--- a
+++ b/feature_selection/Redundancy feature-R.ipynb
@@ -0,0 +1,8616 @@
+{
+ "cells": [
+  {
+   "cell_type": "code",
+   "execution_count": 8,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import pandas as pd"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 9,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "#Load data set with python panda read_csv method\n",
+    "data = pd.read_csv('radiomics_features.csv',index_col=0)\n",
+    "X = data.iloc[:,1:]\n",
+    "y = data.iloc[:,0]\n",
+    "X = pd.DataFrame(X)\n",
+    "test = pd.read_csv('radiomics_features0.csv',index_col=0)\n",
+    "X_test = test.iloc[:,1:]\n",
+    "y_test = test.iloc[:,0]\n",
+    "X_test = pd.DataFrame(X_test)\n",
+    "val = pd.read_csv('radiomics_features1.csv',index_col=0)\n",
+    "X_val = val.iloc[:,1:]\n",
+    "y_val = val.iloc[:,0]\n",
+    "X_val = pd.DataFrame(X_val)\n",
+    "\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 10,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "#####################Feature transformation (only one of the following methods need to be used)############################################\n",
+    "from sklearn import preprocessing\n",
+    "scaler = preprocessing.MinMaxScaler().fit(X)\n",
+    "X_data_transformed = scaler.transform(X)\n",
+    "X_data_transformed=pd.DataFrame(X_data_transformed)\n",
+    "X_data_transformed.columns=X.columns\n",
+    "X=X_data_transformed\n",
+    "\n",
+    "scaler = preprocessing.MinMaxScaler().fit(X_test)\n",
+    "X_test_transformed = scaler.transform(X_test)\n",
+    "X_test_transformed=pd.DataFrame(X_test_transformed)\n",
+    "X_test_transformed.columns=X_test.columns\n",
+    "X_test=X_test_transformed\n",
+    "\n",
+    "scaler = preprocessing.MinMaxScaler().fit(X_val)\n",
+    "X_val_transformed = scaler.transform(X_val)\n",
+    "X_val_transformed=pd.DataFrame(X_val_transformed)\n",
+    "X_val_transformed.columns=X_val.columns\n",
+    "X_val=X_val_transformed"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 11,
+   "metadata": {
+    "scrolled": true
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>original_shape_Elongation</th>\n",
+       "      <th>original_shape_Flatness</th>\n",
+       "      <th>original_shape_LeastAxisLength</th>\n",
+       "      <th>original_shape_MajorAxisLength</th>\n",
+       "      <th>original_shape_Maximum2DDiameterColumn</th>\n",
+       "      <th>original_shape_Maximum2DDiameterRow</th>\n",
+       "      <th>original_shape_Maximum2DDiameterSlice</th>\n",
+       "      <th>original_shape_Maximum3DDiameter</th>\n",
+       "      <th>original_shape_MeshVolume</th>\n",
+       "      <th>original_shape_MinorAxisLength</th>\n",
+       "      <th>...</th>\n",
+       "      <th>exponential_gldm_GrayLevelNonUniformity</th>\n",
+       "      <th>exponential_gldm_GrayLevelVariance</th>\n",
+       "      <th>exponential_gldm_HighGrayLevelEmphasis</th>\n",
+       "      <th>exponential_gldm_LargeDependenceEmphasis</th>\n",
+       "      <th>exponential_gldm_LargeDependenceHighGrayLevelEmphasis</th>\n",
+       "      <th>exponential_gldm_LargeDependenceLowGrayLevelEmphasis</th>\n",
+       "      <th>exponential_gldm_LowGrayLevelEmphasis</th>\n",
+       "      <th>exponential_gldm_SmallDependenceEmphasis</th>\n",
+       "      <th>exponential_gldm_SmallDependenceHighGrayLevelEmphasis</th>\n",
+       "      <th>exponential_gldm_SmallDependenceLowGrayLevelEmphasis</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>0.908379</td>\n",
+       "      <td>0.922831</td>\n",
+       "      <td>0.253680</td>\n",
+       "      <td>0.019572</td>\n",
+       "      <td>0.022437</td>\n",
+       "      <td>0.023193</td>\n",
+       "      <td>0.074825</td>\n",
+       "      <td>0.022631</td>\n",
+       "      <td>0.008834</td>\n",
+       "      <td>0.146862</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.001528</td>\n",
+       "      <td>0.115484</td>\n",
+       "      <td>1.382147e-01</td>\n",
+       "      <td>0.046305</td>\n",
+       "      <td>0.174291</td>\n",
+       "      <td>0.002376</td>\n",
+       "      <td>0.027663</td>\n",
+       "      <td>0.364079</td>\n",
+       "      <td>8.713000e-02</td>\n",
+       "      <td>0.308129</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>0.059375</td>\n",
+       "      <td>0.037846</td>\n",
+       "      <td>0.076668</td>\n",
+       "      <td>0.265495</td>\n",
+       "      <td>0.262944</td>\n",
+       "      <td>0.283912</td>\n",
+       "      <td>0.108570</td>\n",
+       "      <td>0.262344</td>\n",
+       "      <td>0.026939</td>\n",
+       "      <td>0.221503</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.015581</td>\n",
+       "      <td>0.005473</td>\n",
+       "      <td>6.496146e-03</td>\n",
+       "      <td>0.438198</td>\n",
+       "      <td>0.130997</td>\n",
+       "      <td>0.177506</td>\n",
+       "      <td>0.509881</td>\n",
+       "      <td>0.019072</td>\n",
+       "      <td>1.470507e-04</td>\n",
+       "      <td>0.466955</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>0.829044</td>\n",
+       "      <td>0.964874</td>\n",
+       "      <td>0.487510</td>\n",
+       "      <td>0.051928</td>\n",
+       "      <td>0.051892</td>\n",
+       "      <td>0.058065</td>\n",
+       "      <td>0.186230</td>\n",
+       "      <td>0.054801</td>\n",
+       "      <td>0.061038</td>\n",
+       "      <td>0.348324</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.015617</td>\n",
+       "      <td>0.044877</td>\n",
+       "      <td>9.686681e-02</td>\n",
+       "      <td>0.134854</td>\n",
+       "      <td>0.426543</td>\n",
+       "      <td>0.006131</td>\n",
+       "      <td>0.038382</td>\n",
+       "      <td>0.162076</td>\n",
+       "      <td>2.143636e-02</td>\n",
+       "      <td>0.281836</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>0.027011</td>\n",
+       "      <td>0.027949</td>\n",
+       "      <td>0.055840</td>\n",
+       "      <td>0.261577</td>\n",
+       "      <td>0.251152</td>\n",
+       "      <td>0.277750</td>\n",
+       "      <td>0.070006</td>\n",
+       "      <td>0.256649</td>\n",
+       "      <td>0.015535</td>\n",
+       "      <td>0.149939</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.011518</td>\n",
+       "      <td>0.003880</td>\n",
+       "      <td>8.008113e-03</td>\n",
+       "      <td>0.422060</td>\n",
+       "      <td>0.146669</td>\n",
+       "      <td>0.123838</td>\n",
+       "      <td>0.395807</td>\n",
+       "      <td>0.022232</td>\n",
+       "      <td>1.709109e-04</td>\n",
+       "      <td>0.531796</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>0.037963</td>\n",
+       "      <td>0.025449</td>\n",
+       "      <td>0.151571</td>\n",
+       "      <td>0.817486</td>\n",
+       "      <td>0.799511</td>\n",
+       "      <td>0.879947</td>\n",
+       "      <td>0.411773</td>\n",
+       "      <td>0.811876</td>\n",
+       "      <td>0.439095</td>\n",
+       "      <td>0.796938</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.451131</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000e+00</td>\n",
+       "      <td>0.889216</td>\n",
+       "      <td>0.057623</td>\n",
+       "      <td>0.890930</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>0.000809</td>\n",
+       "      <td>1.240123e-06</td>\n",
+       "      <td>0.112161</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>5</th>\n",
+       "      <td>0.702947</td>\n",
+       "      <td>0.656460</td>\n",
+       "      <td>0.230358</td>\n",
+       "      <td>0.030249</td>\n",
+       "      <td>0.031294</td>\n",
+       "      <td>0.034030</td>\n",
+       "      <td>0.097464</td>\n",
+       "      <td>0.032462</td>\n",
+       "      <td>0.010922</td>\n",
+       "      <td>0.152760</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.003219</td>\n",
+       "      <td>0.029164</td>\n",
+       "      <td>4.426400e-02</td>\n",
+       "      <td>0.221474</td>\n",
+       "      <td>0.309964</td>\n",
+       "      <td>0.024656</td>\n",
+       "      <td>0.112353</td>\n",
+       "      <td>0.086613</td>\n",
+       "      <td>5.607570e-03</td>\n",
+       "      <td>0.342252</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>6</th>\n",
+       "      <td>0.716916</td>\n",
+       "      <td>0.642800</td>\n",
+       "      <td>0.201455</td>\n",
+       "      <td>0.024981</td>\n",
+       "      <td>0.024869</td>\n",
+       "      <td>0.027466</td>\n",
+       "      <td>0.072435</td>\n",
+       "      <td>0.025342</td>\n",
+       "      <td>0.006980</td>\n",
+       "      <td>0.125678</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.000377</td>\n",
+       "      <td>0.684785</td>\n",
+       "      <td>6.958855e-01</td>\n",
+       "      <td>0.009315</td>\n",
+       "      <td>0.360854</td>\n",
+       "      <td>0.000371</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.748107</td>\n",
+       "      <td>5.931223e-01</td>\n",
+       "      <td>0.178541</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>7</th>\n",
+       "      <td>0.061231</td>\n",
+       "      <td>0.042828</td>\n",
+       "      <td>0.100954</td>\n",
+       "      <td>0.312044</td>\n",
+       "      <td>0.304218</td>\n",
+       "      <td>0.330159</td>\n",
+       "      <td>0.147341</td>\n",
+       "      <td>0.303893</td>\n",
+       "      <td>0.051703</td>\n",
+       "      <td>0.285598</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.027891</td>\n",
+       "      <td>0.007340</td>\n",
+       "      <td>2.296047e-02</td>\n",
+       "      <td>0.532840</td>\n",
+       "      <td>0.458293</td>\n",
+       "      <td>0.075211</td>\n",
+       "      <td>0.146901</td>\n",
+       "      <td>0.020638</td>\n",
+       "      <td>6.296367e-04</td>\n",
+       "      <td>0.121316</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>8</th>\n",
+       "      <td>0.989117</td>\n",
+       "      <td>0.713073</td>\n",
+       "      <td>0.111913</td>\n",
+       "      <td>0.003006</td>\n",
+       "      <td>0.001437</td>\n",
+       "      <td>0.003388</td>\n",
+       "      <td>0.013478</td>\n",
+       "      <td>0.002210</td>\n",
+       "      <td>0.000484</td>\n",
+       "      <td>0.035631</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.000170</td>\n",
+       "      <td>0.147279</td>\n",
+       "      <td>2.482170e-01</td>\n",
+       "      <td>0.038716</td>\n",
+       "      <td>0.323774</td>\n",
+       "      <td>0.000936</td>\n",
+       "      <td>0.008268</td>\n",
+       "      <td>0.418704</td>\n",
+       "      <td>1.447674e-01</td>\n",
+       "      <td>0.226886</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>9</th>\n",
+       "      <td>0.781107</td>\n",
+       "      <td>0.837916</td>\n",
+       "      <td>0.205531</td>\n",
+       "      <td>0.015414</td>\n",
+       "      <td>0.014198</td>\n",
+       "      <td>0.015447</td>\n",
+       "      <td>0.052099</td>\n",
+       "      <td>0.014077</td>\n",
+       "      <td>0.004697</td>\n",
+       "      <td>0.083540</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.002304</td>\n",
+       "      <td>0.011402</td>\n",
+       "      <td>2.208507e-02</td>\n",
+       "      <td>0.409291</td>\n",
+       "      <td>0.246444</td>\n",
+       "      <td>0.083001</td>\n",
+       "      <td>0.162199</td>\n",
+       "      <td>0.055522</td>\n",
+       "      <td>1.908490e-03</td>\n",
+       "      <td>0.271817</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>10</th>\n",
+       "      <td>0.043962</td>\n",
+       "      <td>0.026953</td>\n",
+       "      <td>0.155494</td>\n",
+       "      <td>0.791264</td>\n",
+       "      <td>0.746455</td>\n",
+       "      <td>0.801350</td>\n",
+       "      <td>0.406263</td>\n",
+       "      <td>0.746380</td>\n",
+       "      <td>0.437765</td>\n",
+       "      <td>0.803101</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.449967</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000e+00</td>\n",
+       "      <td>0.891624</td>\n",
+       "      <td>0.057898</td>\n",
+       "      <td>0.893301</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>0.000670</td>\n",
+       "      <td>8.021687e-07</td>\n",
+       "      <td>0.107769</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>11</th>\n",
+       "      <td>0.092985</td>\n",
+       "      <td>0.043088</td>\n",
+       "      <td>0.043581</td>\n",
+       "      <td>0.123024</td>\n",
+       "      <td>0.120255</td>\n",
+       "      <td>0.137537</td>\n",
+       "      <td>0.031458</td>\n",
+       "      <td>0.127096</td>\n",
+       "      <td>0.003717</td>\n",
+       "      <td>0.074091</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.000208</td>\n",
+       "      <td>0.749289</td>\n",
+       "      <td>5.375945e-01</td>\n",
+       "      <td>0.018990</td>\n",
+       "      <td>0.484322</td>\n",
+       "      <td>0.000868</td>\n",
+       "      <td>0.013901</td>\n",
+       "      <td>0.419803</td>\n",
+       "      <td>2.783027e-01</td>\n",
+       "      <td>0.165251</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>12</th>\n",
+       "      <td>0.555859</td>\n",
+       "      <td>0.537952</td>\n",
+       "      <td>0.281611</td>\n",
+       "      <td>0.054488</td>\n",
+       "      <td>0.058186</td>\n",
+       "      <td>0.058576</td>\n",
+       "      <td>0.116582</td>\n",
+       "      <td>0.057792</td>\n",
+       "      <td>0.024261</td>\n",
+       "      <td>0.218856</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.015064</td>\n",
+       "      <td>0.005412</td>\n",
+       "      <td>1.435565e-02</td>\n",
+       "      <td>0.500010</td>\n",
+       "      <td>0.222756</td>\n",
+       "      <td>0.119422</td>\n",
+       "      <td>0.218016</td>\n",
+       "      <td>0.032153</td>\n",
+       "      <td>7.884417e-04</td>\n",
+       "      <td>0.235094</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>13</th>\n",
+       "      <td>0.029134</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.150151</td>\n",
+       "      <td>0.115533</td>\n",
+       "      <td>0.138702</td>\n",
+       "      <td>0.003760</td>\n",
+       "      <td>0.126993</td>\n",
+       "      <td>0.000736</td>\n",
+       "      <td>0.036341</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.001580</td>\n",
+       "      <td>0.001622</td>\n",
+       "      <td>9.533272e-03</td>\n",
+       "      <td>0.085262</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.025690</td>\n",
+       "      <td>0.288793</td>\n",
+       "      <td>0.065360</td>\n",
+       "      <td>7.035418e-04</td>\n",
+       "      <td>1.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>14</th>\n",
+       "      <td>0.087540</td>\n",
+       "      <td>0.042098</td>\n",
+       "      <td>0.188692</td>\n",
+       "      <td>0.610499</td>\n",
+       "      <td>0.599034</td>\n",
+       "      <td>0.649068</td>\n",
+       "      <td>0.422795</td>\n",
+       "      <td>0.598644</td>\n",
+       "      <td>0.404064</td>\n",
+       "      <td>0.793122</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.349407</td>\n",
+       "      <td>0.001898</td>\n",
+       "      <td>8.732581e-04</td>\n",
+       "      <td>0.792418</td>\n",
+       "      <td>0.052453</td>\n",
+       "      <td>0.782927</td>\n",
+       "      <td>0.934115</td>\n",
+       "      <td>0.008948</td>\n",
+       "      <td>9.572883e-05</td>\n",
+       "      <td>0.196280</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>15</th>\n",
+       "      <td>0.598896</td>\n",
+       "      <td>0.652901</td>\n",
+       "      <td>0.374945</td>\n",
+       "      <td>0.061622</td>\n",
+       "      <td>0.063004</td>\n",
+       "      <td>0.065285</td>\n",
+       "      <td>0.172467</td>\n",
+       "      <td>0.066843</td>\n",
+       "      <td>0.045023</td>\n",
+       "      <td>0.279378</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.041393</td>\n",
+       "      <td>0.001474</td>\n",
+       "      <td>9.392447e-03</td>\n",
+       "      <td>0.829180</td>\n",
+       "      <td>0.337745</td>\n",
+       "      <td>0.212866</td>\n",
+       "      <td>0.291394</td>\n",
+       "      <td>0.014711</td>\n",
+       "      <td>1.117938e-04</td>\n",
+       "      <td>0.386250</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>16</th>\n",
+       "      <td>0.585669</td>\n",
+       "      <td>0.679869</td>\n",
+       "      <td>0.843140</td>\n",
+       "      <td>0.155146</td>\n",
+       "      <td>0.154565</td>\n",
+       "      <td>0.167302</td>\n",
+       "      <td>0.433905</td>\n",
+       "      <td>0.155356</td>\n",
+       "      <td>0.461508</td>\n",
+       "      <td>0.751979</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.473711</td>\n",
+       "      <td>0.000008</td>\n",
+       "      <td>2.770105e-06</td>\n",
+       "      <td>0.980670</td>\n",
+       "      <td>0.068068</td>\n",
+       "      <td>0.980977</td>\n",
+       "      <td>0.999857</td>\n",
+       "      <td>0.000334</td>\n",
+       "      <td>8.639713e-07</td>\n",
+       "      <td>0.095711</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>17</th>\n",
+       "      <td>0.564011</td>\n",
+       "      <td>0.769109</td>\n",
+       "      <td>0.802658</td>\n",
+       "      <td>0.127543</td>\n",
+       "      <td>0.120107</td>\n",
+       "      <td>0.132514</td>\n",
+       "      <td>0.357192</td>\n",
+       "      <td>0.126106</td>\n",
+       "      <td>0.309065</td>\n",
+       "      <td>0.586923</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.317666</td>\n",
+       "      <td>0.000004</td>\n",
+       "      <td>1.575673e-06</td>\n",
+       "      <td>0.972202</td>\n",
+       "      <td>0.067097</td>\n",
+       "      <td>0.972646</td>\n",
+       "      <td>0.999881</td>\n",
+       "      <td>0.000509</td>\n",
+       "      <td>1.308435e-06</td>\n",
+       "      <td>0.100126</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>18</th>\n",
+       "      <td>0.955321</td>\n",
+       "      <td>0.926262</td>\n",
+       "      <td>0.430020</td>\n",
+       "      <td>0.046168</td>\n",
+       "      <td>0.045162</td>\n",
+       "      <td>0.051630</td>\n",
+       "      <td>0.214048</td>\n",
+       "      <td>0.047504</td>\n",
+       "      <td>0.051163</td>\n",
+       "      <td>0.368805</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.053474</td>\n",
+       "      <td>0.000008</td>\n",
+       "      <td>2.612137e-06</td>\n",
+       "      <td>0.928889</td>\n",
+       "      <td>0.062152</td>\n",
+       "      <td>0.929996</td>\n",
+       "      <td>0.999859</td>\n",
+       "      <td>0.001463</td>\n",
+       "      <td>5.424012e-06</td>\n",
+       "      <td>0.128738</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>19</th>\n",
+       "      <td>0.730007</td>\n",
+       "      <td>0.725254</td>\n",
+       "      <td>0.265370</td>\n",
+       "      <td>0.032354</td>\n",
+       "      <td>0.029797</td>\n",
+       "      <td>0.035539</td>\n",
+       "      <td>0.104308</td>\n",
+       "      <td>0.033148</td>\n",
+       "      <td>0.014370</td>\n",
+       "      <td>0.175576</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.010161</td>\n",
+       "      <td>0.004715</td>\n",
+       "      <td>1.303589e-02</td>\n",
+       "      <td>0.544011</td>\n",
+       "      <td>0.232257</td>\n",
+       "      <td>0.133186</td>\n",
+       "      <td>0.235289</td>\n",
+       "      <td>0.028257</td>\n",
+       "      <td>6.546693e-04</td>\n",
+       "      <td>0.250288</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>20</th>\n",
+       "      <td>0.585564</td>\n",
+       "      <td>0.652646</td>\n",
+       "      <td>0.139311</td>\n",
+       "      <td>0.010943</td>\n",
+       "      <td>0.009611</td>\n",
+       "      <td>0.010183</td>\n",
+       "      <td>0.007357</td>\n",
+       "      <td>0.009415</td>\n",
+       "      <td>0.001097</td>\n",
+       "      <td>0.011210</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.000929</td>\n",
+       "      <td>0.008667</td>\n",
+       "      <td>1.732520e-02</td>\n",
+       "      <td>0.446874</td>\n",
+       "      <td>0.299210</td>\n",
+       "      <td>0.083508</td>\n",
+       "      <td>0.220994</td>\n",
+       "      <td>0.035692</td>\n",
+       "      <td>5.255029e-04</td>\n",
+       "      <td>0.529530</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>21</th>\n",
+       "      <td>0.746559</td>\n",
+       "      <td>0.575032</td>\n",
+       "      <td>0.216820</td>\n",
+       "      <td>0.033921</td>\n",
+       "      <td>0.029797</td>\n",
+       "      <td>0.035122</td>\n",
+       "      <td>0.108570</td>\n",
+       "      <td>0.032266</td>\n",
+       "      <td>0.012511</td>\n",
+       "      <td>0.191706</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.007336</td>\n",
+       "      <td>0.010156</td>\n",
+       "      <td>1.566765e-02</td>\n",
+       "      <td>0.524548</td>\n",
+       "      <td>0.250349</td>\n",
+       "      <td>0.123449</td>\n",
+       "      <td>0.224891</td>\n",
+       "      <td>0.028912</td>\n",
+       "      <td>1.874471e-03</td>\n",
+       "      <td>0.209366</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>22</th>\n",
+       "      <td>0.847549</td>\n",
+       "      <td>0.749500</td>\n",
+       "      <td>0.531808</td>\n",
+       "      <td>0.080621</td>\n",
+       "      <td>0.088012</td>\n",
+       "      <td>0.093605</td>\n",
+       "      <td>0.319473</td>\n",
+       "      <td>0.089996</td>\n",
+       "      <td>0.124854</td>\n",
+       "      <td>0.560404</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.128885</td>\n",
+       "      <td>0.000013</td>\n",
+       "      <td>5.452615e-06</td>\n",
+       "      <td>0.937086</td>\n",
+       "      <td>0.063089</td>\n",
+       "      <td>0.938064</td>\n",
+       "      <td>0.999589</td>\n",
+       "      <td>0.001818</td>\n",
+       "      <td>1.135382e-05</td>\n",
+       "      <td>0.126594</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>23</th>\n",
+       "      <td>0.071239</td>\n",
+       "      <td>0.020267</td>\n",
+       "      <td>0.026692</td>\n",
+       "      <td>0.165946</td>\n",
+       "      <td>0.150911</td>\n",
+       "      <td>0.163885</td>\n",
+       "      <td>0.042344</td>\n",
+       "      <td>0.150262</td>\n",
+       "      <td>0.003544</td>\n",
+       "      <td>0.110135</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.000576</td>\n",
+       "      <td>0.135481</td>\n",
+       "      <td>3.093316e-01</td>\n",
+       "      <td>0.027514</td>\n",
+       "      <td>0.379353</td>\n",
+       "      <td>0.000575</td>\n",
+       "      <td>0.007255</td>\n",
+       "      <td>0.261211</td>\n",
+       "      <td>7.957309e-02</td>\n",
+       "      <td>0.084796</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>24</th>\n",
+       "      <td>0.925086</td>\n",
+       "      <td>0.873771</td>\n",
+       "      <td>0.118435</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000059</td>\n",
+       "      <td>0.002372</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.000082</td>\n",
+       "      <td>0.159113</td>\n",
+       "      <td>2.056444e-01</td>\n",
+       "      <td>0.025911</td>\n",
+       "      <td>0.190864</td>\n",
+       "      <td>0.001043</td>\n",
+       "      <td>0.023108</td>\n",
+       "      <td>0.446214</td>\n",
+       "      <td>1.251452e-01</td>\n",
+       "      <td>0.489074</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>25</th>\n",
+       "      <td>0.550531</td>\n",
+       "      <td>0.524021</td>\n",
+       "      <td>0.262708</td>\n",
+       "      <td>0.051376</td>\n",
+       "      <td>0.053070</td>\n",
+       "      <td>0.055881</td>\n",
+       "      <td>0.109781</td>\n",
+       "      <td>0.052326</td>\n",
+       "      <td>0.021949</td>\n",
+       "      <td>0.200801</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.018393</td>\n",
+       "      <td>0.003140</td>\n",
+       "      <td>8.931196e-03</td>\n",
+       "      <td>0.763801</td>\n",
+       "      <td>0.297809</td>\n",
+       "      <td>0.218541</td>\n",
+       "      <td>0.335103</td>\n",
+       "      <td>0.016551</td>\n",
+       "      <td>4.287354e-04</td>\n",
+       "      <td>0.395239</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>26</th>\n",
+       "      <td>0.952585</td>\n",
+       "      <td>0.571007</td>\n",
+       "      <td>0.498742</td>\n",
+       "      <td>0.103641</td>\n",
+       "      <td>0.102584</td>\n",
+       "      <td>0.125563</td>\n",
+       "      <td>0.412145</td>\n",
+       "      <td>0.115676</td>\n",
+       "      <td>0.196254</td>\n",
+       "      <td>0.817248</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.202100</td>\n",
+       "      <td>0.000005</td>\n",
+       "      <td>1.985523e-06</td>\n",
+       "      <td>0.959917</td>\n",
+       "      <td>0.065695</td>\n",
+       "      <td>0.960548</td>\n",
+       "      <td>0.999858</td>\n",
+       "      <td>0.000697</td>\n",
+       "      <td>1.904081e-06</td>\n",
+       "      <td>0.106760</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>27</th>\n",
+       "      <td>0.058629</td>\n",
+       "      <td>0.046685</td>\n",
+       "      <td>0.177385</td>\n",
+       "      <td>0.514638</td>\n",
+       "      <td>0.545977</td>\n",
+       "      <td>0.545757</td>\n",
+       "      <td>0.268381</td>\n",
+       "      <td>0.545807</td>\n",
+       "      <td>0.221775</td>\n",
+       "      <td>0.537550</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.198753</td>\n",
+       "      <td>0.001615</td>\n",
+       "      <td>1.082417e-02</td>\n",
+       "      <td>0.759844</td>\n",
+       "      <td>0.312939</td>\n",
+       "      <td>0.190323</td>\n",
+       "      <td>0.244716</td>\n",
+       "      <td>0.009705</td>\n",
+       "      <td>2.434921e-04</td>\n",
+       "      <td>0.056145</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>28</th>\n",
+       "      <td>0.080726</td>\n",
+       "      <td>0.044317</td>\n",
+       "      <td>0.125825</td>\n",
+       "      <td>0.379734</td>\n",
+       "      <td>0.374974</td>\n",
+       "      <td>0.405522</td>\n",
+       "      <td>0.240777</td>\n",
+       "      <td>0.374705</td>\n",
+       "      <td>0.103633</td>\n",
+       "      <td>0.430148</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.072096</td>\n",
+       "      <td>0.003932</td>\n",
+       "      <td>2.083355e-03</td>\n",
+       "      <td>0.598089</td>\n",
+       "      <td>0.042944</td>\n",
+       "      <td>0.564230</td>\n",
+       "      <td>0.842816</td>\n",
+       "      <td>0.013581</td>\n",
+       "      <td>1.317640e-04</td>\n",
+       "      <td>0.288711</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>29</th>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>0.763893</td>\n",
+       "      <td>0.390967</td>\n",
+       "      <td>0.052848</td>\n",
+       "      <td>0.055336</td>\n",
+       "      <td>0.061655</td>\n",
+       "      <td>0.246336</td>\n",
+       "      <td>0.063308</td>\n",
+       "      <td>0.053889</td>\n",
+       "      <td>0.444744</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.056253</td>\n",
+       "      <td>0.000010</td>\n",
+       "      <td>3.763616e-06</td>\n",
+       "      <td>0.924435</td>\n",
+       "      <td>0.061644</td>\n",
+       "      <td>0.925609</td>\n",
+       "      <td>0.999743</td>\n",
+       "      <td>0.001604</td>\n",
+       "      <td>9.476402e-06</td>\n",
+       "      <td>0.125334</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>...</th>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>94</th>\n",
+       "      <td>0.706983</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>0.121416</td>\n",
+       "      <td>0.123832</td>\n",
+       "      <td>0.134157</td>\n",
+       "      <td>0.391123</td>\n",
+       "      <td>0.126257</td>\n",
+       "      <td>0.436209</td>\n",
+       "      <td>0.703572</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.447961</td>\n",
+       "      <td>0.000002</td>\n",
+       "      <td>8.658773e-07</td>\n",
+       "      <td>0.984711</td>\n",
+       "      <td>0.068523</td>\n",
+       "      <td>0.984967</td>\n",
+       "      <td>0.999938</td>\n",
+       "      <td>0.000379</td>\n",
+       "      <td>6.947112e-07</td>\n",
+       "      <td>0.096855</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>95</th>\n",
+       "      <td>0.735463</td>\n",
+       "      <td>0.994069</td>\n",
+       "      <td>0.737522</td>\n",
+       "      <td>0.085168</td>\n",
+       "      <td>0.084041</td>\n",
+       "      <td>0.093378</td>\n",
+       "      <td>0.285915</td>\n",
+       "      <td>0.087008</td>\n",
+       "      <td>0.179024</td>\n",
+       "      <td>0.506897</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.182728</td>\n",
+       "      <td>0.008015</td>\n",
+       "      <td>1.305061e-03</td>\n",
+       "      <td>0.961400</td>\n",
+       "      <td>0.066162</td>\n",
+       "      <td>0.961929</td>\n",
+       "      <td>0.995605</td>\n",
+       "      <td>0.006021</td>\n",
+       "      <td>2.086086e-03</td>\n",
+       "      <td>0.116452</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>96</th>\n",
+       "      <td>0.795248</td>\n",
+       "      <td>0.714258</td>\n",
+       "      <td>0.532719</td>\n",
+       "      <td>0.085718</td>\n",
+       "      <td>0.062878</td>\n",
+       "      <td>0.083486</td>\n",
+       "      <td>0.384155</td>\n",
+       "      <td>0.088053</td>\n",
+       "      <td>0.125645</td>\n",
+       "      <td>0.556216</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.094520</td>\n",
+       "      <td>0.003254</td>\n",
+       "      <td>1.631569e-03</td>\n",
+       "      <td>0.670689</td>\n",
+       "      <td>0.047550</td>\n",
+       "      <td>0.643662</td>\n",
+       "      <td>0.876902</td>\n",
+       "      <td>0.017758</td>\n",
+       "      <td>2.000857e-04</td>\n",
+       "      <td>0.282164</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>97</th>\n",
+       "      <td>0.757207</td>\n",
+       "      <td>0.757604</td>\n",
+       "      <td>0.383156</td>\n",
+       "      <td>0.051996</td>\n",
+       "      <td>0.053497</td>\n",
+       "      <td>0.057972</td>\n",
+       "      <td>0.167585</td>\n",
+       "      <td>0.054764</td>\n",
+       "      <td>0.043647</td>\n",
+       "      <td>0.311407</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.026594</td>\n",
+       "      <td>0.005011</td>\n",
+       "      <td>3.000027e-03</td>\n",
+       "      <td>0.578490</td>\n",
+       "      <td>0.067640</td>\n",
+       "      <td>0.486843</td>\n",
+       "      <td>0.773655</td>\n",
+       "      <td>0.014854</td>\n",
+       "      <td>1.350779e-04</td>\n",
+       "      <td>0.330618</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>98</th>\n",
+       "      <td>0.770503</td>\n",
+       "      <td>0.912268</td>\n",
+       "      <td>0.607929</td>\n",
+       "      <td>0.074560</td>\n",
+       "      <td>0.073199</td>\n",
+       "      <td>0.080818</td>\n",
+       "      <td>0.281390</td>\n",
+       "      <td>0.079238</td>\n",
+       "      <td>0.116263</td>\n",
+       "      <td>0.464792</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.018095</td>\n",
+       "      <td>0.096263</td>\n",
+       "      <td>1.743834e-01</td>\n",
+       "      <td>0.099668</td>\n",
+       "      <td>0.552928</td>\n",
+       "      <td>0.003453</td>\n",
+       "      <td>0.017679</td>\n",
+       "      <td>0.175320</td>\n",
+       "      <td>4.080153e-02</td>\n",
+       "      <td>0.071175</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>99</th>\n",
+       "      <td>0.649239</td>\n",
+       "      <td>0.603926</td>\n",
+       "      <td>0.259964</td>\n",
+       "      <td>0.041422</td>\n",
+       "      <td>0.040164</td>\n",
+       "      <td>0.041987</td>\n",
+       "      <td>0.096255</td>\n",
+       "      <td>0.043741</td>\n",
+       "      <td>0.018171</td>\n",
+       "      <td>0.195960</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.019663</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000e+00</td>\n",
+       "      <td>0.887201</td>\n",
+       "      <td>0.057393</td>\n",
+       "      <td>0.888946</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>0.001514</td>\n",
+       "      <td>3.456310e-06</td>\n",
+       "      <td>0.134385</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>100</th>\n",
+       "      <td>0.583921</td>\n",
+       "      <td>0.535939</td>\n",
+       "      <td>0.309008</td>\n",
+       "      <td>0.061944</td>\n",
+       "      <td>0.062677</td>\n",
+       "      <td>0.066758</td>\n",
+       "      <td>0.133131</td>\n",
+       "      <td>0.062261</td>\n",
+       "      <td>0.037332</td>\n",
+       "      <td>0.272181</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.018410</td>\n",
+       "      <td>0.009955</td>\n",
+       "      <td>3.492258e-02</td>\n",
+       "      <td>0.461551</td>\n",
+       "      <td>0.541025</td>\n",
+       "      <td>0.047285</td>\n",
+       "      <td>0.095194</td>\n",
+       "      <td>0.028621</td>\n",
+       "      <td>1.278804e-03</td>\n",
+       "      <td>0.093995</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>101</th>\n",
+       "      <td>0.606793</td>\n",
+       "      <td>0.590097</td>\n",
+       "      <td>0.473522</td>\n",
+       "      <td>0.093669</td>\n",
+       "      <td>0.094458</td>\n",
+       "      <td>0.101703</td>\n",
+       "      <td>0.256363</td>\n",
+       "      <td>0.095061</td>\n",
+       "      <td>0.116402</td>\n",
+       "      <td>0.453628</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.120319</td>\n",
+       "      <td>0.000001</td>\n",
+       "      <td>5.621506e-07</td>\n",
+       "      <td>0.954214</td>\n",
+       "      <td>0.065042</td>\n",
+       "      <td>0.954936</td>\n",
+       "      <td>0.999958</td>\n",
+       "      <td>0.000884</td>\n",
+       "      <td>1.734285e-06</td>\n",
+       "      <td>0.113881</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>102</th>\n",
+       "      <td>0.494069</td>\n",
+       "      <td>0.599134</td>\n",
+       "      <td>0.386618</td>\n",
+       "      <td>0.071596</td>\n",
+       "      <td>0.072089</td>\n",
+       "      <td>0.077263</td>\n",
+       "      <td>0.143276</td>\n",
+       "      <td>0.072577</td>\n",
+       "      <td>0.050464</td>\n",
+       "      <td>0.261964</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.045801</td>\n",
+       "      <td>0.001581</td>\n",
+       "      <td>7.150398e-04</td>\n",
+       "      <td>0.829111</td>\n",
+       "      <td>0.055692</td>\n",
+       "      <td>0.821108</td>\n",
+       "      <td>0.946052</td>\n",
+       "      <td>0.008983</td>\n",
+       "      <td>9.059216e-05</td>\n",
+       "      <td>0.210564</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>103</th>\n",
+       "      <td>0.783949</td>\n",
+       "      <td>0.756787</td>\n",
+       "      <td>0.205328</td>\n",
+       "      <td>0.019070</td>\n",
+       "      <td>0.016948</td>\n",
+       "      <td>0.020420</td>\n",
+       "      <td>0.066078</td>\n",
+       "      <td>0.018295</td>\n",
+       "      <td>0.005800</td>\n",
+       "      <td>0.108346</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.003777</td>\n",
+       "      <td>0.006255</td>\n",
+       "      <td>1.432086e-02</td>\n",
+       "      <td>0.400672</td>\n",
+       "      <td>0.177201</td>\n",
+       "      <td>0.096673</td>\n",
+       "      <td>0.232482</td>\n",
+       "      <td>0.032262</td>\n",
+       "      <td>6.106755e-04</td>\n",
+       "      <td>0.390221</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>104</th>\n",
+       "      <td>0.111945</td>\n",
+       "      <td>0.037762</td>\n",
+       "      <td>0.041328</td>\n",
+       "      <td>0.134683</td>\n",
+       "      <td>0.121430</td>\n",
+       "      <td>0.132704</td>\n",
+       "      <td>0.058880</td>\n",
+       "      <td>0.121452</td>\n",
+       "      <td>0.005044</td>\n",
+       "      <td>0.113247</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.001600</td>\n",
+       "      <td>0.032955</td>\n",
+       "      <td>8.048430e-02</td>\n",
+       "      <td>0.089543</td>\n",
+       "      <td>0.237664</td>\n",
+       "      <td>0.004912</td>\n",
+       "      <td>0.043642</td>\n",
+       "      <td>0.131180</td>\n",
+       "      <td>1.244393e-02</td>\n",
+       "      <td>0.187639</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>105</th>\n",
+       "      <td>0.084048</td>\n",
+       "      <td>0.051618</td>\n",
+       "      <td>0.138223</td>\n",
+       "      <td>0.357069</td>\n",
+       "      <td>0.345492</td>\n",
+       "      <td>0.381667</td>\n",
+       "      <td>0.207758</td>\n",
+       "      <td>0.351484</td>\n",
+       "      <td>0.103513</td>\n",
+       "      <td>0.406741</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.088130</td>\n",
+       "      <td>0.002461</td>\n",
+       "      <td>9.339324e-03</td>\n",
+       "      <td>0.774247</td>\n",
+       "      <td>0.311997</td>\n",
+       "      <td>0.201473</td>\n",
+       "      <td>0.308667</td>\n",
+       "      <td>0.007903</td>\n",
+       "      <td>1.673952e-04</td>\n",
+       "      <td>0.153628</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>106</th>\n",
+       "      <td>0.711859</td>\n",
+       "      <td>0.633569</td>\n",
+       "      <td>0.287833</td>\n",
+       "      <td>0.044771</td>\n",
+       "      <td>0.041647</td>\n",
+       "      <td>0.044891</td>\n",
+       "      <td>0.144027</td>\n",
+       "      <td>0.042689</td>\n",
+       "      <td>0.024487</td>\n",
+       "      <td>0.244006</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.019654</td>\n",
+       "      <td>0.003174</td>\n",
+       "      <td>9.314448e-03</td>\n",
+       "      <td>0.710711</td>\n",
+       "      <td>0.277950</td>\n",
+       "      <td>0.197193</td>\n",
+       "      <td>0.325550</td>\n",
+       "      <td>0.029514</td>\n",
+       "      <td>5.053594e-04</td>\n",
+       "      <td>0.441656</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>107</th>\n",
+       "      <td>0.621885</td>\n",
+       "      <td>0.606890</td>\n",
+       "      <td>0.268520</td>\n",
+       "      <td>0.043106</td>\n",
+       "      <td>0.042519</td>\n",
+       "      <td>0.047460</td>\n",
+       "      <td>0.107595</td>\n",
+       "      <td>0.043179</td>\n",
+       "      <td>0.018731</td>\n",
+       "      <td>0.192943</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.012531</td>\n",
+       "      <td>0.006121</td>\n",
+       "      <td>2.580540e-02</td>\n",
+       "      <td>0.588983</td>\n",
+       "      <td>0.569244</td>\n",
+       "      <td>0.069766</td>\n",
+       "      <td>0.126523</td>\n",
+       "      <td>0.055143</td>\n",
+       "      <td>1.787749e-03</td>\n",
+       "      <td>0.284643</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>108</th>\n",
+       "      <td>0.663702</td>\n",
+       "      <td>0.648525</td>\n",
+       "      <td>0.128507</td>\n",
+       "      <td>0.008793</td>\n",
+       "      <td>0.008220</td>\n",
+       "      <td>0.010183</td>\n",
+       "      <td>0.009959</td>\n",
+       "      <td>0.008246</td>\n",
+       "      <td>0.001000</td>\n",
+       "      <td>0.016106</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.000955</td>\n",
+       "      <td>0.008884</td>\n",
+       "      <td>3.166330e-02</td>\n",
+       "      <td>0.327026</td>\n",
+       "      <td>0.340551</td>\n",
+       "      <td>0.035833</td>\n",
+       "      <td>0.106938</td>\n",
+       "      <td>0.066078</td>\n",
+       "      <td>2.339895e-03</td>\n",
+       "      <td>0.479736</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>109</th>\n",
+       "      <td>0.680765</td>\n",
+       "      <td>0.783978</td>\n",
+       "      <td>0.292522</td>\n",
+       "      <td>0.033369</td>\n",
+       "      <td>0.032998</td>\n",
+       "      <td>0.037453</td>\n",
+       "      <td>0.101635</td>\n",
+       "      <td>0.034608</td>\n",
+       "      <td>0.015990</td>\n",
+       "      <td>0.162952</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.016944</td>\n",
+       "      <td>0.000333</td>\n",
+       "      <td>1.417126e-04</td>\n",
+       "      <td>0.871122</td>\n",
+       "      <td>0.055962</td>\n",
+       "      <td>0.872240</td>\n",
+       "      <td>0.989308</td>\n",
+       "      <td>0.009060</td>\n",
+       "      <td>9.329212e-05</td>\n",
+       "      <td>0.206829</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>110</th>\n",
+       "      <td>0.058132</td>\n",
+       "      <td>0.035274</td>\n",
+       "      <td>0.060661</td>\n",
+       "      <td>0.222503</td>\n",
+       "      <td>0.203981</td>\n",
+       "      <td>0.228117</td>\n",
+       "      <td>0.075515</td>\n",
+       "      <td>0.209609</td>\n",
+       "      <td>0.015341</td>\n",
+       "      <td>0.164261</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.009116</td>\n",
+       "      <td>0.005478</td>\n",
+       "      <td>3.566168e-03</td>\n",
+       "      <td>0.235051</td>\n",
+       "      <td>0.002587</td>\n",
+       "      <td>0.204396</td>\n",
+       "      <td>0.730941</td>\n",
+       "      <td>0.035839</td>\n",
+       "      <td>3.152437e-04</td>\n",
+       "      <td>0.706630</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>111</th>\n",
+       "      <td>0.045465</td>\n",
+       "      <td>0.031392</td>\n",
+       "      <td>0.100001</td>\n",
+       "      <td>0.428380</td>\n",
+       "      <td>0.409172</td>\n",
+       "      <td>0.445178</td>\n",
+       "      <td>0.218780</td>\n",
+       "      <td>0.410166</td>\n",
+       "      <td>0.083206</td>\n",
+       "      <td>0.384433</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.086334</td>\n",
+       "      <td>0.000019</td>\n",
+       "      <td>7.977998e-06</td>\n",
+       "      <td>0.790338</td>\n",
+       "      <td>0.046346</td>\n",
+       "      <td>0.793540</td>\n",
+       "      <td>0.999398</td>\n",
+       "      <td>0.002308</td>\n",
+       "      <td>8.152050e-06</td>\n",
+       "      <td>0.153954</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>112</th>\n",
+       "      <td>0.064005</td>\n",
+       "      <td>0.030633</td>\n",
+       "      <td>0.096952</td>\n",
+       "      <td>0.425497</td>\n",
+       "      <td>0.398564</td>\n",
+       "      <td>0.431218</td>\n",
+       "      <td>0.251847</td>\n",
+       "      <td>0.398447</td>\n",
+       "      <td>0.090343</td>\n",
+       "      <td>0.441429</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.085183</td>\n",
+       "      <td>0.001097</td>\n",
+       "      <td>4.843412e-04</td>\n",
+       "      <td>0.751402</td>\n",
+       "      <td>0.044868</td>\n",
+       "      <td>0.748799</td>\n",
+       "      <td>0.963458</td>\n",
+       "      <td>0.006529</td>\n",
+       "      <td>5.698014e-05</td>\n",
+       "      <td>0.198039</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>113</th>\n",
+       "      <td>0.032968</td>\n",
+       "      <td>0.039464</td>\n",
+       "      <td>0.209829</td>\n",
+       "      <td>0.727748</td>\n",
+       "      <td>0.722856</td>\n",
+       "      <td>0.796342</td>\n",
+       "      <td>0.331346</td>\n",
+       "      <td>0.734628</td>\n",
+       "      <td>0.462363</td>\n",
+       "      <td>0.668799</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.474825</td>\n",
+       "      <td>0.000005</td>\n",
+       "      <td>2.108186e-06</td>\n",
+       "      <td>0.915035</td>\n",
+       "      <td>0.060573</td>\n",
+       "      <td>0.916348</td>\n",
+       "      <td>0.999841</td>\n",
+       "      <td>0.000615</td>\n",
+       "      <td>8.891207e-07</td>\n",
+       "      <td>0.105362</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>114</th>\n",
+       "      <td>0.776977</td>\n",
+       "      <td>0.668832</td>\n",
+       "      <td>0.103976</td>\n",
+       "      <td>0.002797</td>\n",
+       "      <td>0.002355</td>\n",
+       "      <td>0.001615</td>\n",
+       "      <td>0.003944</td>\n",
+       "      <td>0.001539</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>1.000000e+00</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.464804</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.001549</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>1.000000e+00</td>\n",
+       "      <td>0.532895</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>115</th>\n",
+       "      <td>0.041109</td>\n",
+       "      <td>0.032524</td>\n",
+       "      <td>0.164336</td>\n",
+       "      <td>0.690634</td>\n",
+       "      <td>0.687486</td>\n",
+       "      <td>0.738784</td>\n",
+       "      <td>0.356669</td>\n",
+       "      <td>0.687200</td>\n",
+       "      <td>0.335039</td>\n",
+       "      <td>0.670799</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.343879</td>\n",
+       "      <td>0.000023</td>\n",
+       "      <td>9.583687e-06</td>\n",
+       "      <td>0.878829</td>\n",
+       "      <td>0.056456</td>\n",
+       "      <td>0.880661</td>\n",
+       "      <td>0.999277</td>\n",
+       "      <td>0.001207</td>\n",
+       "      <td>3.611619e-06</td>\n",
+       "      <td>0.121897</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>116</th>\n",
+       "      <td>0.616934</td>\n",
+       "      <td>0.802391</td>\n",
+       "      <td>0.711609</td>\n",
+       "      <td>0.105525</td>\n",
+       "      <td>0.108625</td>\n",
+       "      <td>0.106560</td>\n",
+       "      <td>0.309433</td>\n",
+       "      <td>0.108870</td>\n",
+       "      <td>0.205842</td>\n",
+       "      <td>0.525623</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.211985</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000e+00</td>\n",
+       "      <td>0.973908</td>\n",
+       "      <td>0.067290</td>\n",
+       "      <td>0.974330</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>0.000436</td>\n",
+       "      <td>6.540327e-08</td>\n",
+       "      <td>0.100381</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>117</th>\n",
+       "      <td>0.073646</td>\n",
+       "      <td>0.036295</td>\n",
+       "      <td>0.085694</td>\n",
+       "      <td>0.312576</td>\n",
+       "      <td>0.286529</td>\n",
+       "      <td>0.310850</td>\n",
+       "      <td>0.158353</td>\n",
+       "      <td>0.286052</td>\n",
+       "      <td>0.046371</td>\n",
+       "      <td>0.316455</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.003473</td>\n",
+       "      <td>0.383370</td>\n",
+       "      <td>5.668929e-01</td>\n",
+       "      <td>0.025606</td>\n",
+       "      <td>0.748769</td>\n",
+       "      <td>0.000354</td>\n",
+       "      <td>0.002332</td>\n",
+       "      <td>0.328286</td>\n",
+       "      <td>1.891891e-01</td>\n",
+       "      <td>0.054518</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>118</th>\n",
+       "      <td>0.793998</td>\n",
+       "      <td>0.919015</td>\n",
+       "      <td>0.447259</td>\n",
+       "      <td>0.049317</td>\n",
+       "      <td>0.043990</td>\n",
+       "      <td>0.053318</td>\n",
+       "      <td>0.194800</td>\n",
+       "      <td>0.052696</td>\n",
+       "      <td>0.049016</td>\n",
+       "      <td>0.312706</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.029472</td>\n",
+       "      <td>0.005478</td>\n",
+       "      <td>7.636027e-03</td>\n",
+       "      <td>0.641087</td>\n",
+       "      <td>0.205402</td>\n",
+       "      <td>0.267277</td>\n",
+       "      <td>0.446065</td>\n",
+       "      <td>0.042549</td>\n",
+       "      <td>6.694337e-04</td>\n",
+       "      <td>0.711976</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>119</th>\n",
+       "      <td>0.688852</td>\n",
+       "      <td>0.607592</td>\n",
+       "      <td>0.203352</td>\n",
+       "      <td>0.027970</td>\n",
+       "      <td>0.028397</td>\n",
+       "      <td>0.029187</td>\n",
+       "      <td>0.081023</td>\n",
+       "      <td>0.027788</td>\n",
+       "      <td>0.008297</td>\n",
+       "      <td>0.134241</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.007903</td>\n",
+       "      <td>0.002040</td>\n",
+       "      <td>9.460184e-04</td>\n",
+       "      <td>0.707697</td>\n",
+       "      <td>0.038856</td>\n",
+       "      <td>0.707969</td>\n",
+       "      <td>0.928625</td>\n",
+       "      <td>0.032229</td>\n",
+       "      <td>3.732982e-04</td>\n",
+       "      <td>0.418705</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>120</th>\n",
+       "      <td>0.102073</td>\n",
+       "      <td>0.056627</td>\n",
+       "      <td>0.058385</td>\n",
+       "      <td>0.125778</td>\n",
+       "      <td>0.109659</td>\n",
+       "      <td>0.118050</td>\n",
+       "      <td>0.047976</td>\n",
+       "      <td>0.109191</td>\n",
+       "      <td>0.006010</td>\n",
+       "      <td>0.087939</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.003458</td>\n",
+       "      <td>0.007018</td>\n",
+       "      <td>1.938747e-02</td>\n",
+       "      <td>0.300706</td>\n",
+       "      <td>0.212234</td>\n",
+       "      <td>0.050768</td>\n",
+       "      <td>0.169775</td>\n",
+       "      <td>0.032691</td>\n",
+       "      <td>7.849050e-04</td>\n",
+       "      <td>0.220047</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>121</th>\n",
+       "      <td>0.049768</td>\n",
+       "      <td>0.036689</td>\n",
+       "      <td>0.077160</td>\n",
+       "      <td>0.276347</td>\n",
+       "      <td>0.251149</td>\n",
+       "      <td>0.272874</td>\n",
+       "      <td>0.108488</td>\n",
+       "      <td>0.250964</td>\n",
+       "      <td>0.027683</td>\n",
+       "      <td>0.214602</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.026801</td>\n",
+       "      <td>0.001101</td>\n",
+       "      <td>1.083680e-02</td>\n",
+       "      <td>0.643504</td>\n",
+       "      <td>0.258481</td>\n",
+       "      <td>0.161395</td>\n",
+       "      <td>0.235459</td>\n",
+       "      <td>0.012397</td>\n",
+       "      <td>3.186995e-04</td>\n",
+       "      <td>0.034856</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>122</th>\n",
+       "      <td>0.056668</td>\n",
+       "      <td>0.037837</td>\n",
+       "      <td>0.045116</td>\n",
+       "      <td>0.148435</td>\n",
+       "      <td>0.121435</td>\n",
+       "      <td>0.131999</td>\n",
+       "      <td>0.020449</td>\n",
+       "      <td>0.121119</td>\n",
+       "      <td>0.004834</td>\n",
+       "      <td>0.068315</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.000706</td>\n",
+       "      <td>0.236428</td>\n",
+       "      <td>5.024869e-01</td>\n",
+       "      <td>0.037054</td>\n",
+       "      <td>0.853633</td>\n",
+       "      <td>0.000499</td>\n",
+       "      <td>0.005364</td>\n",
+       "      <td>0.268735</td>\n",
+       "      <td>1.361179e-01</td>\n",
+       "      <td>0.092997</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>123</th>\n",
+       "      <td>0.784888</td>\n",
+       "      <td>0.659051</td>\n",
+       "      <td>0.176423</td>\n",
+       "      <td>0.018561</td>\n",
+       "      <td>0.018112</td>\n",
+       "      <td>0.020166</td>\n",
+       "      <td>0.064392</td>\n",
+       "      <td>0.017470</td>\n",
+       "      <td>0.004783</td>\n",
+       "      <td>0.105253</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.005316</td>\n",
+       "      <td>0.001237</td>\n",
+       "      <td>5.497915e-04</td>\n",
+       "      <td>0.697834</td>\n",
+       "      <td>0.036542</td>\n",
+       "      <td>0.700819</td>\n",
+       "      <td>0.958520</td>\n",
+       "      <td>0.030729</td>\n",
+       "      <td>3.340106e-04</td>\n",
+       "      <td>0.458058</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>124 rows × 1562 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "     original_shape_Elongation  original_shape_Flatness  \\\n",
+       "0                     0.908379                 0.922831   \n",
+       "1                     0.059375                 0.037846   \n",
+       "2                     0.829044                 0.964874   \n",
+       "3                     0.027011                 0.027949   \n",
+       "4                     0.037963                 0.025449   \n",
+       "5                     0.702947                 0.656460   \n",
+       "6                     0.716916                 0.642800   \n",
+       "7                     0.061231                 0.042828   \n",
+       "8                     0.989117                 0.713073   \n",
+       "9                     0.781107                 0.837916   \n",
+       "10                    0.043962                 0.026953   \n",
+       "11                    0.092985                 0.043088   \n",
+       "12                    0.555859                 0.537952   \n",
+       "13                    0.029134                 0.000000   \n",
+       "14                    0.087540                 0.042098   \n",
+       "15                    0.598896                 0.652901   \n",
+       "16                    0.585669                 0.679869   \n",
+       "17                    0.564011                 0.769109   \n",
+       "18                    0.955321                 0.926262   \n",
+       "19                    0.730007                 0.725254   \n",
+       "20                    0.585564                 0.652646   \n",
+       "21                    0.746559                 0.575032   \n",
+       "22                    0.847549                 0.749500   \n",
+       "23                    0.071239                 0.020267   \n",
+       "24                    0.925086                 0.873771   \n",
+       "25                    0.550531                 0.524021   \n",
+       "26                    0.952585                 0.571007   \n",
+       "27                    0.058629                 0.046685   \n",
+       "28                    0.080726                 0.044317   \n",
+       "29                    1.000000                 0.763893   \n",
+       "..                         ...                      ...   \n",
+       "94                    0.706983                 1.000000   \n",
+       "95                    0.735463                 0.994069   \n",
+       "96                    0.795248                 0.714258   \n",
+       "97                    0.757207                 0.757604   \n",
+       "98                    0.770503                 0.912268   \n",
+       "99                    0.649239                 0.603926   \n",
+       "100                   0.583921                 0.535939   \n",
+       "101                   0.606793                 0.590097   \n",
+       "102                   0.494069                 0.599134   \n",
+       "103                   0.783949                 0.756787   \n",
+       "104                   0.111945                 0.037762   \n",
+       "105                   0.084048                 0.051618   \n",
+       "106                   0.711859                 0.633569   \n",
+       "107                   0.621885                 0.606890   \n",
+       "108                   0.663702                 0.648525   \n",
+       "109                   0.680765                 0.783978   \n",
+       "110                   0.058132                 0.035274   \n",
+       "111                   0.045465                 0.031392   \n",
+       "112                   0.064005                 0.030633   \n",
+       "113                   0.032968                 0.039464   \n",
+       "114                   0.776977                 0.668832   \n",
+       "115                   0.041109                 0.032524   \n",
+       "116                   0.616934                 0.802391   \n",
+       "117                   0.073646                 0.036295   \n",
+       "118                   0.793998                 0.919015   \n",
+       "119                   0.688852                 0.607592   \n",
+       "120                   0.102073                 0.056627   \n",
+       "121                   0.049768                 0.036689   \n",
+       "122                   0.056668                 0.037837   \n",
+       "123                   0.784888                 0.659051   \n",
+       "\n",
+       "     original_shape_LeastAxisLength  original_shape_MajorAxisLength  \\\n",
+       "0                          0.253680                        0.019572   \n",
+       "1                          0.076668                        0.265495   \n",
+       "2                          0.487510                        0.051928   \n",
+       "3                          0.055840                        0.261577   \n",
+       "4                          0.151571                        0.817486   \n",
+       "5                          0.230358                        0.030249   \n",
+       "6                          0.201455                        0.024981   \n",
+       "7                          0.100954                        0.312044   \n",
+       "8                          0.111913                        0.003006   \n",
+       "9                          0.205531                        0.015414   \n",
+       "10                         0.155494                        0.791264   \n",
+       "11                         0.043581                        0.123024   \n",
+       "12                         0.281611                        0.054488   \n",
+       "13                         0.000000                        0.150151   \n",
+       "14                         0.188692                        0.610499   \n",
+       "15                         0.374945                        0.061622   \n",
+       "16                         0.843140                        0.155146   \n",
+       "17                         0.802658                        0.127543   \n",
+       "18                         0.430020                        0.046168   \n",
+       "19                         0.265370                        0.032354   \n",
+       "20                         0.139311                        0.010943   \n",
+       "21                         0.216820                        0.033921   \n",
+       "22                         0.531808                        0.080621   \n",
+       "23                         0.026692                        0.165946   \n",
+       "24                         0.118435                        0.000000   \n",
+       "25                         0.262708                        0.051376   \n",
+       "26                         0.498742                        0.103641   \n",
+       "27                         0.177385                        0.514638   \n",
+       "28                         0.125825                        0.379734   \n",
+       "29                         0.390967                        0.052848   \n",
+       "..                              ...                             ...   \n",
+       "94                         1.000000                        0.121416   \n",
+       "95                         0.737522                        0.085168   \n",
+       "96                         0.532719                        0.085718   \n",
+       "97                         0.383156                        0.051996   \n",
+       "98                         0.607929                        0.074560   \n",
+       "99                         0.259964                        0.041422   \n",
+       "100                        0.309008                        0.061944   \n",
+       "101                        0.473522                        0.093669   \n",
+       "102                        0.386618                        0.071596   \n",
+       "103                        0.205328                        0.019070   \n",
+       "104                        0.041328                        0.134683   \n",
+       "105                        0.138223                        0.357069   \n",
+       "106                        0.287833                        0.044771   \n",
+       "107                        0.268520                        0.043106   \n",
+       "108                        0.128507                        0.008793   \n",
+       "109                        0.292522                        0.033369   \n",
+       "110                        0.060661                        0.222503   \n",
+       "111                        0.100001                        0.428380   \n",
+       "112                        0.096952                        0.425497   \n",
+       "113                        0.209829                        0.727748   \n",
+       "114                        0.103976                        0.002797   \n",
+       "115                        0.164336                        0.690634   \n",
+       "116                        0.711609                        0.105525   \n",
+       "117                        0.085694                        0.312576   \n",
+       "118                        0.447259                        0.049317   \n",
+       "119                        0.203352                        0.027970   \n",
+       "120                        0.058385                        0.125778   \n",
+       "121                        0.077160                        0.276347   \n",
+       "122                        0.045116                        0.148435   \n",
+       "123                        0.176423                        0.018561   \n",
+       "\n",
+       "     original_shape_Maximum2DDiameterColumn  \\\n",
+       "0                                  0.022437   \n",
+       "1                                  0.262944   \n",
+       "2                                  0.051892   \n",
+       "3                                  0.251152   \n",
+       "4                                  0.799511   \n",
+       "5                                  0.031294   \n",
+       "6                                  0.024869   \n",
+       "7                                  0.304218   \n",
+       "8                                  0.001437   \n",
+       "9                                  0.014198   \n",
+       "10                                 0.746455   \n",
+       "11                                 0.120255   \n",
+       "12                                 0.058186   \n",
+       "13                                 0.115533   \n",
+       "14                                 0.599034   \n",
+       "15                                 0.063004   \n",
+       "16                                 0.154565   \n",
+       "17                                 0.120107   \n",
+       "18                                 0.045162   \n",
+       "19                                 0.029797   \n",
+       "20                                 0.009611   \n",
+       "21                                 0.029797   \n",
+       "22                                 0.088012   \n",
+       "23                                 0.150911   \n",
+       "24                                 0.000000   \n",
+       "25                                 0.053070   \n",
+       "26                                 0.102584   \n",
+       "27                                 0.545977   \n",
+       "28                                 0.374974   \n",
+       "29                                 0.055336   \n",
+       "..                                      ...   \n",
+       "94                                 0.123832   \n",
+       "95                                 0.084041   \n",
+       "96                                 0.062878   \n",
+       "97                                 0.053497   \n",
+       "98                                 0.073199   \n",
+       "99                                 0.040164   \n",
+       "100                                0.062677   \n",
+       "101                                0.094458   \n",
+       "102                                0.072089   \n",
+       "103                                0.016948   \n",
+       "104                                0.121430   \n",
+       "105                                0.345492   \n",
+       "106                                0.041647   \n",
+       "107                                0.042519   \n",
+       "108                                0.008220   \n",
+       "109                                0.032998   \n",
+       "110                                0.203981   \n",
+       "111                                0.409172   \n",
+       "112                                0.398564   \n",
+       "113                                0.722856   \n",
+       "114                                0.002355   \n",
+       "115                                0.687486   \n",
+       "116                                0.108625   \n",
+       "117                                0.286529   \n",
+       "118                                0.043990   \n",
+       "119                                0.028397   \n",
+       "120                                0.109659   \n",
+       "121                                0.251149   \n",
+       "122                                0.121435   \n",
+       "123                                0.018112   \n",
+       "\n",
+       "     original_shape_Maximum2DDiameterRow  \\\n",
+       "0                               0.023193   \n",
+       "1                               0.283912   \n",
+       "2                               0.058065   \n",
+       "3                               0.277750   \n",
+       "4                               0.879947   \n",
+       "5                               0.034030   \n",
+       "6                               0.027466   \n",
+       "7                               0.330159   \n",
+       "8                               0.003388   \n",
+       "9                               0.015447   \n",
+       "10                              0.801350   \n",
+       "11                              0.137537   \n",
+       "12                              0.058576   \n",
+       "13                              0.138702   \n",
+       "14                              0.649068   \n",
+       "15                              0.065285   \n",
+       "16                              0.167302   \n",
+       "17                              0.132514   \n",
+       "18                              0.051630   \n",
+       "19                              0.035539   \n",
+       "20                              0.010183   \n",
+       "21                              0.035122   \n",
+       "22                              0.093605   \n",
+       "23                              0.163885   \n",
+       "24                              0.000000   \n",
+       "25                              0.055881   \n",
+       "26                              0.125563   \n",
+       "27                              0.545757   \n",
+       "28                              0.405522   \n",
+       "29                              0.061655   \n",
+       "..                                   ...   \n",
+       "94                              0.134157   \n",
+       "95                              0.093378   \n",
+       "96                              0.083486   \n",
+       "97                              0.057972   \n",
+       "98                              0.080818   \n",
+       "99                              0.041987   \n",
+       "100                             0.066758   \n",
+       "101                             0.101703   \n",
+       "102                             0.077263   \n",
+       "103                             0.020420   \n",
+       "104                             0.132704   \n",
+       "105                             0.381667   \n",
+       "106                             0.044891   \n",
+       "107                             0.047460   \n",
+       "108                             0.010183   \n",
+       "109                             0.037453   \n",
+       "110                             0.228117   \n",
+       "111                             0.445178   \n",
+       "112                             0.431218   \n",
+       "113                             0.796342   \n",
+       "114                             0.001615   \n",
+       "115                             0.738784   \n",
+       "116                             0.106560   \n",
+       "117                             0.310850   \n",
+       "118                             0.053318   \n",
+       "119                             0.029187   \n",
+       "120                             0.118050   \n",
+       "121                             0.272874   \n",
+       "122                             0.131999   \n",
+       "123                             0.020166   \n",
+       "\n",
+       "     original_shape_Maximum2DDiameterSlice  original_shape_Maximum3DDiameter  \\\n",
+       "0                                 0.074825                          0.022631   \n",
+       "1                                 0.108570                          0.262344   \n",
+       "2                                 0.186230                          0.054801   \n",
+       "3                                 0.070006                          0.256649   \n",
+       "4                                 0.411773                          0.811876   \n",
+       "5                                 0.097464                          0.032462   \n",
+       "6                                 0.072435                          0.025342   \n",
+       "7                                 0.147341                          0.303893   \n",
+       "8                                 0.013478                          0.002210   \n",
+       "9                                 0.052099                          0.014077   \n",
+       "10                                0.406263                          0.746380   \n",
+       "11                                0.031458                          0.127096   \n",
+       "12                                0.116582                          0.057792   \n",
+       "13                                0.003760                          0.126993   \n",
+       "14                                0.422795                          0.598644   \n",
+       "15                                0.172467                          0.066843   \n",
+       "16                                0.433905                          0.155356   \n",
+       "17                                0.357192                          0.126106   \n",
+       "18                                0.214048                          0.047504   \n",
+       "19                                0.104308                          0.033148   \n",
+       "20                                0.007357                          0.009415   \n",
+       "21                                0.108570                          0.032266   \n",
+       "22                                0.319473                          0.089996   \n",
+       "23                                0.042344                          0.150262   \n",
+       "24                                0.000000                          0.000000   \n",
+       "25                                0.109781                          0.052326   \n",
+       "26                                0.412145                          0.115676   \n",
+       "27                                0.268381                          0.545807   \n",
+       "28                                0.240777                          0.374705   \n",
+       "29                                0.246336                          0.063308   \n",
+       "..                                     ...                               ...   \n",
+       "94                                0.391123                          0.126257   \n",
+       "95                                0.285915                          0.087008   \n",
+       "96                                0.384155                          0.088053   \n",
+       "97                                0.167585                          0.054764   \n",
+       "98                                0.281390                          0.079238   \n",
+       "99                                0.096255                          0.043741   \n",
+       "100                               0.133131                          0.062261   \n",
+       "101                               0.256363                          0.095061   \n",
+       "102                               0.143276                          0.072577   \n",
+       "103                               0.066078                          0.018295   \n",
+       "104                               0.058880                          0.121452   \n",
+       "105                               0.207758                          0.351484   \n",
+       "106                               0.144027                          0.042689   \n",
+       "107                               0.107595                          0.043179   \n",
+       "108                               0.009959                          0.008246   \n",
+       "109                               0.101635                          0.034608   \n",
+       "110                               0.075515                          0.209609   \n",
+       "111                               0.218780                          0.410166   \n",
+       "112                               0.251847                          0.398447   \n",
+       "113                               0.331346                          0.734628   \n",
+       "114                               0.003944                          0.001539   \n",
+       "115                               0.356669                          0.687200   \n",
+       "116                               0.309433                          0.108870   \n",
+       "117                               0.158353                          0.286052   \n",
+       "118                               0.194800                          0.052696   \n",
+       "119                               0.081023                          0.027788   \n",
+       "120                               0.047976                          0.109191   \n",
+       "121                               0.108488                          0.250964   \n",
+       "122                               0.020449                          0.121119   \n",
+       "123                               0.064392                          0.017470   \n",
+       "\n",
+       "     original_shape_MeshVolume  original_shape_MinorAxisLength  \\\n",
+       "0                     0.008834                        0.146862   \n",
+       "1                     0.026939                        0.221503   \n",
+       "2                     0.061038                        0.348324   \n",
+       "3                     0.015535                        0.149939   \n",
+       "4                     0.439095                        0.796938   \n",
+       "5                     0.010922                        0.152760   \n",
+       "6                     0.006980                        0.125678   \n",
+       "7                     0.051703                        0.285598   \n",
+       "8                     0.000484                        0.035631   \n",
+       "9                     0.004697                        0.083540   \n",
+       "10                    0.437765                        0.803101   \n",
+       "11                    0.003717                        0.074091   \n",
+       "12                    0.024261                        0.218856   \n",
+       "13                    0.000736                        0.036341   \n",
+       "14                    0.404064                        0.793122   \n",
+       "15                    0.045023                        0.279378   \n",
+       "16                    0.461508                        0.751979   \n",
+       "17                    0.309065                        0.586923   \n",
+       "18                    0.051163                        0.368805   \n",
+       "19                    0.014370                        0.175576   \n",
+       "20                    0.001097                        0.011210   \n",
+       "21                    0.012511                        0.191706   \n",
+       "22                    0.124854                        0.560404   \n",
+       "23                    0.003544                        0.110135   \n",
+       "24                    0.000059                        0.002372   \n",
+       "25                    0.021949                        0.200801   \n",
+       "26                    0.196254                        0.817248   \n",
+       "27                    0.221775                        0.537550   \n",
+       "28                    0.103633                        0.430148   \n",
+       "29                    0.053889                        0.444744   \n",
+       "..                         ...                             ...   \n",
+       "94                    0.436209                        0.703572   \n",
+       "95                    0.179024                        0.506897   \n",
+       "96                    0.125645                        0.556216   \n",
+       "97                    0.043647                        0.311407   \n",
+       "98                    0.116263                        0.464792   \n",
+       "99                    0.018171                        0.195960   \n",
+       "100                   0.037332                        0.272181   \n",
+       "101                   0.116402                        0.453628   \n",
+       "102                   0.050464                        0.261964   \n",
+       "103                   0.005800                        0.108346   \n",
+       "104                   0.005044                        0.113247   \n",
+       "105                   0.103513                        0.406741   \n",
+       "106                   0.024487                        0.244006   \n",
+       "107                   0.018731                        0.192943   \n",
+       "108                   0.001000                        0.016106   \n",
+       "109                   0.015990                        0.162952   \n",
+       "110                   0.015341                        0.164261   \n",
+       "111                   0.083206                        0.384433   \n",
+       "112                   0.090343                        0.441429   \n",
+       "113                   0.462363                        0.668799   \n",
+       "114                   0.000000                        0.000000   \n",
+       "115                   0.335039                        0.670799   \n",
+       "116                   0.205842                        0.525623   \n",
+       "117                   0.046371                        0.316455   \n",
+       "118                   0.049016                        0.312706   \n",
+       "119                   0.008297                        0.134241   \n",
+       "120                   0.006010                        0.087939   \n",
+       "121                   0.027683                        0.214602   \n",
+       "122                   0.004834                        0.068315   \n",
+       "123                   0.004783                        0.105253   \n",
+       "\n",
+       "                             ...                           \\\n",
+       "0                            ...                            \n",
+       "1                            ...                            \n",
+       "2                            ...                            \n",
+       "3                            ...                            \n",
+       "4                            ...                            \n",
+       "5                            ...                            \n",
+       "6                            ...                            \n",
+       "7                            ...                            \n",
+       "8                            ...                            \n",
+       "9                            ...                            \n",
+       "10                           ...                            \n",
+       "11                           ...                            \n",
+       "12                           ...                            \n",
+       "13                           ...                            \n",
+       "14                           ...                            \n",
+       "15                           ...                            \n",
+       "16                           ...                            \n",
+       "17                           ...                            \n",
+       "18                           ...                            \n",
+       "19                           ...                            \n",
+       "20                           ...                            \n",
+       "21                           ...                            \n",
+       "22                           ...                            \n",
+       "23                           ...                            \n",
+       "24                           ...                            \n",
+       "25                           ...                            \n",
+       "26                           ...                            \n",
+       "27                           ...                            \n",
+       "28                           ...                            \n",
+       "29                           ...                            \n",
+       "..                           ...                            \n",
+       "94                           ...                            \n",
+       "95                           ...                            \n",
+       "96                           ...                            \n",
+       "97                           ...                            \n",
+       "98                           ...                            \n",
+       "99                           ...                            \n",
+       "100                          ...                            \n",
+       "101                          ...                            \n",
+       "102                          ...                            \n",
+       "103                          ...                            \n",
+       "104                          ...                            \n",
+       "105                          ...                            \n",
+       "106                          ...                            \n",
+       "107                          ...                            \n",
+       "108                          ...                            \n",
+       "109                          ...                            \n",
+       "110                          ...                            \n",
+       "111                          ...                            \n",
+       "112                          ...                            \n",
+       "113                          ...                            \n",
+       "114                          ...                            \n",
+       "115                          ...                            \n",
+       "116                          ...                            \n",
+       "117                          ...                            \n",
+       "118                          ...                            \n",
+       "119                          ...                            \n",
+       "120                          ...                            \n",
+       "121                          ...                            \n",
+       "122                          ...                            \n",
+       "123                          ...                            \n",
+       "\n",
+       "     exponential_gldm_GrayLevelNonUniformity  \\\n",
+       "0                                   0.001528   \n",
+       "1                                   0.015581   \n",
+       "2                                   0.015617   \n",
+       "3                                   0.011518   \n",
+       "4                                   0.451131   \n",
+       "5                                   0.003219   \n",
+       "6                                   0.000377   \n",
+       "7                                   0.027891   \n",
+       "8                                   0.000170   \n",
+       "9                                   0.002304   \n",
+       "10                                  0.449967   \n",
+       "11                                  0.000208   \n",
+       "12                                  0.015064   \n",
+       "13                                  0.001580   \n",
+       "14                                  0.349407   \n",
+       "15                                  0.041393   \n",
+       "16                                  0.473711   \n",
+       "17                                  0.317666   \n",
+       "18                                  0.053474   \n",
+       "19                                  0.010161   \n",
+       "20                                  0.000929   \n",
+       "21                                  0.007336   \n",
+       "22                                  0.128885   \n",
+       "23                                  0.000576   \n",
+       "24                                  0.000082   \n",
+       "25                                  0.018393   \n",
+       "26                                  0.202100   \n",
+       "27                                  0.198753   \n",
+       "28                                  0.072096   \n",
+       "29                                  0.056253   \n",
+       "..                                       ...   \n",
+       "94                                  0.447961   \n",
+       "95                                  0.182728   \n",
+       "96                                  0.094520   \n",
+       "97                                  0.026594   \n",
+       "98                                  0.018095   \n",
+       "99                                  0.019663   \n",
+       "100                                 0.018410   \n",
+       "101                                 0.120319   \n",
+       "102                                 0.045801   \n",
+       "103                                 0.003777   \n",
+       "104                                 0.001600   \n",
+       "105                                 0.088130   \n",
+       "106                                 0.019654   \n",
+       "107                                 0.012531   \n",
+       "108                                 0.000955   \n",
+       "109                                 0.016944   \n",
+       "110                                 0.009116   \n",
+       "111                                 0.086334   \n",
+       "112                                 0.085183   \n",
+       "113                                 0.474825   \n",
+       "114                                 0.000000   \n",
+       "115                                 0.343879   \n",
+       "116                                 0.211985   \n",
+       "117                                 0.003473   \n",
+       "118                                 0.029472   \n",
+       "119                                 0.007903   \n",
+       "120                                 0.003458   \n",
+       "121                                 0.026801   \n",
+       "122                                 0.000706   \n",
+       "123                                 0.005316   \n",
+       "\n",
+       "     exponential_gldm_GrayLevelVariance  \\\n",
+       "0                              0.115484   \n",
+       "1                              0.005473   \n",
+       "2                              0.044877   \n",
+       "3                              0.003880   \n",
+       "4                              0.000000   \n",
+       "5                              0.029164   \n",
+       "6                              0.684785   \n",
+       "7                              0.007340   \n",
+       "8                              0.147279   \n",
+       "9                              0.011402   \n",
+       "10                             0.000000   \n",
+       "11                             0.749289   \n",
+       "12                             0.005412   \n",
+       "13                             0.001622   \n",
+       "14                             0.001898   \n",
+       "15                             0.001474   \n",
+       "16                             0.000008   \n",
+       "17                             0.000004   \n",
+       "18                             0.000008   \n",
+       "19                             0.004715   \n",
+       "20                             0.008667   \n",
+       "21                             0.010156   \n",
+       "22                             0.000013   \n",
+       "23                             0.135481   \n",
+       "24                             0.159113   \n",
+       "25                             0.003140   \n",
+       "26                             0.000005   \n",
+       "27                             0.001615   \n",
+       "28                             0.003932   \n",
+       "29                             0.000010   \n",
+       "..                                  ...   \n",
+       "94                             0.000002   \n",
+       "95                             0.008015   \n",
+       "96                             0.003254   \n",
+       "97                             0.005011   \n",
+       "98                             0.096263   \n",
+       "99                             0.000000   \n",
+       "100                            0.009955   \n",
+       "101                            0.000001   \n",
+       "102                            0.001581   \n",
+       "103                            0.006255   \n",
+       "104                            0.032955   \n",
+       "105                            0.002461   \n",
+       "106                            0.003174   \n",
+       "107                            0.006121   \n",
+       "108                            0.008884   \n",
+       "109                            0.000333   \n",
+       "110                            0.005478   \n",
+       "111                            0.000019   \n",
+       "112                            0.001097   \n",
+       "113                            0.000005   \n",
+       "114                            1.000000   \n",
+       "115                            0.000023   \n",
+       "116                            0.000000   \n",
+       "117                            0.383370   \n",
+       "118                            0.005478   \n",
+       "119                            0.002040   \n",
+       "120                            0.007018   \n",
+       "121                            0.001101   \n",
+       "122                            0.236428   \n",
+       "123                            0.001237   \n",
+       "\n",
+       "     exponential_gldm_HighGrayLevelEmphasis  \\\n",
+       "0                              1.382147e-01   \n",
+       "1                              6.496146e-03   \n",
+       "2                              9.686681e-02   \n",
+       "3                              8.008113e-03   \n",
+       "4                              0.000000e+00   \n",
+       "5                              4.426400e-02   \n",
+       "6                              6.958855e-01   \n",
+       "7                              2.296047e-02   \n",
+       "8                              2.482170e-01   \n",
+       "9                              2.208507e-02   \n",
+       "10                             0.000000e+00   \n",
+       "11                             5.375945e-01   \n",
+       "12                             1.435565e-02   \n",
+       "13                             9.533272e-03   \n",
+       "14                             8.732581e-04   \n",
+       "15                             9.392447e-03   \n",
+       "16                             2.770105e-06   \n",
+       "17                             1.575673e-06   \n",
+       "18                             2.612137e-06   \n",
+       "19                             1.303589e-02   \n",
+       "20                             1.732520e-02   \n",
+       "21                             1.566765e-02   \n",
+       "22                             5.452615e-06   \n",
+       "23                             3.093316e-01   \n",
+       "24                             2.056444e-01   \n",
+       "25                             8.931196e-03   \n",
+       "26                             1.985523e-06   \n",
+       "27                             1.082417e-02   \n",
+       "28                             2.083355e-03   \n",
+       "29                             3.763616e-06   \n",
+       "..                                      ...   \n",
+       "94                             8.658773e-07   \n",
+       "95                             1.305061e-03   \n",
+       "96                             1.631569e-03   \n",
+       "97                             3.000027e-03   \n",
+       "98                             1.743834e-01   \n",
+       "99                             0.000000e+00   \n",
+       "100                            3.492258e-02   \n",
+       "101                            5.621506e-07   \n",
+       "102                            7.150398e-04   \n",
+       "103                            1.432086e-02   \n",
+       "104                            8.048430e-02   \n",
+       "105                            9.339324e-03   \n",
+       "106                            9.314448e-03   \n",
+       "107                            2.580540e-02   \n",
+       "108                            3.166330e-02   \n",
+       "109                            1.417126e-04   \n",
+       "110                            3.566168e-03   \n",
+       "111                            7.977998e-06   \n",
+       "112                            4.843412e-04   \n",
+       "113                            2.108186e-06   \n",
+       "114                            1.000000e+00   \n",
+       "115                            9.583687e-06   \n",
+       "116                            0.000000e+00   \n",
+       "117                            5.668929e-01   \n",
+       "118                            7.636027e-03   \n",
+       "119                            9.460184e-04   \n",
+       "120                            1.938747e-02   \n",
+       "121                            1.083680e-02   \n",
+       "122                            5.024869e-01   \n",
+       "123                            5.497915e-04   \n",
+       "\n",
+       "     exponential_gldm_LargeDependenceEmphasis  \\\n",
+       "0                                    0.046305   \n",
+       "1                                    0.438198   \n",
+       "2                                    0.134854   \n",
+       "3                                    0.422060   \n",
+       "4                                    0.889216   \n",
+       "5                                    0.221474   \n",
+       "6                                    0.009315   \n",
+       "7                                    0.532840   \n",
+       "8                                    0.038716   \n",
+       "9                                    0.409291   \n",
+       "10                                   0.891624   \n",
+       "11                                   0.018990   \n",
+       "12                                   0.500010   \n",
+       "13                                   0.085262   \n",
+       "14                                   0.792418   \n",
+       "15                                   0.829180   \n",
+       "16                                   0.980670   \n",
+       "17                                   0.972202   \n",
+       "18                                   0.928889   \n",
+       "19                                   0.544011   \n",
+       "20                                   0.446874   \n",
+       "21                                   0.524548   \n",
+       "22                                   0.937086   \n",
+       "23                                   0.027514   \n",
+       "24                                   0.025911   \n",
+       "25                                   0.763801   \n",
+       "26                                   0.959917   \n",
+       "27                                   0.759844   \n",
+       "28                                   0.598089   \n",
+       "29                                   0.924435   \n",
+       "..                                        ...   \n",
+       "94                                   0.984711   \n",
+       "95                                   0.961400   \n",
+       "96                                   0.670689   \n",
+       "97                                   0.578490   \n",
+       "98                                   0.099668   \n",
+       "99                                   0.887201   \n",
+       "100                                  0.461551   \n",
+       "101                                  0.954214   \n",
+       "102                                  0.829111   \n",
+       "103                                  0.400672   \n",
+       "104                                  0.089543   \n",
+       "105                                  0.774247   \n",
+       "106                                  0.710711   \n",
+       "107                                  0.588983   \n",
+       "108                                  0.327026   \n",
+       "109                                  0.871122   \n",
+       "110                                  0.235051   \n",
+       "111                                  0.790338   \n",
+       "112                                  0.751402   \n",
+       "113                                  0.915035   \n",
+       "114                                  0.000000   \n",
+       "115                                  0.878829   \n",
+       "116                                  0.973908   \n",
+       "117                                  0.025606   \n",
+       "118                                  0.641087   \n",
+       "119                                  0.707697   \n",
+       "120                                  0.300706   \n",
+       "121                                  0.643504   \n",
+       "122                                  0.037054   \n",
+       "123                                  0.697834   \n",
+       "\n",
+       "     exponential_gldm_LargeDependenceHighGrayLevelEmphasis  \\\n",
+       "0                                             0.174291       \n",
+       "1                                             0.130997       \n",
+       "2                                             0.426543       \n",
+       "3                                             0.146669       \n",
+       "4                                             0.057623       \n",
+       "5                                             0.309964       \n",
+       "6                                             0.360854       \n",
+       "7                                             0.458293       \n",
+       "8                                             0.323774       \n",
+       "9                                             0.246444       \n",
+       "10                                            0.057898       \n",
+       "11                                            0.484322       \n",
+       "12                                            0.222756       \n",
+       "13                                            0.000000       \n",
+       "14                                            0.052453       \n",
+       "15                                            0.337745       \n",
+       "16                                            0.068068       \n",
+       "17                                            0.067097       \n",
+       "18                                            0.062152       \n",
+       "19                                            0.232257       \n",
+       "20                                            0.299210       \n",
+       "21                                            0.250349       \n",
+       "22                                            0.063089       \n",
+       "23                                            0.379353       \n",
+       "24                                            0.190864       \n",
+       "25                                            0.297809       \n",
+       "26                                            0.065695       \n",
+       "27                                            0.312939       \n",
+       "28                                            0.042944       \n",
+       "29                                            0.061644       \n",
+       "..                                                 ...       \n",
+       "94                                            0.068523       \n",
+       "95                                            0.066162       \n",
+       "96                                            0.047550       \n",
+       "97                                            0.067640       \n",
+       "98                                            0.552928       \n",
+       "99                                            0.057393       \n",
+       "100                                           0.541025       \n",
+       "101                                           0.065042       \n",
+       "102                                           0.055692       \n",
+       "103                                           0.177201       \n",
+       "104                                           0.237664       \n",
+       "105                                           0.311997       \n",
+       "106                                           0.277950       \n",
+       "107                                           0.569244       \n",
+       "108                                           0.340551       \n",
+       "109                                           0.055962       \n",
+       "110                                           0.002587       \n",
+       "111                                           0.046346       \n",
+       "112                                           0.044868       \n",
+       "113                                           0.060573       \n",
+       "114                                           0.464804       \n",
+       "115                                           0.056456       \n",
+       "116                                           0.067290       \n",
+       "117                                           0.748769       \n",
+       "118                                           0.205402       \n",
+       "119                                           0.038856       \n",
+       "120                                           0.212234       \n",
+       "121                                           0.258481       \n",
+       "122                                           0.853633       \n",
+       "123                                           0.036542       \n",
+       "\n",
+       "     exponential_gldm_LargeDependenceLowGrayLevelEmphasis  \\\n",
+       "0                                             0.002376      \n",
+       "1                                             0.177506      \n",
+       "2                                             0.006131      \n",
+       "3                                             0.123838      \n",
+       "4                                             0.890930      \n",
+       "5                                             0.024656      \n",
+       "6                                             0.000371      \n",
+       "7                                             0.075211      \n",
+       "8                                             0.000936      \n",
+       "9                                             0.083001      \n",
+       "10                                            0.893301      \n",
+       "11                                            0.000868      \n",
+       "12                                            0.119422      \n",
+       "13                                            0.025690      \n",
+       "14                                            0.782927      \n",
+       "15                                            0.212866      \n",
+       "16                                            0.980977      \n",
+       "17                                            0.972646      \n",
+       "18                                            0.929996      \n",
+       "19                                            0.133186      \n",
+       "20                                            0.083508      \n",
+       "21                                            0.123449      \n",
+       "22                                            0.938064      \n",
+       "23                                            0.000575      \n",
+       "24                                            0.001043      \n",
+       "25                                            0.218541      \n",
+       "26                                            0.960548      \n",
+       "27                                            0.190323      \n",
+       "28                                            0.564230      \n",
+       "29                                            0.925609      \n",
+       "..                                                 ...      \n",
+       "94                                            0.984967      \n",
+       "95                                            0.961929      \n",
+       "96                                            0.643662      \n",
+       "97                                            0.486843      \n",
+       "98                                            0.003453      \n",
+       "99                                            0.888946      \n",
+       "100                                           0.047285      \n",
+       "101                                           0.954936      \n",
+       "102                                           0.821108      \n",
+       "103                                           0.096673      \n",
+       "104                                           0.004912      \n",
+       "105                                           0.201473      \n",
+       "106                                           0.197193      \n",
+       "107                                           0.069766      \n",
+       "108                                           0.035833      \n",
+       "109                                           0.872240      \n",
+       "110                                           0.204396      \n",
+       "111                                           0.793540      \n",
+       "112                                           0.748799      \n",
+       "113                                           0.916348      \n",
+       "114                                           0.000000      \n",
+       "115                                           0.880661      \n",
+       "116                                           0.974330      \n",
+       "117                                           0.000354      \n",
+       "118                                           0.267277      \n",
+       "119                                           0.707969      \n",
+       "120                                           0.050768      \n",
+       "121                                           0.161395      \n",
+       "122                                           0.000499      \n",
+       "123                                           0.700819      \n",
+       "\n",
+       "     exponential_gldm_LowGrayLevelEmphasis  \\\n",
+       "0                                 0.027663   \n",
+       "1                                 0.509881   \n",
+       "2                                 0.038382   \n",
+       "3                                 0.395807   \n",
+       "4                                 1.000000   \n",
+       "5                                 0.112353   \n",
+       "6                                 0.000000   \n",
+       "7                                 0.146901   \n",
+       "8                                 0.008268   \n",
+       "9                                 0.162199   \n",
+       "10                                1.000000   \n",
+       "11                                0.013901   \n",
+       "12                                0.218016   \n",
+       "13                                0.288793   \n",
+       "14                                0.934115   \n",
+       "15                                0.291394   \n",
+       "16                                0.999857   \n",
+       "17                                0.999881   \n",
+       "18                                0.999859   \n",
+       "19                                0.235289   \n",
+       "20                                0.220994   \n",
+       "21                                0.224891   \n",
+       "22                                0.999589   \n",
+       "23                                0.007255   \n",
+       "24                                0.023108   \n",
+       "25                                0.335103   \n",
+       "26                                0.999858   \n",
+       "27                                0.244716   \n",
+       "28                                0.842816   \n",
+       "29                                0.999743   \n",
+       "..                                     ...   \n",
+       "94                                0.999938   \n",
+       "95                                0.995605   \n",
+       "96                                0.876902   \n",
+       "97                                0.773655   \n",
+       "98                                0.017679   \n",
+       "99                                1.000000   \n",
+       "100                               0.095194   \n",
+       "101                               0.999958   \n",
+       "102                               0.946052   \n",
+       "103                               0.232482   \n",
+       "104                               0.043642   \n",
+       "105                               0.308667   \n",
+       "106                               0.325550   \n",
+       "107                               0.126523   \n",
+       "108                               0.106938   \n",
+       "109                               0.989308   \n",
+       "110                               0.730941   \n",
+       "111                               0.999398   \n",
+       "112                               0.963458   \n",
+       "113                               0.999841   \n",
+       "114                               0.001549   \n",
+       "115                               0.999277   \n",
+       "116                               1.000000   \n",
+       "117                               0.002332   \n",
+       "118                               0.446065   \n",
+       "119                               0.928625   \n",
+       "120                               0.169775   \n",
+       "121                               0.235459   \n",
+       "122                               0.005364   \n",
+       "123                               0.958520   \n",
+       "\n",
+       "     exponential_gldm_SmallDependenceEmphasis  \\\n",
+       "0                                    0.364079   \n",
+       "1                                    0.019072   \n",
+       "2                                    0.162076   \n",
+       "3                                    0.022232   \n",
+       "4                                    0.000809   \n",
+       "5                                    0.086613   \n",
+       "6                                    0.748107   \n",
+       "7                                    0.020638   \n",
+       "8                                    0.418704   \n",
+       "9                                    0.055522   \n",
+       "10                                   0.000670   \n",
+       "11                                   0.419803   \n",
+       "12                                   0.032153   \n",
+       "13                                   0.065360   \n",
+       "14                                   0.008948   \n",
+       "15                                   0.014711   \n",
+       "16                                   0.000334   \n",
+       "17                                   0.000509   \n",
+       "18                                   0.001463   \n",
+       "19                                   0.028257   \n",
+       "20                                   0.035692   \n",
+       "21                                   0.028912   \n",
+       "22                                   0.001818   \n",
+       "23                                   0.261211   \n",
+       "24                                   0.446214   \n",
+       "25                                   0.016551   \n",
+       "26                                   0.000697   \n",
+       "27                                   0.009705   \n",
+       "28                                   0.013581   \n",
+       "29                                   0.001604   \n",
+       "..                                        ...   \n",
+       "94                                   0.000379   \n",
+       "95                                   0.006021   \n",
+       "96                                   0.017758   \n",
+       "97                                   0.014854   \n",
+       "98                                   0.175320   \n",
+       "99                                   0.001514   \n",
+       "100                                  0.028621   \n",
+       "101                                  0.000884   \n",
+       "102                                  0.008983   \n",
+       "103                                  0.032262   \n",
+       "104                                  0.131180   \n",
+       "105                                  0.007903   \n",
+       "106                                  0.029514   \n",
+       "107                                  0.055143   \n",
+       "108                                  0.066078   \n",
+       "109                                  0.009060   \n",
+       "110                                  0.035839   \n",
+       "111                                  0.002308   \n",
+       "112                                  0.006529   \n",
+       "113                                  0.000615   \n",
+       "114                                  1.000000   \n",
+       "115                                  0.001207   \n",
+       "116                                  0.000436   \n",
+       "117                                  0.328286   \n",
+       "118                                  0.042549   \n",
+       "119                                  0.032229   \n",
+       "120                                  0.032691   \n",
+       "121                                  0.012397   \n",
+       "122                                  0.268735   \n",
+       "123                                  0.030729   \n",
+       "\n",
+       "     exponential_gldm_SmallDependenceHighGrayLevelEmphasis  \\\n",
+       "0                                         8.713000e-02       \n",
+       "1                                         1.470507e-04       \n",
+       "2                                         2.143636e-02       \n",
+       "3                                         1.709109e-04       \n",
+       "4                                         1.240123e-06       \n",
+       "5                                         5.607570e-03       \n",
+       "6                                         5.931223e-01       \n",
+       "7                                         6.296367e-04       \n",
+       "8                                         1.447674e-01       \n",
+       "9                                         1.908490e-03       \n",
+       "10                                        8.021687e-07       \n",
+       "11                                        2.783027e-01       \n",
+       "12                                        7.884417e-04       \n",
+       "13                                        7.035418e-04       \n",
+       "14                                        9.572883e-05       \n",
+       "15                                        1.117938e-04       \n",
+       "16                                        8.639713e-07       \n",
+       "17                                        1.308435e-06       \n",
+       "18                                        5.424012e-06       \n",
+       "19                                        6.546693e-04       \n",
+       "20                                        5.255029e-04       \n",
+       "21                                        1.874471e-03       \n",
+       "22                                        1.135382e-05       \n",
+       "23                                        7.957309e-02       \n",
+       "24                                        1.251452e-01       \n",
+       "25                                        4.287354e-04       \n",
+       "26                                        1.904081e-06       \n",
+       "27                                        2.434921e-04       \n",
+       "28                                        1.317640e-04       \n",
+       "29                                        9.476402e-06       \n",
+       "..                                                 ...       \n",
+       "94                                        6.947112e-07       \n",
+       "95                                        2.086086e-03       \n",
+       "96                                        2.000857e-04       \n",
+       "97                                        1.350779e-04       \n",
+       "98                                        4.080153e-02       \n",
+       "99                                        3.456310e-06       \n",
+       "100                                       1.278804e-03       \n",
+       "101                                       1.734285e-06       \n",
+       "102                                       9.059216e-05       \n",
+       "103                                       6.106755e-04       \n",
+       "104                                       1.244393e-02       \n",
+       "105                                       1.673952e-04       \n",
+       "106                                       5.053594e-04       \n",
+       "107                                       1.787749e-03       \n",
+       "108                                       2.339895e-03       \n",
+       "109                                       9.329212e-05       \n",
+       "110                                       3.152437e-04       \n",
+       "111                                       8.152050e-06       \n",
+       "112                                       5.698014e-05       \n",
+       "113                                       8.891207e-07       \n",
+       "114                                       1.000000e+00       \n",
+       "115                                       3.611619e-06       \n",
+       "116                                       6.540327e-08       \n",
+       "117                                       1.891891e-01       \n",
+       "118                                       6.694337e-04       \n",
+       "119                                       3.732982e-04       \n",
+       "120                                       7.849050e-04       \n",
+       "121                                       3.186995e-04       \n",
+       "122                                       1.361179e-01       \n",
+       "123                                       3.340106e-04       \n",
+       "\n",
+       "     exponential_gldm_SmallDependenceLowGrayLevelEmphasis  \n",
+       "0                                             0.308129     \n",
+       "1                                             0.466955     \n",
+       "2                                             0.281836     \n",
+       "3                                             0.531796     \n",
+       "4                                             0.112161     \n",
+       "5                                             0.342252     \n",
+       "6                                             0.178541     \n",
+       "7                                             0.121316     \n",
+       "8                                             0.226886     \n",
+       "9                                             0.271817     \n",
+       "10                                            0.107769     \n",
+       "11                                            0.165251     \n",
+       "12                                            0.235094     \n",
+       "13                                            1.000000     \n",
+       "14                                            0.196280     \n",
+       "15                                            0.386250     \n",
+       "16                                            0.095711     \n",
+       "17                                            0.100126     \n",
+       "18                                            0.128738     \n",
+       "19                                            0.250288     \n",
+       "20                                            0.529530     \n",
+       "21                                            0.209366     \n",
+       "22                                            0.126594     \n",
+       "23                                            0.084796     \n",
+       "24                                            0.489074     \n",
+       "25                                            0.395239     \n",
+       "26                                            0.106760     \n",
+       "27                                            0.056145     \n",
+       "28                                            0.288711     \n",
+       "29                                            0.125334     \n",
+       "..                                                 ...     \n",
+       "94                                            0.096855     \n",
+       "95                                            0.116452     \n",
+       "96                                            0.282164     \n",
+       "97                                            0.330618     \n",
+       "98                                            0.071175     \n",
+       "99                                            0.134385     \n",
+       "100                                           0.093995     \n",
+       "101                                           0.113881     \n",
+       "102                                           0.210564     \n",
+       "103                                           0.390221     \n",
+       "104                                           0.187639     \n",
+       "105                                           0.153628     \n",
+       "106                                           0.441656     \n",
+       "107                                           0.284643     \n",
+       "108                                           0.479736     \n",
+       "109                                           0.206829     \n",
+       "110                                           0.706630     \n",
+       "111                                           0.153954     \n",
+       "112                                           0.198039     \n",
+       "113                                           0.105362     \n",
+       "114                                           0.532895     \n",
+       "115                                           0.121897     \n",
+       "116                                           0.100381     \n",
+       "117                                           0.054518     \n",
+       "118                                           0.711976     \n",
+       "119                                           0.418705     \n",
+       "120                                           0.220047     \n",
+       "121                                           0.034856     \n",
+       "122                                           0.092997     \n",
+       "123                                           0.458058     \n",
+       "\n",
+       "[124 rows x 1562 columns]"
+      ]
+     },
+     "execution_count": 11,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "X"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 12,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "(124, 1562)\n",
+      "(59, 1562)\n"
+     ]
+    }
+   ],
+   "source": [
+    "print(X.shape)\n",
+    "print(X_test.shape)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 13,
+   "metadata": {
+    "scrolled": true
+   },
+   "outputs": [],
+   "source": [
+    "import numpy as np\n",
+    "x_cols=[col for col in X.columns if X[col].dtype!='object']\n",
+    "\n",
+    "labels=[]\n",
+    "values=[]\n",
+    "for col in x_cols:\n",
+    "    labels.append(col)\n",
+    "    values.append(abs(X[col].corr(y,'spearman')))#np.corrcoef(X[col].values,y.values)[0,1]\n",
+    "    \n",
+    "corr_df=pd.DataFrame({'col_labels':labels,'corr_values':values})"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 14,
+   "metadata": {
+    "scrolled": true
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>col_labels</th>\n",
+       "      <th>corr_values</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>original_shape_Elongation</td>\n",
+       "      <td>0.017212</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>original_shape_Flatness</td>\n",
+       "      <td>0.060256</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>original_shape_LeastAxisLength</td>\n",
+       "      <td>0.397821</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>original_shape_MajorAxisLength</td>\n",
+       "      <td>0.252024</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>original_shape_Maximum2DDiameterColumn</td>\n",
+       "      <td>0.259308</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>5</th>\n",
+       "      <td>original_shape_Maximum2DDiameterRow</td>\n",
+       "      <td>0.263318</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>6</th>\n",
+       "      <td>original_shape_Maximum2DDiameterSlice</td>\n",
+       "      <td>0.569751</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>7</th>\n",
+       "      <td>original_shape_Maximum3DDiameter</td>\n",
+       "      <td>0.265868</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>8</th>\n",
+       "      <td>original_shape_MeshVolume</td>\n",
+       "      <td>0.551469</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>9</th>\n",
+       "      <td>original_shape_MinorAxisLength</td>\n",
+       "      <td>0.565051</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>10</th>\n",
+       "      <td>original_shape_Sphericity</td>\n",
+       "      <td>0.183141</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>11</th>\n",
+       "      <td>original_shape_SurfaceArea</td>\n",
+       "      <td>0.498673</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>12</th>\n",
+       "      <td>original_shape_SurfaceVolumeRatio</td>\n",
+       "      <td>0.449690</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>13</th>\n",
+       "      <td>original_shape_VoxelVolume</td>\n",
+       "      <td>0.552453</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>14</th>\n",
+       "      <td>original_firstorder_10Percentile</td>\n",
+       "      <td>0.090847</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>15</th>\n",
+       "      <td>original_firstorder_90Percentile</td>\n",
+       "      <td>0.112535</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>16</th>\n",
+       "      <td>original_firstorder_Energy</td>\n",
+       "      <td>0.546716</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>17</th>\n",
+       "      <td>original_firstorder_Entropy</td>\n",
+       "      <td>0.020988</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>18</th>\n",
+       "      <td>original_firstorder_InterquartileRange</td>\n",
+       "      <td>0.000159</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>19</th>\n",
+       "      <td>original_firstorder_Kurtosis</td>\n",
+       "      <td>0.198616</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>20</th>\n",
+       "      <td>original_firstorder_Maximum</td>\n",
+       "      <td>0.261303</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>21</th>\n",
+       "      <td>original_firstorder_MeanAbsoluteDeviation</td>\n",
+       "      <td>0.042442</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>22</th>\n",
+       "      <td>original_firstorder_Mean</td>\n",
+       "      <td>0.113590</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>23</th>\n",
+       "      <td>original_firstorder_Median</td>\n",
+       "      <td>0.124646</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>24</th>\n",
+       "      <td>original_firstorder_Minimum</td>\n",
+       "      <td>0.230157</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>25</th>\n",
+       "      <td>original_firstorder_Range</td>\n",
+       "      <td>0.354013</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>26</th>\n",
+       "      <td>original_firstorder_RobustMeanAbsoluteDeviation</td>\n",
+       "      <td>0.022577</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>27</th>\n",
+       "      <td>original_firstorder_RootMeanSquared</td>\n",
+       "      <td>0.113772</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>28</th>\n",
+       "      <td>original_firstorder_Skewness</td>\n",
+       "      <td>0.232736</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>29</th>\n",
+       "      <td>original_firstorder_TotalEnergy</td>\n",
+       "      <td>0.546716</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>...</th>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1532</th>\n",
+       "      <td>exponential_glszm_GrayLevelNonUniformity</td>\n",
+       "      <td>0.092677</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1533</th>\n",
+       "      <td>exponential_glszm_GrayLevelNonUniformityNormal...</td>\n",
+       "      <td>0.081856</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1534</th>\n",
+       "      <td>exponential_glszm_GrayLevelVariance</td>\n",
+       "      <td>0.023880</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1535</th>\n",
+       "      <td>exponential_glszm_HighGrayLevelZoneEmphasis</td>\n",
+       "      <td>0.025702</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1536</th>\n",
+       "      <td>exponential_glszm_LargeAreaEmphasis</td>\n",
+       "      <td>0.437362</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1537</th>\n",
+       "      <td>exponential_glszm_LargeAreaHighGrayLevelEmphasis</td>\n",
+       "      <td>0.446843</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1538</th>\n",
+       "      <td>exponential_glszm_LargeAreaLowGrayLevelEmphasis</td>\n",
+       "      <td>0.424790</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1539</th>\n",
+       "      <td>exponential_glszm_LowGrayLevelZoneEmphasis</td>\n",
+       "      <td>0.025644</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1540</th>\n",
+       "      <td>exponential_glszm_SizeZoneNonUniformity</td>\n",
+       "      <td>0.034424</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1541</th>\n",
+       "      <td>exponential_glszm_SizeZoneNonUniformityNormalized</td>\n",
+       "      <td>0.049146</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1542</th>\n",
+       "      <td>exponential_glszm_SmallAreaEmphasis</td>\n",
+       "      <td>0.065911</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1543</th>\n",
+       "      <td>exponential_glszm_SmallAreaHighGrayLevelEmphasis</td>\n",
+       "      <td>0.036574</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1544</th>\n",
+       "      <td>exponential_glszm_SmallAreaLowGrayLevelEmphasis</td>\n",
+       "      <td>0.036557</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1545</th>\n",
+       "      <td>exponential_glszm_ZoneEntropy</td>\n",
+       "      <td>0.065833</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1546</th>\n",
+       "      <td>exponential_glszm_ZonePercentage</td>\n",
+       "      <td>0.313700</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1547</th>\n",
+       "      <td>exponential_glszm_ZoneVariance</td>\n",
+       "      <td>0.419728</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1548</th>\n",
+       "      <td>exponential_gldm_DependenceEntropy</td>\n",
+       "      <td>0.391753</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1549</th>\n",
+       "      <td>exponential_gldm_DependenceNonUniformity</td>\n",
+       "      <td>0.524772</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1550</th>\n",
+       "      <td>exponential_gldm_DependenceNonUniformityNormal...</td>\n",
+       "      <td>0.350227</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1551</th>\n",
+       "      <td>exponential_gldm_DependenceVariance</td>\n",
+       "      <td>0.001460</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1552</th>\n",
+       "      <td>exponential_gldm_GrayLevelNonUniformity</td>\n",
+       "      <td>0.545148</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1553</th>\n",
+       "      <td>exponential_gldm_GrayLevelVariance</td>\n",
+       "      <td>0.296052</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1554</th>\n",
+       "      <td>exponential_gldm_HighGrayLevelEmphasis</td>\n",
+       "      <td>0.271302</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1555</th>\n",
+       "      <td>exponential_gldm_LargeDependenceEmphasis</td>\n",
+       "      <td>0.451641</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1556</th>\n",
+       "      <td>exponential_gldm_LargeDependenceHighGrayLevelE...</td>\n",
+       "      <td>0.124707</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1557</th>\n",
+       "      <td>exponential_gldm_LargeDependenceLowGrayLevelEm...</td>\n",
+       "      <td>0.387342</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1558</th>\n",
+       "      <td>exponential_gldm_LowGrayLevelEmphasis</td>\n",
+       "      <td>0.281674</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1559</th>\n",
+       "      <td>exponential_gldm_SmallDependenceEmphasis</td>\n",
+       "      <td>0.406014</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1560</th>\n",
+       "      <td>exponential_gldm_SmallDependenceHighGrayLevelE...</td>\n",
+       "      <td>0.300497</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1561</th>\n",
+       "      <td>exponential_gldm_SmallDependenceLowGrayLevelEm...</td>\n",
+       "      <td>0.359945</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>1562 rows × 2 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                                             col_labels  corr_values\n",
+       "0                             original_shape_Elongation     0.017212\n",
+       "1                               original_shape_Flatness     0.060256\n",
+       "2                        original_shape_LeastAxisLength     0.397821\n",
+       "3                        original_shape_MajorAxisLength     0.252024\n",
+       "4                original_shape_Maximum2DDiameterColumn     0.259308\n",
+       "5                   original_shape_Maximum2DDiameterRow     0.263318\n",
+       "6                 original_shape_Maximum2DDiameterSlice     0.569751\n",
+       "7                      original_shape_Maximum3DDiameter     0.265868\n",
+       "8                             original_shape_MeshVolume     0.551469\n",
+       "9                        original_shape_MinorAxisLength     0.565051\n",
+       "10                            original_shape_Sphericity     0.183141\n",
+       "11                           original_shape_SurfaceArea     0.498673\n",
+       "12                    original_shape_SurfaceVolumeRatio     0.449690\n",
+       "13                           original_shape_VoxelVolume     0.552453\n",
+       "14                     original_firstorder_10Percentile     0.090847\n",
+       "15                     original_firstorder_90Percentile     0.112535\n",
+       "16                           original_firstorder_Energy     0.546716\n",
+       "17                          original_firstorder_Entropy     0.020988\n",
+       "18               original_firstorder_InterquartileRange     0.000159\n",
+       "19                         original_firstorder_Kurtosis     0.198616\n",
+       "20                          original_firstorder_Maximum     0.261303\n",
+       "21            original_firstorder_MeanAbsoluteDeviation     0.042442\n",
+       "22                             original_firstorder_Mean     0.113590\n",
+       "23                           original_firstorder_Median     0.124646\n",
+       "24                          original_firstorder_Minimum     0.230157\n",
+       "25                            original_firstorder_Range     0.354013\n",
+       "26      original_firstorder_RobustMeanAbsoluteDeviation     0.022577\n",
+       "27                  original_firstorder_RootMeanSquared     0.113772\n",
+       "28                         original_firstorder_Skewness     0.232736\n",
+       "29                      original_firstorder_TotalEnergy     0.546716\n",
+       "...                                                 ...          ...\n",
+       "1532           exponential_glszm_GrayLevelNonUniformity     0.092677\n",
+       "1533  exponential_glszm_GrayLevelNonUniformityNormal...     0.081856\n",
+       "1534                exponential_glszm_GrayLevelVariance     0.023880\n",
+       "1535        exponential_glszm_HighGrayLevelZoneEmphasis     0.025702\n",
+       "1536                exponential_glszm_LargeAreaEmphasis     0.437362\n",
+       "1537   exponential_glszm_LargeAreaHighGrayLevelEmphasis     0.446843\n",
+       "1538    exponential_glszm_LargeAreaLowGrayLevelEmphasis     0.424790\n",
+       "1539         exponential_glszm_LowGrayLevelZoneEmphasis     0.025644\n",
+       "1540            exponential_glszm_SizeZoneNonUniformity     0.034424\n",
+       "1541  exponential_glszm_SizeZoneNonUniformityNormalized     0.049146\n",
+       "1542                exponential_glszm_SmallAreaEmphasis     0.065911\n",
+       "1543   exponential_glszm_SmallAreaHighGrayLevelEmphasis     0.036574\n",
+       "1544    exponential_glszm_SmallAreaLowGrayLevelEmphasis     0.036557\n",
+       "1545                      exponential_glszm_ZoneEntropy     0.065833\n",
+       "1546                   exponential_glszm_ZonePercentage     0.313700\n",
+       "1547                     exponential_glszm_ZoneVariance     0.419728\n",
+       "1548                 exponential_gldm_DependenceEntropy     0.391753\n",
+       "1549           exponential_gldm_DependenceNonUniformity     0.524772\n",
+       "1550  exponential_gldm_DependenceNonUniformityNormal...     0.350227\n",
+       "1551                exponential_gldm_DependenceVariance     0.001460\n",
+       "1552            exponential_gldm_GrayLevelNonUniformity     0.545148\n",
+       "1553                 exponential_gldm_GrayLevelVariance     0.296052\n",
+       "1554             exponential_gldm_HighGrayLevelEmphasis     0.271302\n",
+       "1555           exponential_gldm_LargeDependenceEmphasis     0.451641\n",
+       "1556  exponential_gldm_LargeDependenceHighGrayLevelE...     0.124707\n",
+       "1557  exponential_gldm_LargeDependenceLowGrayLevelEm...     0.387342\n",
+       "1558              exponential_gldm_LowGrayLevelEmphasis     0.281674\n",
+       "1559           exponential_gldm_SmallDependenceEmphasis     0.406014\n",
+       "1560  exponential_gldm_SmallDependenceHighGrayLevelE...     0.300497\n",
+       "1561  exponential_gldm_SmallDependenceLowGrayLevelEm...     0.359945\n",
+       "\n",
+       "[1562 rows x 2 columns]"
+      ]
+     },
+     "execution_count": 14,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "corr_df"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 15,
+   "metadata": {
+    "scrolled": true
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "1157\n",
+      "<class 'pandas.core.series.Series'>\n",
+      "<class 'set'>\n",
+      "{'wavelet-HHH_glcm_Idmn', 'log-sigma-1-0-mm-3D_glcm_MaximumProbability', 'wavelet-LHH_firstorder_Mean', 'wavelet-HLL_glszm_SmallAreaLowGrayLevelEmphasis', 'wavelet-HLH_glrlm_LongRunHighGrayLevelEmphasis', 'log-sigma-5-0-mm-3D_glszm_SmallAreaEmphasis', 'log-sigma-1-0-mm-3D_glcm_DifferenceAverage', 'log-sigma-2-0-mm-3D_firstorder_90Percentile', 'wavelet-LLH_firstorder_RootMeanSquared', 'wavelet-HLL_glcm_Imc1', 'squareroot_glrlm_RunPercentage', 'log-sigma-3-0-mm-3D_glszm_GrayLevelNonUniformityNormalized', 'wavelet-HLH_glszm_SmallAreaLowGrayLevelEmphasis', 'square_glcm_ClusterShade', 'wavelet-LLL_glcm_Imc2', 'log-sigma-5-0-mm-3D_glcm_Imc1', 'exponential_glszm_GrayLevelNonUniformity', 'squareroot_gldm_LargeDependenceEmphasis', 'wavelet-HHL_gldm_DependenceVariance', 'wavelet-HHH_glcm_Imc1', 'exponential_gldm_DependenceVariance', 'squareroot_glrlm_LongRunHighGrayLevelEmphasis', 'original_firstorder_Median', 'log-sigma-4-0-mm-3D_glcm_ClusterShade', 'wavelet-HLL_glrlm_LongRunLowGrayLevelEmphasis', 'wavelet-LHH_glcm_Imc1', 'wavelet-LHH_glcm_ClusterShade', 'log-sigma-4-0-mm-3D_glszm_SmallAreaLowGrayLevelEmphasis', 'wavelet-HHH_glszm_HighGrayLevelZoneEmphasis', 'wavelet-LHH_glcm_Idn', 'log-sigma-4-0-mm-3D_glcm_JointAverage', 'log-sigma-4-0-mm-3D_firstorder_Skewness', 'log-sigma-5-0-mm-3D_glszm_SmallAreaHighGrayLevelEmphasis', 'log-sigma-3-0-mm-3D_glszm_SmallAreaLowGrayLevelEmphasis', 'log-sigma-4-0-mm-3D_firstorder_Median', 'wavelet-HLL_firstorder_Median', 'log-sigma-2-0-mm-3D_gldm_LargeDependenceHighGrayLevelEmphasis', 'exponential_glrlm_LongRunHighGrayLevelEmphasis', 'wavelet-LLH_glszm_GrayLevelNonUniformityNormalized', 'wavelet-HHL_glcm_Imc1', 'log-sigma-4-0-mm-3D_firstorder_InterquartileRange', 'exponential_glszm_SizeZoneNonUniformityNormalized', 'wavelet-HHH_gldm_SmallDependenceLowGrayLevelEmphasis', 'log-sigma-5-0-mm-3D_firstorder_Skewness', 'squareroot_glcm_ClusterShade', 'wavelet-LHL_gldm_LargeDependenceEmphasis', 'log-sigma-1-0-mm-3D_glcm_Idn', 'log-sigma-1-0-mm-3D_glcm_InverseVariance', 'wavelet-HHH_glcm_InverseVariance', 'original_gldm_DependenceNonUniformityNormalized', 'log-sigma-5-0-mm-3D_gldm_LargeDependenceLowGrayLevelEmphasis', 'log-sigma-4-0-mm-3D_glcm_JointEnergy', 'wavelet-LLH_firstorder_Skewness', 'squareroot_glcm_Correlation', 'log-sigma-5-0-mm-3D_glcm_Imc2', 'squareroot_glszm_LowGrayLevelZoneEmphasis', 'wavelet-LLH_gldm_SmallDependenceLowGrayLevelEmphasis', 'wavelet-HLH_glszm_ZoneEntropy', 'original_shape_Maximum3DDiameter', 'wavelet-HHL_firstorder_Skewness', 'exponential_firstorder_Kurtosis', 'wavelet-HHH_glrlm_GrayLevelNonUniformityNormalized', 'logarithm_firstorder_Minimum', 'wavelet-LHH_glrlm_LongRunHighGrayLevelEmphasis', 'wavelet-LHL_glszm_SmallAreaEmphasis', 'log-sigma-2-0-mm-3D_firstorder_Kurtosis', 'log-sigma-2-0-mm-3D_glcm_ClusterShade', 'log-sigma-2-0-mm-3D_glszm_SmallAreaLowGrayLevelEmphasis', 'wavelet-HLH_glcm_InverseVariance', 'wavelet-LLL_firstorder_MeanAbsoluteDeviation', 'wavelet-HHL_firstorder_Mean', 'wavelet-LLH_glszm_ZoneEntropy', 'wavelet-LHH_firstorder_Kurtosis', 'log-sigma-5-0-mm-3D_gldm_SmallDependenceEmphasis', 'square_gldm_LargeDependenceHighGrayLevelEmphasis', 'logarithm_glcm_Imc2', 'logarithm_glrlm_RunVariance', 'log-sigma-5-0-mm-3D_glcm_ClusterShade', 'log-sigma-1-0-mm-3D_glszm_SmallAreaEmphasis', 'square_firstorder_Maximum', 'wavelet-LHL_gldm_DependenceNonUniformityNormalized', 'log-sigma-4-0-mm-3D_gldm_LargeDependenceEmphasis', 'log-sigma-1-0-mm-3D_firstorder_Kurtosis', 'wavelet-HLH_glcm_DifferenceAverage', 'wavelet-LLH_glcm_Imc2', 'wavelet-HHL_glszm_SmallAreaLowGrayLevelEmphasis', 'wavelet-HHH_gldm_LargeDependenceEmphasis', 'logarithm_glcm_Correlation', 'log-sigma-3-0-mm-3D_glszm_GrayLevelVariance', 'wavelet-LHH_gldm_SmallDependenceLowGrayLevelEmphasis', 'original_shape_SurfaceVolumeRatio', 'wavelet-LHH_gldm_LowGrayLevelEmphasis', 'wavelet-LHL_glszm_ZoneEntropy', 'exponential_gldm_LargeDependenceEmphasis', 'logarithm_glcm_Idn', 'log-sigma-4-0-mm-3D_glszm_GrayLevelVariance', 'exponential_glszm_SmallAreaLowGrayLevelEmphasis', 'wavelet-LHH_glcm_ClusterTendency', 'wavelet-HHL_glrlm_RunEntropy', 'log-sigma-2-0-mm-3D_glszm_GrayLevelNonUniformityNormalized', 'wavelet-HLL_gldm_DependenceNonUniformityNormalized', 'squareroot_gldm_SmallDependenceLowGrayLevelEmphasis', 'logarithm_gldm_LargeDependenceHighGrayLevelEmphasis', 'wavelet-HHL_glszm_GrayLevelVariance', 'squareroot_gldm_LargeDependenceHighGrayLevelEmphasis', 'log-sigma-2-0-mm-3D_glszm_SizeZoneNonUniformityNormalized', 'wavelet-LLL_gldm_DependenceEntropy', 'wavelet-LLH_glcm_ClusterTendency', 'wavelet-LLH_glrlm_LongRunHighGrayLevelEmphasis', 'log-sigma-1-0-mm-3D_glszm_SmallAreaLowGrayLevelEmphasis', 'log-sigma-5-0-mm-3D_gldm_DependenceNonUniformityNormalized', 'exponential_glszm_SizeZoneNonUniformity', 'wavelet-LHH_firstorder_Median', 'log-sigma-5-0-mm-3D_firstorder_Kurtosis', 'square_glcm_Idmn', 'original_glcm_MaximumProbability', 'wavelet-HLL_firstorder_Skewness', 'log-sigma-5-0-mm-3D_glszm_SizeZoneNonUniformityNormalized', 'log-sigma-5-0-mm-3D_glszm_LowGrayLevelZoneEmphasis', 'square_glrlm_LongRunHighGrayLevelEmphasis', 'wavelet-HLL_gldm_LargeDependenceEmphasis', 'logarithm_glcm_ClusterShade', 'squareroot_gldm_DependenceNonUniformityNormalized', 'wavelet-HHH_glrlm_LongRunHighGrayLevelEmphasis', 'wavelet-LHH_glszm_LowGrayLevelZoneEmphasis', 'exponential_glszm_ZoneEntropy', 'log-sigma-4-0-mm-3D_glszm_SizeZoneNonUniformityNormalized', 'wavelet-LLL_glcm_Correlation', 'log-sigma-2-0-mm-3D_gldm_SmallDependenceLowGrayLevelEmphasis', 'original_glcm_ClusterShade', 'wavelet-LLH_glcm_ClusterProminence', 'square_gldm_LowGrayLevelEmphasis', 'wavelet-LHH_glrlm_RunEntropy', 'exponential_glszm_GrayLevelNonUniformityNormalized', 'wavelet-HHL_glszm_GrayLevelNonUniformityNormalized', 'squareroot_glcm_InverseVariance', 'wavelet-LLL_glszm_SmallAreaLowGrayLevelEmphasis', 'log-sigma-2-0-mm-3D_glcm_InverseVariance', 'wavelet-LLL_gldm_LargeDependenceHighGrayLevelEmphasis', 'wavelet-HLL_glcm_ClusterShade', 'logarithm_glszm_ZoneEntropy', 'square_gldm_LargeDependenceLowGrayLevelEmphasis', 'log-sigma-4-0-mm-3D_glszm_LowGrayLevelZoneEmphasis', 'wavelet-HLL_firstorder_10Percentile', 'wavelet-LLH_glrlm_RunEntropy', 'square_firstorder_Skewness', 'log-sigma-3-0-mm-3D_glcm_ClusterShade', 'square_glrlm_RunPercentage', 'log-sigma-2-0-mm-3D_glcm_Imc1', 'wavelet-HLH_glszm_LowGrayLevelZoneEmphasis', 'wavelet-LHH_glrlm_RunVariance', 'wavelet-LHL_firstorder_Kurtosis', 'wavelet-HHH_glrlm_GrayLevelVariance', 'square_glszm_ZoneEntropy', 'wavelet-LHH_firstorder_Skewness', 'wavelet-HHL_glcm_Imc2', 'log-sigma-1-0-mm-3D_glcm_Correlation', 'wavelet-LLH_firstorder_Median', 'wavelet-HLH_glcm_Correlation', 'log-sigma-3-0-mm-3D_gldm_DependenceVariance', 'log-sigma-2-0-mm-3D_firstorder_RobustMeanAbsoluteDeviation', 'log-sigma-4-0-mm-3D_glcm_Idm', 'log-sigma-4-0-mm-3D_glszm_SmallAreaHighGrayLevelEmphasis', 'wavelet-HLL_firstorder_Mean', 'logarithm_firstorder_InterquartileRange', 'wavelet-LLH_glszm_SmallAreaEmphasis', 'log-sigma-3-0-mm-3D_gldm_LargeDependenceLowGrayLevelEmphasis', 'logarithm_firstorder_Uniformity', 'original_shape_Elongation', 'wavelet-HHL_firstorder_Median', 'exponential_firstorder_Skewness', 'wavelet-LLH_glszm_SmallAreaLowGrayLevelEmphasis', 'log-sigma-3-0-mm-3D_glszm_SizeZoneNonUniformityNormalized', 'wavelet-HHH_firstorder_RootMeanSquared', 'logarithm_glrlm_LongRunHighGrayLevelEmphasis', 'wavelet-LHL_gldm_LargeDependenceHighGrayLevelEmphasis', 'original_glszm_SmallAreaLowGrayLevelEmphasis', 'logarithm_glcm_Imc1', 'log-sigma-4-0-mm-3D_glszm_SmallAreaEmphasis', 'square_glszm_SmallAreaHighGrayLevelEmphasis', 'exponential_glrlm_RunPercentage', 'squareroot_glrlm_GrayLevelNonUniformityNormalized', 'squareroot_glcm_Imc2', 'square_glcm_InverseVariance', 'log-sigma-5-0-mm-3D_glcm_JointAverage', 'log-sigma-2-0-mm-3D_gldm_DependenceVariance', 'wavelet-HHH_glrlm_LowGrayLevelRunEmphasis', 'squareroot_gldm_DependenceEntropy', 'wavelet-HHH_glcm_Correlation', 'log-sigma-1-0-mm-3D_glcm_Id', 'log-sigma-3-0-mm-3D_firstorder_Skewness', 'wavelet-HHL_glrlm_RunPercentage', 'wavelet-HHH_gldm_DependenceNonUniformityNormalized', 'wavelet-HHH_glcm_Autocorrelation', 'wavelet-HLH_glszm_SmallAreaEmphasis', 'exponential_glcm_Correlation', 'wavelet-HHH_firstorder_Mean', 'log-sigma-4-0-mm-3D_firstorder_Kurtosis', 'logarithm_gldm_DependenceVariance', 'log-sigma-2-0-mm-3D_firstorder_Minimum', 'wavelet-LHL_glrlm_RunEntropy', 'wavelet-LLL_gldm_LargeDependenceLowGrayLevelEmphasis', 'wavelet-LHH_firstorder_RootMeanSquared', 'wavelet-HHL_gldm_DependenceNonUniformityNormalized', 'wavelet-HHH_glszm_ZoneEntropy', 'wavelet-LHH_gldm_LargeDependenceLowGrayLevelEmphasis', 'wavelet-HHL_glcm_ClusterShade', 'logarithm_glrlm_GrayLevelNonUniformityNormalized', 'wavelet-LLH_glcm_Imc1', 'wavelet-LHH_glcm_ClusterProminence', 'wavelet-HLL_glszm_SmallAreaHighGrayLevelEmphasis', 'wavelet-HLH_glcm_Id', 'wavelet-HLL_glszm_LargeAreaLowGrayLevelEmphasis', 'log-sigma-4-0-mm-3D_gldm_DependenceEntropy', 'wavelet-HLH_gldm_SmallDependenceLowGrayLevelEmphasis', 'log-sigma-4-0-mm-3D_glszm_GrayLevelNonUniformityNormalized', 'log-sigma-4-0-mm-3D_glcm_Idmn', 'original_firstorder_Minimum', 'log-sigma-1-0-mm-3D_glszm_GrayLevelNonUniformityNormalized', 'wavelet-HLH_firstorder_Mean', 'log-sigma-5-0-mm-3D_gldm_SmallDependenceLowGrayLevelEmphasis', 'wavelet-HLL_glrlm_RunLengthNonUniformityNormalized', 'wavelet-LHL_glcm_ClusterShade', 'log-sigma-3-0-mm-3D_firstorder_Kurtosis', 'wavelet-HLL_gldm_LargeDependenceHighGrayLevelEmphasis', 'wavelet-LHH_glszm_HighGrayLevelZoneEmphasis', 'original_firstorder_Maximum', 'wavelet-HHL_gldm_SmallDependenceLowGrayLevelEmphasis', 'log-sigma-1-0-mm-3D_glcm_Imc1', 'wavelet-HHL_firstorder_Kurtosis', 'logarithm_gldm_SmallDependenceLowGrayLevelEmphasis', 'log-sigma-5-0-mm-3D_glszm_SmallAreaLowGrayLevelEmphasis', 'wavelet-LHL_firstorder_RootMeanSquared', 'square_gldm_DependenceEntropy', 'log-sigma-5-0-mm-3D_firstorder_Maximum', 'wavelet-HHL_glrlm_LongRunHighGrayLevelEmphasis', 'log-sigma-4-0-mm-3D_glcm_Correlation', 'wavelet-LLL_glcm_InverseVariance', 'square_gldm_LargeDependenceEmphasis', 'log-sigma-3-0-mm-3D_firstorder_90Percentile', 'wavelet-LLL_glszm_SmallAreaEmphasis', 'log-sigma-1-0-mm-3D_glcm_ClusterShade', 'squareroot_glrlm_LongRunLowGrayLevelEmphasis', 'exponential_glszm_SmallAreaHighGrayLevelEmphasis', 'wavelet-HLH_gldm_DependenceEntropy', 'wavelet-HHH_glszm_LowGrayLevelZoneEmphasis', 'original_glcm_InverseVariance', 'wavelet-HHH_gldm_DependenceVariance', 'wavelet-HHL_gldm_LargeDependenceEmphasis', 'wavelet-LHL_glrlm_ShortRunLowGrayLevelEmphasis', 'log-sigma-5-0-mm-3D_firstorder_90Percentile', 'log-sigma-1-0-mm-3D_glcm_Imc2', 'wavelet-HLH_glcm_Idn', 'log-sigma-5-0-mm-3D_glcm_Correlation', 'wavelet-LHL_gldm_SmallDependenceLowGrayLevelEmphasis', 'exponential_glszm_ZoneVariance', 'wavelet-LHH_glrlm_RunPercentage', 'wavelet-HHH_glszm_GrayLevelNonUniformityNormalized', 'exponential_glrlm_RunEntropy', 'log-sigma-4-0-mm-3D_glcm_InverseVariance', 'square_firstorder_Range', 'wavelet-HLL_glrlm_RunEntropy', 'log-sigma-1-0-mm-3D_glrlm_LongRunHighGrayLevelEmphasis', 'wavelet-LLH_glcm_Idn', 'squareroot_glrlm_RunEntropy', 'logarithm_glszm_GrayLevelNonUniformityNormalized', 'wavelet-LLL_glcm_Imc1', 'wavelet-HHH_firstorder_Median', 'original_shape_Flatness', 'exponential_glrlm_RunVariance', 'wavelet-HLH_firstorder_Kurtosis', 'wavelet-HHL_glcm_MaximumProbability', 'log-sigma-1-0-mm-3D_gldm_DependenceNonUniformityNormalized', 'wavelet-LLL_glszm_ZoneEntropy', 'wavelet-LHL_glrlm_LongRunHighGrayLevelEmphasis', 'exponential_glcm_Idn', 'log-sigma-5-0-mm-3D_gldm_DependenceVariance', 'log-sigma-1-0-mm-3D_glszm_GrayLevelVariance', 'exponential_gldm_DependenceNonUniformityNormalized', 'wavelet-HLH_firstorder_Skewness', 'squareroot_glcm_MaximumProbability', 'wavelet-HLL_glszm_GrayLevelVariance', 'log-sigma-1-0-mm-3D_firstorder_90Percentile', 'logarithm_glszm_ZonePercentage', 'wavelet-HHL_firstorder_RootMeanSquared', 'square_firstorder_Kurtosis', 'wavelet-HHH_glszm_SmallAreaEmphasis', 'wavelet-LLL_gldm_LargeDependenceEmphasis', 'exponential_gldm_SmallDependenceLowGrayLevelEmphasis', 'wavelet-LHL_firstorder_Median', 'exponential_gldm_LargeDependenceHighGrayLevelEmphasis', 'wavelet-LHH_glszm_SmallAreaLowGrayLevelEmphasis', 'log-sigma-3-0-mm-3D_glcm_Idmn', 'square_glcm_Imc1', 'squareroot_glszm_ZoneEntropy', 'wavelet-HHL_glrlm_ShortRunLowGrayLevelEmphasis', 'logarithm_glrlm_RunEntropy', 'log-sigma-4-0-mm-3D_firstorder_90Percentile', 'exponential_glrlm_RunLengthNonUniformity', 'wavelet-HHH_glcm_Id', 'square_glszm_GrayLevelNonUniformityNormalized', 'log-sigma-4-0-mm-3D_glcm_Imc1', 'logarithm_glszm_LowGrayLevelZoneEmphasis', 'exponential_glcm_Imc1', 'wavelet-LHL_glcm_Correlation', 'original_shape_Sphericity', 'squareroot_glszm_GrayLevelNonUniformityNormalized', 'wavelet-HHL_glszm_ZoneEntropy', 'log-sigma-5-0-mm-3D_gldm_LargeDependenceHighGrayLevelEmphasis', 'log-sigma-2-0-mm-3D_glszm_SmallAreaEmphasis', 'wavelet-LHH_glszm_SmallAreaEmphasis', 'log-sigma-2-0-mm-3D_glszm_SmallAreaHighGrayLevelEmphasis', 'log-sigma-3-0-mm-3D_glcm_Correlation', 'wavelet-HLH_firstorder_RootMeanSquared', 'wavelet-HHH_glszm_SmallAreaLowGrayLevelEmphasis', 'square_glrlm_RunVariance', 'wavelet-HLH_glcm_ClusterShade', 'wavelet-LLH_glcm_ClusterShade', 'logarithm_glcm_Idmn', 'logarithm_glszm_SmallAreaEmphasis', 'wavelet-LHL_glcm_InverseVariance', 'wavelet-HLL_glszm_LowGrayLevelZoneEmphasis', 'log-sigma-1-0-mm-3D_glrlm_RunEntropy', 'wavelet-HLH_glszm_GrayLevelNonUniformityNormalized', 'wavelet-HLH_gldm_DependenceNonUniformityNormalized', 'original_shape_Maximum2DDiameterSlice', 'wavelet-HHH_glcm_MaximumProbability', 'logarithm_glrlm_RunPercentage', 'exponential_glszm_LowGrayLevelZoneEmphasis', 'wavelet-LHH_glcm_Imc2', 'log-sigma-4-0-mm-3D_gldm_LargeDependenceLowGrayLevelEmphasis', 'log-sigma-4-0-mm-3D_gldm_SmallDependenceLowGrayLevelEmphasis', 'log-sigma-1-0-mm-3D_glszm_ZoneEntropy', 'wavelet-HLL_glcm_InverseVariance', 'log-sigma-2-0-mm-3D_glcm_Idn', 'log-sigma-2-0-mm-3D_glrlm_LongRunHighGrayLevelEmphasis', 'squareroot_firstorder_Maximum', 'wavelet-LLH_firstorder_Kurtosis', 'wavelet-HHH_glszm_GrayLevelVariance', 'wavelet-LHL_glszm_SmallAreaLowGrayLevelEmphasis', 'wavelet-HHL_glcm_Correlation', 'log-sigma-5-0-mm-3D_glszm_GrayLevelNonUniformityNormalized', 'exponential_glcm_ClusterShade', 'square_glrlm_RunEntropy', 'wavelet-LHH_glszm_ZoneEntropy', 'wavelet-HLL_firstorder_Range', 'exponential_glszm_SmallAreaEmphasis', 'wavelet-LLL_glrlm_LongRunHighGrayLevelEmphasis', 'square_glszm_SmallAreaLowGrayLevelEmphasis', 'squareroot_glcm_Idn', 'log-sigma-1-0-mm-3D_gldm_DependenceVariance', 'wavelet-HHH_glrlm_RunPercentage', 'log-sigma-3-0-mm-3D_firstorder_10Percentile', 'wavelet-HHL_glcm_Idmn', 'wavelet-LHL_glcm_Imc2', 'wavelet-HHH_firstorder_Skewness', 'wavelet-HLL_glcm_Imc2', 'log-sigma-1-0-mm-3D_gldm_SmallDependenceLowGrayLevelEmphasis', 'logarithm_glszm_SmallAreaLowGrayLevelEmphasis', 'logarithm_gldm_DependenceNonUniformityNormalized', 'log-sigma-2-0-mm-3D_firstorder_Skewness', 'wavelet-HLL_glrlm_LongRunHighGrayLevelEmphasis', 'log-sigma-4-0-mm-3D_glcm_Idn', 'wavelet-LHH_glrlm_ShortRunLowGrayLevelEmphasis', 'log-sigma-3-0-mm-3D_glszm_SmallAreaEmphasis', 'wavelet-LHH_glszm_GrayLevelNonUniformity', 'wavelet-LHH_glszm_GrayLevelNonUniformityNormalized', 'wavelet-LHL_glszm_GrayLevelNonUniformityNormalized', 'log-sigma-1-0-mm-3D_firstorder_Skewness', 'wavelet-HHH_glrlm_HighGrayLevelRunEmphasis', 'wavelet-LLH_gldm_DependenceVariance', 'wavelet-LLL_gldm_DependenceNonUniformityNormalized', 'wavelet-HLL_glcm_Correlation', 'wavelet-HLH_firstorder_Median', 'log-sigma-2-0-mm-3D_glcm_JointEnergy', 'wavelet-HLL_gldm_SmallDependenceEmphasis', 'original_glrlm_RunLengthNonUniformityNormalized', 'wavelet-LLL_firstorder_Uniformity', 'logarithm_gldm_LargeDependenceEmphasis', 'wavelet-LHL_glcm_Imc1', 'wavelet-LLL_glszm_LowGrayLevelZoneEmphasis', 'logarithm_glszm_SizeZoneNonUniformityNormalized', 'square_gldm_SmallDependenceLowGrayLevelEmphasis', 'log-sigma-3-0-mm-3D_glszm_SmallAreaHighGrayLevelEmphasis', 'wavelet-HHL_glcm_InverseVariance', 'wavelet-HLL_glszm_ZoneEntropy', 'wavelet-LLH_gldm_DependenceEntropy', 'wavelet-LLL_glrlm_RunEntropy', 'square_gldm_DependenceNonUniformityNormalized', 'wavelet-HHL_glszm_SmallAreaEmphasis', 'wavelet-HHH_glcm_ClusterShade', 'log-sigma-5-0-mm-3D_glszm_ZonePercentage', 'square_firstorder_Median', 'wavelet-LHL_gldm_DependenceVariance', 'wavelet-HLH_glrlm_ShortRunLowGrayLevelEmphasis', 'wavelet-LLH_gldm_DependenceNonUniformityNormalized', 'exponential_glrlm_ShortRunLowGrayLevelEmphasis', 'wavelet-HLL_gldm_SmallDependenceLowGrayLevelEmphasis', 'wavelet-HHH_gldm_LargeDependenceLowGrayLevelEmphasis', 'logarithm_glszm_SmallAreaHighGrayLevelEmphasis', 'log-sigma-1-0-mm-3D_firstorder_Range', 'wavelet-LHL_firstorder_Skewness', 'squareroot_glszm_SmallAreaLowGrayLevelEmphasis', 'log-sigma-4-0-mm-3D_gldm_DependenceVariance', 'wavelet-HHH_gldm_DependenceEntropy'}\n"
+     ]
+    }
+   ],
+   "source": [
+    "# 计算特征之间的冗余性\n",
+    "features = corr_df['col_labels']\n",
+    "feature_matrix = X[features]\n",
+    "corr_matrix =feature_matrix.corr(method='spearman')#method='spearman'\n",
+    "remove_features = []\n",
+    "mask = (corr_matrix.iloc[:,:].values>0.9) & (corr_matrix.iloc[:,:].values<1)\n",
+    "for idx_element in range(len(corr_matrix.columns)):\n",
+    "    for idy_element in range(len(corr_matrix.columns)):\n",
+    "        if mask[idx_element,idy_element]:\n",
+    "#             print(idx_element,idy_element)\n",
+    "            if list(corr_df['corr_values'])[idx_element] > list(corr_df['corr_values'])[idy_element]:\n",
+    "                remove_features.append(list(features)[idy_element])\n",
+    "            else:\n",
+    "#                 print(list(features)[idx_element])\n",
+    "                remove_features.append(list(features)[idx_element])\n",
+    "remove_features = set(remove_features)\n",
+    "print(len(remove_features))\n",
+    "\n",
+    "# 特征互相关性去除后剩余特征\n",
+    "print(type(features))\n",
+    "print(type(remove_features))\n",
+    "remain_features = set(features) - remove_features\n",
+    "print(remain_features)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 16,
+   "metadata": {
+    "scrolled": true
+   },
+   "outputs": [],
+   "source": [
+    "X = X.loc[:,remain_features]"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 17,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "data1 = pd.concat([y,X],axis=1)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 18,
+   "metadata": {
+    "scrolled": true
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>wavelet-HHH_glcm_Idmn</th>\n",
+       "      <th>log-sigma-1-0-mm-3D_glcm_MaximumProbability</th>\n",
+       "      <th>wavelet-LHH_firstorder_Mean</th>\n",
+       "      <th>wavelet-HLL_glszm_SmallAreaLowGrayLevelEmphasis</th>\n",
+       "      <th>wavelet-HLH_glrlm_LongRunHighGrayLevelEmphasis</th>\n",
+       "      <th>log-sigma-5-0-mm-3D_glszm_SmallAreaEmphasis</th>\n",
+       "      <th>log-sigma-1-0-mm-3D_glcm_DifferenceAverage</th>\n",
+       "      <th>log-sigma-2-0-mm-3D_firstorder_90Percentile</th>\n",
+       "      <th>wavelet-LLH_firstorder_RootMeanSquared</th>\n",
+       "      <th>wavelet-HLL_glcm_Imc1</th>\n",
+       "      <th>...</th>\n",
+       "      <th>wavelet-LLH_gldm_DependenceNonUniformityNormalized</th>\n",
+       "      <th>exponential_glrlm_ShortRunLowGrayLevelEmphasis</th>\n",
+       "      <th>wavelet-HLL_gldm_SmallDependenceLowGrayLevelEmphasis</th>\n",
+       "      <th>wavelet-HHH_gldm_LargeDependenceLowGrayLevelEmphasis</th>\n",
+       "      <th>logarithm_glszm_SmallAreaHighGrayLevelEmphasis</th>\n",
+       "      <th>log-sigma-1-0-mm-3D_firstorder_Range</th>\n",
+       "      <th>wavelet-LHL_firstorder_Skewness</th>\n",
+       "      <th>squareroot_glszm_SmallAreaLowGrayLevelEmphasis</th>\n",
+       "      <th>log-sigma-4-0-mm-3D_gldm_DependenceVariance</th>\n",
+       "      <th>wavelet-HHH_gldm_DependenceEntropy</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>0.786086</td>\n",
+       "      <td>0.138789</td>\n",
+       "      <td>0.508314</td>\n",
+       "      <td>0.263836</td>\n",
+       "      <td>0.242326</td>\n",
+       "      <td>0.594911</td>\n",
+       "      <td>0.378594</td>\n",
+       "      <td>0.694801</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>0.995513</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.288406</td>\n",
+       "      <td>0.055343</td>\n",
+       "      <td>0.289800</td>\n",
+       "      <td>0.036213</td>\n",
+       "      <td>0.000999</td>\n",
+       "      <td>0.120526</td>\n",
+       "      <td>0.782281</td>\n",
+       "      <td>0.102304</td>\n",
+       "      <td>0.910229</td>\n",
+       "      <td>1.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>0.071141</td>\n",
+       "      <td>0.540616</td>\n",
+       "      <td>0.482595</td>\n",
+       "      <td>0.072318</td>\n",
+       "      <td>0.060161</td>\n",
+       "      <td>0.376783</td>\n",
+       "      <td>0.100294</td>\n",
+       "      <td>0.588222</td>\n",
+       "      <td>0.921148</td>\n",
+       "      <td>0.650722</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.038071</td>\n",
+       "      <td>0.813208</td>\n",
+       "      <td>0.117417</td>\n",
+       "      <td>0.735456</td>\n",
+       "      <td>0.000048</td>\n",
+       "      <td>0.060163</td>\n",
+       "      <td>0.781745</td>\n",
+       "      <td>0.100750</td>\n",
+       "      <td>0.612307</td>\n",
+       "      <td>0.759331</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>0.856564</td>\n",
+       "      <td>0.325050</td>\n",
+       "      <td>0.514985</td>\n",
+       "      <td>0.233818</td>\n",
+       "      <td>0.255642</td>\n",
+       "      <td>0.738009</td>\n",
+       "      <td>0.173575</td>\n",
+       "      <td>0.543807</td>\n",
+       "      <td>0.829791</td>\n",
+       "      <td>0.981549</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.122166</td>\n",
+       "      <td>0.075628</td>\n",
+       "      <td>0.147779</td>\n",
+       "      <td>0.080844</td>\n",
+       "      <td>0.000408</td>\n",
+       "      <td>0.132078</td>\n",
+       "      <td>0.740674</td>\n",
+       "      <td>0.169218</td>\n",
+       "      <td>0.835995</td>\n",
+       "      <td>0.567269</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>0.075103</td>\n",
+       "      <td>0.432554</td>\n",
+       "      <td>0.482834</td>\n",
+       "      <td>0.038634</td>\n",
+       "      <td>0.082590</td>\n",
+       "      <td>0.019133</td>\n",
+       "      <td>0.151654</td>\n",
+       "      <td>0.302559</td>\n",
+       "      <td>0.916857</td>\n",
+       "      <td>0.474785</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.049726</td>\n",
+       "      <td>0.768878</td>\n",
+       "      <td>0.128725</td>\n",
+       "      <td>0.649341</td>\n",
+       "      <td>0.000053</td>\n",
+       "      <td>0.071536</td>\n",
+       "      <td>0.603529</td>\n",
+       "      <td>0.031759</td>\n",
+       "      <td>0.781037</td>\n",
+       "      <td>0.771073</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>0.074099</td>\n",
+       "      <td>0.333567</td>\n",
+       "      <td>0.482037</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.076652</td>\n",
+       "      <td>0.303658</td>\n",
+       "      <td>0.197778</td>\n",
+       "      <td>0.615689</td>\n",
+       "      <td>0.922953</td>\n",
+       "      <td>0.603950</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.040048</td>\n",
+       "      <td>0.272087</td>\n",
+       "      <td>0.001232</td>\n",
+       "      <td>0.919802</td>\n",
+       "      <td>0.179469</td>\n",
+       "      <td>0.518191</td>\n",
+       "      <td>0.619988</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.914729</td>\n",
+       "      <td>0.689102</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>5</th>\n",
+       "      <td>0.750766</td>\n",
+       "      <td>0.141955</td>\n",
+       "      <td>0.464706</td>\n",
+       "      <td>0.173209</td>\n",
+       "      <td>0.138406</td>\n",
+       "      <td>0.575149</td>\n",
+       "      <td>0.460589</td>\n",
+       "      <td>0.781161</td>\n",
+       "      <td>0.641292</td>\n",
+       "      <td>0.904647</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.097150</td>\n",
+       "      <td>0.203814</td>\n",
+       "      <td>0.193430</td>\n",
+       "      <td>0.206927</td>\n",
+       "      <td>0.000498</td>\n",
+       "      <td>0.175454</td>\n",
+       "      <td>0.715497</td>\n",
+       "      <td>0.104841</td>\n",
+       "      <td>0.781812</td>\n",
+       "      <td>0.704028</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>6</th>\n",
+       "      <td>0.772436</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.548113</td>\n",
+       "      <td>0.202103</td>\n",
+       "      <td>0.152217</td>\n",
+       "      <td>0.511059</td>\n",
+       "      <td>0.611191</td>\n",
+       "      <td>0.845086</td>\n",
+       "      <td>0.608390</td>\n",
+       "      <td>0.881700</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.089224</td>\n",
+       "      <td>0.000658</td>\n",
+       "      <td>0.312227</td>\n",
+       "      <td>0.193069</td>\n",
+       "      <td>0.000461</td>\n",
+       "      <td>0.167179</td>\n",
+       "      <td>0.773349</td>\n",
+       "      <td>0.185981</td>\n",
+       "      <td>0.768546</td>\n",
+       "      <td>0.708589</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>7</th>\n",
+       "      <td>0.080862</td>\n",
+       "      <td>0.098306</td>\n",
+       "      <td>0.483931</td>\n",
+       "      <td>0.056078</td>\n",
+       "      <td>0.054154</td>\n",
+       "      <td>0.360598</td>\n",
+       "      <td>0.453726</td>\n",
+       "      <td>0.472710</td>\n",
+       "      <td>0.912273</td>\n",
+       "      <td>0.681617</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.034489</td>\n",
+       "      <td>0.213353</td>\n",
+       "      <td>0.118267</td>\n",
+       "      <td>0.832892</td>\n",
+       "      <td>0.000127</td>\n",
+       "      <td>0.167743</td>\n",
+       "      <td>0.827605</td>\n",
+       "      <td>0.060688</td>\n",
+       "      <td>0.743706</td>\n",
+       "      <td>0.746705</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>8</th>\n",
+       "      <td>0.753841</td>\n",
+       "      <td>0.367380</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.908422</td>\n",
+       "      <td>0.031511</td>\n",
+       "      <td>0.420062</td>\n",
+       "      <td>0.302869</td>\n",
+       "      <td>0.757802</td>\n",
+       "      <td>0.971703</td>\n",
+       "      <td>0.933803</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.126035</td>\n",
+       "      <td>0.017815</td>\n",
+       "      <td>0.611621</td>\n",
+       "      <td>0.161242</td>\n",
+       "      <td>0.000336</td>\n",
+       "      <td>0.101656</td>\n",
+       "      <td>0.580220</td>\n",
+       "      <td>0.258223</td>\n",
+       "      <td>0.648831</td>\n",
+       "      <td>0.784447</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>9</th>\n",
+       "      <td>0.072063</td>\n",
+       "      <td>0.347035</td>\n",
+       "      <td>0.488470</td>\n",
+       "      <td>0.356546</td>\n",
+       "      <td>0.082808</td>\n",
+       "      <td>0.127013</td>\n",
+       "      <td>0.098875</td>\n",
+       "      <td>0.587683</td>\n",
+       "      <td>0.794110</td>\n",
+       "      <td>0.832965</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.075602</td>\n",
+       "      <td>0.190172</td>\n",
+       "      <td>0.231803</td>\n",
+       "      <td>0.829457</td>\n",
+       "      <td>0.000043</td>\n",
+       "      <td>0.062302</td>\n",
+       "      <td>0.724561</td>\n",
+       "      <td>0.442574</td>\n",
+       "      <td>0.777584</td>\n",
+       "      <td>0.656452</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>10</th>\n",
+       "      <td>0.071631</td>\n",
+       "      <td>0.355960</td>\n",
+       "      <td>0.482131</td>\n",
+       "      <td>0.025489</td>\n",
+       "      <td>0.066359</td>\n",
+       "      <td>0.418392</td>\n",
+       "      <td>0.079456</td>\n",
+       "      <td>0.770404</td>\n",
+       "      <td>0.922534</td>\n",
+       "      <td>0.627537</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.040329</td>\n",
+       "      <td>0.241229</td>\n",
+       "      <td>0.037160</td>\n",
+       "      <td>0.918601</td>\n",
+       "      <td>0.000218</td>\n",
+       "      <td>0.159974</td>\n",
+       "      <td>0.826551</td>\n",
+       "      <td>0.038991</td>\n",
+       "      <td>0.918426</td>\n",
+       "      <td>0.684866</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>11</th>\n",
+       "      <td>0.071175</td>\n",
+       "      <td>0.013063</td>\n",
+       "      <td>0.482470</td>\n",
+       "      <td>0.045360</td>\n",
+       "      <td>0.047460</td>\n",
+       "      <td>0.274291</td>\n",
+       "      <td>0.811796</td>\n",
+       "      <td>0.983810</td>\n",
+       "      <td>0.910902</td>\n",
+       "      <td>0.458945</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.068796</td>\n",
+       "      <td>0.028678</td>\n",
+       "      <td>0.204421</td>\n",
+       "      <td>0.535155</td>\n",
+       "      <td>0.000052</td>\n",
+       "      <td>0.172125</td>\n",
+       "      <td>0.821477</td>\n",
+       "      <td>0.105115</td>\n",
+       "      <td>0.037323</td>\n",
+       "      <td>0.725758</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>12</th>\n",
+       "      <td>0.775892</td>\n",
+       "      <td>0.282689</td>\n",
+       "      <td>0.530887</td>\n",
+       "      <td>0.413679</td>\n",
+       "      <td>0.078127</td>\n",
+       "      <td>0.899532</td>\n",
+       "      <td>0.184739</td>\n",
+       "      <td>0.567854</td>\n",
+       "      <td>0.699041</td>\n",
+       "      <td>0.962520</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.149053</td>\n",
+       "      <td>0.276612</td>\n",
+       "      <td>0.238372</td>\n",
+       "      <td>0.222816</td>\n",
+       "      <td>0.000799</td>\n",
+       "      <td>0.139136</td>\n",
+       "      <td>0.711764</td>\n",
+       "      <td>0.096593</td>\n",
+       "      <td>0.846873</td>\n",
+       "      <td>0.589491</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>13</th>\n",
+       "      <td>0.146911</td>\n",
+       "      <td>0.218750</td>\n",
+       "      <td>0.496603</td>\n",
+       "      <td>0.191186</td>\n",
+       "      <td>0.242734</td>\n",
+       "      <td>0.299305</td>\n",
+       "      <td>0.105974</td>\n",
+       "      <td>0.152255</td>\n",
+       "      <td>0.899345</td>\n",
+       "      <td>0.140098</td>\n",
+       "      <td>...</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>0.640834</td>\n",
+       "      <td>0.982893</td>\n",
+       "      <td>0.106540</td>\n",
+       "      <td>0.000045</td>\n",
+       "      <td>0.108413</td>\n",
+       "      <td>0.727225</td>\n",
+       "      <td>0.121991</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>14</th>\n",
+       "      <td>0.076956</td>\n",
+       "      <td>0.297850</td>\n",
+       "      <td>0.481984</td>\n",
+       "      <td>0.034940</td>\n",
+       "      <td>0.053704</td>\n",
+       "      <td>0.314111</td>\n",
+       "      <td>0.146821</td>\n",
+       "      <td>0.546538</td>\n",
+       "      <td>0.923648</td>\n",
+       "      <td>0.707343</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.044102</td>\n",
+       "      <td>0.590189</td>\n",
+       "      <td>0.047398</td>\n",
+       "      <td>0.945614</td>\n",
+       "      <td>0.000180</td>\n",
+       "      <td>0.154684</td>\n",
+       "      <td>0.798387</td>\n",
+       "      <td>0.026914</td>\n",
+       "      <td>0.815307</td>\n",
+       "      <td>0.687465</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>15</th>\n",
+       "      <td>0.068434</td>\n",
+       "      <td>0.504670</td>\n",
+       "      <td>0.487722</td>\n",
+       "      <td>0.408321</td>\n",
+       "      <td>0.098770</td>\n",
+       "      <td>0.714708</td>\n",
+       "      <td>0.061414</td>\n",
+       "      <td>0.562923</td>\n",
+       "      <td>0.841679</td>\n",
+       "      <td>0.927776</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.153004</td>\n",
+       "      <td>0.691699</td>\n",
+       "      <td>0.204996</td>\n",
+       "      <td>0.926345</td>\n",
+       "      <td>0.000268</td>\n",
+       "      <td>0.060193</td>\n",
+       "      <td>0.800023</td>\n",
+       "      <td>0.444466</td>\n",
+       "      <td>0.739598</td>\n",
+       "      <td>0.527704</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>16</th>\n",
+       "      <td>0.929259</td>\n",
+       "      <td>0.290947</td>\n",
+       "      <td>0.485378</td>\n",
+       "      <td>0.026061</td>\n",
+       "      <td>0.483070</td>\n",
+       "      <td>0.610634</td>\n",
+       "      <td>0.178390</td>\n",
+       "      <td>0.644386</td>\n",
+       "      <td>0.937318</td>\n",
+       "      <td>0.952270</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.135644</td>\n",
+       "      <td>0.642864</td>\n",
+       "      <td>0.018967</td>\n",
+       "      <td>0.089612</td>\n",
+       "      <td>0.001288</td>\n",
+       "      <td>0.414799</td>\n",
+       "      <td>0.817434</td>\n",
+       "      <td>0.070824</td>\n",
+       "      <td>0.663234</td>\n",
+       "      <td>0.433953</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>17</th>\n",
+       "      <td>0.071239</td>\n",
+       "      <td>0.376282</td>\n",
+       "      <td>0.491898</td>\n",
+       "      <td>0.277513</td>\n",
+       "      <td>0.120028</td>\n",
+       "      <td>0.465981</td>\n",
+       "      <td>0.108232</td>\n",
+       "      <td>0.536574</td>\n",
+       "      <td>0.885854</td>\n",
+       "      <td>0.952812</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.193935</td>\n",
+       "      <td>0.630347</td>\n",
+       "      <td>0.093937</td>\n",
+       "      <td>0.983404</td>\n",
+       "      <td>0.000590</td>\n",
+       "      <td>0.092441</td>\n",
+       "      <td>0.793908</td>\n",
+       "      <td>0.148217</td>\n",
+       "      <td>0.632580</td>\n",
+       "      <td>0.430499</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>18</th>\n",
+       "      <td>0.881024</td>\n",
+       "      <td>0.411551</td>\n",
+       "      <td>0.444566</td>\n",
+       "      <td>0.308456</td>\n",
+       "      <td>0.252091</td>\n",
+       "      <td>0.755755</td>\n",
+       "      <td>0.121310</td>\n",
+       "      <td>0.665643</td>\n",
+       "      <td>0.944049</td>\n",
+       "      <td>0.960566</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.111310</td>\n",
+       "      <td>0.612084</td>\n",
+       "      <td>0.151264</td>\n",
+       "      <td>0.087211</td>\n",
+       "      <td>0.001939</td>\n",
+       "      <td>0.453364</td>\n",
+       "      <td>0.260583</td>\n",
+       "      <td>0.041502</td>\n",
+       "      <td>0.773736</td>\n",
+       "      <td>0.535339</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>19</th>\n",
+       "      <td>0.755261</td>\n",
+       "      <td>0.266839</td>\n",
+       "      <td>0.542062</td>\n",
+       "      <td>0.242679</td>\n",
+       "      <td>0.147450</td>\n",
+       "      <td>0.640103</td>\n",
+       "      <td>0.259918</td>\n",
+       "      <td>0.574175</td>\n",
+       "      <td>0.618655</td>\n",
+       "      <td>0.900099</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.093470</td>\n",
+       "      <td>0.312119</td>\n",
+       "      <td>0.236182</td>\n",
+       "      <td>0.207748</td>\n",
+       "      <td>0.000823</td>\n",
+       "      <td>0.130508</td>\n",
+       "      <td>0.764451</td>\n",
+       "      <td>0.142824</td>\n",
+       "      <td>0.936818</td>\n",
+       "      <td>0.644262</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>20</th>\n",
+       "      <td>0.079187</td>\n",
+       "      <td>0.344398</td>\n",
+       "      <td>0.583691</td>\n",
+       "      <td>0.260410</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.745350</td>\n",
+       "      <td>0.313021</td>\n",
+       "      <td>0.422249</td>\n",
+       "      <td>0.514356</td>\n",
+       "      <td>0.880069</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.016056</td>\n",
+       "      <td>0.410837</td>\n",
+       "      <td>0.290856</td>\n",
+       "      <td>0.709677</td>\n",
+       "      <td>0.000210</td>\n",
+       "      <td>0.110971</td>\n",
+       "      <td>0.871043</td>\n",
+       "      <td>0.350276</td>\n",
+       "      <td>0.672498</td>\n",
+       "      <td>0.815108</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>21</th>\n",
+       "      <td>0.073213</td>\n",
+       "      <td>0.364342</td>\n",
+       "      <td>0.492068</td>\n",
+       "      <td>0.080459</td>\n",
+       "      <td>0.095662</td>\n",
+       "      <td>0.321520</td>\n",
+       "      <td>0.085082</td>\n",
+       "      <td>0.575521</td>\n",
+       "      <td>0.839870</td>\n",
+       "      <td>0.883251</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.086896</td>\n",
+       "      <td>0.291198</td>\n",
+       "      <td>0.027950</td>\n",
+       "      <td>0.865793</td>\n",
+       "      <td>0.000079</td>\n",
+       "      <td>0.156726</td>\n",
+       "      <td>0.515419</td>\n",
+       "      <td>0.562046</td>\n",
+       "      <td>0.863768</td>\n",
+       "      <td>0.667253</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>22</th>\n",
+       "      <td>0.918627</td>\n",
+       "      <td>0.327697</td>\n",
+       "      <td>0.499517</td>\n",
+       "      <td>0.187759</td>\n",
+       "      <td>0.271105</td>\n",
+       "      <td>0.730186</td>\n",
+       "      <td>0.196064</td>\n",
+       "      <td>0.658279</td>\n",
+       "      <td>0.877981</td>\n",
+       "      <td>0.968509</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.102599</td>\n",
+       "      <td>0.644186</td>\n",
+       "      <td>0.131930</td>\n",
+       "      <td>0.080291</td>\n",
+       "      <td>0.001112</td>\n",
+       "      <td>0.124051</td>\n",
+       "      <td>0.790986</td>\n",
+       "      <td>0.086034</td>\n",
+       "      <td>0.777819</td>\n",
+       "      <td>0.583761</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>23</th>\n",
+       "      <td>0.083012</td>\n",
+       "      <td>0.670858</td>\n",
+       "      <td>0.481908</td>\n",
+       "      <td>0.064806</td>\n",
+       "      <td>0.042211</td>\n",
+       "      <td>0.000964</td>\n",
+       "      <td>0.206713</td>\n",
+       "      <td>0.427841</td>\n",
+       "      <td>0.916889</td>\n",
+       "      <td>0.401950</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.213194</td>\n",
+       "      <td>0.016400</td>\n",
+       "      <td>0.229146</td>\n",
+       "      <td>0.325401</td>\n",
+       "      <td>0.000091</td>\n",
+       "      <td>0.093605</td>\n",
+       "      <td>0.831006</td>\n",
+       "      <td>0.083017</td>\n",
+       "      <td>0.417094</td>\n",
+       "      <td>0.536865</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>24</th>\n",
+       "      <td>0.723710</td>\n",
+       "      <td>0.210747</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>0.901075</td>\n",
+       "      <td>0.091636</td>\n",
+       "      <td>0.429683</td>\n",
+       "      <td>0.294025</td>\n",
+       "      <td>0.578273</td>\n",
+       "      <td>0.650944</td>\n",
+       "      <td>0.930901</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.220527</td>\n",
+       "      <td>0.052833</td>\n",
+       "      <td>0.977075</td>\n",
+       "      <td>0.137576</td>\n",
+       "      <td>0.000275</td>\n",
+       "      <td>0.092780</td>\n",
+       "      <td>0.790716</td>\n",
+       "      <td>0.281770</td>\n",
+       "      <td>0.766356</td>\n",
+       "      <td>0.860459</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>25</th>\n",
+       "      <td>0.069971</td>\n",
+       "      <td>0.421806</td>\n",
+       "      <td>0.532864</td>\n",
+       "      <td>0.086036</td>\n",
+       "      <td>0.100119</td>\n",
+       "      <td>0.660134</td>\n",
+       "      <td>0.089708</td>\n",
+       "      <td>0.633320</td>\n",
+       "      <td>0.822558</td>\n",
+       "      <td>0.818634</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.109828</td>\n",
+       "      <td>0.687178</td>\n",
+       "      <td>0.030763</td>\n",
+       "      <td>0.885111</td>\n",
+       "      <td>0.000420</td>\n",
+       "      <td>0.275774</td>\n",
+       "      <td>0.655875</td>\n",
+       "      <td>0.206634</td>\n",
+       "      <td>0.895732</td>\n",
+       "      <td>0.591820</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>26</th>\n",
+       "      <td>0.778438</td>\n",
+       "      <td>0.350272</td>\n",
+       "      <td>0.486596</td>\n",
+       "      <td>0.004443</td>\n",
+       "      <td>0.720810</td>\n",
+       "      <td>0.483117</td>\n",
+       "      <td>0.123519</td>\n",
+       "      <td>0.624790</td>\n",
+       "      <td>0.915558</td>\n",
+       "      <td>0.892219</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.165596</td>\n",
+       "      <td>0.600300</td>\n",
+       "      <td>0.000137</td>\n",
+       "      <td>0.242701</td>\n",
+       "      <td>0.001213</td>\n",
+       "      <td>0.438328</td>\n",
+       "      <td>0.753882</td>\n",
+       "      <td>0.124991</td>\n",
+       "      <td>0.700466</td>\n",
+       "      <td>0.455841</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>27</th>\n",
+       "      <td>0.077319</td>\n",
+       "      <td>0.286091</td>\n",
+       "      <td>0.481358</td>\n",
+       "      <td>0.014977</td>\n",
+       "      <td>0.051905</td>\n",
+       "      <td>0.257409</td>\n",
+       "      <td>0.311982</td>\n",
+       "      <td>0.641845</td>\n",
+       "      <td>0.921042</td>\n",
+       "      <td>0.690770</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.032364</td>\n",
+       "      <td>0.250636</td>\n",
+       "      <td>0.034438</td>\n",
+       "      <td>0.907511</td>\n",
+       "      <td>0.000150</td>\n",
+       "      <td>0.145040</td>\n",
+       "      <td>0.784173</td>\n",
+       "      <td>0.027580</td>\n",
+       "      <td>0.822559</td>\n",
+       "      <td>0.721294</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>28</th>\n",
+       "      <td>0.073603</td>\n",
+       "      <td>0.170875</td>\n",
+       "      <td>0.481186</td>\n",
+       "      <td>0.047659</td>\n",
+       "      <td>0.054806</td>\n",
+       "      <td>0.530803</td>\n",
+       "      <td>0.327253</td>\n",
+       "      <td>0.633758</td>\n",
+       "      <td>0.922504</td>\n",
+       "      <td>0.683891</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.024552</td>\n",
+       "      <td>0.658887</td>\n",
+       "      <td>0.088745</td>\n",
+       "      <td>0.859883</td>\n",
+       "      <td>0.000059</td>\n",
+       "      <td>0.130387</td>\n",
+       "      <td>0.751757</td>\n",
+       "      <td>0.044229</td>\n",
+       "      <td>0.818186</td>\n",
+       "      <td>0.771753</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>29</th>\n",
+       "      <td>0.763003</td>\n",
+       "      <td>0.239986</td>\n",
+       "      <td>0.513132</td>\n",
+       "      <td>0.084353</td>\n",
+       "      <td>0.169207</td>\n",
+       "      <td>0.605062</td>\n",
+       "      <td>0.238443</td>\n",
+       "      <td>0.665892</td>\n",
+       "      <td>0.802857</td>\n",
+       "      <td>0.931457</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.124168</td>\n",
+       "      <td>0.545786</td>\n",
+       "      <td>0.074003</td>\n",
+       "      <td>0.225572</td>\n",
+       "      <td>0.001530</td>\n",
+       "      <td>0.211905</td>\n",
+       "      <td>0.741875</td>\n",
+       "      <td>0.090624</td>\n",
+       "      <td>0.839589</td>\n",
+       "      <td>0.540036</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>...</th>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>94</th>\n",
+       "      <td>0.875839</td>\n",
+       "      <td>0.315377</td>\n",
+       "      <td>0.496010</td>\n",
+       "      <td>0.017890</td>\n",
+       "      <td>0.359831</td>\n",
+       "      <td>0.761129</td>\n",
+       "      <td>0.186061</td>\n",
+       "      <td>0.705227</td>\n",
+       "      <td>0.854352</td>\n",
+       "      <td>0.958890</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.103424</td>\n",
+       "      <td>0.713357</td>\n",
+       "      <td>0.009372</td>\n",
+       "      <td>0.092369</td>\n",
+       "      <td>0.001062</td>\n",
+       "      <td>0.290162</td>\n",
+       "      <td>0.764166</td>\n",
+       "      <td>0.071148</td>\n",
+       "      <td>0.733380</td>\n",
+       "      <td>0.411129</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>95</th>\n",
+       "      <td>0.779506</td>\n",
+       "      <td>0.353835</td>\n",
+       "      <td>0.492930</td>\n",
+       "      <td>0.057605</td>\n",
+       "      <td>0.280219</td>\n",
+       "      <td>0.787533</td>\n",
+       "      <td>0.153850</td>\n",
+       "      <td>0.610005</td>\n",
+       "      <td>0.884552</td>\n",
+       "      <td>0.921986</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.150265</td>\n",
+       "      <td>0.644935</td>\n",
+       "      <td>0.015095</td>\n",
+       "      <td>0.246722</td>\n",
+       "      <td>0.001395</td>\n",
+       "      <td>0.629991</td>\n",
+       "      <td>0.122652</td>\n",
+       "      <td>0.069025</td>\n",
+       "      <td>0.766999</td>\n",
+       "      <td>0.459155</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>96</th>\n",
+       "      <td>0.897680</td>\n",
+       "      <td>0.260753</td>\n",
+       "      <td>0.514575</td>\n",
+       "      <td>0.105560</td>\n",
+       "      <td>0.238596</td>\n",
+       "      <td>0.531186</td>\n",
+       "      <td>0.265663</td>\n",
+       "      <td>0.652869</td>\n",
+       "      <td>0.832689</td>\n",
+       "      <td>0.965454</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.128349</td>\n",
+       "      <td>0.675030</td>\n",
+       "      <td>0.084764</td>\n",
+       "      <td>0.074508</td>\n",
+       "      <td>0.000933</td>\n",
+       "      <td>0.167123</td>\n",
+       "      <td>0.790897</td>\n",
+       "      <td>0.097838</td>\n",
+       "      <td>0.782030</td>\n",
+       "      <td>0.653082</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>97</th>\n",
+       "      <td>0.772771</td>\n",
+       "      <td>0.256791</td>\n",
+       "      <td>0.507699</td>\n",
+       "      <td>0.211701</td>\n",
+       "      <td>0.182143</td>\n",
+       "      <td>0.898840</td>\n",
+       "      <td>0.253840</td>\n",
+       "      <td>0.697746</td>\n",
+       "      <td>0.738487</td>\n",
+       "      <td>0.940542</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.088194</td>\n",
+       "      <td>0.728543</td>\n",
+       "      <td>0.129292</td>\n",
+       "      <td>0.225887</td>\n",
+       "      <td>0.000949</td>\n",
+       "      <td>0.144028</td>\n",
+       "      <td>0.718626</td>\n",
+       "      <td>0.117848</td>\n",
+       "      <td>0.805005</td>\n",
+       "      <td>0.555496</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>98</th>\n",
+       "      <td>0.851042</td>\n",
+       "      <td>0.241536</td>\n",
+       "      <td>0.508870</td>\n",
+       "      <td>0.077906</td>\n",
+       "      <td>0.419874</td>\n",
+       "      <td>0.718423</td>\n",
+       "      <td>0.250712</td>\n",
+       "      <td>0.691484</td>\n",
+       "      <td>0.789757</td>\n",
+       "      <td>0.963447</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.108192</td>\n",
+       "      <td>0.030653</td>\n",
+       "      <td>0.056755</td>\n",
+       "      <td>0.223403</td>\n",
+       "      <td>0.000886</td>\n",
+       "      <td>0.250400</td>\n",
+       "      <td>0.777351</td>\n",
+       "      <td>0.088861</td>\n",
+       "      <td>0.822531</td>\n",
+       "      <td>0.575859</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>99</th>\n",
+       "      <td>0.069593</td>\n",
+       "      <td>0.305055</td>\n",
+       "      <td>0.509436</td>\n",
+       "      <td>0.236373</td>\n",
+       "      <td>0.222064</td>\n",
+       "      <td>0.761237</td>\n",
+       "      <td>0.138568</td>\n",
+       "      <td>0.589515</td>\n",
+       "      <td>0.861416</td>\n",
+       "      <td>0.949801</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.172356</td>\n",
+       "      <td>0.476370</td>\n",
+       "      <td>0.106919</td>\n",
+       "      <td>0.887228</td>\n",
+       "      <td>0.000944</td>\n",
+       "      <td>0.090257</td>\n",
+       "      <td>0.563882</td>\n",
+       "      <td>0.134637</td>\n",
+       "      <td>0.810656</td>\n",
+       "      <td>0.556309</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>100</th>\n",
+       "      <td>0.571419</td>\n",
+       "      <td>0.278321</td>\n",
+       "      <td>0.509493</td>\n",
+       "      <td>0.117614</td>\n",
+       "      <td>0.227957</td>\n",
+       "      <td>0.634785</td>\n",
+       "      <td>0.256978</td>\n",
+       "      <td>0.609621</td>\n",
+       "      <td>0.756328</td>\n",
+       "      <td>0.862089</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.150159</td>\n",
+       "      <td>0.128114</td>\n",
+       "      <td>0.110267</td>\n",
+       "      <td>0.233892</td>\n",
+       "      <td>0.000899</td>\n",
+       "      <td>0.180227</td>\n",
+       "      <td>0.969968</td>\n",
+       "      <td>0.084207</td>\n",
+       "      <td>0.837039</td>\n",
+       "      <td>0.503655</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>101</th>\n",
+       "      <td>0.771953</td>\n",
+       "      <td>0.323137</td>\n",
+       "      <td>0.492837</td>\n",
+       "      <td>0.247363</td>\n",
+       "      <td>0.182469</td>\n",
+       "      <td>0.691046</td>\n",
+       "      <td>0.157496</td>\n",
+       "      <td>0.710099</td>\n",
+       "      <td>0.889579</td>\n",
+       "      <td>0.943694</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.151173</td>\n",
+       "      <td>0.650644</td>\n",
+       "      <td>0.170077</td>\n",
+       "      <td>0.238358</td>\n",
+       "      <td>0.001129</td>\n",
+       "      <td>0.187781</td>\n",
+       "      <td>0.982132</td>\n",
+       "      <td>0.102271</td>\n",
+       "      <td>0.733400</td>\n",
+       "      <td>0.471384</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>102</th>\n",
+       "      <td>0.071870</td>\n",
+       "      <td>0.252503</td>\n",
+       "      <td>0.498895</td>\n",
+       "      <td>0.142671</td>\n",
+       "      <td>0.106000</td>\n",
+       "      <td>0.846526</td>\n",
+       "      <td>0.351413</td>\n",
+       "      <td>0.826990</td>\n",
+       "      <td>0.880647</td>\n",
+       "      <td>0.901362</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.103897</td>\n",
+       "      <td>0.644368</td>\n",
+       "      <td>0.093568</td>\n",
+       "      <td>0.930238</td>\n",
+       "      <td>0.001138</td>\n",
+       "      <td>0.169130</td>\n",
+       "      <td>0.701126</td>\n",
+       "      <td>0.114886</td>\n",
+       "      <td>0.799853</td>\n",
+       "      <td>0.538728</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>103</th>\n",
+       "      <td>0.771835</td>\n",
+       "      <td>0.225426</td>\n",
+       "      <td>0.535806</td>\n",
+       "      <td>0.208719</td>\n",
+       "      <td>0.137801</td>\n",
+       "      <td>0.707895</td>\n",
+       "      <td>0.291971</td>\n",
+       "      <td>0.626987</td>\n",
+       "      <td>0.689024</td>\n",
+       "      <td>0.940701</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.101992</td>\n",
+       "      <td>0.332782</td>\n",
+       "      <td>0.143333</td>\n",
+       "      <td>0.198678</td>\n",
+       "      <td>0.000972</td>\n",
+       "      <td>0.124158</td>\n",
+       "      <td>0.828848</td>\n",
+       "      <td>0.186979</td>\n",
+       "      <td>0.822176</td>\n",
+       "      <td>0.669702</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>104</th>\n",
+       "      <td>0.079137</td>\n",
+       "      <td>0.213149</td>\n",
+       "      <td>0.476895</td>\n",
+       "      <td>0.079458</td>\n",
+       "      <td>0.040506</td>\n",
+       "      <td>0.079575</td>\n",
+       "      <td>0.414546</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.914125</td>\n",
+       "      <td>0.702193</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.066084</td>\n",
+       "      <td>0.084112</td>\n",
+       "      <td>0.167323</td>\n",
+       "      <td>0.498983</td>\n",
+       "      <td>0.000016</td>\n",
+       "      <td>0.086655</td>\n",
+       "      <td>0.807484</td>\n",
+       "      <td>0.126694</td>\n",
+       "      <td>0.295287</td>\n",
+       "      <td>0.766456</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>105</th>\n",
+       "      <td>0.081733</td>\n",
+       "      <td>0.131926</td>\n",
+       "      <td>0.484336</td>\n",
+       "      <td>0.007700</td>\n",
+       "      <td>0.054277</td>\n",
+       "      <td>0.470411</td>\n",
+       "      <td>0.339759</td>\n",
+       "      <td>0.571798</td>\n",
+       "      <td>0.916221</td>\n",
+       "      <td>0.688152</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.039954</td>\n",
+       "      <td>0.654776</td>\n",
+       "      <td>0.005504</td>\n",
+       "      <td>0.901940</td>\n",
+       "      <td>0.000196</td>\n",
+       "      <td>0.323566</td>\n",
+       "      <td>0.704146</td>\n",
+       "      <td>0.053179</td>\n",
+       "      <td>0.889499</td>\n",
+       "      <td>0.740757</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>106</th>\n",
+       "      <td>0.855766</td>\n",
+       "      <td>0.232745</td>\n",
+       "      <td>0.447005</td>\n",
+       "      <td>0.226666</td>\n",
+       "      <td>0.141245</td>\n",
+       "      <td>0.524113</td>\n",
+       "      <td>0.293349</td>\n",
+       "      <td>0.686995</td>\n",
+       "      <td>0.864874</td>\n",
+       "      <td>0.970803</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.101472</td>\n",
+       "      <td>0.636929</td>\n",
+       "      <td>0.163583</td>\n",
+       "      <td>0.210258</td>\n",
+       "      <td>0.000759</td>\n",
+       "      <td>0.152366</td>\n",
+       "      <td>0.800355</td>\n",
+       "      <td>0.092545</td>\n",
+       "      <td>0.822672</td>\n",
+       "      <td>0.655741</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>107</th>\n",
+       "      <td>0.758892</td>\n",
+       "      <td>0.303179</td>\n",
+       "      <td>0.510543</td>\n",
+       "      <td>0.102237</td>\n",
+       "      <td>0.144193</td>\n",
+       "      <td>0.619579</td>\n",
+       "      <td>0.243099</td>\n",
+       "      <td>0.610530</td>\n",
+       "      <td>0.653498</td>\n",
+       "      <td>0.957265</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.093619</td>\n",
+       "      <td>0.218760</td>\n",
+       "      <td>0.088405</td>\n",
+       "      <td>0.210832</td>\n",
+       "      <td>0.000777</td>\n",
+       "      <td>0.184701</td>\n",
+       "      <td>0.691122</td>\n",
+       "      <td>0.065283</td>\n",
+       "      <td>0.859789</td>\n",
+       "      <td>0.624644</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>108</th>\n",
+       "      <td>0.765369</td>\n",
+       "      <td>0.346660</td>\n",
+       "      <td>0.721302</td>\n",
+       "      <td>0.793848</td>\n",
+       "      <td>0.048817</td>\n",
+       "      <td>0.631542</td>\n",
+       "      <td>0.233712</td>\n",
+       "      <td>0.440783</td>\n",
+       "      <td>0.361822</td>\n",
+       "      <td>0.931257</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.083938</td>\n",
+       "      <td>0.186467</td>\n",
+       "      <td>0.578501</td>\n",
+       "      <td>0.169483</td>\n",
+       "      <td>0.000073</td>\n",
+       "      <td>0.078697</td>\n",
+       "      <td>0.875504</td>\n",
+       "      <td>0.292029</td>\n",
+       "      <td>0.806297</td>\n",
+       "      <td>0.686313</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>109</th>\n",
+       "      <td>0.769353</td>\n",
+       "      <td>0.406118</td>\n",
+       "      <td>0.504606</td>\n",
+       "      <td>0.734730</td>\n",
+       "      <td>0.148992</td>\n",
+       "      <td>0.699627</td>\n",
+       "      <td>0.138486</td>\n",
+       "      <td>0.615411</td>\n",
+       "      <td>0.779533</td>\n",
+       "      <td>0.973264</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.114809</td>\n",
+       "      <td>0.628650</td>\n",
+       "      <td>0.457186</td>\n",
+       "      <td>0.217604</td>\n",
+       "      <td>0.000429</td>\n",
+       "      <td>0.092679</td>\n",
+       "      <td>0.861836</td>\n",
+       "      <td>0.281454</td>\n",
+       "      <td>0.890702</td>\n",
+       "      <td>0.595380</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>110</th>\n",
+       "      <td>0.076848</td>\n",
+       "      <td>0.429007</td>\n",
+       "      <td>0.481655</td>\n",
+       "      <td>0.620747</td>\n",
+       "      <td>0.050847</td>\n",
+       "      <td>0.003211</td>\n",
+       "      <td>0.342573</td>\n",
+       "      <td>0.429971</td>\n",
+       "      <td>0.924160</td>\n",
+       "      <td>0.404457</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.034856</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>0.544874</td>\n",
+       "      <td>0.690363</td>\n",
+       "      <td>0.000050</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.817412</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>0.599677</td>\n",
+       "      <td>0.761195</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>111</th>\n",
+       "      <td>0.073704</td>\n",
+       "      <td>0.193525</td>\n",
+       "      <td>0.482458</td>\n",
+       "      <td>0.020771</td>\n",
+       "      <td>0.055799</td>\n",
+       "      <td>0.456177</td>\n",
+       "      <td>0.380856</td>\n",
+       "      <td>0.466642</td>\n",
+       "      <td>0.920505</td>\n",
+       "      <td>0.679422</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.039066</td>\n",
+       "      <td>0.325976</td>\n",
+       "      <td>0.039386</td>\n",
+       "      <td>0.827198</td>\n",
+       "      <td>0.000241</td>\n",
+       "      <td>0.158618</td>\n",
+       "      <td>0.747137</td>\n",
+       "      <td>0.026250</td>\n",
+       "      <td>0.692645</td>\n",
+       "      <td>0.737988</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>112</th>\n",
+       "      <td>0.074489</td>\n",
+       "      <td>0.490473</td>\n",
+       "      <td>0.481391</td>\n",
+       "      <td>0.035617</td>\n",
+       "      <td>0.054405</td>\n",
+       "      <td>0.268828</td>\n",
+       "      <td>0.157461</td>\n",
+       "      <td>0.611166</td>\n",
+       "      <td>0.915878</td>\n",
+       "      <td>0.643043</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.042960</td>\n",
+       "      <td>0.451263</td>\n",
+       "      <td>0.014096</td>\n",
+       "      <td>0.810845</td>\n",
+       "      <td>0.309934</td>\n",
+       "      <td>0.445419</td>\n",
+       "      <td>0.818503</td>\n",
+       "      <td>0.010327</td>\n",
+       "      <td>0.838670</td>\n",
+       "      <td>0.756978</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>113</th>\n",
+       "      <td>0.074152</td>\n",
+       "      <td>0.375452</td>\n",
+       "      <td>0.481778</td>\n",
+       "      <td>0.057839</td>\n",
+       "      <td>0.058368</td>\n",
+       "      <td>0.291429</td>\n",
+       "      <td>0.100345</td>\n",
+       "      <td>0.559573</td>\n",
+       "      <td>0.922308</td>\n",
+       "      <td>0.689766</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.044006</td>\n",
+       "      <td>0.309342</td>\n",
+       "      <td>0.068685</td>\n",
+       "      <td>0.943027</td>\n",
+       "      <td>0.000194</td>\n",
+       "      <td>0.153476</td>\n",
+       "      <td>0.773433</td>\n",
+       "      <td>0.027097</td>\n",
+       "      <td>0.701826</td>\n",
+       "      <td>0.667690</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>114</th>\n",
+       "      <td>0.760698</td>\n",
+       "      <td>0.124511</td>\n",
+       "      <td>0.583291</td>\n",
+       "      <td>0.397850</td>\n",
+       "      <td>0.038227</td>\n",
+       "      <td>0.420631</td>\n",
+       "      <td>0.558579</td>\n",
+       "      <td>0.344756</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.845621</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.124315</td>\n",
+       "      <td>0.007492</td>\n",
+       "      <td>0.599628</td>\n",
+       "      <td>0.140639</td>\n",
+       "      <td>0.000127</td>\n",
+       "      <td>0.141458</td>\n",
+       "      <td>0.759022</td>\n",
+       "      <td>0.255949</td>\n",
+       "      <td>0.528233</td>\n",
+       "      <td>0.836692</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>115</th>\n",
+       "      <td>0.070747</td>\n",
+       "      <td>0.559755</td>\n",
+       "      <td>0.482137</td>\n",
+       "      <td>0.003725</td>\n",
+       "      <td>0.077835</td>\n",
+       "      <td>0.350677</td>\n",
+       "      <td>0.083642</td>\n",
+       "      <td>0.471254</td>\n",
+       "      <td>0.922698</td>\n",
+       "      <td>0.624236</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.031319</td>\n",
+       "      <td>0.343901</td>\n",
+       "      <td>0.001457</td>\n",
+       "      <td>0.908548</td>\n",
+       "      <td>0.000041</td>\n",
+       "      <td>0.154078</td>\n",
+       "      <td>0.808774</td>\n",
+       "      <td>0.068517</td>\n",
+       "      <td>0.824821</td>\n",
+       "      <td>0.711391</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>116</th>\n",
+       "      <td>0.909920</td>\n",
+       "      <td>0.298520</td>\n",
+       "      <td>0.511995</td>\n",
+       "      <td>0.139918</td>\n",
+       "      <td>0.259174</td>\n",
+       "      <td>0.769893</td>\n",
+       "      <td>0.219502</td>\n",
+       "      <td>0.654207</td>\n",
+       "      <td>0.842867</td>\n",
+       "      <td>0.968320</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.116096</td>\n",
+       "      <td>0.631686</td>\n",
+       "      <td>0.115399</td>\n",
+       "      <td>0.081835</td>\n",
+       "      <td>0.001787</td>\n",
+       "      <td>0.160798</td>\n",
+       "      <td>0.781150</td>\n",
+       "      <td>0.080243</td>\n",
+       "      <td>0.723151</td>\n",
+       "      <td>0.538154</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>117</th>\n",
+       "      <td>0.077237</td>\n",
+       "      <td>0.183797</td>\n",
+       "      <td>0.482205</td>\n",
+       "      <td>0.031720</td>\n",
+       "      <td>0.052540</td>\n",
+       "      <td>0.061914</td>\n",
+       "      <td>0.422622</td>\n",
+       "      <td>0.315091</td>\n",
+       "      <td>0.914476</td>\n",
+       "      <td>0.628611</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.047269</td>\n",
+       "      <td>0.006365</td>\n",
+       "      <td>0.107414</td>\n",
+       "      <td>0.796334</td>\n",
+       "      <td>0.000049</td>\n",
+       "      <td>0.118481</td>\n",
+       "      <td>0.797105</td>\n",
+       "      <td>0.143570</td>\n",
+       "      <td>0.721871</td>\n",
+       "      <td>0.742768</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>118</th>\n",
+       "      <td>0.897016</td>\n",
+       "      <td>0.208719</td>\n",
+       "      <td>0.528654</td>\n",
+       "      <td>0.167117</td>\n",
+       "      <td>0.275377</td>\n",
+       "      <td>0.577067</td>\n",
+       "      <td>0.308281</td>\n",
+       "      <td>0.686257</td>\n",
+       "      <td>0.835730</td>\n",
+       "      <td>0.998930</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.228175</td>\n",
+       "      <td>0.667069</td>\n",
+       "      <td>0.147768</td>\n",
+       "      <td>0.011449</td>\n",
+       "      <td>0.001939</td>\n",
+       "      <td>0.167097</td>\n",
+       "      <td>0.800610</td>\n",
+       "      <td>0.047027</td>\n",
+       "      <td>0.709967</td>\n",
+       "      <td>0.878949</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>119</th>\n",
+       "      <td>0.768027</td>\n",
+       "      <td>0.328835</td>\n",
+       "      <td>0.483393</td>\n",
+       "      <td>0.284834</td>\n",
+       "      <td>0.125735</td>\n",
+       "      <td>0.443175</td>\n",
+       "      <td>0.189551</td>\n",
+       "      <td>0.734819</td>\n",
+       "      <td>0.977546</td>\n",
+       "      <td>0.959683</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.100966</td>\n",
+       "      <td>0.603927</td>\n",
+       "      <td>0.244751</td>\n",
+       "      <td>0.203375</td>\n",
+       "      <td>0.000369</td>\n",
+       "      <td>0.087466</td>\n",
+       "      <td>0.783531</td>\n",
+       "      <td>0.246329</td>\n",
+       "      <td>0.853336</td>\n",
+       "      <td>0.673708</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>120</th>\n",
+       "      <td>0.081418</td>\n",
+       "      <td>0.169589</td>\n",
+       "      <td>0.484698</td>\n",
+       "      <td>0.080706</td>\n",
+       "      <td>0.044810</td>\n",
+       "      <td>0.200061</td>\n",
+       "      <td>0.427019</td>\n",
+       "      <td>0.657418</td>\n",
+       "      <td>0.891319</td>\n",
+       "      <td>0.566744</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.054745</td>\n",
+       "      <td>0.259559</td>\n",
+       "      <td>0.147583</td>\n",
+       "      <td>0.671819</td>\n",
+       "      <td>0.000048</td>\n",
+       "      <td>0.119157</td>\n",
+       "      <td>0.600892</td>\n",
+       "      <td>0.194649</td>\n",
+       "      <td>0.167560</td>\n",
+       "      <td>0.781324</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>121</th>\n",
+       "      <td>0.062540</td>\n",
+       "      <td>0.523208</td>\n",
+       "      <td>0.481883</td>\n",
+       "      <td>0.830568</td>\n",
+       "      <td>0.046161</td>\n",
+       "      <td>0.000020</td>\n",
+       "      <td>0.140651</td>\n",
+       "      <td>0.465920</td>\n",
+       "      <td>0.923981</td>\n",
+       "      <td>0.240123</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.033279</td>\n",
+       "      <td>0.143655</td>\n",
+       "      <td>0.350640</td>\n",
+       "      <td>0.710852</td>\n",
+       "      <td>0.000053</td>\n",
+       "      <td>0.004888</td>\n",
+       "      <td>0.798851</td>\n",
+       "      <td>0.089017</td>\n",
+       "      <td>0.682775</td>\n",
+       "      <td>0.733897</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>122</th>\n",
+       "      <td>0.100522</td>\n",
+       "      <td>0.322577</td>\n",
+       "      <td>0.482918</td>\n",
+       "      <td>0.223848</td>\n",
+       "      <td>0.034877</td>\n",
+       "      <td>0.426521</td>\n",
+       "      <td>0.253620</td>\n",
+       "      <td>0.704489</td>\n",
+       "      <td>0.918361</td>\n",
+       "      <td>0.680540</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.079998</td>\n",
+       "      <td>0.013535</td>\n",
+       "      <td>0.210231</td>\n",
+       "      <td>0.629060</td>\n",
+       "      <td>0.000006</td>\n",
+       "      <td>0.083522</td>\n",
+       "      <td>0.791022</td>\n",
+       "      <td>0.134785</td>\n",
+       "      <td>0.473347</td>\n",
+       "      <td>0.735789</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>123</th>\n",
+       "      <td>0.757218</td>\n",
+       "      <td>0.272628</td>\n",
+       "      <td>0.556622</td>\n",
+       "      <td>0.193882</td>\n",
+       "      <td>0.118728</td>\n",
+       "      <td>0.545742</td>\n",
+       "      <td>0.250565</td>\n",
+       "      <td>0.575671</td>\n",
+       "      <td>0.676837</td>\n",
+       "      <td>0.950285</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.127103</td>\n",
+       "      <td>0.777748</td>\n",
+       "      <td>0.161496</td>\n",
+       "      <td>0.189351</td>\n",
+       "      <td>0.000906</td>\n",
+       "      <td>0.131775</td>\n",
+       "      <td>0.774665</td>\n",
+       "      <td>0.090285</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>0.741811</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>124 rows × 405 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "     wavelet-HHH_glcm_Idmn  log-sigma-1-0-mm-3D_glcm_MaximumProbability  \\\n",
+       "0                 0.786086                                     0.138789   \n",
+       "1                 0.071141                                     0.540616   \n",
+       "2                 0.856564                                     0.325050   \n",
+       "3                 0.075103                                     0.432554   \n",
+       "4                 0.074099                                     0.333567   \n",
+       "5                 0.750766                                     0.141955   \n",
+       "6                 0.772436                                     0.000000   \n",
+       "7                 0.080862                                     0.098306   \n",
+       "8                 0.753841                                     0.367380   \n",
+       "9                 0.072063                                     0.347035   \n",
+       "10                0.071631                                     0.355960   \n",
+       "11                0.071175                                     0.013063   \n",
+       "12                0.775892                                     0.282689   \n",
+       "13                0.146911                                     0.218750   \n",
+       "14                0.076956                                     0.297850   \n",
+       "15                0.068434                                     0.504670   \n",
+       "16                0.929259                                     0.290947   \n",
+       "17                0.071239                                     0.376282   \n",
+       "18                0.881024                                     0.411551   \n",
+       "19                0.755261                                     0.266839   \n",
+       "20                0.079187                                     0.344398   \n",
+       "21                0.073213                                     0.364342   \n",
+       "22                0.918627                                     0.327697   \n",
+       "23                0.083012                                     0.670858   \n",
+       "24                0.723710                                     0.210747   \n",
+       "25                0.069971                                     0.421806   \n",
+       "26                0.778438                                     0.350272   \n",
+       "27                0.077319                                     0.286091   \n",
+       "28                0.073603                                     0.170875   \n",
+       "29                0.763003                                     0.239986   \n",
+       "..                     ...                                          ...   \n",
+       "94                0.875839                                     0.315377   \n",
+       "95                0.779506                                     0.353835   \n",
+       "96                0.897680                                     0.260753   \n",
+       "97                0.772771                                     0.256791   \n",
+       "98                0.851042                                     0.241536   \n",
+       "99                0.069593                                     0.305055   \n",
+       "100               0.571419                                     0.278321   \n",
+       "101               0.771953                                     0.323137   \n",
+       "102               0.071870                                     0.252503   \n",
+       "103               0.771835                                     0.225426   \n",
+       "104               0.079137                                     0.213149   \n",
+       "105               0.081733                                     0.131926   \n",
+       "106               0.855766                                     0.232745   \n",
+       "107               0.758892                                     0.303179   \n",
+       "108               0.765369                                     0.346660   \n",
+       "109               0.769353                                     0.406118   \n",
+       "110               0.076848                                     0.429007   \n",
+       "111               0.073704                                     0.193525   \n",
+       "112               0.074489                                     0.490473   \n",
+       "113               0.074152                                     0.375452   \n",
+       "114               0.760698                                     0.124511   \n",
+       "115               0.070747                                     0.559755   \n",
+       "116               0.909920                                     0.298520   \n",
+       "117               0.077237                                     0.183797   \n",
+       "118               0.897016                                     0.208719   \n",
+       "119               0.768027                                     0.328835   \n",
+       "120               0.081418                                     0.169589   \n",
+       "121               0.062540                                     0.523208   \n",
+       "122               0.100522                                     0.322577   \n",
+       "123               0.757218                                     0.272628   \n",
+       "\n",
+       "     wavelet-LHH_firstorder_Mean  \\\n",
+       "0                       0.508314   \n",
+       "1                       0.482595   \n",
+       "2                       0.514985   \n",
+       "3                       0.482834   \n",
+       "4                       0.482037   \n",
+       "5                       0.464706   \n",
+       "6                       0.548113   \n",
+       "7                       0.483931   \n",
+       "8                       0.000000   \n",
+       "9                       0.488470   \n",
+       "10                      0.482131   \n",
+       "11                      0.482470   \n",
+       "12                      0.530887   \n",
+       "13                      0.496603   \n",
+       "14                      0.481984   \n",
+       "15                      0.487722   \n",
+       "16                      0.485378   \n",
+       "17                      0.491898   \n",
+       "18                      0.444566   \n",
+       "19                      0.542062   \n",
+       "20                      0.583691   \n",
+       "21                      0.492068   \n",
+       "22                      0.499517   \n",
+       "23                      0.481908   \n",
+       "24                      1.000000   \n",
+       "25                      0.532864   \n",
+       "26                      0.486596   \n",
+       "27                      0.481358   \n",
+       "28                      0.481186   \n",
+       "29                      0.513132   \n",
+       "..                           ...   \n",
+       "94                      0.496010   \n",
+       "95                      0.492930   \n",
+       "96                      0.514575   \n",
+       "97                      0.507699   \n",
+       "98                      0.508870   \n",
+       "99                      0.509436   \n",
+       "100                     0.509493   \n",
+       "101                     0.492837   \n",
+       "102                     0.498895   \n",
+       "103                     0.535806   \n",
+       "104                     0.476895   \n",
+       "105                     0.484336   \n",
+       "106                     0.447005   \n",
+       "107                     0.510543   \n",
+       "108                     0.721302   \n",
+       "109                     0.504606   \n",
+       "110                     0.481655   \n",
+       "111                     0.482458   \n",
+       "112                     0.481391   \n",
+       "113                     0.481778   \n",
+       "114                     0.583291   \n",
+       "115                     0.482137   \n",
+       "116                     0.511995   \n",
+       "117                     0.482205   \n",
+       "118                     0.528654   \n",
+       "119                     0.483393   \n",
+       "120                     0.484698   \n",
+       "121                     0.481883   \n",
+       "122                     0.482918   \n",
+       "123                     0.556622   \n",
+       "\n",
+       "     wavelet-HLL_glszm_SmallAreaLowGrayLevelEmphasis  \\\n",
+       "0                                           0.263836   \n",
+       "1                                           0.072318   \n",
+       "2                                           0.233818   \n",
+       "3                                           0.038634   \n",
+       "4                                           0.000000   \n",
+       "5                                           0.173209   \n",
+       "6                                           0.202103   \n",
+       "7                                           0.056078   \n",
+       "8                                           0.908422   \n",
+       "9                                           0.356546   \n",
+       "10                                          0.025489   \n",
+       "11                                          0.045360   \n",
+       "12                                          0.413679   \n",
+       "13                                          0.191186   \n",
+       "14                                          0.034940   \n",
+       "15                                          0.408321   \n",
+       "16                                          0.026061   \n",
+       "17                                          0.277513   \n",
+       "18                                          0.308456   \n",
+       "19                                          0.242679   \n",
+       "20                                          0.260410   \n",
+       "21                                          0.080459   \n",
+       "22                                          0.187759   \n",
+       "23                                          0.064806   \n",
+       "24                                          0.901075   \n",
+       "25                                          0.086036   \n",
+       "26                                          0.004443   \n",
+       "27                                          0.014977   \n",
+       "28                                          0.047659   \n",
+       "29                                          0.084353   \n",
+       "..                                               ...   \n",
+       "94                                          0.017890   \n",
+       "95                                          0.057605   \n",
+       "96                                          0.105560   \n",
+       "97                                          0.211701   \n",
+       "98                                          0.077906   \n",
+       "99                                          0.236373   \n",
+       "100                                         0.117614   \n",
+       "101                                         0.247363   \n",
+       "102                                         0.142671   \n",
+       "103                                         0.208719   \n",
+       "104                                         0.079458   \n",
+       "105                                         0.007700   \n",
+       "106                                         0.226666   \n",
+       "107                                         0.102237   \n",
+       "108                                         0.793848   \n",
+       "109                                         0.734730   \n",
+       "110                                         0.620747   \n",
+       "111                                         0.020771   \n",
+       "112                                         0.035617   \n",
+       "113                                         0.057839   \n",
+       "114                                         0.397850   \n",
+       "115                                         0.003725   \n",
+       "116                                         0.139918   \n",
+       "117                                         0.031720   \n",
+       "118                                         0.167117   \n",
+       "119                                         0.284834   \n",
+       "120                                         0.080706   \n",
+       "121                                         0.830568   \n",
+       "122                                         0.223848   \n",
+       "123                                         0.193882   \n",
+       "\n",
+       "     wavelet-HLH_glrlm_LongRunHighGrayLevelEmphasis  \\\n",
+       "0                                          0.242326   \n",
+       "1                                          0.060161   \n",
+       "2                                          0.255642   \n",
+       "3                                          0.082590   \n",
+       "4                                          0.076652   \n",
+       "5                                          0.138406   \n",
+       "6                                          0.152217   \n",
+       "7                                          0.054154   \n",
+       "8                                          0.031511   \n",
+       "9                                          0.082808   \n",
+       "10                                         0.066359   \n",
+       "11                                         0.047460   \n",
+       "12                                         0.078127   \n",
+       "13                                         0.242734   \n",
+       "14                                         0.053704   \n",
+       "15                                         0.098770   \n",
+       "16                                         0.483070   \n",
+       "17                                         0.120028   \n",
+       "18                                         0.252091   \n",
+       "19                                         0.147450   \n",
+       "20                                         0.000000   \n",
+       "21                                         0.095662   \n",
+       "22                                         0.271105   \n",
+       "23                                         0.042211   \n",
+       "24                                         0.091636   \n",
+       "25                                         0.100119   \n",
+       "26                                         0.720810   \n",
+       "27                                         0.051905   \n",
+       "28                                         0.054806   \n",
+       "29                                         0.169207   \n",
+       "..                                              ...   \n",
+       "94                                         0.359831   \n",
+       "95                                         0.280219   \n",
+       "96                                         0.238596   \n",
+       "97                                         0.182143   \n",
+       "98                                         0.419874   \n",
+       "99                                         0.222064   \n",
+       "100                                        0.227957   \n",
+       "101                                        0.182469   \n",
+       "102                                        0.106000   \n",
+       "103                                        0.137801   \n",
+       "104                                        0.040506   \n",
+       "105                                        0.054277   \n",
+       "106                                        0.141245   \n",
+       "107                                        0.144193   \n",
+       "108                                        0.048817   \n",
+       "109                                        0.148992   \n",
+       "110                                        0.050847   \n",
+       "111                                        0.055799   \n",
+       "112                                        0.054405   \n",
+       "113                                        0.058368   \n",
+       "114                                        0.038227   \n",
+       "115                                        0.077835   \n",
+       "116                                        0.259174   \n",
+       "117                                        0.052540   \n",
+       "118                                        0.275377   \n",
+       "119                                        0.125735   \n",
+       "120                                        0.044810   \n",
+       "121                                        0.046161   \n",
+       "122                                        0.034877   \n",
+       "123                                        0.118728   \n",
+       "\n",
+       "     log-sigma-5-0-mm-3D_glszm_SmallAreaEmphasis  \\\n",
+       "0                                       0.594911   \n",
+       "1                                       0.376783   \n",
+       "2                                       0.738009   \n",
+       "3                                       0.019133   \n",
+       "4                                       0.303658   \n",
+       "5                                       0.575149   \n",
+       "6                                       0.511059   \n",
+       "7                                       0.360598   \n",
+       "8                                       0.420062   \n",
+       "9                                       0.127013   \n",
+       "10                                      0.418392   \n",
+       "11                                      0.274291   \n",
+       "12                                      0.899532   \n",
+       "13                                      0.299305   \n",
+       "14                                      0.314111   \n",
+       "15                                      0.714708   \n",
+       "16                                      0.610634   \n",
+       "17                                      0.465981   \n",
+       "18                                      0.755755   \n",
+       "19                                      0.640103   \n",
+       "20                                      0.745350   \n",
+       "21                                      0.321520   \n",
+       "22                                      0.730186   \n",
+       "23                                      0.000964   \n",
+       "24                                      0.429683   \n",
+       "25                                      0.660134   \n",
+       "26                                      0.483117   \n",
+       "27                                      0.257409   \n",
+       "28                                      0.530803   \n",
+       "29                                      0.605062   \n",
+       "..                                           ...   \n",
+       "94                                      0.761129   \n",
+       "95                                      0.787533   \n",
+       "96                                      0.531186   \n",
+       "97                                      0.898840   \n",
+       "98                                      0.718423   \n",
+       "99                                      0.761237   \n",
+       "100                                     0.634785   \n",
+       "101                                     0.691046   \n",
+       "102                                     0.846526   \n",
+       "103                                     0.707895   \n",
+       "104                                     0.079575   \n",
+       "105                                     0.470411   \n",
+       "106                                     0.524113   \n",
+       "107                                     0.619579   \n",
+       "108                                     0.631542   \n",
+       "109                                     0.699627   \n",
+       "110                                     0.003211   \n",
+       "111                                     0.456177   \n",
+       "112                                     0.268828   \n",
+       "113                                     0.291429   \n",
+       "114                                     0.420631   \n",
+       "115                                     0.350677   \n",
+       "116                                     0.769893   \n",
+       "117                                     0.061914   \n",
+       "118                                     0.577067   \n",
+       "119                                     0.443175   \n",
+       "120                                     0.200061   \n",
+       "121                                     0.000020   \n",
+       "122                                     0.426521   \n",
+       "123                                     0.545742   \n",
+       "\n",
+       "     log-sigma-1-0-mm-3D_glcm_DifferenceAverage  \\\n",
+       "0                                      0.378594   \n",
+       "1                                      0.100294   \n",
+       "2                                      0.173575   \n",
+       "3                                      0.151654   \n",
+       "4                                      0.197778   \n",
+       "5                                      0.460589   \n",
+       "6                                      0.611191   \n",
+       "7                                      0.453726   \n",
+       "8                                      0.302869   \n",
+       "9                                      0.098875   \n",
+       "10                                     0.079456   \n",
+       "11                                     0.811796   \n",
+       "12                                     0.184739   \n",
+       "13                                     0.105974   \n",
+       "14                                     0.146821   \n",
+       "15                                     0.061414   \n",
+       "16                                     0.178390   \n",
+       "17                                     0.108232   \n",
+       "18                                     0.121310   \n",
+       "19                                     0.259918   \n",
+       "20                                     0.313021   \n",
+       "21                                     0.085082   \n",
+       "22                                     0.196064   \n",
+       "23                                     0.206713   \n",
+       "24                                     0.294025   \n",
+       "25                                     0.089708   \n",
+       "26                                     0.123519   \n",
+       "27                                     0.311982   \n",
+       "28                                     0.327253   \n",
+       "29                                     0.238443   \n",
+       "..                                          ...   \n",
+       "94                                     0.186061   \n",
+       "95                                     0.153850   \n",
+       "96                                     0.265663   \n",
+       "97                                     0.253840   \n",
+       "98                                     0.250712   \n",
+       "99                                     0.138568   \n",
+       "100                                    0.256978   \n",
+       "101                                    0.157496   \n",
+       "102                                    0.351413   \n",
+       "103                                    0.291971   \n",
+       "104                                    0.414546   \n",
+       "105                                    0.339759   \n",
+       "106                                    0.293349   \n",
+       "107                                    0.243099   \n",
+       "108                                    0.233712   \n",
+       "109                                    0.138486   \n",
+       "110                                    0.342573   \n",
+       "111                                    0.380856   \n",
+       "112                                    0.157461   \n",
+       "113                                    0.100345   \n",
+       "114                                    0.558579   \n",
+       "115                                    0.083642   \n",
+       "116                                    0.219502   \n",
+       "117                                    0.422622   \n",
+       "118                                    0.308281   \n",
+       "119                                    0.189551   \n",
+       "120                                    0.427019   \n",
+       "121                                    0.140651   \n",
+       "122                                    0.253620   \n",
+       "123                                    0.250565   \n",
+       "\n",
+       "     log-sigma-2-0-mm-3D_firstorder_90Percentile  \\\n",
+       "0                                       0.694801   \n",
+       "1                                       0.588222   \n",
+       "2                                       0.543807   \n",
+       "3                                       0.302559   \n",
+       "4                                       0.615689   \n",
+       "5                                       0.781161   \n",
+       "6                                       0.845086   \n",
+       "7                                       0.472710   \n",
+       "8                                       0.757802   \n",
+       "9                                       0.587683   \n",
+       "10                                      0.770404   \n",
+       "11                                      0.983810   \n",
+       "12                                      0.567854   \n",
+       "13                                      0.152255   \n",
+       "14                                      0.546538   \n",
+       "15                                      0.562923   \n",
+       "16                                      0.644386   \n",
+       "17                                      0.536574   \n",
+       "18                                      0.665643   \n",
+       "19                                      0.574175   \n",
+       "20                                      0.422249   \n",
+       "21                                      0.575521   \n",
+       "22                                      0.658279   \n",
+       "23                                      0.427841   \n",
+       "24                                      0.578273   \n",
+       "25                                      0.633320   \n",
+       "26                                      0.624790   \n",
+       "27                                      0.641845   \n",
+       "28                                      0.633758   \n",
+       "29                                      0.665892   \n",
+       "..                                           ...   \n",
+       "94                                      0.705227   \n",
+       "95                                      0.610005   \n",
+       "96                                      0.652869   \n",
+       "97                                      0.697746   \n",
+       "98                                      0.691484   \n",
+       "99                                      0.589515   \n",
+       "100                                     0.609621   \n",
+       "101                                     0.710099   \n",
+       "102                                     0.826990   \n",
+       "103                                     0.626987   \n",
+       "104                                     0.000000   \n",
+       "105                                     0.571798   \n",
+       "106                                     0.686995   \n",
+       "107                                     0.610530   \n",
+       "108                                     0.440783   \n",
+       "109                                     0.615411   \n",
+       "110                                     0.429971   \n",
+       "111                                     0.466642   \n",
+       "112                                     0.611166   \n",
+       "113                                     0.559573   \n",
+       "114                                     0.344756   \n",
+       "115                                     0.471254   \n",
+       "116                                     0.654207   \n",
+       "117                                     0.315091   \n",
+       "118                                     0.686257   \n",
+       "119                                     0.734819   \n",
+       "120                                     0.657418   \n",
+       "121                                     0.465920   \n",
+       "122                                     0.704489   \n",
+       "123                                     0.575671   \n",
+       "\n",
+       "     wavelet-LLH_firstorder_RootMeanSquared  wavelet-HLL_glcm_Imc1  \\\n",
+       "0                                  1.000000               0.995513   \n",
+       "1                                  0.921148               0.650722   \n",
+       "2                                  0.829791               0.981549   \n",
+       "3                                  0.916857               0.474785   \n",
+       "4                                  0.922953               0.603950   \n",
+       "5                                  0.641292               0.904647   \n",
+       "6                                  0.608390               0.881700   \n",
+       "7                                  0.912273               0.681617   \n",
+       "8                                  0.971703               0.933803   \n",
+       "9                                  0.794110               0.832965   \n",
+       "10                                 0.922534               0.627537   \n",
+       "11                                 0.910902               0.458945   \n",
+       "12                                 0.699041               0.962520   \n",
+       "13                                 0.899345               0.140098   \n",
+       "14                                 0.923648               0.707343   \n",
+       "15                                 0.841679               0.927776   \n",
+       "16                                 0.937318               0.952270   \n",
+       "17                                 0.885854               0.952812   \n",
+       "18                                 0.944049               0.960566   \n",
+       "19                                 0.618655               0.900099   \n",
+       "20                                 0.514356               0.880069   \n",
+       "21                                 0.839870               0.883251   \n",
+       "22                                 0.877981               0.968509   \n",
+       "23                                 0.916889               0.401950   \n",
+       "24                                 0.650944               0.930901   \n",
+       "25                                 0.822558               0.818634   \n",
+       "26                                 0.915558               0.892219   \n",
+       "27                                 0.921042               0.690770   \n",
+       "28                                 0.922504               0.683891   \n",
+       "29                                 0.802857               0.931457   \n",
+       "..                                      ...                    ...   \n",
+       "94                                 0.854352               0.958890   \n",
+       "95                                 0.884552               0.921986   \n",
+       "96                                 0.832689               0.965454   \n",
+       "97                                 0.738487               0.940542   \n",
+       "98                                 0.789757               0.963447   \n",
+       "99                                 0.861416               0.949801   \n",
+       "100                                0.756328               0.862089   \n",
+       "101                                0.889579               0.943694   \n",
+       "102                                0.880647               0.901362   \n",
+       "103                                0.689024               0.940701   \n",
+       "104                                0.914125               0.702193   \n",
+       "105                                0.916221               0.688152   \n",
+       "106                                0.864874               0.970803   \n",
+       "107                                0.653498               0.957265   \n",
+       "108                                0.361822               0.931257   \n",
+       "109                                0.779533               0.973264   \n",
+       "110                                0.924160               0.404457   \n",
+       "111                                0.920505               0.679422   \n",
+       "112                                0.915878               0.643043   \n",
+       "113                                0.922308               0.689766   \n",
+       "114                                0.000000               0.845621   \n",
+       "115                                0.922698               0.624236   \n",
+       "116                                0.842867               0.968320   \n",
+       "117                                0.914476               0.628611   \n",
+       "118                                0.835730               0.998930   \n",
+       "119                                0.977546               0.959683   \n",
+       "120                                0.891319               0.566744   \n",
+       "121                                0.923981               0.240123   \n",
+       "122                                0.918361               0.680540   \n",
+       "123                                0.676837               0.950285   \n",
+       "\n",
+       "                    ...                  \\\n",
+       "0                   ...                   \n",
+       "1                   ...                   \n",
+       "2                   ...                   \n",
+       "3                   ...                   \n",
+       "4                   ...                   \n",
+       "5                   ...                   \n",
+       "6                   ...                   \n",
+       "7                   ...                   \n",
+       "8                   ...                   \n",
+       "9                   ...                   \n",
+       "10                  ...                   \n",
+       "11                  ...                   \n",
+       "12                  ...                   \n",
+       "13                  ...                   \n",
+       "14                  ...                   \n",
+       "15                  ...                   \n",
+       "16                  ...                   \n",
+       "17                  ...                   \n",
+       "18                  ...                   \n",
+       "19                  ...                   \n",
+       "20                  ...                   \n",
+       "21                  ...                   \n",
+       "22                  ...                   \n",
+       "23                  ...                   \n",
+       "24                  ...                   \n",
+       "25                  ...                   \n",
+       "26                  ...                   \n",
+       "27                  ...                   \n",
+       "28                  ...                   \n",
+       "29                  ...                   \n",
+       "..                  ...                   \n",
+       "94                  ...                   \n",
+       "95                  ...                   \n",
+       "96                  ...                   \n",
+       "97                  ...                   \n",
+       "98                  ...                   \n",
+       "99                  ...                   \n",
+       "100                 ...                   \n",
+       "101                 ...                   \n",
+       "102                 ...                   \n",
+       "103                 ...                   \n",
+       "104                 ...                   \n",
+       "105                 ...                   \n",
+       "106                 ...                   \n",
+       "107                 ...                   \n",
+       "108                 ...                   \n",
+       "109                 ...                   \n",
+       "110                 ...                   \n",
+       "111                 ...                   \n",
+       "112                 ...                   \n",
+       "113                 ...                   \n",
+       "114                 ...                   \n",
+       "115                 ...                   \n",
+       "116                 ...                   \n",
+       "117                 ...                   \n",
+       "118                 ...                   \n",
+       "119                 ...                   \n",
+       "120                 ...                   \n",
+       "121                 ...                   \n",
+       "122                 ...                   \n",
+       "123                 ...                   \n",
+       "\n",
+       "     wavelet-LLH_gldm_DependenceNonUniformityNormalized  \\\n",
+       "0                                             0.288406    \n",
+       "1                                             0.038071    \n",
+       "2                                             0.122166    \n",
+       "3                                             0.049726    \n",
+       "4                                             0.040048    \n",
+       "5                                             0.097150    \n",
+       "6                                             0.089224    \n",
+       "7                                             0.034489    \n",
+       "8                                             0.126035    \n",
+       "9                                             0.075602    \n",
+       "10                                            0.040329    \n",
+       "11                                            0.068796    \n",
+       "12                                            0.149053    \n",
+       "13                                            1.000000    \n",
+       "14                                            0.044102    \n",
+       "15                                            0.153004    \n",
+       "16                                            0.135644    \n",
+       "17                                            0.193935    \n",
+       "18                                            0.111310    \n",
+       "19                                            0.093470    \n",
+       "20                                            0.016056    \n",
+       "21                                            0.086896    \n",
+       "22                                            0.102599    \n",
+       "23                                            0.213194    \n",
+       "24                                            0.220527    \n",
+       "25                                            0.109828    \n",
+       "26                                            0.165596    \n",
+       "27                                            0.032364    \n",
+       "28                                            0.024552    \n",
+       "29                                            0.124168    \n",
+       "..                                                 ...    \n",
+       "94                                            0.103424    \n",
+       "95                                            0.150265    \n",
+       "96                                            0.128349    \n",
+       "97                                            0.088194    \n",
+       "98                                            0.108192    \n",
+       "99                                            0.172356    \n",
+       "100                                           0.150159    \n",
+       "101                                           0.151173    \n",
+       "102                                           0.103897    \n",
+       "103                                           0.101992    \n",
+       "104                                           0.066084    \n",
+       "105                                           0.039954    \n",
+       "106                                           0.101472    \n",
+       "107                                           0.093619    \n",
+       "108                                           0.083938    \n",
+       "109                                           0.114809    \n",
+       "110                                           0.034856    \n",
+       "111                                           0.039066    \n",
+       "112                                           0.042960    \n",
+       "113                                           0.044006    \n",
+       "114                                           0.124315    \n",
+       "115                                           0.031319    \n",
+       "116                                           0.116096    \n",
+       "117                                           0.047269    \n",
+       "118                                           0.228175    \n",
+       "119                                           0.100966    \n",
+       "120                                           0.054745    \n",
+       "121                                           0.033279    \n",
+       "122                                           0.079998    \n",
+       "123                                           0.127103    \n",
+       "\n",
+       "     exponential_glrlm_ShortRunLowGrayLevelEmphasis  \\\n",
+       "0                                          0.055343   \n",
+       "1                                          0.813208   \n",
+       "2                                          0.075628   \n",
+       "3                                          0.768878   \n",
+       "4                                          0.272087   \n",
+       "5                                          0.203814   \n",
+       "6                                          0.000658   \n",
+       "7                                          0.213353   \n",
+       "8                                          0.017815   \n",
+       "9                                          0.190172   \n",
+       "10                                         0.241229   \n",
+       "11                                         0.028678   \n",
+       "12                                         0.276612   \n",
+       "13                                         0.640834   \n",
+       "14                                         0.590189   \n",
+       "15                                         0.691699   \n",
+       "16                                         0.642864   \n",
+       "17                                         0.630347   \n",
+       "18                                         0.612084   \n",
+       "19                                         0.312119   \n",
+       "20                                         0.410837   \n",
+       "21                                         0.291198   \n",
+       "22                                         0.644186   \n",
+       "23                                         0.016400   \n",
+       "24                                         0.052833   \n",
+       "25                                         0.687178   \n",
+       "26                                         0.600300   \n",
+       "27                                         0.250636   \n",
+       "28                                         0.658887   \n",
+       "29                                         0.545786   \n",
+       "..                                              ...   \n",
+       "94                                         0.713357   \n",
+       "95                                         0.644935   \n",
+       "96                                         0.675030   \n",
+       "97                                         0.728543   \n",
+       "98                                         0.030653   \n",
+       "99                                         0.476370   \n",
+       "100                                        0.128114   \n",
+       "101                                        0.650644   \n",
+       "102                                        0.644368   \n",
+       "103                                        0.332782   \n",
+       "104                                        0.084112   \n",
+       "105                                        0.654776   \n",
+       "106                                        0.636929   \n",
+       "107                                        0.218760   \n",
+       "108                                        0.186467   \n",
+       "109                                        0.628650   \n",
+       "110                                        1.000000   \n",
+       "111                                        0.325976   \n",
+       "112                                        0.451263   \n",
+       "113                                        0.309342   \n",
+       "114                                        0.007492   \n",
+       "115                                        0.343901   \n",
+       "116                                        0.631686   \n",
+       "117                                        0.006365   \n",
+       "118                                        0.667069   \n",
+       "119                                        0.603927   \n",
+       "120                                        0.259559   \n",
+       "121                                        0.143655   \n",
+       "122                                        0.013535   \n",
+       "123                                        0.777748   \n",
+       "\n",
+       "     wavelet-HLL_gldm_SmallDependenceLowGrayLevelEmphasis  \\\n",
+       "0                                             0.289800      \n",
+       "1                                             0.117417      \n",
+       "2                                             0.147779      \n",
+       "3                                             0.128725      \n",
+       "4                                             0.001232      \n",
+       "5                                             0.193430      \n",
+       "6                                             0.312227      \n",
+       "7                                             0.118267      \n",
+       "8                                             0.611621      \n",
+       "9                                             0.231803      \n",
+       "10                                            0.037160      \n",
+       "11                                            0.204421      \n",
+       "12                                            0.238372      \n",
+       "13                                            0.982893      \n",
+       "14                                            0.047398      \n",
+       "15                                            0.204996      \n",
+       "16                                            0.018967      \n",
+       "17                                            0.093937      \n",
+       "18                                            0.151264      \n",
+       "19                                            0.236182      \n",
+       "20                                            0.290856      \n",
+       "21                                            0.027950      \n",
+       "22                                            0.131930      \n",
+       "23                                            0.229146      \n",
+       "24                                            0.977075      \n",
+       "25                                            0.030763      \n",
+       "26                                            0.000137      \n",
+       "27                                            0.034438      \n",
+       "28                                            0.088745      \n",
+       "29                                            0.074003      \n",
+       "..                                                 ...      \n",
+       "94                                            0.009372      \n",
+       "95                                            0.015095      \n",
+       "96                                            0.084764      \n",
+       "97                                            0.129292      \n",
+       "98                                            0.056755      \n",
+       "99                                            0.106919      \n",
+       "100                                           0.110267      \n",
+       "101                                           0.170077      \n",
+       "102                                           0.093568      \n",
+       "103                                           0.143333      \n",
+       "104                                           0.167323      \n",
+       "105                                           0.005504      \n",
+       "106                                           0.163583      \n",
+       "107                                           0.088405      \n",
+       "108                                           0.578501      \n",
+       "109                                           0.457186      \n",
+       "110                                           0.544874      \n",
+       "111                                           0.039386      \n",
+       "112                                           0.014096      \n",
+       "113                                           0.068685      \n",
+       "114                                           0.599628      \n",
+       "115                                           0.001457      \n",
+       "116                                           0.115399      \n",
+       "117                                           0.107414      \n",
+       "118                                           0.147768      \n",
+       "119                                           0.244751      \n",
+       "120                                           0.147583      \n",
+       "121                                           0.350640      \n",
+       "122                                           0.210231      \n",
+       "123                                           0.161496      \n",
+       "\n",
+       "     wavelet-HHH_gldm_LargeDependenceLowGrayLevelEmphasis  \\\n",
+       "0                                             0.036213      \n",
+       "1                                             0.735456      \n",
+       "2                                             0.080844      \n",
+       "3                                             0.649341      \n",
+       "4                                             0.919802      \n",
+       "5                                             0.206927      \n",
+       "6                                             0.193069      \n",
+       "7                                             0.832892      \n",
+       "8                                             0.161242      \n",
+       "9                                             0.829457      \n",
+       "10                                            0.918601      \n",
+       "11                                            0.535155      \n",
+       "12                                            0.222816      \n",
+       "13                                            0.106540      \n",
+       "14                                            0.945614      \n",
+       "15                                            0.926345      \n",
+       "16                                            0.089612      \n",
+       "17                                            0.983404      \n",
+       "18                                            0.087211      \n",
+       "19                                            0.207748      \n",
+       "20                                            0.709677      \n",
+       "21                                            0.865793      \n",
+       "22                                            0.080291      \n",
+       "23                                            0.325401      \n",
+       "24                                            0.137576      \n",
+       "25                                            0.885111      \n",
+       "26                                            0.242701      \n",
+       "27                                            0.907511      \n",
+       "28                                            0.859883      \n",
+       "29                                            0.225572      \n",
+       "..                                                 ...      \n",
+       "94                                            0.092369      \n",
+       "95                                            0.246722      \n",
+       "96                                            0.074508      \n",
+       "97                                            0.225887      \n",
+       "98                                            0.223403      \n",
+       "99                                            0.887228      \n",
+       "100                                           0.233892      \n",
+       "101                                           0.238358      \n",
+       "102                                           0.930238      \n",
+       "103                                           0.198678      \n",
+       "104                                           0.498983      \n",
+       "105                                           0.901940      \n",
+       "106                                           0.210258      \n",
+       "107                                           0.210832      \n",
+       "108                                           0.169483      \n",
+       "109                                           0.217604      \n",
+       "110                                           0.690363      \n",
+       "111                                           0.827198      \n",
+       "112                                           0.810845      \n",
+       "113                                           0.943027      \n",
+       "114                                           0.140639      \n",
+       "115                                           0.908548      \n",
+       "116                                           0.081835      \n",
+       "117                                           0.796334      \n",
+       "118                                           0.011449      \n",
+       "119                                           0.203375      \n",
+       "120                                           0.671819      \n",
+       "121                                           0.710852      \n",
+       "122                                           0.629060      \n",
+       "123                                           0.189351      \n",
+       "\n",
+       "     logarithm_glszm_SmallAreaHighGrayLevelEmphasis  \\\n",
+       "0                                          0.000999   \n",
+       "1                                          0.000048   \n",
+       "2                                          0.000408   \n",
+       "3                                          0.000053   \n",
+       "4                                          0.179469   \n",
+       "5                                          0.000498   \n",
+       "6                                          0.000461   \n",
+       "7                                          0.000127   \n",
+       "8                                          0.000336   \n",
+       "9                                          0.000043   \n",
+       "10                                         0.000218   \n",
+       "11                                         0.000052   \n",
+       "12                                         0.000799   \n",
+       "13                                         0.000045   \n",
+       "14                                         0.000180   \n",
+       "15                                         0.000268   \n",
+       "16                                         0.001288   \n",
+       "17                                         0.000590   \n",
+       "18                                         0.001939   \n",
+       "19                                         0.000823   \n",
+       "20                                         0.000210   \n",
+       "21                                         0.000079   \n",
+       "22                                         0.001112   \n",
+       "23                                         0.000091   \n",
+       "24                                         0.000275   \n",
+       "25                                         0.000420   \n",
+       "26                                         0.001213   \n",
+       "27                                         0.000150   \n",
+       "28                                         0.000059   \n",
+       "29                                         0.001530   \n",
+       "..                                              ...   \n",
+       "94                                         0.001062   \n",
+       "95                                         0.001395   \n",
+       "96                                         0.000933   \n",
+       "97                                         0.000949   \n",
+       "98                                         0.000886   \n",
+       "99                                         0.000944   \n",
+       "100                                        0.000899   \n",
+       "101                                        0.001129   \n",
+       "102                                        0.001138   \n",
+       "103                                        0.000972   \n",
+       "104                                        0.000016   \n",
+       "105                                        0.000196   \n",
+       "106                                        0.000759   \n",
+       "107                                        0.000777   \n",
+       "108                                        0.000073   \n",
+       "109                                        0.000429   \n",
+       "110                                        0.000050   \n",
+       "111                                        0.000241   \n",
+       "112                                        0.309934   \n",
+       "113                                        0.000194   \n",
+       "114                                        0.000127   \n",
+       "115                                        0.000041   \n",
+       "116                                        0.001787   \n",
+       "117                                        0.000049   \n",
+       "118                                        0.001939   \n",
+       "119                                        0.000369   \n",
+       "120                                        0.000048   \n",
+       "121                                        0.000053   \n",
+       "122                                        0.000006   \n",
+       "123                                        0.000906   \n",
+       "\n",
+       "     log-sigma-1-0-mm-3D_firstorder_Range  wavelet-LHL_firstorder_Skewness  \\\n",
+       "0                                0.120526                         0.782281   \n",
+       "1                                0.060163                         0.781745   \n",
+       "2                                0.132078                         0.740674   \n",
+       "3                                0.071536                         0.603529   \n",
+       "4                                0.518191                         0.619988   \n",
+       "5                                0.175454                         0.715497   \n",
+       "6                                0.167179                         0.773349   \n",
+       "7                                0.167743                         0.827605   \n",
+       "8                                0.101656                         0.580220   \n",
+       "9                                0.062302                         0.724561   \n",
+       "10                               0.159974                         0.826551   \n",
+       "11                               0.172125                         0.821477   \n",
+       "12                               0.139136                         0.711764   \n",
+       "13                               0.108413                         0.727225   \n",
+       "14                               0.154684                         0.798387   \n",
+       "15                               0.060193                         0.800023   \n",
+       "16                               0.414799                         0.817434   \n",
+       "17                               0.092441                         0.793908   \n",
+       "18                               0.453364                         0.260583   \n",
+       "19                               0.130508                         0.764451   \n",
+       "20                               0.110971                         0.871043   \n",
+       "21                               0.156726                         0.515419   \n",
+       "22                               0.124051                         0.790986   \n",
+       "23                               0.093605                         0.831006   \n",
+       "24                               0.092780                         0.790716   \n",
+       "25                               0.275774                         0.655875   \n",
+       "26                               0.438328                         0.753882   \n",
+       "27                               0.145040                         0.784173   \n",
+       "28                               0.130387                         0.751757   \n",
+       "29                               0.211905                         0.741875   \n",
+       "..                                    ...                              ...   \n",
+       "94                               0.290162                         0.764166   \n",
+       "95                               0.629991                         0.122652   \n",
+       "96                               0.167123                         0.790897   \n",
+       "97                               0.144028                         0.718626   \n",
+       "98                               0.250400                         0.777351   \n",
+       "99                               0.090257                         0.563882   \n",
+       "100                              0.180227                         0.969968   \n",
+       "101                              0.187781                         0.982132   \n",
+       "102                              0.169130                         0.701126   \n",
+       "103                              0.124158                         0.828848   \n",
+       "104                              0.086655                         0.807484   \n",
+       "105                              0.323566                         0.704146   \n",
+       "106                              0.152366                         0.800355   \n",
+       "107                              0.184701                         0.691122   \n",
+       "108                              0.078697                         0.875504   \n",
+       "109                              0.092679                         0.861836   \n",
+       "110                              0.000000                         0.817412   \n",
+       "111                              0.158618                         0.747137   \n",
+       "112                              0.445419                         0.818503   \n",
+       "113                              0.153476                         0.773433   \n",
+       "114                              0.141458                         0.759022   \n",
+       "115                              0.154078                         0.808774   \n",
+       "116                              0.160798                         0.781150   \n",
+       "117                              0.118481                         0.797105   \n",
+       "118                              0.167097                         0.800610   \n",
+       "119                              0.087466                         0.783531   \n",
+       "120                              0.119157                         0.600892   \n",
+       "121                              0.004888                         0.798851   \n",
+       "122                              0.083522                         0.791022   \n",
+       "123                              0.131775                         0.774665   \n",
+       "\n",
+       "     squareroot_glszm_SmallAreaLowGrayLevelEmphasis  \\\n",
+       "0                                          0.102304   \n",
+       "1                                          0.100750   \n",
+       "2                                          0.169218   \n",
+       "3                                          0.031759   \n",
+       "4                                          0.000000   \n",
+       "5                                          0.104841   \n",
+       "6                                          0.185981   \n",
+       "7                                          0.060688   \n",
+       "8                                          0.258223   \n",
+       "9                                          0.442574   \n",
+       "10                                         0.038991   \n",
+       "11                                         0.105115   \n",
+       "12                                         0.096593   \n",
+       "13                                         0.121991   \n",
+       "14                                         0.026914   \n",
+       "15                                         0.444466   \n",
+       "16                                         0.070824   \n",
+       "17                                         0.148217   \n",
+       "18                                         0.041502   \n",
+       "19                                         0.142824   \n",
+       "20                                         0.350276   \n",
+       "21                                         0.562046   \n",
+       "22                                         0.086034   \n",
+       "23                                         0.083017   \n",
+       "24                                         0.281770   \n",
+       "25                                         0.206634   \n",
+       "26                                         0.124991   \n",
+       "27                                         0.027580   \n",
+       "28                                         0.044229   \n",
+       "29                                         0.090624   \n",
+       "..                                              ...   \n",
+       "94                                         0.071148   \n",
+       "95                                         0.069025   \n",
+       "96                                         0.097838   \n",
+       "97                                         0.117848   \n",
+       "98                                         0.088861   \n",
+       "99                                         0.134637   \n",
+       "100                                        0.084207   \n",
+       "101                                        0.102271   \n",
+       "102                                        0.114886   \n",
+       "103                                        0.186979   \n",
+       "104                                        0.126694   \n",
+       "105                                        0.053179   \n",
+       "106                                        0.092545   \n",
+       "107                                        0.065283   \n",
+       "108                                        0.292029   \n",
+       "109                                        0.281454   \n",
+       "110                                        1.000000   \n",
+       "111                                        0.026250   \n",
+       "112                                        0.010327   \n",
+       "113                                        0.027097   \n",
+       "114                                        0.255949   \n",
+       "115                                        0.068517   \n",
+       "116                                        0.080243   \n",
+       "117                                        0.143570   \n",
+       "118                                        0.047027   \n",
+       "119                                        0.246329   \n",
+       "120                                        0.194649   \n",
+       "121                                        0.089017   \n",
+       "122                                        0.134785   \n",
+       "123                                        0.090285   \n",
+       "\n",
+       "     log-sigma-4-0-mm-3D_gldm_DependenceVariance  \\\n",
+       "0                                       0.910229   \n",
+       "1                                       0.612307   \n",
+       "2                                       0.835995   \n",
+       "3                                       0.781037   \n",
+       "4                                       0.914729   \n",
+       "5                                       0.781812   \n",
+       "6                                       0.768546   \n",
+       "7                                       0.743706   \n",
+       "8                                       0.648831   \n",
+       "9                                       0.777584   \n",
+       "10                                      0.918426   \n",
+       "11                                      0.037323   \n",
+       "12                                      0.846873   \n",
+       "13                                      0.000000   \n",
+       "14                                      0.815307   \n",
+       "15                                      0.739598   \n",
+       "16                                      0.663234   \n",
+       "17                                      0.632580   \n",
+       "18                                      0.773736   \n",
+       "19                                      0.936818   \n",
+       "20                                      0.672498   \n",
+       "21                                      0.863768   \n",
+       "22                                      0.777819   \n",
+       "23                                      0.417094   \n",
+       "24                                      0.766356   \n",
+       "25                                      0.895732   \n",
+       "26                                      0.700466   \n",
+       "27                                      0.822559   \n",
+       "28                                      0.818186   \n",
+       "29                                      0.839589   \n",
+       "..                                           ...   \n",
+       "94                                      0.733380   \n",
+       "95                                      0.766999   \n",
+       "96                                      0.782030   \n",
+       "97                                      0.805005   \n",
+       "98                                      0.822531   \n",
+       "99                                      0.810656   \n",
+       "100                                     0.837039   \n",
+       "101                                     0.733400   \n",
+       "102                                     0.799853   \n",
+       "103                                     0.822176   \n",
+       "104                                     0.295287   \n",
+       "105                                     0.889499   \n",
+       "106                                     0.822672   \n",
+       "107                                     0.859789   \n",
+       "108                                     0.806297   \n",
+       "109                                     0.890702   \n",
+       "110                                     0.599677   \n",
+       "111                                     0.692645   \n",
+       "112                                     0.838670   \n",
+       "113                                     0.701826   \n",
+       "114                                     0.528233   \n",
+       "115                                     0.824821   \n",
+       "116                                     0.723151   \n",
+       "117                                     0.721871   \n",
+       "118                                     0.709967   \n",
+       "119                                     0.853336   \n",
+       "120                                     0.167560   \n",
+       "121                                     0.682775   \n",
+       "122                                     0.473347   \n",
+       "123                                     1.000000   \n",
+       "\n",
+       "     wavelet-HHH_gldm_DependenceEntropy  \n",
+       "0                              1.000000  \n",
+       "1                              0.759331  \n",
+       "2                              0.567269  \n",
+       "3                              0.771073  \n",
+       "4                              0.689102  \n",
+       "5                              0.704028  \n",
+       "6                              0.708589  \n",
+       "7                              0.746705  \n",
+       "8                              0.784447  \n",
+       "9                              0.656452  \n",
+       "10                             0.684866  \n",
+       "11                             0.725758  \n",
+       "12                             0.589491  \n",
+       "13                             0.000000  \n",
+       "14                             0.687465  \n",
+       "15                             0.527704  \n",
+       "16                             0.433953  \n",
+       "17                             0.430499  \n",
+       "18                             0.535339  \n",
+       "19                             0.644262  \n",
+       "20                             0.815108  \n",
+       "21                             0.667253  \n",
+       "22                             0.583761  \n",
+       "23                             0.536865  \n",
+       "24                             0.860459  \n",
+       "25                             0.591820  \n",
+       "26                             0.455841  \n",
+       "27                             0.721294  \n",
+       "28                             0.771753  \n",
+       "29                             0.540036  \n",
+       "..                                  ...  \n",
+       "94                             0.411129  \n",
+       "95                             0.459155  \n",
+       "96                             0.653082  \n",
+       "97                             0.555496  \n",
+       "98                             0.575859  \n",
+       "99                             0.556309  \n",
+       "100                            0.503655  \n",
+       "101                            0.471384  \n",
+       "102                            0.538728  \n",
+       "103                            0.669702  \n",
+       "104                            0.766456  \n",
+       "105                            0.740757  \n",
+       "106                            0.655741  \n",
+       "107                            0.624644  \n",
+       "108                            0.686313  \n",
+       "109                            0.595380  \n",
+       "110                            0.761195  \n",
+       "111                            0.737988  \n",
+       "112                            0.756978  \n",
+       "113                            0.667690  \n",
+       "114                            0.836692  \n",
+       "115                            0.711391  \n",
+       "116                            0.538154  \n",
+       "117                            0.742768  \n",
+       "118                            0.878949  \n",
+       "119                            0.673708  \n",
+       "120                            0.781324  \n",
+       "121                            0.733897  \n",
+       "122                            0.735789  \n",
+       "123                            0.741811  \n",
+       "\n",
+       "[124 rows x 405 columns]"
+      ]
+     },
+     "execution_count": 18,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "X"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 19,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "X_test = X_test.loc[:,remain_features]"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 20,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "data2 = pd.concat([y_test,X_test],axis=1)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 21,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "X_val = X_val.loc[:,remain_features]"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 22,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "data3 = pd.concat([y_val,X_val],axis=1)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 23,
+   "metadata": {
+    "scrolled": true
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>Fuhrman</th>\n",
+       "      <th>wavelet-HHH_glcm_Idmn</th>\n",
+       "      <th>log-sigma-1-0-mm-3D_glcm_MaximumProbability</th>\n",
+       "      <th>wavelet-LHH_firstorder_Mean</th>\n",
+       "      <th>wavelet-HLL_glszm_SmallAreaLowGrayLevelEmphasis</th>\n",
+       "      <th>wavelet-HLH_glrlm_LongRunHighGrayLevelEmphasis</th>\n",
+       "      <th>log-sigma-5-0-mm-3D_glszm_SmallAreaEmphasis</th>\n",
+       "      <th>log-sigma-1-0-mm-3D_glcm_DifferenceAverage</th>\n",
+       "      <th>log-sigma-2-0-mm-3D_firstorder_90Percentile</th>\n",
+       "      <th>wavelet-LLH_firstorder_RootMeanSquared</th>\n",
+       "      <th>...</th>\n",
+       "      <th>wavelet-LLH_gldm_DependenceNonUniformityNormalized</th>\n",
+       "      <th>exponential_glrlm_ShortRunLowGrayLevelEmphasis</th>\n",
+       "      <th>wavelet-HLL_gldm_SmallDependenceLowGrayLevelEmphasis</th>\n",
+       "      <th>wavelet-HHH_gldm_LargeDependenceLowGrayLevelEmphasis</th>\n",
+       "      <th>logarithm_glszm_SmallAreaHighGrayLevelEmphasis</th>\n",
+       "      <th>log-sigma-1-0-mm-3D_firstorder_Range</th>\n",
+       "      <th>wavelet-LHL_firstorder_Skewness</th>\n",
+       "      <th>squareroot_glszm_SmallAreaLowGrayLevelEmphasis</th>\n",
+       "      <th>log-sigma-4-0-mm-3D_gldm_DependenceVariance</th>\n",
+       "      <th>wavelet-HHH_gldm_DependenceEntropy</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>2</td>\n",
+       "      <td>0.786086</td>\n",
+       "      <td>0.138789</td>\n",
+       "      <td>0.508314</td>\n",
+       "      <td>0.263836</td>\n",
+       "      <td>0.242326</td>\n",
+       "      <td>0.594911</td>\n",
+       "      <td>0.378594</td>\n",
+       "      <td>0.694801</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.288406</td>\n",
+       "      <td>0.055343</td>\n",
+       "      <td>0.289800</td>\n",
+       "      <td>0.036213</td>\n",
+       "      <td>0.000999</td>\n",
+       "      <td>0.120526</td>\n",
+       "      <td>0.782281</td>\n",
+       "      <td>0.102304</td>\n",
+       "      <td>0.910229</td>\n",
+       "      <td>1.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>1</td>\n",
+       "      <td>0.071141</td>\n",
+       "      <td>0.540616</td>\n",
+       "      <td>0.482595</td>\n",
+       "      <td>0.072318</td>\n",
+       "      <td>0.060161</td>\n",
+       "      <td>0.376783</td>\n",
+       "      <td>0.100294</td>\n",
+       "      <td>0.588222</td>\n",
+       "      <td>0.921148</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.038071</td>\n",
+       "      <td>0.813208</td>\n",
+       "      <td>0.117417</td>\n",
+       "      <td>0.735456</td>\n",
+       "      <td>0.000048</td>\n",
+       "      <td>0.060163</td>\n",
+       "      <td>0.781745</td>\n",
+       "      <td>0.100750</td>\n",
+       "      <td>0.612307</td>\n",
+       "      <td>0.759331</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>2</td>\n",
+       "      <td>0.856564</td>\n",
+       "      <td>0.325050</td>\n",
+       "      <td>0.514985</td>\n",
+       "      <td>0.233818</td>\n",
+       "      <td>0.255642</td>\n",
+       "      <td>0.738009</td>\n",
+       "      <td>0.173575</td>\n",
+       "      <td>0.543807</td>\n",
+       "      <td>0.829791</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.122166</td>\n",
+       "      <td>0.075628</td>\n",
+       "      <td>0.147779</td>\n",
+       "      <td>0.080844</td>\n",
+       "      <td>0.000408</td>\n",
+       "      <td>0.132078</td>\n",
+       "      <td>0.740674</td>\n",
+       "      <td>0.169218</td>\n",
+       "      <td>0.835995</td>\n",
+       "      <td>0.567269</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>2</td>\n",
+       "      <td>0.075103</td>\n",
+       "      <td>0.432554</td>\n",
+       "      <td>0.482834</td>\n",
+       "      <td>0.038634</td>\n",
+       "      <td>0.082590</td>\n",
+       "      <td>0.019133</td>\n",
+       "      <td>0.151654</td>\n",
+       "      <td>0.302559</td>\n",
+       "      <td>0.916857</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.049726</td>\n",
+       "      <td>0.768878</td>\n",
+       "      <td>0.128725</td>\n",
+       "      <td>0.649341</td>\n",
+       "      <td>0.000053</td>\n",
+       "      <td>0.071536</td>\n",
+       "      <td>0.603529</td>\n",
+       "      <td>0.031759</td>\n",
+       "      <td>0.781037</td>\n",
+       "      <td>0.771073</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>3</td>\n",
+       "      <td>0.074099</td>\n",
+       "      <td>0.333567</td>\n",
+       "      <td>0.482037</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.076652</td>\n",
+       "      <td>0.303658</td>\n",
+       "      <td>0.197778</td>\n",
+       "      <td>0.615689</td>\n",
+       "      <td>0.922953</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.040048</td>\n",
+       "      <td>0.272087</td>\n",
+       "      <td>0.001232</td>\n",
+       "      <td>0.919802</td>\n",
+       "      <td>0.179469</td>\n",
+       "      <td>0.518191</td>\n",
+       "      <td>0.619988</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.914729</td>\n",
+       "      <td>0.689102</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>5</th>\n",
+       "      <td>2</td>\n",
+       "      <td>0.750766</td>\n",
+       "      <td>0.141955</td>\n",
+       "      <td>0.464706</td>\n",
+       "      <td>0.173209</td>\n",
+       "      <td>0.138406</td>\n",
+       "      <td>0.575149</td>\n",
+       "      <td>0.460589</td>\n",
+       "      <td>0.781161</td>\n",
+       "      <td>0.641292</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.097150</td>\n",
+       "      <td>0.203814</td>\n",
+       "      <td>0.193430</td>\n",
+       "      <td>0.206927</td>\n",
+       "      <td>0.000498</td>\n",
+       "      <td>0.175454</td>\n",
+       "      <td>0.715497</td>\n",
+       "      <td>0.104841</td>\n",
+       "      <td>0.781812</td>\n",
+       "      <td>0.704028</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>6</th>\n",
+       "      <td>2</td>\n",
+       "      <td>0.772436</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.548113</td>\n",
+       "      <td>0.202103</td>\n",
+       "      <td>0.152217</td>\n",
+       "      <td>0.511059</td>\n",
+       "      <td>0.611191</td>\n",
+       "      <td>0.845086</td>\n",
+       "      <td>0.608390</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.089224</td>\n",
+       "      <td>0.000658</td>\n",
+       "      <td>0.312227</td>\n",
+       "      <td>0.193069</td>\n",
+       "      <td>0.000461</td>\n",
+       "      <td>0.167179</td>\n",
+       "      <td>0.773349</td>\n",
+       "      <td>0.185981</td>\n",
+       "      <td>0.768546</td>\n",
+       "      <td>0.708589</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>7</th>\n",
+       "      <td>2</td>\n",
+       "      <td>0.080862</td>\n",
+       "      <td>0.098306</td>\n",
+       "      <td>0.483931</td>\n",
+       "      <td>0.056078</td>\n",
+       "      <td>0.054154</td>\n",
+       "      <td>0.360598</td>\n",
+       "      <td>0.453726</td>\n",
+       "      <td>0.472710</td>\n",
+       "      <td>0.912273</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.034489</td>\n",
+       "      <td>0.213353</td>\n",
+       "      <td>0.118267</td>\n",
+       "      <td>0.832892</td>\n",
+       "      <td>0.000127</td>\n",
+       "      <td>0.167743</td>\n",
+       "      <td>0.827605</td>\n",
+       "      <td>0.060688</td>\n",
+       "      <td>0.743706</td>\n",
+       "      <td>0.746705</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>8</th>\n",
+       "      <td>2</td>\n",
+       "      <td>0.753841</td>\n",
+       "      <td>0.367380</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.908422</td>\n",
+       "      <td>0.031511</td>\n",
+       "      <td>0.420062</td>\n",
+       "      <td>0.302869</td>\n",
+       "      <td>0.757802</td>\n",
+       "      <td>0.971703</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.126035</td>\n",
+       "      <td>0.017815</td>\n",
+       "      <td>0.611621</td>\n",
+       "      <td>0.161242</td>\n",
+       "      <td>0.000336</td>\n",
+       "      <td>0.101656</td>\n",
+       "      <td>0.580220</td>\n",
+       "      <td>0.258223</td>\n",
+       "      <td>0.648831</td>\n",
+       "      <td>0.784447</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>9</th>\n",
+       "      <td>2</td>\n",
+       "      <td>0.072063</td>\n",
+       "      <td>0.347035</td>\n",
+       "      <td>0.488470</td>\n",
+       "      <td>0.356546</td>\n",
+       "      <td>0.082808</td>\n",
+       "      <td>0.127013</td>\n",
+       "      <td>0.098875</td>\n",
+       "      <td>0.587683</td>\n",
+       "      <td>0.794110</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.075602</td>\n",
+       "      <td>0.190172</td>\n",
+       "      <td>0.231803</td>\n",
+       "      <td>0.829457</td>\n",
+       "      <td>0.000043</td>\n",
+       "      <td>0.062302</td>\n",
+       "      <td>0.724561</td>\n",
+       "      <td>0.442574</td>\n",
+       "      <td>0.777584</td>\n",
+       "      <td>0.656452</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>10</th>\n",
+       "      <td>2</td>\n",
+       "      <td>0.071631</td>\n",
+       "      <td>0.355960</td>\n",
+       "      <td>0.482131</td>\n",
+       "      <td>0.025489</td>\n",
+       "      <td>0.066359</td>\n",
+       "      <td>0.418392</td>\n",
+       "      <td>0.079456</td>\n",
+       "      <td>0.770404</td>\n",
+       "      <td>0.922534</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.040329</td>\n",
+       "      <td>0.241229</td>\n",
+       "      <td>0.037160</td>\n",
+       "      <td>0.918601</td>\n",
+       "      <td>0.000218</td>\n",
+       "      <td>0.159974</td>\n",
+       "      <td>0.826551</td>\n",
+       "      <td>0.038991</td>\n",
+       "      <td>0.918426</td>\n",
+       "      <td>0.684866</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>11</th>\n",
+       "      <td>2</td>\n",
+       "      <td>0.071175</td>\n",
+       "      <td>0.013063</td>\n",
+       "      <td>0.482470</td>\n",
+       "      <td>0.045360</td>\n",
+       "      <td>0.047460</td>\n",
+       "      <td>0.274291</td>\n",
+       "      <td>0.811796</td>\n",
+       "      <td>0.983810</td>\n",
+       "      <td>0.910902</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.068796</td>\n",
+       "      <td>0.028678</td>\n",
+       "      <td>0.204421</td>\n",
+       "      <td>0.535155</td>\n",
+       "      <td>0.000052</td>\n",
+       "      <td>0.172125</td>\n",
+       "      <td>0.821477</td>\n",
+       "      <td>0.105115</td>\n",
+       "      <td>0.037323</td>\n",
+       "      <td>0.725758</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>12</th>\n",
+       "      <td>2</td>\n",
+       "      <td>0.775892</td>\n",
+       "      <td>0.282689</td>\n",
+       "      <td>0.530887</td>\n",
+       "      <td>0.413679</td>\n",
+       "      <td>0.078127</td>\n",
+       "      <td>0.899532</td>\n",
+       "      <td>0.184739</td>\n",
+       "      <td>0.567854</td>\n",
+       "      <td>0.699041</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.149053</td>\n",
+       "      <td>0.276612</td>\n",
+       "      <td>0.238372</td>\n",
+       "      <td>0.222816</td>\n",
+       "      <td>0.000799</td>\n",
+       "      <td>0.139136</td>\n",
+       "      <td>0.711764</td>\n",
+       "      <td>0.096593</td>\n",
+       "      <td>0.846873</td>\n",
+       "      <td>0.589491</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>13</th>\n",
+       "      <td>2</td>\n",
+       "      <td>0.146911</td>\n",
+       "      <td>0.218750</td>\n",
+       "      <td>0.496603</td>\n",
+       "      <td>0.191186</td>\n",
+       "      <td>0.242734</td>\n",
+       "      <td>0.299305</td>\n",
+       "      <td>0.105974</td>\n",
+       "      <td>0.152255</td>\n",
+       "      <td>0.899345</td>\n",
+       "      <td>...</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>0.640834</td>\n",
+       "      <td>0.982893</td>\n",
+       "      <td>0.106540</td>\n",
+       "      <td>0.000045</td>\n",
+       "      <td>0.108413</td>\n",
+       "      <td>0.727225</td>\n",
+       "      <td>0.121991</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>14</th>\n",
+       "      <td>3</td>\n",
+       "      <td>0.076956</td>\n",
+       "      <td>0.297850</td>\n",
+       "      <td>0.481984</td>\n",
+       "      <td>0.034940</td>\n",
+       "      <td>0.053704</td>\n",
+       "      <td>0.314111</td>\n",
+       "      <td>0.146821</td>\n",
+       "      <td>0.546538</td>\n",
+       "      <td>0.923648</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.044102</td>\n",
+       "      <td>0.590189</td>\n",
+       "      <td>0.047398</td>\n",
+       "      <td>0.945614</td>\n",
+       "      <td>0.000180</td>\n",
+       "      <td>0.154684</td>\n",
+       "      <td>0.798387</td>\n",
+       "      <td>0.026914</td>\n",
+       "      <td>0.815307</td>\n",
+       "      <td>0.687465</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>15</th>\n",
+       "      <td>2</td>\n",
+       "      <td>0.068434</td>\n",
+       "      <td>0.504670</td>\n",
+       "      <td>0.487722</td>\n",
+       "      <td>0.408321</td>\n",
+       "      <td>0.098770</td>\n",
+       "      <td>0.714708</td>\n",
+       "      <td>0.061414</td>\n",
+       "      <td>0.562923</td>\n",
+       "      <td>0.841679</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.153004</td>\n",
+       "      <td>0.691699</td>\n",
+       "      <td>0.204996</td>\n",
+       "      <td>0.926345</td>\n",
+       "      <td>0.000268</td>\n",
+       "      <td>0.060193</td>\n",
+       "      <td>0.800023</td>\n",
+       "      <td>0.444466</td>\n",
+       "      <td>0.739598</td>\n",
+       "      <td>0.527704</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>16</th>\n",
+       "      <td>3</td>\n",
+       "      <td>0.929259</td>\n",
+       "      <td>0.290947</td>\n",
+       "      <td>0.485378</td>\n",
+       "      <td>0.026061</td>\n",
+       "      <td>0.483070</td>\n",
+       "      <td>0.610634</td>\n",
+       "      <td>0.178390</td>\n",
+       "      <td>0.644386</td>\n",
+       "      <td>0.937318</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.135644</td>\n",
+       "      <td>0.642864</td>\n",
+       "      <td>0.018967</td>\n",
+       "      <td>0.089612</td>\n",
+       "      <td>0.001288</td>\n",
+       "      <td>0.414799</td>\n",
+       "      <td>0.817434</td>\n",
+       "      <td>0.070824</td>\n",
+       "      <td>0.663234</td>\n",
+       "      <td>0.433953</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>17</th>\n",
+       "      <td>4</td>\n",
+       "      <td>0.071239</td>\n",
+       "      <td>0.376282</td>\n",
+       "      <td>0.491898</td>\n",
+       "      <td>0.277513</td>\n",
+       "      <td>0.120028</td>\n",
+       "      <td>0.465981</td>\n",
+       "      <td>0.108232</td>\n",
+       "      <td>0.536574</td>\n",
+       "      <td>0.885854</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.193935</td>\n",
+       "      <td>0.630347</td>\n",
+       "      <td>0.093937</td>\n",
+       "      <td>0.983404</td>\n",
+       "      <td>0.000590</td>\n",
+       "      <td>0.092441</td>\n",
+       "      <td>0.793908</td>\n",
+       "      <td>0.148217</td>\n",
+       "      <td>0.632580</td>\n",
+       "      <td>0.430499</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>18</th>\n",
+       "      <td>2</td>\n",
+       "      <td>0.881024</td>\n",
+       "      <td>0.411551</td>\n",
+       "      <td>0.444566</td>\n",
+       "      <td>0.308456</td>\n",
+       "      <td>0.252091</td>\n",
+       "      <td>0.755755</td>\n",
+       "      <td>0.121310</td>\n",
+       "      <td>0.665643</td>\n",
+       "      <td>0.944049</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.111310</td>\n",
+       "      <td>0.612084</td>\n",
+       "      <td>0.151264</td>\n",
+       "      <td>0.087211</td>\n",
+       "      <td>0.001939</td>\n",
+       "      <td>0.453364</td>\n",
+       "      <td>0.260583</td>\n",
+       "      <td>0.041502</td>\n",
+       "      <td>0.773736</td>\n",
+       "      <td>0.535339</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>19</th>\n",
+       "      <td>1</td>\n",
+       "      <td>0.755261</td>\n",
+       "      <td>0.266839</td>\n",
+       "      <td>0.542062</td>\n",
+       "      <td>0.242679</td>\n",
+       "      <td>0.147450</td>\n",
+       "      <td>0.640103</td>\n",
+       "      <td>0.259918</td>\n",
+       "      <td>0.574175</td>\n",
+       "      <td>0.618655</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.093470</td>\n",
+       "      <td>0.312119</td>\n",
+       "      <td>0.236182</td>\n",
+       "      <td>0.207748</td>\n",
+       "      <td>0.000823</td>\n",
+       "      <td>0.130508</td>\n",
+       "      <td>0.764451</td>\n",
+       "      <td>0.142824</td>\n",
+       "      <td>0.936818</td>\n",
+       "      <td>0.644262</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>20</th>\n",
+       "      <td>1</td>\n",
+       "      <td>0.079187</td>\n",
+       "      <td>0.344398</td>\n",
+       "      <td>0.583691</td>\n",
+       "      <td>0.260410</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.745350</td>\n",
+       "      <td>0.313021</td>\n",
+       "      <td>0.422249</td>\n",
+       "      <td>0.514356</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.016056</td>\n",
+       "      <td>0.410837</td>\n",
+       "      <td>0.290856</td>\n",
+       "      <td>0.709677</td>\n",
+       "      <td>0.000210</td>\n",
+       "      <td>0.110971</td>\n",
+       "      <td>0.871043</td>\n",
+       "      <td>0.350276</td>\n",
+       "      <td>0.672498</td>\n",
+       "      <td>0.815108</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>21</th>\n",
+       "      <td>3</td>\n",
+       "      <td>0.073213</td>\n",
+       "      <td>0.364342</td>\n",
+       "      <td>0.492068</td>\n",
+       "      <td>0.080459</td>\n",
+       "      <td>0.095662</td>\n",
+       "      <td>0.321520</td>\n",
+       "      <td>0.085082</td>\n",
+       "      <td>0.575521</td>\n",
+       "      <td>0.839870</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.086896</td>\n",
+       "      <td>0.291198</td>\n",
+       "      <td>0.027950</td>\n",
+       "      <td>0.865793</td>\n",
+       "      <td>0.000079</td>\n",
+       "      <td>0.156726</td>\n",
+       "      <td>0.515419</td>\n",
+       "      <td>0.562046</td>\n",
+       "      <td>0.863768</td>\n",
+       "      <td>0.667253</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>22</th>\n",
+       "      <td>2</td>\n",
+       "      <td>0.918627</td>\n",
+       "      <td>0.327697</td>\n",
+       "      <td>0.499517</td>\n",
+       "      <td>0.187759</td>\n",
+       "      <td>0.271105</td>\n",
+       "      <td>0.730186</td>\n",
+       "      <td>0.196064</td>\n",
+       "      <td>0.658279</td>\n",
+       "      <td>0.877981</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.102599</td>\n",
+       "      <td>0.644186</td>\n",
+       "      <td>0.131930</td>\n",
+       "      <td>0.080291</td>\n",
+       "      <td>0.001112</td>\n",
+       "      <td>0.124051</td>\n",
+       "      <td>0.790986</td>\n",
+       "      <td>0.086034</td>\n",
+       "      <td>0.777819</td>\n",
+       "      <td>0.583761</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>23</th>\n",
+       "      <td>2</td>\n",
+       "      <td>0.083012</td>\n",
+       "      <td>0.670858</td>\n",
+       "      <td>0.481908</td>\n",
+       "      <td>0.064806</td>\n",
+       "      <td>0.042211</td>\n",
+       "      <td>0.000964</td>\n",
+       "      <td>0.206713</td>\n",
+       "      <td>0.427841</td>\n",
+       "      <td>0.916889</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.213194</td>\n",
+       "      <td>0.016400</td>\n",
+       "      <td>0.229146</td>\n",
+       "      <td>0.325401</td>\n",
+       "      <td>0.000091</td>\n",
+       "      <td>0.093605</td>\n",
+       "      <td>0.831006</td>\n",
+       "      <td>0.083017</td>\n",
+       "      <td>0.417094</td>\n",
+       "      <td>0.536865</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>24</th>\n",
+       "      <td>1</td>\n",
+       "      <td>0.723710</td>\n",
+       "      <td>0.210747</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>0.901075</td>\n",
+       "      <td>0.091636</td>\n",
+       "      <td>0.429683</td>\n",
+       "      <td>0.294025</td>\n",
+       "      <td>0.578273</td>\n",
+       "      <td>0.650944</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.220527</td>\n",
+       "      <td>0.052833</td>\n",
+       "      <td>0.977075</td>\n",
+       "      <td>0.137576</td>\n",
+       "      <td>0.000275</td>\n",
+       "      <td>0.092780</td>\n",
+       "      <td>0.790716</td>\n",
+       "      <td>0.281770</td>\n",
+       "      <td>0.766356</td>\n",
+       "      <td>0.860459</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>25</th>\n",
+       "      <td>2</td>\n",
+       "      <td>0.069971</td>\n",
+       "      <td>0.421806</td>\n",
+       "      <td>0.532864</td>\n",
+       "      <td>0.086036</td>\n",
+       "      <td>0.100119</td>\n",
+       "      <td>0.660134</td>\n",
+       "      <td>0.089708</td>\n",
+       "      <td>0.633320</td>\n",
+       "      <td>0.822558</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.109828</td>\n",
+       "      <td>0.687178</td>\n",
+       "      <td>0.030763</td>\n",
+       "      <td>0.885111</td>\n",
+       "      <td>0.000420</td>\n",
+       "      <td>0.275774</td>\n",
+       "      <td>0.655875</td>\n",
+       "      <td>0.206634</td>\n",
+       "      <td>0.895732</td>\n",
+       "      <td>0.591820</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>26</th>\n",
+       "      <td>3</td>\n",
+       "      <td>0.778438</td>\n",
+       "      <td>0.350272</td>\n",
+       "      <td>0.486596</td>\n",
+       "      <td>0.004443</td>\n",
+       "      <td>0.720810</td>\n",
+       "      <td>0.483117</td>\n",
+       "      <td>0.123519</td>\n",
+       "      <td>0.624790</td>\n",
+       "      <td>0.915558</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.165596</td>\n",
+       "      <td>0.600300</td>\n",
+       "      <td>0.000137</td>\n",
+       "      <td>0.242701</td>\n",
+       "      <td>0.001213</td>\n",
+       "      <td>0.438328</td>\n",
+       "      <td>0.753882</td>\n",
+       "      <td>0.124991</td>\n",
+       "      <td>0.700466</td>\n",
+       "      <td>0.455841</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>27</th>\n",
+       "      <td>3</td>\n",
+       "      <td>0.077319</td>\n",
+       "      <td>0.286091</td>\n",
+       "      <td>0.481358</td>\n",
+       "      <td>0.014977</td>\n",
+       "      <td>0.051905</td>\n",
+       "      <td>0.257409</td>\n",
+       "      <td>0.311982</td>\n",
+       "      <td>0.641845</td>\n",
+       "      <td>0.921042</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.032364</td>\n",
+       "      <td>0.250636</td>\n",
+       "      <td>0.034438</td>\n",
+       "      <td>0.907511</td>\n",
+       "      <td>0.000150</td>\n",
+       "      <td>0.145040</td>\n",
+       "      <td>0.784173</td>\n",
+       "      <td>0.027580</td>\n",
+       "      <td>0.822559</td>\n",
+       "      <td>0.721294</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>28</th>\n",
+       "      <td>2</td>\n",
+       "      <td>0.073603</td>\n",
+       "      <td>0.170875</td>\n",
+       "      <td>0.481186</td>\n",
+       "      <td>0.047659</td>\n",
+       "      <td>0.054806</td>\n",
+       "      <td>0.530803</td>\n",
+       "      <td>0.327253</td>\n",
+       "      <td>0.633758</td>\n",
+       "      <td>0.922504</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.024552</td>\n",
+       "      <td>0.658887</td>\n",
+       "      <td>0.088745</td>\n",
+       "      <td>0.859883</td>\n",
+       "      <td>0.000059</td>\n",
+       "      <td>0.130387</td>\n",
+       "      <td>0.751757</td>\n",
+       "      <td>0.044229</td>\n",
+       "      <td>0.818186</td>\n",
+       "      <td>0.771753</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>29</th>\n",
+       "      <td>4</td>\n",
+       "      <td>0.763003</td>\n",
+       "      <td>0.239986</td>\n",
+       "      <td>0.513132</td>\n",
+       "      <td>0.084353</td>\n",
+       "      <td>0.169207</td>\n",
+       "      <td>0.605062</td>\n",
+       "      <td>0.238443</td>\n",
+       "      <td>0.665892</td>\n",
+       "      <td>0.802857</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.124168</td>\n",
+       "      <td>0.545786</td>\n",
+       "      <td>0.074003</td>\n",
+       "      <td>0.225572</td>\n",
+       "      <td>0.001530</td>\n",
+       "      <td>0.211905</td>\n",
+       "      <td>0.741875</td>\n",
+       "      <td>0.090624</td>\n",
+       "      <td>0.839589</td>\n",
+       "      <td>0.540036</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>...</th>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>94</th>\n",
+       "      <td>1</td>\n",
+       "      <td>0.875839</td>\n",
+       "      <td>0.315377</td>\n",
+       "      <td>0.496010</td>\n",
+       "      <td>0.017890</td>\n",
+       "      <td>0.359831</td>\n",
+       "      <td>0.761129</td>\n",
+       "      <td>0.186061</td>\n",
+       "      <td>0.705227</td>\n",
+       "      <td>0.854352</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.103424</td>\n",
+       "      <td>0.713357</td>\n",
+       "      <td>0.009372</td>\n",
+       "      <td>0.092369</td>\n",
+       "      <td>0.001062</td>\n",
+       "      <td>0.290162</td>\n",
+       "      <td>0.764166</td>\n",
+       "      <td>0.071148</td>\n",
+       "      <td>0.733380</td>\n",
+       "      <td>0.411129</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>95</th>\n",
+       "      <td>2</td>\n",
+       "      <td>0.779506</td>\n",
+       "      <td>0.353835</td>\n",
+       "      <td>0.492930</td>\n",
+       "      <td>0.057605</td>\n",
+       "      <td>0.280219</td>\n",
+       "      <td>0.787533</td>\n",
+       "      <td>0.153850</td>\n",
+       "      <td>0.610005</td>\n",
+       "      <td>0.884552</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.150265</td>\n",
+       "      <td>0.644935</td>\n",
+       "      <td>0.015095</td>\n",
+       "      <td>0.246722</td>\n",
+       "      <td>0.001395</td>\n",
+       "      <td>0.629991</td>\n",
+       "      <td>0.122652</td>\n",
+       "      <td>0.069025</td>\n",
+       "      <td>0.766999</td>\n",
+       "      <td>0.459155</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>96</th>\n",
+       "      <td>2</td>\n",
+       "      <td>0.897680</td>\n",
+       "      <td>0.260753</td>\n",
+       "      <td>0.514575</td>\n",
+       "      <td>0.105560</td>\n",
+       "      <td>0.238596</td>\n",
+       "      <td>0.531186</td>\n",
+       "      <td>0.265663</td>\n",
+       "      <td>0.652869</td>\n",
+       "      <td>0.832689</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.128349</td>\n",
+       "      <td>0.675030</td>\n",
+       "      <td>0.084764</td>\n",
+       "      <td>0.074508</td>\n",
+       "      <td>0.000933</td>\n",
+       "      <td>0.167123</td>\n",
+       "      <td>0.790897</td>\n",
+       "      <td>0.097838</td>\n",
+       "      <td>0.782030</td>\n",
+       "      <td>0.653082</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>97</th>\n",
+       "      <td>2</td>\n",
+       "      <td>0.772771</td>\n",
+       "      <td>0.256791</td>\n",
+       "      <td>0.507699</td>\n",
+       "      <td>0.211701</td>\n",
+       "      <td>0.182143</td>\n",
+       "      <td>0.898840</td>\n",
+       "      <td>0.253840</td>\n",
+       "      <td>0.697746</td>\n",
+       "      <td>0.738487</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.088194</td>\n",
+       "      <td>0.728543</td>\n",
+       "      <td>0.129292</td>\n",
+       "      <td>0.225887</td>\n",
+       "      <td>0.000949</td>\n",
+       "      <td>0.144028</td>\n",
+       "      <td>0.718626</td>\n",
+       "      <td>0.117848</td>\n",
+       "      <td>0.805005</td>\n",
+       "      <td>0.555496</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>98</th>\n",
+       "      <td>3</td>\n",
+       "      <td>0.851042</td>\n",
+       "      <td>0.241536</td>\n",
+       "      <td>0.508870</td>\n",
+       "      <td>0.077906</td>\n",
+       "      <td>0.419874</td>\n",
+       "      <td>0.718423</td>\n",
+       "      <td>0.250712</td>\n",
+       "      <td>0.691484</td>\n",
+       "      <td>0.789757</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.108192</td>\n",
+       "      <td>0.030653</td>\n",
+       "      <td>0.056755</td>\n",
+       "      <td>0.223403</td>\n",
+       "      <td>0.000886</td>\n",
+       "      <td>0.250400</td>\n",
+       "      <td>0.777351</td>\n",
+       "      <td>0.088861</td>\n",
+       "      <td>0.822531</td>\n",
+       "      <td>0.575859</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>99</th>\n",
+       "      <td>1</td>\n",
+       "      <td>0.069593</td>\n",
+       "      <td>0.305055</td>\n",
+       "      <td>0.509436</td>\n",
+       "      <td>0.236373</td>\n",
+       "      <td>0.222064</td>\n",
+       "      <td>0.761237</td>\n",
+       "      <td>0.138568</td>\n",
+       "      <td>0.589515</td>\n",
+       "      <td>0.861416</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.172356</td>\n",
+       "      <td>0.476370</td>\n",
+       "      <td>0.106919</td>\n",
+       "      <td>0.887228</td>\n",
+       "      <td>0.000944</td>\n",
+       "      <td>0.090257</td>\n",
+       "      <td>0.563882</td>\n",
+       "      <td>0.134637</td>\n",
+       "      <td>0.810656</td>\n",
+       "      <td>0.556309</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>100</th>\n",
+       "      <td>2</td>\n",
+       "      <td>0.571419</td>\n",
+       "      <td>0.278321</td>\n",
+       "      <td>0.509493</td>\n",
+       "      <td>0.117614</td>\n",
+       "      <td>0.227957</td>\n",
+       "      <td>0.634785</td>\n",
+       "      <td>0.256978</td>\n",
+       "      <td>0.609621</td>\n",
+       "      <td>0.756328</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.150159</td>\n",
+       "      <td>0.128114</td>\n",
+       "      <td>0.110267</td>\n",
+       "      <td>0.233892</td>\n",
+       "      <td>0.000899</td>\n",
+       "      <td>0.180227</td>\n",
+       "      <td>0.969968</td>\n",
+       "      <td>0.084207</td>\n",
+       "      <td>0.837039</td>\n",
+       "      <td>0.503655</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>101</th>\n",
+       "      <td>2</td>\n",
+       "      <td>0.771953</td>\n",
+       "      <td>0.323137</td>\n",
+       "      <td>0.492837</td>\n",
+       "      <td>0.247363</td>\n",
+       "      <td>0.182469</td>\n",
+       "      <td>0.691046</td>\n",
+       "      <td>0.157496</td>\n",
+       "      <td>0.710099</td>\n",
+       "      <td>0.889579</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.151173</td>\n",
+       "      <td>0.650644</td>\n",
+       "      <td>0.170077</td>\n",
+       "      <td>0.238358</td>\n",
+       "      <td>0.001129</td>\n",
+       "      <td>0.187781</td>\n",
+       "      <td>0.982132</td>\n",
+       "      <td>0.102271</td>\n",
+       "      <td>0.733400</td>\n",
+       "      <td>0.471384</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>102</th>\n",
+       "      <td>2</td>\n",
+       "      <td>0.071870</td>\n",
+       "      <td>0.252503</td>\n",
+       "      <td>0.498895</td>\n",
+       "      <td>0.142671</td>\n",
+       "      <td>0.106000</td>\n",
+       "      <td>0.846526</td>\n",
+       "      <td>0.351413</td>\n",
+       "      <td>0.826990</td>\n",
+       "      <td>0.880647</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.103897</td>\n",
+       "      <td>0.644368</td>\n",
+       "      <td>0.093568</td>\n",
+       "      <td>0.930238</td>\n",
+       "      <td>0.001138</td>\n",
+       "      <td>0.169130</td>\n",
+       "      <td>0.701126</td>\n",
+       "      <td>0.114886</td>\n",
+       "      <td>0.799853</td>\n",
+       "      <td>0.538728</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>103</th>\n",
+       "      <td>1</td>\n",
+       "      <td>0.771835</td>\n",
+       "      <td>0.225426</td>\n",
+       "      <td>0.535806</td>\n",
+       "      <td>0.208719</td>\n",
+       "      <td>0.137801</td>\n",
+       "      <td>0.707895</td>\n",
+       "      <td>0.291971</td>\n",
+       "      <td>0.626987</td>\n",
+       "      <td>0.689024</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.101992</td>\n",
+       "      <td>0.332782</td>\n",
+       "      <td>0.143333</td>\n",
+       "      <td>0.198678</td>\n",
+       "      <td>0.000972</td>\n",
+       "      <td>0.124158</td>\n",
+       "      <td>0.828848</td>\n",
+       "      <td>0.186979</td>\n",
+       "      <td>0.822176</td>\n",
+       "      <td>0.669702</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>104</th>\n",
+       "      <td>2</td>\n",
+       "      <td>0.079137</td>\n",
+       "      <td>0.213149</td>\n",
+       "      <td>0.476895</td>\n",
+       "      <td>0.079458</td>\n",
+       "      <td>0.040506</td>\n",
+       "      <td>0.079575</td>\n",
+       "      <td>0.414546</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.914125</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.066084</td>\n",
+       "      <td>0.084112</td>\n",
+       "      <td>0.167323</td>\n",
+       "      <td>0.498983</td>\n",
+       "      <td>0.000016</td>\n",
+       "      <td>0.086655</td>\n",
+       "      <td>0.807484</td>\n",
+       "      <td>0.126694</td>\n",
+       "      <td>0.295287</td>\n",
+       "      <td>0.766456</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>105</th>\n",
+       "      <td>2</td>\n",
+       "      <td>0.081733</td>\n",
+       "      <td>0.131926</td>\n",
+       "      <td>0.484336</td>\n",
+       "      <td>0.007700</td>\n",
+       "      <td>0.054277</td>\n",
+       "      <td>0.470411</td>\n",
+       "      <td>0.339759</td>\n",
+       "      <td>0.571798</td>\n",
+       "      <td>0.916221</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.039954</td>\n",
+       "      <td>0.654776</td>\n",
+       "      <td>0.005504</td>\n",
+       "      <td>0.901940</td>\n",
+       "      <td>0.000196</td>\n",
+       "      <td>0.323566</td>\n",
+       "      <td>0.704146</td>\n",
+       "      <td>0.053179</td>\n",
+       "      <td>0.889499</td>\n",
+       "      <td>0.740757</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>106</th>\n",
+       "      <td>1</td>\n",
+       "      <td>0.855766</td>\n",
+       "      <td>0.232745</td>\n",
+       "      <td>0.447005</td>\n",
+       "      <td>0.226666</td>\n",
+       "      <td>0.141245</td>\n",
+       "      <td>0.524113</td>\n",
+       "      <td>0.293349</td>\n",
+       "      <td>0.686995</td>\n",
+       "      <td>0.864874</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.101472</td>\n",
+       "      <td>0.636929</td>\n",
+       "      <td>0.163583</td>\n",
+       "      <td>0.210258</td>\n",
+       "      <td>0.000759</td>\n",
+       "      <td>0.152366</td>\n",
+       "      <td>0.800355</td>\n",
+       "      <td>0.092545</td>\n",
+       "      <td>0.822672</td>\n",
+       "      <td>0.655741</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>107</th>\n",
+       "      <td>2</td>\n",
+       "      <td>0.758892</td>\n",
+       "      <td>0.303179</td>\n",
+       "      <td>0.510543</td>\n",
+       "      <td>0.102237</td>\n",
+       "      <td>0.144193</td>\n",
+       "      <td>0.619579</td>\n",
+       "      <td>0.243099</td>\n",
+       "      <td>0.610530</td>\n",
+       "      <td>0.653498</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.093619</td>\n",
+       "      <td>0.218760</td>\n",
+       "      <td>0.088405</td>\n",
+       "      <td>0.210832</td>\n",
+       "      <td>0.000777</td>\n",
+       "      <td>0.184701</td>\n",
+       "      <td>0.691122</td>\n",
+       "      <td>0.065283</td>\n",
+       "      <td>0.859789</td>\n",
+       "      <td>0.624644</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>108</th>\n",
+       "      <td>1</td>\n",
+       "      <td>0.765369</td>\n",
+       "      <td>0.346660</td>\n",
+       "      <td>0.721302</td>\n",
+       "      <td>0.793848</td>\n",
+       "      <td>0.048817</td>\n",
+       "      <td>0.631542</td>\n",
+       "      <td>0.233712</td>\n",
+       "      <td>0.440783</td>\n",
+       "      <td>0.361822</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.083938</td>\n",
+       "      <td>0.186467</td>\n",
+       "      <td>0.578501</td>\n",
+       "      <td>0.169483</td>\n",
+       "      <td>0.000073</td>\n",
+       "      <td>0.078697</td>\n",
+       "      <td>0.875504</td>\n",
+       "      <td>0.292029</td>\n",
+       "      <td>0.806297</td>\n",
+       "      <td>0.686313</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>109</th>\n",
+       "      <td>3</td>\n",
+       "      <td>0.769353</td>\n",
+       "      <td>0.406118</td>\n",
+       "      <td>0.504606</td>\n",
+       "      <td>0.734730</td>\n",
+       "      <td>0.148992</td>\n",
+       "      <td>0.699627</td>\n",
+       "      <td>0.138486</td>\n",
+       "      <td>0.615411</td>\n",
+       "      <td>0.779533</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.114809</td>\n",
+       "      <td>0.628650</td>\n",
+       "      <td>0.457186</td>\n",
+       "      <td>0.217604</td>\n",
+       "      <td>0.000429</td>\n",
+       "      <td>0.092679</td>\n",
+       "      <td>0.861836</td>\n",
+       "      <td>0.281454</td>\n",
+       "      <td>0.890702</td>\n",
+       "      <td>0.595380</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>110</th>\n",
+       "      <td>1</td>\n",
+       "      <td>0.076848</td>\n",
+       "      <td>0.429007</td>\n",
+       "      <td>0.481655</td>\n",
+       "      <td>0.620747</td>\n",
+       "      <td>0.050847</td>\n",
+       "      <td>0.003211</td>\n",
+       "      <td>0.342573</td>\n",
+       "      <td>0.429971</td>\n",
+       "      <td>0.924160</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.034856</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>0.544874</td>\n",
+       "      <td>0.690363</td>\n",
+       "      <td>0.000050</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.817412</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>0.599677</td>\n",
+       "      <td>0.761195</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>111</th>\n",
+       "      <td>1</td>\n",
+       "      <td>0.073704</td>\n",
+       "      <td>0.193525</td>\n",
+       "      <td>0.482458</td>\n",
+       "      <td>0.020771</td>\n",
+       "      <td>0.055799</td>\n",
+       "      <td>0.456177</td>\n",
+       "      <td>0.380856</td>\n",
+       "      <td>0.466642</td>\n",
+       "      <td>0.920505</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.039066</td>\n",
+       "      <td>0.325976</td>\n",
+       "      <td>0.039386</td>\n",
+       "      <td>0.827198</td>\n",
+       "      <td>0.000241</td>\n",
+       "      <td>0.158618</td>\n",
+       "      <td>0.747137</td>\n",
+       "      <td>0.026250</td>\n",
+       "      <td>0.692645</td>\n",
+       "      <td>0.737988</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>112</th>\n",
+       "      <td>2</td>\n",
+       "      <td>0.074489</td>\n",
+       "      <td>0.490473</td>\n",
+       "      <td>0.481391</td>\n",
+       "      <td>0.035617</td>\n",
+       "      <td>0.054405</td>\n",
+       "      <td>0.268828</td>\n",
+       "      <td>0.157461</td>\n",
+       "      <td>0.611166</td>\n",
+       "      <td>0.915878</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.042960</td>\n",
+       "      <td>0.451263</td>\n",
+       "      <td>0.014096</td>\n",
+       "      <td>0.810845</td>\n",
+       "      <td>0.309934</td>\n",
+       "      <td>0.445419</td>\n",
+       "      <td>0.818503</td>\n",
+       "      <td>0.010327</td>\n",
+       "      <td>0.838670</td>\n",
+       "      <td>0.756978</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>113</th>\n",
+       "      <td>3</td>\n",
+       "      <td>0.074152</td>\n",
+       "      <td>0.375452</td>\n",
+       "      <td>0.481778</td>\n",
+       "      <td>0.057839</td>\n",
+       "      <td>0.058368</td>\n",
+       "      <td>0.291429</td>\n",
+       "      <td>0.100345</td>\n",
+       "      <td>0.559573</td>\n",
+       "      <td>0.922308</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.044006</td>\n",
+       "      <td>0.309342</td>\n",
+       "      <td>0.068685</td>\n",
+       "      <td>0.943027</td>\n",
+       "      <td>0.000194</td>\n",
+       "      <td>0.153476</td>\n",
+       "      <td>0.773433</td>\n",
+       "      <td>0.027097</td>\n",
+       "      <td>0.701826</td>\n",
+       "      <td>0.667690</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>114</th>\n",
+       "      <td>1</td>\n",
+       "      <td>0.760698</td>\n",
+       "      <td>0.124511</td>\n",
+       "      <td>0.583291</td>\n",
+       "      <td>0.397850</td>\n",
+       "      <td>0.038227</td>\n",
+       "      <td>0.420631</td>\n",
+       "      <td>0.558579</td>\n",
+       "      <td>0.344756</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.124315</td>\n",
+       "      <td>0.007492</td>\n",
+       "      <td>0.599628</td>\n",
+       "      <td>0.140639</td>\n",
+       "      <td>0.000127</td>\n",
+       "      <td>0.141458</td>\n",
+       "      <td>0.759022</td>\n",
+       "      <td>0.255949</td>\n",
+       "      <td>0.528233</td>\n",
+       "      <td>0.836692</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>115</th>\n",
+       "      <td>3</td>\n",
+       "      <td>0.070747</td>\n",
+       "      <td>0.559755</td>\n",
+       "      <td>0.482137</td>\n",
+       "      <td>0.003725</td>\n",
+       "      <td>0.077835</td>\n",
+       "      <td>0.350677</td>\n",
+       "      <td>0.083642</td>\n",
+       "      <td>0.471254</td>\n",
+       "      <td>0.922698</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.031319</td>\n",
+       "      <td>0.343901</td>\n",
+       "      <td>0.001457</td>\n",
+       "      <td>0.908548</td>\n",
+       "      <td>0.000041</td>\n",
+       "      <td>0.154078</td>\n",
+       "      <td>0.808774</td>\n",
+       "      <td>0.068517</td>\n",
+       "      <td>0.824821</td>\n",
+       "      <td>0.711391</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>116</th>\n",
+       "      <td>3</td>\n",
+       "      <td>0.909920</td>\n",
+       "      <td>0.298520</td>\n",
+       "      <td>0.511995</td>\n",
+       "      <td>0.139918</td>\n",
+       "      <td>0.259174</td>\n",
+       "      <td>0.769893</td>\n",
+       "      <td>0.219502</td>\n",
+       "      <td>0.654207</td>\n",
+       "      <td>0.842867</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.116096</td>\n",
+       "      <td>0.631686</td>\n",
+       "      <td>0.115399</td>\n",
+       "      <td>0.081835</td>\n",
+       "      <td>0.001787</td>\n",
+       "      <td>0.160798</td>\n",
+       "      <td>0.781150</td>\n",
+       "      <td>0.080243</td>\n",
+       "      <td>0.723151</td>\n",
+       "      <td>0.538154</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>117</th>\n",
+       "      <td>1</td>\n",
+       "      <td>0.077237</td>\n",
+       "      <td>0.183797</td>\n",
+       "      <td>0.482205</td>\n",
+       "      <td>0.031720</td>\n",
+       "      <td>0.052540</td>\n",
+       "      <td>0.061914</td>\n",
+       "      <td>0.422622</td>\n",
+       "      <td>0.315091</td>\n",
+       "      <td>0.914476</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.047269</td>\n",
+       "      <td>0.006365</td>\n",
+       "      <td>0.107414</td>\n",
+       "      <td>0.796334</td>\n",
+       "      <td>0.000049</td>\n",
+       "      <td>0.118481</td>\n",
+       "      <td>0.797105</td>\n",
+       "      <td>0.143570</td>\n",
+       "      <td>0.721871</td>\n",
+       "      <td>0.742768</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>118</th>\n",
+       "      <td>2</td>\n",
+       "      <td>0.897016</td>\n",
+       "      <td>0.208719</td>\n",
+       "      <td>0.528654</td>\n",
+       "      <td>0.167117</td>\n",
+       "      <td>0.275377</td>\n",
+       "      <td>0.577067</td>\n",
+       "      <td>0.308281</td>\n",
+       "      <td>0.686257</td>\n",
+       "      <td>0.835730</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.228175</td>\n",
+       "      <td>0.667069</td>\n",
+       "      <td>0.147768</td>\n",
+       "      <td>0.011449</td>\n",
+       "      <td>0.001939</td>\n",
+       "      <td>0.167097</td>\n",
+       "      <td>0.800610</td>\n",
+       "      <td>0.047027</td>\n",
+       "      <td>0.709967</td>\n",
+       "      <td>0.878949</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>119</th>\n",
+       "      <td>1</td>\n",
+       "      <td>0.768027</td>\n",
+       "      <td>0.328835</td>\n",
+       "      <td>0.483393</td>\n",
+       "      <td>0.284834</td>\n",
+       "      <td>0.125735</td>\n",
+       "      <td>0.443175</td>\n",
+       "      <td>0.189551</td>\n",
+       "      <td>0.734819</td>\n",
+       "      <td>0.977546</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.100966</td>\n",
+       "      <td>0.603927</td>\n",
+       "      <td>0.244751</td>\n",
+       "      <td>0.203375</td>\n",
+       "      <td>0.000369</td>\n",
+       "      <td>0.087466</td>\n",
+       "      <td>0.783531</td>\n",
+       "      <td>0.246329</td>\n",
+       "      <td>0.853336</td>\n",
+       "      <td>0.673708</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>120</th>\n",
+       "      <td>2</td>\n",
+       "      <td>0.081418</td>\n",
+       "      <td>0.169589</td>\n",
+       "      <td>0.484698</td>\n",
+       "      <td>0.080706</td>\n",
+       "      <td>0.044810</td>\n",
+       "      <td>0.200061</td>\n",
+       "      <td>0.427019</td>\n",
+       "      <td>0.657418</td>\n",
+       "      <td>0.891319</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.054745</td>\n",
+       "      <td>0.259559</td>\n",
+       "      <td>0.147583</td>\n",
+       "      <td>0.671819</td>\n",
+       "      <td>0.000048</td>\n",
+       "      <td>0.119157</td>\n",
+       "      <td>0.600892</td>\n",
+       "      <td>0.194649</td>\n",
+       "      <td>0.167560</td>\n",
+       "      <td>0.781324</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>121</th>\n",
+       "      <td>1</td>\n",
+       "      <td>0.062540</td>\n",
+       "      <td>0.523208</td>\n",
+       "      <td>0.481883</td>\n",
+       "      <td>0.830568</td>\n",
+       "      <td>0.046161</td>\n",
+       "      <td>0.000020</td>\n",
+       "      <td>0.140651</td>\n",
+       "      <td>0.465920</td>\n",
+       "      <td>0.923981</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.033279</td>\n",
+       "      <td>0.143655</td>\n",
+       "      <td>0.350640</td>\n",
+       "      <td>0.710852</td>\n",
+       "      <td>0.000053</td>\n",
+       "      <td>0.004888</td>\n",
+       "      <td>0.798851</td>\n",
+       "      <td>0.089017</td>\n",
+       "      <td>0.682775</td>\n",
+       "      <td>0.733897</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>122</th>\n",
+       "      <td>1</td>\n",
+       "      <td>0.100522</td>\n",
+       "      <td>0.322577</td>\n",
+       "      <td>0.482918</td>\n",
+       "      <td>0.223848</td>\n",
+       "      <td>0.034877</td>\n",
+       "      <td>0.426521</td>\n",
+       "      <td>0.253620</td>\n",
+       "      <td>0.704489</td>\n",
+       "      <td>0.918361</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.079998</td>\n",
+       "      <td>0.013535</td>\n",
+       "      <td>0.210231</td>\n",
+       "      <td>0.629060</td>\n",
+       "      <td>0.000006</td>\n",
+       "      <td>0.083522</td>\n",
+       "      <td>0.791022</td>\n",
+       "      <td>0.134785</td>\n",
+       "      <td>0.473347</td>\n",
+       "      <td>0.735789</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>123</th>\n",
+       "      <td>1</td>\n",
+       "      <td>0.757218</td>\n",
+       "      <td>0.272628</td>\n",
+       "      <td>0.556622</td>\n",
+       "      <td>0.193882</td>\n",
+       "      <td>0.118728</td>\n",
+       "      <td>0.545742</td>\n",
+       "      <td>0.250565</td>\n",
+       "      <td>0.575671</td>\n",
+       "      <td>0.676837</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.127103</td>\n",
+       "      <td>0.777748</td>\n",
+       "      <td>0.161496</td>\n",
+       "      <td>0.189351</td>\n",
+       "      <td>0.000906</td>\n",
+       "      <td>0.131775</td>\n",
+       "      <td>0.774665</td>\n",
+       "      <td>0.090285</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>0.741811</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>124 rows × 406 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "     Fuhrman  wavelet-HHH_glcm_Idmn  \\\n",
+       "0          2               0.786086   \n",
+       "1          1               0.071141   \n",
+       "2          2               0.856564   \n",
+       "3          2               0.075103   \n",
+       "4          3               0.074099   \n",
+       "5          2               0.750766   \n",
+       "6          2               0.772436   \n",
+       "7          2               0.080862   \n",
+       "8          2               0.753841   \n",
+       "9          2               0.072063   \n",
+       "10         2               0.071631   \n",
+       "11         2               0.071175   \n",
+       "12         2               0.775892   \n",
+       "13         2               0.146911   \n",
+       "14         3               0.076956   \n",
+       "15         2               0.068434   \n",
+       "16         3               0.929259   \n",
+       "17         4               0.071239   \n",
+       "18         2               0.881024   \n",
+       "19         1               0.755261   \n",
+       "20         1               0.079187   \n",
+       "21         3               0.073213   \n",
+       "22         2               0.918627   \n",
+       "23         2               0.083012   \n",
+       "24         1               0.723710   \n",
+       "25         2               0.069971   \n",
+       "26         3               0.778438   \n",
+       "27         3               0.077319   \n",
+       "28         2               0.073603   \n",
+       "29         4               0.763003   \n",
+       "..       ...                    ...   \n",
+       "94         1               0.875839   \n",
+       "95         2               0.779506   \n",
+       "96         2               0.897680   \n",
+       "97         2               0.772771   \n",
+       "98         3               0.851042   \n",
+       "99         1               0.069593   \n",
+       "100        2               0.571419   \n",
+       "101        2               0.771953   \n",
+       "102        2               0.071870   \n",
+       "103        1               0.771835   \n",
+       "104        2               0.079137   \n",
+       "105        2               0.081733   \n",
+       "106        1               0.855766   \n",
+       "107        2               0.758892   \n",
+       "108        1               0.765369   \n",
+       "109        3               0.769353   \n",
+       "110        1               0.076848   \n",
+       "111        1               0.073704   \n",
+       "112        2               0.074489   \n",
+       "113        3               0.074152   \n",
+       "114        1               0.760698   \n",
+       "115        3               0.070747   \n",
+       "116        3               0.909920   \n",
+       "117        1               0.077237   \n",
+       "118        2               0.897016   \n",
+       "119        1               0.768027   \n",
+       "120        2               0.081418   \n",
+       "121        1               0.062540   \n",
+       "122        1               0.100522   \n",
+       "123        1               0.757218   \n",
+       "\n",
+       "     log-sigma-1-0-mm-3D_glcm_MaximumProbability  wavelet-LHH_firstorder_Mean  \\\n",
+       "0                                       0.138789                     0.508314   \n",
+       "1                                       0.540616                     0.482595   \n",
+       "2                                       0.325050                     0.514985   \n",
+       "3                                       0.432554                     0.482834   \n",
+       "4                                       0.333567                     0.482037   \n",
+       "5                                       0.141955                     0.464706   \n",
+       "6                                       0.000000                     0.548113   \n",
+       "7                                       0.098306                     0.483931   \n",
+       "8                                       0.367380                     0.000000   \n",
+       "9                                       0.347035                     0.488470   \n",
+       "10                                      0.355960                     0.482131   \n",
+       "11                                      0.013063                     0.482470   \n",
+       "12                                      0.282689                     0.530887   \n",
+       "13                                      0.218750                     0.496603   \n",
+       "14                                      0.297850                     0.481984   \n",
+       "15                                      0.504670                     0.487722   \n",
+       "16                                      0.290947                     0.485378   \n",
+       "17                                      0.376282                     0.491898   \n",
+       "18                                      0.411551                     0.444566   \n",
+       "19                                      0.266839                     0.542062   \n",
+       "20                                      0.344398                     0.583691   \n",
+       "21                                      0.364342                     0.492068   \n",
+       "22                                      0.327697                     0.499517   \n",
+       "23                                      0.670858                     0.481908   \n",
+       "24                                      0.210747                     1.000000   \n",
+       "25                                      0.421806                     0.532864   \n",
+       "26                                      0.350272                     0.486596   \n",
+       "27                                      0.286091                     0.481358   \n",
+       "28                                      0.170875                     0.481186   \n",
+       "29                                      0.239986                     0.513132   \n",
+       "..                                           ...                          ...   \n",
+       "94                                      0.315377                     0.496010   \n",
+       "95                                      0.353835                     0.492930   \n",
+       "96                                      0.260753                     0.514575   \n",
+       "97                                      0.256791                     0.507699   \n",
+       "98                                      0.241536                     0.508870   \n",
+       "99                                      0.305055                     0.509436   \n",
+       "100                                     0.278321                     0.509493   \n",
+       "101                                     0.323137                     0.492837   \n",
+       "102                                     0.252503                     0.498895   \n",
+       "103                                     0.225426                     0.535806   \n",
+       "104                                     0.213149                     0.476895   \n",
+       "105                                     0.131926                     0.484336   \n",
+       "106                                     0.232745                     0.447005   \n",
+       "107                                     0.303179                     0.510543   \n",
+       "108                                     0.346660                     0.721302   \n",
+       "109                                     0.406118                     0.504606   \n",
+       "110                                     0.429007                     0.481655   \n",
+       "111                                     0.193525                     0.482458   \n",
+       "112                                     0.490473                     0.481391   \n",
+       "113                                     0.375452                     0.481778   \n",
+       "114                                     0.124511                     0.583291   \n",
+       "115                                     0.559755                     0.482137   \n",
+       "116                                     0.298520                     0.511995   \n",
+       "117                                     0.183797                     0.482205   \n",
+       "118                                     0.208719                     0.528654   \n",
+       "119                                     0.328835                     0.483393   \n",
+       "120                                     0.169589                     0.484698   \n",
+       "121                                     0.523208                     0.481883   \n",
+       "122                                     0.322577                     0.482918   \n",
+       "123                                     0.272628                     0.556622   \n",
+       "\n",
+       "     wavelet-HLL_glszm_SmallAreaLowGrayLevelEmphasis  \\\n",
+       "0                                           0.263836   \n",
+       "1                                           0.072318   \n",
+       "2                                           0.233818   \n",
+       "3                                           0.038634   \n",
+       "4                                           0.000000   \n",
+       "5                                           0.173209   \n",
+       "6                                           0.202103   \n",
+       "7                                           0.056078   \n",
+       "8                                           0.908422   \n",
+       "9                                           0.356546   \n",
+       "10                                          0.025489   \n",
+       "11                                          0.045360   \n",
+       "12                                          0.413679   \n",
+       "13                                          0.191186   \n",
+       "14                                          0.034940   \n",
+       "15                                          0.408321   \n",
+       "16                                          0.026061   \n",
+       "17                                          0.277513   \n",
+       "18                                          0.308456   \n",
+       "19                                          0.242679   \n",
+       "20                                          0.260410   \n",
+       "21                                          0.080459   \n",
+       "22                                          0.187759   \n",
+       "23                                          0.064806   \n",
+       "24                                          0.901075   \n",
+       "25                                          0.086036   \n",
+       "26                                          0.004443   \n",
+       "27                                          0.014977   \n",
+       "28                                          0.047659   \n",
+       "29                                          0.084353   \n",
+       "..                                               ...   \n",
+       "94                                          0.017890   \n",
+       "95                                          0.057605   \n",
+       "96                                          0.105560   \n",
+       "97                                          0.211701   \n",
+       "98                                          0.077906   \n",
+       "99                                          0.236373   \n",
+       "100                                         0.117614   \n",
+       "101                                         0.247363   \n",
+       "102                                         0.142671   \n",
+       "103                                         0.208719   \n",
+       "104                                         0.079458   \n",
+       "105                                         0.007700   \n",
+       "106                                         0.226666   \n",
+       "107                                         0.102237   \n",
+       "108                                         0.793848   \n",
+       "109                                         0.734730   \n",
+       "110                                         0.620747   \n",
+       "111                                         0.020771   \n",
+       "112                                         0.035617   \n",
+       "113                                         0.057839   \n",
+       "114                                         0.397850   \n",
+       "115                                         0.003725   \n",
+       "116                                         0.139918   \n",
+       "117                                         0.031720   \n",
+       "118                                         0.167117   \n",
+       "119                                         0.284834   \n",
+       "120                                         0.080706   \n",
+       "121                                         0.830568   \n",
+       "122                                         0.223848   \n",
+       "123                                         0.193882   \n",
+       "\n",
+       "     wavelet-HLH_glrlm_LongRunHighGrayLevelEmphasis  \\\n",
+       "0                                          0.242326   \n",
+       "1                                          0.060161   \n",
+       "2                                          0.255642   \n",
+       "3                                          0.082590   \n",
+       "4                                          0.076652   \n",
+       "5                                          0.138406   \n",
+       "6                                          0.152217   \n",
+       "7                                          0.054154   \n",
+       "8                                          0.031511   \n",
+       "9                                          0.082808   \n",
+       "10                                         0.066359   \n",
+       "11                                         0.047460   \n",
+       "12                                         0.078127   \n",
+       "13                                         0.242734   \n",
+       "14                                         0.053704   \n",
+       "15                                         0.098770   \n",
+       "16                                         0.483070   \n",
+       "17                                         0.120028   \n",
+       "18                                         0.252091   \n",
+       "19                                         0.147450   \n",
+       "20                                         0.000000   \n",
+       "21                                         0.095662   \n",
+       "22                                         0.271105   \n",
+       "23                                         0.042211   \n",
+       "24                                         0.091636   \n",
+       "25                                         0.100119   \n",
+       "26                                         0.720810   \n",
+       "27                                         0.051905   \n",
+       "28                                         0.054806   \n",
+       "29                                         0.169207   \n",
+       "..                                              ...   \n",
+       "94                                         0.359831   \n",
+       "95                                         0.280219   \n",
+       "96                                         0.238596   \n",
+       "97                                         0.182143   \n",
+       "98                                         0.419874   \n",
+       "99                                         0.222064   \n",
+       "100                                        0.227957   \n",
+       "101                                        0.182469   \n",
+       "102                                        0.106000   \n",
+       "103                                        0.137801   \n",
+       "104                                        0.040506   \n",
+       "105                                        0.054277   \n",
+       "106                                        0.141245   \n",
+       "107                                        0.144193   \n",
+       "108                                        0.048817   \n",
+       "109                                        0.148992   \n",
+       "110                                        0.050847   \n",
+       "111                                        0.055799   \n",
+       "112                                        0.054405   \n",
+       "113                                        0.058368   \n",
+       "114                                        0.038227   \n",
+       "115                                        0.077835   \n",
+       "116                                        0.259174   \n",
+       "117                                        0.052540   \n",
+       "118                                        0.275377   \n",
+       "119                                        0.125735   \n",
+       "120                                        0.044810   \n",
+       "121                                        0.046161   \n",
+       "122                                        0.034877   \n",
+       "123                                        0.118728   \n",
+       "\n",
+       "     log-sigma-5-0-mm-3D_glszm_SmallAreaEmphasis  \\\n",
+       "0                                       0.594911   \n",
+       "1                                       0.376783   \n",
+       "2                                       0.738009   \n",
+       "3                                       0.019133   \n",
+       "4                                       0.303658   \n",
+       "5                                       0.575149   \n",
+       "6                                       0.511059   \n",
+       "7                                       0.360598   \n",
+       "8                                       0.420062   \n",
+       "9                                       0.127013   \n",
+       "10                                      0.418392   \n",
+       "11                                      0.274291   \n",
+       "12                                      0.899532   \n",
+       "13                                      0.299305   \n",
+       "14                                      0.314111   \n",
+       "15                                      0.714708   \n",
+       "16                                      0.610634   \n",
+       "17                                      0.465981   \n",
+       "18                                      0.755755   \n",
+       "19                                      0.640103   \n",
+       "20                                      0.745350   \n",
+       "21                                      0.321520   \n",
+       "22                                      0.730186   \n",
+       "23                                      0.000964   \n",
+       "24                                      0.429683   \n",
+       "25                                      0.660134   \n",
+       "26                                      0.483117   \n",
+       "27                                      0.257409   \n",
+       "28                                      0.530803   \n",
+       "29                                      0.605062   \n",
+       "..                                           ...   \n",
+       "94                                      0.761129   \n",
+       "95                                      0.787533   \n",
+       "96                                      0.531186   \n",
+       "97                                      0.898840   \n",
+       "98                                      0.718423   \n",
+       "99                                      0.761237   \n",
+       "100                                     0.634785   \n",
+       "101                                     0.691046   \n",
+       "102                                     0.846526   \n",
+       "103                                     0.707895   \n",
+       "104                                     0.079575   \n",
+       "105                                     0.470411   \n",
+       "106                                     0.524113   \n",
+       "107                                     0.619579   \n",
+       "108                                     0.631542   \n",
+       "109                                     0.699627   \n",
+       "110                                     0.003211   \n",
+       "111                                     0.456177   \n",
+       "112                                     0.268828   \n",
+       "113                                     0.291429   \n",
+       "114                                     0.420631   \n",
+       "115                                     0.350677   \n",
+       "116                                     0.769893   \n",
+       "117                                     0.061914   \n",
+       "118                                     0.577067   \n",
+       "119                                     0.443175   \n",
+       "120                                     0.200061   \n",
+       "121                                     0.000020   \n",
+       "122                                     0.426521   \n",
+       "123                                     0.545742   \n",
+       "\n",
+       "     log-sigma-1-0-mm-3D_glcm_DifferenceAverage  \\\n",
+       "0                                      0.378594   \n",
+       "1                                      0.100294   \n",
+       "2                                      0.173575   \n",
+       "3                                      0.151654   \n",
+       "4                                      0.197778   \n",
+       "5                                      0.460589   \n",
+       "6                                      0.611191   \n",
+       "7                                      0.453726   \n",
+       "8                                      0.302869   \n",
+       "9                                      0.098875   \n",
+       "10                                     0.079456   \n",
+       "11                                     0.811796   \n",
+       "12                                     0.184739   \n",
+       "13                                     0.105974   \n",
+       "14                                     0.146821   \n",
+       "15                                     0.061414   \n",
+       "16                                     0.178390   \n",
+       "17                                     0.108232   \n",
+       "18                                     0.121310   \n",
+       "19                                     0.259918   \n",
+       "20                                     0.313021   \n",
+       "21                                     0.085082   \n",
+       "22                                     0.196064   \n",
+       "23                                     0.206713   \n",
+       "24                                     0.294025   \n",
+       "25                                     0.089708   \n",
+       "26                                     0.123519   \n",
+       "27                                     0.311982   \n",
+       "28                                     0.327253   \n",
+       "29                                     0.238443   \n",
+       "..                                          ...   \n",
+       "94                                     0.186061   \n",
+       "95                                     0.153850   \n",
+       "96                                     0.265663   \n",
+       "97                                     0.253840   \n",
+       "98                                     0.250712   \n",
+       "99                                     0.138568   \n",
+       "100                                    0.256978   \n",
+       "101                                    0.157496   \n",
+       "102                                    0.351413   \n",
+       "103                                    0.291971   \n",
+       "104                                    0.414546   \n",
+       "105                                    0.339759   \n",
+       "106                                    0.293349   \n",
+       "107                                    0.243099   \n",
+       "108                                    0.233712   \n",
+       "109                                    0.138486   \n",
+       "110                                    0.342573   \n",
+       "111                                    0.380856   \n",
+       "112                                    0.157461   \n",
+       "113                                    0.100345   \n",
+       "114                                    0.558579   \n",
+       "115                                    0.083642   \n",
+       "116                                    0.219502   \n",
+       "117                                    0.422622   \n",
+       "118                                    0.308281   \n",
+       "119                                    0.189551   \n",
+       "120                                    0.427019   \n",
+       "121                                    0.140651   \n",
+       "122                                    0.253620   \n",
+       "123                                    0.250565   \n",
+       "\n",
+       "     log-sigma-2-0-mm-3D_firstorder_90Percentile  \\\n",
+       "0                                       0.694801   \n",
+       "1                                       0.588222   \n",
+       "2                                       0.543807   \n",
+       "3                                       0.302559   \n",
+       "4                                       0.615689   \n",
+       "5                                       0.781161   \n",
+       "6                                       0.845086   \n",
+       "7                                       0.472710   \n",
+       "8                                       0.757802   \n",
+       "9                                       0.587683   \n",
+       "10                                      0.770404   \n",
+       "11                                      0.983810   \n",
+       "12                                      0.567854   \n",
+       "13                                      0.152255   \n",
+       "14                                      0.546538   \n",
+       "15                                      0.562923   \n",
+       "16                                      0.644386   \n",
+       "17                                      0.536574   \n",
+       "18                                      0.665643   \n",
+       "19                                      0.574175   \n",
+       "20                                      0.422249   \n",
+       "21                                      0.575521   \n",
+       "22                                      0.658279   \n",
+       "23                                      0.427841   \n",
+       "24                                      0.578273   \n",
+       "25                                      0.633320   \n",
+       "26                                      0.624790   \n",
+       "27                                      0.641845   \n",
+       "28                                      0.633758   \n",
+       "29                                      0.665892   \n",
+       "..                                           ...   \n",
+       "94                                      0.705227   \n",
+       "95                                      0.610005   \n",
+       "96                                      0.652869   \n",
+       "97                                      0.697746   \n",
+       "98                                      0.691484   \n",
+       "99                                      0.589515   \n",
+       "100                                     0.609621   \n",
+       "101                                     0.710099   \n",
+       "102                                     0.826990   \n",
+       "103                                     0.626987   \n",
+       "104                                     0.000000   \n",
+       "105                                     0.571798   \n",
+       "106                                     0.686995   \n",
+       "107                                     0.610530   \n",
+       "108                                     0.440783   \n",
+       "109                                     0.615411   \n",
+       "110                                     0.429971   \n",
+       "111                                     0.466642   \n",
+       "112                                     0.611166   \n",
+       "113                                     0.559573   \n",
+       "114                                     0.344756   \n",
+       "115                                     0.471254   \n",
+       "116                                     0.654207   \n",
+       "117                                     0.315091   \n",
+       "118                                     0.686257   \n",
+       "119                                     0.734819   \n",
+       "120                                     0.657418   \n",
+       "121                                     0.465920   \n",
+       "122                                     0.704489   \n",
+       "123                                     0.575671   \n",
+       "\n",
+       "     wavelet-LLH_firstorder_RootMeanSquared  \\\n",
+       "0                                  1.000000   \n",
+       "1                                  0.921148   \n",
+       "2                                  0.829791   \n",
+       "3                                  0.916857   \n",
+       "4                                  0.922953   \n",
+       "5                                  0.641292   \n",
+       "6                                  0.608390   \n",
+       "7                                  0.912273   \n",
+       "8                                  0.971703   \n",
+       "9                                  0.794110   \n",
+       "10                                 0.922534   \n",
+       "11                                 0.910902   \n",
+       "12                                 0.699041   \n",
+       "13                                 0.899345   \n",
+       "14                                 0.923648   \n",
+       "15                                 0.841679   \n",
+       "16                                 0.937318   \n",
+       "17                                 0.885854   \n",
+       "18                                 0.944049   \n",
+       "19                                 0.618655   \n",
+       "20                                 0.514356   \n",
+       "21                                 0.839870   \n",
+       "22                                 0.877981   \n",
+       "23                                 0.916889   \n",
+       "24                                 0.650944   \n",
+       "25                                 0.822558   \n",
+       "26                                 0.915558   \n",
+       "27                                 0.921042   \n",
+       "28                                 0.922504   \n",
+       "29                                 0.802857   \n",
+       "..                                      ...   \n",
+       "94                                 0.854352   \n",
+       "95                                 0.884552   \n",
+       "96                                 0.832689   \n",
+       "97                                 0.738487   \n",
+       "98                                 0.789757   \n",
+       "99                                 0.861416   \n",
+       "100                                0.756328   \n",
+       "101                                0.889579   \n",
+       "102                                0.880647   \n",
+       "103                                0.689024   \n",
+       "104                                0.914125   \n",
+       "105                                0.916221   \n",
+       "106                                0.864874   \n",
+       "107                                0.653498   \n",
+       "108                                0.361822   \n",
+       "109                                0.779533   \n",
+       "110                                0.924160   \n",
+       "111                                0.920505   \n",
+       "112                                0.915878   \n",
+       "113                                0.922308   \n",
+       "114                                0.000000   \n",
+       "115                                0.922698   \n",
+       "116                                0.842867   \n",
+       "117                                0.914476   \n",
+       "118                                0.835730   \n",
+       "119                                0.977546   \n",
+       "120                                0.891319   \n",
+       "121                                0.923981   \n",
+       "122                                0.918361   \n",
+       "123                                0.676837   \n",
+       "\n",
+       "                    ...                  \\\n",
+       "0                   ...                   \n",
+       "1                   ...                   \n",
+       "2                   ...                   \n",
+       "3                   ...                   \n",
+       "4                   ...                   \n",
+       "5                   ...                   \n",
+       "6                   ...                   \n",
+       "7                   ...                   \n",
+       "8                   ...                   \n",
+       "9                   ...                   \n",
+       "10                  ...                   \n",
+       "11                  ...                   \n",
+       "12                  ...                   \n",
+       "13                  ...                   \n",
+       "14                  ...                   \n",
+       "15                  ...                   \n",
+       "16                  ...                   \n",
+       "17                  ...                   \n",
+       "18                  ...                   \n",
+       "19                  ...                   \n",
+       "20                  ...                   \n",
+       "21                  ...                   \n",
+       "22                  ...                   \n",
+       "23                  ...                   \n",
+       "24                  ...                   \n",
+       "25                  ...                   \n",
+       "26                  ...                   \n",
+       "27                  ...                   \n",
+       "28                  ...                   \n",
+       "29                  ...                   \n",
+       "..                  ...                   \n",
+       "94                  ...                   \n",
+       "95                  ...                   \n",
+       "96                  ...                   \n",
+       "97                  ...                   \n",
+       "98                  ...                   \n",
+       "99                  ...                   \n",
+       "100                 ...                   \n",
+       "101                 ...                   \n",
+       "102                 ...                   \n",
+       "103                 ...                   \n",
+       "104                 ...                   \n",
+       "105                 ...                   \n",
+       "106                 ...                   \n",
+       "107                 ...                   \n",
+       "108                 ...                   \n",
+       "109                 ...                   \n",
+       "110                 ...                   \n",
+       "111                 ...                   \n",
+       "112                 ...                   \n",
+       "113                 ...                   \n",
+       "114                 ...                   \n",
+       "115                 ...                   \n",
+       "116                 ...                   \n",
+       "117                 ...                   \n",
+       "118                 ...                   \n",
+       "119                 ...                   \n",
+       "120                 ...                   \n",
+       "121                 ...                   \n",
+       "122                 ...                   \n",
+       "123                 ...                   \n",
+       "\n",
+       "     wavelet-LLH_gldm_DependenceNonUniformityNormalized  \\\n",
+       "0                                             0.288406    \n",
+       "1                                             0.038071    \n",
+       "2                                             0.122166    \n",
+       "3                                             0.049726    \n",
+       "4                                             0.040048    \n",
+       "5                                             0.097150    \n",
+       "6                                             0.089224    \n",
+       "7                                             0.034489    \n",
+       "8                                             0.126035    \n",
+       "9                                             0.075602    \n",
+       "10                                            0.040329    \n",
+       "11                                            0.068796    \n",
+       "12                                            0.149053    \n",
+       "13                                            1.000000    \n",
+       "14                                            0.044102    \n",
+       "15                                            0.153004    \n",
+       "16                                            0.135644    \n",
+       "17                                            0.193935    \n",
+       "18                                            0.111310    \n",
+       "19                                            0.093470    \n",
+       "20                                            0.016056    \n",
+       "21                                            0.086896    \n",
+       "22                                            0.102599    \n",
+       "23                                            0.213194    \n",
+       "24                                            0.220527    \n",
+       "25                                            0.109828    \n",
+       "26                                            0.165596    \n",
+       "27                                            0.032364    \n",
+       "28                                            0.024552    \n",
+       "29                                            0.124168    \n",
+       "..                                                 ...    \n",
+       "94                                            0.103424    \n",
+       "95                                            0.150265    \n",
+       "96                                            0.128349    \n",
+       "97                                            0.088194    \n",
+       "98                                            0.108192    \n",
+       "99                                            0.172356    \n",
+       "100                                           0.150159    \n",
+       "101                                           0.151173    \n",
+       "102                                           0.103897    \n",
+       "103                                           0.101992    \n",
+       "104                                           0.066084    \n",
+       "105                                           0.039954    \n",
+       "106                                           0.101472    \n",
+       "107                                           0.093619    \n",
+       "108                                           0.083938    \n",
+       "109                                           0.114809    \n",
+       "110                                           0.034856    \n",
+       "111                                           0.039066    \n",
+       "112                                           0.042960    \n",
+       "113                                           0.044006    \n",
+       "114                                           0.124315    \n",
+       "115                                           0.031319    \n",
+       "116                                           0.116096    \n",
+       "117                                           0.047269    \n",
+       "118                                           0.228175    \n",
+       "119                                           0.100966    \n",
+       "120                                           0.054745    \n",
+       "121                                           0.033279    \n",
+       "122                                           0.079998    \n",
+       "123                                           0.127103    \n",
+       "\n",
+       "     exponential_glrlm_ShortRunLowGrayLevelEmphasis  \\\n",
+       "0                                          0.055343   \n",
+       "1                                          0.813208   \n",
+       "2                                          0.075628   \n",
+       "3                                          0.768878   \n",
+       "4                                          0.272087   \n",
+       "5                                          0.203814   \n",
+       "6                                          0.000658   \n",
+       "7                                          0.213353   \n",
+       "8                                          0.017815   \n",
+       "9                                          0.190172   \n",
+       "10                                         0.241229   \n",
+       "11                                         0.028678   \n",
+       "12                                         0.276612   \n",
+       "13                                         0.640834   \n",
+       "14                                         0.590189   \n",
+       "15                                         0.691699   \n",
+       "16                                         0.642864   \n",
+       "17                                         0.630347   \n",
+       "18                                         0.612084   \n",
+       "19                                         0.312119   \n",
+       "20                                         0.410837   \n",
+       "21                                         0.291198   \n",
+       "22                                         0.644186   \n",
+       "23                                         0.016400   \n",
+       "24                                         0.052833   \n",
+       "25                                         0.687178   \n",
+       "26                                         0.600300   \n",
+       "27                                         0.250636   \n",
+       "28                                         0.658887   \n",
+       "29                                         0.545786   \n",
+       "..                                              ...   \n",
+       "94                                         0.713357   \n",
+       "95                                         0.644935   \n",
+       "96                                         0.675030   \n",
+       "97                                         0.728543   \n",
+       "98                                         0.030653   \n",
+       "99                                         0.476370   \n",
+       "100                                        0.128114   \n",
+       "101                                        0.650644   \n",
+       "102                                        0.644368   \n",
+       "103                                        0.332782   \n",
+       "104                                        0.084112   \n",
+       "105                                        0.654776   \n",
+       "106                                        0.636929   \n",
+       "107                                        0.218760   \n",
+       "108                                        0.186467   \n",
+       "109                                        0.628650   \n",
+       "110                                        1.000000   \n",
+       "111                                        0.325976   \n",
+       "112                                        0.451263   \n",
+       "113                                        0.309342   \n",
+       "114                                        0.007492   \n",
+       "115                                        0.343901   \n",
+       "116                                        0.631686   \n",
+       "117                                        0.006365   \n",
+       "118                                        0.667069   \n",
+       "119                                        0.603927   \n",
+       "120                                        0.259559   \n",
+       "121                                        0.143655   \n",
+       "122                                        0.013535   \n",
+       "123                                        0.777748   \n",
+       "\n",
+       "     wavelet-HLL_gldm_SmallDependenceLowGrayLevelEmphasis  \\\n",
+       "0                                             0.289800      \n",
+       "1                                             0.117417      \n",
+       "2                                             0.147779      \n",
+       "3                                             0.128725      \n",
+       "4                                             0.001232      \n",
+       "5                                             0.193430      \n",
+       "6                                             0.312227      \n",
+       "7                                             0.118267      \n",
+       "8                                             0.611621      \n",
+       "9                                             0.231803      \n",
+       "10                                            0.037160      \n",
+       "11                                            0.204421      \n",
+       "12                                            0.238372      \n",
+       "13                                            0.982893      \n",
+       "14                                            0.047398      \n",
+       "15                                            0.204996      \n",
+       "16                                            0.018967      \n",
+       "17                                            0.093937      \n",
+       "18                                            0.151264      \n",
+       "19                                            0.236182      \n",
+       "20                                            0.290856      \n",
+       "21                                            0.027950      \n",
+       "22                                            0.131930      \n",
+       "23                                            0.229146      \n",
+       "24                                            0.977075      \n",
+       "25                                            0.030763      \n",
+       "26                                            0.000137      \n",
+       "27                                            0.034438      \n",
+       "28                                            0.088745      \n",
+       "29                                            0.074003      \n",
+       "..                                                 ...      \n",
+       "94                                            0.009372      \n",
+       "95                                            0.015095      \n",
+       "96                                            0.084764      \n",
+       "97                                            0.129292      \n",
+       "98                                            0.056755      \n",
+       "99                                            0.106919      \n",
+       "100                                           0.110267      \n",
+       "101                                           0.170077      \n",
+       "102                                           0.093568      \n",
+       "103                                           0.143333      \n",
+       "104                                           0.167323      \n",
+       "105                                           0.005504      \n",
+       "106                                           0.163583      \n",
+       "107                                           0.088405      \n",
+       "108                                           0.578501      \n",
+       "109                                           0.457186      \n",
+       "110                                           0.544874      \n",
+       "111                                           0.039386      \n",
+       "112                                           0.014096      \n",
+       "113                                           0.068685      \n",
+       "114                                           0.599628      \n",
+       "115                                           0.001457      \n",
+       "116                                           0.115399      \n",
+       "117                                           0.107414      \n",
+       "118                                           0.147768      \n",
+       "119                                           0.244751      \n",
+       "120                                           0.147583      \n",
+       "121                                           0.350640      \n",
+       "122                                           0.210231      \n",
+       "123                                           0.161496      \n",
+       "\n",
+       "     wavelet-HHH_gldm_LargeDependenceLowGrayLevelEmphasis  \\\n",
+       "0                                             0.036213      \n",
+       "1                                             0.735456      \n",
+       "2                                             0.080844      \n",
+       "3                                             0.649341      \n",
+       "4                                             0.919802      \n",
+       "5                                             0.206927      \n",
+       "6                                             0.193069      \n",
+       "7                                             0.832892      \n",
+       "8                                             0.161242      \n",
+       "9                                             0.829457      \n",
+       "10                                            0.918601      \n",
+       "11                                            0.535155      \n",
+       "12                                            0.222816      \n",
+       "13                                            0.106540      \n",
+       "14                                            0.945614      \n",
+       "15                                            0.926345      \n",
+       "16                                            0.089612      \n",
+       "17                                            0.983404      \n",
+       "18                                            0.087211      \n",
+       "19                                            0.207748      \n",
+       "20                                            0.709677      \n",
+       "21                                            0.865793      \n",
+       "22                                            0.080291      \n",
+       "23                                            0.325401      \n",
+       "24                                            0.137576      \n",
+       "25                                            0.885111      \n",
+       "26                                            0.242701      \n",
+       "27                                            0.907511      \n",
+       "28                                            0.859883      \n",
+       "29                                            0.225572      \n",
+       "..                                                 ...      \n",
+       "94                                            0.092369      \n",
+       "95                                            0.246722      \n",
+       "96                                            0.074508      \n",
+       "97                                            0.225887      \n",
+       "98                                            0.223403      \n",
+       "99                                            0.887228      \n",
+       "100                                           0.233892      \n",
+       "101                                           0.238358      \n",
+       "102                                           0.930238      \n",
+       "103                                           0.198678      \n",
+       "104                                           0.498983      \n",
+       "105                                           0.901940      \n",
+       "106                                           0.210258      \n",
+       "107                                           0.210832      \n",
+       "108                                           0.169483      \n",
+       "109                                           0.217604      \n",
+       "110                                           0.690363      \n",
+       "111                                           0.827198      \n",
+       "112                                           0.810845      \n",
+       "113                                           0.943027      \n",
+       "114                                           0.140639      \n",
+       "115                                           0.908548      \n",
+       "116                                           0.081835      \n",
+       "117                                           0.796334      \n",
+       "118                                           0.011449      \n",
+       "119                                           0.203375      \n",
+       "120                                           0.671819      \n",
+       "121                                           0.710852      \n",
+       "122                                           0.629060      \n",
+       "123                                           0.189351      \n",
+       "\n",
+       "     logarithm_glszm_SmallAreaHighGrayLevelEmphasis  \\\n",
+       "0                                          0.000999   \n",
+       "1                                          0.000048   \n",
+       "2                                          0.000408   \n",
+       "3                                          0.000053   \n",
+       "4                                          0.179469   \n",
+       "5                                          0.000498   \n",
+       "6                                          0.000461   \n",
+       "7                                          0.000127   \n",
+       "8                                          0.000336   \n",
+       "9                                          0.000043   \n",
+       "10                                         0.000218   \n",
+       "11                                         0.000052   \n",
+       "12                                         0.000799   \n",
+       "13                                         0.000045   \n",
+       "14                                         0.000180   \n",
+       "15                                         0.000268   \n",
+       "16                                         0.001288   \n",
+       "17                                         0.000590   \n",
+       "18                                         0.001939   \n",
+       "19                                         0.000823   \n",
+       "20                                         0.000210   \n",
+       "21                                         0.000079   \n",
+       "22                                         0.001112   \n",
+       "23                                         0.000091   \n",
+       "24                                         0.000275   \n",
+       "25                                         0.000420   \n",
+       "26                                         0.001213   \n",
+       "27                                         0.000150   \n",
+       "28                                         0.000059   \n",
+       "29                                         0.001530   \n",
+       "..                                              ...   \n",
+       "94                                         0.001062   \n",
+       "95                                         0.001395   \n",
+       "96                                         0.000933   \n",
+       "97                                         0.000949   \n",
+       "98                                         0.000886   \n",
+       "99                                         0.000944   \n",
+       "100                                        0.000899   \n",
+       "101                                        0.001129   \n",
+       "102                                        0.001138   \n",
+       "103                                        0.000972   \n",
+       "104                                        0.000016   \n",
+       "105                                        0.000196   \n",
+       "106                                        0.000759   \n",
+       "107                                        0.000777   \n",
+       "108                                        0.000073   \n",
+       "109                                        0.000429   \n",
+       "110                                        0.000050   \n",
+       "111                                        0.000241   \n",
+       "112                                        0.309934   \n",
+       "113                                        0.000194   \n",
+       "114                                        0.000127   \n",
+       "115                                        0.000041   \n",
+       "116                                        0.001787   \n",
+       "117                                        0.000049   \n",
+       "118                                        0.001939   \n",
+       "119                                        0.000369   \n",
+       "120                                        0.000048   \n",
+       "121                                        0.000053   \n",
+       "122                                        0.000006   \n",
+       "123                                        0.000906   \n",
+       "\n",
+       "     log-sigma-1-0-mm-3D_firstorder_Range  wavelet-LHL_firstorder_Skewness  \\\n",
+       "0                                0.120526                         0.782281   \n",
+       "1                                0.060163                         0.781745   \n",
+       "2                                0.132078                         0.740674   \n",
+       "3                                0.071536                         0.603529   \n",
+       "4                                0.518191                         0.619988   \n",
+       "5                                0.175454                         0.715497   \n",
+       "6                                0.167179                         0.773349   \n",
+       "7                                0.167743                         0.827605   \n",
+       "8                                0.101656                         0.580220   \n",
+       "9                                0.062302                         0.724561   \n",
+       "10                               0.159974                         0.826551   \n",
+       "11                               0.172125                         0.821477   \n",
+       "12                               0.139136                         0.711764   \n",
+       "13                               0.108413                         0.727225   \n",
+       "14                               0.154684                         0.798387   \n",
+       "15                               0.060193                         0.800023   \n",
+       "16                               0.414799                         0.817434   \n",
+       "17                               0.092441                         0.793908   \n",
+       "18                               0.453364                         0.260583   \n",
+       "19                               0.130508                         0.764451   \n",
+       "20                               0.110971                         0.871043   \n",
+       "21                               0.156726                         0.515419   \n",
+       "22                               0.124051                         0.790986   \n",
+       "23                               0.093605                         0.831006   \n",
+       "24                               0.092780                         0.790716   \n",
+       "25                               0.275774                         0.655875   \n",
+       "26                               0.438328                         0.753882   \n",
+       "27                               0.145040                         0.784173   \n",
+       "28                               0.130387                         0.751757   \n",
+       "29                               0.211905                         0.741875   \n",
+       "..                                    ...                              ...   \n",
+       "94                               0.290162                         0.764166   \n",
+       "95                               0.629991                         0.122652   \n",
+       "96                               0.167123                         0.790897   \n",
+       "97                               0.144028                         0.718626   \n",
+       "98                               0.250400                         0.777351   \n",
+       "99                               0.090257                         0.563882   \n",
+       "100                              0.180227                         0.969968   \n",
+       "101                              0.187781                         0.982132   \n",
+       "102                              0.169130                         0.701126   \n",
+       "103                              0.124158                         0.828848   \n",
+       "104                              0.086655                         0.807484   \n",
+       "105                              0.323566                         0.704146   \n",
+       "106                              0.152366                         0.800355   \n",
+       "107                              0.184701                         0.691122   \n",
+       "108                              0.078697                         0.875504   \n",
+       "109                              0.092679                         0.861836   \n",
+       "110                              0.000000                         0.817412   \n",
+       "111                              0.158618                         0.747137   \n",
+       "112                              0.445419                         0.818503   \n",
+       "113                              0.153476                         0.773433   \n",
+       "114                              0.141458                         0.759022   \n",
+       "115                              0.154078                         0.808774   \n",
+       "116                              0.160798                         0.781150   \n",
+       "117                              0.118481                         0.797105   \n",
+       "118                              0.167097                         0.800610   \n",
+       "119                              0.087466                         0.783531   \n",
+       "120                              0.119157                         0.600892   \n",
+       "121                              0.004888                         0.798851   \n",
+       "122                              0.083522                         0.791022   \n",
+       "123                              0.131775                         0.774665   \n",
+       "\n",
+       "     squareroot_glszm_SmallAreaLowGrayLevelEmphasis  \\\n",
+       "0                                          0.102304   \n",
+       "1                                          0.100750   \n",
+       "2                                          0.169218   \n",
+       "3                                          0.031759   \n",
+       "4                                          0.000000   \n",
+       "5                                          0.104841   \n",
+       "6                                          0.185981   \n",
+       "7                                          0.060688   \n",
+       "8                                          0.258223   \n",
+       "9                                          0.442574   \n",
+       "10                                         0.038991   \n",
+       "11                                         0.105115   \n",
+       "12                                         0.096593   \n",
+       "13                                         0.121991   \n",
+       "14                                         0.026914   \n",
+       "15                                         0.444466   \n",
+       "16                                         0.070824   \n",
+       "17                                         0.148217   \n",
+       "18                                         0.041502   \n",
+       "19                                         0.142824   \n",
+       "20                                         0.350276   \n",
+       "21                                         0.562046   \n",
+       "22                                         0.086034   \n",
+       "23                                         0.083017   \n",
+       "24                                         0.281770   \n",
+       "25                                         0.206634   \n",
+       "26                                         0.124991   \n",
+       "27                                         0.027580   \n",
+       "28                                         0.044229   \n",
+       "29                                         0.090624   \n",
+       "..                                              ...   \n",
+       "94                                         0.071148   \n",
+       "95                                         0.069025   \n",
+       "96                                         0.097838   \n",
+       "97                                         0.117848   \n",
+       "98                                         0.088861   \n",
+       "99                                         0.134637   \n",
+       "100                                        0.084207   \n",
+       "101                                        0.102271   \n",
+       "102                                        0.114886   \n",
+       "103                                        0.186979   \n",
+       "104                                        0.126694   \n",
+       "105                                        0.053179   \n",
+       "106                                        0.092545   \n",
+       "107                                        0.065283   \n",
+       "108                                        0.292029   \n",
+       "109                                        0.281454   \n",
+       "110                                        1.000000   \n",
+       "111                                        0.026250   \n",
+       "112                                        0.010327   \n",
+       "113                                        0.027097   \n",
+       "114                                        0.255949   \n",
+       "115                                        0.068517   \n",
+       "116                                        0.080243   \n",
+       "117                                        0.143570   \n",
+       "118                                        0.047027   \n",
+       "119                                        0.246329   \n",
+       "120                                        0.194649   \n",
+       "121                                        0.089017   \n",
+       "122                                        0.134785   \n",
+       "123                                        0.090285   \n",
+       "\n",
+       "     log-sigma-4-0-mm-3D_gldm_DependenceVariance  \\\n",
+       "0                                       0.910229   \n",
+       "1                                       0.612307   \n",
+       "2                                       0.835995   \n",
+       "3                                       0.781037   \n",
+       "4                                       0.914729   \n",
+       "5                                       0.781812   \n",
+       "6                                       0.768546   \n",
+       "7                                       0.743706   \n",
+       "8                                       0.648831   \n",
+       "9                                       0.777584   \n",
+       "10                                      0.918426   \n",
+       "11                                      0.037323   \n",
+       "12                                      0.846873   \n",
+       "13                                      0.000000   \n",
+       "14                                      0.815307   \n",
+       "15                                      0.739598   \n",
+       "16                                      0.663234   \n",
+       "17                                      0.632580   \n",
+       "18                                      0.773736   \n",
+       "19                                      0.936818   \n",
+       "20                                      0.672498   \n",
+       "21                                      0.863768   \n",
+       "22                                      0.777819   \n",
+       "23                                      0.417094   \n",
+       "24                                      0.766356   \n",
+       "25                                      0.895732   \n",
+       "26                                      0.700466   \n",
+       "27                                      0.822559   \n",
+       "28                                      0.818186   \n",
+       "29                                      0.839589   \n",
+       "..                                           ...   \n",
+       "94                                      0.733380   \n",
+       "95                                      0.766999   \n",
+       "96                                      0.782030   \n",
+       "97                                      0.805005   \n",
+       "98                                      0.822531   \n",
+       "99                                      0.810656   \n",
+       "100                                     0.837039   \n",
+       "101                                     0.733400   \n",
+       "102                                     0.799853   \n",
+       "103                                     0.822176   \n",
+       "104                                     0.295287   \n",
+       "105                                     0.889499   \n",
+       "106                                     0.822672   \n",
+       "107                                     0.859789   \n",
+       "108                                     0.806297   \n",
+       "109                                     0.890702   \n",
+       "110                                     0.599677   \n",
+       "111                                     0.692645   \n",
+       "112                                     0.838670   \n",
+       "113                                     0.701826   \n",
+       "114                                     0.528233   \n",
+       "115                                     0.824821   \n",
+       "116                                     0.723151   \n",
+       "117                                     0.721871   \n",
+       "118                                     0.709967   \n",
+       "119                                     0.853336   \n",
+       "120                                     0.167560   \n",
+       "121                                     0.682775   \n",
+       "122                                     0.473347   \n",
+       "123                                     1.000000   \n",
+       "\n",
+       "     wavelet-HHH_gldm_DependenceEntropy  \n",
+       "0                              1.000000  \n",
+       "1                              0.759331  \n",
+       "2                              0.567269  \n",
+       "3                              0.771073  \n",
+       "4                              0.689102  \n",
+       "5                              0.704028  \n",
+       "6                              0.708589  \n",
+       "7                              0.746705  \n",
+       "8                              0.784447  \n",
+       "9                              0.656452  \n",
+       "10                             0.684866  \n",
+       "11                             0.725758  \n",
+       "12                             0.589491  \n",
+       "13                             0.000000  \n",
+       "14                             0.687465  \n",
+       "15                             0.527704  \n",
+       "16                             0.433953  \n",
+       "17                             0.430499  \n",
+       "18                             0.535339  \n",
+       "19                             0.644262  \n",
+       "20                             0.815108  \n",
+       "21                             0.667253  \n",
+       "22                             0.583761  \n",
+       "23                             0.536865  \n",
+       "24                             0.860459  \n",
+       "25                             0.591820  \n",
+       "26                             0.455841  \n",
+       "27                             0.721294  \n",
+       "28                             0.771753  \n",
+       "29                             0.540036  \n",
+       "..                                  ...  \n",
+       "94                             0.411129  \n",
+       "95                             0.459155  \n",
+       "96                             0.653082  \n",
+       "97                             0.555496  \n",
+       "98                             0.575859  \n",
+       "99                             0.556309  \n",
+       "100                            0.503655  \n",
+       "101                            0.471384  \n",
+       "102                            0.538728  \n",
+       "103                            0.669702  \n",
+       "104                            0.766456  \n",
+       "105                            0.740757  \n",
+       "106                            0.655741  \n",
+       "107                            0.624644  \n",
+       "108                            0.686313  \n",
+       "109                            0.595380  \n",
+       "110                            0.761195  \n",
+       "111                            0.737988  \n",
+       "112                            0.756978  \n",
+       "113                            0.667690  \n",
+       "114                            0.836692  \n",
+       "115                            0.711391  \n",
+       "116                            0.538154  \n",
+       "117                            0.742768  \n",
+       "118                            0.878949  \n",
+       "119                            0.673708  \n",
+       "120                            0.781324  \n",
+       "121                            0.733897  \n",
+       "122                            0.735789  \n",
+       "123                            0.741811  \n",
+       "\n",
+       "[124 rows x 406 columns]"
+      ]
+     },
+     "execution_count": 23,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "data1"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 24,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "data2.to_csv('./082901.csv')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 25,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "data1.to_csv('./082900.csv')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 26,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "data3.to_csv('./082902.csv')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Python 36",
+   "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",
+   "version": "3.6.6rc1"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 2
+}