498  0.352497  0.352498  0.352497  0.025141  0.666859  0.0   \n",
       "186  0.0  0.352498  0.352497  0.352498  0.352497  0.025141  0.666859  0.0   \n",
       "187  0.0  0.352498  0.352497  0.352498  0.352497  0.025141  0.666859  0.0   \n",
       "188  0.0  0.352498  0.352497  0.352498  0.352497  0.025141  0.666859  0.0   \n",
       "189  0.0  0.352498  0.352497  0.352498  0.352497  0.025141  0.666859  0.0   \n",
       "190  0.0  0.352498  0.352497  0.352498  0.352497  0.025141  0.666859  0.0   \n",
       "191  0.0  0.352498  0.352497  0.352498  0.352497  0.025141  0.666859  0.0   \n",
       "192  0.0  0.352498  0.352497  0.352498  0.352497  0.025141  0.666859  0.0   \n",
       "193  0.0  0.352498  0.352497  0.352498  0.352497  0.025141  0.666859  0.0   \n",
       "194  0.0  0.352498  0.352497  0.352498  0.352497  0.025141  0.666859  0.0   \n",
       "195  0.0  0.352498  0.352497  0.352498  0.352497  0.025141  0.666859  0.0   \n",
       "196  0.0  0.352498  0.352497  0.352498  0.352497  0.025141  0.666859  0.0   \n",
       "197  0.0  0.352498  0.352497  0.352498  0.352497  0.025141  0.666859  0.0   \n",
       "198  0.0  0.352498  0.352497  0.352498  0.352497  0.025141  0.666859  0.0   \n",
       "199  0.0  0.352498  0.352497  0.352498  0.352497  0.025141  0.666859  0.0   \n",
       "200  0.0  0.352498  0.352497  0.352498  0.352497  0.025141  0.666859  0.0   \n",
       "201  0.0  0.352498  0.352497  0.352498  0.352497  0.025141  0.666859  0.0   \n",
       "202  0.0  0.352498  0.352497  0.352498  0.352497  0.025141  0.666859  0.0   \n",
       "203  0.0  0.352498  0.352497  0.352498  0.352497  0.025141  0.666859  0.0   \n",
       "204  0.0  0.352498  0.352497  0.352498  0.352497  0.025141  0.666859  0.0   \n",
       "205  0.0  0.352498  0.352497  0.352498  0.352497  0.025141  0.666859  0.0   \n",
       "206  0.0  0.352498  0.352497  0.352498  0.352497  0.025141  0.666859  0.0   \n",
       "207  0.0  0.352498  0.352497  0.352498  0.352497  0.025141  0.666859  0.0   \n",
       "208  0.0  0.352498  0.352497  0.352498  0.352497  0.025141  0.666859  0.0   \n",
       "209  0.0  0.352498  0.352497  0.352498  0.352497  0.025141  0.666859  0.0   \n",
       "210  0.0  0.352498  0.352497  0.352498  0.352497  0.025141  0.666859  0.0   \n",
       "211  0.0  0.352498  0.352497  0.352498  0.352497  0.025141  0.666859  0.0   \n",
       "212  0.0  0.352498  0.352497  0.352498  0.352497  0.025141  0.666859  0.0   \n",
       "213  0.0  0.352498  0.352497  0.352498  0.352497  0.025141  0.666859  0.0   \n",
       "\n",
       "          8         9      ...          123       124       125  126  \\\n",
       "0    0.113571  0.119073    ...     0.119560  0.457146  0.260827  0.0   \n",
       "1    0.389667  0.522285    ...     0.451890  0.445573  0.190425  0.0   \n",
       "2    0.332580  0.437445    ...     0.305091  0.418449  0.005426  0.0   \n",
       "3    0.682934  0.807370    ...     0.704674  0.353989  0.220956  0.0   \n",
       "4    0.121103  0.030558    ...     0.054120  0.459302  0.486999  0.0   \n",
       "5    0.208465  0.105835    ...     0.022527  0.442100  0.372919  0.0   \n",
       "6    0.299895  0.279511    ...     0.318021  0.400487  0.051571  0.0   \n",
       "7    0.299895  0.286631    ...     0.251966  0.392256  0.070233  0.0   \n",
       "8    0.439072  0.513816    ...     0.283054  0.566606  0.306486  0.0   \n",
       "9    0.403525  0.497739    ...     0.270936  0.591857  0.333591  0.0   \n",
       "10   0.528694  0.427136    ...     0.775255  0.386671  0.043375  0.0   \n",
       "11   0.617412  0.447748    ...     0.765194  0.393615  0.046472  0.0   \n",
       "12   0.303058  0.197118    ...     0.313968  0.448994  0.141238  0.0   \n",
       "13   0.239494  0.211115    ...     0.335710  0.473984  0.135287  0.0   \n",
       "14   0.185570  0.189994    ...     0.327752  0.504240  0.187389  0.0   \n",
       "15   1.000000  1.000000    ...     0.704899  0.407692  0.120328  0.0   \n",
       "16   0.846814  0.927681    ...     0.633951  0.424954  0.127442  0.0   \n",
       "17   0.688959  0.808868    ...     0.657242  0.346343  0.112260  0.0   \n",
       "18   0.219762  0.088086    ...     0.212852  0.429762  0.242060  0.0   \n",
       "19   0.315560  0.109939    ...     0.227307  0.407783  0.218876  0.0   \n",
       "20   0.233017  0.071321    ...     0.226445  0.417075  0.270300  0.0   \n",
       "21   0.478536  0.618425    ...     0.419163  0.389620  0.112292  0.0   \n",
       "22   0.464227  0.617506    ...     0.418439  0.425833  0.155131  0.0   \n",
       "23   0.507607  0.602364    ...     0.421139  0.416418  0.121435  0.0   \n",
       "24   0.571472  0.522268    ...     0.452563  0.510848  0.221093  0.0   \n",
       "25   0.451273  0.523988    ...     0.395413  0.516850  0.283300  0.0   \n",
       "26   0.319175  0.284612    ...     0.312076  0.533098  0.324422  0.0   \n",
       "27   0.451273  0.523988    ...     0.395413  0.516850  0.283300  0.0   \n",
       "28   0.386956  0.319335    ...     0.440268  0.182427  0.143381  0.0   \n",
       "29   0.338605  0.307026    ...     0.434232  0.180522  0.181776  0.0   \n",
       "..        ...       ...    ...          ...       ...       ...  ...   \n",
       "184  0.403826  0.362792    ...     0.574070  0.573727  0.172631  0.0   \n",
       "185  0.278054  0.197380    ...     0.093364  0.376594  0.083651  0.0   \n",
       "186  0.316463  0.393628    ...     0.386217  0.461056  0.066106  0.0   \n",
       "187  0.394939  0.258862    ...     0.591961  0.185655  0.139396  0.0   \n",
       "188  0.154240  0.086080    ...     0.170994  0.473550  0.082378  0.0   \n",
       "189  0.194909  0.155571    ...     0.552691  0.495339  0.089627  0.0   \n",
       "190  0.464528  0.529632    ...     0.468997  0.316148  0.040148  0.0   \n",
       "191  0.574032  0.384243    ...     0.413004  0.401369  0.073899  0.0   \n",
       "192  0.268565  0.352903    ...     0.506748  0.545214  0.157055  0.0   \n",
       "193  0.353818  0.236944    ...     0.450929  0.615104  0.349024  0.0   \n",
       "194  0.507456  0.653138    ...     0.456288  0.574184  0.009450  0.0   \n",
       "195  0.609429  0.747670    ...     0.401651  0.509556  0.124005  0.0   \n",
       "196  0.494352  0.573700    ...     0.307058  0.612503  0.287248  0.0   \n",
       "197  0.408345  0.365474    ...     0.504026  0.499018  0.140775  0.0   \n",
       "198  0.067329  0.043433    ...     0.109191  0.552662  0.000000  0.0   \n",
       "199  0.636843  0.738032    ...     0.533269  0.464823  0.170737  0.0   \n",
       "200  0.486218  0.479137    ...     0.443464  0.561184  0.378567  0.0   \n",
       "201  0.302907  0.117545    ...     0.365554  0.304751  0.234332  0.0   \n",
       "202  0.270975  0.303673    ...     0.521757  0.315943  0.108094  0.0   \n",
       "203  0.652207  0.697437    ...     0.642608  0.370289  0.201657  0.0   \n",
       "204  0.091731  0.029422    ...     0.388207  0.307924  0.098683  0.0   \n",
       "205  0.540443  0.341520    ...     0.494283  0.340580  0.073007  0.0   \n",
       "206  0.413767  0.305452    ...     0.469716  0.488218  0.105101  0.0   \n",
       "207  0.305016  0.229651    ...     0.228307  0.502158  0.059563  0.0   \n",
       "208  0.736105  0.548113    ...     0.431096  0.658533  0.423593  0.0   \n",
       "209  0.258623  0.130789    ...     0.161676  0.553403  0.163153  0.0   \n",
       "210  0.373701  0.272727    ...     0.124101  0.333374  0.256129  0.0   \n",
       "211  0.329869  0.251116    ...     0.072656  0.306552  0.164277  0.0   \n",
       "212  0.480193  0.524097    ...     0.552903  0.481060  0.098141  0.0   \n",
       "213  0.519958  0.629083    ...     0.534591  0.278095  0.171896  0.0   \n",
       "\n",
       "          127       128       129       130       131       132  \n",
       "0    0.047739  0.105492  0.074577  0.128202  0.434056  0.347977  \n",
       "1    0.236646  0.458904  0.431235  0.526895  0.278609  0.314254  \n",
       "2    0.097432  0.246697  0.207619  0.216990  0.330556  0.058698  \n",
       "3    0.360320  0.674719  0.507999  0.648126  0.382608  0.170110  \n",
       "4    0.052112  0.027326  0.146047  0.078145  0.243552  0.447574  \n",
       "5    0.061604  0.079307  0.236966  0.051725  0.364006  0.275679  \n",
       "6    0.142099  0.328785  0.421798  0.313793  0.230925  0.039421  \n",
       "7    0.168156  0.362324  0.376223  0.305389  0.328789  0.000000  \n",
       "8    0.273590  0.476361  0.415928  0.459252  0.330418  0.160816  \n",
       "9    0.276010  0.473584  0.355047  0.432771  0.402102  0.167076  \n",
       "10   0.383864  0.614867  0.756474  0.588535  0.238677  0.040282  \n",
       "11   0.322539  0.631420  0.723328  0.605720  0.241782  0.024966  \n",
       "12   0.152894  0.279929  0.154909  0.274366  0.411093  0.192154  \n",
       "13   0.172715  0.305761  0.203591  0.306864  0.375093  0.167298  \n",
       "14   0.152615  0.285610  0.269651  0.341856  0.293535  0.270573  \n",
       "15   0.473758  0.494138  0.337898  0.354263  0.728104  0.458158  \n",
       "16   0.403034  0.479203  0.358269  0.341747  0.705251  0.437798  \n",
       "17   0.307929  0.434111  0.329037  0.323460  0.568554  0.220104  \n",
       "18   0.318072  0.527464  0.404995  0.455872  0.439865  0.173537  \n",
       "19   0.317234  0.551058  0.455058  0.463776  0.439186  0.141632  \n",
       "20   0.291271  0.520250  0.400621  0.447971  0.423046  0.155603  \n",
       "21   0.414852  0.593506  0.605248  0.557008  0.351897  0.161759  \n",
       "22   0.398195  0.568824  0.540223  0.522349  0.402847  0.205320  \n",
       "23   0.390471  0.557262  0.556336  0.524016  0.366492  0.171410  \n",
       "24   0.313419  0.523517  0.468754  0.544746  0.276042  0.195302  \n",
       "25   0.280011  0.477865  0.434803  0.486272  0.307364  0.209620  \n",
       "26   0.177275  0.278961  0.299229  0.376188  0.262851  0.388412  \n",
       "27   0.280011  0.477865  0.434803  0.486272  0.307364  0.209620  \n",
       "28   0.159222  0.285473  0.405800  0.304360  0.181208  0.220976  \n",
       "29   0.149079  0.258811  0.330993  0.300020  0.168113  0.262493  \n",
       "..        ...       ...       ...       ...       ...       ...  \n",
       "184  0.456077  0.667733  0.641501  0.592215  0.482019  0.303388  \n",
       "185  0.000000  0.000000  0.156865  0.000000  0.189707  0.182963  \n",
       "186  0.180067  0.397526  0.561975  0.434576  0.097310  0.125388  \n",
       "187  0.347664  0.654887  0.662447  0.596497  0.349780  0.114869  \n",
       "188  0.176252  0.223989  0.334561  0.212544  0.317066  0.258733  \n",
       "189  0.319189  0.477991  0.600184  0.524164  0.159269  0.219409  \n",
       "190  0.308766  0.461481  0.633214  0.438684  0.246882  0.131181  \n",
       "191  0.394845  0.639840  0.441708  0.551204  0.503221  0.204736  \n",
       "192  0.276382  0.470780  0.595120  0.511344  0.164873  0.190149  \n",
       "193  0.356505  0.498366  0.692715  0.510625  0.252319  0.294426  \n",
       "194  0.320677  0.608113  0.693405  0.662571  0.183848  0.201767  \n",
       "195  0.338638  0.492893  0.497986  0.466844  0.398831  0.269089  \n",
       "196  0.250791  0.418177  0.410864  0.394865  0.322548  0.189167  \n",
       "197  0.346827  0.581822  0.835309  0.614151  0.072386  0.150741  \n",
       "198  0.142192  0.267553  0.521694  0.308076  0.051846  0.183416  \n",
       "199  0.364135  0.513163  0.523651  0.490465  0.404106  0.371399  \n",
       "200  0.381444  0.548888  0.550926  0.539503  0.417089  0.386854  \n",
       "201  0.202122  0.314493  0.395903  0.288923  0.343537  0.206579  \n",
       "202  0.301321  0.583540  0.682702  0.659382  0.089662  0.180613  \n",
       "203  0.427508  0.633777  0.478766  0.517568  0.562451  0.333272  \n",
       "204  0.230132  0.451544  0.637473  0.573081  0.000000  0.274375  \n",
       "205  0.323655  0.537199  0.657383  0.541695  0.228668  0.108071  \n",
       "206  0.304765  0.478095  0.522845  0.442320  0.340871  0.149484  \n",
       "207  0.160618  0.276780  0.414547  0.259161  0.250005  0.160327  \n",
       "208  0.354271  0.548956  0.477385  0.475462  0.440292  0.173381  \n",
       "209  0.101619  0.197841  0.375417  0.249531  0.088111  0.208067  \n",
       "210  0.067560  0.082612  0.222350  0.070209  0.317443  0.218377  \n",
       "211  0.026242  0.021133  0.164116  0.016735  0.248133  0.187596  \n",
       "212  0.314629  0.565733  0.536771  0.596956  0.232230  0.181619  \n",
       "213  0.258050  0.322659  0.403153  0.293253  0.370533  0.245852  \n",
       "\n",
       "[214 rows x 133 columns]"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from sklearn.preprocessing import MinMaxScaler\n",
    "df4_scaled = MinMaxScaler().fit(df4)\n",
    "df4_a = df4_scaled.transform(df4)\n",
    "\n",
    "a = pd.DataFrame(data = df4_a)\n",
    "a"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
=======
   "execution_count": 11,
>>>>>>> ce05d2e4f9dbb78c834f746028b45a0aec054bef
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "df_co = df2\n",
    "df_pt = df4"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "#pca1 = decomposition.PCA(n_components=50)\n",
    "#df_co_pca = pca1.fit_transform(df_co)\n",
    "#df_pt_pca = pca1.fit_transform(df_pt)\n",
    "\n",
    "df_co_pca= df_co\n",
    "df_pt_pca= df_pt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "df_co_len = df_co_pca.shape[0]\n",
    "df_pt_len = df_pt_pca.shape[0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "df_co_pca = pd.DataFrame(df_co_pca)\n",
    "df_pt_pca = pd.DataFrame(df_pt_pca)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "X = pd.concat([df_co_pca, df_pt_pca])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(92,)"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "y1 = pd.Series([0]*df_co_len)\n",
    "y1.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(214,)"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "y2 = pd.Series([1]*df_pt_len, index = range(df_co_len-1,(df_co_len + df_pt_len)-1))\n",
    "y2.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(306,)"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "y = pd.concat([y1,y2]) \n",
    "y.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "X_train, X_test, y_train1, y_test1 = train_test_split(X, y)\n",
    "y_train = pd.DataFrame(y_train1)\n",
    "y_test = pd.DataFrame(y_test1)\n",
    "\n",
    "\n",
    "print(X_train.shape)\n",
    "print(X_test.shape)\n",
    "print(y_train.shape)\n",
    "print(y_test.shape)\n",
    "\n",
    "\n",
    "scaler = MinMaxScaler().fit(X_train)\n",
    "X_train = scaler.transform(X_train)\n",
    "X_test = scaler.transform(X_test)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\mittr\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:547: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "gamma = 0.01, C = 0.10, accuracy = 0.6493506493506493\n",
      "gamma = 0.01, C = 1.00, accuracy = 0.6493506493506493\n",
      "gamma = 0.01, C = 15.00, accuracy = 0.8181818181818182\n",
      "gamma = 0.01, C = 250.00, accuracy = 0.8441558441558441\n",
      "gamma = 1.00, C = 0.10, accuracy = 0.6493506493506493\n",
      "gamma = 1.00, C = 1.00, accuracy = 0.7662337662337663\n",
      "gamma = 1.00, C = 15.00, accuracy = 0.8051948051948052\n",
      "gamma = 1.00, C = 250.00, accuracy = 0.8051948051948052\n",
      "gamma = 5.00, C = 0.10, accuracy = 0.6493506493506493\n",
      "gamma = 5.00, C = 1.00, accuracy = 0.6753246753246753\n",
      "gamma = 5.00, C = 15.00, accuracy = 0.6883116883116883\n",
      "gamma = 5.00, C = 250.00, accuracy = 0.6883116883116883\n"
     ]
    }
   ],
   "source": [
    "for this_gamma in ([0.01, 1, 5]):\n",
    "    \n",
    "    for this_C in ([0.1, 1, 15, 250]):\n",
    "         \n",
    "        clf = SVC(kernel = 'rbf', gamma = this_gamma, C = this_C).fit(X_train, y_train)\n",
    "        print('gamma = {:.2f}, C = {:.2f}, accuracy = {}'.format(this_gamma, this_C, clf.score(X_test, np.ravel(y_test))))\n",
    "        "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "gamma = 5.00, C = 250.00, accuracy = 0.8181818181818182\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\mittr\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:547: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n"
     ]
    }
   ],
   "source": [
    "gamma = 0.01\n",
    "C = 15\n",
    "clf = SVC(kernel = 'rbf', gamma = gamma, C = C).fit(X_train, y_train)\n",
    "print('gamma = {:.2f}, C = {:.2f}, accuracy = {}'.format(this_gamma, this_C, clf.score(X_test, np.ravel(y_test))))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\mittr\\Anaconda3\\lib\\site-packages\\ipykernel_launcher.py:4: FutureWarning: reshape is deprecated and will raise in a subsequent release. Please use .values.reshape(...) instead\n",
      "  after removing the cwd from sys.path.\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "0.85589519650655022"
      ]
     },
     "execution_count": 45,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from sklearn.model_selection import GridSearchCV\n",
    "grid_vals = {'C': [0.1, 1, 5, 10, 12, 15, 20, 25, 50, 100, 250], 'gamma': [0.01, 0.01, 1, 2, 3, 5]}\n",
    "grid_clf = GridSearchCV(clf, param_grid=grid_vals, scoring='accuracy')\n",
    "grid_clf.fit(X_train, y_train1.reshape(229,))\n",
    "decision_fn_scores = grid_clf.decision_function(X_test)\n",
    "\n",
    "grid_clf.best_score_"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'C': 5, 'gamma': 1}"
      ]
     },
     "execution_count": 46,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "grid_clf.best_params_"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 78,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0.89519650655\n"
     ]
    }
   ],
   "source": [
    "from sklearn.metrics import accuracy_score, precision_score, recall_score, f1_score, auc, roc_curve\n",
    "best_score = 0\n",
    "for i in range(100):\n",
    "    X_train, X_test, y_train1, y_test1 = train_test_split(X, y)\n",
    "    y_train = pd.DataFrame(y_train1)\n",
    "    y_test = pd.DataFrame(y_test1)\n",
    "\n",
    "    scaler = MinMaxScaler().fit(X_train)\n",
    "    X_train = scaler.transform(X_train)\n",
    "    X_test = scaler.transform(X_test)\n",
    "\n",
    "    clf = SVC(kernel = 'rbf', gamma = this_gamma, C = this_C).fit(X_train, np.ravel(y_train))\n",
    "    # print('gamma = {:.2f}, C = {:.2f}, accuracy = {}'.format(this_gamma, this_C, clf.score(X_test, np.ravel(y_test))))\n",
    "    grid_vals = {'C': [0.1, 1, 5, 10, 12, 15, 20, 25, 50, 100, 250], 'gamma': [0.01, 0.01, 1, 2, 3, 5]}\n",
    "    grid_clf = GridSearchCV(clf, param_grid=grid_vals, scoring='accuracy')\n",
    "    grid_clf.fit(X_train, y_train1)\n",
    "    decision_fn_scores = grid_clf.decision_function(X_test)\n",
    "    \n",
    "    if best_score < grid_clf.best_score_:\n",
    "        best_score = grid_clf.best_score_\n",
    "        prediction = grid_clf.predict(X_test)\n",
    "        y_score_svm = grid_clf.decision_function(X_test)\n",
    "        fpr_svm, tpr_svm, _ = roc_curve(y_test, y_score_svm)\n",
    "        roc_auc_svm = auc(fpr_svm, tpr_svm)\n",
    "        prec = precision_score(y_test, prediction)\n",
    "        rec = recall_score(y_test, prediction)\n",
    "        f1 = f1_score(y_test, prediction)\n",
    "\n",
    "print(best_score)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 79,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'C': 12, 'gamma': 0.01}"
      ]
     },
     "execution_count": 79,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "grid_clf.best_params_"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 82,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Accuracy: 0.8951965065502183\n",
      "Precision: 0.75\n",
      "Recall: 0.875\n",
      "F1: 0.8076923076923077\n",
      "Auc Score: 0.8117816091954023\n"
     ]
    }
   ],
   "source": [
    "\n",
    "print('Accuracy: {}'.format(best_score))\n",
    "print('Precision: {}'.format(prec))\n",
    "print('Recall: {}'.format(rec))\n",
    "print('F1: {}'.format(f1))\n",
    "print('Auc Score: {}'.format(roc_auc_svm))"
   ]
  },
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