Datasets
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{
"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": [
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"<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": [
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" 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": {
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"</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",
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"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",
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"108 0.686313 \n",
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"112 0.756978 \n",
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"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": []
}
],
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