credit card detection.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "ca1c5d7f",
   "metadata": {},
   "source": [
    " <font size=\"8\">Credit Card Fraud Detection</font>."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a64d7dbd",
   "metadata": {},
   "source": [
    "<font size=\"4\">Importing the libraries</font>."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "c1d06844",
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "\n",
    "import matplotlib.pyplot as plt\n",
    "%matplotlib inline\n",
    "import seaborn as sns\n",
    "\n",
    "import warnings\n",
    "warnings.filterwarnings('ignore')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ff34c3e8",
   "metadata": {},
   "source": [
    " <font size=\"4\">Imporing the data</font>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "2e4ac972",
   "metadata": {},
   "outputs": [],
   "source": [
    "credit_data = pd.read_csv('C:\\\\Users\\\\hp\\\\Downloads\\\\archive\\creditcard.csv')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "1f0a62b3",
   "metadata": {},
   "source": [
    " <font size=\"4\">Data Exploration</font>."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "4dbe696c",
   "metadata": {},
   "outputs": [
    {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Time</th>\n",
       "      <th>V1</th>\n",
       "      <th>V2</th>\n",
       "      <th>V3</th>\n",
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       "      <th>V23</th>\n",
       "      <th>V24</th>\n",
       "      <th>V25</th>\n",
       "      <th>V26</th>\n",
       "      <th>V27</th>\n",
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       "  </thead>\n",
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       "      <th>count</th>\n",
       "      <td>284807.000000</td>\n",
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       "      <td>2.848070e+05</td>\n",
       "      <td>2.848070e+05</td>\n",
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       "      <td>284807.000000</td>\n",
       "      <td>284807.000000</td>\n",
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       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>94813.859575</td>\n",
       "      <td>1.759061e-12</td>\n",
       "      <td>-8.251130e-13</td>\n",
       "      <td>-9.654937e-13</td>\n",
       "      <td>8.321385e-13</td>\n",
       "      <td>1.649999e-13</td>\n",
       "      <td>4.248366e-13</td>\n",
       "      <td>-3.054600e-13</td>\n",
       "      <td>8.777971e-14</td>\n",
       "      <td>-1.179749e-12</td>\n",
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       "      <td>-3.405756e-13</td>\n",
       "      <td>-5.723197e-13</td>\n",
       "      <td>-9.725856e-13</td>\n",
       "      <td>1.464150e-12</td>\n",
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       "      <td>-5.617874e-13</td>\n",
       "      <td>3.332082e-12</td>\n",
       "      <td>-3.518874e-12</td>\n",
       "      <td>88.349619</td>\n",
       "      <td>0.001727</td>\n",
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       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>47488.145955</td>\n",
       "      <td>1.958696e+00</td>\n",
       "      <td>1.651309e+00</td>\n",
       "      <td>1.516255e+00</td>\n",
       "      <td>1.415869e+00</td>\n",
       "      <td>1.380247e+00</td>\n",
       "      <td>1.332271e+00</td>\n",
       "      <td>1.237094e+00</td>\n",
       "      <td>1.194353e+00</td>\n",
       "      <td>1.098632e+00</td>\n",
       "      <td>...</td>\n",
       "      <td>7.345240e-01</td>\n",
       "      <td>7.257016e-01</td>\n",
       "      <td>6.244603e-01</td>\n",
       "      <td>6.056471e-01</td>\n",
       "      <td>5.212781e-01</td>\n",
       "      <td>4.822270e-01</td>\n",
       "      <td>4.036325e-01</td>\n",
       "      <td>3.300833e-01</td>\n",
       "      <td>250.120109</td>\n",
       "      <td>0.041527</td>\n",
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       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>-5.640751e+01</td>\n",
       "      <td>-7.271573e+01</td>\n",
       "      <td>-4.832559e+01</td>\n",
       "      <td>-5.683171e+00</td>\n",
       "      <td>-1.137433e+02</td>\n",
       "      <td>-2.616051e+01</td>\n",
       "      <td>-4.355724e+01</td>\n",
       "      <td>-7.321672e+01</td>\n",
       "      <td>-1.343407e+01</td>\n",
       "      <td>...</td>\n",
       "      <td>-3.483038e+01</td>\n",
       "      <td>-1.093314e+01</td>\n",
       "      <td>-4.480774e+01</td>\n",
       "      <td>-2.836627e+00</td>\n",
       "      <td>-1.029540e+01</td>\n",
       "      <td>-2.604551e+00</td>\n",
       "      <td>-2.256568e+01</td>\n",
       "      <td>-1.543008e+01</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>54201.500000</td>\n",
       "      <td>-9.203734e-01</td>\n",
       "      <td>-5.985499e-01</td>\n",
       "      <td>-8.903648e-01</td>\n",
       "      <td>-8.486401e-01</td>\n",
       "      <td>-6.915971e-01</td>\n",
       "      <td>-7.682956e-01</td>\n",
       "      <td>-5.540759e-01</td>\n",
       "      <td>-2.086297e-01</td>\n",
       "      <td>-6.430976e-01</td>\n",
       "      <td>...</td>\n",
       "      <td>-2.283949e-01</td>\n",
       "      <td>-5.423504e-01</td>\n",
       "      <td>-1.618463e-01</td>\n",
       "      <td>-3.545861e-01</td>\n",
       "      <td>-3.171451e-01</td>\n",
       "      <td>-3.269839e-01</td>\n",
       "      <td>-7.083953e-02</td>\n",
       "      <td>-5.295979e-02</td>\n",
       "      <td>5.600000</td>\n",
       "      <td>0.000000</td>\n",
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       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>84692.000000</td>\n",
       "      <td>1.810880e-02</td>\n",
       "      <td>6.548556e-02</td>\n",
       "      <td>1.798463e-01</td>\n",
       "      <td>-1.984653e-02</td>\n",
       "      <td>-5.433583e-02</td>\n",
       "      <td>-2.741871e-01</td>\n",
       "      <td>4.010308e-02</td>\n",
       "      <td>2.235804e-02</td>\n",
       "      <td>-5.142873e-02</td>\n",
       "      <td>...</td>\n",
       "      <td>-2.945017e-02</td>\n",
       "      <td>6.781943e-03</td>\n",
       "      <td>-1.119293e-02</td>\n",
       "      <td>4.097606e-02</td>\n",
       "      <td>1.659350e-02</td>\n",
       "      <td>-5.213911e-02</td>\n",
       "      <td>1.342146e-03</td>\n",
       "      <td>1.124383e-02</td>\n",
       "      <td>22.000000</td>\n",
       "      <td>0.000000</td>\n",
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       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>139320.500000</td>\n",
       "      <td>1.315642e+00</td>\n",
       "      <td>8.037239e-01</td>\n",
       "      <td>1.027196e+00</td>\n",
       "      <td>7.433413e-01</td>\n",
       "      <td>6.119264e-01</td>\n",
       "      <td>3.985649e-01</td>\n",
       "      <td>5.704361e-01</td>\n",
       "      <td>3.273459e-01</td>\n",
       "      <td>5.971390e-01</td>\n",
       "      <td>...</td>\n",
       "      <td>1.863772e-01</td>\n",
       "      <td>5.285536e-01</td>\n",
       "      <td>1.476421e-01</td>\n",
       "      <td>4.395266e-01</td>\n",
       "      <td>3.507156e-01</td>\n",
       "      <td>2.409522e-01</td>\n",
       "      <td>9.104512e-02</td>\n",
       "      <td>7.827995e-02</td>\n",
       "      <td>77.165000</td>\n",
       "      <td>0.000000</td>\n",
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       "      <th>max</th>\n",
       "      <td>172792.000000</td>\n",
       "      <td>2.454930e+00</td>\n",
       "      <td>2.205773e+01</td>\n",
       "      <td>9.382558e+00</td>\n",
       "      <td>1.687534e+01</td>\n",
       "      <td>3.480167e+01</td>\n",
       "      <td>7.330163e+01</td>\n",
       "      <td>1.205895e+02</td>\n",
       "      <td>2.000721e+01</td>\n",
       "      <td>1.559499e+01</td>\n",
       "      <td>...</td>\n",
       "      <td>2.720284e+01</td>\n",
       "      <td>1.050309e+01</td>\n",
       "      <td>2.252841e+01</td>\n",
       "      <td>4.584549e+00</td>\n",
       "      <td>7.519589e+00</td>\n",
       "      <td>3.517346e+00</td>\n",
       "      <td>3.161220e+01</td>\n",
       "      <td>3.384781e+01</td>\n",
       "      <td>25691.160000</td>\n",
       "      <td>1.000000</td>\n",
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       "<p>8 rows × 31 columns</p>\n",
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       "                Time            V1            V2            V3            V4  \\\n",
       "count  284807.000000  2.848070e+05  2.848070e+05  2.848070e+05  2.848070e+05   \n",
       "mean    94813.859575  1.759061e-12 -8.251130e-13 -9.654937e-13  8.321385e-13   \n",
       "std     47488.145955  1.958696e+00  1.651309e+00  1.516255e+00  1.415869e+00   \n",
       "min         0.000000 -5.640751e+01 -7.271573e+01 -4.832559e+01 -5.683171e+00   \n",
       "25%     54201.500000 -9.203734e-01 -5.985499e-01 -8.903648e-01 -8.486401e-01   \n",
       "50%     84692.000000  1.810880e-02  6.548556e-02  1.798463e-01 -1.984653e-02   \n",
       "75%    139320.500000  1.315642e+00  8.037239e-01  1.027196e+00  7.433413e-01   \n",
       "max    172792.000000  2.454930e+00  2.205773e+01  9.382558e+00  1.687534e+01   \n",
       "\n",
       "                 V5            V6            V7            V8            V9  \\\n",
       "count  2.848070e+05  2.848070e+05  2.848070e+05  2.848070e+05  2.848070e+05   \n",
       "mean   1.649999e-13  4.248366e-13 -3.054600e-13  8.777971e-14 -1.179749e-12   \n",
       "std    1.380247e+00  1.332271e+00  1.237094e+00  1.194353e+00  1.098632e+00   \n",
       "min   -1.137433e+02 -2.616051e+01 -4.355724e+01 -7.321672e+01 -1.343407e+01   \n",
       "25%   -6.915971e-01 -7.682956e-01 -5.540759e-01 -2.086297e-01 -6.430976e-01   \n",
       "50%   -5.433583e-02 -2.741871e-01  4.010308e-02  2.235804e-02 -5.142873e-02   \n",
       "75%    6.119264e-01  3.985649e-01  5.704361e-01  3.273459e-01  5.971390e-01   \n",
       "max    3.480167e+01  7.330163e+01  1.205895e+02  2.000721e+01  1.559499e+01   \n",
       "\n",
       "       ...           V21           V22           V23           V24  \\\n",
       "count  ...  2.848070e+05  2.848070e+05  2.848070e+05  2.848070e+05   \n",
       "mean   ... -3.405756e-13 -5.723197e-13 -9.725856e-13  1.464150e-12   \n",
       "std    ...  7.345240e-01  7.257016e-01  6.244603e-01  6.056471e-01   \n",
       "min    ... -3.483038e+01 -1.093314e+01 -4.480774e+01 -2.836627e+00   \n",
       "25%    ... -2.283949e-01 -5.423504e-01 -1.618463e-01 -3.545861e-01   \n",
       "50%    ... -2.945017e-02  6.781943e-03 -1.119293e-02  4.097606e-02   \n",
       "75%    ...  1.863772e-01  5.285536e-01  1.476421e-01  4.395266e-01   \n",
       "max    ...  2.720284e+01  1.050309e+01  2.252841e+01  4.584549e+00   \n",
       "\n",
       "                V25           V26           V27           V28         Amount  \\\n",
       "count  2.848070e+05  2.848070e+05  2.848070e+05  2.848070e+05  284807.000000   \n",
       "mean  -6.987102e-13 -5.617874e-13  3.332082e-12 -3.518874e-12      88.349619   \n",
       "std    5.212781e-01  4.822270e-01  4.036325e-01  3.300833e-01     250.120109   \n",
       "min   -1.029540e+01 -2.604551e+00 -2.256568e+01 -1.543008e+01       0.000000   \n",
       "25%   -3.171451e-01 -3.269839e-01 -7.083953e-02 -5.295979e-02       5.600000   \n",
       "50%    1.659350e-02 -5.213911e-02  1.342146e-03  1.124383e-02      22.000000   \n",
       "75%    3.507156e-01  2.409522e-01  9.104512e-02  7.827995e-02      77.165000   \n",
       "max    7.519589e+00  3.517346e+00  3.161220e+01  3.384781e+01   25691.160000   \n",
       "\n",
       "               Class  \n",
       "count  284807.000000  \n",
       "mean        0.001727  \n",
       "std         0.041527  \n",
       "min         0.000000  \n",
       "25%         0.000000  \n",
       "50%         0.000000  \n",
       "75%         0.000000  \n",
       "max         1.000000  \n",
       "\n",
       "[8 rows x 31 columns]"
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     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "credit_data.describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "581cc790",
   "metadata": {},
   "outputs": [
    {
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       "      <td>0.363787</td>\n",
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       "      <td>-0.018307</td>\n",
       "      <td>0.277838</td>\n",
       "      <td>-0.110474</td>\n",
       "      <td>0.066928</td>\n",
       "      <td>0.128539</td>\n",
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       "      <td>0.133558</td>\n",
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       "      <td>-0.082361</td>\n",
       "      <td>-0.078803</td>\n",
       "      <td>0.085102</td>\n",
       "      <td>-0.255425</td>\n",
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       "      <td>-0.225775</td>\n",
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       "      <td>0.101288</td>\n",
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       "      <td>0.125895</td>\n",
       "      <td>-0.008983</td>\n",
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       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>1.0</td>\n",
       "      <td>-1.358354</td>\n",
       "      <td>-1.340163</td>\n",
       "      <td>1.773209</td>\n",
       "      <td>0.379780</td>\n",
       "      <td>-0.503198</td>\n",
       "      <td>1.800499</td>\n",
       "      <td>0.791461</td>\n",
       "      <td>0.247676</td>\n",
       "      <td>-1.514654</td>\n",
       "      <td>...</td>\n",
       "      <td>0.247998</td>\n",
       "      <td>0.771679</td>\n",
       "      <td>0.909412</td>\n",
       "      <td>-0.689281</td>\n",
       "      <td>-0.327642</td>\n",
       "      <td>-0.139097</td>\n",
       "      <td>-0.055353</td>\n",
       "      <td>-0.059752</td>\n",
       "      <td>378.66</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>1.0</td>\n",
       "      <td>-0.966272</td>\n",
       "      <td>-0.185226</td>\n",
       "      <td>1.792993</td>\n",
       "      <td>-0.863291</td>\n",
       "      <td>-0.010309</td>\n",
       "      <td>1.247203</td>\n",
       "      <td>0.237609</td>\n",
       "      <td>0.377436</td>\n",
       "      <td>-1.387024</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.108300</td>\n",
       "      <td>0.005274</td>\n",
       "      <td>-0.190321</td>\n",
       "      <td>-1.175575</td>\n",
       "      <td>0.647376</td>\n",
       "      <td>-0.221929</td>\n",
       "      <td>0.062723</td>\n",
       "      <td>0.061458</td>\n",
       "      <td>123.50</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2.0</td>\n",
       "      <td>-1.158233</td>\n",
       "      <td>0.877737</td>\n",
       "      <td>1.548718</td>\n",
       "      <td>0.403034</td>\n",
       "      <td>-0.407193</td>\n",
       "      <td>0.095921</td>\n",
       "      <td>0.592941</td>\n",
       "      <td>-0.270533</td>\n",
       "      <td>0.817739</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.009431</td>\n",
       "      <td>0.798278</td>\n",
       "      <td>-0.137458</td>\n",
       "      <td>0.141267</td>\n",
       "      <td>-0.206010</td>\n",
       "      <td>0.502292</td>\n",
       "      <td>0.219422</td>\n",
       "      <td>0.215153</td>\n",
       "      <td>69.99</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 31 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "   Time        V1        V2        V3        V4        V5        V6        V7  \\\n",
       "0   0.0 -1.359807 -0.072781  2.536347  1.378155 -0.338321  0.462388  0.239599   \n",
       "1   0.0  1.191857  0.266151  0.166480  0.448154  0.060018 -0.082361 -0.078803   \n",
       "2   1.0 -1.358354 -1.340163  1.773209  0.379780 -0.503198  1.800499  0.791461   \n",
       "3   1.0 -0.966272 -0.185226  1.792993 -0.863291 -0.010309  1.247203  0.237609   \n",
       "4   2.0 -1.158233  0.877737  1.548718  0.403034 -0.407193  0.095921  0.592941   \n",
       "\n",
       "         V8        V9  ...       V21       V22       V23       V24       V25  \\\n",
       "0  0.098698  0.363787  ... -0.018307  0.277838 -0.110474  0.066928  0.128539   \n",
       "1  0.085102 -0.255425  ... -0.225775 -0.638672  0.101288 -0.339846  0.167170   \n",
       "2  0.247676 -1.514654  ...  0.247998  0.771679  0.909412 -0.689281 -0.327642   \n",
       "3  0.377436 -1.387024  ... -0.108300  0.005274 -0.190321 -1.175575  0.647376   \n",
       "4 -0.270533  0.817739  ... -0.009431  0.798278 -0.137458  0.141267 -0.206010   \n",
       "\n",
       "        V26       V27       V28  Amount  Class  \n",
       "0 -0.189115  0.133558 -0.021053  149.62      0  \n",
       "1  0.125895 -0.008983  0.014724    2.69      0  \n",
       "2 -0.139097 -0.055353 -0.059752  378.66      0  \n",
       "3 -0.221929  0.062723  0.061458  123.50      0  \n",
       "4  0.502292  0.219422  0.215153   69.99      0  \n",
       "\n",
       "[5 rows x 31 columns]"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "credit_data.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "4342b234",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Index(['Time', 'V1', 'V2', 'V3', 'V4', 'V5', 'V6', 'V7', 'V8', 'V9', 'V10',\n",
      "       'V11', 'V12', 'V13', 'V14', 'V15', 'V16', 'V17', 'V18', 'V19', 'V20',\n",
      "       'V21', 'V22', 'V23', 'V24', 'V25', 'V26', 'V27', 'V28', 'Amount',\n",
      "       'Class'],\n",
      "      dtype='object')\n",
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 284807 entries, 0 to 284806\n",
      "Data columns (total 31 columns):\n",
      " #   Column  Non-Null Count   Dtype  \n",
      "---  ------  --------------   -----  \n",
      " 0   Time    284807 non-null  float64\n",
      " 1   V1      284807 non-null  float64\n",
      " 2   V2      284807 non-null  float64\n",
      " 3   V3      284807 non-null  float64\n",
      " 4   V4      284807 non-null  float64\n",
      " 5   V5      284807 non-null  float64\n",
      " 6   V6      284807 non-null  float64\n",
      " 7   V7      284807 non-null  float64\n",
      " 8   V8      284807 non-null  float64\n",
      " 9   V9      284807 non-null  float64\n",
      " 10  V10     284807 non-null  float64\n",
      " 11  V11     284807 non-null  float64\n",
      " 12  V12     284807 non-null  float64\n",
      " 13  V13     284807 non-null  float64\n",
      " 14  V14     284807 non-null  float64\n",
      " 15  V15     284807 non-null  float64\n",
      " 16  V16     284807 non-null  float64\n",
      " 17  V17     284807 non-null  float64\n",
      " 18  V18     284807 non-null  float64\n",
      " 19  V19     284807 non-null  float64\n",
      " 20  V20     284807 non-null  float64\n",
      " 21  V21     284807 non-null  float64\n",
      " 22  V22     284807 non-null  float64\n",
      " 23  V23     284807 non-null  float64\n",
      " 24  V24     284807 non-null  float64\n",
      " 25  V25     284807 non-null  float64\n",
      " 26  V26     284807 non-null  float64\n",
      " 27  V27     284807 non-null  float64\n",
      " 28  V28     284807 non-null  float64\n",
      " 29  Amount  284807 non-null  float64\n",
      " 30  Class   284807 non-null  int64  \n",
      "dtypes: float64(30), int64(1)\n",
      "memory usage: 67.4 MB\n",
      "None\n"
     ]
    }
   ],
   "source": [
    "print(credit_data.columns)\n",
    "print(credit_data.info())\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "d3b141c3",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Fraud Cases: 492\n",
      "Valid Transactions: 284315\n"
     ]
    }
   ],
   "source": [
    "fraud=credit_data[credit_data['Class']==1]\n",
    "valid=credit_data[credit_data['Class']==0]\n",
    "print(\"Fraud Cases: {}\".format(len(credit_data[credit_data['Class']==1])))\n",
    "print(\"Valid Transactions: {}\".format(len(credit_data[credit_data['Class']==0])))\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "8324b4d0",
   "metadata": {},
   "source": [
    " <font size=\"4\">Handling missing values</font>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "148be514",
   "metadata": {},
   "outputs": [
    {
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       "      <th>V15</th>\n",
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       "      <th>V1</th>\n",
       "      <td>0.0</td>\n",
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       "      <td>0.0</td>\n",
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       "      <td>0.0</td>\n",
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       "      <td>0.0</td>\n",
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       "      <th>Class</th>\n",
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      "text/plain": [
       "        null\n",
       "Time     0.0\n",
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       "V3       0.0\n",
       "V2       0.0\n",
       "Class    0.0"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "credit_data_missing_columns = (round(((credit_data.isnull().sum()/len(credit_data.index))*100),2).to_frame('null')).sort_values('null', ascending=False)\n",
    "credit_data_missing_columns"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "15ac9bdd",
   "metadata": {},
   "source": [
    "<font size=\"4\">Data Visualization</font>."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "d6d17077",
   "metadata": {},
   "outputs": [
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       "  color: #000000;\n",
       "}\n",
       "#T_783c4_row0_col8, #T_783c4_row1_col6, #T_783c4_row1_col13, #T_783c4_row1_col22, #T_783c4_row2_col6, #T_783c4_row2_col13, #T_783c4_row2_col22, #T_783c4_row3_col6, #T_783c4_row3_col13, #T_783c4_row3_col22, #T_783c4_row4_col6, #T_783c4_row4_col13, #T_783c4_row4_col22, #T_783c4_row5_col6, #T_783c4_row5_col13, #T_783c4_row5_col22, #T_783c4_row6_col13, #T_783c4_row6_col22, #T_783c4_row7_col6, #T_783c4_row7_col13, #T_783c4_row7_col22, #T_783c4_row8_col6, #T_783c4_row8_col13, #T_783c4_row8_col22, #T_783c4_row9_col6, #T_783c4_row9_col13, #T_783c4_row9_col22, #T_783c4_row10_col6, #T_783c4_row10_col13, #T_783c4_row10_col22, #T_783c4_row11_col6, #T_783c4_row11_col13, #T_783c4_row11_col22, #T_783c4_row12_col6, #T_783c4_row12_col13, #T_783c4_row12_col22, #T_783c4_row13_col6, #T_783c4_row13_col22, #T_783c4_row14_col6, #T_783c4_row14_col13, #T_783c4_row14_col22, #T_783c4_row15_col6, #T_783c4_row15_col13, #T_783c4_row15_col22, #T_783c4_row16_col6, #T_783c4_row16_col13, #T_783c4_row16_col22, #T_783c4_row17_col6, #T_783c4_row17_col13, #T_783c4_row17_col22, #T_783c4_row18_col6, #T_783c4_row18_col13, #T_783c4_row18_col22, #T_783c4_row19_col6, #T_783c4_row19_col13, #T_783c4_row19_col22, #T_783c4_row20_col6, #T_783c4_row20_col13, #T_783c4_row20_col22, #T_783c4_row21_col6, #T_783c4_row21_col13, #T_783c4_row21_col22, #T_783c4_row22_col6, #T_783c4_row22_col13, #T_783c4_row23_col6, #T_783c4_row23_col13, #T_783c4_row23_col22, #T_783c4_row24_col6, #T_783c4_row24_col13, #T_783c4_row24_col22, #T_783c4_row25_col6, #T_783c4_row25_col13, #T_783c4_row25_col22, #T_783c4_row26_col6, #T_783c4_row26_col13, #T_783c4_row26_col22, #T_783c4_row27_col6, #T_783c4_row27_col13, #T_783c4_row27_col22, #T_783c4_row28_col6, #T_783c4_row28_col13, #T_783c4_row28_col22, #T_783c4_row30_col22 {\n",
       "  background-color: #f6eff7;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_783c4_row0_col9, #T_783c4_row0_col19 {\n",
       "  background-color: #f3edf5;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_783c4_row0_col10, #T_783c4_row1_col12, #T_783c4_row2_col12, #T_783c4_row3_col12, #T_783c4_row4_col12, #T_783c4_row5_col12, #T_783c4_row6_col12, #T_783c4_row7_col12, #T_783c4_row8_col12, #T_783c4_row9_col12, #T_783c4_row10_col12, #T_783c4_row11_col12, #T_783c4_row13_col12, #T_783c4_row14_col12, #T_783c4_row15_col12, #T_783c4_row16_col12, #T_783c4_row17_col12, #T_783c4_row18_col12, #T_783c4_row19_col12, #T_783c4_row20_col12, #T_783c4_row21_col12, #T_783c4_row22_col12, #T_783c4_row23_col12, #T_783c4_row24_col12, #T_783c4_row25_col12, #T_783c4_row26_col12, #T_783c4_row27_col12, #T_783c4_row28_col12 {\n",
       "  background-color: #dad9ea;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_783c4_row0_col12, #T_783c4_row22_col29 {\n",
       "  background-color: #bdc8e1;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_783c4_row0_col14, #T_783c4_row1_col7, #T_783c4_row2_col7, #T_783c4_row3_col7, #T_783c4_row4_col7, #T_783c4_row5_col7, #T_783c4_row6_col7, #T_783c4_row8_col7, #T_783c4_row9_col7, #T_783c4_row10_col7, #T_783c4_row11_col7, #T_783c4_row12_col7, #T_783c4_row13_col7, #T_783c4_row14_col7, #T_783c4_row15_col7, #T_783c4_row16_col7, #T_783c4_row17_col7, #T_783c4_row18_col7, #T_783c4_row19_col7, #T_783c4_row20_col7, #T_783c4_row21_col7, #T_783c4_row22_col7, #T_783c4_row23_col7, #T_783c4_row24_col7, #T_783c4_row25_col7, #T_783c4_row26_col7, #T_783c4_row27_col7, #T_783c4_row28_col7, #T_783c4_row30_col3 {\n",
       "  background-color: #e5e1ef;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_783c4_row0_col16, #T_783c4_row5_col30, #T_783c4_row9_col30 {\n",
       "  background-color: #e1dfed;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_783c4_row0_col17, #T_783c4_row1_col25, #T_783c4_row2_col25, #T_783c4_row3_col25, #T_783c4_row4_col25, #T_783c4_row5_col25, #T_783c4_row6_col25, #T_783c4_row7_col25, #T_783c4_row8_col25, #T_783c4_row9_col25, #T_783c4_row10_col25, #T_783c4_row11_col25, #T_783c4_row12_col25, #T_783c4_row13_col25, #T_783c4_row14_col25, #T_783c4_row15_col25, #T_783c4_row16_col25, #T_783c4_row17_col25, #T_783c4_row18_col25, #T_783c4_row19_col25, #T_783c4_row20_col25, #T_783c4_row21_col25, #T_783c4_row22_col25, #T_783c4_row23_col25, #T_783c4_row24_col25, #T_783c4_row26_col25, #T_783c4_row27_col25, #T_783c4_row28_col25 {\n",
       "  background-color: #dedcec;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_783c4_row0_col18 {\n",
       "  background-color: #e0dded;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_783c4_row0_col21, #T_783c4_row1_col20, #T_783c4_row2_col20, #T_783c4_row3_col20, #T_783c4_row4_col20, #T_783c4_row5_col20, #T_783c4_row6_col20, #T_783c4_row7_col20, #T_783c4_row8_col20, #T_783c4_row9_col20, #T_783c4_row10_col20, #T_783c4_row11_col20, #T_783c4_row12_col20, #T_783c4_row12_col30, #T_783c4_row13_col20, #T_783c4_row14_col20, #T_783c4_row15_col20, #T_783c4_row16_col20, #T_783c4_row17_col20, #T_783c4_row18_col20, #T_783c4_row19_col20, #T_783c4_row21_col20, #T_783c4_row22_col20, #T_783c4_row23_col20, #T_783c4_row24_col20, #T_783c4_row25_col20, #T_783c4_row26_col20, #T_783c4_row27_col20, #T_783c4_row28_col20, #T_783c4_row29_col9, #T_783c4_row30_col26 {\n",
       "  background-color: #f8f1f8;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_783c4_row0_col22, #T_783c4_row1_col11, #T_783c4_row1_col29, #T_783c4_row2_col11, #T_783c4_row3_col11, #T_783c4_row4_col11, #T_783c4_row5_col11, #T_783c4_row6_col11, #T_783c4_row7_col11, #T_783c4_row8_col11, #T_783c4_row9_col11, #T_783c4_row10_col11, #T_783c4_row12_col11, #T_783c4_row13_col11, #T_783c4_row14_col11, #T_783c4_row15_col11, #T_783c4_row16_col11, #T_783c4_row17_col11, #T_783c4_row18_col11, #T_783c4_row19_col11, #T_783c4_row20_col11, #T_783c4_row21_col11, #T_783c4_row22_col11, #T_783c4_row23_col11, #T_783c4_row24_col11, #T_783c4_row25_col11, #T_783c4_row26_col11, #T_783c4_row27_col11, #T_783c4_row28_col11, #T_783c4_row29_col11, #T_783c4_row29_col12 {\n",
       "  background-color: #dcdaeb;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_783c4_row0_col23, #T_783c4_row29_col3, #T_783c4_row29_col25, #T_783c4_row30_col15 {\n",
       "  background-color: #e7e3f0;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_783c4_row0_col30 {\n",
       "  background-color: #d3d4e7;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_783c4_row1_col0 {\n",
       "  background-color: #a5bddb;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_783c4_row1_col2, #T_783c4_row3_col2, #T_783c4_row4_col2, #T_783c4_row4_col30, #T_783c4_row5_col2, #T_783c4_row6_col2, #T_783c4_row7_col2, #T_783c4_row8_col2, #T_783c4_row9_col2, #T_783c4_row10_col2, #T_783c4_row11_col2, #T_783c4_row11_col29, #T_783c4_row12_col2, #T_783c4_row13_col2, #T_783c4_row14_col2, #T_783c4_row15_col2, #T_783c4_row15_col29, #T_783c4_row16_col2, #T_783c4_row16_col29, #T_783c4_row17_col2, #T_783c4_row18_col2, #T_783c4_row19_col2, #T_783c4_row20_col2, #T_783c4_row21_col2, #T_783c4_row22_col2, #T_783c4_row23_col2, #T_783c4_row24_col2, #T_783c4_row25_col2, #T_783c4_row26_col2, #T_783c4_row26_col29, #T_783c4_row27_col2, #T_783c4_row28_col2 {\n",
       "  background-color: #b0c2de;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_783c4_row1_col3, #T_783c4_row2_col3, #T_783c4_row4_col3, #T_783c4_row5_col3, #T_783c4_row6_col3, #T_783c4_row7_col3, #T_783c4_row8_col3, #T_783c4_row9_col3, #T_783c4_row10_col3, #T_783c4_row11_col3, #T_783c4_row12_col3, #T_783c4_row13_col3, #T_783c4_row14_col3, #T_783c4_row15_col3, #T_783c4_row16_col3, #T_783c4_row17_col3, #T_783c4_row18_col3, #T_783c4_row19_col3, #T_783c4_row20_col3, #T_783c4_row21_col3, #T_783c4_row22_col3, #T_783c4_row23_col3, #T_783c4_row24_col3, #T_783c4_row25_col3, #T_783c4_row26_col3, #T_783c4_row27_col3, #T_783c4_row28_col3 {\n",
       "  background-color: #c1cae2;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_783c4_row1_col4, #T_783c4_row2_col4, #T_783c4_row3_col4, #T_783c4_row5_col4, #T_783c4_row5_col29, #T_783c4_row6_col4, #T_783c4_row7_col4, #T_783c4_row8_col4, #T_783c4_row9_col4, #T_783c4_row10_col4, #T_783c4_row11_col4, #T_783c4_row12_col4, #T_783c4_row13_col4, #T_783c4_row14_col4, #T_783c4_row15_col4, #T_783c4_row16_col4, #T_783c4_row17_col4, #T_783c4_row18_col4, #T_783c4_row19_col4, #T_783c4_row20_col4, #T_783c4_row21_col4, #T_783c4_row22_col4, #T_783c4_row23_col4, #T_783c4_row24_col4, #T_783c4_row25_col4, #T_783c4_row26_col4, #T_783c4_row27_col4, #T_783c4_row28_col4, #T_783c4_row29_col10 {\n",
       "  background-color: #f1ebf4;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_783c4_row1_col8, #T_783c4_row2_col8, #T_783c4_row3_col8, #T_783c4_row4_col8, #T_783c4_row5_col8, #T_783c4_row6_col8, #T_783c4_row7_col8, #T_783c4_row9_col8, #T_783c4_row10_col8, #T_783c4_row11_col8, #T_783c4_row12_col8, #T_783c4_row13_col8, #T_783c4_row14_col8, #T_783c4_row15_col8, #T_783c4_row16_col8, #T_783c4_row17_col8, #T_783c4_row18_col8, #T_783c4_row19_col8, #T_783c4_row20_col8, #T_783c4_row21_col8, #T_783c4_row22_col8, #T_783c4_row23_col8, #T_783c4_row24_col8, #T_783c4_row25_col8, #T_783c4_row26_col8, #T_783c4_row27_col8, #T_783c4_row28_col8 {\n",
       "  background-color: #f1ebf5;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_783c4_row1_col9, #T_783c4_row2_col9, #T_783c4_row3_col9, #T_783c4_row4_col9, #T_783c4_row5_col9, #T_783c4_row6_col9, #T_783c4_row7_col9, #T_783c4_row8_col9, #T_783c4_row10_col9, #T_783c4_row10_col30, #T_783c4_row11_col9, #T_783c4_row12_col9, #T_783c4_row13_col9, #T_783c4_row14_col9, #T_783c4_row15_col9, #T_783c4_row16_col9, #T_783c4_row17_col9, #T_783c4_row18_col9, #T_783c4_row19_col9, #T_783c4_row20_col9, #T_783c4_row21_col9, #T_783c4_row22_col9, #T_783c4_row23_col9, #T_783c4_row24_col9, #T_783c4_row25_col9, #T_783c4_row26_col9, #T_783c4_row27_col9, #T_783c4_row28_col9, #T_783c4_row30_col19 {\n",
       "  background-color: #f2ecf5;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_783c4_row1_col10, #T_783c4_row2_col10, #T_783c4_row3_col10, #T_783c4_row4_col10, #T_783c4_row5_col10, #T_783c4_row6_col10, #T_783c4_row7_col10, #T_783c4_row8_col10, #T_783c4_row9_col10, #T_783c4_row11_col10, #T_783c4_row12_col10, #T_783c4_row13_col10, #T_783c4_row14_col10, #T_783c4_row15_col10, #T_783c4_row16_col10, #T_783c4_row17_col10, #T_783c4_row18_col10, #T_783c4_row19_col10, #T_783c4_row20_col10, #T_783c4_row21_col10, #T_783c4_row22_col10, #T_783c4_row23_col10, #T_783c4_row24_col10, #T_783c4_row25_col10, #T_783c4_row26_col10, #T_783c4_row27_col10, #T_783c4_row28_col10 {\n",
       "  background-color: #e0deed;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_783c4_row1_col14, #T_783c4_row2_col14, #T_783c4_row3_col14, #T_783c4_row4_col14, #T_783c4_row5_col14, #T_783c4_row6_col14, #T_783c4_row7_col14, #T_783c4_row8_col14, #T_783c4_row9_col14, #T_783c4_row10_col14, #T_783c4_row11_col14, #T_783c4_row12_col14, #T_783c4_row13_col14, #T_783c4_row15_col14, #T_783c4_row16_col14, #T_783c4_row17_col14, #T_783c4_row18_col14, #T_783c4_row19_col14, #T_783c4_row20_col14, #T_783c4_row21_col14, #T_783c4_row22_col14, #T_783c4_row23_col14, #T_783c4_row24_col14, #T_783c4_row25_col14, #T_783c4_row26_col14, #T_783c4_row27_col14, #T_783c4_row28_col14 {\n",
       "  background-color: #d4d4e8;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_783c4_row1_col15, #T_783c4_row2_col15, #T_783c4_row3_col15, #T_783c4_row4_col15, #T_783c4_row5_col15, #T_783c4_row6_col15, #T_783c4_row7_col15, #T_783c4_row8_col15, #T_783c4_row9_col15, #T_783c4_row10_col15, #T_783c4_row11_col15, #T_783c4_row12_col15, #T_783c4_row13_col15, #T_783c4_row14_col15, #T_783c4_row16_col15, #T_783c4_row17_col15, #T_783c4_row18_col15, #T_783c4_row19_col15, #T_783c4_row20_col15, #T_783c4_row21_col15, #T_783c4_row22_col15, #T_783c4_row23_col15, #T_783c4_row24_col15, #T_783c4_row25_col15, #T_783c4_row26_col15, #T_783c4_row27_col15, #T_783c4_row28_col15, #T_783c4_row29_col15 {\n",
       "  background-color: #e6e2ef;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_783c4_row1_col16, #T_783c4_row2_col16, #T_783c4_row3_col16, #T_783c4_row4_col16, #T_783c4_row5_col16, #T_783c4_row6_col16, #T_783c4_row7_col16, #T_783c4_row8_col16, #T_783c4_row9_col16, #T_783c4_row10_col16, #T_783c4_row11_col16, #T_783c4_row12_col16, #T_783c4_row13_col16, #T_783c4_row14_col16, #T_783c4_row15_col0, #T_783c4_row15_col16, #T_783c4_row17_col16, #T_783c4_row18_col16, #T_783c4_row19_col16, #T_783c4_row20_col16, #T_783c4_row21_col16, #T_783c4_row22_col16, #T_783c4_row23_col16, #T_783c4_row24_col16, #T_783c4_row25_col16, #T_783c4_row26_col16, #T_783c4_row27_col16, #T_783c4_row28_col16 {\n",
       "  background-color: #e3e0ee;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_783c4_row1_col17, #T_783c4_row2_col17, #T_783c4_row3_col17, #T_783c4_row4_col17, #T_783c4_row5_col17, #T_783c4_row6_col17, #T_783c4_row7_col17, #T_783c4_row8_col17, #T_783c4_row9_col17, #T_783c4_row10_col17, #T_783c4_row11_col17, #T_783c4_row12_col17, #T_783c4_row13_col0, #T_783c4_row13_col17, #T_783c4_row14_col17, #T_783c4_row15_col17, #T_783c4_row16_col17, #T_783c4_row18_col17, #T_783c4_row19_col17, #T_783c4_row20_col17, #T_783c4_row21_col17, #T_783c4_row22_col17, #T_783c4_row22_col30, #T_783c4_row23_col17, #T_783c4_row24_col17, #T_783c4_row25_col17, #T_783c4_row25_col30, #T_783c4_row26_col17, #T_783c4_row26_col30, #T_783c4_row27_col17, #T_783c4_row28_col17 {\n",
       "  background-color: #d1d2e6;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_783c4_row1_col18, #T_783c4_row1_col23, #T_783c4_row2_col18, #T_783c4_row2_col23, #T_783c4_row3_col18, #T_783c4_row3_col23, #T_783c4_row3_col30, #T_783c4_row4_col18, #T_783c4_row4_col23, #T_783c4_row5_col18, #T_783c4_row5_col23, #T_783c4_row6_col18, #T_783c4_row6_col23, #T_783c4_row7_col18, #T_783c4_row7_col23, #T_783c4_row7_col30, #T_783c4_row8_col18, #T_783c4_row8_col23, #T_783c4_row9_col18, #T_783c4_row9_col23, #T_783c4_row10_col18, #T_783c4_row10_col23, #T_783c4_row11_col18, #T_783c4_row11_col23, #T_783c4_row12_col18, #T_783c4_row12_col23, #T_783c4_row13_col18, #T_783c4_row13_col23, #T_783c4_row14_col18, #T_783c4_row14_col23, #T_783c4_row15_col18, #T_783c4_row15_col23, #T_783c4_row16_col18, #T_783c4_row16_col23, #T_783c4_row16_col30, #T_783c4_row17_col18, #T_783c4_row17_col23, #T_783c4_row18_col23, #T_783c4_row19_col18, #T_783c4_row19_col23, #T_783c4_row20_col18, #T_783c4_row20_col23, #T_783c4_row21_col18, #T_783c4_row21_col23, #T_783c4_row22_col18, #T_783c4_row22_col23, #T_783c4_row23_col18, #T_783c4_row24_col18, #T_783c4_row24_col23, #T_783c4_row25_col18, #T_783c4_row25_col23, #T_783c4_row26_col18, #T_783c4_row26_col23, #T_783c4_row27_col18, #T_783c4_row27_col23, #T_783c4_row28_col18, #T_783c4_row28_col23, #T_783c4_row30_col1, #T_783c4_row30_col23 {\n",
       "  background-color: #f0eaf4;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_783c4_row1_col19, #T_783c4_row2_col19, #T_783c4_row3_col19, #T_783c4_row4_col19, #T_783c4_row5_col19, #T_783c4_row6_col19, #T_783c4_row7_col19, #T_783c4_row8_col19, #T_783c4_row9_col19, #T_783c4_row10_col19, #T_783c4_row11_col19, #T_783c4_row12_col19, #T_783c4_row13_col19, #T_783c4_row14_col19, #T_783c4_row15_col19, #T_783c4_row16_col19, #T_783c4_row17_col19, #T_783c4_row18_col19, #T_783c4_row20_col19, #T_783c4_row21_col19, #T_783c4_row22_col19, #T_783c4_row23_col19, #T_783c4_row24_col19, #T_783c4_row25_col19, #T_783c4_row26_col19, #T_783c4_row27_col19, #T_783c4_row28_col19, #T_783c4_row30_col13 {\n",
       "  background-color: #f7f0f7;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_783c4_row1_col24, #T_783c4_row2_col24, #T_783c4_row3_col24, #T_783c4_row4_col24, #T_783c4_row5_col24, #T_783c4_row6_col24, #T_783c4_row7_col24, #T_783c4_row8_col24, #T_783c4_row9_col24, #T_783c4_row10_col24, #T_783c4_row11_col24, #T_783c4_row12_col24, #T_783c4_row13_col24, #T_783c4_row14_col24, #T_783c4_row14_col30, #T_783c4_row15_col24, #T_783c4_row16_col24, #T_783c4_row17_col24, #T_783c4_row18_col24, #T_783c4_row19_col24, #T_783c4_row20_col24, #T_783c4_row21_col24, #T_783c4_row22_col24, #T_783c4_row23_col24, #T_783c4_row25_col24, #T_783c4_row26_col24, #T_783c4_row27_col24, #T_783c4_row28_col24, #T_783c4_row29_col28, #T_783c4_row30_col6, #T_783c4_row30_col28 {\n",
       "  background-color: #fdf5fa;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_783c4_row1_col26, #T_783c4_row2_col26, #T_783c4_row3_col26, #T_783c4_row4_col26, #T_783c4_row5_col26, #T_783c4_row6_col26, #T_783c4_row7_col26, #T_783c4_row8_col26, #T_783c4_row9_col26, #T_783c4_row10_col26, #T_783c4_row11_col26, #T_783c4_row12_col26, #T_783c4_row13_col26, #T_783c4_row14_col26, #T_783c4_row15_col26, #T_783c4_row16_col26, #T_783c4_row17_col26, #T_783c4_row18_col26, #T_783c4_row19_col26, #T_783c4_row20_col26, #T_783c4_row21_col26, #T_783c4_row22_col26, #T_783c4_row23_col26, #T_783c4_row24_col26, #T_783c4_row25_col26, #T_783c4_row27_col26, #T_783c4_row28_col26, #T_783c4_row30_col21 {\n",
       "  background-color: #f9f2f8;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_783c4_row1_col27, #T_783c4_row2_col27, #T_783c4_row3_col27, #T_783c4_row4_col27, #T_783c4_row5_col27, #T_783c4_row6_col27, #T_783c4_row7_col27, #T_783c4_row8_col27, #T_783c4_row9_col27, #T_783c4_row10_col27, #T_783c4_row11_col27, #T_783c4_row12_col27, #T_783c4_row13_col27, #T_783c4_row14_col27, #T_783c4_row15_col27, #T_783c4_row16_col27, #T_783c4_row17_col27, #T_783c4_row18_col27, #T_783c4_row19_col27, #T_783c4_row20_col27, #T_783c4_row21_col27, #T_783c4_row22_col27, #T_783c4_row23_col27, #T_783c4_row24_col27, #T_783c4_row25_col27, #T_783c4_row26_col27, #T_783c4_row28_col27 {\n",
       "  background-color: #fef6fb;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_783c4_row1_col28, #T_783c4_row2_col28, #T_783c4_row3_col28, #T_783c4_row4_col28, #T_783c4_row5_col28, #T_783c4_row6_col28, #T_783c4_row7_col28, #T_783c4_row8_col28, #T_783c4_row9_col28, #T_783c4_row10_col28, #T_783c4_row11_col28, #T_783c4_row12_col28, #T_783c4_row13_col28, #T_783c4_row14_col28, #T_783c4_row15_col28, #T_783c4_row16_col28, #T_783c4_row17_col28, #T_783c4_row18_col28, #T_783c4_row19_col28, #T_783c4_row20_col28, #T_783c4_row21_col28, #T_783c4_row22_col28, #T_783c4_row23_col28, #T_783c4_row24_col28, #T_783c4_row25_col28, #T_783c4_row26_col28, #T_783c4_row27_col28, #T_783c4_row30_col24 {\n",
       "  background-color: #fef6fa;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_783c4_row1_col30 {\n",
       "  background-color: #e2dfee;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_783c4_row2_col0, #T_783c4_row28_col0, #T_783c4_row29_col0, #T_783c4_row30_col0 {\n",
       "  background-color: #c4cbe3;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_783c4_row2_col1, #T_783c4_row3_col1, #T_783c4_row4_col1, #T_783c4_row5_col1, #T_783c4_row6_col1, #T_783c4_row7_col1, #T_783c4_row8_col1, #T_783c4_row9_col1, #T_783c4_row10_col1, #T_783c4_row11_col1, #T_783c4_row12_col1, #T_783c4_row13_col1, #T_783c4_row14_col1, #T_783c4_row15_col1, #T_783c4_row16_col1, #T_783c4_row17_col1, #T_783c4_row18_col1, #T_783c4_row19_col1, #T_783c4_row20_col1, #T_783c4_row21_col1, #T_783c4_row22_col1, #T_783c4_row23_col1, #T_783c4_row24_col1, #T_783c4_row25_col1, #T_783c4_row26_col1, #T_783c4_row27_col1, #T_783c4_row28_col1, #T_783c4_row29_col4 {\n",
       "  background-color: #dfddec;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_783c4_row2_col30, #T_783c4_row19_col0, #T_783c4_row25_col29 {\n",
       "  background-color: #bbc7e0;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_783c4_row3_col29, #T_783c4_row6_col30, #T_783c4_row30_col5 {\n",
       "  background-color: #d9d8ea;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_783c4_row4_col0 {\n",
       "  background-color: #d7d6e9;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_783c4_row4_col29 {\n",
       "  background-color: #97b7d7;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_783c4_row5_col0, #T_783c4_row21_col29 {\n",
       "  background-color: #96b6d7;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_783c4_row6_col0, #T_783c4_row28_col30, #T_783c4_row29_col17, #T_783c4_row29_col30 {\n",
       "  background-color: #d0d1e6;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_783c4_row6_col29 {\n",
       "  background-color: #79abd0;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_783c4_row7_col0, #T_783c4_row17_col29, #T_783c4_row28_col29 {\n",
       "  background-color: #adc1dd;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_783c4_row7_col29 {\n",
       "  background-color: #3f93c2;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_783c4_row8_col0, #T_783c4_row19_col30 {\n",
       "  background-color: #c9cee4;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_783c4_row8_col30, #T_783c4_row20_col0, #T_783c4_row20_col30, #T_783c4_row27_col30, #T_783c4_row29_col14 {\n",
       "  background-color: #cdd0e5;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_783c4_row9_col0, #T_783c4_row27_col0 {\n",
       "  background-color: #c2cbe2;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_783c4_row9_col29, #T_783c4_row10_col0 {\n",
       "  background-color: #b9c6e0;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_783c4_row11_col0 {\n",
       "  background-color: #ede7f2;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_783c4_row11_col30 {\n",
       "  background-color: #abbfdc;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_783c4_row12_col0 {\n",
       "  background-color: #a2bcda;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_783c4_row13_col29, #T_783c4_row24_col29, #T_783c4_row30_col29 {\n",
       "  background-color: #afc1dd;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_783c4_row13_col30, #T_783c4_row15_col30, #T_783c4_row17_col0, #T_783c4_row23_col30 {\n",
       "  background-color: #d2d2e7;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_783c4_row14_col0 {\n",
       "  background-color: #d6d6e9;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_783c4_row14_col29, #T_783c4_row18_col29 {\n",
       "  background-color: #a8bedc;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_783c4_row16_col0 {\n",
       "  background-color: #bfc9e1;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_783c4_row18_col0 {\n",
       "  background-color: #acc0dd;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_783c4_row18_col30, #T_783c4_row29_col16 {\n",
       "  background-color: #e4e1ef;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_783c4_row19_col29 {\n",
       "  background-color: #bcc7e1;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_783c4_row20_col29 {\n",
       "  background-color: #529bc7;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_783c4_row21_col0 {\n",
       "  background-color: #b7c5df;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_783c4_row21_col30, #T_783c4_row23_col29 {\n",
       "  background-color: #c8cde4;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_783c4_row22_col0 {\n",
       "  background-color: #9ebad9;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_783c4_row23_col0 {\n",
       "  background-color: #b5c4df;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_783c4_row24_col0 {\n",
       "  background-color: #c5cce3;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_783c4_row24_col30 {\n",
       "  background-color: #d2d3e7;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_783c4_row25_col0, #T_783c4_row29_col18 {\n",
       "  background-color: #ebe6f2;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_783c4_row26_col0 {\n",
       "  background-color: #cacee5;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_783c4_row27_col29 {\n",
       "  background-color: #a9bfdc;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_783c4_row29_col6 {\n",
       "  background-color: #cccfe5;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_783c4_row29_col7 {\n",
       "  background-color: #76aad0;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_783c4_row29_col13, #T_783c4_row30_col20 {\n",
       "  background-color: #f5eef6;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_783c4_row29_col20 {\n",
       "  background-color: #a7bddb;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_783c4_row29_col21 {\n",
       "  background-color: #efe9f3;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_783c4_row29_col24, #T_783c4_row30_col27 {\n",
       "  background-color: #fcf4fa;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_783c4_row29_col26 {\n",
       "  background-color: #faf2f8;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_783c4_row29_col27 {\n",
       "  background-color: #faf3f9;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_783c4_row30_col2 {\n",
       "  background-color: #99b8d8;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_783c4_row30_col4 {\n",
       "  background-color: #d8d7e9;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_783c4_row30_col8 {\n",
       "  background-color: #eee9f3;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_783c4_row30_col11 {\n",
       "  background-color: #b8c6e0;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_783c4_row30_col25 {\n",
       "  background-color: #dddbec;\n",
       "  color: #000000;\n",
       "}\n",
       "</style>\n",
       "<table id=\"T_783c4\">\n",
       "  <thead>\n",
       "    <tr>\n",
       "      <th class=\"blank level0\" >&nbsp;</th>\n",
       "      <th id=\"T_783c4_level0_col0\" class=\"col_heading level0 col0\" >Time</th>\n",
       "      <th id=\"T_783c4_level0_col1\" class=\"col_heading level0 col1\" >V1</th>\n",
       "      <th id=\"T_783c4_level0_col2\" class=\"col_heading level0 col2\" >V2</th>\n",
       "      <th id=\"T_783c4_level0_col3\" class=\"col_heading level0 col3\" >V3</th>\n",
       "      <th id=\"T_783c4_level0_col4\" class=\"col_heading level0 col4\" >V4</th>\n",
       "      <th id=\"T_783c4_level0_col5\" class=\"col_heading level0 col5\" >V5</th>\n",
       "      <th id=\"T_783c4_level0_col6\" class=\"col_heading level0 col6\" >V6</th>\n",
       "      <th id=\"T_783c4_level0_col7\" class=\"col_heading level0 col7\" >V7</th>\n",
       "      <th id=\"T_783c4_level0_col8\" class=\"col_heading level0 col8\" >V8</th>\n",
       "      <th id=\"T_783c4_level0_col9\" class=\"col_heading level0 col9\" >V9</th>\n",
       "      <th id=\"T_783c4_level0_col10\" class=\"col_heading level0 col10\" >V10</th>\n",
       "      <th id=\"T_783c4_level0_col11\" class=\"col_heading level0 col11\" >V11</th>\n",
       "      <th id=\"T_783c4_level0_col12\" class=\"col_heading level0 col12\" >V12</th>\n",
       "      <th id=\"T_783c4_level0_col13\" class=\"col_heading level0 col13\" >V13</th>\n",
       "      <th id=\"T_783c4_level0_col14\" class=\"col_heading level0 col14\" >V14</th>\n",
       "      <th id=\"T_783c4_level0_col15\" class=\"col_heading level0 col15\" >V15</th>\n",
       "      <th id=\"T_783c4_level0_col16\" class=\"col_heading level0 col16\" >V16</th>\n",
       "      <th id=\"T_783c4_level0_col17\" class=\"col_heading level0 col17\" >V17</th>\n",
       "      <th id=\"T_783c4_level0_col18\" class=\"col_heading level0 col18\" >V18</th>\n",
       "      <th id=\"T_783c4_level0_col19\" class=\"col_heading level0 col19\" >V19</th>\n",
       "      <th id=\"T_783c4_level0_col20\" class=\"col_heading level0 col20\" >V20</th>\n",
       "      <th id=\"T_783c4_level0_col21\" class=\"col_heading level0 col21\" >V21</th>\n",
       "      <th id=\"T_783c4_level0_col22\" class=\"col_heading level0 col22\" >V22</th>\n",
       "      <th id=\"T_783c4_level0_col23\" class=\"col_heading level0 col23\" >V23</th>\n",
       "      <th id=\"T_783c4_level0_col24\" class=\"col_heading level0 col24\" >V24</th>\n",
       "      <th id=\"T_783c4_level0_col25\" class=\"col_heading level0 col25\" >V25</th>\n",
       "      <th id=\"T_783c4_level0_col26\" class=\"col_heading level0 col26\" >V26</th>\n",
       "      <th id=\"T_783c4_level0_col27\" class=\"col_heading level0 col27\" >V27</th>\n",
       "      <th id=\"T_783c4_level0_col28\" class=\"col_heading level0 col28\" >V28</th>\n",
       "      <th id=\"T_783c4_level0_col29\" class=\"col_heading level0 col29\" >Amount</th>\n",
       "      <th id=\"T_783c4_level0_col30\" class=\"col_heading level0 col30\" >Class</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th id=\"T_783c4_level0_row0\" class=\"row_heading level0 row0\" >Time</th>\n",
       "      <td id=\"T_783c4_row0_col0\" class=\"data row0 col0\" >1.000000</td>\n",
       "      <td id=\"T_783c4_row0_col1\" class=\"data row0 col1\" >0.117396</td>\n",
       "      <td id=\"T_783c4_row0_col2\" class=\"data row0 col2\" >-0.010593</td>\n",
       "      <td id=\"T_783c4_row0_col3\" class=\"data row0 col3\" >-0.419618</td>\n",
       "      <td id=\"T_783c4_row0_col4\" class=\"data row0 col4\" >-0.105260</td>\n",
       "      <td id=\"T_783c4_row0_col5\" class=\"data row0 col5\" >0.173072</td>\n",
       "      <td id=\"T_783c4_row0_col6\" class=\"data row0 col6\" >-0.063016</td>\n",
       "      <td id=\"T_783c4_row0_col7\" class=\"data row0 col7\" >0.084714</td>\n",
       "      <td id=\"T_783c4_row0_col8\" class=\"data row0 col8\" >-0.036949</td>\n",
       "      <td id=\"T_783c4_row0_col9\" class=\"data row0 col9\" >-0.008660</td>\n",
       "      <td id=\"T_783c4_row0_col10\" class=\"data row0 col10\" >0.030617</td>\n",
       "      <td id=\"T_783c4_row0_col11\" class=\"data row0 col11\" >-0.247689</td>\n",
       "      <td id=\"T_783c4_row0_col12\" class=\"data row0 col12\" >0.124348</td>\n",
       "      <td id=\"T_783c4_row0_col13\" class=\"data row0 col13\" >-0.065902</td>\n",
       "      <td id=\"T_783c4_row0_col14\" class=\"data row0 col14\" >-0.098757</td>\n",
       "      <td id=\"T_783c4_row0_col15\" class=\"data row0 col15\" >-0.183453</td>\n",
       "      <td id=\"T_783c4_row0_col16\" class=\"data row0 col16\" >0.011903</td>\n",
       "      <td id=\"T_783c4_row0_col17\" class=\"data row0 col17\" >-0.073297</td>\n",
       "      <td id=\"T_783c4_row0_col18\" class=\"data row0 col18\" >0.090438</td>\n",
       "      <td id=\"T_783c4_row0_col19\" class=\"data row0 col19\" >0.028975</td>\n",
       "      <td id=\"T_783c4_row0_col20\" class=\"data row0 col20\" >-0.050866</td>\n",
       "      <td id=\"T_783c4_row0_col21\" class=\"data row0 col21\" >0.044736</td>\n",
       "      <td id=\"T_783c4_row0_col22\" class=\"data row0 col22\" >0.144059</td>\n",
       "      <td id=\"T_783c4_row0_col23\" class=\"data row0 col23\" >0.051142</td>\n",
       "      <td id=\"T_783c4_row0_col24\" class=\"data row0 col24\" >-0.016182</td>\n",
       "      <td id=\"T_783c4_row0_col25\" class=\"data row0 col25\" >-0.233083</td>\n",
       "      <td id=\"T_783c4_row0_col26\" class=\"data row0 col26\" >-0.041407</td>\n",
       "      <td id=\"T_783c4_row0_col27\" class=\"data row0 col27\" >-0.005135</td>\n",
       "      <td id=\"T_783c4_row0_col28\" class=\"data row0 col28\" >-0.009413</td>\n",
       "      <td id=\"T_783c4_row0_col29\" class=\"data row0 col29\" >-0.010596</td>\n",
       "      <td id=\"T_783c4_row0_col30\" class=\"data row0 col30\" >-0.012323</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_783c4_level0_row1\" class=\"row_heading level0 row1\" >V1</th>\n",
       "      <td id=\"T_783c4_row1_col0\" class=\"data row1 col0\" >0.117396</td>\n",
       "      <td id=\"T_783c4_row1_col1\" class=\"data row1 col1\" >1.000000</td>\n",
       "      <td id=\"T_783c4_row1_col2\" class=\"data row1 col2\" >0.000000</td>\n",
       "      <td id=\"T_783c4_row1_col3\" class=\"data row1 col3\" >-0.000000</td>\n",
       "      <td id=\"T_783c4_row1_col4\" class=\"data row1 col4\" >-0.000000</td>\n",
       "      <td id=\"T_783c4_row1_col5\" class=\"data row1 col5\" >-0.000000</td>\n",
       "      <td id=\"T_783c4_row1_col6\" class=\"data row1 col6\" >-0.000000</td>\n",
       "      <td id=\"T_783c4_row1_col7\" class=\"data row1 col7\" >-0.000000</td>\n",
       "      <td id=\"T_783c4_row1_col8\" class=\"data row1 col8\" >0.000000</td>\n",
       "      <td id=\"T_783c4_row1_col9\" class=\"data row1 col9\" >0.000000</td>\n",
       "      <td id=\"T_783c4_row1_col10\" class=\"data row1 col10\" >-0.000000</td>\n",
       "      <td id=\"T_783c4_row1_col11\" class=\"data row1 col11\" >0.000000</td>\n",
       "      <td id=\"T_783c4_row1_col12\" class=\"data row1 col12\" >-0.000000</td>\n",
       "      <td id=\"T_783c4_row1_col13\" class=\"data row1 col13\" >0.000000</td>\n",
       "      <td id=\"T_783c4_row1_col14\" class=\"data row1 col14\" >-0.000000</td>\n",
       "      <td id=\"T_783c4_row1_col15\" class=\"data row1 col15\" >-0.000000</td>\n",
       "      <td id=\"T_783c4_row1_col16\" class=\"data row1 col16\" >-0.000000</td>\n",
       "      <td id=\"T_783c4_row1_col17\" class=\"data row1 col17\" >0.000000</td>\n",
       "      <td id=\"T_783c4_row1_col18\" class=\"data row1 col18\" >-0.000000</td>\n",
       "      <td id=\"T_783c4_row1_col19\" class=\"data row1 col19\" >-0.000000</td>\n",
       "      <td id=\"T_783c4_row1_col20\" class=\"data row1 col20\" >0.000000</td>\n",
       "      <td id=\"T_783c4_row1_col21\" class=\"data row1 col21\" >-0.000000</td>\n",
       "      <td id=\"T_783c4_row1_col22\" class=\"data row1 col22\" >0.000000</td>\n",
       "      <td id=\"T_783c4_row1_col23\" class=\"data row1 col23\" >-0.000000</td>\n",
       "      <td id=\"T_783c4_row1_col24\" class=\"data row1 col24\" >-0.000000</td>\n",
       "      <td id=\"T_783c4_row1_col25\" class=\"data row1 col25\" >0.000000</td>\n",
       "      <td id=\"T_783c4_row1_col26\" class=\"data row1 col26\" >0.000000</td>\n",
       "      <td id=\"T_783c4_row1_col27\" class=\"data row1 col27\" >0.000000</td>\n",
       "      <td id=\"T_783c4_row1_col28\" class=\"data row1 col28\" >-0.000000</td>\n",
       "      <td id=\"T_783c4_row1_col29\" class=\"data row1 col29\" >-0.227709</td>\n",
       "      <td id=\"T_783c4_row1_col30\" class=\"data row1 col30\" >-0.101347</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_783c4_level0_row2\" class=\"row_heading level0 row2\" >V2</th>\n",
       "      <td id=\"T_783c4_row2_col0\" class=\"data row2 col0\" >-0.010593</td>\n",
       "      <td id=\"T_783c4_row2_col1\" class=\"data row2 col1\" >0.000000</td>\n",
       "      <td id=\"T_783c4_row2_col2\" class=\"data row2 col2\" >1.000000</td>\n",
       "      <td id=\"T_783c4_row2_col3\" class=\"data row2 col3\" >0.000000</td>\n",
       "      <td id=\"T_783c4_row2_col4\" class=\"data row2 col4\" >-0.000000</td>\n",
       "      <td id=\"T_783c4_row2_col5\" class=\"data row2 col5\" >-0.000000</td>\n",
       "      <td id=\"T_783c4_row2_col6\" class=\"data row2 col6\" >0.000000</td>\n",
       "      <td id=\"T_783c4_row2_col7\" class=\"data row2 col7\" >0.000000</td>\n",
       "      <td id=\"T_783c4_row2_col8\" class=\"data row2 col8\" >0.000000</td>\n",
       "      <td id=\"T_783c4_row2_col9\" class=\"data row2 col9\" >0.000000</td>\n",
       "      <td id=\"T_783c4_row2_col10\" class=\"data row2 col10\" >0.000000</td>\n",
       "      <td id=\"T_783c4_row2_col11\" class=\"data row2 col11\" >-0.000000</td>\n",
       "      <td id=\"T_783c4_row2_col12\" class=\"data row2 col12\" >0.000000</td>\n",
       "      <td id=\"T_783c4_row2_col13\" class=\"data row2 col13\" >-0.000000</td>\n",
       "      <td id=\"T_783c4_row2_col14\" class=\"data row2 col14\" >-0.000000</td>\n",
       "      <td id=\"T_783c4_row2_col15\" class=\"data row2 col15\" >0.000000</td>\n",
       "      <td id=\"T_783c4_row2_col16\" class=\"data row2 col16\" >-0.000000</td>\n",
       "      <td id=\"T_783c4_row2_col17\" class=\"data row2 col17\" >0.000000</td>\n",
       "      <td id=\"T_783c4_row2_col18\" class=\"data row2 col18\" >-0.000000</td>\n",
       "      <td id=\"T_783c4_row2_col19\" class=\"data row2 col19\" >-0.000000</td>\n",
       "      <td id=\"T_783c4_row2_col20\" class=\"data row2 col20\" >0.000000</td>\n",
       "      <td id=\"T_783c4_row2_col21\" class=\"data row2 col21\" >0.000000</td>\n",
       "      <td id=\"T_783c4_row2_col22\" class=\"data row2 col22\" >-0.000000</td>\n",
       "      <td id=\"T_783c4_row2_col23\" class=\"data row2 col23\" >-0.000000</td>\n",
       "      <td id=\"T_783c4_row2_col24\" class=\"data row2 col24\" >0.000000</td>\n",
       "      <td id=\"T_783c4_row2_col25\" class=\"data row2 col25\" >-0.000000</td>\n",
       "      <td id=\"T_783c4_row2_col26\" class=\"data row2 col26\" >-0.000000</td>\n",
       "      <td id=\"T_783c4_row2_col27\" class=\"data row2 col27\" >-0.000000</td>\n",
       "      <td id=\"T_783c4_row2_col28\" class=\"data row2 col28\" >0.000000</td>\n",
       "      <td id=\"T_783c4_row2_col29\" class=\"data row2 col29\" >-0.531409</td>\n",
       "      <td id=\"T_783c4_row2_col30\" class=\"data row2 col30\" >0.091289</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_783c4_level0_row3\" class=\"row_heading level0 row3\" >V3</th>\n",
       "      <td id=\"T_783c4_row3_col0\" class=\"data row3 col0\" >-0.419618</td>\n",
       "      <td id=\"T_783c4_row3_col1\" class=\"data row3 col1\" >-0.000000</td>\n",
       "      <td id=\"T_783c4_row3_col2\" class=\"data row3 col2\" >0.000000</td>\n",
       "      <td id=\"T_783c4_row3_col3\" class=\"data row3 col3\" >1.000000</td>\n",
       "      <td id=\"T_783c4_row3_col4\" class=\"data row3 col4\" >0.000000</td>\n",
       "      <td id=\"T_783c4_row3_col5\" class=\"data row3 col5\" >-0.000000</td>\n",
       "      <td id=\"T_783c4_row3_col6\" class=\"data row3 col6\" >-0.000000</td>\n",
       "      <td id=\"T_783c4_row3_col7\" class=\"data row3 col7\" >0.000000</td>\n",
       "      <td id=\"T_783c4_row3_col8\" class=\"data row3 col8\" >-0.000000</td>\n",
       "      <td id=\"T_783c4_row3_col9\" class=\"data row3 col9\" >-0.000000</td>\n",
       "      <td id=\"T_783c4_row3_col10\" class=\"data row3 col10\" >-0.000000</td>\n",
       "      <td id=\"T_783c4_row3_col11\" class=\"data row3 col11\" >0.000000</td>\n",
       "      <td id=\"T_783c4_row3_col12\" class=\"data row3 col12\" >-0.000000</td>\n",
       "      <td id=\"T_783c4_row3_col13\" class=\"data row3 col13\" >-0.000000</td>\n",
       "      <td id=\"T_783c4_row3_col14\" class=\"data row3 col14\" >-0.000000</td>\n",
       "      <td id=\"T_783c4_row3_col15\" class=\"data row3 col15\" >0.000000</td>\n",
       "      <td id=\"T_783c4_row3_col16\" class=\"data row3 col16\" >-0.000000</td>\n",
       "      <td id=\"T_783c4_row3_col17\" class=\"data row3 col17\" >-0.000000</td>\n",
       "      <td id=\"T_783c4_row3_col18\" class=\"data row3 col18\" >-0.000000</td>\n",
       "      <td id=\"T_783c4_row3_col19\" class=\"data row3 col19\" >-0.000000</td>\n",
       "      <td id=\"T_783c4_row3_col20\" class=\"data row3 col20\" >0.000000</td>\n",
       "      <td id=\"T_783c4_row3_col21\" class=\"data row3 col21\" >0.000000</td>\n",
       "      <td id=\"T_783c4_row3_col22\" class=\"data row3 col22\" >-0.000000</td>\n",
       "      <td id=\"T_783c4_row3_col23\" class=\"data row3 col23\" >0.000000</td>\n",
       "      <td id=\"T_783c4_row3_col24\" class=\"data row3 col24\" >0.000000</td>\n",
       "      <td id=\"T_783c4_row3_col25\" class=\"data row3 col25\" >0.000000</td>\n",
       "      <td id=\"T_783c4_row3_col26\" class=\"data row3 col26\" >-0.000000</td>\n",
       "      <td id=\"T_783c4_row3_col27\" class=\"data row3 col27\" >-0.000000</td>\n",
       "      <td id=\"T_783c4_row3_col28\" class=\"data row3 col28\" >0.000000</td>\n",
       "      <td id=\"T_783c4_row3_col29\" class=\"data row3 col29\" >-0.210880</td>\n",
       "      <td id=\"T_783c4_row3_col30\" class=\"data row3 col30\" >-0.192961</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_783c4_level0_row4\" class=\"row_heading level0 row4\" >V4</th>\n",
       "      <td id=\"T_783c4_row4_col0\" class=\"data row4 col0\" >-0.105260</td>\n",
       "      <td id=\"T_783c4_row4_col1\" class=\"data row4 col1\" >-0.000000</td>\n",
       "      <td id=\"T_783c4_row4_col2\" class=\"data row4 col2\" >-0.000000</td>\n",
       "      <td id=\"T_783c4_row4_col3\" class=\"data row4 col3\" >0.000000</td>\n",
       "      <td id=\"T_783c4_row4_col4\" class=\"data row4 col4\" >1.000000</td>\n",
       "      <td id=\"T_783c4_row4_col5\" class=\"data row4 col5\" >-0.000000</td>\n",
       "      <td id=\"T_783c4_row4_col6\" class=\"data row4 col6\" >0.000000</td>\n",
       "      <td id=\"T_783c4_row4_col7\" class=\"data row4 col7\" >0.000000</td>\n",
       "      <td id=\"T_783c4_row4_col8\" class=\"data row4 col8\" >0.000000</td>\n",
       "      <td id=\"T_783c4_row4_col9\" class=\"data row4 col9\" >-0.000000</td>\n",
       "      <td id=\"T_783c4_row4_col10\" class=\"data row4 col10\" >-0.000000</td>\n",
       "      <td id=\"T_783c4_row4_col11\" class=\"data row4 col11\" >0.000000</td>\n",
       "      <td id=\"T_783c4_row4_col12\" class=\"data row4 col12\" >0.000000</td>\n",
       "      <td id=\"T_783c4_row4_col13\" class=\"data row4 col13\" >0.000000</td>\n",
       "      <td id=\"T_783c4_row4_col14\" class=\"data row4 col14\" >-0.000000</td>\n",
       "      <td id=\"T_783c4_row4_col15\" class=\"data row4 col15\" >0.000000</td>\n",
       "      <td id=\"T_783c4_row4_col16\" class=\"data row4 col16\" >0.000000</td>\n",
       "      <td id=\"T_783c4_row4_col17\" class=\"data row4 col17\" >0.000000</td>\n",
       "      <td id=\"T_783c4_row4_col18\" class=\"data row4 col18\" >-0.000000</td>\n",
       "      <td id=\"T_783c4_row4_col19\" class=\"data row4 col19\" >-0.000000</td>\n",
       "      <td id=\"T_783c4_row4_col20\" class=\"data row4 col20\" >-0.000000</td>\n",
       "      <td id=\"T_783c4_row4_col21\" class=\"data row4 col21\" >-0.000000</td>\n",
       "      <td id=\"T_783c4_row4_col22\" class=\"data row4 col22\" >0.000000</td>\n",
       "      <td id=\"T_783c4_row4_col23\" class=\"data row4 col23\" >-0.000000</td>\n",
       "      <td id=\"T_783c4_row4_col24\" class=\"data row4 col24\" >-0.000000</td>\n",
       "      <td id=\"T_783c4_row4_col25\" class=\"data row4 col25\" >0.000000</td>\n",
       "      <td id=\"T_783c4_row4_col26\" class=\"data row4 col26\" >-0.000000</td>\n",
       "      <td id=\"T_783c4_row4_col27\" class=\"data row4 col27\" >-0.000000</td>\n",
       "      <td id=\"T_783c4_row4_col28\" class=\"data row4 col28\" >-0.000000</td>\n",
       "      <td id=\"T_783c4_row4_col29\" class=\"data row4 col29\" >0.098732</td>\n",
       "      <td id=\"T_783c4_row4_col30\" class=\"data row4 col30\" >0.133447</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_783c4_level0_row5\" class=\"row_heading level0 row5\" >V5</th>\n",
       "      <td id=\"T_783c4_row5_col0\" class=\"data row5 col0\" >0.173072</td>\n",
       "      <td id=\"T_783c4_row5_col1\" class=\"data row5 col1\" >-0.000000</td>\n",
       "      <td id=\"T_783c4_row5_col2\" class=\"data row5 col2\" >-0.000000</td>\n",
       "      <td id=\"T_783c4_row5_col3\" class=\"data row5 col3\" >-0.000000</td>\n",
       "      <td id=\"T_783c4_row5_col4\" class=\"data row5 col4\" >-0.000000</td>\n",
       "      <td id=\"T_783c4_row5_col5\" class=\"data row5 col5\" >1.000000</td>\n",
       "      <td id=\"T_783c4_row5_col6\" class=\"data row5 col6\" >-0.000000</td>\n",
       "      <td id=\"T_783c4_row5_col7\" class=\"data row5 col7\" >0.000000</td>\n",
       "      <td id=\"T_783c4_row5_col8\" class=\"data row5 col8\" >-0.000000</td>\n",
       "      <td id=\"T_783c4_row5_col9\" class=\"data row5 col9\" >-0.000000</td>\n",
       "      <td id=\"T_783c4_row5_col10\" class=\"data row5 col10\" >-0.000000</td>\n",
       "      <td id=\"T_783c4_row5_col11\" class=\"data row5 col11\" >-0.000000</td>\n",
       "      <td id=\"T_783c4_row5_col12\" class=\"data row5 col12\" >0.000000</td>\n",
       "      <td id=\"T_783c4_row5_col13\" class=\"data row5 col13\" >-0.000000</td>\n",
       "      <td id=\"T_783c4_row5_col14\" class=\"data row5 col14\" >-0.000000</td>\n",
       "      <td id=\"T_783c4_row5_col15\" class=\"data row5 col15\" >-0.000000</td>\n",
       "      <td id=\"T_783c4_row5_col16\" class=\"data row5 col16\" >-0.000000</td>\n",
       "      <td id=\"T_783c4_row5_col17\" class=\"data row5 col17\" >0.000000</td>\n",
       "      <td id=\"T_783c4_row5_col18\" class=\"data row5 col18\" >0.000000</td>\n",
       "      <td id=\"T_783c4_row5_col19\" class=\"data row5 col19\" >0.000000</td>\n",
       "      <td id=\"T_783c4_row5_col20\" class=\"data row5 col20\" >-0.000000</td>\n",
       "      <td id=\"T_783c4_row5_col21\" class=\"data row5 col21\" >-0.000000</td>\n",
       "      <td id=\"T_783c4_row5_col22\" class=\"data row5 col22\" >0.000000</td>\n",
       "      <td id=\"T_783c4_row5_col23\" class=\"data row5 col23\" >0.000000</td>\n",
       "      <td id=\"T_783c4_row5_col24\" class=\"data row5 col24\" >-0.000000</td>\n",
       "      <td id=\"T_783c4_row5_col25\" class=\"data row5 col25\" >0.000000</td>\n",
       "      <td id=\"T_783c4_row5_col26\" class=\"data row5 col26\" >-0.000000</td>\n",
       "      <td id=\"T_783c4_row5_col27\" class=\"data row5 col27\" >-0.000000</td>\n",
       "      <td id=\"T_783c4_row5_col28\" class=\"data row5 col28\" >0.000000</td>\n",
       "      <td id=\"T_783c4_row5_col29\" class=\"data row5 col29\" >-0.386356</td>\n",
       "      <td id=\"T_783c4_row5_col30\" class=\"data row5 col30\" >-0.094974</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_783c4_level0_row6\" class=\"row_heading level0 row6\" >V6</th>\n",
       "      <td id=\"T_783c4_row6_col0\" class=\"data row6 col0\" >-0.063016</td>\n",
       "      <td id=\"T_783c4_row6_col1\" class=\"data row6 col1\" >-0.000000</td>\n",
       "      <td id=\"T_783c4_row6_col2\" class=\"data row6 col2\" >0.000000</td>\n",
       "      <td id=\"T_783c4_row6_col3\" class=\"data row6 col3\" >-0.000000</td>\n",
       "      <td id=\"T_783c4_row6_col4\" class=\"data row6 col4\" >0.000000</td>\n",
       "      <td id=\"T_783c4_row6_col5\" class=\"data row6 col5\" >-0.000000</td>\n",
       "      <td id=\"T_783c4_row6_col6\" class=\"data row6 col6\" >1.000000</td>\n",
       "      <td id=\"T_783c4_row6_col7\" class=\"data row6 col7\" >-0.000000</td>\n",
       "      <td id=\"T_783c4_row6_col8\" class=\"data row6 col8\" >-0.000000</td>\n",
       "      <td id=\"T_783c4_row6_col9\" class=\"data row6 col9\" >0.000000</td>\n",
       "      <td id=\"T_783c4_row6_col10\" class=\"data row6 col10\" >0.000000</td>\n",
       "      <td id=\"T_783c4_row6_col11\" class=\"data row6 col11\" >0.000000</td>\n",
       "      <td id=\"T_783c4_row6_col12\" class=\"data row6 col12\" >-0.000000</td>\n",
       "      <td id=\"T_783c4_row6_col13\" class=\"data row6 col13\" >0.000000</td>\n",
       "      <td id=\"T_783c4_row6_col14\" class=\"data row6 col14\" >-0.000000</td>\n",
       "      <td id=\"T_783c4_row6_col15\" class=\"data row6 col15\" >-0.000000</td>\n",
       "      <td id=\"T_783c4_row6_col16\" class=\"data row6 col16\" >0.000000</td>\n",
       "      <td id=\"T_783c4_row6_col17\" class=\"data row6 col17\" >0.000000</td>\n",
       "      <td id=\"T_783c4_row6_col18\" class=\"data row6 col18\" >0.000000</td>\n",
       "      <td id=\"T_783c4_row6_col19\" class=\"data row6 col19\" >0.000000</td>\n",
       "      <td id=\"T_783c4_row6_col20\" class=\"data row6 col20\" >-0.000000</td>\n",
       "      <td id=\"T_783c4_row6_col21\" class=\"data row6 col21\" >0.000000</td>\n",
       "      <td id=\"T_783c4_row6_col22\" class=\"data row6 col22\" >-0.000000</td>\n",
       "      <td id=\"T_783c4_row6_col23\" class=\"data row6 col23\" >-0.000000</td>\n",
       "      <td id=\"T_783c4_row6_col24\" class=\"data row6 col24\" >0.000000</td>\n",
       "      <td id=\"T_783c4_row6_col25\" class=\"data row6 col25\" >-0.000000</td>\n",
       "      <td id=\"T_783c4_row6_col26\" class=\"data row6 col26\" >0.000000</td>\n",
       "      <td id=\"T_783c4_row6_col27\" class=\"data row6 col27\" >0.000000</td>\n",
       "      <td id=\"T_783c4_row6_col28\" class=\"data row6 col28\" >-0.000000</td>\n",
       "      <td id=\"T_783c4_row6_col29\" class=\"data row6 col29\" >0.215981</td>\n",
       "      <td id=\"T_783c4_row6_col30\" class=\"data row6 col30\" >-0.043643</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_783c4_level0_row7\" class=\"row_heading level0 row7\" >V7</th>\n",
       "      <td id=\"T_783c4_row7_col0\" class=\"data row7 col0\" >0.084714</td>\n",
       "      <td id=\"T_783c4_row7_col1\" class=\"data row7 col1\" >-0.000000</td>\n",
       "      <td id=\"T_783c4_row7_col2\" class=\"data row7 col2\" >0.000000</td>\n",
       "      <td id=\"T_783c4_row7_col3\" class=\"data row7 col3\" >0.000000</td>\n",
       "      <td id=\"T_783c4_row7_col4\" class=\"data row7 col4\" >0.000000</td>\n",
       "      <td id=\"T_783c4_row7_col5\" class=\"data row7 col5\" >0.000000</td>\n",
       "      <td id=\"T_783c4_row7_col6\" class=\"data row7 col6\" >-0.000000</td>\n",
       "      <td id=\"T_783c4_row7_col7\" class=\"data row7 col7\" >1.000000</td>\n",
       "      <td id=\"T_783c4_row7_col8\" class=\"data row7 col8\" >0.000000</td>\n",
       "      <td id=\"T_783c4_row7_col9\" class=\"data row7 col9\" >0.000000</td>\n",
       "      <td id=\"T_783c4_row7_col10\" class=\"data row7 col10\" >0.000000</td>\n",
       "      <td id=\"T_783c4_row7_col11\" class=\"data row7 col11\" >-0.000000</td>\n",
       "      <td id=\"T_783c4_row7_col12\" class=\"data row7 col12\" >-0.000000</td>\n",
       "      <td id=\"T_783c4_row7_col13\" class=\"data row7 col13\" >-0.000000</td>\n",
       "      <td id=\"T_783c4_row7_col14\" class=\"data row7 col14\" >0.000000</td>\n",
       "      <td id=\"T_783c4_row7_col15\" class=\"data row7 col15\" >0.000000</td>\n",
       "      <td id=\"T_783c4_row7_col16\" class=\"data row7 col16\" >-0.000000</td>\n",
       "      <td id=\"T_783c4_row7_col17\" class=\"data row7 col17\" >-0.000000</td>\n",
       "      <td id=\"T_783c4_row7_col18\" class=\"data row7 col18\" >-0.000000</td>\n",
       "      <td id=\"T_783c4_row7_col19\" class=\"data row7 col19\" >-0.000000</td>\n",
       "      <td id=\"T_783c4_row7_col20\" class=\"data row7 col20\" >0.000000</td>\n",
       "      <td id=\"T_783c4_row7_col21\" class=\"data row7 col21\" >0.000000</td>\n",
       "      <td id=\"T_783c4_row7_col22\" class=\"data row7 col22\" >-0.000000</td>\n",
       "      <td id=\"T_783c4_row7_col23\" class=\"data row7 col23\" >-0.000000</td>\n",
       "      <td id=\"T_783c4_row7_col24\" class=\"data row7 col24\" >-0.000000</td>\n",
       "      <td id=\"T_783c4_row7_col25\" class=\"data row7 col25\" >-0.000000</td>\n",
       "      <td id=\"T_783c4_row7_col26\" class=\"data row7 col26\" >-0.000000</td>\n",
       "      <td id=\"T_783c4_row7_col27\" class=\"data row7 col27\" >-0.000000</td>\n",
       "      <td id=\"T_783c4_row7_col28\" class=\"data row7 col28\" >0.000000</td>\n",
       "      <td id=\"T_783c4_row7_col29\" class=\"data row7 col29\" >0.397311</td>\n",
       "      <td id=\"T_783c4_row7_col30\" class=\"data row7 col30\" >-0.187257</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_783c4_level0_row8\" class=\"row_heading level0 row8\" >V8</th>\n",
       "      <td id=\"T_783c4_row8_col0\" class=\"data row8 col0\" >-0.036949</td>\n",
       "      <td id=\"T_783c4_row8_col1\" class=\"data row8 col1\" >0.000000</td>\n",
       "      <td id=\"T_783c4_row8_col2\" class=\"data row8 col2\" >0.000000</td>\n",
       "      <td id=\"T_783c4_row8_col3\" class=\"data row8 col3\" >-0.000000</td>\n",
       "      <td id=\"T_783c4_row8_col4\" class=\"data row8 col4\" >0.000000</td>\n",
       "      <td id=\"T_783c4_row8_col5\" class=\"data row8 col5\" >-0.000000</td>\n",
       "      <td id=\"T_783c4_row8_col6\" class=\"data row8 col6\" >-0.000000</td>\n",
       "      <td id=\"T_783c4_row8_col7\" class=\"data row8 col7\" >0.000000</td>\n",
       "      <td id=\"T_783c4_row8_col8\" class=\"data row8 col8\" >1.000000</td>\n",
       "      <td id=\"T_783c4_row8_col9\" class=\"data row8 col9\" >-0.000000</td>\n",
       "      <td id=\"T_783c4_row8_col10\" class=\"data row8 col10\" >-0.000000</td>\n",
       "      <td id=\"T_783c4_row8_col11\" class=\"data row8 col11\" >0.000000</td>\n",
       "      <td id=\"T_783c4_row8_col12\" class=\"data row8 col12\" >-0.000000</td>\n",
       "      <td id=\"T_783c4_row8_col13\" class=\"data row8 col13\" >0.000000</td>\n",
       "      <td id=\"T_783c4_row8_col14\" class=\"data row8 col14\" >-0.000000</td>\n",
       "      <td id=\"T_783c4_row8_col15\" class=\"data row8 col15\" >0.000000</td>\n",
       "      <td id=\"T_783c4_row8_col16\" class=\"data row8 col16\" >-0.000000</td>\n",
       "      <td id=\"T_783c4_row8_col17\" class=\"data row8 col17\" >0.000000</td>\n",
       "      <td id=\"T_783c4_row8_col18\" class=\"data row8 col18\" >0.000000</td>\n",
       "      <td id=\"T_783c4_row8_col19\" class=\"data row8 col19\" >0.000000</td>\n",
       "      <td id=\"T_783c4_row8_col20\" class=\"data row8 col20\" >-0.000000</td>\n",
       "      <td id=\"T_783c4_row8_col21\" class=\"data row8 col21\" >-0.000000</td>\n",
       "      <td id=\"T_783c4_row8_col22\" class=\"data row8 col22\" >-0.000000</td>\n",
       "      <td id=\"T_783c4_row8_col23\" class=\"data row8 col23\" >0.000000</td>\n",
       "      <td id=\"T_783c4_row8_col24\" class=\"data row8 col24\" >-0.000000</td>\n",
       "      <td id=\"T_783c4_row8_col25\" class=\"data row8 col25\" >-0.000000</td>\n",
       "      <td id=\"T_783c4_row8_col26\" class=\"data row8 col26\" >0.000000</td>\n",
       "      <td id=\"T_783c4_row8_col27\" class=\"data row8 col27\" >-0.000000</td>\n",
       "      <td id=\"T_783c4_row8_col28\" class=\"data row8 col28\" >0.000000</td>\n",
       "      <td id=\"T_783c4_row8_col29\" class=\"data row8 col29\" >-0.103079</td>\n",
       "      <td id=\"T_783c4_row8_col30\" class=\"data row8 col30\" >0.019875</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_783c4_level0_row9\" class=\"row_heading level0 row9\" >V9</th>\n",
       "      <td id=\"T_783c4_row9_col0\" class=\"data row9 col0\" >-0.008660</td>\n",
       "      <td id=\"T_783c4_row9_col1\" class=\"data row9 col1\" >0.000000</td>\n",
       "      <td id=\"T_783c4_row9_col2\" class=\"data row9 col2\" >0.000000</td>\n",
       "      <td id=\"T_783c4_row9_col3\" class=\"data row9 col3\" >-0.000000</td>\n",
       "      <td id=\"T_783c4_row9_col4\" class=\"data row9 col4\" >-0.000000</td>\n",
       "      <td id=\"T_783c4_row9_col5\" class=\"data row9 col5\" >-0.000000</td>\n",
       "      <td id=\"T_783c4_row9_col6\" class=\"data row9 col6\" >0.000000</td>\n",
       "      <td id=\"T_783c4_row9_col7\" class=\"data row9 col7\" >0.000000</td>\n",
       "      <td id=\"T_783c4_row9_col8\" class=\"data row9 col8\" >-0.000000</td>\n",
       "      <td id=\"T_783c4_row9_col9\" class=\"data row9 col9\" >1.000000</td>\n",
       "      <td id=\"T_783c4_row9_col10\" class=\"data row9 col10\" >0.000000</td>\n",
       "      <td id=\"T_783c4_row9_col11\" class=\"data row9 col11\" >-0.000000</td>\n",
       "      <td id=\"T_783c4_row9_col12\" class=\"data row9 col12\" >-0.000000</td>\n",
       "      <td id=\"T_783c4_row9_col13\" class=\"data row9 col13\" >0.000000</td>\n",
       "      <td id=\"T_783c4_row9_col14\" class=\"data row9 col14\" >-0.000000</td>\n",
       "      <td id=\"T_783c4_row9_col15\" class=\"data row9 col15\" >0.000000</td>\n",
       "      <td id=\"T_783c4_row9_col16\" class=\"data row9 col16\" >0.000000</td>\n",
       "      <td id=\"T_783c4_row9_col17\" class=\"data row9 col17\" >-0.000000</td>\n",
       "      <td id=\"T_783c4_row9_col18\" class=\"data row9 col18\" >0.000000</td>\n",
       "      <td id=\"T_783c4_row9_col19\" class=\"data row9 col19\" >-0.000000</td>\n",
       "      <td id=\"T_783c4_row9_col20\" class=\"data row9 col20\" >0.000000</td>\n",
       "      <td id=\"T_783c4_row9_col21\" class=\"data row9 col21\" >0.000000</td>\n",
       "      <td id=\"T_783c4_row9_col22\" class=\"data row9 col22\" >-0.000000</td>\n",
       "      <td id=\"T_783c4_row9_col23\" class=\"data row9 col23\" >-0.000000</td>\n",
       "      <td id=\"T_783c4_row9_col24\" class=\"data row9 col24\" >0.000000</td>\n",
       "      <td id=\"T_783c4_row9_col25\" class=\"data row9 col25\" >-0.000000</td>\n",
       "      <td id=\"T_783c4_row9_col26\" class=\"data row9 col26\" >-0.000000</td>\n",
       "      <td id=\"T_783c4_row9_col27\" class=\"data row9 col27\" >0.000000</td>\n",
       "      <td id=\"T_783c4_row9_col28\" class=\"data row9 col28\" >-0.000000</td>\n",
       "      <td id=\"T_783c4_row9_col29\" class=\"data row9 col29\" >-0.044246</td>\n",
       "      <td id=\"T_783c4_row9_col30\" class=\"data row9 col30\" >-0.097733</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_783c4_level0_row10\" class=\"row_heading level0 row10\" >V10</th>\n",
       "      <td id=\"T_783c4_row10_col0\" class=\"data row10 col0\" >0.030617</td>\n",
       "      <td id=\"T_783c4_row10_col1\" class=\"data row10 col1\" >-0.000000</td>\n",
       "      <td id=\"T_783c4_row10_col2\" class=\"data row10 col2\" >0.000000</td>\n",
       "      <td id=\"T_783c4_row10_col3\" class=\"data row10 col3\" >-0.000000</td>\n",
       "      <td id=\"T_783c4_row10_col4\" class=\"data row10 col4\" >-0.000000</td>\n",
       "      <td id=\"T_783c4_row10_col5\" class=\"data row10 col5\" >-0.000000</td>\n",
       "      <td id=\"T_783c4_row10_col6\" class=\"data row10 col6\" >0.000000</td>\n",
       "      <td id=\"T_783c4_row10_col7\" class=\"data row10 col7\" >0.000000</td>\n",
       "      <td id=\"T_783c4_row10_col8\" class=\"data row10 col8\" >-0.000000</td>\n",
       "      <td id=\"T_783c4_row10_col9\" class=\"data row10 col9\" >0.000000</td>\n",
       "      <td id=\"T_783c4_row10_col10\" class=\"data row10 col10\" >1.000000</td>\n",
       "      <td id=\"T_783c4_row10_col11\" class=\"data row10 col11\" >0.000000</td>\n",
       "      <td id=\"T_783c4_row10_col12\" class=\"data row10 col12\" >0.000000</td>\n",
       "      <td id=\"T_783c4_row10_col13\" class=\"data row10 col13\" >-0.000000</td>\n",
       "      <td id=\"T_783c4_row10_col14\" class=\"data row10 col14\" >0.000000</td>\n",
       "      <td id=\"T_783c4_row10_col15\" class=\"data row10 col15\" >0.000000</td>\n",
       "      <td id=\"T_783c4_row10_col16\" class=\"data row10 col16\" >0.000000</td>\n",
       "      <td id=\"T_783c4_row10_col17\" class=\"data row10 col17\" >-0.000000</td>\n",
       "      <td id=\"T_783c4_row10_col18\" class=\"data row10 col18\" >-0.000000</td>\n",
       "      <td id=\"T_783c4_row10_col19\" class=\"data row10 col19\" >-0.000000</td>\n",
       "      <td id=\"T_783c4_row10_col20\" class=\"data row10 col20\" >0.000000</td>\n",
       "      <td id=\"T_783c4_row10_col21\" class=\"data row10 col21\" >-0.000000</td>\n",
       "      <td id=\"T_783c4_row10_col22\" class=\"data row10 col22\" >-0.000000</td>\n",
       "      <td id=\"T_783c4_row10_col23\" class=\"data row10 col23\" >0.000000</td>\n",
       "      <td id=\"T_783c4_row10_col24\" class=\"data row10 col24\" >0.000000</td>\n",
       "      <td id=\"T_783c4_row10_col25\" class=\"data row10 col25\" >0.000000</td>\n",
       "      <td id=\"T_783c4_row10_col26\" class=\"data row10 col26\" >-0.000000</td>\n",
       "      <td id=\"T_783c4_row10_col27\" class=\"data row10 col27\" >0.000000</td>\n",
       "      <td id=\"T_783c4_row10_col28\" class=\"data row10 col28\" >0.000000</td>\n",
       "      <td id=\"T_783c4_row10_col29\" class=\"data row10 col29\" >-0.101502</td>\n",
       "      <td id=\"T_783c4_row10_col30\" class=\"data row10 col30\" >-0.216883</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_783c4_level0_row11\" class=\"row_heading level0 row11\" >V11</th>\n",
       "      <td id=\"T_783c4_row11_col0\" class=\"data row11 col0\" >-0.247689</td>\n",
       "      <td id=\"T_783c4_row11_col1\" class=\"data row11 col1\" >0.000000</td>\n",
       "      <td id=\"T_783c4_row11_col2\" class=\"data row11 col2\" >-0.000000</td>\n",
       "      <td id=\"T_783c4_row11_col3\" class=\"data row11 col3\" >0.000000</td>\n",
       "      <td id=\"T_783c4_row11_col4\" class=\"data row11 col4\" >0.000000</td>\n",
       "      <td id=\"T_783c4_row11_col5\" class=\"data row11 col5\" >-0.000000</td>\n",
       "      <td id=\"T_783c4_row11_col6\" class=\"data row11 col6\" >0.000000</td>\n",
       "      <td id=\"T_783c4_row11_col7\" class=\"data row11 col7\" >-0.000000</td>\n",
       "      <td id=\"T_783c4_row11_col8\" class=\"data row11 col8\" >0.000000</td>\n",
       "      <td id=\"T_783c4_row11_col9\" class=\"data row11 col9\" >-0.000000</td>\n",
       "      <td id=\"T_783c4_row11_col10\" class=\"data row11 col10\" >0.000000</td>\n",
       "      <td id=\"T_783c4_row11_col11\" class=\"data row11 col11\" >1.000000</td>\n",
       "      <td id=\"T_783c4_row11_col12\" class=\"data row11 col12\" >0.000000</td>\n",
       "      <td id=\"T_783c4_row11_col13\" class=\"data row11 col13\" >-0.000000</td>\n",
       "      <td id=\"T_783c4_row11_col14\" class=\"data row11 col14\" >-0.000000</td>\n",
       "      <td id=\"T_783c4_row11_col15\" class=\"data row11 col15\" >-0.000000</td>\n",
       "      <td id=\"T_783c4_row11_col16\" class=\"data row11 col16\" >0.000000</td>\n",
       "      <td id=\"T_783c4_row11_col17\" class=\"data row11 col17\" >0.000000</td>\n",
       "      <td id=\"T_783c4_row11_col18\" class=\"data row11 col18\" >-0.000000</td>\n",
       "      <td id=\"T_783c4_row11_col19\" class=\"data row11 col19\" >-0.000000</td>\n",
       "      <td id=\"T_783c4_row11_col20\" class=\"data row11 col20\" >0.000000</td>\n",
       "      <td id=\"T_783c4_row11_col21\" class=\"data row11 col21\" >0.000000</td>\n",
       "      <td id=\"T_783c4_row11_col22\" class=\"data row11 col22\" >-0.000000</td>\n",
       "      <td id=\"T_783c4_row11_col23\" class=\"data row11 col23\" >0.000000</td>\n",
       "      <td id=\"T_783c4_row11_col24\" class=\"data row11 col24\" >-0.000000</td>\n",
       "      <td id=\"T_783c4_row11_col25\" class=\"data row11 col25\" >-0.000000</td>\n",
       "      <td id=\"T_783c4_row11_col26\" class=\"data row11 col26\" >0.000000</td>\n",
       "      <td id=\"T_783c4_row11_col27\" class=\"data row11 col27\" >-0.000000</td>\n",
       "      <td id=\"T_783c4_row11_col28\" class=\"data row11 col28\" >-0.000000</td>\n",
       "      <td id=\"T_783c4_row11_col29\" class=\"data row11 col29\" >0.000104</td>\n",
       "      <td id=\"T_783c4_row11_col30\" class=\"data row11 col30\" >0.154876</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_783c4_level0_row12\" class=\"row_heading level0 row12\" >V12</th>\n",
       "      <td id=\"T_783c4_row12_col0\" class=\"data row12 col0\" >0.124348</td>\n",
       "      <td id=\"T_783c4_row12_col1\" class=\"data row12 col1\" >-0.000000</td>\n",
       "      <td id=\"T_783c4_row12_col2\" class=\"data row12 col2\" >0.000000</td>\n",
       "      <td id=\"T_783c4_row12_col3\" class=\"data row12 col3\" >-0.000000</td>\n",
       "      <td id=\"T_783c4_row12_col4\" class=\"data row12 col4\" >0.000000</td>\n",
       "      <td id=\"T_783c4_row12_col5\" class=\"data row12 col5\" >0.000000</td>\n",
       "      <td id=\"T_783c4_row12_col6\" class=\"data row12 col6\" >-0.000000</td>\n",
       "      <td id=\"T_783c4_row12_col7\" class=\"data row12 col7\" >-0.000000</td>\n",
       "      <td id=\"T_783c4_row12_col8\" class=\"data row12 col8\" >-0.000000</td>\n",
       "      <td id=\"T_783c4_row12_col9\" class=\"data row12 col9\" >-0.000000</td>\n",
       "      <td id=\"T_783c4_row12_col10\" class=\"data row12 col10\" >0.000000</td>\n",
       "      <td id=\"T_783c4_row12_col11\" class=\"data row12 col11\" >0.000000</td>\n",
       "      <td id=\"T_783c4_row12_col12\" class=\"data row12 col12\" >1.000000</td>\n",
       "      <td id=\"T_783c4_row12_col13\" class=\"data row12 col13\" >0.000000</td>\n",
       "      <td id=\"T_783c4_row12_col14\" class=\"data row12 col14\" >-0.000000</td>\n",
       "      <td id=\"T_783c4_row12_col15\" class=\"data row12 col15\" >0.000000</td>\n",
       "      <td id=\"T_783c4_row12_col16\" class=\"data row12 col16\" >-0.000000</td>\n",
       "      <td id=\"T_783c4_row12_col17\" class=\"data row12 col17\" >-0.000000</td>\n",
       "      <td id=\"T_783c4_row12_col18\" class=\"data row12 col18\" >-0.000000</td>\n",
       "      <td id=\"T_783c4_row12_col19\" class=\"data row12 col19\" >-0.000000</td>\n",
       "      <td id=\"T_783c4_row12_col20\" class=\"data row12 col20\" >0.000000</td>\n",
       "      <td id=\"T_783c4_row12_col21\" class=\"data row12 col21\" >0.000000</td>\n",
       "      <td id=\"T_783c4_row12_col22\" class=\"data row12 col22\" >-0.000000</td>\n",
       "      <td id=\"T_783c4_row12_col23\" class=\"data row12 col23\" >-0.000000</td>\n",
       "      <td id=\"T_783c4_row12_col24\" class=\"data row12 col24\" >-0.000000</td>\n",
       "      <td id=\"T_783c4_row12_col25\" class=\"data row12 col25\" >0.000000</td>\n",
       "      <td id=\"T_783c4_row12_col26\" class=\"data row12 col26\" >0.000000</td>\n",
       "      <td id=\"T_783c4_row12_col27\" class=\"data row12 col27\" >0.000000</td>\n",
       "      <td id=\"T_783c4_row12_col28\" class=\"data row12 col28\" >-0.000000</td>\n",
       "      <td id=\"T_783c4_row12_col29\" class=\"data row12 col29\" >-0.009542</td>\n",
       "      <td id=\"T_783c4_row12_col30\" class=\"data row12 col30\" >-0.260593</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_783c4_level0_row13\" class=\"row_heading level0 row13\" >V13</th>\n",
       "      <td id=\"T_783c4_row13_col0\" class=\"data row13 col0\" >-0.065902</td>\n",
       "      <td id=\"T_783c4_row13_col1\" class=\"data row13 col1\" >0.000000</td>\n",
       "      <td id=\"T_783c4_row13_col2\" class=\"data row13 col2\" >-0.000000</td>\n",
       "      <td id=\"T_783c4_row13_col3\" class=\"data row13 col3\" >-0.000000</td>\n",
       "      <td id=\"T_783c4_row13_col4\" class=\"data row13 col4\" >0.000000</td>\n",
       "      <td id=\"T_783c4_row13_col5\" class=\"data row13 col5\" >-0.000000</td>\n",
       "      <td id=\"T_783c4_row13_col6\" class=\"data row13 col6\" >0.000000</td>\n",
       "      <td id=\"T_783c4_row13_col7\" class=\"data row13 col7\" >-0.000000</td>\n",
       "      <td id=\"T_783c4_row13_col8\" class=\"data row13 col8\" >0.000000</td>\n",
       "      <td id=\"T_783c4_row13_col9\" class=\"data row13 col9\" >0.000000</td>\n",
       "      <td id=\"T_783c4_row13_col10\" class=\"data row13 col10\" >-0.000000</td>\n",
       "      <td id=\"T_783c4_row13_col11\" class=\"data row13 col11\" >-0.000000</td>\n",
       "      <td id=\"T_783c4_row13_col12\" class=\"data row13 col12\" >0.000000</td>\n",
       "      <td id=\"T_783c4_row13_col13\" class=\"data row13 col13\" >1.000000</td>\n",
       "      <td id=\"T_783c4_row13_col14\" class=\"data row13 col14\" >-0.000000</td>\n",
       "      <td id=\"T_783c4_row13_col15\" class=\"data row13 col15\" >0.000000</td>\n",
       "      <td id=\"T_783c4_row13_col16\" class=\"data row13 col16\" >0.000000</td>\n",
       "      <td id=\"T_783c4_row13_col17\" class=\"data row13 col17\" >0.000000</td>\n",
       "      <td id=\"T_783c4_row13_col18\" class=\"data row13 col18\" >-0.000000</td>\n",
       "      <td id=\"T_783c4_row13_col19\" class=\"data row13 col19\" >0.000000</td>\n",
       "      <td id=\"T_783c4_row13_col20\" class=\"data row13 col20\" >0.000000</td>\n",
       "      <td id=\"T_783c4_row13_col21\" class=\"data row13 col21\" >-0.000000</td>\n",
       "      <td id=\"T_783c4_row13_col22\" class=\"data row13 col22\" >-0.000000</td>\n",
       "      <td id=\"T_783c4_row13_col23\" class=\"data row13 col23\" >0.000000</td>\n",
       "      <td id=\"T_783c4_row13_col24\" class=\"data row13 col24\" >0.000000</td>\n",
       "      <td id=\"T_783c4_row13_col25\" class=\"data row13 col25\" >-0.000000</td>\n",
       "      <td id=\"T_783c4_row13_col26\" class=\"data row13 col26\" >-0.000000</td>\n",
       "      <td id=\"T_783c4_row13_col27\" class=\"data row13 col27\" >0.000000</td>\n",
       "      <td id=\"T_783c4_row13_col28\" class=\"data row13 col28\" >-0.000000</td>\n",
       "      <td id=\"T_783c4_row13_col29\" class=\"data row13 col29\" >0.005293</td>\n",
       "      <td id=\"T_783c4_row13_col30\" class=\"data row13 col30\" >-0.004570</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_783c4_level0_row14\" class=\"row_heading level0 row14\" >V14</th>\n",
       "      <td id=\"T_783c4_row14_col0\" class=\"data row14 col0\" >-0.098757</td>\n",
       "      <td id=\"T_783c4_row14_col1\" class=\"data row14 col1\" >-0.000000</td>\n",
       "      <td id=\"T_783c4_row14_col2\" class=\"data row14 col2\" >-0.000000</td>\n",
       "      <td id=\"T_783c4_row14_col3\" class=\"data row14 col3\" >-0.000000</td>\n",
       "      <td id=\"T_783c4_row14_col4\" class=\"data row14 col4\" >-0.000000</td>\n",
       "      <td id=\"T_783c4_row14_col5\" class=\"data row14 col5\" >-0.000000</td>\n",
       "      <td id=\"T_783c4_row14_col6\" class=\"data row14 col6\" >-0.000000</td>\n",
       "      <td id=\"T_783c4_row14_col7\" class=\"data row14 col7\" >0.000000</td>\n",
       "      <td id=\"T_783c4_row14_col8\" class=\"data row14 col8\" >-0.000000</td>\n",
       "      <td id=\"T_783c4_row14_col9\" class=\"data row14 col9\" >-0.000000</td>\n",
       "      <td id=\"T_783c4_row14_col10\" class=\"data row14 col10\" >0.000000</td>\n",
       "      <td id=\"T_783c4_row14_col11\" class=\"data row14 col11\" >-0.000000</td>\n",
       "      <td id=\"T_783c4_row14_col12\" class=\"data row14 col12\" >-0.000000</td>\n",
       "      <td id=\"T_783c4_row14_col13\" class=\"data row14 col13\" >-0.000000</td>\n",
       "      <td id=\"T_783c4_row14_col14\" class=\"data row14 col14\" >1.000000</td>\n",
       "      <td id=\"T_783c4_row14_col15\" class=\"data row14 col15\" >0.000000</td>\n",
       "      <td id=\"T_783c4_row14_col16\" class=\"data row14 col16\" >0.000000</td>\n",
       "      <td id=\"T_783c4_row14_col17\" class=\"data row14 col17\" >-0.000000</td>\n",
       "      <td id=\"T_783c4_row14_col18\" class=\"data row14 col18\" >-0.000000</td>\n",
       "      <td id=\"T_783c4_row14_col19\" class=\"data row14 col19\" >0.000000</td>\n",
       "      <td id=\"T_783c4_row14_col20\" class=\"data row14 col20\" >-0.000000</td>\n",
       "      <td id=\"T_783c4_row14_col21\" class=\"data row14 col21\" >-0.000000</td>\n",
       "      <td id=\"T_783c4_row14_col22\" class=\"data row14 col22\" >0.000000</td>\n",
       "      <td id=\"T_783c4_row14_col23\" class=\"data row14 col23\" >0.000000</td>\n",
       "      <td id=\"T_783c4_row14_col24\" class=\"data row14 col24\" >-0.000000</td>\n",
       "      <td id=\"T_783c4_row14_col25\" class=\"data row14 col25\" >0.000000</td>\n",
       "      <td id=\"T_783c4_row14_col26\" class=\"data row14 col26\" >-0.000000</td>\n",
       "      <td id=\"T_783c4_row14_col27\" class=\"data row14 col27\" >-0.000000</td>\n",
       "      <td id=\"T_783c4_row14_col28\" class=\"data row14 col28\" >-0.000000</td>\n",
       "      <td id=\"T_783c4_row14_col29\" class=\"data row14 col29\" >0.033751</td>\n",
       "      <td id=\"T_783c4_row14_col30\" class=\"data row14 col30\" >-0.302544</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_783c4_level0_row15\" class=\"row_heading level0 row15\" >V15</th>\n",
       "      <td id=\"T_783c4_row15_col0\" class=\"data row15 col0\" >-0.183453</td>\n",
       "      <td id=\"T_783c4_row15_col1\" class=\"data row15 col1\" >-0.000000</td>\n",
       "      <td id=\"T_783c4_row15_col2\" class=\"data row15 col2\" >0.000000</td>\n",
       "      <td id=\"T_783c4_row15_col3\" class=\"data row15 col3\" >0.000000</td>\n",
       "      <td id=\"T_783c4_row15_col4\" class=\"data row15 col4\" >0.000000</td>\n",
       "      <td id=\"T_783c4_row15_col5\" class=\"data row15 col5\" >-0.000000</td>\n",
       "      <td id=\"T_783c4_row15_col6\" class=\"data row15 col6\" >-0.000000</td>\n",
       "      <td id=\"T_783c4_row15_col7\" class=\"data row15 col7\" >0.000000</td>\n",
       "      <td id=\"T_783c4_row15_col8\" class=\"data row15 col8\" >0.000000</td>\n",
       "      <td id=\"T_783c4_row15_col9\" class=\"data row15 col9\" >0.000000</td>\n",
       "      <td id=\"T_783c4_row15_col10\" class=\"data row15 col10\" >0.000000</td>\n",
       "      <td id=\"T_783c4_row15_col11\" class=\"data row15 col11\" >-0.000000</td>\n",
       "      <td id=\"T_783c4_row15_col12\" class=\"data row15 col12\" >0.000000</td>\n",
       "      <td id=\"T_783c4_row15_col13\" class=\"data row15 col13\" >0.000000</td>\n",
       "      <td id=\"T_783c4_row15_col14\" class=\"data row15 col14\" >0.000000</td>\n",
       "      <td id=\"T_783c4_row15_col15\" class=\"data row15 col15\" >1.000000</td>\n",
       "      <td id=\"T_783c4_row15_col16\" class=\"data row15 col16\" >0.000000</td>\n",
       "      <td id=\"T_783c4_row15_col17\" class=\"data row15 col17\" >-0.000000</td>\n",
       "      <td id=\"T_783c4_row15_col18\" class=\"data row15 col18\" >0.000000</td>\n",
       "      <td id=\"T_783c4_row15_col19\" class=\"data row15 col19\" >-0.000000</td>\n",
       "      <td id=\"T_783c4_row15_col20\" class=\"data row15 col20\" >0.000000</td>\n",
       "      <td id=\"T_783c4_row15_col21\" class=\"data row15 col21\" >0.000000</td>\n",
       "      <td id=\"T_783c4_row15_col22\" class=\"data row15 col22\" >-0.000000</td>\n",
       "      <td id=\"T_783c4_row15_col23\" class=\"data row15 col23\" >-0.000000</td>\n",
       "      <td id=\"T_783c4_row15_col24\" class=\"data row15 col24\" >-0.000000</td>\n",
       "      <td id=\"T_783c4_row15_col25\" class=\"data row15 col25\" >-0.000000</td>\n",
       "      <td id=\"T_783c4_row15_col26\" class=\"data row15 col26\" >0.000000</td>\n",
       "      <td id=\"T_783c4_row15_col27\" class=\"data row15 col27\" >-0.000000</td>\n",
       "      <td id=\"T_783c4_row15_col28\" class=\"data row15 col28\" >-0.000000</td>\n",
       "      <td id=\"T_783c4_row15_col29\" class=\"data row15 col29\" >-0.002986</td>\n",
       "      <td id=\"T_783c4_row15_col30\" class=\"data row15 col30\" >-0.004223</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_783c4_level0_row16\" class=\"row_heading level0 row16\" >V16</th>\n",
       "      <td id=\"T_783c4_row16_col0\" class=\"data row16 col0\" >0.011903</td>\n",
       "      <td id=\"T_783c4_row16_col1\" class=\"data row16 col1\" >-0.000000</td>\n",
       "      <td id=\"T_783c4_row16_col2\" class=\"data row16 col2\" >-0.000000</td>\n",
       "      <td id=\"T_783c4_row16_col3\" class=\"data row16 col3\" >-0.000000</td>\n",
       "      <td id=\"T_783c4_row16_col4\" class=\"data row16 col4\" >0.000000</td>\n",
       "      <td id=\"T_783c4_row16_col5\" class=\"data row16 col5\" >-0.000000</td>\n",
       "      <td id=\"T_783c4_row16_col6\" class=\"data row16 col6\" >0.000000</td>\n",
       "      <td id=\"T_783c4_row16_col7\" class=\"data row16 col7\" >-0.000000</td>\n",
       "      <td id=\"T_783c4_row16_col8\" class=\"data row16 col8\" >-0.000000</td>\n",
       "      <td id=\"T_783c4_row16_col9\" class=\"data row16 col9\" >0.000000</td>\n",
       "      <td id=\"T_783c4_row16_col10\" class=\"data row16 col10\" >0.000000</td>\n",
       "      <td id=\"T_783c4_row16_col11\" class=\"data row16 col11\" >0.000000</td>\n",
       "      <td id=\"T_783c4_row16_col12\" class=\"data row16 col12\" >-0.000000</td>\n",
       "      <td id=\"T_783c4_row16_col13\" class=\"data row16 col13\" >0.000000</td>\n",
       "      <td id=\"T_783c4_row16_col14\" class=\"data row16 col14\" >0.000000</td>\n",
       "      <td id=\"T_783c4_row16_col15\" class=\"data row16 col15\" >0.000000</td>\n",
       "      <td id=\"T_783c4_row16_col16\" class=\"data row16 col16\" >1.000000</td>\n",
       "      <td id=\"T_783c4_row16_col17\" class=\"data row16 col17\" >-0.000000</td>\n",
       "      <td id=\"T_783c4_row16_col18\" class=\"data row16 col18\" >-0.000000</td>\n",
       "      <td id=\"T_783c4_row16_col19\" class=\"data row16 col19\" >0.000000</td>\n",
       "      <td id=\"T_783c4_row16_col20\" class=\"data row16 col20\" >0.000000</td>\n",
       "      <td id=\"T_783c4_row16_col21\" class=\"data row16 col21\" >-0.000000</td>\n",
       "      <td id=\"T_783c4_row16_col22\" class=\"data row16 col22\" >0.000000</td>\n",
       "      <td id=\"T_783c4_row16_col23\" class=\"data row16 col23\" >0.000000</td>\n",
       "      <td id=\"T_783c4_row16_col24\" class=\"data row16 col24\" >-0.000000</td>\n",
       "      <td id=\"T_783c4_row16_col25\" class=\"data row16 col25\" >0.000000</td>\n",
       "      <td id=\"T_783c4_row16_col26\" class=\"data row16 col26\" >-0.000000</td>\n",
       "      <td id=\"T_783c4_row16_col27\" class=\"data row16 col27\" >0.000000</td>\n",
       "      <td id=\"T_783c4_row16_col28\" class=\"data row16 col28\" >0.000000</td>\n",
       "      <td id=\"T_783c4_row16_col29\" class=\"data row16 col29\" >-0.003910</td>\n",
       "      <td id=\"T_783c4_row16_col30\" class=\"data row16 col30\" >-0.196539</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_783c4_level0_row17\" class=\"row_heading level0 row17\" >V17</th>\n",
       "      <td id=\"T_783c4_row17_col0\" class=\"data row17 col0\" >-0.073297</td>\n",
       "      <td id=\"T_783c4_row17_col1\" class=\"data row17 col1\" >0.000000</td>\n",
       "      <td id=\"T_783c4_row17_col2\" class=\"data row17 col2\" >0.000000</td>\n",
       "      <td id=\"T_783c4_row17_col3\" class=\"data row17 col3\" >-0.000000</td>\n",
       "      <td id=\"T_783c4_row17_col4\" class=\"data row17 col4\" >0.000000</td>\n",
       "      <td id=\"T_783c4_row17_col5\" class=\"data row17 col5\" >0.000000</td>\n",
       "      <td id=\"T_783c4_row17_col6\" class=\"data row17 col6\" >0.000000</td>\n",
       "      <td id=\"T_783c4_row17_col7\" class=\"data row17 col7\" >-0.000000</td>\n",
       "      <td id=\"T_783c4_row17_col8\" class=\"data row17 col8\" >0.000000</td>\n",
       "      <td id=\"T_783c4_row17_col9\" class=\"data row17 col9\" >-0.000000</td>\n",
       "      <td id=\"T_783c4_row17_col10\" class=\"data row17 col10\" >-0.000000</td>\n",
       "      <td id=\"T_783c4_row17_col11\" class=\"data row17 col11\" >0.000000</td>\n",
       "      <td id=\"T_783c4_row17_col12\" class=\"data row17 col12\" >-0.000000</td>\n",
       "      <td id=\"T_783c4_row17_col13\" class=\"data row17 col13\" >0.000000</td>\n",
       "      <td id=\"T_783c4_row17_col14\" class=\"data row17 col14\" >-0.000000</td>\n",
       "      <td id=\"T_783c4_row17_col15\" class=\"data row17 col15\" >-0.000000</td>\n",
       "      <td id=\"T_783c4_row17_col16\" class=\"data row17 col16\" >-0.000000</td>\n",
       "      <td id=\"T_783c4_row17_col17\" class=\"data row17 col17\" >1.000000</td>\n",
       "      <td id=\"T_783c4_row17_col18\" class=\"data row17 col18\" >-0.000000</td>\n",
       "      <td id=\"T_783c4_row17_col19\" class=\"data row17 col19\" >0.000000</td>\n",
       "      <td id=\"T_783c4_row17_col20\" class=\"data row17 col20\" >-0.000000</td>\n",
       "      <td id=\"T_783c4_row17_col21\" class=\"data row17 col21\" >0.000000</td>\n",
       "      <td id=\"T_783c4_row17_col22\" class=\"data row17 col22\" >0.000000</td>\n",
       "      <td id=\"T_783c4_row17_col23\" class=\"data row17 col23\" >-0.000000</td>\n",
       "      <td id=\"T_783c4_row17_col24\" class=\"data row17 col24\" >-0.000000</td>\n",
       "      <td id=\"T_783c4_row17_col25\" class=\"data row17 col25\" >0.000000</td>\n",
       "      <td id=\"T_783c4_row17_col26\" class=\"data row17 col26\" >0.000000</td>\n",
       "      <td id=\"T_783c4_row17_col27\" class=\"data row17 col27\" >-0.000000</td>\n",
       "      <td id=\"T_783c4_row17_col28\" class=\"data row17 col28\" >0.000000</td>\n",
       "      <td id=\"T_783c4_row17_col29\" class=\"data row17 col29\" >0.007309</td>\n",
       "      <td id=\"T_783c4_row17_col30\" class=\"data row17 col30\" >-0.326481</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_783c4_level0_row18\" class=\"row_heading level0 row18\" >V18</th>\n",
       "      <td id=\"T_783c4_row18_col0\" class=\"data row18 col0\" >0.090438</td>\n",
       "      <td id=\"T_783c4_row18_col1\" class=\"data row18 col1\" >-0.000000</td>\n",
       "      <td id=\"T_783c4_row18_col2\" class=\"data row18 col2\" >-0.000000</td>\n",
       "      <td id=\"T_783c4_row18_col3\" class=\"data row18 col3\" >-0.000000</td>\n",
       "      <td id=\"T_783c4_row18_col4\" class=\"data row18 col4\" >-0.000000</td>\n",
       "      <td id=\"T_783c4_row18_col5\" class=\"data row18 col5\" >0.000000</td>\n",
       "      <td id=\"T_783c4_row18_col6\" class=\"data row18 col6\" >0.000000</td>\n",
       "      <td id=\"T_783c4_row18_col7\" class=\"data row18 col7\" >-0.000000</td>\n",
       "      <td id=\"T_783c4_row18_col8\" class=\"data row18 col8\" >0.000000</td>\n",
       "      <td id=\"T_783c4_row18_col9\" class=\"data row18 col9\" >0.000000</td>\n",
       "      <td id=\"T_783c4_row18_col10\" class=\"data row18 col10\" >-0.000000</td>\n",
       "      <td id=\"T_783c4_row18_col11\" class=\"data row18 col11\" >-0.000000</td>\n",
       "      <td id=\"T_783c4_row18_col12\" class=\"data row18 col12\" >-0.000000</td>\n",
       "      <td id=\"T_783c4_row18_col13\" class=\"data row18 col13\" >-0.000000</td>\n",
       "      <td id=\"T_783c4_row18_col14\" class=\"data row18 col14\" >-0.000000</td>\n",
       "      <td id=\"T_783c4_row18_col15\" class=\"data row18 col15\" >0.000000</td>\n",
       "      <td id=\"T_783c4_row18_col16\" class=\"data row18 col16\" >-0.000000</td>\n",
       "      <td id=\"T_783c4_row18_col17\" class=\"data row18 col17\" >-0.000000</td>\n",
       "      <td id=\"T_783c4_row18_col18\" class=\"data row18 col18\" >1.000000</td>\n",
       "      <td id=\"T_783c4_row18_col19\" class=\"data row18 col19\" >0.000000</td>\n",
       "      <td id=\"T_783c4_row18_col20\" class=\"data row18 col20\" >0.000000</td>\n",
       "      <td id=\"T_783c4_row18_col21\" class=\"data row18 col21\" >-0.000000</td>\n",
       "      <td id=\"T_783c4_row18_col22\" class=\"data row18 col22\" >0.000000</td>\n",
       "      <td id=\"T_783c4_row18_col23\" class=\"data row18 col23\" >-0.000000</td>\n",
       "      <td id=\"T_783c4_row18_col24\" class=\"data row18 col24\" >0.000000</td>\n",
       "      <td id=\"T_783c4_row18_col25\" class=\"data row18 col25\" >0.000000</td>\n",
       "      <td id=\"T_783c4_row18_col26\" class=\"data row18 col26\" >-0.000000</td>\n",
       "      <td id=\"T_783c4_row18_col27\" class=\"data row18 col27\" >-0.000000</td>\n",
       "      <td id=\"T_783c4_row18_col28\" class=\"data row18 col28\" >0.000000</td>\n",
       "      <td id=\"T_783c4_row18_col29\" class=\"data row18 col29\" >0.035650</td>\n",
       "      <td id=\"T_783c4_row18_col30\" class=\"data row18 col30\" >-0.111485</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_783c4_level0_row19\" class=\"row_heading level0 row19\" >V19</th>\n",
       "      <td id=\"T_783c4_row19_col0\" class=\"data row19 col0\" >0.028975</td>\n",
       "      <td id=\"T_783c4_row19_col1\" class=\"data row19 col1\" >-0.000000</td>\n",
       "      <td id=\"T_783c4_row19_col2\" class=\"data row19 col2\" >-0.000000</td>\n",
       "      <td id=\"T_783c4_row19_col3\" class=\"data row19 col3\" >-0.000000</td>\n",
       "      <td id=\"T_783c4_row19_col4\" class=\"data row19 col4\" >-0.000000</td>\n",
       "      <td id=\"T_783c4_row19_col5\" class=\"data row19 col5\" >0.000000</td>\n",
       "      <td id=\"T_783c4_row19_col6\" class=\"data row19 col6\" >0.000000</td>\n",
       "      <td id=\"T_783c4_row19_col7\" class=\"data row19 col7\" >-0.000000</td>\n",
       "      <td id=\"T_783c4_row19_col8\" class=\"data row19 col8\" >0.000000</td>\n",
       "      <td id=\"T_783c4_row19_col9\" class=\"data row19 col9\" >-0.000000</td>\n",
       "      <td id=\"T_783c4_row19_col10\" class=\"data row19 col10\" >-0.000000</td>\n",
       "      <td id=\"T_783c4_row19_col11\" class=\"data row19 col11\" >-0.000000</td>\n",
       "      <td id=\"T_783c4_row19_col12\" class=\"data row19 col12\" >-0.000000</td>\n",
       "      <td id=\"T_783c4_row19_col13\" class=\"data row19 col13\" >0.000000</td>\n",
       "      <td id=\"T_783c4_row19_col14\" class=\"data row19 col14\" >0.000000</td>\n",
       "      <td id=\"T_783c4_row19_col15\" class=\"data row19 col15\" >-0.000000</td>\n",
       "      <td id=\"T_783c4_row19_col16\" class=\"data row19 col16\" >0.000000</td>\n",
       "      <td id=\"T_783c4_row19_col17\" class=\"data row19 col17\" >0.000000</td>\n",
       "      <td id=\"T_783c4_row19_col18\" class=\"data row19 col18\" >0.000000</td>\n",
       "      <td id=\"T_783c4_row19_col19\" class=\"data row19 col19\" >1.000000</td>\n",
       "      <td id=\"T_783c4_row19_col20\" class=\"data row19 col20\" >0.000000</td>\n",
       "      <td id=\"T_783c4_row19_col21\" class=\"data row19 col21\" >-0.000000</td>\n",
       "      <td id=\"T_783c4_row19_col22\" class=\"data row19 col22\" >0.000000</td>\n",
       "      <td id=\"T_783c4_row19_col23\" class=\"data row19 col23\" >-0.000000</td>\n",
       "      <td id=\"T_783c4_row19_col24\" class=\"data row19 col24\" >0.000000</td>\n",
       "      <td id=\"T_783c4_row19_col25\" class=\"data row19 col25\" >0.000000</td>\n",
       "      <td id=\"T_783c4_row19_col26\" class=\"data row19 col26\" >0.000000</td>\n",
       "      <td id=\"T_783c4_row19_col27\" class=\"data row19 col27\" >-0.000000</td>\n",
       "      <td id=\"T_783c4_row19_col28\" class=\"data row19 col28\" >0.000000</td>\n",
       "      <td id=\"T_783c4_row19_col29\" class=\"data row19 col29\" >-0.056151</td>\n",
       "      <td id=\"T_783c4_row19_col30\" class=\"data row19 col30\" >0.034783</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_783c4_level0_row20\" class=\"row_heading level0 row20\" >V20</th>\n",
       "      <td id=\"T_783c4_row20_col0\" class=\"data row20 col0\" >-0.050866</td>\n",
       "      <td id=\"T_783c4_row20_col1\" class=\"data row20 col1\" >0.000000</td>\n",
       "      <td id=\"T_783c4_row20_col2\" class=\"data row20 col2\" >0.000000</td>\n",
       "      <td id=\"T_783c4_row20_col3\" class=\"data row20 col3\" >0.000000</td>\n",
       "      <td id=\"T_783c4_row20_col4\" class=\"data row20 col4\" >-0.000000</td>\n",
       "      <td id=\"T_783c4_row20_col5\" class=\"data row20 col5\" >-0.000000</td>\n",
       "      <td id=\"T_783c4_row20_col6\" class=\"data row20 col6\" >-0.000000</td>\n",
       "      <td id=\"T_783c4_row20_col7\" class=\"data row20 col7\" >0.000000</td>\n",
       "      <td id=\"T_783c4_row20_col8\" class=\"data row20 col8\" >-0.000000</td>\n",
       "      <td id=\"T_783c4_row20_col9\" class=\"data row20 col9\" >0.000000</td>\n",
       "      <td id=\"T_783c4_row20_col10\" class=\"data row20 col10\" >0.000000</td>\n",
       "      <td id=\"T_783c4_row20_col11\" class=\"data row20 col11\" >0.000000</td>\n",
       "      <td id=\"T_783c4_row20_col12\" class=\"data row20 col12\" >0.000000</td>\n",
       "      <td id=\"T_783c4_row20_col13\" class=\"data row20 col13\" >0.000000</td>\n",
       "      <td id=\"T_783c4_row20_col14\" class=\"data row20 col14\" >-0.000000</td>\n",
       "      <td id=\"T_783c4_row20_col15\" class=\"data row20 col15\" >0.000000</td>\n",
       "      <td id=\"T_783c4_row20_col16\" class=\"data row20 col16\" >0.000000</td>\n",
       "      <td id=\"T_783c4_row20_col17\" class=\"data row20 col17\" >-0.000000</td>\n",
       "      <td id=\"T_783c4_row20_col18\" class=\"data row20 col18\" >0.000000</td>\n",
       "      <td id=\"T_783c4_row20_col19\" class=\"data row20 col19\" >0.000000</td>\n",
       "      <td id=\"T_783c4_row20_col20\" class=\"data row20 col20\" >1.000000</td>\n",
       "      <td id=\"T_783c4_row20_col21\" class=\"data row20 col21\" >-0.000000</td>\n",
       "      <td id=\"T_783c4_row20_col22\" class=\"data row20 col22\" >0.000000</td>\n",
       "      <td id=\"T_783c4_row20_col23\" class=\"data row20 col23\" >-0.000000</td>\n",
       "      <td id=\"T_783c4_row20_col24\" class=\"data row20 col24\" >0.000000</td>\n",
       "      <td id=\"T_783c4_row20_col25\" class=\"data row20 col25\" >-0.000000</td>\n",
       "      <td id=\"T_783c4_row20_col26\" class=\"data row20 col26\" >0.000000</td>\n",
       "      <td id=\"T_783c4_row20_col27\" class=\"data row20 col27\" >-0.000000</td>\n",
       "      <td id=\"T_783c4_row20_col28\" class=\"data row20 col28\" >0.000000</td>\n",
       "      <td id=\"T_783c4_row20_col29\" class=\"data row20 col29\" >0.339403</td>\n",
       "      <td id=\"T_783c4_row20_col30\" class=\"data row20 col30\" >0.020090</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_783c4_level0_row21\" class=\"row_heading level0 row21\" >V21</th>\n",
       "      <td id=\"T_783c4_row21_col0\" class=\"data row21 col0\" >0.044736</td>\n",
       "      <td id=\"T_783c4_row21_col1\" class=\"data row21 col1\" >-0.000000</td>\n",
       "      <td id=\"T_783c4_row21_col2\" class=\"data row21 col2\" >0.000000</td>\n",
       "      <td id=\"T_783c4_row21_col3\" class=\"data row21 col3\" >0.000000</td>\n",
       "      <td id=\"T_783c4_row21_col4\" class=\"data row21 col4\" >-0.000000</td>\n",
       "      <td id=\"T_783c4_row21_col5\" class=\"data row21 col5\" >-0.000000</td>\n",
       "      <td id=\"T_783c4_row21_col6\" class=\"data row21 col6\" >0.000000</td>\n",
       "      <td id=\"T_783c4_row21_col7\" class=\"data row21 col7\" >0.000000</td>\n",
       "      <td id=\"T_783c4_row21_col8\" class=\"data row21 col8\" >-0.000000</td>\n",
       "      <td id=\"T_783c4_row21_col9\" class=\"data row21 col9\" >0.000000</td>\n",
       "      <td id=\"T_783c4_row21_col10\" class=\"data row21 col10\" >-0.000000</td>\n",
       "      <td id=\"T_783c4_row21_col11\" class=\"data row21 col11\" >0.000000</td>\n",
       "      <td id=\"T_783c4_row21_col12\" class=\"data row21 col12\" >0.000000</td>\n",
       "      <td id=\"T_783c4_row21_col13\" class=\"data row21 col13\" >-0.000000</td>\n",
       "      <td id=\"T_783c4_row21_col14\" class=\"data row21 col14\" >-0.000000</td>\n",
       "      <td id=\"T_783c4_row21_col15\" class=\"data row21 col15\" >0.000000</td>\n",
       "      <td id=\"T_783c4_row21_col16\" class=\"data row21 col16\" >-0.000000</td>\n",
       "      <td id=\"T_783c4_row21_col17\" class=\"data row21 col17\" >0.000000</td>\n",
       "      <td id=\"T_783c4_row21_col18\" class=\"data row21 col18\" >-0.000000</td>\n",
       "      <td id=\"T_783c4_row21_col19\" class=\"data row21 col19\" >-0.000000</td>\n",
       "      <td id=\"T_783c4_row21_col20\" class=\"data row21 col20\" >-0.000000</td>\n",
       "      <td id=\"T_783c4_row21_col21\" class=\"data row21 col21\" >1.000000</td>\n",
       "      <td id=\"T_783c4_row21_col22\" class=\"data row21 col22\" >-0.000000</td>\n",
       "      <td id=\"T_783c4_row21_col23\" class=\"data row21 col23\" >0.000000</td>\n",
       "      <td id=\"T_783c4_row21_col24\" class=\"data row21 col24\" >0.000000</td>\n",
       "      <td id=\"T_783c4_row21_col25\" class=\"data row21 col25\" >-0.000000</td>\n",
       "      <td id=\"T_783c4_row21_col26\" class=\"data row21 col26\" >0.000000</td>\n",
       "      <td id=\"T_783c4_row21_col27\" class=\"data row21 col27\" >-0.000000</td>\n",
       "      <td id=\"T_783c4_row21_col28\" class=\"data row21 col28\" >0.000000</td>\n",
       "      <td id=\"T_783c4_row21_col29\" class=\"data row21 col29\" >0.105999</td>\n",
       "      <td id=\"T_783c4_row21_col30\" class=\"data row21 col30\" >0.040413</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_783c4_level0_row22\" class=\"row_heading level0 row22\" >V22</th>\n",
       "      <td id=\"T_783c4_row22_col0\" class=\"data row22 col0\" >0.144059</td>\n",
       "      <td id=\"T_783c4_row22_col1\" class=\"data row22 col1\" >0.000000</td>\n",
       "      <td id=\"T_783c4_row22_col2\" class=\"data row22 col2\" >-0.000000</td>\n",
       "      <td id=\"T_783c4_row22_col3\" class=\"data row22 col3\" >-0.000000</td>\n",
       "      <td id=\"T_783c4_row22_col4\" class=\"data row22 col4\" >0.000000</td>\n",
       "      <td id=\"T_783c4_row22_col5\" class=\"data row22 col5\" >0.000000</td>\n",
       "      <td id=\"T_783c4_row22_col6\" class=\"data row22 col6\" >-0.000000</td>\n",
       "      <td id=\"T_783c4_row22_col7\" class=\"data row22 col7\" >-0.000000</td>\n",
       "      <td id=\"T_783c4_row22_col8\" class=\"data row22 col8\" >-0.000000</td>\n",
       "      <td id=\"T_783c4_row22_col9\" class=\"data row22 col9\" >-0.000000</td>\n",
       "      <td id=\"T_783c4_row22_col10\" class=\"data row22 col10\" >-0.000000</td>\n",
       "      <td id=\"T_783c4_row22_col11\" class=\"data row22 col11\" >-0.000000</td>\n",
       "      <td id=\"T_783c4_row22_col12\" class=\"data row22 col12\" >-0.000000</td>\n",
       "      <td id=\"T_783c4_row22_col13\" class=\"data row22 col13\" >-0.000000</td>\n",
       "      <td id=\"T_783c4_row22_col14\" class=\"data row22 col14\" >0.000000</td>\n",
       "      <td id=\"T_783c4_row22_col15\" class=\"data row22 col15\" >-0.000000</td>\n",
       "      <td id=\"T_783c4_row22_col16\" class=\"data row22 col16\" >0.000000</td>\n",
       "      <td id=\"T_783c4_row22_col17\" class=\"data row22 col17\" >0.000000</td>\n",
       "      <td id=\"T_783c4_row22_col18\" class=\"data row22 col18\" >0.000000</td>\n",
       "      <td id=\"T_783c4_row22_col19\" class=\"data row22 col19\" >0.000000</td>\n",
       "      <td id=\"T_783c4_row22_col20\" class=\"data row22 col20\" >0.000000</td>\n",
       "      <td id=\"T_783c4_row22_col21\" class=\"data row22 col21\" >-0.000000</td>\n",
       "      <td id=\"T_783c4_row22_col22\" class=\"data row22 col22\" >1.000000</td>\n",
       "      <td id=\"T_783c4_row22_col23\" class=\"data row22 col23\" >-0.000000</td>\n",
       "      <td id=\"T_783c4_row22_col24\" class=\"data row22 col24\" >-0.000000</td>\n",
       "      <td id=\"T_783c4_row22_col25\" class=\"data row22 col25\" >0.000000</td>\n",
       "      <td id=\"T_783c4_row22_col26\" class=\"data row22 col26\" >-0.000000</td>\n",
       "      <td id=\"T_783c4_row22_col27\" class=\"data row22 col27\" >-0.000000</td>\n",
       "      <td id=\"T_783c4_row22_col28\" class=\"data row22 col28\" >0.000000</td>\n",
       "      <td id=\"T_783c4_row22_col29\" class=\"data row22 col29\" >-0.064801</td>\n",
       "      <td id=\"T_783c4_row22_col30\" class=\"data row22 col30\" >0.000805</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_783c4_level0_row23\" class=\"row_heading level0 row23\" >V23</th>\n",
       "      <td id=\"T_783c4_row23_col0\" class=\"data row23 col0\" >0.051142</td>\n",
       "      <td id=\"T_783c4_row23_col1\" class=\"data row23 col1\" >-0.000000</td>\n",
       "      <td id=\"T_783c4_row23_col2\" class=\"data row23 col2\" >-0.000000</td>\n",
       "      <td id=\"T_783c4_row23_col3\" class=\"data row23 col3\" >0.000000</td>\n",
       "      <td id=\"T_783c4_row23_col4\" class=\"data row23 col4\" >-0.000000</td>\n",
       "      <td id=\"T_783c4_row23_col5\" class=\"data row23 col5\" >0.000000</td>\n",
       "      <td id=\"T_783c4_row23_col6\" class=\"data row23 col6\" >-0.000000</td>\n",
       "      <td id=\"T_783c4_row23_col7\" class=\"data row23 col7\" >-0.000000</td>\n",
       "      <td id=\"T_783c4_row23_col8\" class=\"data row23 col8\" >0.000000</td>\n",
       "      <td id=\"T_783c4_row23_col9\" class=\"data row23 col9\" >-0.000000</td>\n",
       "      <td id=\"T_783c4_row23_col10\" class=\"data row23 col10\" >0.000000</td>\n",
       "      <td id=\"T_783c4_row23_col11\" class=\"data row23 col11\" >0.000000</td>\n",
       "      <td id=\"T_783c4_row23_col12\" class=\"data row23 col12\" >-0.000000</td>\n",
       "      <td id=\"T_783c4_row23_col13\" class=\"data row23 col13\" >0.000000</td>\n",
       "      <td id=\"T_783c4_row23_col14\" class=\"data row23 col14\" >0.000000</td>\n",
       "      <td id=\"T_783c4_row23_col15\" class=\"data row23 col15\" >-0.000000</td>\n",
       "      <td id=\"T_783c4_row23_col16\" class=\"data row23 col16\" >0.000000</td>\n",
       "      <td id=\"T_783c4_row23_col17\" class=\"data row23 col17\" >-0.000000</td>\n",
       "      <td id=\"T_783c4_row23_col18\" class=\"data row23 col18\" >-0.000000</td>\n",
       "      <td id=\"T_783c4_row23_col19\" class=\"data row23 col19\" >-0.000000</td>\n",
       "      <td id=\"T_783c4_row23_col20\" class=\"data row23 col20\" >-0.000000</td>\n",
       "      <td id=\"T_783c4_row23_col21\" class=\"data row23 col21\" >0.000000</td>\n",
       "      <td id=\"T_783c4_row23_col22\" class=\"data row23 col22\" >-0.000000</td>\n",
       "      <td id=\"T_783c4_row23_col23\" class=\"data row23 col23\" >1.000000</td>\n",
       "      <td id=\"T_783c4_row23_col24\" class=\"data row23 col24\" >0.000000</td>\n",
       "      <td id=\"T_783c4_row23_col25\" class=\"data row23 col25\" >-0.000000</td>\n",
       "      <td id=\"T_783c4_row23_col26\" class=\"data row23 col26\" >-0.000000</td>\n",
       "      <td id=\"T_783c4_row23_col27\" class=\"data row23 col27\" >0.000000</td>\n",
       "      <td id=\"T_783c4_row23_col28\" class=\"data row23 col28\" >0.000000</td>\n",
       "      <td id=\"T_783c4_row23_col29\" class=\"data row23 col29\" >-0.112633</td>\n",
       "      <td id=\"T_783c4_row23_col30\" class=\"data row23 col30\" >-0.002685</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_783c4_level0_row24\" class=\"row_heading level0 row24\" >V24</th>\n",
       "      <td id=\"T_783c4_row24_col0\" class=\"data row24 col0\" >-0.016182</td>\n",
       "      <td id=\"T_783c4_row24_col1\" class=\"data row24 col1\" >-0.000000</td>\n",
       "      <td id=\"T_783c4_row24_col2\" class=\"data row24 col2\" >0.000000</td>\n",
       "      <td id=\"T_783c4_row24_col3\" class=\"data row24 col3\" >0.000000</td>\n",
       "      <td id=\"T_783c4_row24_col4\" class=\"data row24 col4\" >-0.000000</td>\n",
       "      <td id=\"T_783c4_row24_col5\" class=\"data row24 col5\" >-0.000000</td>\n",
       "      <td id=\"T_783c4_row24_col6\" class=\"data row24 col6\" >0.000000</td>\n",
       "      <td id=\"T_783c4_row24_col7\" class=\"data row24 col7\" >-0.000000</td>\n",
       "      <td id=\"T_783c4_row24_col8\" class=\"data row24 col8\" >-0.000000</td>\n",
       "      <td id=\"T_783c4_row24_col9\" class=\"data row24 col9\" >0.000000</td>\n",
       "      <td id=\"T_783c4_row24_col10\" class=\"data row24 col10\" >0.000000</td>\n",
       "      <td id=\"T_783c4_row24_col11\" class=\"data row24 col11\" >-0.000000</td>\n",
       "      <td id=\"T_783c4_row24_col12\" class=\"data row24 col12\" >-0.000000</td>\n",
       "      <td id=\"T_783c4_row24_col13\" class=\"data row24 col13\" >0.000000</td>\n",
       "      <td id=\"T_783c4_row24_col14\" class=\"data row24 col14\" >-0.000000</td>\n",
       "      <td id=\"T_783c4_row24_col15\" class=\"data row24 col15\" >-0.000000</td>\n",
       "      <td id=\"T_783c4_row24_col16\" class=\"data row24 col16\" >-0.000000</td>\n",
       "      <td id=\"T_783c4_row24_col17\" class=\"data row24 col17\" >-0.000000</td>\n",
       "      <td id=\"T_783c4_row24_col18\" class=\"data row24 col18\" >0.000000</td>\n",
       "      <td id=\"T_783c4_row24_col19\" class=\"data row24 col19\" >0.000000</td>\n",
       "      <td id=\"T_783c4_row24_col20\" class=\"data row24 col20\" >0.000000</td>\n",
       "      <td id=\"T_783c4_row24_col21\" class=\"data row24 col21\" >0.000000</td>\n",
       "      <td id=\"T_783c4_row24_col22\" class=\"data row24 col22\" >-0.000000</td>\n",
       "      <td id=\"T_783c4_row24_col23\" class=\"data row24 col23\" >0.000000</td>\n",
       "      <td id=\"T_783c4_row24_col24\" class=\"data row24 col24\" >1.000000</td>\n",
       "      <td id=\"T_783c4_row24_col25\" class=\"data row24 col25\" >-0.000000</td>\n",
       "      <td id=\"T_783c4_row24_col26\" class=\"data row24 col26\" >0.000000</td>\n",
       "      <td id=\"T_783c4_row24_col27\" class=\"data row24 col27\" >0.000000</td>\n",
       "      <td id=\"T_783c4_row24_col28\" class=\"data row24 col28\" >0.000000</td>\n",
       "      <td id=\"T_783c4_row24_col29\" class=\"data row24 col29\" >0.005146</td>\n",
       "      <td id=\"T_783c4_row24_col30\" class=\"data row24 col30\" >-0.007221</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_783c4_level0_row25\" class=\"row_heading level0 row25\" >V25</th>\n",
       "      <td id=\"T_783c4_row25_col0\" class=\"data row25 col0\" >-0.233083</td>\n",
       "      <td id=\"T_783c4_row25_col1\" class=\"data row25 col1\" >0.000000</td>\n",
       "      <td id=\"T_783c4_row25_col2\" class=\"data row25 col2\" >-0.000000</td>\n",
       "      <td id=\"T_783c4_row25_col3\" class=\"data row25 col3\" >0.000000</td>\n",
       "      <td id=\"T_783c4_row25_col4\" class=\"data row25 col4\" >0.000000</td>\n",
       "      <td id=\"T_783c4_row25_col5\" class=\"data row25 col5\" >0.000000</td>\n",
       "      <td id=\"T_783c4_row25_col6\" class=\"data row25 col6\" >-0.000000</td>\n",
       "      <td id=\"T_783c4_row25_col7\" class=\"data row25 col7\" >-0.000000</td>\n",
       "      <td id=\"T_783c4_row25_col8\" class=\"data row25 col8\" >-0.000000</td>\n",
       "      <td id=\"T_783c4_row25_col9\" class=\"data row25 col9\" >-0.000000</td>\n",
       "      <td id=\"T_783c4_row25_col10\" class=\"data row25 col10\" >0.000000</td>\n",
       "      <td id=\"T_783c4_row25_col11\" class=\"data row25 col11\" >-0.000000</td>\n",
       "      <td id=\"T_783c4_row25_col12\" class=\"data row25 col12\" >0.000000</td>\n",
       "      <td id=\"T_783c4_row25_col13\" class=\"data row25 col13\" >-0.000000</td>\n",
       "      <td id=\"T_783c4_row25_col14\" class=\"data row25 col14\" >0.000000</td>\n",
       "      <td id=\"T_783c4_row25_col15\" class=\"data row25 col15\" >-0.000000</td>\n",
       "      <td id=\"T_783c4_row25_col16\" class=\"data row25 col16\" >0.000000</td>\n",
       "      <td id=\"T_783c4_row25_col17\" class=\"data row25 col17\" >0.000000</td>\n",
       "      <td id=\"T_783c4_row25_col18\" class=\"data row25 col18\" >0.000000</td>\n",
       "      <td id=\"T_783c4_row25_col19\" class=\"data row25 col19\" >0.000000</td>\n",
       "      <td id=\"T_783c4_row25_col20\" class=\"data row25 col20\" >-0.000000</td>\n",
       "      <td id=\"T_783c4_row25_col21\" class=\"data row25 col21\" >-0.000000</td>\n",
       "      <td id=\"T_783c4_row25_col22\" class=\"data row25 col22\" >0.000000</td>\n",
       "      <td id=\"T_783c4_row25_col23\" class=\"data row25 col23\" >-0.000000</td>\n",
       "      <td id=\"T_783c4_row25_col24\" class=\"data row25 col24\" >-0.000000</td>\n",
       "      <td id=\"T_783c4_row25_col25\" class=\"data row25 col25\" >1.000000</td>\n",
       "      <td id=\"T_783c4_row25_col26\" class=\"data row25 col26\" >0.000000</td>\n",
       "      <td id=\"T_783c4_row25_col27\" class=\"data row25 col27\" >-0.000000</td>\n",
       "      <td id=\"T_783c4_row25_col28\" class=\"data row25 col28\" >-0.000000</td>\n",
       "      <td id=\"T_783c4_row25_col29\" class=\"data row25 col29\" >-0.047837</td>\n",
       "      <td id=\"T_783c4_row25_col30\" class=\"data row25 col30\" >0.003308</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_783c4_level0_row26\" class=\"row_heading level0 row26\" >V26</th>\n",
       "      <td id=\"T_783c4_row26_col0\" class=\"data row26 col0\" >-0.041407</td>\n",
       "      <td id=\"T_783c4_row26_col1\" class=\"data row26 col1\" >0.000000</td>\n",
       "      <td id=\"T_783c4_row26_col2\" class=\"data row26 col2\" >-0.000000</td>\n",
       "      <td id=\"T_783c4_row26_col3\" class=\"data row26 col3\" >-0.000000</td>\n",
       "      <td id=\"T_783c4_row26_col4\" class=\"data row26 col4\" >-0.000000</td>\n",
       "      <td id=\"T_783c4_row26_col5\" class=\"data row26 col5\" >-0.000000</td>\n",
       "      <td id=\"T_783c4_row26_col6\" class=\"data row26 col6\" >0.000000</td>\n",
       "      <td id=\"T_783c4_row26_col7\" class=\"data row26 col7\" >-0.000000</td>\n",
       "      <td id=\"T_783c4_row26_col8\" class=\"data row26 col8\" >0.000000</td>\n",
       "      <td id=\"T_783c4_row26_col9\" class=\"data row26 col9\" >-0.000000</td>\n",
       "      <td id=\"T_783c4_row26_col10\" class=\"data row26 col10\" >-0.000000</td>\n",
       "      <td id=\"T_783c4_row26_col11\" class=\"data row26 col11\" >0.000000</td>\n",
       "      <td id=\"T_783c4_row26_col12\" class=\"data row26 col12\" >0.000000</td>\n",
       "      <td id=\"T_783c4_row26_col13\" class=\"data row26 col13\" >-0.000000</td>\n",
       "      <td id=\"T_783c4_row26_col14\" class=\"data row26 col14\" >-0.000000</td>\n",
       "      <td id=\"T_783c4_row26_col15\" class=\"data row26 col15\" >0.000000</td>\n",
       "      <td id=\"T_783c4_row26_col16\" class=\"data row26 col16\" >-0.000000</td>\n",
       "      <td id=\"T_783c4_row26_col17\" class=\"data row26 col17\" >0.000000</td>\n",
       "      <td id=\"T_783c4_row26_col18\" class=\"data row26 col18\" >-0.000000</td>\n",
       "      <td id=\"T_783c4_row26_col19\" class=\"data row26 col19\" >0.000000</td>\n",
       "      <td id=\"T_783c4_row26_col20\" class=\"data row26 col20\" >0.000000</td>\n",
       "      <td id=\"T_783c4_row26_col21\" class=\"data row26 col21\" >0.000000</td>\n",
       "      <td id=\"T_783c4_row26_col22\" class=\"data row26 col22\" >-0.000000</td>\n",
       "      <td id=\"T_783c4_row26_col23\" class=\"data row26 col23\" >-0.000000</td>\n",
       "      <td id=\"T_783c4_row26_col24\" class=\"data row26 col24\" >0.000000</td>\n",
       "      <td id=\"T_783c4_row26_col25\" class=\"data row26 col25\" >0.000000</td>\n",
       "      <td id=\"T_783c4_row26_col26\" class=\"data row26 col26\" >1.000000</td>\n",
       "      <td id=\"T_783c4_row26_col27\" class=\"data row26 col27\" >0.000000</td>\n",
       "      <td id=\"T_783c4_row26_col28\" class=\"data row26 col28\" >-0.000000</td>\n",
       "      <td id=\"T_783c4_row26_col29\" class=\"data row26 col29\" >-0.003208</td>\n",
       "      <td id=\"T_783c4_row26_col30\" class=\"data row26 col30\" >0.004455</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_783c4_level0_row27\" class=\"row_heading level0 row27\" >V27</th>\n",
       "      <td id=\"T_783c4_row27_col0\" class=\"data row27 col0\" >-0.005135</td>\n",
       "      <td id=\"T_783c4_row27_col1\" class=\"data row27 col1\" >0.000000</td>\n",
       "      <td id=\"T_783c4_row27_col2\" class=\"data row27 col2\" >-0.000000</td>\n",
       "      <td id=\"T_783c4_row27_col3\" class=\"data row27 col3\" >-0.000000</td>\n",
       "      <td id=\"T_783c4_row27_col4\" class=\"data row27 col4\" >-0.000000</td>\n",
       "      <td id=\"T_783c4_row27_col5\" class=\"data row27 col5\" >-0.000000</td>\n",
       "      <td id=\"T_783c4_row27_col6\" class=\"data row27 col6\" >0.000000</td>\n",
       "      <td id=\"T_783c4_row27_col7\" class=\"data row27 col7\" >-0.000000</td>\n",
       "      <td id=\"T_783c4_row27_col8\" class=\"data row27 col8\" >-0.000000</td>\n",
       "      <td id=\"T_783c4_row27_col9\" class=\"data row27 col9\" >0.000000</td>\n",
       "      <td id=\"T_783c4_row27_col10\" class=\"data row27 col10\" >0.000000</td>\n",
       "      <td id=\"T_783c4_row27_col11\" class=\"data row27 col11\" >-0.000000</td>\n",
       "      <td id=\"T_783c4_row27_col12\" class=\"data row27 col12\" >0.000000</td>\n",
       "      <td id=\"T_783c4_row27_col13\" class=\"data row27 col13\" >0.000000</td>\n",
       "      <td id=\"T_783c4_row27_col14\" class=\"data row27 col14\" >-0.000000</td>\n",
       "      <td id=\"T_783c4_row27_col15\" class=\"data row27 col15\" >-0.000000</td>\n",
       "      <td id=\"T_783c4_row27_col16\" class=\"data row27 col16\" >0.000000</td>\n",
       "      <td id=\"T_783c4_row27_col17\" class=\"data row27 col17\" >-0.000000</td>\n",
       "      <td id=\"T_783c4_row27_col18\" class=\"data row27 col18\" >-0.000000</td>\n",
       "      <td id=\"T_783c4_row27_col19\" class=\"data row27 col19\" >-0.000000</td>\n",
       "      <td id=\"T_783c4_row27_col20\" class=\"data row27 col20\" >-0.000000</td>\n",
       "      <td id=\"T_783c4_row27_col21\" class=\"data row27 col21\" >-0.000000</td>\n",
       "      <td id=\"T_783c4_row27_col22\" class=\"data row27 col22\" >-0.000000</td>\n",
       "      <td id=\"T_783c4_row27_col23\" class=\"data row27 col23\" >0.000000</td>\n",
       "      <td id=\"T_783c4_row27_col24\" class=\"data row27 col24\" >0.000000</td>\n",
       "      <td id=\"T_783c4_row27_col25\" class=\"data row27 col25\" >-0.000000</td>\n",
       "      <td id=\"T_783c4_row27_col26\" class=\"data row27 col26\" >0.000000</td>\n",
       "      <td id=\"T_783c4_row27_col27\" class=\"data row27 col27\" >1.000000</td>\n",
       "      <td id=\"T_783c4_row27_col28\" class=\"data row27 col28\" >-0.000000</td>\n",
       "      <td id=\"T_783c4_row27_col29\" class=\"data row27 col29\" >0.028825</td>\n",
       "      <td id=\"T_783c4_row27_col30\" class=\"data row27 col30\" >0.017580</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_783c4_level0_row28\" class=\"row_heading level0 row28\" >V28</th>\n",
       "      <td id=\"T_783c4_row28_col0\" class=\"data row28 col0\" >-0.009413</td>\n",
       "      <td id=\"T_783c4_row28_col1\" class=\"data row28 col1\" >-0.000000</td>\n",
       "      <td id=\"T_783c4_row28_col2\" class=\"data row28 col2\" >0.000000</td>\n",
       "      <td id=\"T_783c4_row28_col3\" class=\"data row28 col3\" >0.000000</td>\n",
       "      <td id=\"T_783c4_row28_col4\" class=\"data row28 col4\" >-0.000000</td>\n",
       "      <td id=\"T_783c4_row28_col5\" class=\"data row28 col5\" >0.000000</td>\n",
       "      <td id=\"T_783c4_row28_col6\" class=\"data row28 col6\" >-0.000000</td>\n",
       "      <td id=\"T_783c4_row28_col7\" class=\"data row28 col7\" >0.000000</td>\n",
       "      <td id=\"T_783c4_row28_col8\" class=\"data row28 col8\" >0.000000</td>\n",
       "      <td id=\"T_783c4_row28_col9\" class=\"data row28 col9\" >-0.000000</td>\n",
       "      <td id=\"T_783c4_row28_col10\" class=\"data row28 col10\" >0.000000</td>\n",
       "      <td id=\"T_783c4_row28_col11\" class=\"data row28 col11\" >-0.000000</td>\n",
       "      <td id=\"T_783c4_row28_col12\" class=\"data row28 col12\" >-0.000000</td>\n",
       "      <td id=\"T_783c4_row28_col13\" class=\"data row28 col13\" >-0.000000</td>\n",
       "      <td id=\"T_783c4_row28_col14\" class=\"data row28 col14\" >-0.000000</td>\n",
       "      <td id=\"T_783c4_row28_col15\" class=\"data row28 col15\" >-0.000000</td>\n",
       "      <td id=\"T_783c4_row28_col16\" class=\"data row28 col16\" >0.000000</td>\n",
       "      <td id=\"T_783c4_row28_col17\" class=\"data row28 col17\" >0.000000</td>\n",
       "      <td id=\"T_783c4_row28_col18\" class=\"data row28 col18\" >0.000000</td>\n",
       "      <td id=\"T_783c4_row28_col19\" class=\"data row28 col19\" >0.000000</td>\n",
       "      <td id=\"T_783c4_row28_col20\" class=\"data row28 col20\" >0.000000</td>\n",
       "      <td id=\"T_783c4_row28_col21\" class=\"data row28 col21\" >0.000000</td>\n",
       "      <td id=\"T_783c4_row28_col22\" class=\"data row28 col22\" >0.000000</td>\n",
       "      <td id=\"T_783c4_row28_col23\" class=\"data row28 col23\" >0.000000</td>\n",
       "      <td id=\"T_783c4_row28_col24\" class=\"data row28 col24\" >0.000000</td>\n",
       "      <td id=\"T_783c4_row28_col25\" class=\"data row28 col25\" >-0.000000</td>\n",
       "      <td id=\"T_783c4_row28_col26\" class=\"data row28 col26\" >-0.000000</td>\n",
       "      <td id=\"T_783c4_row28_col27\" class=\"data row28 col27\" >-0.000000</td>\n",
       "      <td id=\"T_783c4_row28_col28\" class=\"data row28 col28\" >1.000000</td>\n",
       "      <td id=\"T_783c4_row28_col29\" class=\"data row28 col29\" >0.010258</td>\n",
       "      <td id=\"T_783c4_row28_col30\" class=\"data row28 col30\" >0.009536</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_783c4_level0_row29\" class=\"row_heading level0 row29\" >Amount</th>\n",
       "      <td id=\"T_783c4_row29_col0\" class=\"data row29 col0\" >-0.010596</td>\n",
       "      <td id=\"T_783c4_row29_col1\" class=\"data row29 col1\" >-0.227709</td>\n",
       "      <td id=\"T_783c4_row29_col2\" class=\"data row29 col2\" >-0.531409</td>\n",
       "      <td id=\"T_783c4_row29_col3\" class=\"data row29 col3\" >-0.210880</td>\n",
       "      <td id=\"T_783c4_row29_col4\" class=\"data row29 col4\" >0.098732</td>\n",
       "      <td id=\"T_783c4_row29_col5\" class=\"data row29 col5\" >-0.386356</td>\n",
       "      <td id=\"T_783c4_row29_col6\" class=\"data row29 col6\" >0.215981</td>\n",
       "      <td id=\"T_783c4_row29_col7\" class=\"data row29 col7\" >0.397311</td>\n",
       "      <td id=\"T_783c4_row29_col8\" class=\"data row29 col8\" >-0.103079</td>\n",
       "      <td id=\"T_783c4_row29_col9\" class=\"data row29 col9\" >-0.044246</td>\n",
       "      <td id=\"T_783c4_row29_col10\" class=\"data row29 col10\" >-0.101502</td>\n",
       "      <td id=\"T_783c4_row29_col11\" class=\"data row29 col11\" >0.000104</td>\n",
       "      <td id=\"T_783c4_row29_col12\" class=\"data row29 col12\" >-0.009542</td>\n",
       "      <td id=\"T_783c4_row29_col13\" class=\"data row29 col13\" >0.005293</td>\n",
       "      <td id=\"T_783c4_row29_col14\" class=\"data row29 col14\" >0.033751</td>\n",
       "      <td id=\"T_783c4_row29_col15\" class=\"data row29 col15\" >-0.002986</td>\n",
       "      <td id=\"T_783c4_row29_col16\" class=\"data row29 col16\" >-0.003910</td>\n",
       "      <td id=\"T_783c4_row29_col17\" class=\"data row29 col17\" >0.007309</td>\n",
       "      <td id=\"T_783c4_row29_col18\" class=\"data row29 col18\" >0.035650</td>\n",
       "      <td id=\"T_783c4_row29_col19\" class=\"data row29 col19\" >-0.056151</td>\n",
       "      <td id=\"T_783c4_row29_col20\" class=\"data row29 col20\" >0.339403</td>\n",
       "      <td id=\"T_783c4_row29_col21\" class=\"data row29 col21\" >0.105999</td>\n",
       "      <td id=\"T_783c4_row29_col22\" class=\"data row29 col22\" >-0.064801</td>\n",
       "      <td id=\"T_783c4_row29_col23\" class=\"data row29 col23\" >-0.112633</td>\n",
       "      <td id=\"T_783c4_row29_col24\" class=\"data row29 col24\" >0.005146</td>\n",
       "      <td id=\"T_783c4_row29_col25\" class=\"data row29 col25\" >-0.047837</td>\n",
       "      <td id=\"T_783c4_row29_col26\" class=\"data row29 col26\" >-0.003208</td>\n",
       "      <td id=\"T_783c4_row29_col27\" class=\"data row29 col27\" >0.028825</td>\n",
       "      <td id=\"T_783c4_row29_col28\" class=\"data row29 col28\" >0.010258</td>\n",
       "      <td id=\"T_783c4_row29_col29\" class=\"data row29 col29\" >1.000000</td>\n",
       "      <td id=\"T_783c4_row29_col30\" class=\"data row29 col30\" >0.005632</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_783c4_level0_row30\" class=\"row_heading level0 row30\" >Class</th>\n",
       "      <td id=\"T_783c4_row30_col0\" class=\"data row30 col0\" >-0.012323</td>\n",
       "      <td id=\"T_783c4_row30_col1\" class=\"data row30 col1\" >-0.101347</td>\n",
       "      <td id=\"T_783c4_row30_col2\" class=\"data row30 col2\" >0.091289</td>\n",
       "      <td id=\"T_783c4_row30_col3\" class=\"data row30 col3\" >-0.192961</td>\n",
       "      <td id=\"T_783c4_row30_col4\" class=\"data row30 col4\" >0.133447</td>\n",
       "      <td id=\"T_783c4_row30_col5\" class=\"data row30 col5\" >-0.094974</td>\n",
       "      <td id=\"T_783c4_row30_col6\" class=\"data row30 col6\" >-0.043643</td>\n",
       "      <td id=\"T_783c4_row30_col7\" class=\"data row30 col7\" >-0.187257</td>\n",
       "      <td id=\"T_783c4_row30_col8\" class=\"data row30 col8\" >0.019875</td>\n",
       "      <td id=\"T_783c4_row30_col9\" class=\"data row30 col9\" >-0.097733</td>\n",
       "      <td id=\"T_783c4_row30_col10\" class=\"data row30 col10\" >-0.216883</td>\n",
       "      <td id=\"T_783c4_row30_col11\" class=\"data row30 col11\" >0.154876</td>\n",
       "      <td id=\"T_783c4_row30_col12\" class=\"data row30 col12\" >-0.260593</td>\n",
       "      <td id=\"T_783c4_row30_col13\" class=\"data row30 col13\" >-0.004570</td>\n",
       "      <td id=\"T_783c4_row30_col14\" class=\"data row30 col14\" >-0.302544</td>\n",
       "      <td id=\"T_783c4_row30_col15\" class=\"data row30 col15\" >-0.004223</td>\n",
       "      <td id=\"T_783c4_row30_col16\" class=\"data row30 col16\" >-0.196539</td>\n",
       "      <td id=\"T_783c4_row30_col17\" class=\"data row30 col17\" >-0.326481</td>\n",
       "      <td id=\"T_783c4_row30_col18\" class=\"data row30 col18\" >-0.111485</td>\n",
       "      <td id=\"T_783c4_row30_col19\" class=\"data row30 col19\" >0.034783</td>\n",
       "      <td id=\"T_783c4_row30_col20\" class=\"data row30 col20\" >0.020090</td>\n",
       "      <td id=\"T_783c4_row30_col21\" class=\"data row30 col21\" >0.040413</td>\n",
       "      <td id=\"T_783c4_row30_col22\" class=\"data row30 col22\" >0.000805</td>\n",
       "      <td id=\"T_783c4_row30_col23\" class=\"data row30 col23\" >-0.002685</td>\n",
       "      <td id=\"T_783c4_row30_col24\" class=\"data row30 col24\" >-0.007221</td>\n",
       "      <td id=\"T_783c4_row30_col25\" class=\"data row30 col25\" >0.003308</td>\n",
       "      <td id=\"T_783c4_row30_col26\" class=\"data row30 col26\" >0.004455</td>\n",
       "      <td id=\"T_783c4_row30_col27\" class=\"data row30 col27\" >0.017580</td>\n",
       "      <td id=\"T_783c4_row30_col28\" class=\"data row30 col28\" >0.009536</td>\n",
       "      <td id=\"T_783c4_row30_col29\" class=\"data row30 col29\" >0.005632</td>\n",
       "      <td id=\"T_783c4_row30_col30\" class=\"data row30 col30\" >1.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n"
      ],
      "text/plain": [
       "<pandas.io.formats.style.Styler at 0x1c76f1a9b90>"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "corr = credit_data.corr()\n",
    "corr.style.background_gradient()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "24cc48e5",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.countplot(data = credit_data, x='Class')\n",
    "plt.title('Number of fraudulent vs non-fraudulent transcations')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "dbbe9ed1",
   "metadata": {},
   "source": [
    "<font size=\"4\">Tain-Test split</font>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "62eb304d",
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.model_selection import train_test_split"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "4ed951e5",
   "metadata": {},
   "outputs": [],
   "source": [
    "X = credit_data.drop(['Class'], axis=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "37b8fbc5",
   "metadata": {},
   "outputs": [],
   "source": [
    "y = credit_data['Class']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "8da5f6db",
   "metadata": {},
   "outputs": [],
   "source": [
    "X_train, X_test, y_train, y_test = train_test_split(X, y, train_size=0.8, test_size=0.2, random_state=100)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "8244d4fb",
   "metadata": {},
   "source": [
    "<font size=\"4\">Analysis</font>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "391072e9",
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.linear_model import LogisticRegression\n",
    "from sklearn.tree import DecisionTreeClassifier\n",
    "from sklearn.ensemble import RandomForestClassifier\n",
    "from sklearn.metrics import accuracy_score\n",
    "from sklearn.model_selection import train_test_split\n",
    "from sklearn.preprocessing import StandardScaler\n",
    "from sklearn.metrics import accuracy_score, classification_report, precision_score, recall_score, f1_score"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "40b004c5",
   "metadata": {},
   "outputs": [],
   "source": [
    "X = credit_data.drop('Class', axis=1)\n",
    "y = credit_data.Class\n",
    "\n",
    "standard_scaler = StandardScaler()\n",
    "X = standard_scaler.fit_transform(X)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "a435bd51",
   "metadata": {},
   "outputs": [],
   "source": [
    "models = {\n",
    "    'Logistic Regression': LogisticRegression(),\n",
    "}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "a7d85809",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Result of ML Models are:\n",
      " \n",
      "Logistic Regression Metrics:\n",
      "Accuracy: 1.00\n",
      "Precision: 0.66\n",
      "Recall: 0.64\n",
      "F1-score: 0.65\n",
      " \n"
     ]
    }
   ],
   "source": [
    "print('Result of ML Models are:')\n",
    "print(' ')\n",
    "\n",
    "for name, model in models.items():\n",
    "    model.fit(X_train, y_train)\n",
    "    y_pred = model.predict(X_test)\n",
    "    \n",
    "    accuracy = accuracy_score(y_test, y_pred)\n",
    "    precision = precision_score(y_test, y_pred)\n",
    "    recall = recall_score(y_test, y_pred)\n",
    "    f1 = f1_score(y_test, y_pred)\n",
    "    \n",
    "    \n",
    "    print(f'{name} Metrics:')\n",
    "    print(f'Accuracy: {accuracy:.2f}')\n",
    "    print(f'Precision: {precision:.2f}')\n",
    "    print(f'Recall: {recall:.2f}')\n",
    "    print(f'F1-score: {f1:.2f}')\n",
    "    print(' ')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "551961ca",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
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