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{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"# Open one image\n",
"import numpy as np\n",
"archive = np.load(\"Chal/train_data/images/patient_002.npz\")\n",
"scan = archive['scan']\n",
"mask = archive['mask']"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [],
"source": [
"# Convert to SimpleITK format data\n",
"import SimpleITK as sitk\n",
"scanimg = sitk.GetImageFromArray(scan)\n",
"sitk.WriteImage(scanimg, \"Chal/train_data/images/patient_002_sikt_scan.nrrd\") \n",
"scanmask = sitk.GetImageFromArray(np.array(mask,dtype=int))\n",
"sitk.WriteImage(scanmask, \"Chal/train_data/images/patient_002_sikt_mask.nrrd\") "
]
},
{
"cell_type": "code",
"execution_count": 29,
"metadata": {},
"outputs": [],
"source": [
"# Show one form of tumor in 2D\n",
"from PIL import Image\n",
"Image.fromarray(mask[:,:,50]).show()"
]
},
{
"cell_type": "code",
"execution_count": 33,
"metadata": {},
"outputs": [],
"source": [
"# Convert to Simple ITK format all image data\n",
"import os \n",
"filenames = os.listdir(\"Chal/train_data/images\")\n",
"for file in filenames:\n",
" if file.split(\".\")[-1]!=\"npz\":\n",
" continue\n",
" archive = np.load(\"Chal/train_data/images/\"+file)\n",
" scan = archive['scan']\n",
" mask = archive['mask']\n",
" scanimg = sitk.GetImageFromArray(scan)\n",
" sitk.WriteImage(scanimg, \"Chal/train_data/images/\"+file.split(\".\")[0]+\"_sikt_scan.nrrd\") \n",
" scanmask = sitk.GetImageFromArray(np.array(mask,dtype=int))\n",
" sitk.WriteImage(scanmask, \"Chal/train_data/images/\"+file.split(\".\")[0]+\"_sikt_mask.nrrd\")\n",
" # np.save(\"Chal/train_data/images/\"+file.split(\".\")[0]+\"_scan.npy\", scan)\n",
" # np.save(\"Chal/train_data/images/\"+file.split(\".\")[0]+\"_mask.npy\", mask)"
]
},
{
"cell_type": "code",
"execution_count": 96,
"metadata": {},
"outputs": [],
"source": [
"# Convert to Simple ITK format all image data\n",
"import os \n",
"filenames = os.listdir(\"Chal/test_data/images\")\n",
"for file in filenames:\n",
" if file.split(\".\")[-1]!=\"npz\":\n",
" continue\n",
" archive = np.load(\"Chal/test_data/images/\"+file)\n",
" scan = archive['scan']\n",
" mask = archive['mask']\n",
" scanimg = sitk.GetImageFromArray(scan)\n",
" sitk.WriteImage(scanimg, \"Chal/test_data/images/\"+file.split(\".\")[0]+\"_sikt_scan.nrrd\") \n",
" scanmask = sitk.GetImageFromArray(np.array(mask,dtype=int))\n",
" sitk.WriteImage(scanmask, \"Chal/test_data/images/\"+file.split(\".\")[0]+\"_sikt_mask.nrrd\")\n",
" # np.save(\"Chal/train_data/images/\"+file.split(\".\")[0]+\"_scan.npy\", scan)\n",
" # np.save(\"Chal/train_data/images/\"+file.split(\".\")[0]+\"_mask.npy\", mask)"
]
},
{
"cell_type": "code",
"execution_count": 43,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"1"
]
},
"execution_count": 43,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# Example of image without tumor\n",
"archive = np.load(\"Chal/train_data/images/patient_003.npz\")\n",
"scan = archive['scan']\n",
"mask = archive['mask']\n",
"len(np.unique(mask))"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"['firstorder', 'glcm', 'gldm', 'glrlm', 'glszm', 'ngtdm', 'shape', 'shape2D']\n"
]
}
],
"source": [
"# Radiomics Feature Extractor\n",
"from radiomics import featureextractor\n",
"extractor = featureextractor.RadiomicsFeatureExtractor()\n",
"print(extractor.featureClassNames)"
]
},
{
"cell_type": "code",
"execution_count": 36,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"{'settings': {'minimumROIDimensions': 2,\n",
" 'minimumROISize': None,\n",
" 'normalize': False,\n",
" 'normalizeScale': 1,\n",
" 'removeOutliers': None,\n",
" 'resampledPixelSpacing': None,\n",
" 'interpolator': 'sitkBSpline',\n",
" 'preCrop': False,\n",
" 'padDistance': 5,\n",
" 'distances': [1],\n",
" 'force2D': False,\n",
" 'force2Ddimension': 0,\n",
" 'resegmentRange': None,\n",
" 'label': 1,\n",
" 'additionalInfo': True},\n",
" 'enabledImagetypes': {'Original': {}},\n",
" 'enabledFeatures': {'firstorder': [],\n",
" 'glcm': [],\n",
" 'gldm': [],\n",
" 'glrlm': [],\n",
" 'glszm': [],\n",
" 'ngtdm': [],\n",
" 'shape': []},\n",
" 'featureClassNames': ['firstorder',\n",
" 'glcm',\n",
" 'gldm',\n",
" 'glrlm',\n",
" 'glszm',\n",
" 'ngtdm',\n",
" 'shape',\n",
" 'shape2D']}"
]
},
"execution_count": 36,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"extractor.__dict__"
]
},
{
"cell_type": "code",
"execution_count": 21,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"GLCM is symmetrical, therefore Sum Average = 2 * Joint Average, only 1 needs to be calculated\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"diagnostics_Versions_PyRadiomics 2.2.0\n",
"diagnostics_Versions_Numpy 1.17.4\n",
"diagnostics_Versions_SimpleITK 1.2.4\n",
"diagnostics_Versions_PyWavelet 0.5.2\n",
"diagnostics_Versions_Python 3.6.5\n",
"diagnostics_Configuration_Settings {'minimumROIDimensions': 2, 'minimumROISize': None, 'normalize': False, 'normalizeScale': 1, 'removeOutliers': None, 'resampledPixelSpacing': None, 'interpolator': 'sitkBSpline', 'preCrop': False, 'padDistance': 5, 'distances': [1], 'force2D': False, 'force2Ddimension': 0, 'resegmentRange': None, 'label': 1, 'additionalInfo': True}\n",
"diagnostics_Configuration_EnabledImageTypes {'Original': {}}\n",
"diagnostics_Image-original_Hash 12594f333e663f725eafbb011efb36cc28ef09ea\n",
"diagnostics_Image-original_Dimensionality 3D\n",
"diagnostics_Image-original_Spacing (1.0, 1.0, 1.0)\n",
"diagnostics_Image-original_Size (92, 92, 92)\n",
"diagnostics_Image-original_Mean -137.40974048656201\n",
"diagnostics_Image-original_Minimum -1023.0\n",
"diagnostics_Image-original_Maximum 1322.0\n",
"diagnostics_Mask-original_Hash acd42c92421d3a9df6f4cb58f1548237e3807fb3\n",
"diagnostics_Mask-original_Spacing (1.0, 1.0, 1.0)\n",
"diagnostics_Mask-original_Size (92, 92, 92)\n",
"diagnostics_Mask-original_BoundingBox (3, 1, 7, 85, 89, 78)\n",
"diagnostics_Mask-original_VoxelNum 184422\n",
"diagnostics_Mask-original_VolumeNum 1\n",
"diagnostics_Mask-original_CenterOfMassIndex (42.265206970968755, 46.79903156890176, 48.9044636757003)\n",
"diagnostics_Mask-original_CenterOfMass (42.265206970968755, 46.79903156890176, 48.9044636757003)\n",
"original_shape_Elongation 0.8459346778065617\n",
"original_shape_Flatness 0.6621105014018885\n",
"original_shape_LeastAxisLength 53.51566640696507\n",
"original_shape_MajorAxisLength 80.82588373640985\n",
"original_shape_Maximum2DDiameterColumn 83.81527307120105\n",
"original_shape_Maximum2DDiameterRow 94.82615672903758\n",
"original_shape_Maximum2DDiameterSlice 91.67878707749138\n",
"original_shape_Maximum3DDiameter 100.12991560967181\n",
"original_shape_MeshVolume 184317.125\n",
"original_shape_MinorAxisLength 68.37341791699048\n",
"original_shape_Sphericity 0.5997393163148063\n",
"original_shape_SurfaceArea 26115.523102962834\n",
"original_shape_SurfaceVolumeRatio 0.1416879907548625\n",
"original_shape_VoxelVolume 184422.0\n",
"original_firstorder_10Percentile -24.0\n",
"original_firstorder_90Percentile 59.0\n",
"original_firstorder_Energy 1425913723.0\n",
"original_firstorder_Entropy 2.778570474953573\n",
"original_firstorder_InterquartileRange 35.0\n",
"original_firstorder_Kurtosis 21.089553295609278\n",
"original_firstorder_Maximum 679.0\n",
"original_firstorder_MeanAbsoluteDeviation 43.08732542778549\n",
"original_firstorder_Mean 12.572540152476385\n",
"original_firstorder_Median 27.0\n",
"original_firstorder_Minimum -849.0\n",
"original_firstorder_Range 1528.0\n",
"original_firstorder_RobustMeanAbsoluteDeviation 15.172711265455662\n",
"original_firstorder_RootMeanSquared 87.93064535036693\n",
"original_firstorder_Skewness -3.332990711897768\n",
"original_firstorder_TotalEnergy 1425913723.0\n",
"original_firstorder_Uniformity 0.2370956691875208\n",
"original_firstorder_Variance 7573.729625846375\n",
"original_glcm_Autocorrelation 1245.057116488171\n",
"original_glcm_ClusterProminence 26613.007695372373\n",
"original_glcm_ClusterShade -643.2391123183759\n",
"original_glcm_ClusterTendency 33.66694457613119\n",
"original_glcm_Contrast 3.3668951831541274\n",
"original_glcm_Correlation 0.8139217073922336\n",
"original_glcm_DifferenceAverage 1.0021642301970635\n",
"original_glcm_DifferenceEntropy 1.8527729515100024\n",
"original_glcm_DifferenceVariance 2.3290270868423617\n",
"original_glcm_Id 0.6656333949959528\n",
"original_glcm_Idm 0.6426680006969527\n",
"original_glcm_Idmn 0.999138606397979\n",
"original_glcm_Idn 0.984629733858019\n",
"original_glcm_Imc1 -0.22151349574624588\n",
"original_glcm_Imc2 0.8130683189243502\n",
"original_glcm_InverseVariance 0.4424995214015092\n",
"original_glcm_JointAverage 35.177842947801075\n",
"original_glcm_JointEnergy 0.09112923421698597\n",
"original_glcm_JointEntropy 4.723158345269683\n",
"original_glcm_MCC 0.8639602389444913\n",
"original_glcm_MaximumProbability 0.20483729855755242\n",
"original_glcm_SumAverage 70.35568589560218\n",
"original_glcm_SumEntropy 3.492645935184368\n",
"original_glcm_SumSquares 9.258459939821323\n",
"original_gldm_DependenceEntropy 6.762877320189163\n",
"original_gldm_DependenceNonUniformity 8783.333387556799\n",
"original_gldm_DependenceNonUniformityNormalized 0.04762627770849898\n",
"original_gldm_DependenceVariance 33.04983797232115\n",
"original_gldm_GrayLevelNonUniformity 43725.657502900955\n",
"original_gldm_GrayLevelVariance 12.207616837499023\n",
"original_gldm_HighGrayLevelEmphasis 1238.8615566472547\n",
"original_gldm_LargeDependenceEmphasis 158.97756232987388\n",
"original_gldm_LargeDependenceHighGrayLevelEmphasis 202515.9113554782\n",
"original_gldm_LargeDependenceLowGrayLevelEmphasis 0.12540315707433228\n",
"original_gldm_LowGrayLevelEmphasis 0.0008978538164392755\n",
"original_gldm_SmallDependenceEmphasis 0.05258303821089897\n",
"original_gldm_SmallDependenceHighGrayLevelEmphasis 50.61513218081068\n",
"original_gldm_SmallDependenceLowGrayLevelEmphasis 9.859058923675778e-05\n",
"original_glrlm_GrayLevelNonUniformity 20343.45701800592\n",
"original_glrlm_GrayLevelNonUniformityNormalized 0.18012361646430508\n",
"original_glrlm_GrayLevelVariance 18.775375282190616\n",
"original_glrlm_HighGrayLevelRunEmphasis 1217.1050117404955\n",
"original_glrlm_LongRunEmphasis 4.701381626799101\n",
"original_glrlm_LongRunHighGrayLevelEmphasis 5931.039011210831\n",
"original_glrlm_LongRunLowGrayLevelEmphasis 0.003896150620103373\n",
"original_glrlm_LowGrayLevelRunEmphasis 0.0009672892051859957\n",
"original_glrlm_RunEntropy 4.687232453966882\n",
"original_glrlm_RunLengthNonUniformity 54167.181589813124\n",
"original_glrlm_RunLengthNonUniformityNormalized 0.47476967113398644\n",
"original_glrlm_RunPercentage 0.6068556813261892\n",
"original_glrlm_RunVariance 1.7787124208906222\n",
"original_glrlm_ShortRunEmphasis 0.712208298752451\n",
"original_glrlm_ShortRunHighGrayLevelEmphasis 852.3214801840969\n",
"original_glrlm_ShortRunLowGrayLevelEmphasis 0.0007359529795295317\n",
"original_glszm_GrayLevelNonUniformity 327.4280055668558\n",
"original_glszm_GrayLevelNonUniformityNormalized 0.03505277867111185\n",
"original_glszm_GrayLevelVariance 76.33514571050102\n",
"original_glszm_HighGrayLevelZoneEmphasis 889.8579381222568\n",
"original_glszm_LargeAreaEmphasis 811469.8075152553\n",
"original_glszm_LargeAreaHighGrayLevelEmphasis 1034445458.6318381\n",
"original_glszm_LargeAreaLowGrayLevelEmphasis 637.1984032559913\n",
"original_glszm_LowGrayLevelZoneEmphasis 0.0021336685350442936\n",
"original_glszm_SizeZoneNonUniformity 2944.5640723691254\n",
"original_glszm_SizeZoneNonUniformityNormalized 0.3152300687687748\n",
"original_glszm_SmallAreaEmphasis 0.5797504149692436\n",
"original_glszm_SmallAreaHighGrayLevelEmphasis 474.18298682293903\n",
"original_glszm_SmallAreaLowGrayLevelEmphasis 0.0014159294924583742\n",
"original_glszm_ZoneEntropy 7.440152780881469\n",
"original_glszm_ZonePercentage 0.05065013935430697\n",
"original_glszm_ZoneVariance 811080.0103191268\n",
"original_ngtdm_Busyness 4.638003576181803\n",
"original_ngtdm_Coarseness 5.446082904968082e-05\n",
"original_ngtdm_Complexity 1208.990130928983\n",
"original_ngtdm_Contrast 0.004242342429635777\n",
"original_ngtdm_Strength 0.3528600071678195\n"
]
}
],
"source": [
"# Execute on one image\n",
"result = extractor.execute(\"Chal/train_data/images/patient_002_sikt_scan.nrrd\", \"Chal/train_data/images/patient_002_sikt_mask.nrrd\")\n",
"\n",
"for key, value in result.items():\n",
" print(key, value)"
]
},
{
"cell_type": "code",
"execution_count": 85,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"patient_002.npz\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"GLCM is symmetrical, therefore Sum Average = 2 * Joint Average, only 1 needs to be calculated\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"patient_004.npz\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"GLCM is symmetrical, therefore Sum Average = 2 * Joint Average, only 1 needs to be calculated\n",
"GLCM is symmetrical, therefore Sum Average = 2 * Joint Average, only 1 needs to be calculated\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"patient_005.npz\n",
"patient_007.npz\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"GLCM is symmetrical, therefore Sum Average = 2 * Joint Average, only 1 needs to be calculated\n",
"GLCM is symmetrical, therefore Sum Average = 2 * Joint Average, only 1 needs to be calculated\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"patient_008.npz\n",
"patient_011.npz\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"GLCM is symmetrical, therefore Sum Average = 2 * Joint Average, only 1 needs to be calculated\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"patient_014.npz\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"GLCM is symmetrical, therefore Sum Average = 2 * Joint Average, only 1 needs to be calculated\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"patient_015.npz\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"GLCM is symmetrical, therefore Sum Average = 2 * Joint Average, only 1 needs to be calculated\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"patient_016.npz\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"GLCM is symmetrical, therefore Sum Average = 2 * Joint Average, only 1 needs to be calculated\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"patient_017.npz\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"GLCM is symmetrical, therefore Sum Average = 2 * Joint Average, only 1 needs to be calculated\n",
"GLCM is symmetrical, therefore Sum Average = 2 * Joint Average, only 1 needs to be calculated\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"patient_018.npz\n",
"patient_020.npz\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"GLCM is symmetrical, therefore Sum Average = 2 * Joint Average, only 1 needs to be calculated\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"patient_021.npz\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"GLCM is symmetrical, therefore Sum Average = 2 * Joint Average, only 1 needs to be calculated\n",
"GLCM is symmetrical, therefore Sum Average = 2 * Joint Average, only 1 needs to be calculated\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"patient_022.npz\n",
"patient_023.npz\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"GLCM is symmetrical, therefore Sum Average = 2 * Joint Average, only 1 needs to be calculated\n",
"GLCM is symmetrical, therefore Sum Average = 2 * Joint Average, only 1 needs to be calculated\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"patient_024.npz\n",
"patient_025.npz\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"GLCM is symmetrical, therefore Sum Average = 2 * Joint Average, only 1 needs to be calculated\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"patient_026.npz\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"GLCM is symmetrical, therefore Sum Average = 2 * Joint Average, only 1 needs to be calculated\n",
"GLCM is symmetrical, therefore Sum Average = 2 * Joint Average, only 1 needs to be calculated\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"patient_029.npz\n",
"patient_030.npz\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"GLCM is symmetrical, therefore Sum Average = 2 * Joint Average, only 1 needs to be calculated\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"patient_031.npz\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"GLCM is symmetrical, therefore Sum Average = 2 * Joint Average, only 1 needs to be calculated\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"patient_032.npz\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"GLCM is symmetrical, therefore Sum Average = 2 * Joint Average, only 1 needs to be calculated\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"patient_033.npz\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"GLCM is symmetrical, therefore Sum Average = 2 * Joint Average, only 1 needs to be calculated\n",
"GLCM is symmetrical, therefore Sum Average = 2 * Joint Average, only 1 needs to be calculated\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"patient_035.npz\n",
"patient_036.npz\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"GLCM is symmetrical, therefore Sum Average = 2 * Joint Average, only 1 needs to be calculated\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"patient_037.npz\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"GLCM is symmetrical, therefore Sum Average = 2 * Joint Average, only 1 needs to be calculated\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"patient_039.npz\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"GLCM is symmetrical, therefore Sum Average = 2 * Joint Average, only 1 needs to be calculated\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"patient_040.npz\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"GLCM is symmetrical, therefore Sum Average = 2 * Joint Average, only 1 needs to be calculated\n",
"GLCM is symmetrical, therefore Sum Average = 2 * Joint Average, only 1 needs to be calculated\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"patient_042.npz\n",
"patient_043.npz\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"GLCM is symmetrical, therefore Sum Average = 2 * Joint Average, only 1 needs to be calculated\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"patient_044.npz\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"GLCM is symmetrical, therefore Sum Average = 2 * Joint Average, only 1 needs to be calculated\n",
"GLCM is symmetrical, therefore Sum Average = 2 * Joint Average, only 1 needs to be calculated\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"patient_045.npz\n",
"patient_047.npz\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"GLCM is symmetrical, therefore Sum Average = 2 * Joint Average, only 1 needs to be calculated\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"patient_048.npz\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"GLCM is symmetrical, therefore Sum Average = 2 * Joint Average, only 1 needs to be calculated\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"patient_051.npz\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"GLCM is symmetrical, therefore Sum Average = 2 * Joint Average, only 1 needs to be calculated\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"patient_052.npz\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"GLCM is symmetrical, therefore Sum Average = 2 * Joint Average, only 1 needs to be calculated\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"patient_053.npz\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"GLCM is symmetrical, therefore Sum Average = 2 * Joint Average, only 1 needs to be calculated\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"patient_056.npz\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"GLCM is symmetrical, therefore Sum Average = 2 * Joint Average, only 1 needs to be calculated\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"patient_057.npz\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"GLCM is symmetrical, therefore Sum Average = 2 * Joint Average, only 1 needs to be calculated\n",
"GLCM is symmetrical, therefore Sum Average = 2 * Joint Average, only 1 needs to be calculated\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"patient_058.npz\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"GLCM is symmetrical, therefore Sum Average = 2 * Joint Average, only 1 needs to be calculated\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"patient_061.npz\n",
"patient_063.npz\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"GLCM is symmetrical, therefore Sum Average = 2 * Joint Average, only 1 needs to be calculated\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"patient_064.npz\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"GLCM is symmetrical, therefore Sum Average = 2 * Joint Average, only 1 needs to be calculated\n",
"GLCM is symmetrical, therefore Sum Average = 2 * Joint Average, only 1 needs to be calculated\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"patient_067.npz\n",
"patient_068.npz\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"GLCM is symmetrical, therefore Sum Average = 2 * Joint Average, only 1 needs to be calculated\n",
"GLCM is symmetrical, therefore Sum Average = 2 * Joint Average, only 1 needs to be calculated\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"patient_069.npz\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"GLCM is symmetrical, therefore Sum Average = 2 * Joint Average, only 1 needs to be calculated\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"patient_070.npz\n",
"patient_072.npz\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"GLCM is symmetrical, therefore Sum Average = 2 * Joint Average, only 1 needs to be calculated\n",
"GLCM is symmetrical, therefore Sum Average = 2 * Joint Average, only 1 needs to be calculated\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"patient_073.npz\n",
"patient_076.npz\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"GLCM is symmetrical, therefore Sum Average = 2 * Joint Average, only 1 needs to be calculated\n",
"GLCM is symmetrical, therefore Sum Average = 2 * Joint Average, only 1 needs to be calculated\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"patient_077.npz\n",
"patient_078.npz\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"GLCM is symmetrical, therefore Sum Average = 2 * Joint Average, only 1 needs to be calculated\n",
"GLCM is symmetrical, therefore Sum Average = 2 * Joint Average, only 1 needs to be calculated\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"patient_079.npz\n",
"patient_081.npz\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"GLCM is symmetrical, therefore Sum Average = 2 * Joint Average, only 1 needs to be calculated\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"patient_082.npz\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"GLCM is symmetrical, therefore Sum Average = 2 * Joint Average, only 1 needs to be calculated\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"patient_083.npz\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"GLCM is symmetrical, therefore Sum Average = 2 * Joint Average, only 1 needs to be calculated\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"patient_084.npz\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"GLCM is symmetrical, therefore Sum Average = 2 * Joint Average, only 1 needs to be calculated\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"patient_086.npz\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"GLCM is symmetrical, therefore Sum Average = 2 * Joint Average, only 1 needs to be calculated\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"patient_088.npz\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"GLCM is symmetrical, therefore Sum Average = 2 * Joint Average, only 1 needs to be calculated\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"patient_089.npz\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"GLCM is symmetrical, therefore Sum Average = 2 * Joint Average, only 1 needs to be calculated\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"patient_090.npz\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"GLCM is symmetrical, therefore Sum Average = 2 * Joint Average, only 1 needs to be calculated\n",
"GLCM is symmetrical, therefore Sum Average = 2 * Joint Average, only 1 needs to be calculated\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"patient_091.npz\n",
"patient_092.npz\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"GLCM is symmetrical, therefore Sum Average = 2 * Joint Average, only 1 needs to be calculated\n",
"GLCM is symmetrical, therefore Sum Average = 2 * Joint Average, only 1 needs to be calculated\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"patient_093.npz\n",
"patient_094.npz\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"GLCM is symmetrical, therefore Sum Average = 2 * Joint Average, only 1 needs to be calculated\n",
"GLCM is symmetrical, therefore Sum Average = 2 * Joint Average, only 1 needs to be calculated\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"patient_095.npz\n",
"patient_096.npz\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"GLCM is symmetrical, therefore Sum Average = 2 * Joint Average, only 1 needs to be calculated\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"patient_098.npz\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"GLCM is symmetrical, therefore Sum Average = 2 * Joint Average, only 1 needs to be calculated\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"patient_100.npz\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"GLCM is symmetrical, therefore Sum Average = 2 * Joint Average, only 1 needs to be calculated\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"patient_101.npz\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"GLCM is symmetrical, therefore Sum Average = 2 * Joint Average, only 1 needs to be calculated\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"patient_102.npz\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"GLCM is symmetrical, therefore Sum Average = 2 * Joint Average, only 1 needs to be calculated\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"patient_103.npz\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"GLCM is symmetrical, therefore Sum Average = 2 * Joint Average, only 1 needs to be calculated\n",
"GLCM is symmetrical, therefore Sum Average = 2 * Joint Average, only 1 needs to be calculated\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"patient_105.npz\n",
"patient_106.npz\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"GLCM is symmetrical, therefore Sum Average = 2 * Joint Average, only 1 needs to be calculated\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"patient_107.npz\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"GLCM is symmetrical, therefore Sum Average = 2 * Joint Average, only 1 needs to be calculated\n",
"GLCM is symmetrical, therefore Sum Average = 2 * Joint Average, only 1 needs to be calculated\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"patient_108.npz\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"GLCM is symmetrical, therefore Sum Average = 2 * Joint Average, only 1 needs to be calculated\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"patient_109.npz\n",
"patient_110.npz\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"GLCM is symmetrical, therefore Sum Average = 2 * Joint Average, only 1 needs to be calculated\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"patient_111.npz\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"GLCM is symmetrical, therefore Sum Average = 2 * Joint Average, only 1 needs to be calculated\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"patient_112.npz\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"GLCM is symmetrical, therefore Sum Average = 2 * Joint Average, only 1 needs to be calculated\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"patient_114.npz\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"GLCM is symmetrical, therefore Sum Average = 2 * Joint Average, only 1 needs to be calculated\n",
"GLCM is symmetrical, therefore Sum Average = 2 * Joint Average, only 1 needs to be calculated\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"patient_115.npz\n",
"patient_116.npz\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"GLCM is symmetrical, therefore Sum Average = 2 * Joint Average, only 1 needs to be calculated\n",
"GLCM is symmetrical, therefore Sum Average = 2 * Joint Average, only 1 needs to be calculated\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"patient_117.npz\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"GLCM is symmetrical, therefore Sum Average = 2 * Joint Average, only 1 needs to be calculated\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"patient_121.npz\n",
"patient_122.npz\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"GLCM is symmetrical, therefore Sum Average = 2 * Joint Average, only 1 needs to be calculated\n",
"GLCM is symmetrical, therefore Sum Average = 2 * Joint Average, only 1 needs to be calculated\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"patient_123.npz\n",
"patient_124.npz\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"GLCM is symmetrical, therefore Sum Average = 2 * Joint Average, only 1 needs to be calculated\n",
"GLCM is symmetrical, therefore Sum Average = 2 * Joint Average, only 1 needs to be calculated\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"patient_126.npz\n",
"patient_129.npz\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"GLCM is symmetrical, therefore Sum Average = 2 * Joint Average, only 1 needs to be calculated\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"patient_130.npz\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"GLCM is symmetrical, therefore Sum Average = 2 * Joint Average, only 1 needs to be calculated\n",
"GLCM is symmetrical, therefore Sum Average = 2 * Joint Average, only 1 needs to be calculated\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"patient_131.npz\n",
"patient_133.npz\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"GLCM is symmetrical, therefore Sum Average = 2 * Joint Average, only 1 needs to be calculated\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"patient_134.npz\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"GLCM is symmetrical, therefore Sum Average = 2 * Joint Average, only 1 needs to be calculated\n",
"GLCM is symmetrical, therefore Sum Average = 2 * Joint Average, only 1 needs to be calculated\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"patient_135.npz\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"GLCM is symmetrical, therefore Sum Average = 2 * Joint Average, only 1 needs to be calculated\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"patient_137.npz\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"GLCM is symmetrical, therefore Sum Average = 2 * Joint Average, only 1 needs to be calculated\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"patient_138.npz\n",
"patient_139.npz\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"GLCM is symmetrical, therefore Sum Average = 2 * Joint Average, only 1 needs to be calculated\n",
"GLCM is symmetrical, therefore Sum Average = 2 * Joint Average, only 1 needs to be calculated\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"patient_141.npz\n",
"patient_142.npz\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"GLCM is symmetrical, therefore Sum Average = 2 * Joint Average, only 1 needs to be calculated\n",
"GLCM is symmetrical, therefore Sum Average = 2 * Joint Average, only 1 needs to be calculated\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"patient_143.npz\n",
"patient_144.npz\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"GLCM is symmetrical, therefore Sum Average = 2 * Joint Average, only 1 needs to be calculated\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"patient_145.npz\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"GLCM is symmetrical, therefore Sum Average = 2 * Joint Average, only 1 needs to be calculated\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"patient_147.npz\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"GLCM is symmetrical, therefore Sum Average = 2 * Joint Average, only 1 needs to be calculated\n",
"GLCM is symmetrical, therefore Sum Average = 2 * Joint Average, only 1 needs to be calculated\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"patient_148.npz\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"GLCM is symmetrical, therefore Sum Average = 2 * Joint Average, only 1 needs to be calculated\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"patient_149.npz\n",
"patient_150.npz\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"GLCM is symmetrical, therefore Sum Average = 2 * Joint Average, only 1 needs to be calculated\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"patient_151.npz\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"GLCM is symmetrical, therefore Sum Average = 2 * Joint Average, only 1 needs to be calculated\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"patient_152.npz\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"GLCM is symmetrical, therefore Sum Average = 2 * Joint Average, only 1 needs to be calculated\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"patient_154.npz\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"GLCM is symmetrical, therefore Sum Average = 2 * Joint Average, only 1 needs to be calculated\n",
"GLCM is symmetrical, therefore Sum Average = 2 * Joint Average, only 1 needs to be calculated\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"patient_157.npz\n",
"patient_159.npz\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"GLCM is symmetrical, therefore Sum Average = 2 * Joint Average, only 1 needs to be calculated\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"patient_160.npz\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"GLCM is symmetrical, therefore Sum Average = 2 * Joint Average, only 1 needs to be calculated\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"patient_161.npz\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"GLCM is symmetrical, therefore Sum Average = 2 * Joint Average, only 1 needs to be calculated\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"patient_162.npz\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"GLCM is symmetrical, therefore Sum Average = 2 * Joint Average, only 1 needs to be calculated\n",
"GLCM is symmetrical, therefore Sum Average = 2 * Joint Average, only 1 needs to be calculated\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"patient_163.npz\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"GLCM is symmetrical, therefore Sum Average = 2 * Joint Average, only 1 needs to be calculated\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"patient_164.npz\n",
"patient_165.npz\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"GLCM is symmetrical, therefore Sum Average = 2 * Joint Average, only 1 needs to be calculated\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"patient_166.npz\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"GLCM is symmetrical, therefore Sum Average = 2 * Joint Average, only 1 needs to be calculated\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"patient_171.npz\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"GLCM is symmetrical, therefore Sum Average = 2 * Joint Average, only 1 needs to be calculated\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"patient_172.npz\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"GLCM is symmetrical, therefore Sum Average = 2 * Joint Average, only 1 needs to be calculated\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"patient_173.npz\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"GLCM is symmetrical, therefore Sum Average = 2 * Joint Average, only 1 needs to be calculated\n",
"GLCM is symmetrical, therefore Sum Average = 2 * Joint Average, only 1 needs to be calculated\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"patient_174.npz\n",
"patient_175.npz\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"GLCM is symmetrical, therefore Sum Average = 2 * Joint Average, only 1 needs to be calculated\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"patient_176.npz\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"GLCM is symmetrical, therefore Sum Average = 2 * Joint Average, only 1 needs to be calculated\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"patient_178.npz\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"GLCM is symmetrical, therefore Sum Average = 2 * Joint Average, only 1 needs to be calculated\n",
"GLCM is symmetrical, therefore Sum Average = 2 * Joint Average, only 1 needs to be calculated\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"patient_180.npz\n",
"patient_181.npz\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"GLCM is symmetrical, therefore Sum Average = 2 * Joint Average, only 1 needs to be calculated\n",
"GLCM is symmetrical, therefore Sum Average = 2 * Joint Average, only 1 needs to be calculated\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"patient_183.npz\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"GLCM is symmetrical, therefore Sum Average = 2 * Joint Average, only 1 needs to be calculated\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"patient_184.npz\n",
"patient_185.npz\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"GLCM is symmetrical, therefore Sum Average = 2 * Joint Average, only 1 needs to be calculated\n",
"GLCM is symmetrical, therefore Sum Average = 2 * Joint Average, only 1 needs to be calculated\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"patient_186.npz\n",
"patient_187.npz\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"GLCM is symmetrical, therefore Sum Average = 2 * Joint Average, only 1 needs to be calculated\n",
"GLCM is symmetrical, therefore Sum Average = 2 * Joint Average, only 1 needs to be calculated\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"patient_188.npz\n",
"patient_189.npz\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"GLCM is symmetrical, therefore Sum Average = 2 * Joint Average, only 1 needs to be calculated\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"patient_193.npz\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"GLCM is symmetrical, therefore Sum Average = 2 * Joint Average, only 1 needs to be calculated\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"patient_195.npz\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"GLCM is symmetrical, therefore Sum Average = 2 * Joint Average, only 1 needs to be calculated\n",
"GLCM is symmetrical, therefore Sum Average = 2 * Joint Average, only 1 needs to be calculated\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"patient_196.npz\n",
"patient_197.npz\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"GLCM is symmetrical, therefore Sum Average = 2 * Joint Average, only 1 needs to be calculated\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"patient_202.npz\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"GLCM is symmetrical, therefore Sum Average = 2 * Joint Average, only 1 needs to be calculated\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"patient_204.npz\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"GLCM is symmetrical, therefore Sum Average = 2 * Joint Average, only 1 needs to be calculated\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"patient_208.npz\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"GLCM is symmetrical, therefore Sum Average = 2 * Joint Average, only 1 needs to be calculated\n",
"GLCM is symmetrical, therefore Sum Average = 2 * Joint Average, only 1 needs to be calculated\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"patient_209.npz\n",
"patient_210.npz\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"GLCM is symmetrical, therefore Sum Average = 2 * Joint Average, only 1 needs to be calculated\n",
"GLCM is symmetrical, therefore Sum Average = 2 * Joint Average, only 1 needs to be calculated\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"patient_211.npz\n",
"patient_212.npz\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"GLCM is symmetrical, therefore Sum Average = 2 * Joint Average, only 1 needs to be calculated\n",
"GLCM is symmetrical, therefore Sum Average = 2 * Joint Average, only 1 needs to be calculated\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"patient_213.npz\n",
"patient_214.npz\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"GLCM is symmetrical, therefore Sum Average = 2 * Joint Average, only 1 needs to be calculated\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"patient_216.npz\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"GLCM is symmetrical, therefore Sum Average = 2 * Joint Average, only 1 needs to be calculated\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"patient_218.npz\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"GLCM is symmetrical, therefore Sum Average = 2 * Joint Average, only 1 needs to be calculated\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"patient_221.npz\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"GLCM is symmetrical, therefore Sum Average = 2 * Joint Average, only 1 needs to be calculated\n",
"GLCM is symmetrical, therefore Sum Average = 2 * Joint Average, only 1 needs to be calculated\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"patient_222.npz\n",
"patient_224.npz\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"GLCM is symmetrical, therefore Sum Average = 2 * Joint Average, only 1 needs to be calculated\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"patient_225.npz\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"GLCM is symmetrical, therefore Sum Average = 2 * Joint Average, only 1 needs to be calculated\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"patient_226.npz\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"GLCM is symmetrical, therefore Sum Average = 2 * Joint Average, only 1 needs to be calculated\n",
"GLCM is symmetrical, therefore Sum Average = 2 * Joint Average, only 1 needs to be calculated\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"patient_227.npz\n",
"patient_228.npz\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"GLCM is symmetrical, therefore Sum Average = 2 * Joint Average, only 1 needs to be calculated\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"patient_229.npz\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"GLCM is symmetrical, therefore Sum Average = 2 * Joint Average, only 1 needs to be calculated\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"patient_231.npz\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"GLCM is symmetrical, therefore Sum Average = 2 * Joint Average, only 1 needs to be calculated\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"patient_233.npz\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"GLCM is symmetrical, therefore Sum Average = 2 * Joint Average, only 1 needs to be calculated\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"patient_235.npz\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"GLCM is symmetrical, therefore Sum Average = 2 * Joint Average, only 1 needs to be calculated\n",
"GLCM is symmetrical, therefore Sum Average = 2 * Joint Average, only 1 needs to be calculated\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"patient_236.npz\n",
"patient_237.npz\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"GLCM is symmetrical, therefore Sum Average = 2 * Joint Average, only 1 needs to be calculated\n",
"GLCM is symmetrical, therefore Sum Average = 2 * Joint Average, only 1 needs to be calculated\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"patient_238.npz\n",
"patient_240.npz\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"GLCM is symmetrical, therefore Sum Average = 2 * Joint Average, only 1 needs to be calculated\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"patient_242.npz\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"GLCM is symmetrical, therefore Sum Average = 2 * Joint Average, only 1 needs to be calculated\n",
"GLCM is symmetrical, therefore Sum Average = 2 * Joint Average, only 1 needs to be calculated\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"patient_244.npz\n",
"patient_246.npz\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"GLCM is symmetrical, therefore Sum Average = 2 * Joint Average, only 1 needs to be calculated\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"patient_247.npz\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"GLCM is symmetrical, therefore Sum Average = 2 * Joint Average, only 1 needs to be calculated\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"patient_248.npz\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"GLCM is symmetrical, therefore Sum Average = 2 * Joint Average, only 1 needs to be calculated\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"patient_249.npz\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"GLCM is symmetrical, therefore Sum Average = 2 * Joint Average, only 1 needs to be calculated\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"patient_250.npz\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"GLCM is symmetrical, therefore Sum Average = 2 * Joint Average, only 1 needs to be calculated\n",
"GLCM is symmetrical, therefore Sum Average = 2 * Joint Average, only 1 needs to be calculated\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"patient_251.npz\n",
"patient_252.npz\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"GLCM is symmetrical, therefore Sum Average = 2 * Joint Average, only 1 needs to be calculated\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"patient_253.npz\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"GLCM is symmetrical, therefore Sum Average = 2 * Joint Average, only 1 needs to be calculated\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"patient_255.npz\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"GLCM is symmetrical, therefore Sum Average = 2 * Joint Average, only 1 needs to be calculated\n",
"GLCM is symmetrical, therefore Sum Average = 2 * Joint Average, only 1 needs to be calculated\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"patient_257.npz\n",
"patient_258.npz\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"GLCM is symmetrical, therefore Sum Average = 2 * Joint Average, only 1 needs to be calculated\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"patient_259.npz\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"GLCM is symmetrical, therefore Sum Average = 2 * Joint Average, only 1 needs to be calculated\n",
"GLCM is symmetrical, therefore Sum Average = 2 * Joint Average, only 1 needs to be calculated\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"patient_261.npz\n",
"patient_262.npz\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"GLCM is symmetrical, therefore Sum Average = 2 * Joint Average, only 1 needs to be calculated\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"patient_264.npz\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"GLCM is symmetrical, therefore Sum Average = 2 * Joint Average, only 1 needs to be calculated\n",
"GLCM is symmetrical, therefore Sum Average = 2 * Joint Average, only 1 needs to be calculated\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"patient_266.npz\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"GLCM is symmetrical, therefore Sum Average = 2 * Joint Average, only 1 needs to be calculated\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"patient_268.npz\n",
"patient_269.npz\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"GLCM is symmetrical, therefore Sum Average = 2 * Joint Average, only 1 needs to be calculated\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"patient_272.npz\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"GLCM is symmetrical, therefore Sum Average = 2 * Joint Average, only 1 needs to be calculated\n",
"GLCM is symmetrical, therefore Sum Average = 2 * Joint Average, only 1 needs to be calculated\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"patient_273.npz\n",
"patient_275.npz\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"GLCM is symmetrical, therefore Sum Average = 2 * Joint Average, only 1 needs to be calculated\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"patient_276.npz\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"GLCM is symmetrical, therefore Sum Average = 2 * Joint Average, only 1 needs to be calculated\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"patient_277.npz\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"GLCM is symmetrical, therefore Sum Average = 2 * Joint Average, only 1 needs to be calculated\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"patient_279.npz\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"GLCM is symmetrical, therefore Sum Average = 2 * Joint Average, only 1 needs to be calculated\n",
"GLCM is symmetrical, therefore Sum Average = 2 * Joint Average, only 1 needs to be calculated\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"patient_280.npz\n",
"patient_282.npz\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"GLCM is symmetrical, therefore Sum Average = 2 * Joint Average, only 1 needs to be calculated\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"patient_283.npz\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"GLCM is symmetrical, therefore Sum Average = 2 * Joint Average, only 1 needs to be calculated\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"patient_284.npz\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"GLCM is symmetrical, therefore Sum Average = 2 * Joint Average, only 1 needs to be calculated\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"patient_285.npz\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"GLCM is symmetrical, therefore Sum Average = 2 * Joint Average, only 1 needs to be calculated\n",
"GLCM is symmetrical, therefore Sum Average = 2 * Joint Average, only 1 needs to be calculated\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"patient_286.npz\n",
"patient_288.npz\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"GLCM is symmetrical, therefore Sum Average = 2 * Joint Average, only 1 needs to be calculated\n",
"GLCM is symmetrical, therefore Sum Average = 2 * Joint Average, only 1 needs to be calculated\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"patient_290.npz\n",
"patient_293.npz\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"GLCM is symmetrical, therefore Sum Average = 2 * Joint Average, only 1 needs to be calculated\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"patient_294.npz\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"GLCM is symmetrical, therefore Sum Average = 2 * Joint Average, only 1 needs to be calculated\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"patient_295.npz\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"GLCM is symmetrical, therefore Sum Average = 2 * Joint Average, only 1 needs to be calculated\n",
"GLCM is symmetrical, therefore Sum Average = 2 * Joint Average, only 1 needs to be calculated\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"patient_297.npz\n",
"patient_298.npz\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"GLCM is symmetrical, therefore Sum Average = 2 * Joint Average, only 1 needs to be calculated\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"patient_299.npz\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"GLCM is symmetrical, therefore Sum Average = 2 * Joint Average, only 1 needs to be calculated\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"patient_300.npz\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"GLCM is symmetrical, therefore Sum Average = 2 * Joint Average, only 1 needs to be calculated\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"patient_302.npz\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"GLCM is symmetrical, therefore Sum Average = 2 * Joint Average, only 1 needs to be calculated\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"patient_303.npz\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"GLCM is symmetrical, therefore Sum Average = 2 * Joint Average, only 1 needs to be calculated\n",
"GLCM is symmetrical, therefore Sum Average = 2 * Joint Average, only 1 needs to be calculated\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"patient_304.npz\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"GLCM is symmetrical, therefore Sum Average = 2 * Joint Average, only 1 needs to be calculated\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"patient_305.npz\n",
"patient_306.npz\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"GLCM is symmetrical, therefore Sum Average = 2 * Joint Average, only 1 needs to be calculated\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"patient_307.npz\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"GLCM is symmetrical, therefore Sum Average = 2 * Joint Average, only 1 needs to be calculated\n",
"GLCM is symmetrical, therefore Sum Average = 2 * Joint Average, only 1 needs to be calculated\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"patient_308.npz\n",
"patient_309.npz\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"GLCM is symmetrical, therefore Sum Average = 2 * Joint Average, only 1 needs to be calculated\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"patient_310.npz\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"GLCM is symmetrical, therefore Sum Average = 2 * Joint Average, only 1 needs to be calculated\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"patient_312.npz\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"GLCM is symmetrical, therefore Sum Average = 2 * Joint Average, only 1 needs to be calculated\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"patient_313.npz\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"GLCM is symmetrical, therefore Sum Average = 2 * Joint Average, only 1 needs to be calculated\n",
"GLCM is symmetrical, therefore Sum Average = 2 * Joint Average, only 1 needs to be calculated\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"patient_314.npz\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"GLCM is symmetrical, therefore Sum Average = 2 * Joint Average, only 1 needs to be calculated\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"patient_315.npz\n",
"patient_316.npz\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"GLCM is symmetrical, therefore Sum Average = 2 * Joint Average, only 1 needs to be calculated\n",
"GLCM is symmetrical, therefore Sum Average = 2 * Joint Average, only 1 needs to be calculated\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"patient_317.npz\n",
"patient_318.npz\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"GLCM is symmetrical, therefore Sum Average = 2 * Joint Average, only 1 needs to be calculated\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"patient_320.npz\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"GLCM is symmetrical, therefore Sum Average = 2 * Joint Average, only 1 needs to be calculated\n",
"GLCM is symmetrical, therefore Sum Average = 2 * Joint Average, only 1 needs to be calculated\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"patient_321.npz\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"GLCM is symmetrical, therefore Sum Average = 2 * Joint Average, only 1 needs to be calculated\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"patient_323.npz\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"GLCM is symmetrical, therefore Sum Average = 2 * Joint Average, only 1 needs to be calculated\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"patient_325.npz\n",
"patient_328.npz\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"GLCM is symmetrical, therefore Sum Average = 2 * Joint Average, only 1 needs to be calculated\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"patient_329.npz\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"GLCM is symmetrical, therefore Sum Average = 2 * Joint Average, only 1 needs to be calculated\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"patient_330.npz\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"GLCM is symmetrical, therefore Sum Average = 2 * Joint Average, only 1 needs to be calculated\n",
"GLCM is symmetrical, therefore Sum Average = 2 * Joint Average, only 1 needs to be calculated\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"patient_331.npz\n",
"patient_333.npz\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"GLCM is symmetrical, therefore Sum Average = 2 * Joint Average, only 1 needs to be calculated\n",
"GLCM is symmetrical, therefore Sum Average = 2 * Joint Average, only 1 needs to be calculated\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"patient_334.npz\n",
"patient_335.npz\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"GLCM is symmetrical, therefore Sum Average = 2 * Joint Average, only 1 needs to be calculated\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"patient_336.npz\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"GLCM is symmetrical, therefore Sum Average = 2 * Joint Average, only 1 needs to be calculated\n",
"GLCM is symmetrical, therefore Sum Average = 2 * Joint Average, only 1 needs to be calculated\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"patient_338.npz\n",
"patient_340.npz\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"GLCM is symmetrical, therefore Sum Average = 2 * Joint Average, only 1 needs to be calculated\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"patient_341.npz\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"GLCM is symmetrical, therefore Sum Average = 2 * Joint Average, only 1 needs to be calculated\n",
"GLCM is symmetrical, therefore Sum Average = 2 * Joint Average, only 1 needs to be calculated\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"patient_343.npz\n",
"patient_345.npz\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"GLCM is symmetrical, therefore Sum Average = 2 * Joint Average, only 1 needs to be calculated\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"patient_346.npz\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"GLCM is symmetrical, therefore Sum Average = 2 * Joint Average, only 1 needs to be calculated\n",
"GLCM is symmetrical, therefore Sum Average = 2 * Joint Average, only 1 needs to be calculated\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"patient_347.npz\n",
"patient_348.npz\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"GLCM is symmetrical, therefore Sum Average = 2 * Joint Average, only 1 needs to be calculated\n",
"GLCM is symmetrical, therefore Sum Average = 2 * Joint Average, only 1 needs to be calculated\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"patient_349.npz\n",
"patient_350.npz\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"GLCM is symmetrical, therefore Sum Average = 2 * Joint Average, only 1 needs to be calculated\n",
"GLCM is symmetrical, therefore Sum Average = 2 * Joint Average, only 1 needs to be calculated\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"patient_353.npz\n",
"patient_354.npz\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"GLCM is symmetrical, therefore Sum Average = 2 * Joint Average, only 1 needs to be calculated\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"patient_355.npz\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"GLCM is symmetrical, therefore Sum Average = 2 * Joint Average, only 1 needs to be calculated\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"patient_356.npz\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"GLCM is symmetrical, therefore Sum Average = 2 * Joint Average, only 1 needs to be calculated\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"patient_357.npz\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"GLCM is symmetrical, therefore Sum Average = 2 * Joint Average, only 1 needs to be calculated\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"patient_358.npz\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"GLCM is symmetrical, therefore Sum Average = 2 * Joint Average, only 1 needs to be calculated\n",
"GLCM is symmetrical, therefore Sum Average = 2 * Joint Average, only 1 needs to be calculated\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"patient_359.npz\n",
"patient_361.npz\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"GLCM is symmetrical, therefore Sum Average = 2 * Joint Average, only 1 needs to be calculated\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"patient_362.npz\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"GLCM is symmetrical, therefore Sum Average = 2 * Joint Average, only 1 needs to be calculated\n",
"GLCM is symmetrical, therefore Sum Average = 2 * Joint Average, only 1 needs to be calculated\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"patient_365.npz\n",
"patient_366.npz\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"GLCM is symmetrical, therefore Sum Average = 2 * Joint Average, only 1 needs to be calculated\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"patient_367.npz\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"GLCM is symmetrical, therefore Sum Average = 2 * Joint Average, only 1 needs to be calculated\n",
"GLCM is symmetrical, therefore Sum Average = 2 * Joint Average, only 1 needs to be calculated\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"patient_368.npz\n",
"patient_371.npz\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"GLCM is symmetrical, therefore Sum Average = 2 * Joint Average, only 1 needs to be calculated\n",
"GLCM is symmetrical, therefore Sum Average = 2 * Joint Average, only 1 needs to be calculated\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"patient_372.npz\n",
"patient_373.npz\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"GLCM is symmetrical, therefore Sum Average = 2 * Joint Average, only 1 needs to be calculated\n",
"GLCM is symmetrical, therefore Sum Average = 2 * Joint Average, only 1 needs to be calculated\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"patient_375.npz\n",
"patient_376.npz\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"GLCM is symmetrical, therefore Sum Average = 2 * Joint Average, only 1 needs to be calculated\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"patient_378.npz\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"GLCM is symmetrical, therefore Sum Average = 2 * Joint Average, only 1 needs to be calculated\n",
"GLCM is symmetrical, therefore Sum Average = 2 * Joint Average, only 1 needs to be calculated\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"patient_380.npz\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"GLCM is symmetrical, therefore Sum Average = 2 * Joint Average, only 1 needs to be calculated\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"patient_381.npz\n",
"patient_382.npz\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"GLCM is symmetrical, therefore Sum Average = 2 * Joint Average, only 1 needs to be calculated\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"patient_383.npz\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"GLCM is symmetrical, therefore Sum Average = 2 * Joint Average, only 1 needs to be calculated\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"patient_384.npz\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"GLCM is symmetrical, therefore Sum Average = 2 * Joint Average, only 1 needs to be calculated\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"patient_385.npz\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"GLCM is symmetrical, therefore Sum Average = 2 * Joint Average, only 1 needs to be calculated\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"patient_386.npz\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"GLCM is symmetrical, therefore Sum Average = 2 * Joint Average, only 1 needs to be calculated\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"patient_388.npz\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"GLCM is symmetrical, therefore Sum Average = 2 * Joint Average, only 1 needs to be calculated\n",
"GLCM is symmetrical, therefore Sum Average = 2 * Joint Average, only 1 needs to be calculated\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"patient_389.npz\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"GLCM is symmetrical, therefore Sum Average = 2 * Joint Average, only 1 needs to be calculated\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"patient_390.npz\n",
"patient_392.npz\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"GLCM is symmetrical, therefore Sum Average = 2 * Joint Average, only 1 needs to be calculated\n",
"GLCM is symmetrical, therefore Sum Average = 2 * Joint Average, only 1 needs to be calculated\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"patient_393.npz\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"GLCM is symmetrical, therefore Sum Average = 2 * Joint Average, only 1 needs to be calculated\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"patient_394.npz\n",
"patient_395.npz\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"GLCM is symmetrical, therefore Sum Average = 2 * Joint Average, only 1 needs to be calculated\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"patient_396.npz\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"GLCM is symmetrical, therefore Sum Average = 2 * Joint Average, only 1 needs to be calculated\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"patient_397.npz\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"GLCM is symmetrical, therefore Sum Average = 2 * Joint Average, only 1 needs to be calculated\n",
"GLCM is symmetrical, therefore Sum Average = 2 * Joint Average, only 1 needs to be calculated\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"patient_399.npz\n",
"patient_400.npz\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"GLCM is symmetrical, therefore Sum Average = 2 * Joint Average, only 1 needs to be calculated\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"patient_401.npz\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"GLCM is symmetrical, therefore Sum Average = 2 * Joint Average, only 1 needs to be calculated\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"patient_402.npz\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"GLCM is symmetrical, therefore Sum Average = 2 * Joint Average, only 1 needs to be calculated\n",
"GLCM is symmetrical, therefore Sum Average = 2 * Joint Average, only 1 needs to be calculated\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"patient_403.npz\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"GLCM is symmetrical, therefore Sum Average = 2 * Joint Average, only 1 needs to be calculated\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"patient_406.npz\n",
"patient_409.npz\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"GLCM is symmetrical, therefore Sum Average = 2 * Joint Average, only 1 needs to be calculated\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"patient_414.npz\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"GLCM is symmetrical, therefore Sum Average = 2 * Joint Average, only 1 needs to be calculated\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"patient_416.npz\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"GLCM is symmetrical, therefore Sum Average = 2 * Joint Average, only 1 needs to be calculated\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"patient_417.npz\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"GLCM is symmetrical, therefore Sum Average = 2 * Joint Average, only 1 needs to be calculated\n",
"GLCM is symmetrical, therefore Sum Average = 2 * Joint Average, only 1 needs to be calculated\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"patient_418.npz\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"GLCM is symmetrical, therefore Sum Average = 2 * Joint Average, only 1 needs to be calculated\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"patient_420.npz\n",
"patient_421.npz\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"GLCM is symmetrical, therefore Sum Average = 2 * Joint Average, only 1 needs to be calculated\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"patient_422.npz\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"GLCM is symmetrical, therefore Sum Average = 2 * Joint Average, only 1 needs to be calculated\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"patient_423.npz\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"GLCM is symmetrical, therefore Sum Average = 2 * Joint Average, only 1 needs to be calculated\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"patient_424.npz\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"GLCM is symmetrical, therefore Sum Average = 2 * Joint Average, only 1 needs to be calculated\n"
]
}
],
"source": [
"# Extract features on all images\n",
"filenames = os.listdir(\"Chal/train_data/images\")\n",
"\n",
"features_names = list(result.keys())+[\"patient_number\"]\n",
"features_list = dict.fromkeys(features_names)\n",
"for feature in features_names:\n",
" features_list[feature] = []\n",
"\n",
"for file in filenames:\n",
" if file.split(\".\")[-1]==\"npz\":\n",
" features_list[\"patient_number\"].append(file.split(\".\")[-2].split(\"_\")[1])\n",
"\n",
"for file in filenames:\n",
" if file.split(\".\")[-1]!=\"npz\":\n",
" continue\n",
" \"\"\"if int(file.split(\"_\")[1].split(\".\")[0])==395:\n",
" for feature in features_names:\n",
" features_list[feature].append(None)\n",
" continue\"\"\"\n",
" scan_path = \"Chal/train_data/images/\"+file.split(\".\")[0]+\"_sikt_scan.nrrd\"\n",
" mask_path = \"Chal/train_data/images/\"+file.split(\".\")[0]+\"_sikt_mask.nrrd\"\n",
" if len(np.unique(sitk.GetArrayFromImage(sitk.ReadImage(mask_path))))<2:\n",
" for feature in features_names:\n",
" if feature!=\"patient_number\":\n",
" features_list[feature].append(None)\n",
" continue\n",
" print(file)\n",
" result = extractor.execute(scan_path, mask_path)\n",
" for key, value in result.items():\n",
" features_list[key].append(value)"
]
},
{
"cell_type": "code",
"execution_count": 97,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"GLCM is symmetrical, therefore Sum Average = 2 * Joint Average, only 1 needs to be calculated\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"patient_000.npz\n",
"patient_001.npz\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"GLCM is symmetrical, therefore Sum Average = 2 * Joint Average, only 1 needs to be calculated\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"patient_006.npz\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"GLCM is symmetrical, therefore Sum Average = 2 * Joint Average, only 1 needs to be calculated\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"patient_009.npz\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"GLCM is symmetrical, therefore Sum Average = 2 * Joint Average, only 1 needs to be calculated\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"patient_010.npz\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"GLCM is symmetrical, therefore Sum Average = 2 * Joint Average, only 1 needs to be calculated\n",
"GLCM is symmetrical, therefore Sum Average = 2 * Joint Average, only 1 needs to be calculated\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"patient_012.npz\n",
"patient_013.npz\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"GLCM is symmetrical, therefore Sum Average = 2 * Joint Average, only 1 needs to be calculated\n",
"GLCM is symmetrical, therefore Sum Average = 2 * Joint Average, only 1 needs to be calculated\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"patient_019.npz\n",
"patient_027.npz\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"GLCM is symmetrical, therefore Sum Average = 2 * Joint Average, only 1 needs to be calculated\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"patient_028.npz\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"GLCM is symmetrical, therefore Sum Average = 2 * Joint Average, only 1 needs to be calculated\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"patient_034.npz\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"GLCM is symmetrical, therefore Sum Average = 2 * Joint Average, only 1 needs to be calculated\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"patient_038.npz\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"GLCM is symmetrical, therefore Sum Average = 2 * Joint Average, only 1 needs to be calculated\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"patient_041.npz\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"GLCM is symmetrical, therefore Sum Average = 2 * Joint Average, only 1 needs to be calculated\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"patient_046.npz\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"GLCM is symmetrical, therefore Sum Average = 2 * Joint Average, only 1 needs to be calculated\n",
"GLCM is symmetrical, therefore Sum Average = 2 * Joint Average, only 1 needs to be calculated\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"patient_049.npz\n",
"patient_054.npz\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"GLCM is symmetrical, therefore Sum Average = 2 * Joint Average, only 1 needs to be calculated\n",
"GLCM is symmetrical, therefore Sum Average = 2 * Joint Average, only 1 needs to be calculated\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"patient_055.npz\n",
"patient_059.npz\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"GLCM is symmetrical, therefore Sum Average = 2 * Joint Average, only 1 needs to be calculated\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"patient_060.npz\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"GLCM is symmetrical, therefore Sum Average = 2 * Joint Average, only 1 needs to be calculated\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"patient_062.npz\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"GLCM is symmetrical, therefore Sum Average = 2 * Joint Average, only 1 needs to be calculated\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"patient_065.npz\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"GLCM is symmetrical, therefore Sum Average = 2 * Joint Average, only 1 needs to be calculated\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"patient_066.npz\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"GLCM is symmetrical, therefore Sum Average = 2 * Joint Average, only 1 needs to be calculated\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"patient_071.npz\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"GLCM is symmetrical, therefore Sum Average = 2 * Joint Average, only 1 needs to be calculated\n",
"GLCM is symmetrical, therefore Sum Average = 2 * Joint Average, only 1 needs to be calculated\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"patient_074.npz\n",
"patient_075.npz\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"GLCM is symmetrical, therefore Sum Average = 2 * Joint Average, only 1 needs to be calculated\n",
"GLCM is symmetrical, therefore Sum Average = 2 * Joint Average, only 1 needs to be calculated\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"patient_080.npz\n",
"patient_085.npz\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"GLCM is symmetrical, therefore Sum Average = 2 * Joint Average, only 1 needs to be calculated\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"patient_087.npz\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"GLCM is symmetrical, therefore Sum Average = 2 * Joint Average, only 1 needs to be calculated\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"patient_097.npz\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"GLCM is symmetrical, therefore Sum Average = 2 * Joint Average, only 1 needs to be calculated\n",
"GLCM is symmetrical, therefore Sum Average = 2 * Joint Average, only 1 needs to be calculated\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"patient_099.npz\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"GLCM is symmetrical, therefore Sum Average = 2 * Joint Average, only 1 needs to be calculated\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"patient_104.npz\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"GLCM is symmetrical, therefore Sum Average = 2 * Joint Average, only 1 needs to be calculated\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"patient_113.npz\n",
"patient_118.npz\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"GLCM is symmetrical, therefore Sum Average = 2 * Joint Average, only 1 needs to be calculated\n",
"GLCM is symmetrical, therefore Sum Average = 2 * Joint Average, only 1 needs to be calculated\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"patient_119.npz\n",
"patient_120.npz\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"GLCM is symmetrical, therefore Sum Average = 2 * Joint Average, only 1 needs to be calculated\n",
"GLCM is symmetrical, therefore Sum Average = 2 * Joint Average, only 1 needs to be calculated\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"patient_125.npz\n",
"patient_127.npz\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"GLCM is symmetrical, therefore Sum Average = 2 * Joint Average, only 1 needs to be calculated\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"patient_128.npz\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"GLCM is symmetrical, therefore Sum Average = 2 * Joint Average, only 1 needs to be calculated\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"patient_132.npz\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"GLCM is symmetrical, therefore Sum Average = 2 * Joint Average, only 1 needs to be calculated\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"patient_136.npz\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"GLCM is symmetrical, therefore Sum Average = 2 * Joint Average, only 1 needs to be calculated\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"patient_140.npz\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"GLCM is symmetrical, therefore Sum Average = 2 * Joint Average, only 1 needs to be calculated\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"patient_146.npz\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"GLCM is symmetrical, therefore Sum Average = 2 * Joint Average, only 1 needs to be calculated\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"patient_153.npz\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"GLCM is symmetrical, therefore Sum Average = 2 * Joint Average, only 1 needs to be calculated\n",
"GLCM is symmetrical, therefore Sum Average = 2 * Joint Average, only 1 needs to be calculated\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"patient_155.npz\n",
"patient_156.npz\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"GLCM is symmetrical, therefore Sum Average = 2 * Joint Average, only 1 needs to be calculated\n",
"GLCM is symmetrical, therefore Sum Average = 2 * Joint Average, only 1 needs to be calculated\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"patient_158.npz\n",
"patient_167.npz\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"GLCM is symmetrical, therefore Sum Average = 2 * Joint Average, only 1 needs to be calculated\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"patient_168.npz\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"GLCM is symmetrical, therefore Sum Average = 2 * Joint Average, only 1 needs to be calculated\n",
"GLCM is symmetrical, therefore Sum Average = 2 * Joint Average, only 1 needs to be calculated\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"patient_169.npz\n",
"patient_170.npz\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"GLCM is symmetrical, therefore Sum Average = 2 * Joint Average, only 1 needs to be calculated\n",
"GLCM is symmetrical, therefore Sum Average = 2 * Joint Average, only 1 needs to be calculated\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"patient_177.npz\n",
"patient_179.npz\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"GLCM is symmetrical, therefore Sum Average = 2 * Joint Average, only 1 needs to be calculated\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"patient_182.npz\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"GLCM is symmetrical, therefore Sum Average = 2 * Joint Average, only 1 needs to be calculated\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"patient_190.npz\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"GLCM is symmetrical, therefore Sum Average = 2 * Joint Average, only 1 needs to be calculated\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"patient_191.npz\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"GLCM is symmetrical, therefore Sum Average = 2 * Joint Average, only 1 needs to be calculated\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"patient_192.npz\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"GLCM is symmetrical, therefore Sum Average = 2 * Joint Average, only 1 needs to be calculated\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"patient_194.npz\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"GLCM is symmetrical, therefore Sum Average = 2 * Joint Average, only 1 needs to be calculated\n",
"GLCM is symmetrical, therefore Sum Average = 2 * Joint Average, only 1 needs to be calculated\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"patient_200.npz\n",
"patient_201.npz\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"GLCM is symmetrical, therefore Sum Average = 2 * Joint Average, only 1 needs to be calculated\n",
"GLCM is symmetrical, therefore Sum Average = 2 * Joint Average, only 1 needs to be calculated\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"patient_203.npz\n",
"patient_205.npz\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"GLCM is symmetrical, therefore Sum Average = 2 * Joint Average, only 1 needs to be calculated\n",
"GLCM is symmetrical, therefore Sum Average = 2 * Joint Average, only 1 needs to be calculated\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"patient_206.npz\n",
"patient_207.npz\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"GLCM is symmetrical, therefore Sum Average = 2 * Joint Average, only 1 needs to be calculated\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"patient_215.npz\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"GLCM is symmetrical, therefore Sum Average = 2 * Joint Average, only 1 needs to be calculated\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"patient_217.npz\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"GLCM is symmetrical, therefore Sum Average = 2 * Joint Average, only 1 needs to be calculated\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"patient_219.npz\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"GLCM is symmetrical, therefore Sum Average = 2 * Joint Average, only 1 needs to be calculated\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"patient_220.npz\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"GLCM is symmetrical, therefore Sum Average = 2 * Joint Average, only 1 needs to be calculated\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"patient_223.npz\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"GLCM is symmetrical, therefore Sum Average = 2 * Joint Average, only 1 needs to be calculated\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"patient_230.npz\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"GLCM is symmetrical, therefore Sum Average = 2 * Joint Average, only 1 needs to be calculated\n",
"GLCM is symmetrical, therefore Sum Average = 2 * Joint Average, only 1 needs to be calculated\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"patient_232.npz\n",
"patient_239.npz\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"GLCM is symmetrical, therefore Sum Average = 2 * Joint Average, only 1 needs to be calculated\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"patient_241.npz\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"GLCM is symmetrical, therefore Sum Average = 2 * Joint Average, only 1 needs to be calculated\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"patient_243.npz\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"GLCM is symmetrical, therefore Sum Average = 2 * Joint Average, only 1 needs to be calculated\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"patient_245.npz\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"GLCM is symmetrical, therefore Sum Average = 2 * Joint Average, only 1 needs to be calculated\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"patient_254.npz\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"GLCM is symmetrical, therefore Sum Average = 2 * Joint Average, only 1 needs to be calculated\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"patient_260.npz\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"GLCM is symmetrical, therefore Sum Average = 2 * Joint Average, only 1 needs to be calculated\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"patient_265.npz\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"GLCM is symmetrical, therefore Sum Average = 2 * Joint Average, only 1 needs to be calculated\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"patient_267.npz\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"GLCM is symmetrical, therefore Sum Average = 2 * Joint Average, only 1 needs to be calculated\n",
"GLCM is symmetrical, therefore Sum Average = 2 * Joint Average, only 1 needs to be calculated\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"patient_270.npz\n",
"patient_271.npz\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"GLCM is symmetrical, therefore Sum Average = 2 * Joint Average, only 1 needs to be calculated\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"patient_274.npz\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"GLCM is symmetrical, therefore Sum Average = 2 * Joint Average, only 1 needs to be calculated\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"patient_278.npz\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"GLCM is symmetrical, therefore Sum Average = 2 * Joint Average, only 1 needs to be calculated\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"patient_281.npz\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"GLCM is symmetrical, therefore Sum Average = 2 * Joint Average, only 1 needs to be calculated\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"patient_287.npz\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"GLCM is symmetrical, therefore Sum Average = 2 * Joint Average, only 1 needs to be calculated\n",
"GLCM is symmetrical, therefore Sum Average = 2 * Joint Average, only 1 needs to be calculated\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"patient_289.npz\n",
"patient_291.npz\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"GLCM is symmetrical, therefore Sum Average = 2 * Joint Average, only 1 needs to be calculated\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"patient_292.npz\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"GLCM is symmetrical, therefore Sum Average = 2 * Joint Average, only 1 needs to be calculated\n",
"GLCM is symmetrical, therefore Sum Average = 2 * Joint Average, only 1 needs to be calculated\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"patient_296.npz\n",
"patient_301.npz\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"GLCM is symmetrical, therefore Sum Average = 2 * Joint Average, only 1 needs to be calculated\n",
"GLCM is symmetrical, therefore Sum Average = 2 * Joint Average, only 1 needs to be calculated\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"patient_319.npz\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"GLCM is symmetrical, therefore Sum Average = 2 * Joint Average, only 1 needs to be calculated\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"patient_322.npz\n",
"patient_324.npz\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"GLCM is symmetrical, therefore Sum Average = 2 * Joint Average, only 1 needs to be calculated\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"patient_326.npz\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"GLCM is symmetrical, therefore Sum Average = 2 * Joint Average, only 1 needs to be calculated\n",
"GLCM is symmetrical, therefore Sum Average = 2 * Joint Average, only 1 needs to be calculated\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"patient_332.npz\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"GLCM is symmetrical, therefore Sum Average = 2 * Joint Average, only 1 needs to be calculated\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"patient_337.npz\n",
"patient_339.npz\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"GLCM is symmetrical, therefore Sum Average = 2 * Joint Average, only 1 needs to be calculated\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"patient_342.npz\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"GLCM is symmetrical, therefore Sum Average = 2 * Joint Average, only 1 needs to be calculated\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"patient_344.npz\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"GLCM is symmetrical, therefore Sum Average = 2 * Joint Average, only 1 needs to be calculated\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"patient_351.npz\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"GLCM is symmetrical, therefore Sum Average = 2 * Joint Average, only 1 needs to be calculated\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"patient_352.npz\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"GLCM is symmetrical, therefore Sum Average = 2 * Joint Average, only 1 needs to be calculated\n",
"GLCM is symmetrical, therefore Sum Average = 2 * Joint Average, only 1 needs to be calculated\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"patient_360.npz\n",
"patient_363.npz\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"GLCM is symmetrical, therefore Sum Average = 2 * Joint Average, only 1 needs to be calculated\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"patient_364.npz\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"GLCM is symmetrical, therefore Sum Average = 2 * Joint Average, only 1 needs to be calculated\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"patient_369.npz\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"GLCM is symmetrical, therefore Sum Average = 2 * Joint Average, only 1 needs to be calculated\n",
"GLCM is symmetrical, therefore Sum Average = 2 * Joint Average, only 1 needs to be calculated\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"patient_370.npz\n",
"patient_374.npz\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"GLCM is symmetrical, therefore Sum Average = 2 * Joint Average, only 1 needs to be calculated\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"patient_377.npz\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"GLCM is symmetrical, therefore Sum Average = 2 * Joint Average, only 1 needs to be calculated\n",
"GLCM is symmetrical, therefore Sum Average = 2 * Joint Average, only 1 needs to be calculated\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"patient_379.npz\n",
"patient_387.npz\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"GLCM is symmetrical, therefore Sum Average = 2 * Joint Average, only 1 needs to be calculated\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"patient_398.npz\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"GLCM is symmetrical, therefore Sum Average = 2 * Joint Average, only 1 needs to be calculated\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"patient_405.npz\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"GLCM is symmetrical, therefore Sum Average = 2 * Joint Average, only 1 needs to be calculated\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"patient_407.npz\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"GLCM is symmetrical, therefore Sum Average = 2 * Joint Average, only 1 needs to be calculated\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"patient_408.npz\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"GLCM is symmetrical, therefore Sum Average = 2 * Joint Average, only 1 needs to be calculated\n",
"GLCM is symmetrical, therefore Sum Average = 2 * Joint Average, only 1 needs to be calculated\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"patient_410.npz\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"GLCM is symmetrical, therefore Sum Average = 2 * Joint Average, only 1 needs to be calculated\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"patient_411.npz\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"GLCM is symmetrical, therefore Sum Average = 2 * Joint Average, only 1 needs to be calculated\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"patient_412.npz\n",
"patient_413.npz\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"GLCM is symmetrical, therefore Sum Average = 2 * Joint Average, only 1 needs to be calculated\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"patient_415.npz\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"GLCM is symmetrical, therefore Sum Average = 2 * Joint Average, only 1 needs to be calculated\n",
"GLCM is symmetrical, therefore Sum Average = 2 * Joint Average, only 1 needs to be calculated\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"patient_419.npz\n"
]
}
],
"source": [
"# Extract features on all images\n",
"filenames = os.listdir(\"Chal/test_data/images\")\n",
"\n",
"features_names = list(result.keys())+[\"patient_number\"]\n",
"features_list = dict.fromkeys(features_names)\n",
"for feature in features_names:\n",
" features_list[feature] = []\n",
"\n",
"for file in filenames:\n",
" if file.split(\".\")[-1]==\"npz\":\n",
" features_list[\"patient_number\"].append(file.split(\".\")[-2].split(\"_\")[1])\n",
"\n",
"for file in filenames:\n",
" if file.split(\".\")[-1]!=\"npz\":\n",
" continue\n",
" scan_path = \"Chal/test_data/images/\"+file.split(\".\")[0]+\"_sikt_scan.nrrd\"\n",
" mask_path = \"Chal/test_data/images/\"+file.split(\".\")[0]+\"_sikt_mask.nrrd\"\n",
" if len(np.unique(sitk.GetArrayFromImage(sitk.ReadImage(mask_path))))<2:\n",
" for feature in features_names:\n",
" if feature!=\"patient_number\":\n",
" features_list[feature].append(None)\n",
" continue\n",
" print(file)\n",
" result = extractor.execute(scan_path, mask_path)\n",
" for key, value in result.items():\n",
" features_list[key].append(value)"
]
},
{
"cell_type": "code",
"execution_count": 50,
"metadata": {},
"outputs": [],
"source": [
"# Useless\n",
"rows = []\n",
"for i in features_names:\n",
" while \"diagnostics\"\n",
"rows.append(features_names)\n",
"for key, value in features_list.items():\n",
" rows.append(value)"
]
},
{
"cell_type": "code",
"execution_count": 92,
"metadata": {},
"outputs": [],
"source": [
"# Save Features\n",
"df = pd.DataFrame(data=features_list)\n",
"df.to_csv(\"extracted_features.csv\", sep=',',index=False)"
]
},
{
"cell_type": "code",
"execution_count": 98,
"metadata": {},
"outputs": [],
"source": [
"# Save Features\n",
"df = pd.DataFrame(data=features_list)\n",
"df.to_csv(\"test_extracted_features.csv\", sep=',',index=False)"
]
},
{
"cell_type": "code",
"execution_count": 93,
"metadata": {},
"outputs": [
{
"data": {
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" vertical-align: middle;\n",
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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>diagnostics_Versions_PyRadiomics</th>\n",
" <th>diagnostics_Versions_Numpy</th>\n",
" <th>diagnostics_Versions_SimpleITK</th>\n",
" <th>diagnostics_Versions_PyWavelet</th>\n",
" <th>diagnostics_Versions_Python</th>\n",
" <th>diagnostics_Configuration_Settings</th>\n",
" <th>diagnostics_Configuration_EnabledImageTypes</th>\n",
" <th>diagnostics_Image-original_Hash</th>\n",
" <th>diagnostics_Image-original_Dimensionality</th>\n",
" <th>diagnostics_Image-original_Spacing</th>\n",
" <th>...</th>\n",
" <th>original_glszm_SmallAreaLowGrayLevelEmphasis</th>\n",
" <th>original_glszm_ZoneEntropy</th>\n",
" <th>original_glszm_ZonePercentage</th>\n",
" <th>original_glszm_ZoneVariance</th>\n",
" <th>original_ngtdm_Busyness</th>\n",
" <th>original_ngtdm_Coarseness</th>\n",
" <th>original_ngtdm_Complexity</th>\n",
" <th>original_ngtdm_Contrast</th>\n",
" <th>original_ngtdm_Strength</th>\n",
" <th>patient_number</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>2.2.0</td>\n",
" <td>1.17.4</td>\n",
" <td>1.2.4</td>\n",
" <td>0.5.2</td>\n",
" <td>3.6.5</td>\n",
" <td>{'minimumROIDimensions': 2, 'minimumROISize': ...</td>\n",
" <td>{'Original': {}}</td>\n",
" <td>12594f333e663f725eafbb011efb36cc28ef09ea</td>\n",
" <td>3D</td>\n",
" <td>(1.0, 1.0, 1.0)</td>\n",
" <td>...</td>\n",
" <td>0.0014159294924583742</td>\n",
" <td>7.440152780881469</td>\n",
" <td>0.05065013935430697</td>\n",
" <td>811080.0103191268</td>\n",
" <td>4.638003576181803</td>\n",
" <td>5.446082904968082e-05</td>\n",
" <td>1208.990130928983</td>\n",
" <td>0.004242342429635777</td>\n",
" <td>0.3528600071678195</td>\n",
" <td>002</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>...</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>003</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>2.2.0</td>\n",
" <td>1.17.4</td>\n",
" <td>1.2.4</td>\n",
" <td>0.5.2</td>\n",
" <td>3.6.5</td>\n",
" <td>{'minimumROIDimensions': 2, 'minimumROISize': ...</td>\n",
" <td>{'Original': {}}</td>\n",
" <td>793be327098729932754ab0c539a10d3be8007c0</td>\n",
" <td>3D</td>\n",
" <td>(1.0, 1.0, 1.0)</td>\n",
" <td>...</td>\n",
" <td>0.0011823588904757247</td>\n",
" <td>8.05320738907593</td>\n",
" <td>0.12583400659035412</td>\n",
" <td>43542.93247932123</td>\n",
" <td>1.2453260036682692</td>\n",
" <td>0.000216962582959674</td>\n",
" <td>2124.6732991252165</td>\n",
" <td>0.029745506287594543</td>\n",
" <td>0.593370980923771</td>\n",
" <td>004</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>2.2.0</td>\n",
" <td>1.17.4</td>\n",
" <td>1.2.4</td>\n",
" <td>0.5.2</td>\n",
" <td>3.6.5</td>\n",
" <td>{'minimumROIDimensions': 2, 'minimumROISize': ...</td>\n",
" <td>{'Original': {}}</td>\n",
" <td>5728d2537b555bb664252698dc1a51694866b4f4</td>\n",
" <td>3D</td>\n",
" <td>(1.0, 1.0, 1.0)</td>\n",
" <td>...</td>\n",
" <td>0.006010770464847511</td>\n",
" <td>6.445624212509823</td>\n",
" <td>0.03442424242424243</td>\n",
" <td>78052.2017952787</td>\n",
" <td>0.3192361746468855</td>\n",
" <td>0.0011584858008878434</td>\n",
" <td>493.9439694152586</td>\n",
" <td>0.004182293302986566</td>\n",
" <td>7.9263924028377275</td>\n",
" <td>005</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>2.2.0</td>\n",
" <td>1.17.4</td>\n",
" <td>1.2.4</td>\n",
" <td>0.5.2</td>\n",
" <td>3.6.5</td>\n",
" <td>{'minimumROIDimensions': 2, 'minimumROISize': ...</td>\n",
" <td>{'Original': {}}</td>\n",
" <td>9f1b576cfc98ab355c1ac62a08abd4f84c89be21</td>\n",
" <td>3D</td>\n",
" <td>(1.0, 1.0, 1.0)</td>\n",
" <td>...</td>\n",
" <td>0.0010591164492006718</td>\n",
" <td>7.968079701923623</td>\n",
" <td>0.05924262819164598</td>\n",
" <td>611132.025210262</td>\n",
" <td>3.6014025715567675</td>\n",
" <td>5.676665846302051e-05</td>\n",
" <td>1723.9199416906906</td>\n",
" <td>0.009181368148031591</td>\n",
" <td>0.5111257271308385</td>\n",
" <td>007</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5</th>\n",
" <td>2.2.0</td>\n",
" <td>1.17.4</td>\n",
" <td>1.2.4</td>\n",
" <td>0.5.2</td>\n",
" <td>3.6.5</td>\n",
" <td>{'minimumROIDimensions': 2, 'minimumROISize': ...</td>\n",
" <td>{'Original': {}}</td>\n",
" <td>6d505a43db6064df0112884d2876f6e83e97804c</td>\n",
" <td>3D</td>\n",
" <td>(1.0, 1.0, 1.0)</td>\n",
" <td>...</td>\n",
" <td>0.002603921296331485</td>\n",
" <td>6.902112459727654</td>\n",
" <td>0.3567645642753972</td>\n",
" <td>297.2954117880604</td>\n",
" <td>0.29144824075065945</td>\n",
" <td>0.002476095943858015</td>\n",
" <td>1625.667447850248</td>\n",
" <td>0.23602064618873433</td>\n",
" <td>2.0443356629047984</td>\n",
" <td>008</td>\n",
" </tr>\n",
" <tr>\n",
" <th>6</th>\n",
" <td>2.2.0</td>\n",
" <td>1.17.4</td>\n",
" <td>1.2.4</td>\n",
" <td>0.5.2</td>\n",
" <td>3.6.5</td>\n",
" <td>{'minimumROIDimensions': 2, 'minimumROISize': ...</td>\n",
" <td>{'Original': {}}</td>\n",
" <td>e73b20e78dcb299acfe3ccdb16915e5da5e64e8b</td>\n",
" <td>3D</td>\n",
" <td>(1.0, 1.0, 1.0)</td>\n",
" <td>...</td>\n",
" <td>0.006495320016546854</td>\n",
" <td>5.951022804375938</td>\n",
" <td>0.36528028933092227</td>\n",
" <td>156.28264385844525</td>\n",
" <td>0.09501105398887026</td>\n",
" <td>0.007916250096069312</td>\n",
" <td>1518.545746076143</td>\n",
" <td>0.18237875682701976</td>\n",
" <td>5.4164580535629065</td>\n",
" <td>011</td>\n",
" </tr>\n",
" <tr>\n",
" <th>7</th>\n",
" <td>2.2.0</td>\n",
" <td>1.17.4</td>\n",
" <td>1.2.4</td>\n",
" <td>0.5.2</td>\n",
" <td>3.6.5</td>\n",
" <td>{'minimumROIDimensions': 2, 'minimumROISize': ...</td>\n",
" <td>{'Original': {}}</td>\n",
" <td>51a099ec121e376fb2ac8cd6c124e5022cb3a8e8</td>\n",
" <td>3D</td>\n",
" <td>(1.0, 1.0, 1.0)</td>\n",
" <td>...</td>\n",
" <td>0.0024816657630558495</td>\n",
" <td>7.187488219746435</td>\n",
" <td>0.22692146021275908</td>\n",
" <td>12552.147271933809</td>\n",
" <td>0.718215089001439</td>\n",
" <td>0.0005338474193486882</td>\n",
" <td>1647.829002575773</td>\n",
" <td>0.15172573955141086</td>\n",
" <td>0.9576135144010168</td>\n",
" <td>014</td>\n",
" </tr>\n",
" <tr>\n",
" <th>8</th>\n",
" <td>2.2.0</td>\n",
" <td>1.17.4</td>\n",
" <td>1.2.4</td>\n",
" <td>0.5.2</td>\n",
" <td>3.6.5</td>\n",
" <td>{'minimumROIDimensions': 2, 'minimumROISize': ...</td>\n",
" <td>{'Original': {}}</td>\n",
" <td>a006099e256744eedd9278354a398b33c134a07e</td>\n",
" <td>3D</td>\n",
" <td>(1.0, 1.0, 1.0)</td>\n",
" <td>...</td>\n",
" <td>0.002710463401557397</td>\n",
" <td>7.163170755024512</td>\n",
" <td>0.06724826260535266</td>\n",
" <td>210087.6836985185</td>\n",
" <td>3.411742942537483</td>\n",
" <td>0.00014734084864731234</td>\n",
" <td>571.386299734884</td>\n",
" <td>0.019888263426672353</td>\n",
" <td>0.39281939193215354</td>\n",
" <td>015</td>\n",
" </tr>\n",
" <tr>\n",
" <th>9</th>\n",
" <td>2.2.0</td>\n",
" <td>1.17.4</td>\n",
" <td>1.2.4</td>\n",
" <td>0.5.2</td>\n",
" <td>3.6.5</td>\n",
" <td>{'minimumROIDimensions': 2, 'minimumROISize': ...</td>\n",
" <td>{'Original': {}}</td>\n",
" <td>767e22198388ac93a9db95e0dfd9b3fa7e14f685</td>\n",
" <td>3D</td>\n",
" <td>(1.0, 1.0, 1.0)</td>\n",
" <td>...</td>\n",
" <td>0.0011997397769629755</td>\n",
" <td>7.300068195325571</td>\n",
" <td>0.02935379145087733</td>\n",
" <td>686026.4747536255</td>\n",
" <td>3.568586114684688</td>\n",
" <td>9.763512851495345e-05</td>\n",
" <td>684.5476765671239</td>\n",
" <td>0.004234913657332878</td>\n",
" <td>0.5179838137907027</td>\n",
" <td>016</td>\n",
" </tr>\n",
" <tr>\n",
" <th>10</th>\n",
" <td>2.2.0</td>\n",
" <td>1.17.4</td>\n",
" <td>1.2.4</td>\n",
" <td>0.5.2</td>\n",
" <td>3.6.5</td>\n",
" <td>{'minimumROIDimensions': 2, 'minimumROISize': ...</td>\n",
" <td>{'Original': {}}</td>\n",
" <td>f65716ab000b2cab81ddd97e9e866dbc6cf54cf9</td>\n",
" <td>3D</td>\n",
" <td>(1.0, 1.0, 1.0)</td>\n",
" <td>...</td>\n",
" <td>0.001446299567661113</td>\n",
" <td>7.1482289392513</td>\n",
" <td>0.15515759871890014</td>\n",
" <td>29405.39059390769</td>\n",
" <td>1.2292764344076512</td>\n",
" <td>0.0002473928805907371</td>\n",
" <td>1679.6737560912095</td>\n",
" <td>0.07042559391726383</td>\n",
" <td>0.7519694951848688</td>\n",
" <td>017</td>\n",
" </tr>\n",
" <tr>\n",
" <th>11</th>\n",
" <td>2.2.0</td>\n",
" <td>1.17.4</td>\n",
" <td>1.2.4</td>\n",
" <td>0.5.2</td>\n",
" <td>3.6.5</td>\n",
" <td>{'minimumROIDimensions': 2, 'minimumROISize': ...</td>\n",
" <td>{'Original': {}}</td>\n",
" <td>db71698b55385f24e2094eb9eb473ec60fa11eba</td>\n",
" <td>3D</td>\n",
" <td>(1.0, 1.0, 1.0)</td>\n",
" <td>...</td>\n",
" <td>0.005795213208560181</td>\n",
" <td>6.717746514400345</td>\n",
" <td>0.3448</td>\n",
" <td>234.74565346511557</td>\n",
" <td>0.21531070583514791</td>\n",
" <td>0.004311672555854459</td>\n",
" <td>1120.3790957642361</td>\n",
" <td>0.26061068807854054</td>\n",
" <td>2.67177305342798</td>\n",
" <td>018</td>\n",
" </tr>\n",
" <tr>\n",
" <th>12</th>\n",
" <td>2.2.0</td>\n",
" <td>1.17.4</td>\n",
" <td>1.2.4</td>\n",
" <td>0.5.2</td>\n",
" <td>3.6.5</td>\n",
" <td>{'minimumROIDimensions': 2, 'minimumROISize': ...</td>\n",
" <td>{'Original': {}}</td>\n",
" <td>0fd2875d68a33102403e1250fa54a3b97d2e8038</td>\n",
" <td>3D</td>\n",
" <td>(1.0, 1.0, 1.0)</td>\n",
" <td>...</td>\n",
" <td>0.0024163820170306216</td>\n",
" <td>6.925315419808879</td>\n",
" <td>0.1128870157237802</td>\n",
" <td>30505.587363138762</td>\n",
" <td>0.7435117485030087</td>\n",
" <td>0.0004070436981795229</td>\n",
" <td>1253.528510770986</td>\n",
" <td>0.02491228994041788</td>\n",
" <td>1.34571279526463</td>\n",
" <td>020</td>\n",
" </tr>\n",
" <tr>\n",
" <th>13</th>\n",
" <td>2.2.0</td>\n",
" <td>1.17.4</td>\n",
" <td>1.2.4</td>\n",
" <td>0.5.2</td>\n",
" <td>3.6.5</td>\n",
" <td>{'minimumROIDimensions': 2, 'minimumROISize': ...</td>\n",
" <td>{'Original': {}}</td>\n",
" <td>58ac9f73a92cb0c8bd4b27cba4a5d7ba0ae4064e</td>\n",
" <td>3D</td>\n",
" <td>(1.0, 1.0, 1.0)</td>\n",
" <td>...</td>\n",
" <td>0.0011862493145998437</td>\n",
" <td>7.81034796797381</td>\n",
" <td>0.129630196300433</td>\n",
" <td>141833.43206893734</td>\n",
" <td>2.5739529880840752</td>\n",
" <td>7.523836316655893e-05</td>\n",
" <td>3783.570137452137</td>\n",
" <td>0.027978509760262837</td>\n",
" <td>0.5198296269213483</td>\n",
" <td>021</td>\n",
" </tr>\n",
" <tr>\n",
" <th>14</th>\n",
" <td>2.2.0</td>\n",
" <td>1.17.4</td>\n",
" <td>1.2.4</td>\n",
" <td>0.5.2</td>\n",
" <td>3.6.5</td>\n",
" <td>{'minimumROIDimensions': 2, 'minimumROISize': ...</td>\n",
" <td>{'Original': {}}</td>\n",
" <td>00f4c6538c38660e8b280ee538e4871fc9561e62</td>\n",
" <td>3D</td>\n",
" <td>(1.0, 1.0, 1.0)</td>\n",
" <td>...</td>\n",
" <td>0.0036028534742678056</td>\n",
" <td>7.119603520516285</td>\n",
" <td>0.2674930680150057</td>\n",
" <td>362.57364626710296</td>\n",
" <td>0.24853563488531313</td>\n",
" <td>0.0038810862563832234</td>\n",
" <td>982.1963220743498</td>\n",
" <td>0.2629703327415735</td>\n",
" <td>2.8692955397867865</td>\n",
" <td>022</td>\n",
" </tr>\n",
" <tr>\n",
" <th>15</th>\n",
" <td>2.2.0</td>\n",
" <td>1.17.4</td>\n",
" <td>1.2.4</td>\n",
" <td>0.5.2</td>\n",
" <td>3.6.5</td>\n",
" <td>{'minimumROIDimensions': 2, 'minimumROISize': ...</td>\n",
" <td>{'Original': {}}</td>\n",
" <td>bd4f5ca8cf3b7afadf2a43f425b66edf1d6ebe11</td>\n",
" <td>3D</td>\n",
" <td>(1.0, 1.0, 1.0)</td>\n",
" <td>...</td>\n",
" <td>0.0014782033379319083</td>\n",
" <td>7.219255031854712</td>\n",
" <td>0.14935017443263682</td>\n",
" <td>182536.6243364634</td>\n",
" <td>6.7939657787905325</td>\n",
" <td>3.2568551442329724e-05</td>\n",
" <td>3274.4066226843884</td>\n",
" <td>0.05036177188228468</td>\n",
" <td>0.1461400249351767</td>\n",
" <td>023</td>\n",
" </tr>\n",
" <tr>\n",
" <th>16</th>\n",
" <td>2.2.0</td>\n",
" <td>1.17.4</td>\n",
" <td>1.2.4</td>\n",
" <td>0.5.2</td>\n",
" <td>3.6.5</td>\n",
" <td>{'minimumROIDimensions': 2, 'minimumROISize': ...</td>\n",
" <td>{'Original': {}}</td>\n",
" <td>595826dcdfbf9652827e3a1f6937211634edf370</td>\n",
" <td>3D</td>\n",
" <td>(1.0, 1.0, 1.0)</td>\n",
" <td>...</td>\n",
" <td>0.006907860635189329</td>\n",
" <td>5.950434128790246</td>\n",
" <td>0.44931506849315067</td>\n",
" <td>13.595441701368234</td>\n",
" <td>0.07775376602305296</td>\n",
" <td>0.015311698238793617</td>\n",
" <td>1082.3433954985846</td>\n",
" <td>0.18711460911450706</td>\n",
" <td>6.9985259560373505</td>\n",
" <td>024</td>\n",
" </tr>\n",
" <tr>\n",
" <th>17</th>\n",
" <td>2.2.0</td>\n",
" <td>1.17.4</td>\n",
" <td>1.2.4</td>\n",
" <td>0.5.2</td>\n",
" <td>3.6.5</td>\n",
" <td>{'minimumROIDimensions': 2, 'minimumROISize': ...</td>\n",
" <td>{'Original': {}}</td>\n",
" <td>3d3e518cf08aff6eb5c0c7abfc4094c94e4110d1</td>\n",
" <td>3D</td>\n",
" <td>(1.0, 1.0, 1.0)</td>\n",
" <td>...</td>\n",
" <td>0.008796740018479512</td>\n",
" <td>6.767227329727602</td>\n",
" <td>0.5231710871466045</td>\n",
" <td>6.291318037569541</td>\n",
" <td>0.7443653978587913</td>\n",
" <td>0.0025182204955828675</td>\n",
" <td>4106.131295341815</td>\n",
" <td>0.37330474914344075</td>\n",
" <td>2.309729433318687</td>\n",
" <td>025</td>\n",
" </tr>\n",
" <tr>\n",
" <th>18</th>\n",
" <td>2.2.0</td>\n",
" <td>1.17.4</td>\n",
" <td>1.2.4</td>\n",
" <td>0.5.2</td>\n",
" <td>3.6.5</td>\n",
" <td>{'minimumROIDimensions': 2, 'minimumROISize': ...</td>\n",
" <td>{'Original': {}}</td>\n",
" <td>79a7de279fb138413263eee2b69786414a60cbf9</td>\n",
" <td>3D</td>\n",
" <td>(1.0, 1.0, 1.0)</td>\n",
" <td>...</td>\n",
" <td>0.001557470188282822</td>\n",
" <td>7.090255023506899</td>\n",
" <td>0.12212354450365108</td>\n",
" <td>33589.52913567098</td>\n",
" <td>0.7661707437541035</td>\n",
" <td>0.0004014305095663808</td>\n",
" <td>1161.876057322675</td>\n",
" <td>0.059036952728628085</td>\n",
" <td>1.1032477225643165</td>\n",
" <td>026</td>\n",
" </tr>\n",
" <tr>\n",
" <th>19</th>\n",
" <td>2.2.0</td>\n",
" <td>1.17.4</td>\n",
" <td>1.2.4</td>\n",
" <td>0.5.2</td>\n",
" <td>3.6.5</td>\n",
" <td>{'minimumROIDimensions': 2, 'minimumROISize': ...</td>\n",
" <td>{'Original': {}}</td>\n",
" <td>fd015105daca2518853520558c52bc230e8575ec</td>\n",
" <td>3D</td>\n",
" <td>(1.0, 1.0, 1.0)</td>\n",
" <td>...</td>\n",
" <td>0.005713686201900686</td>\n",
" <td>6.663476366367941</td>\n",
" <td>0.08957553058676654</td>\n",
" <td>2804.8407774769635</td>\n",
" <td>0.08874752350635252</td>\n",
" <td>0.003560695223905199</td>\n",
" <td>1478.1495036217834</td>\n",
" <td>0.034767170274454084</td>\n",
" <td>13.176368854198525</td>\n",
" <td>029</td>\n",
" </tr>\n",
" <tr>\n",
" <th>20</th>\n",
" <td>2.2.0</td>\n",
" <td>1.17.4</td>\n",
" <td>1.2.4</td>\n",
" <td>0.5.2</td>\n",
" <td>3.6.5</td>\n",
" <td>{'minimumROIDimensions': 2, 'minimumROISize': ...</td>\n",
" <td>{'Original': {}}</td>\n",
" <td>0447ab9567ed7d777497a4fba69d457b4334e0d5</td>\n",
" <td>3D</td>\n",
" <td>(1.0, 1.0, 1.0)</td>\n",
" <td>...</td>\n",
" <td>0.002264241467467257</td>\n",
" <td>7.528535891348224</td>\n",
" <td>0.09316935914228884</td>\n",
" <td>393164.94835038495</td>\n",
" <td>5.069998381229161</td>\n",
" <td>3.8983071733322356e-05</td>\n",
" <td>2430.5623771889923</td>\n",
" <td>0.028673775438350833</td>\n",
" <td>0.2824008653671039</td>\n",
" <td>030</td>\n",
" </tr>\n",
" <tr>\n",
" <th>21</th>\n",
" <td>2.2.0</td>\n",
" <td>1.17.4</td>\n",
" <td>1.2.4</td>\n",
" <td>0.5.2</td>\n",
" <td>3.6.5</td>\n",
" <td>{'minimumROIDimensions': 2, 'minimumROISize': ...</td>\n",
" <td>{'Original': {}}</td>\n",
" <td>e19e2775aaeeea7fe18ea99245314f606583dede</td>\n",
" <td>3D</td>\n",
" <td>(1.0, 1.0, 1.0)</td>\n",
" <td>...</td>\n",
" <td>0.0033701014182111544</td>\n",
" <td>7.075213534864172</td>\n",
" <td>0.2759607607275442</td>\n",
" <td>10391.770094986245</td>\n",
" <td>1.869546784202216</td>\n",
" <td>0.0002989103733588873</td>\n",
" <td>1480.497558524571</td>\n",
" <td>0.24212596764408367</td>\n",
" <td>0.3691892591800383</td>\n",
" <td>031</td>\n",
" </tr>\n",
" <tr>\n",
" <th>22</th>\n",
" <td>2.2.0</td>\n",
" <td>1.17.4</td>\n",
" <td>1.2.4</td>\n",
" <td>0.5.2</td>\n",
" <td>3.6.5</td>\n",
" <td>{'minimumROIDimensions': 2, 'minimumROISize': ...</td>\n",
" <td>{'Original': {}}</td>\n",
" <td>c6af2e1a7f1ebed4054bfa52f32f236a19cb7b04</td>\n",
" <td>3D</td>\n",
" <td>(1.0, 1.0, 1.0)</td>\n",
" <td>...</td>\n",
" <td>0.004478892194681272</td>\n",
" <td>7.364049968847478</td>\n",
" <td>0.3871370033849991</td>\n",
" <td>19.054420979222684</td>\n",
" <td>0.9716861284774899</td>\n",
" <td>0.0005216460612959262</td>\n",
" <td>11917.081383411622</td>\n",
" <td>0.08934411615858587</td>\n",
" <td>2.852184219608707</td>\n",
" <td>032</td>\n",
" </tr>\n",
" <tr>\n",
" <th>23</th>\n",
" <td>2.2.0</td>\n",
" <td>1.17.4</td>\n",
" <td>1.2.4</td>\n",
" <td>0.5.2</td>\n",
" <td>3.6.5</td>\n",
" <td>{'minimumROIDimensions': 2, 'minimumROISize': ...</td>\n",
" <td>{'Original': {}}</td>\n",
" <td>bfa2119673ff03db3e3699d0cd85c4e269e229e6</td>\n",
" <td>3D</td>\n",
" <td>(1.0, 1.0, 1.0)</td>\n",
" <td>...</td>\n",
" <td>0.0009684034975278726</td>\n",
" <td>7.872772219592215</td>\n",
" <td>0.08349834468923295</td>\n",
" <td>338809.6860428674</td>\n",
" <td>2.992659970348785</td>\n",
" <td>5.4133503542378135e-05</td>\n",
" <td>2963.8876188000413</td>\n",
" <td>0.009854556161924995</td>\n",
" <td>0.5647399711839881</td>\n",
" <td>033</td>\n",
" </tr>\n",
" <tr>\n",
" <th>24</th>\n",
" <td>2.2.0</td>\n",
" <td>1.17.4</td>\n",
" <td>1.2.4</td>\n",
" <td>0.5.2</td>\n",
" <td>3.6.5</td>\n",
" <td>{'minimumROIDimensions': 2, 'minimumROISize': ...</td>\n",
" <td>{'Original': {}}</td>\n",
" <td>d5ffe45339bfca80ab65d9acde22ef36abd7655d</td>\n",
" <td>3D</td>\n",
" <td>(1.0, 1.0, 1.0)</td>\n",
" <td>...</td>\n",
" <td>0.002908885356763631</td>\n",
" <td>6.21075337013764</td>\n",
" <td>0.2940793754066363</td>\n",
" <td>508.0719467068682</td>\n",
" <td>0.22134234614219983</td>\n",
" <td>0.003224851038770374</td>\n",
" <td>1146.8938909447143</td>\n",
" <td>0.13475547967437387</td>\n",
" <td>2.7469204593263274</td>\n",
" <td>035</td>\n",
" </tr>\n",
" <tr>\n",
" <th>25</th>\n",
" <td>2.2.0</td>\n",
" <td>1.17.4</td>\n",
" <td>1.2.4</td>\n",
" <td>0.5.2</td>\n",
" <td>3.6.5</td>\n",
" <td>{'minimumROIDimensions': 2, 'minimumROISize': ...</td>\n",
" <td>{'Original': {}}</td>\n",
" <td>f3527dd02d868dffd46d25b1d23f2fa8b8e56a2d</td>\n",
" <td>3D</td>\n",
" <td>(1.0, 1.0, 1.0)</td>\n",
" <td>...</td>\n",
" <td>0.0036208752790588663</td>\n",
" <td>6.471723959457549</td>\n",
" <td>0.2441846153846154</td>\n",
" <td>1028.5670340038862</td>\n",
" <td>0.6573836988450625</td>\n",
" <td>0.0013299692055761766</td>\n",
" <td>1071.3662241422517</td>\n",
" <td>0.10377605682359203</td>\n",
" <td>0.8657919258745741</td>\n",
" <td>036</td>\n",
" </tr>\n",
" <tr>\n",
" <th>26</th>\n",
" <td>2.2.0</td>\n",
" <td>1.17.4</td>\n",
" <td>1.2.4</td>\n",
" <td>0.5.2</td>\n",
" <td>3.6.5</td>\n",
" <td>{'minimumROIDimensions': 2, 'minimumROISize': ...</td>\n",
" <td>{'Original': {}}</td>\n",
" <td>b9404e479f573a10474fa5e3cb7db1a11919ffee</td>\n",
" <td>3D</td>\n",
" <td>(1.0, 1.0, 1.0)</td>\n",
" <td>...</td>\n",
" <td>0.0016532951269105337</td>\n",
" <td>6.838362747834132</td>\n",
" <td>0.0632</td>\n",
" <td>413156.0150660787</td>\n",
" <td>2.1830571653224937</td>\n",
" <td>0.0001267737666582638</td>\n",
" <td>749.9158351824378</td>\n",
" <td>0.012066473305202052</td>\n",
" <td>0.9327402031053049</td>\n",
" <td>037</td>\n",
" </tr>\n",
" <tr>\n",
" <th>27</th>\n",
" <td>2.2.0</td>\n",
" <td>1.17.4</td>\n",
" <td>1.2.4</td>\n",
" <td>0.5.2</td>\n",
" <td>3.6.5</td>\n",
" <td>{'minimumROIDimensions': 2, 'minimumROISize': ...</td>\n",
" <td>{'Original': {}}</td>\n",
" <td>000124dd34f277dab8e8ed25b4f3fdc573250d7c</td>\n",
" <td>3D</td>\n",
" <td>(1.0, 1.0, 1.0)</td>\n",
" <td>...</td>\n",
" <td>0.021777146613668082</td>\n",
" <td>7.056734031952162</td>\n",
" <td>0.40493946731234864</td>\n",
" <td>42.56478399309962</td>\n",
" <td>2.3900556049024786</td>\n",
" <td>0.0008861569387576326</td>\n",
" <td>3444.064111227163</td>\n",
" <td>0.4168759894986801</td>\n",
" <td>1.2120189227048546</td>\n",
" <td>039</td>\n",
" </tr>\n",
" <tr>\n",
" <th>28</th>\n",
" <td>2.2.0</td>\n",
" <td>1.17.4</td>\n",
" <td>1.2.4</td>\n",
" <td>0.5.2</td>\n",
" <td>3.6.5</td>\n",
" <td>{'minimumROIDimensions': 2, 'minimumROISize': ...</td>\n",
" <td>{'Original': {}}</td>\n",
" <td>316cafb0bf8a80e58c69b4817162a95ee2592b67</td>\n",
" <td>3D</td>\n",
" <td>(1.0, 1.0, 1.0)</td>\n",
" <td>...</td>\n",
" <td>0.0009976370361452303</td>\n",
" <td>8.39840409320068</td>\n",
" <td>0.08230140065349956</td>\n",
" <td>96503.69110517327</td>\n",
" <td>0.960775376291332</td>\n",
" <td>0.0001967858309645778</td>\n",
" <td>2637.6172078158274</td>\n",
" <td>0.016261025617102468</td>\n",
" <td>1.3746116959447103</td>\n",
" <td>040</td>\n",
" </tr>\n",
" <tr>\n",
" <th>29</th>\n",
" <td>2.2.0</td>\n",
" <td>1.17.4</td>\n",
" <td>1.2.4</td>\n",
" <td>0.5.2</td>\n",
" <td>3.6.5</td>\n",
" <td>{'minimumROIDimensions': 2, 'minimumROISize': ...</td>\n",
" <td>{'Original': {}}</td>\n",
" <td>aab86d97a50a5d4320952e3893b27a56e1ec3594</td>\n",
" <td>3D</td>\n",
" <td>(1.0, 1.0, 1.0)</td>\n",
" <td>...</td>\n",
" <td>0.0033161139862184735</td>\n",
" <td>6.804784763626182</td>\n",
" <td>0.537030657940062</td>\n",
" <td>11.146471830061621</td>\n",
" <td>0.24075557855225987</td>\n",
" <td>0.0031409559177572096</td>\n",
" <td>4109.773898836124</td>\n",
" <td>0.47306662438586555</td>\n",
" <td>2.9058133115381</td>\n",
" <td>042</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>270</th>\n",
" <td>2.2.0</td>\n",
" <td>1.17.4</td>\n",
" <td>1.2.4</td>\n",
" <td>0.5.2</td>\n",
" <td>3.6.5</td>\n",
" <td>{'minimumROIDimensions': 2, 'minimumROISize': ...</td>\n",
" <td>{'Original': {}}</td>\n",
" <td>be4d8f2eca8fe2307ae6818aa18bcfa99b291d0e</td>\n",
" <td>3D</td>\n",
" <td>(1.0, 1.0, 1.0)</td>\n",
" <td>...</td>\n",
" <td>0.0013509056343411852</td>\n",
" <td>7.334743201676842</td>\n",
" <td>0.10878951426368542</td>\n",
" <td>151378.24478776962</td>\n",
" <td>2.3428187121503</td>\n",
" <td>0.00010627521367141708</td>\n",
" <td>1630.6569147296443</td>\n",
" <td>0.024289031675709668</td>\n",
" <td>0.4606421181580048</td>\n",
" <td>383</td>\n",
" </tr>\n",
" <tr>\n",
" <th>271</th>\n",
" <td>2.2.0</td>\n",
" <td>1.17.4</td>\n",
" <td>1.2.4</td>\n",
" <td>0.5.2</td>\n",
" <td>3.6.5</td>\n",
" <td>{'minimumROIDimensions': 2, 'minimumROISize': ...</td>\n",
" <td>{'Original': {}}</td>\n",
" <td>77deb4de13b4f07bb61d734e6ec9cc212a0cfe7f</td>\n",
" <td>3D</td>\n",
" <td>(1.0, 1.0, 1.0)</td>\n",
" <td>...</td>\n",
" <td>0.0019692452410667548</td>\n",
" <td>7.9000586359461815</td>\n",
" <td>0.08376924595341492</td>\n",
" <td>220261.32511390524</td>\n",
" <td>1.6669130507706895</td>\n",
" <td>0.00014576756906747247</td>\n",
" <td>2596.2892100343224</td>\n",
" <td>0.007389078129697386</td>\n",
" <td>2.1377123840874988</td>\n",
" <td>384</td>\n",
" </tr>\n",
" <tr>\n",
" <th>272</th>\n",
" <td>2.2.0</td>\n",
" <td>1.17.4</td>\n",
" <td>1.2.4</td>\n",
" <td>0.5.2</td>\n",
" <td>3.6.5</td>\n",
" <td>{'minimumROIDimensions': 2, 'minimumROISize': ...</td>\n",
" <td>{'Original': {}}</td>\n",
" <td>9ae0a95dc56ae7279abe420eb42c3805fac7d11a</td>\n",
" <td>3D</td>\n",
" <td>(1.0, 1.0, 1.0)</td>\n",
" <td>...</td>\n",
" <td>0.002567791612340664</td>\n",
" <td>6.825974708094388</td>\n",
" <td>0.2281795511221945</td>\n",
" <td>6672.7729771199265</td>\n",
" <td>0.661894902033628</td>\n",
" <td>0.0006908799968563485</td>\n",
" <td>1279.881703279654</td>\n",
" <td>0.1073748552891916</td>\n",
" <td>1.0214902995475954</td>\n",
" <td>385</td>\n",
" </tr>\n",
" <tr>\n",
" <th>273</th>\n",
" <td>2.2.0</td>\n",
" <td>1.17.4</td>\n",
" <td>1.2.4</td>\n",
" <td>0.5.2</td>\n",
" <td>3.6.5</td>\n",
" <td>{'minimumROIDimensions': 2, 'minimumROISize': ...</td>\n",
" <td>{'Original': {}}</td>\n",
" <td>837e5ae1dc8d128f63077a7e68ed93d006d1d6f9</td>\n",
" <td>3D</td>\n",
" <td>(1.0, 1.0, 1.0)</td>\n",
" <td>...</td>\n",
" <td>0.002449529032387442</td>\n",
" <td>7.03977569882979</td>\n",
" <td>0.3181305671439847</td>\n",
" <td>2010.213896679345</td>\n",
" <td>0.47142096946338186</td>\n",
" <td>0.0005808740155667074</td>\n",
" <td>5713.776148060454</td>\n",
" <td>0.15799137588532178</td>\n",
" <td>1.3758528190465993</td>\n",
" <td>386</td>\n",
" </tr>\n",
" <tr>\n",
" <th>274</th>\n",
" <td>2.2.0</td>\n",
" <td>1.17.4</td>\n",
" <td>1.2.4</td>\n",
" <td>0.5.2</td>\n",
" <td>3.6.5</td>\n",
" <td>{'minimumROIDimensions': 2, 'minimumROISize': ...</td>\n",
" <td>{'Original': {}}</td>\n",
" <td>ad0f07e904f6ea5f461ef51034291550c46136aa</td>\n",
" <td>3D</td>\n",
" <td>(1.0, 1.0, 1.0)</td>\n",
" <td>...</td>\n",
" <td>0.001188144214303948</td>\n",
" <td>6.976727623008532</td>\n",
" <td>0.05125079055449302</td>\n",
" <td>785969.9310955203</td>\n",
" <td>3.8016278198652</td>\n",
" <td>7.172777262168633e-05</td>\n",
" <td>802.1590061468481</td>\n",
" <td>0.005318600659449717</td>\n",
" <td>0.5216353800835233</td>\n",
" <td>388</td>\n",
" </tr>\n",
" <tr>\n",
" <th>275</th>\n",
" <td>2.2.0</td>\n",
" <td>1.17.4</td>\n",
" <td>1.2.4</td>\n",
" <td>0.5.2</td>\n",
" <td>3.6.5</td>\n",
" <td>{'minimumROIDimensions': 2, 'minimumROISize': ...</td>\n",
" <td>{'Original': {}}</td>\n",
" <td>7bec2a39df74a9e2e59a5cdd1096c29794eb4f68</td>\n",
" <td>3D</td>\n",
" <td>(1.0, 1.0, 1.0)</td>\n",
" <td>...</td>\n",
" <td>0.0040470839458114785</td>\n",
" <td>6.846158783236782</td>\n",
" <td>0.37414187643020597</td>\n",
" <td>44.474988076200106</td>\n",
" <td>0.24104344071650663</td>\n",
" <td>0.006761312245770574</td>\n",
" <td>1082.9570011449448</td>\n",
" <td>0.325462943510588</td>\n",
" <td>3.7278074028627395</td>\n",
" <td>389</td>\n",
" </tr>\n",
" <tr>\n",
" <th>276</th>\n",
" <td>2.2.0</td>\n",
" <td>1.17.4</td>\n",
" <td>1.2.4</td>\n",
" <td>0.5.2</td>\n",
" <td>3.6.5</td>\n",
" <td>{'minimumROIDimensions': 2, 'minimumROISize': ...</td>\n",
" <td>{'Original': {}}</td>\n",
" <td>ed2326ea913c8f192d36f9f8009f4b0da8b2f887</td>\n",
" <td>3D</td>\n",
" <td>(1.0, 1.0, 1.0)</td>\n",
" <td>...</td>\n",
" <td>0.00525405309115141</td>\n",
" <td>6.55191775162472</td>\n",
" <td>0.606694560669456</td>\n",
" <td>15.632940377102088</td>\n",
" <td>0.13843509755321795</td>\n",
" <td>0.004142410708728122</td>\n",
" <td>6602.780622433239</td>\n",
" <td>0.794694408241354</td>\n",
" <td>4.256762468826891</td>\n",
" <td>390</td>\n",
" </tr>\n",
" <tr>\n",
" <th>277</th>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>...</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>391</td>\n",
" </tr>\n",
" <tr>\n",
" <th>278</th>\n",
" <td>2.2.0</td>\n",
" <td>1.17.4</td>\n",
" <td>1.2.4</td>\n",
" <td>0.5.2</td>\n",
" <td>3.6.5</td>\n",
" <td>{'minimumROIDimensions': 2, 'minimumROISize': ...</td>\n",
" <td>{'Original': {}}</td>\n",
" <td>afd38ea1d48ef85eb4a553aafaee2ecbf9033094</td>\n",
" <td>3D</td>\n",
" <td>(1.0, 1.0, 1.0)</td>\n",
" <td>...</td>\n",
" <td>0.006589831902850517</td>\n",
" <td>7.0671533446542965</td>\n",
" <td>0.4437893081761006</td>\n",
" <td>246.6913640781993</td>\n",
" <td>0.4448591428677588</td>\n",
" <td>0.0009309076781772361</td>\n",
" <td>6051.920831005981</td>\n",
" <td>0.393646599803466</td>\n",
" <td>1.3731539230080159</td>\n",
" <td>392</td>\n",
" </tr>\n",
" <tr>\n",
" <th>279</th>\n",
" <td>2.2.0</td>\n",
" <td>1.17.4</td>\n",
" <td>1.2.4</td>\n",
" <td>0.5.2</td>\n",
" <td>3.6.5</td>\n",
" <td>{'minimumROIDimensions': 2, 'minimumROISize': ...</td>\n",
" <td>{'Original': {}}</td>\n",
" <td>676a0b5d486752323fd4bb034db883c545613e85</td>\n",
" <td>3D</td>\n",
" <td>(1.0, 1.0, 1.0)</td>\n",
" <td>...</td>\n",
" <td>0.005627222696726434</td>\n",
" <td>6.550081582231421</td>\n",
" <td>0.3996039603960396</td>\n",
" <td>552.115206943259</td>\n",
" <td>0.3406755410988624</td>\n",
" <td>0.0016397185525391935</td>\n",
" <td>2805.2378926059687</td>\n",
" <td>0.4780447536058001</td>\n",
" <td>1.9222176385002876</td>\n",
" <td>393</td>\n",
" </tr>\n",
" <tr>\n",
" <th>280</th>\n",
" <td>2.2.0</td>\n",
" <td>1.17.4</td>\n",
" <td>1.2.4</td>\n",
" <td>0.5.2</td>\n",
" <td>3.6.5</td>\n",
" <td>{'minimumROIDimensions': 2, 'minimumROISize': ...</td>\n",
" <td>{'Original': {}}</td>\n",
" <td>83d0f4a72dfee3d7fd97371a25cd16a78ef5ac75</td>\n",
" <td>3D</td>\n",
" <td>(1.0, 1.0, 1.0)</td>\n",
" <td>...</td>\n",
" <td>0.013458602554774874</td>\n",
" <td>6.04821530110506</td>\n",
" <td>0.5420054200542005</td>\n",
" <td>13.375975</td>\n",
" <td>0.17587494256212904</td>\n",
" <td>0.009829106273203849</td>\n",
" <td>1946.6586907576063</td>\n",
" <td>0.6774027776887893</td>\n",
" <td>4.457299674693692</td>\n",
" <td>394</td>\n",
" </tr>\n",
" <tr>\n",
" <th>281</th>\n",
" <td>2.2.0</td>\n",
" <td>1.17.4</td>\n",
" <td>1.2.4</td>\n",
" <td>0.5.2</td>\n",
" <td>3.6.5</td>\n",
" <td>{'minimumROIDimensions': 2, 'minimumROISize': ...</td>\n",
" <td>{'Original': {}}</td>\n",
" <td>1a44cfe606274d683844250e8063d206005b309b</td>\n",
" <td>3D</td>\n",
" <td>(1.0, 1.0, 1.0)</td>\n",
" <td>...</td>\n",
" <td>0.0015301414395284903</td>\n",
" <td>7.646380857897902</td>\n",
" <td>0.099608564522684</td>\n",
" <td>430181.2842743045</td>\n",
" <td>4.2834973475769695</td>\n",
" <td>4.700103179431201e-05</td>\n",
" <td>2103.9007784109804</td>\n",
" <td>0.01967008852253595</td>\n",
" <td>0.3465010231383506</td>\n",
" <td>395</td>\n",
" </tr>\n",
" <tr>\n",
" <th>282</th>\n",
" <td>2.2.0</td>\n",
" <td>1.17.4</td>\n",
" <td>1.2.4</td>\n",
" <td>0.5.2</td>\n",
" <td>3.6.5</td>\n",
" <td>{'minimumROIDimensions': 2, 'minimumROISize': ...</td>\n",
" <td>{'Original': {}}</td>\n",
" <td>f01abf6993c293df5a3e397ba89adef92f516a8f</td>\n",
" <td>3D</td>\n",
" <td>(1.0, 1.0, 1.0)</td>\n",
" <td>...</td>\n",
" <td>0.004051975410363078</td>\n",
" <td>7.242046172265801</td>\n",
" <td>0.34307331072267155</td>\n",
" <td>471.2459778224349</td>\n",
" <td>0.8400071965018975</td>\n",
" <td>0.0006237280431003554</td>\n",
" <td>5623.218717544708</td>\n",
" <td>0.2087544094065177</td>\n",
" <td>1.4803864293788846</td>\n",
" <td>396</td>\n",
" </tr>\n",
" <tr>\n",
" <th>283</th>\n",
" <td>2.2.0</td>\n",
" <td>1.17.4</td>\n",
" <td>1.2.4</td>\n",
" <td>0.5.2</td>\n",
" <td>3.6.5</td>\n",
" <td>{'minimumROIDimensions': 2, 'minimumROISize': ...</td>\n",
" <td>{'Original': {}}</td>\n",
" <td>ab86b1afffbefb256b9f450f1b1c1ca69372e99c</td>\n",
" <td>3D</td>\n",
" <td>(1.0, 1.0, 1.0)</td>\n",
" <td>...</td>\n",
" <td>0.0006413234112890079</td>\n",
" <td>7.798182267442231</td>\n",
" <td>0.0388714323834211</td>\n",
" <td>1169320.639178522</td>\n",
" <td>3.0262035180871107</td>\n",
" <td>5.898416096653614e-05</td>\n",
" <td>1515.553097825558</td>\n",
" <td>0.002113059538029328</td>\n",
" <td>0.7500047185247829</td>\n",
" <td>397</td>\n",
" </tr>\n",
" <tr>\n",
" <th>284</th>\n",
" <td>2.2.0</td>\n",
" <td>1.17.4</td>\n",
" <td>1.2.4</td>\n",
" <td>0.5.2</td>\n",
" <td>3.6.5</td>\n",
" <td>{'minimumROIDimensions': 2, 'minimumROISize': ...</td>\n",
" <td>{'Original': {}}</td>\n",
" <td>e73081be43e235e898c6003ee445f92fd7179686</td>\n",
" <td>3D</td>\n",
" <td>(1.0, 1.0, 1.0)</td>\n",
" <td>...</td>\n",
" <td>0.0035480536801734733</td>\n",
" <td>6.6473961935836945</td>\n",
" <td>0.34747953468332615</td>\n",
" <td>293.73771845232994</td>\n",
" <td>0.22660862047737765</td>\n",
" <td>0.003090580429514026</td>\n",
" <td>1522.0485246002622</td>\n",
" <td>0.21892236165194368</td>\n",
" <td>2.4418282715080295</td>\n",
" <td>399</td>\n",
" </tr>\n",
" <tr>\n",
" <th>285</th>\n",
" <td>2.2.0</td>\n",
" <td>1.17.4</td>\n",
" <td>1.2.4</td>\n",
" <td>0.5.2</td>\n",
" <td>3.6.5</td>\n",
" <td>{'minimumROIDimensions': 2, 'minimumROISize': ...</td>\n",
" <td>{'Original': {}}</td>\n",
" <td>f66f49d7ff9c5958c6e09972d93e70e0bab2ac0f</td>\n",
" <td>3D</td>\n",
" <td>(1.0, 1.0, 1.0)</td>\n",
" <td>...</td>\n",
" <td>0.0012063108774522946</td>\n",
" <td>6.882178339194774</td>\n",
" <td>0.10538428754084388</td>\n",
" <td>64958.019090796675</td>\n",
" <td>0.8471429838520521</td>\n",
" <td>0.00030675371502693913</td>\n",
" <td>1236.0951005573122</td>\n",
" <td>0.019229787808456775</td>\n",
" <td>1.6372599259696257</td>\n",
" <td>400</td>\n",
" </tr>\n",
" <tr>\n",
" <th>286</th>\n",
" <td>2.2.0</td>\n",
" <td>1.17.4</td>\n",
" <td>1.2.4</td>\n",
" <td>0.5.2</td>\n",
" <td>3.6.5</td>\n",
" <td>{'minimumROIDimensions': 2, 'minimumROISize': ...</td>\n",
" <td>{'Original': {}}</td>\n",
" <td>9986658ad80fd43b1ba42d40d68458f21347aa3f</td>\n",
" <td>3D</td>\n",
" <td>(1.0, 1.0, 1.0)</td>\n",
" <td>...</td>\n",
" <td>0.0012319263252038477</td>\n",
" <td>7.8933278381056</td>\n",
" <td>0.072210806883672</td>\n",
" <td>360760.9957643357</td>\n",
" <td>4.930224271693016</td>\n",
" <td>6.036582705246826e-05</td>\n",
" <td>1493.771670493071</td>\n",
" <td>0.013861672716860611</td>\n",
" <td>0.2548237425906703</td>\n",
" <td>401</td>\n",
" </tr>\n",
" <tr>\n",
" <th>287</th>\n",
" <td>2.2.0</td>\n",
" <td>1.17.4</td>\n",
" <td>1.2.4</td>\n",
" <td>0.5.2</td>\n",
" <td>3.6.5</td>\n",
" <td>{'minimumROIDimensions': 2, 'minimumROISize': ...</td>\n",
" <td>{'Original': {}}</td>\n",
" <td>44a2e453cc1d0492e503a27243f32df4fad0a37d</td>\n",
" <td>3D</td>\n",
" <td>(1.0, 1.0, 1.0)</td>\n",
" <td>...</td>\n",
" <td>0.0020569151726012825</td>\n",
" <td>6.571034755408902</td>\n",
" <td>0.1251088534107402</td>\n",
" <td>12439.00459192188</td>\n",
" <td>0.29744431273028565</td>\n",
" <td>0.0010174313134883484</td>\n",
" <td>1278.7921708928616</td>\n",
" <td>0.01351499837994573</td>\n",
" <td>3.338787114825903</td>\n",
" <td>402</td>\n",
" </tr>\n",
" <tr>\n",
" <th>288</th>\n",
" <td>2.2.0</td>\n",
" <td>1.17.4</td>\n",
" <td>1.2.4</td>\n",
" <td>0.5.2</td>\n",
" <td>3.6.5</td>\n",
" <td>{'minimumROIDimensions': 2, 'minimumROISize': ...</td>\n",
" <td>{'Original': {}}</td>\n",
" <td>e00618f4bb3445aa08f6b722c7ac63dc05f9f72c</td>\n",
" <td>3D</td>\n",
" <td>(1.0, 1.0, 1.0)</td>\n",
" <td>...</td>\n",
" <td>0.006484712470781652</td>\n",
" <td>7.23711945965005</td>\n",
" <td>0.31466227347611203</td>\n",
" <td>58.72747457580659</td>\n",
" <td>0.5158288121371688</td>\n",
" <td>0.0027654406480975223</td>\n",
" <td>1727.9117096660646</td>\n",
" <td>0.18551315272516028</td>\n",
" <td>2.3146344390846925</td>\n",
" <td>403</td>\n",
" </tr>\n",
" <tr>\n",
" <th>289</th>\n",
" <td>2.2.0</td>\n",
" <td>1.17.4</td>\n",
" <td>1.2.4</td>\n",
" <td>0.5.2</td>\n",
" <td>3.6.5</td>\n",
" <td>{'minimumROIDimensions': 2, 'minimumROISize': ...</td>\n",
" <td>{'Original': {}}</td>\n",
" <td>5d05748ace71b2fe258fd52dd81d9626f3aafc4f</td>\n",
" <td>3D</td>\n",
" <td>(1.0, 1.0, 1.0)</td>\n",
" <td>...</td>\n",
" <td>0.008811934129441581</td>\n",
" <td>6.701676551721465</td>\n",
" <td>0.43752224991100036</td>\n",
" <td>50.187758409630035</td>\n",
" <td>0.46254213662699145</td>\n",
" <td>0.0035905102005092037</td>\n",
" <td>2114.520839730045</td>\n",
" <td>0.5692637413962094</td>\n",
" <td>2.56546674426354</td>\n",
" <td>406</td>\n",
" </tr>\n",
" <tr>\n",
" <th>290</th>\n",
" <td>2.2.0</td>\n",
" <td>1.17.4</td>\n",
" <td>1.2.4</td>\n",
" <td>0.5.2</td>\n",
" <td>3.6.5</td>\n",
" <td>{'minimumROIDimensions': 2, 'minimumROISize': ...</td>\n",
" <td>{'Original': {}}</td>\n",
" <td>1b3b0812d24c65289924b22641c93e801844e300</td>\n",
" <td>3D</td>\n",
" <td>(1.0, 1.0, 1.0)</td>\n",
" <td>...</td>\n",
" <td>0.006770147293067898</td>\n",
" <td>6.952412289621788</td>\n",
" <td>0.30294224482382853</td>\n",
" <td>30.627648959968717</td>\n",
" <td>0.6162018511528478</td>\n",
" <td>0.004286336952447301</td>\n",
" <td>1271.7761450543444</td>\n",
" <td>0.15707384911545383</td>\n",
" <td>2.7382195781328513</td>\n",
" <td>409</td>\n",
" </tr>\n",
" <tr>\n",
" <th>291</th>\n",
" <td>2.2.0</td>\n",
" <td>1.17.4</td>\n",
" <td>1.2.4</td>\n",
" <td>0.5.2</td>\n",
" <td>3.6.5</td>\n",
" <td>{'minimumROIDimensions': 2, 'minimumROISize': ...</td>\n",
" <td>{'Original': {}}</td>\n",
" <td>5b466bd013aade44e167611c626459122f011160</td>\n",
" <td>3D</td>\n",
" <td>(1.0, 1.0, 1.0)</td>\n",
" <td>...</td>\n",
" <td>0.0024171542507320154</td>\n",
" <td>7.330891561603395</td>\n",
" <td>0.13907009111780277</td>\n",
" <td>197768.12486732987</td>\n",
" <td>4.1309684414738355</td>\n",
" <td>6.436628041355792e-05</td>\n",
" <td>1972.2212195012723</td>\n",
" <td>0.08447776667068141</td>\n",
" <td>0.2427139080026082</td>\n",
" <td>414</td>\n",
" </tr>\n",
" <tr>\n",
" <th>292</th>\n",
" <td>2.2.0</td>\n",
" <td>1.17.4</td>\n",
" <td>1.2.4</td>\n",
" <td>0.5.2</td>\n",
" <td>3.6.5</td>\n",
" <td>{'minimumROIDimensions': 2, 'minimumROISize': ...</td>\n",
" <td>{'Original': {}}</td>\n",
" <td>df61328651b194ff1e08eb755bf764d3717a8194</td>\n",
" <td>3D</td>\n",
" <td>(1.0, 1.0, 1.0)</td>\n",
" <td>...</td>\n",
" <td>0.0022795548924627387</td>\n",
" <td>7.07594981121275</td>\n",
" <td>0.07099136711010473</td>\n",
" <td>118227.7737772126</td>\n",
" <td>1.7964205258101962</td>\n",
" <td>0.0002336631674081431</td>\n",
" <td>826.8131043088226</td>\n",
" <td>0.011342005558562589</td>\n",
" <td>0.552937640336374</td>\n",
" <td>416</td>\n",
" </tr>\n",
" <tr>\n",
" <th>293</th>\n",
" <td>2.2.0</td>\n",
" <td>1.17.4</td>\n",
" <td>1.2.4</td>\n",
" <td>0.5.2</td>\n",
" <td>3.6.5</td>\n",
" <td>{'minimumROIDimensions': 2, 'minimumROISize': ...</td>\n",
" <td>{'Original': {}}</td>\n",
" <td>2b7d3d70833daa3e5676611fc8074a962dbf8676</td>\n",
" <td>3D</td>\n",
" <td>(1.0, 1.0, 1.0)</td>\n",
" <td>...</td>\n",
" <td>0.0013668590884197568</td>\n",
" <td>7.145910841724713</td>\n",
" <td>0.1150902216347484</td>\n",
" <td>49869.243988601134</td>\n",
" <td>1.1299741182486778</td>\n",
" <td>0.0002904036457603399</td>\n",
" <td>1061.7730623153855</td>\n",
" <td>0.05247136065944921</td>\n",
" <td>0.8228572805949378</td>\n",
" <td>417</td>\n",
" </tr>\n",
" <tr>\n",
" <th>294</th>\n",
" <td>2.2.0</td>\n",
" <td>1.17.4</td>\n",
" <td>1.2.4</td>\n",
" <td>0.5.2</td>\n",
" <td>3.6.5</td>\n",
" <td>{'minimumROIDimensions': 2, 'minimumROISize': ...</td>\n",
" <td>{'Original': {}}</td>\n",
" <td>9c5f435787639062217d5f69c575411da86ac525</td>\n",
" <td>3D</td>\n",
" <td>(1.0, 1.0, 1.0)</td>\n",
" <td>...</td>\n",
" <td>0.004925179088727158</td>\n",
" <td>6.249158476178194</td>\n",
" <td>0.1514792899408284</td>\n",
" <td>2507.5990600585938</td>\n",
" <td>0.1451505844745803</td>\n",
" <td>0.0038360669881133324</td>\n",
" <td>817.1854007192372</td>\n",
" <td>0.021205055605598273</td>\n",
" <td>4.72171407908516</td>\n",
" <td>418</td>\n",
" </tr>\n",
" <tr>\n",
" <th>295</th>\n",
" <td>2.2.0</td>\n",
" <td>1.17.4</td>\n",
" <td>1.2.4</td>\n",
" <td>0.5.2</td>\n",
" <td>3.6.5</td>\n",
" <td>{'minimumROIDimensions': 2, 'minimumROISize': ...</td>\n",
" <td>{'Original': {}}</td>\n",
" <td>b6789102bfb54c2430faa09fc26d057b8167fde3</td>\n",
" <td>3D</td>\n",
" <td>(1.0, 1.0, 1.0)</td>\n",
" <td>...</td>\n",
" <td>0.0034716709513483517</td>\n",
" <td>6.851172015303249</td>\n",
" <td>0.49042762569332615</td>\n",
" <td>74.93718462505596</td>\n",
" <td>0.30613229794075314</td>\n",
" <td>0.0019058445125772411</td>\n",
" <td>4483.369981145554</td>\n",
" <td>0.4059673066951746</td>\n",
" <td>1.9591626756590645</td>\n",
" <td>420</td>\n",
" </tr>\n",
" <tr>\n",
" <th>296</th>\n",
" <td>2.2.0</td>\n",
" <td>1.17.4</td>\n",
" <td>1.2.4</td>\n",
" <td>0.5.2</td>\n",
" <td>3.6.5</td>\n",
" <td>{'minimumROIDimensions': 2, 'minimumROISize': ...</td>\n",
" <td>{'Original': {}}</td>\n",
" <td>fb01ed5030f52e60655c75d26801ccf72475150f</td>\n",
" <td>3D</td>\n",
" <td>(1.0, 1.0, 1.0)</td>\n",
" <td>...</td>\n",
" <td>0.0009330478283055931</td>\n",
" <td>7.191221582685593</td>\n",
" <td>0.11898630457684654</td>\n",
" <td>33177.88718244393</td>\n",
" <td>0.6963962032944083</td>\n",
" <td>0.00045734758147107147</td>\n",
" <td>1158.946560816182</td>\n",
" <td>0.030891254862908297</td>\n",
" <td>1.3412094894571074</td>\n",
" <td>421</td>\n",
" </tr>\n",
" <tr>\n",
" <th>297</th>\n",
" <td>2.2.0</td>\n",
" <td>1.17.4</td>\n",
" <td>1.2.4</td>\n",
" <td>0.5.2</td>\n",
" <td>3.6.5</td>\n",
" <td>{'minimumROIDimensions': 2, 'minimumROISize': ...</td>\n",
" <td>{'Original': {}}</td>\n",
" <td>7fd9996b9dc2b783973499cf5f96ea84094798ff</td>\n",
" <td>3D</td>\n",
" <td>(1.0, 1.0, 1.0)</td>\n",
" <td>...</td>\n",
" <td>0.0014120863820929132</td>\n",
" <td>7.270939877512328</td>\n",
" <td>0.12680162496159492</td>\n",
" <td>178502.5383939068</td>\n",
" <td>2.9873556461496684</td>\n",
" <td>8.530118049780416e-05</td>\n",
" <td>1581.4318762827352</td>\n",
" <td>0.03681760304160888</td>\n",
" <td>0.35276480480378414</td>\n",
" <td>422</td>\n",
" </tr>\n",
" <tr>\n",
" <th>298</th>\n",
" <td>2.2.0</td>\n",
" <td>1.17.4</td>\n",
" <td>1.2.4</td>\n",
" <td>0.5.2</td>\n",
" <td>3.6.5</td>\n",
" <td>{'minimumROIDimensions': 2, 'minimumROISize': ...</td>\n",
" <td>{'Original': {}}</td>\n",
" <td>e0ca3cc1e60c85c8921100ec99ba7a78c12f4ed7</td>\n",
" <td>3D</td>\n",
" <td>(1.0, 1.0, 1.0)</td>\n",
" <td>...</td>\n",
" <td>0.001188057281603964</td>\n",
" <td>6.48495288861754</td>\n",
" <td>0.26303701849291955</td>\n",
" <td>15103.022310945464</td>\n",
" <td>3.2747617934032998</td>\n",
" <td>7.335600874277254e-05</td>\n",
" <td>4964.471992006311</td>\n",
" <td>0.04802903758135621</td>\n",
" <td>0.2279646029225388</td>\n",
" <td>423</td>\n",
" </tr>\n",
" <tr>\n",
" <th>299</th>\n",
" <td>2.2.0</td>\n",
" <td>1.17.4</td>\n",
" <td>1.2.4</td>\n",
" <td>0.5.2</td>\n",
" <td>3.6.5</td>\n",
" <td>{'minimumROIDimensions': 2, 'minimumROISize': ...</td>\n",
" <td>{'Original': {}}</td>\n",
" <td>7338d9f9ac8348d357ec4eedc28645e88f3a3334</td>\n",
" <td>3D</td>\n",
" <td>(1.0, 1.0, 1.0)</td>\n",
" <td>...</td>\n",
" <td>0.001097302326903002</td>\n",
" <td>7.554262894196348</td>\n",
" <td>0.1586560079940045</td>\n",
" <td>11468.585913232464</td>\n",
" <td>1.6001781072780072</td>\n",
" <td>0.0003116465126409293</td>\n",
" <td>1329.9342126126633</td>\n",
" <td>0.09417826331276645</td>\n",
" <td>0.3957467908267195</td>\n",
" <td>424</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"<p>300 rows × 130 columns</p>\n",
"</div>"
],
"text/plain": [
" diagnostics_Versions_PyRadiomics diagnostics_Versions_Numpy \\\n",
"0 2.2.0 1.17.4 \n",
"1 None None \n",
"2 2.2.0 1.17.4 \n",
"3 2.2.0 1.17.4 \n",
"4 2.2.0 1.17.4 \n",
"5 2.2.0 1.17.4 \n",
"6 2.2.0 1.17.4 \n",
"7 2.2.0 1.17.4 \n",
"8 2.2.0 1.17.4 \n",
"9 2.2.0 1.17.4 \n",
"10 2.2.0 1.17.4 \n",
"11 2.2.0 1.17.4 \n",
"12 2.2.0 1.17.4 \n",
"13 2.2.0 1.17.4 \n",
"14 2.2.0 1.17.4 \n",
"15 2.2.0 1.17.4 \n",
"16 2.2.0 1.17.4 \n",
"17 2.2.0 1.17.4 \n",
"18 2.2.0 1.17.4 \n",
"19 2.2.0 1.17.4 \n",
"20 2.2.0 1.17.4 \n",
"21 2.2.0 1.17.4 \n",
"22 2.2.0 1.17.4 \n",
"23 2.2.0 1.17.4 \n",
"24 2.2.0 1.17.4 \n",
"25 2.2.0 1.17.4 \n",
"26 2.2.0 1.17.4 \n",
"27 2.2.0 1.17.4 \n",
"28 2.2.0 1.17.4 \n",
"29 2.2.0 1.17.4 \n",
".. ... ... \n",
"270 2.2.0 1.17.4 \n",
"271 2.2.0 1.17.4 \n",
"272 2.2.0 1.17.4 \n",
"273 2.2.0 1.17.4 \n",
"274 2.2.0 1.17.4 \n",
"275 2.2.0 1.17.4 \n",
"276 2.2.0 1.17.4 \n",
"277 None None \n",
"278 2.2.0 1.17.4 \n",
"279 2.2.0 1.17.4 \n",
"280 2.2.0 1.17.4 \n",
"281 2.2.0 1.17.4 \n",
"282 2.2.0 1.17.4 \n",
"283 2.2.0 1.17.4 \n",
"284 2.2.0 1.17.4 \n",
"285 2.2.0 1.17.4 \n",
"286 2.2.0 1.17.4 \n",
"287 2.2.0 1.17.4 \n",
"288 2.2.0 1.17.4 \n",
"289 2.2.0 1.17.4 \n",
"290 2.2.0 1.17.4 \n",
"291 2.2.0 1.17.4 \n",
"292 2.2.0 1.17.4 \n",
"293 2.2.0 1.17.4 \n",
"294 2.2.0 1.17.4 \n",
"295 2.2.0 1.17.4 \n",
"296 2.2.0 1.17.4 \n",
"297 2.2.0 1.17.4 \n",
"298 2.2.0 1.17.4 \n",
"299 2.2.0 1.17.4 \n",
"\n",
" diagnostics_Versions_SimpleITK diagnostics_Versions_PyWavelet \\\n",
"0 1.2.4 0.5.2 \n",
"1 None None \n",
"2 1.2.4 0.5.2 \n",
"3 1.2.4 0.5.2 \n",
"4 1.2.4 0.5.2 \n",
"5 1.2.4 0.5.2 \n",
"6 1.2.4 0.5.2 \n",
"7 1.2.4 0.5.2 \n",
"8 1.2.4 0.5.2 \n",
"9 1.2.4 0.5.2 \n",
"10 1.2.4 0.5.2 \n",
"11 1.2.4 0.5.2 \n",
"12 1.2.4 0.5.2 \n",
"13 1.2.4 0.5.2 \n",
"14 1.2.4 0.5.2 \n",
"15 1.2.4 0.5.2 \n",
"16 1.2.4 0.5.2 \n",
"17 1.2.4 0.5.2 \n",
"18 1.2.4 0.5.2 \n",
"19 1.2.4 0.5.2 \n",
"20 1.2.4 0.5.2 \n",
"21 1.2.4 0.5.2 \n",
"22 1.2.4 0.5.2 \n",
"23 1.2.4 0.5.2 \n",
"24 1.2.4 0.5.2 \n",
"25 1.2.4 0.5.2 \n",
"26 1.2.4 0.5.2 \n",
"27 1.2.4 0.5.2 \n",
"28 1.2.4 0.5.2 \n",
"29 1.2.4 0.5.2 \n",
".. ... ... \n",
"270 1.2.4 0.5.2 \n",
"271 1.2.4 0.5.2 \n",
"272 1.2.4 0.5.2 \n",
"273 1.2.4 0.5.2 \n",
"274 1.2.4 0.5.2 \n",
"275 1.2.4 0.5.2 \n",
"276 1.2.4 0.5.2 \n",
"277 None None \n",
"278 1.2.4 0.5.2 \n",
"279 1.2.4 0.5.2 \n",
"280 1.2.4 0.5.2 \n",
"281 1.2.4 0.5.2 \n",
"282 1.2.4 0.5.2 \n",
"283 1.2.4 0.5.2 \n",
"284 1.2.4 0.5.2 \n",
"285 1.2.4 0.5.2 \n",
"286 1.2.4 0.5.2 \n",
"287 1.2.4 0.5.2 \n",
"288 1.2.4 0.5.2 \n",
"289 1.2.4 0.5.2 \n",
"290 1.2.4 0.5.2 \n",
"291 1.2.4 0.5.2 \n",
"292 1.2.4 0.5.2 \n",
"293 1.2.4 0.5.2 \n",
"294 1.2.4 0.5.2 \n",
"295 1.2.4 0.5.2 \n",
"296 1.2.4 0.5.2 \n",
"297 1.2.4 0.5.2 \n",
"298 1.2.4 0.5.2 \n",
"299 1.2.4 0.5.2 \n",
"\n",
" diagnostics_Versions_Python \\\n",
"0 3.6.5 \n",
"1 None \n",
"2 3.6.5 \n",
"3 3.6.5 \n",
"4 3.6.5 \n",
"5 3.6.5 \n",
"6 3.6.5 \n",
"7 3.6.5 \n",
"8 3.6.5 \n",
"9 3.6.5 \n",
"10 3.6.5 \n",
"11 3.6.5 \n",
"12 3.6.5 \n",
"13 3.6.5 \n",
"14 3.6.5 \n",
"15 3.6.5 \n",
"16 3.6.5 \n",
"17 3.6.5 \n",
"18 3.6.5 \n",
"19 3.6.5 \n",
"20 3.6.5 \n",
"21 3.6.5 \n",
"22 3.6.5 \n",
"23 3.6.5 \n",
"24 3.6.5 \n",
"25 3.6.5 \n",
"26 3.6.5 \n",
"27 3.6.5 \n",
"28 3.6.5 \n",
"29 3.6.5 \n",
".. ... \n",
"270 3.6.5 \n",
"271 3.6.5 \n",
"272 3.6.5 \n",
"273 3.6.5 \n",
"274 3.6.5 \n",
"275 3.6.5 \n",
"276 3.6.5 \n",
"277 None \n",
"278 3.6.5 \n",
"279 3.6.5 \n",
"280 3.6.5 \n",
"281 3.6.5 \n",
"282 3.6.5 \n",
"283 3.6.5 \n",
"284 3.6.5 \n",
"285 3.6.5 \n",
"286 3.6.5 \n",
"287 3.6.5 \n",
"288 3.6.5 \n",
"289 3.6.5 \n",
"290 3.6.5 \n",
"291 3.6.5 \n",
"292 3.6.5 \n",
"293 3.6.5 \n",
"294 3.6.5 \n",
"295 3.6.5 \n",
"296 3.6.5 \n",
"297 3.6.5 \n",
"298 3.6.5 \n",
"299 3.6.5 \n",
"\n",
" diagnostics_Configuration_Settings \\\n",
"0 {'minimumROIDimensions': 2, 'minimumROISize': ... \n",
"1 None \n",
"2 {'minimumROIDimensions': 2, 'minimumROISize': ... \n",
"3 {'minimumROIDimensions': 2, 'minimumROISize': ... \n",
"4 {'minimumROIDimensions': 2, 'minimumROISize': ... \n",
"5 {'minimumROIDimensions': 2, 'minimumROISize': ... \n",
"6 {'minimumROIDimensions': 2, 'minimumROISize': ... \n",
"7 {'minimumROIDimensions': 2, 'minimumROISize': ... \n",
"8 {'minimumROIDimensions': 2, 'minimumROISize': ... \n",
"9 {'minimumROIDimensions': 2, 'minimumROISize': ... \n",
"10 {'minimumROIDimensions': 2, 'minimumROISize': ... \n",
"11 {'minimumROIDimensions': 2, 'minimumROISize': ... \n",
"12 {'minimumROIDimensions': 2, 'minimumROISize': ... \n",
"13 {'minimumROIDimensions': 2, 'minimumROISize': ... \n",
"14 {'minimumROIDimensions': 2, 'minimumROISize': ... \n",
"15 {'minimumROIDimensions': 2, 'minimumROISize': ... \n",
"16 {'minimumROIDimensions': 2, 'minimumROISize': ... \n",
"17 {'minimumROIDimensions': 2, 'minimumROISize': ... \n",
"18 {'minimumROIDimensions': 2, 'minimumROISize': ... \n",
"19 {'minimumROIDimensions': 2, 'minimumROISize': ... \n",
"20 {'minimumROIDimensions': 2, 'minimumROISize': ... \n",
"21 {'minimumROIDimensions': 2, 'minimumROISize': ... \n",
"22 {'minimumROIDimensions': 2, 'minimumROISize': ... \n",
"23 {'minimumROIDimensions': 2, 'minimumROISize': ... \n",
"24 {'minimumROIDimensions': 2, 'minimumROISize': ... \n",
"25 {'minimumROIDimensions': 2, 'minimumROISize': ... \n",
"26 {'minimumROIDimensions': 2, 'minimumROISize': ... \n",
"27 {'minimumROIDimensions': 2, 'minimumROISize': ... \n",
"28 {'minimumROIDimensions': 2, 'minimumROISize': ... \n",
"29 {'minimumROIDimensions': 2, 'minimumROISize': ... \n",
".. ... \n",
"270 {'minimumROIDimensions': 2, 'minimumROISize': ... \n",
"271 {'minimumROIDimensions': 2, 'minimumROISize': ... \n",
"272 {'minimumROIDimensions': 2, 'minimumROISize': ... \n",
"273 {'minimumROIDimensions': 2, 'minimumROISize': ... \n",
"274 {'minimumROIDimensions': 2, 'minimumROISize': ... \n",
"275 {'minimumROIDimensions': 2, 'minimumROISize': ... \n",
"276 {'minimumROIDimensions': 2, 'minimumROISize': ... \n",
"277 None \n",
"278 {'minimumROIDimensions': 2, 'minimumROISize': ... \n",
"279 {'minimumROIDimensions': 2, 'minimumROISize': ... \n",
"280 {'minimumROIDimensions': 2, 'minimumROISize': ... \n",
"281 {'minimumROIDimensions': 2, 'minimumROISize': ... \n",
"282 {'minimumROIDimensions': 2, 'minimumROISize': ... \n",
"283 {'minimumROIDimensions': 2, 'minimumROISize': ... \n",
"284 {'minimumROIDimensions': 2, 'minimumROISize': ... \n",
"285 {'minimumROIDimensions': 2, 'minimumROISize': ... \n",
"286 {'minimumROIDimensions': 2, 'minimumROISize': ... \n",
"287 {'minimumROIDimensions': 2, 'minimumROISize': ... \n",
"288 {'minimumROIDimensions': 2, 'minimumROISize': ... \n",
"289 {'minimumROIDimensions': 2, 'minimumROISize': ... \n",
"290 {'minimumROIDimensions': 2, 'minimumROISize': ... \n",
"291 {'minimumROIDimensions': 2, 'minimumROISize': ... \n",
"292 {'minimumROIDimensions': 2, 'minimumROISize': ... \n",
"293 {'minimumROIDimensions': 2, 'minimumROISize': ... \n",
"294 {'minimumROIDimensions': 2, 'minimumROISize': ... \n",
"295 {'minimumROIDimensions': 2, 'minimumROISize': ... \n",
"296 {'minimumROIDimensions': 2, 'minimumROISize': ... \n",
"297 {'minimumROIDimensions': 2, 'minimumROISize': ... \n",
"298 {'minimumROIDimensions': 2, 'minimumROISize': ... \n",
"299 {'minimumROIDimensions': 2, 'minimumROISize': ... \n",
"\n",
" diagnostics_Configuration_EnabledImageTypes \\\n",
"0 {'Original': {}} \n",
"1 None \n",
"2 {'Original': {}} \n",
"3 {'Original': {}} \n",
"4 {'Original': {}} \n",
"5 {'Original': {}} \n",
"6 {'Original': {}} \n",
"7 {'Original': {}} \n",
"8 {'Original': {}} \n",
"9 {'Original': {}} \n",
"10 {'Original': {}} \n",
"11 {'Original': {}} \n",
"12 {'Original': {}} \n",
"13 {'Original': {}} \n",
"14 {'Original': {}} \n",
"15 {'Original': {}} \n",
"16 {'Original': {}} \n",
"17 {'Original': {}} \n",
"18 {'Original': {}} \n",
"19 {'Original': {}} \n",
"20 {'Original': {}} \n",
"21 {'Original': {}} \n",
"22 {'Original': {}} \n",
"23 {'Original': {}} \n",
"24 {'Original': {}} \n",
"25 {'Original': {}} \n",
"26 {'Original': {}} \n",
"27 {'Original': {}} \n",
"28 {'Original': {}} \n",
"29 {'Original': {}} \n",
".. ... \n",
"270 {'Original': {}} \n",
"271 {'Original': {}} \n",
"272 {'Original': {}} \n",
"273 {'Original': {}} \n",
"274 {'Original': {}} \n",
"275 {'Original': {}} \n",
"276 {'Original': {}} \n",
"277 None \n",
"278 {'Original': {}} \n",
"279 {'Original': {}} \n",
"280 {'Original': {}} \n",
"281 {'Original': {}} \n",
"282 {'Original': {}} \n",
"283 {'Original': {}} \n",
"284 {'Original': {}} \n",
"285 {'Original': {}} \n",
"286 {'Original': {}} \n",
"287 {'Original': {}} \n",
"288 {'Original': {}} \n",
"289 {'Original': {}} \n",
"290 {'Original': {}} \n",
"291 {'Original': {}} \n",
"292 {'Original': {}} \n",
"293 {'Original': {}} \n",
"294 {'Original': {}} \n",
"295 {'Original': {}} \n",
"296 {'Original': {}} \n",
"297 {'Original': {}} \n",
"298 {'Original': {}} \n",
"299 {'Original': {}} \n",
"\n",
" diagnostics_Image-original_Hash \\\n",
"0 12594f333e663f725eafbb011efb36cc28ef09ea \n",
"1 None \n",
"2 793be327098729932754ab0c539a10d3be8007c0 \n",
"3 5728d2537b555bb664252698dc1a51694866b4f4 \n",
"4 9f1b576cfc98ab355c1ac62a08abd4f84c89be21 \n",
"5 6d505a43db6064df0112884d2876f6e83e97804c \n",
"6 e73b20e78dcb299acfe3ccdb16915e5da5e64e8b \n",
"7 51a099ec121e376fb2ac8cd6c124e5022cb3a8e8 \n",
"8 a006099e256744eedd9278354a398b33c134a07e \n",
"9 767e22198388ac93a9db95e0dfd9b3fa7e14f685 \n",
"10 f65716ab000b2cab81ddd97e9e866dbc6cf54cf9 \n",
"11 db71698b55385f24e2094eb9eb473ec60fa11eba \n",
"12 0fd2875d68a33102403e1250fa54a3b97d2e8038 \n",
"13 58ac9f73a92cb0c8bd4b27cba4a5d7ba0ae4064e \n",
"14 00f4c6538c38660e8b280ee538e4871fc9561e62 \n",
"15 bd4f5ca8cf3b7afadf2a43f425b66edf1d6ebe11 \n",
"16 595826dcdfbf9652827e3a1f6937211634edf370 \n",
"17 3d3e518cf08aff6eb5c0c7abfc4094c94e4110d1 \n",
"18 79a7de279fb138413263eee2b69786414a60cbf9 \n",
"19 fd015105daca2518853520558c52bc230e8575ec \n",
"20 0447ab9567ed7d777497a4fba69d457b4334e0d5 \n",
"21 e19e2775aaeeea7fe18ea99245314f606583dede \n",
"22 c6af2e1a7f1ebed4054bfa52f32f236a19cb7b04 \n",
"23 bfa2119673ff03db3e3699d0cd85c4e269e229e6 \n",
"24 d5ffe45339bfca80ab65d9acde22ef36abd7655d \n",
"25 f3527dd02d868dffd46d25b1d23f2fa8b8e56a2d \n",
"26 b9404e479f573a10474fa5e3cb7db1a11919ffee \n",
"27 000124dd34f277dab8e8ed25b4f3fdc573250d7c \n",
"28 316cafb0bf8a80e58c69b4817162a95ee2592b67 \n",
"29 aab86d97a50a5d4320952e3893b27a56e1ec3594 \n",
".. ... \n",
"270 be4d8f2eca8fe2307ae6818aa18bcfa99b291d0e \n",
"271 77deb4de13b4f07bb61d734e6ec9cc212a0cfe7f \n",
"272 9ae0a95dc56ae7279abe420eb42c3805fac7d11a \n",
"273 837e5ae1dc8d128f63077a7e68ed93d006d1d6f9 \n",
"274 ad0f07e904f6ea5f461ef51034291550c46136aa \n",
"275 7bec2a39df74a9e2e59a5cdd1096c29794eb4f68 \n",
"276 ed2326ea913c8f192d36f9f8009f4b0da8b2f887 \n",
"277 None \n",
"278 afd38ea1d48ef85eb4a553aafaee2ecbf9033094 \n",
"279 676a0b5d486752323fd4bb034db883c545613e85 \n",
"280 83d0f4a72dfee3d7fd97371a25cd16a78ef5ac75 \n",
"281 1a44cfe606274d683844250e8063d206005b309b \n",
"282 f01abf6993c293df5a3e397ba89adef92f516a8f \n",
"283 ab86b1afffbefb256b9f450f1b1c1ca69372e99c \n",
"284 e73081be43e235e898c6003ee445f92fd7179686 \n",
"285 f66f49d7ff9c5958c6e09972d93e70e0bab2ac0f \n",
"286 9986658ad80fd43b1ba42d40d68458f21347aa3f \n",
"287 44a2e453cc1d0492e503a27243f32df4fad0a37d \n",
"288 e00618f4bb3445aa08f6b722c7ac63dc05f9f72c \n",
"289 5d05748ace71b2fe258fd52dd81d9626f3aafc4f \n",
"290 1b3b0812d24c65289924b22641c93e801844e300 \n",
"291 5b466bd013aade44e167611c626459122f011160 \n",
"292 df61328651b194ff1e08eb755bf764d3717a8194 \n",
"293 2b7d3d70833daa3e5676611fc8074a962dbf8676 \n",
"294 9c5f435787639062217d5f69c575411da86ac525 \n",
"295 b6789102bfb54c2430faa09fc26d057b8167fde3 \n",
"296 fb01ed5030f52e60655c75d26801ccf72475150f \n",
"297 7fd9996b9dc2b783973499cf5f96ea84094798ff \n",
"298 e0ca3cc1e60c85c8921100ec99ba7a78c12f4ed7 \n",
"299 7338d9f9ac8348d357ec4eedc28645e88f3a3334 \n",
"\n",
" diagnostics_Image-original_Dimensionality \\\n",
"0 3D \n",
"1 None \n",
"2 3D \n",
"3 3D \n",
"4 3D \n",
"5 3D \n",
"6 3D \n",
"7 3D \n",
"8 3D \n",
"9 3D \n",
"10 3D \n",
"11 3D \n",
"12 3D \n",
"13 3D \n",
"14 3D \n",
"15 3D \n",
"16 3D \n",
"17 3D \n",
"18 3D \n",
"19 3D \n",
"20 3D \n",
"21 3D \n",
"22 3D \n",
"23 3D \n",
"24 3D \n",
"25 3D \n",
"26 3D \n",
"27 3D \n",
"28 3D \n",
"29 3D \n",
".. ... \n",
"270 3D \n",
"271 3D \n",
"272 3D \n",
"273 3D \n",
"274 3D \n",
"275 3D \n",
"276 3D \n",
"277 None \n",
"278 3D \n",
"279 3D \n",
"280 3D \n",
"281 3D \n",
"282 3D \n",
"283 3D \n",
"284 3D \n",
"285 3D \n",
"286 3D \n",
"287 3D \n",
"288 3D \n",
"289 3D \n",
"290 3D \n",
"291 3D \n",
"292 3D \n",
"293 3D \n",
"294 3D \n",
"295 3D \n",
"296 3D \n",
"297 3D \n",
"298 3D \n",
"299 3D \n",
"\n",
" diagnostics_Image-original_Spacing ... \\\n",
"0 (1.0, 1.0, 1.0) ... \n",
"1 None ... \n",
"2 (1.0, 1.0, 1.0) ... \n",
"3 (1.0, 1.0, 1.0) ... \n",
"4 (1.0, 1.0, 1.0) ... \n",
"5 (1.0, 1.0, 1.0) ... \n",
"6 (1.0, 1.0, 1.0) ... \n",
"7 (1.0, 1.0, 1.0) ... \n",
"8 (1.0, 1.0, 1.0) ... \n",
"9 (1.0, 1.0, 1.0) ... \n",
"10 (1.0, 1.0, 1.0) ... \n",
"11 (1.0, 1.0, 1.0) ... \n",
"12 (1.0, 1.0, 1.0) ... \n",
"13 (1.0, 1.0, 1.0) ... \n",
"14 (1.0, 1.0, 1.0) ... \n",
"15 (1.0, 1.0, 1.0) ... \n",
"16 (1.0, 1.0, 1.0) ... \n",
"17 (1.0, 1.0, 1.0) ... \n",
"18 (1.0, 1.0, 1.0) ... \n",
"19 (1.0, 1.0, 1.0) ... \n",
"20 (1.0, 1.0, 1.0) ... \n",
"21 (1.0, 1.0, 1.0) ... \n",
"22 (1.0, 1.0, 1.0) ... \n",
"23 (1.0, 1.0, 1.0) ... \n",
"24 (1.0, 1.0, 1.0) ... \n",
"25 (1.0, 1.0, 1.0) ... \n",
"26 (1.0, 1.0, 1.0) ... \n",
"27 (1.0, 1.0, 1.0) ... \n",
"28 (1.0, 1.0, 1.0) ... \n",
"29 (1.0, 1.0, 1.0) ... \n",
".. ... ... \n",
"270 (1.0, 1.0, 1.0) ... \n",
"271 (1.0, 1.0, 1.0) ... \n",
"272 (1.0, 1.0, 1.0) ... \n",
"273 (1.0, 1.0, 1.0) ... \n",
"274 (1.0, 1.0, 1.0) ... \n",
"275 (1.0, 1.0, 1.0) ... \n",
"276 (1.0, 1.0, 1.0) ... \n",
"277 None ... \n",
"278 (1.0, 1.0, 1.0) ... \n",
"279 (1.0, 1.0, 1.0) ... \n",
"280 (1.0, 1.0, 1.0) ... \n",
"281 (1.0, 1.0, 1.0) ... \n",
"282 (1.0, 1.0, 1.0) ... \n",
"283 (1.0, 1.0, 1.0) ... \n",
"284 (1.0, 1.0, 1.0) ... \n",
"285 (1.0, 1.0, 1.0) ... \n",
"286 (1.0, 1.0, 1.0) ... \n",
"287 (1.0, 1.0, 1.0) ... \n",
"288 (1.0, 1.0, 1.0) ... \n",
"289 (1.0, 1.0, 1.0) ... \n",
"290 (1.0, 1.0, 1.0) ... \n",
"291 (1.0, 1.0, 1.0) ... \n",
"292 (1.0, 1.0, 1.0) ... \n",
"293 (1.0, 1.0, 1.0) ... \n",
"294 (1.0, 1.0, 1.0) ... \n",
"295 (1.0, 1.0, 1.0) ... \n",
"296 (1.0, 1.0, 1.0) ... \n",
"297 (1.0, 1.0, 1.0) ... \n",
"298 (1.0, 1.0, 1.0) ... \n",
"299 (1.0, 1.0, 1.0) ... \n",
"\n",
" original_glszm_SmallAreaLowGrayLevelEmphasis original_glszm_ZoneEntropy \\\n",
"0 0.0014159294924583742 7.440152780881469 \n",
"1 None None \n",
"2 0.0011823588904757247 8.05320738907593 \n",
"3 0.006010770464847511 6.445624212509823 \n",
"4 0.0010591164492006718 7.968079701923623 \n",
"5 0.002603921296331485 6.902112459727654 \n",
"6 0.006495320016546854 5.951022804375938 \n",
"7 0.0024816657630558495 7.187488219746435 \n",
"8 0.002710463401557397 7.163170755024512 \n",
"9 0.0011997397769629755 7.300068195325571 \n",
"10 0.001446299567661113 7.1482289392513 \n",
"11 0.005795213208560181 6.717746514400345 \n",
"12 0.0024163820170306216 6.925315419808879 \n",
"13 0.0011862493145998437 7.81034796797381 \n",
"14 0.0036028534742678056 7.119603520516285 \n",
"15 0.0014782033379319083 7.219255031854712 \n",
"16 0.006907860635189329 5.950434128790246 \n",
"17 0.008796740018479512 6.767227329727602 \n",
"18 0.001557470188282822 7.090255023506899 \n",
"19 0.005713686201900686 6.663476366367941 \n",
"20 0.002264241467467257 7.528535891348224 \n",
"21 0.0033701014182111544 7.075213534864172 \n",
"22 0.004478892194681272 7.364049968847478 \n",
"23 0.0009684034975278726 7.872772219592215 \n",
"24 0.002908885356763631 6.21075337013764 \n",
"25 0.0036208752790588663 6.471723959457549 \n",
"26 0.0016532951269105337 6.838362747834132 \n",
"27 0.021777146613668082 7.056734031952162 \n",
"28 0.0009976370361452303 8.39840409320068 \n",
"29 0.0033161139862184735 6.804784763626182 \n",
".. ... ... \n",
"270 0.0013509056343411852 7.334743201676842 \n",
"271 0.0019692452410667548 7.9000586359461815 \n",
"272 0.002567791612340664 6.825974708094388 \n",
"273 0.002449529032387442 7.03977569882979 \n",
"274 0.001188144214303948 6.976727623008532 \n",
"275 0.0040470839458114785 6.846158783236782 \n",
"276 0.00525405309115141 6.55191775162472 \n",
"277 None None \n",
"278 0.006589831902850517 7.0671533446542965 \n",
"279 0.005627222696726434 6.550081582231421 \n",
"280 0.013458602554774874 6.04821530110506 \n",
"281 0.0015301414395284903 7.646380857897902 \n",
"282 0.004051975410363078 7.242046172265801 \n",
"283 0.0006413234112890079 7.798182267442231 \n",
"284 0.0035480536801734733 6.6473961935836945 \n",
"285 0.0012063108774522946 6.882178339194774 \n",
"286 0.0012319263252038477 7.8933278381056 \n",
"287 0.0020569151726012825 6.571034755408902 \n",
"288 0.006484712470781652 7.23711945965005 \n",
"289 0.008811934129441581 6.701676551721465 \n",
"290 0.006770147293067898 6.952412289621788 \n",
"291 0.0024171542507320154 7.330891561603395 \n",
"292 0.0022795548924627387 7.07594981121275 \n",
"293 0.0013668590884197568 7.145910841724713 \n",
"294 0.004925179088727158 6.249158476178194 \n",
"295 0.0034716709513483517 6.851172015303249 \n",
"296 0.0009330478283055931 7.191221582685593 \n",
"297 0.0014120863820929132 7.270939877512328 \n",
"298 0.001188057281603964 6.48495288861754 \n",
"299 0.001097302326903002 7.554262894196348 \n",
"\n",
" original_glszm_ZonePercentage original_glszm_ZoneVariance \\\n",
"0 0.05065013935430697 811080.0103191268 \n",
"1 None None \n",
"2 0.12583400659035412 43542.93247932123 \n",
"3 0.03442424242424243 78052.2017952787 \n",
"4 0.05924262819164598 611132.025210262 \n",
"5 0.3567645642753972 297.2954117880604 \n",
"6 0.36528028933092227 156.28264385844525 \n",
"7 0.22692146021275908 12552.147271933809 \n",
"8 0.06724826260535266 210087.6836985185 \n",
"9 0.02935379145087733 686026.4747536255 \n",
"10 0.15515759871890014 29405.39059390769 \n",
"11 0.3448 234.74565346511557 \n",
"12 0.1128870157237802 30505.587363138762 \n",
"13 0.129630196300433 141833.43206893734 \n",
"14 0.2674930680150057 362.57364626710296 \n",
"15 0.14935017443263682 182536.6243364634 \n",
"16 0.44931506849315067 13.595441701368234 \n",
"17 0.5231710871466045 6.291318037569541 \n",
"18 0.12212354450365108 33589.52913567098 \n",
"19 0.08957553058676654 2804.8407774769635 \n",
"20 0.09316935914228884 393164.94835038495 \n",
"21 0.2759607607275442 10391.770094986245 \n",
"22 0.3871370033849991 19.054420979222684 \n",
"23 0.08349834468923295 338809.6860428674 \n",
"24 0.2940793754066363 508.0719467068682 \n",
"25 0.2441846153846154 1028.5670340038862 \n",
"26 0.0632 413156.0150660787 \n",
"27 0.40493946731234864 42.56478399309962 \n",
"28 0.08230140065349956 96503.69110517327 \n",
"29 0.537030657940062 11.146471830061621 \n",
".. ... ... \n",
"270 0.10878951426368542 151378.24478776962 \n",
"271 0.08376924595341492 220261.32511390524 \n",
"272 0.2281795511221945 6672.7729771199265 \n",
"273 0.3181305671439847 2010.213896679345 \n",
"274 0.05125079055449302 785969.9310955203 \n",
"275 0.37414187643020597 44.474988076200106 \n",
"276 0.606694560669456 15.632940377102088 \n",
"277 None None \n",
"278 0.4437893081761006 246.6913640781993 \n",
"279 0.3996039603960396 552.115206943259 \n",
"280 0.5420054200542005 13.375975 \n",
"281 0.099608564522684 430181.2842743045 \n",
"282 0.34307331072267155 471.2459778224349 \n",
"283 0.0388714323834211 1169320.639178522 \n",
"284 0.34747953468332615 293.73771845232994 \n",
"285 0.10538428754084388 64958.019090796675 \n",
"286 0.072210806883672 360760.9957643357 \n",
"287 0.1251088534107402 12439.00459192188 \n",
"288 0.31466227347611203 58.72747457580659 \n",
"289 0.43752224991100036 50.187758409630035 \n",
"290 0.30294224482382853 30.627648959968717 \n",
"291 0.13907009111780277 197768.12486732987 \n",
"292 0.07099136711010473 118227.7737772126 \n",
"293 0.1150902216347484 49869.243988601134 \n",
"294 0.1514792899408284 2507.5990600585938 \n",
"295 0.49042762569332615 74.93718462505596 \n",
"296 0.11898630457684654 33177.88718244393 \n",
"297 0.12680162496159492 178502.5383939068 \n",
"298 0.26303701849291955 15103.022310945464 \n",
"299 0.1586560079940045 11468.585913232464 \n",
"\n",
" original_ngtdm_Busyness original_ngtdm_Coarseness \\\n",
"0 4.638003576181803 5.446082904968082e-05 \n",
"1 None None \n",
"2 1.2453260036682692 0.000216962582959674 \n",
"3 0.3192361746468855 0.0011584858008878434 \n",
"4 3.6014025715567675 5.676665846302051e-05 \n",
"5 0.29144824075065945 0.002476095943858015 \n",
"6 0.09501105398887026 0.007916250096069312 \n",
"7 0.718215089001439 0.0005338474193486882 \n",
"8 3.411742942537483 0.00014734084864731234 \n",
"9 3.568586114684688 9.763512851495345e-05 \n",
"10 1.2292764344076512 0.0002473928805907371 \n",
"11 0.21531070583514791 0.004311672555854459 \n",
"12 0.7435117485030087 0.0004070436981795229 \n",
"13 2.5739529880840752 7.523836316655893e-05 \n",
"14 0.24853563488531313 0.0038810862563832234 \n",
"15 6.7939657787905325 3.2568551442329724e-05 \n",
"16 0.07775376602305296 0.015311698238793617 \n",
"17 0.7443653978587913 0.0025182204955828675 \n",
"18 0.7661707437541035 0.0004014305095663808 \n",
"19 0.08874752350635252 0.003560695223905199 \n",
"20 5.069998381229161 3.8983071733322356e-05 \n",
"21 1.869546784202216 0.0002989103733588873 \n",
"22 0.9716861284774899 0.0005216460612959262 \n",
"23 2.992659970348785 5.4133503542378135e-05 \n",
"24 0.22134234614219983 0.003224851038770374 \n",
"25 0.6573836988450625 0.0013299692055761766 \n",
"26 2.1830571653224937 0.0001267737666582638 \n",
"27 2.3900556049024786 0.0008861569387576326 \n",
"28 0.960775376291332 0.0001967858309645778 \n",
"29 0.24075557855225987 0.0031409559177572096 \n",
".. ... ... \n",
"270 2.3428187121503 0.00010627521367141708 \n",
"271 1.6669130507706895 0.00014576756906747247 \n",
"272 0.661894902033628 0.0006908799968563485 \n",
"273 0.47142096946338186 0.0005808740155667074 \n",
"274 3.8016278198652 7.172777262168633e-05 \n",
"275 0.24104344071650663 0.006761312245770574 \n",
"276 0.13843509755321795 0.004142410708728122 \n",
"277 None None \n",
"278 0.4448591428677588 0.0009309076781772361 \n",
"279 0.3406755410988624 0.0016397185525391935 \n",
"280 0.17587494256212904 0.009829106273203849 \n",
"281 4.2834973475769695 4.700103179431201e-05 \n",
"282 0.8400071965018975 0.0006237280431003554 \n",
"283 3.0262035180871107 5.898416096653614e-05 \n",
"284 0.22660862047737765 0.003090580429514026 \n",
"285 0.8471429838520521 0.00030675371502693913 \n",
"286 4.930224271693016 6.036582705246826e-05 \n",
"287 0.29744431273028565 0.0010174313134883484 \n",
"288 0.5158288121371688 0.0027654406480975223 \n",
"289 0.46254213662699145 0.0035905102005092037 \n",
"290 0.6162018511528478 0.004286336952447301 \n",
"291 4.1309684414738355 6.436628041355792e-05 \n",
"292 1.7964205258101962 0.0002336631674081431 \n",
"293 1.1299741182486778 0.0002904036457603399 \n",
"294 0.1451505844745803 0.0038360669881133324 \n",
"295 0.30613229794075314 0.0019058445125772411 \n",
"296 0.6963962032944083 0.00045734758147107147 \n",
"297 2.9873556461496684 8.530118049780416e-05 \n",
"298 3.2747617934032998 7.335600874277254e-05 \n",
"299 1.6001781072780072 0.0003116465126409293 \n",
"\n",
" original_ngtdm_Complexity original_ngtdm_Contrast \\\n",
"0 1208.990130928983 0.004242342429635777 \n",
"1 None None \n",
"2 2124.6732991252165 0.029745506287594543 \n",
"3 493.9439694152586 0.004182293302986566 \n",
"4 1723.9199416906906 0.009181368148031591 \n",
"5 1625.667447850248 0.23602064618873433 \n",
"6 1518.545746076143 0.18237875682701976 \n",
"7 1647.829002575773 0.15172573955141086 \n",
"8 571.386299734884 0.019888263426672353 \n",
"9 684.5476765671239 0.004234913657332878 \n",
"10 1679.6737560912095 0.07042559391726383 \n",
"11 1120.3790957642361 0.26061068807854054 \n",
"12 1253.528510770986 0.02491228994041788 \n",
"13 3783.570137452137 0.027978509760262837 \n",
"14 982.1963220743498 0.2629703327415735 \n",
"15 3274.4066226843884 0.05036177188228468 \n",
"16 1082.3433954985846 0.18711460911450706 \n",
"17 4106.131295341815 0.37330474914344075 \n",
"18 1161.876057322675 0.059036952728628085 \n",
"19 1478.1495036217834 0.034767170274454084 \n",
"20 2430.5623771889923 0.028673775438350833 \n",
"21 1480.497558524571 0.24212596764408367 \n",
"22 11917.081383411622 0.08934411615858587 \n",
"23 2963.8876188000413 0.009854556161924995 \n",
"24 1146.8938909447143 0.13475547967437387 \n",
"25 1071.3662241422517 0.10377605682359203 \n",
"26 749.9158351824378 0.012066473305202052 \n",
"27 3444.064111227163 0.4168759894986801 \n",
"28 2637.6172078158274 0.016261025617102468 \n",
"29 4109.773898836124 0.47306662438586555 \n",
".. ... ... \n",
"270 1630.6569147296443 0.024289031675709668 \n",
"271 2596.2892100343224 0.007389078129697386 \n",
"272 1279.881703279654 0.1073748552891916 \n",
"273 5713.776148060454 0.15799137588532178 \n",
"274 802.1590061468481 0.005318600659449717 \n",
"275 1082.9570011449448 0.325462943510588 \n",
"276 6602.780622433239 0.794694408241354 \n",
"277 None None \n",
"278 6051.920831005981 0.393646599803466 \n",
"279 2805.2378926059687 0.4780447536058001 \n",
"280 1946.6586907576063 0.6774027776887893 \n",
"281 2103.9007784109804 0.01967008852253595 \n",
"282 5623.218717544708 0.2087544094065177 \n",
"283 1515.553097825558 0.002113059538029328 \n",
"284 1522.0485246002622 0.21892236165194368 \n",
"285 1236.0951005573122 0.019229787808456775 \n",
"286 1493.771670493071 0.013861672716860611 \n",
"287 1278.7921708928616 0.01351499837994573 \n",
"288 1727.9117096660646 0.18551315272516028 \n",
"289 2114.520839730045 0.5692637413962094 \n",
"290 1271.7761450543444 0.15707384911545383 \n",
"291 1972.2212195012723 0.08447776667068141 \n",
"292 826.8131043088226 0.011342005558562589 \n",
"293 1061.7730623153855 0.05247136065944921 \n",
"294 817.1854007192372 0.021205055605598273 \n",
"295 4483.369981145554 0.4059673066951746 \n",
"296 1158.946560816182 0.030891254862908297 \n",
"297 1581.4318762827352 0.03681760304160888 \n",
"298 4964.471992006311 0.04802903758135621 \n",
"299 1329.9342126126633 0.09417826331276645 \n",
"\n",
" original_ngtdm_Strength patient_number \n",
"0 0.3528600071678195 002 \n",
"1 None 003 \n",
"2 0.593370980923771 004 \n",
"3 7.9263924028377275 005 \n",
"4 0.5111257271308385 007 \n",
"5 2.0443356629047984 008 \n",
"6 5.4164580535629065 011 \n",
"7 0.9576135144010168 014 \n",
"8 0.39281939193215354 015 \n",
"9 0.5179838137907027 016 \n",
"10 0.7519694951848688 017 \n",
"11 2.67177305342798 018 \n",
"12 1.34571279526463 020 \n",
"13 0.5198296269213483 021 \n",
"14 2.8692955397867865 022 \n",
"15 0.1461400249351767 023 \n",
"16 6.9985259560373505 024 \n",
"17 2.309729433318687 025 \n",
"18 1.1032477225643165 026 \n",
"19 13.176368854198525 029 \n",
"20 0.2824008653671039 030 \n",
"21 0.3691892591800383 031 \n",
"22 2.852184219608707 032 \n",
"23 0.5647399711839881 033 \n",
"24 2.7469204593263274 035 \n",
"25 0.8657919258745741 036 \n",
"26 0.9327402031053049 037 \n",
"27 1.2120189227048546 039 \n",
"28 1.3746116959447103 040 \n",
"29 2.9058133115381 042 \n",
".. ... ... \n",
"270 0.4606421181580048 383 \n",
"271 2.1377123840874988 384 \n",
"272 1.0214902995475954 385 \n",
"273 1.3758528190465993 386 \n",
"274 0.5216353800835233 388 \n",
"275 3.7278074028627395 389 \n",
"276 4.256762468826891 390 \n",
"277 None 391 \n",
"278 1.3731539230080159 392 \n",
"279 1.9222176385002876 393 \n",
"280 4.457299674693692 394 \n",
"281 0.3465010231383506 395 \n",
"282 1.4803864293788846 396 \n",
"283 0.7500047185247829 397 \n",
"284 2.4418282715080295 399 \n",
"285 1.6372599259696257 400 \n",
"286 0.2548237425906703 401 \n",
"287 3.338787114825903 402 \n",
"288 2.3146344390846925 403 \n",
"289 2.56546674426354 406 \n",
"290 2.7382195781328513 409 \n",
"291 0.2427139080026082 414 \n",
"292 0.552937640336374 416 \n",
"293 0.8228572805949378 417 \n",
"294 4.72171407908516 418 \n",
"295 1.9591626756590645 420 \n",
"296 1.3412094894571074 421 \n",
"297 0.35276480480378414 422 \n",
"298 0.2279646029225388 423 \n",
"299 0.3957467908267195 424 \n",
"\n",
"[300 rows x 130 columns]"
]
},
"execution_count": 93,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df"
]
},
{
"cell_type": "code",
"execution_count": 99,
"metadata": {},
"outputs": [
{
"data": {
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"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>diagnostics_Versions_PyRadiomics</th>\n",
" <th>diagnostics_Versions_Numpy</th>\n",
" <th>diagnostics_Versions_SimpleITK</th>\n",
" <th>diagnostics_Versions_PyWavelet</th>\n",
" <th>diagnostics_Versions_Python</th>\n",
" <th>diagnostics_Configuration_Settings</th>\n",
" <th>diagnostics_Configuration_EnabledImageTypes</th>\n",
" <th>diagnostics_Image-original_Hash</th>\n",
" <th>diagnostics_Image-original_Dimensionality</th>\n",
" <th>diagnostics_Image-original_Spacing</th>\n",
" <th>...</th>\n",
" <th>original_glszm_SmallAreaLowGrayLevelEmphasis</th>\n",
" <th>original_glszm_ZoneEntropy</th>\n",
" <th>original_glszm_ZonePercentage</th>\n",
" <th>original_glszm_ZoneVariance</th>\n",
" <th>original_ngtdm_Busyness</th>\n",
" <th>original_ngtdm_Coarseness</th>\n",
" <th>original_ngtdm_Complexity</th>\n",
" <th>original_ngtdm_Contrast</th>\n",
" <th>original_ngtdm_Strength</th>\n",
" <th>patient_number</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>2.2.0</td>\n",
" <td>1.17.4</td>\n",
" <td>1.2.4</td>\n",
" <td>0.5.2</td>\n",
" <td>3.6.5</td>\n",
" <td>{'minimumROIDimensions': 2, 'minimumROISize': ...</td>\n",
" <td>{'Original': {}}</td>\n",
" <td>a14c1903ca44b9c8bee21607abe86b6092e0e784</td>\n",
" <td>3D</td>\n",
" <td>(1.0, 1.0, 1.0)</td>\n",
" <td>...</td>\n",
" <td>0.00650396833685046</td>\n",
" <td>7.030494272641832</td>\n",
" <td>0.3864306784660767</td>\n",
" <td>88.6209195268341</td>\n",
" <td>0.3192207510507349</td>\n",
" <td>0.0029973859057788035</td>\n",
" <td>2400.7459995508075</td>\n",
" <td>0.2587860762411749</td>\n",
" <td>3.0193578055002153</td>\n",
" <td>000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>2.2.0</td>\n",
" <td>1.17.4</td>\n",
" <td>1.2.4</td>\n",
" <td>0.5.2</td>\n",
" <td>3.6.5</td>\n",
" <td>{'minimumROIDimensions': 2, 'minimumROISize': ...</td>\n",
" <td>{'Original': {}}</td>\n",
" <td>012bee7c6eb8bc6eb005674e2786b955b3f2d343</td>\n",
" <td>3D</td>\n",
" <td>(1.0, 1.0, 1.0)</td>\n",
" <td>...</td>\n",
" <td>0.0011372251755402353</td>\n",
" <td>7.056755551475125</td>\n",
" <td>0.16735686583842765</td>\n",
" <td>28829.700225615623</td>\n",
" <td>1.0432795311296523</td>\n",
" <td>0.000299498303363116</td>\n",
" <td>1503.157610147304</td>\n",
" <td>0.05499763926588297</td>\n",
" <td>0.8124728927622762</td>\n",
" <td>001</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>2.2.0</td>\n",
" <td>1.17.4</td>\n",
" <td>1.2.4</td>\n",
" <td>0.5.2</td>\n",
" <td>3.6.5</td>\n",
" <td>{'minimumROIDimensions': 2, 'minimumROISize': ...</td>\n",
" <td>{'Original': {}}</td>\n",
" <td>57504b176455455b107b42a27734198353b891b5</td>\n",
" <td>3D</td>\n",
" <td>(1.0, 1.0, 1.0)</td>\n",
" <td>...</td>\n",
" <td>0.0030927233376598366</td>\n",
" <td>7.295787467156062</td>\n",
" <td>0.16808601234830742</td>\n",
" <td>9195.18109360467</td>\n",
" <td>0.4240922951318243</td>\n",
" <td>0.0009696911689902665</td>\n",
" <td>1549.136212300552</td>\n",
" <td>0.04406541279692153</td>\n",
" <td>1.8312712830615954</td>\n",
" <td>006</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>2.2.0</td>\n",
" <td>1.17.4</td>\n",
" <td>1.2.4</td>\n",
" <td>0.5.2</td>\n",
" <td>3.6.5</td>\n",
" <td>{'minimumROIDimensions': 2, 'minimumROISize': ...</td>\n",
" <td>{'Original': {}}</td>\n",
" <td>466571f330c0e12c21c0e6b2ee64953b043a074a</td>\n",
" <td>3D</td>\n",
" <td>(1.0, 1.0, 1.0)</td>\n",
" <td>...</td>\n",
" <td>0.011458708772295158</td>\n",
" <td>7.0290292656028655</td>\n",
" <td>0.466265441875198</td>\n",
" <td>11.03069203021621</td>\n",
" <td>3.3630953665269554</td>\n",
" <td>0.00046453293179421864</td>\n",
" <td>5166.658333866696</td>\n",
" <td>0.2505568367343866</td>\n",
" <td>0.7531802976962354</td>\n",
" <td>009</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>2.2.0</td>\n",
" <td>1.17.4</td>\n",
" <td>1.2.4</td>\n",
" <td>0.5.2</td>\n",
" <td>3.6.5</td>\n",
" <td>{'minimumROIDimensions': 2, 'minimumROISize': ...</td>\n",
" <td>{'Original': {}}</td>\n",
" <td>e85f367b7409c24d3dda412f0616f26da1ea8d55</td>\n",
" <td>3D</td>\n",
" <td>(1.0, 1.0, 1.0)</td>\n",
" <td>...</td>\n",
" <td>0.001263275408950132</td>\n",
" <td>7.296961213716396</td>\n",
" <td>0.11617878762749813</td>\n",
" <td>64430.20175176771</td>\n",
" <td>0.8221696618971971</td>\n",
" <td>0.00016990275935880697</td>\n",
" <td>5325.885346788066</td>\n",
" <td>0.010699961481524708</td>\n",
" <td>2.6618141092070435</td>\n",
" <td>010</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5</th>\n",
" <td>2.2.0</td>\n",
" <td>1.17.4</td>\n",
" <td>1.2.4</td>\n",
" <td>0.5.2</td>\n",
" <td>3.6.5</td>\n",
" <td>{'minimumROIDimensions': 2, 'minimumROISize': ...</td>\n",
" <td>{'Original': {}}</td>\n",
" <td>ad9134c02294af33a76dd455adb2ea656e73d0bb</td>\n",
" <td>3D</td>\n",
" <td>(1.0, 1.0, 1.0)</td>\n",
" <td>...</td>\n",
" <td>0.0032969046158858</td>\n",
" <td>6.8678024800660165</td>\n",
" <td>0.34163816967920535</td>\n",
" <td>544.6214691280725</td>\n",
" <td>0.2863143301056496</td>\n",
" <td>0.0025691941507084907</td>\n",
" <td>1379.2028413909507</td>\n",
" <td>0.2628539609310901</td>\n",
" <td>2.0394846613420556</td>\n",
" <td>012</td>\n",
" </tr>\n",
" <tr>\n",
" <th>6</th>\n",
" <td>2.2.0</td>\n",
" <td>1.17.4</td>\n",
" <td>1.2.4</td>\n",
" <td>0.5.2</td>\n",
" <td>3.6.5</td>\n",
" <td>{'minimumROIDimensions': 2, 'minimumROISize': ...</td>\n",
" <td>{'Original': {}}</td>\n",
" <td>d37a13f547ac65b0c300c7a8bfee84b3115e7c8c</td>\n",
" <td>3D</td>\n",
" <td>(1.0, 1.0, 1.0)</td>\n",
" <td>...</td>\n",
" <td>0.0029809603474066533</td>\n",
" <td>7.738243027132657</td>\n",
" <td>0.03732633079136861</td>\n",
" <td>1309263.1233864485</td>\n",
" <td>7.805748110033149</td>\n",
" <td>4.954695416944482e-05</td>\n",
" <td>822.2480054589579</td>\n",
" <td>0.004100770738762614</td>\n",
" <td>0.2195195589714611</td>\n",
" <td>013</td>\n",
" </tr>\n",
" <tr>\n",
" <th>7</th>\n",
" <td>2.2.0</td>\n",
" <td>1.17.4</td>\n",
" <td>1.2.4</td>\n",
" <td>0.5.2</td>\n",
" <td>3.6.5</td>\n",
" <td>{'minimumROIDimensions': 2, 'minimumROISize': ...</td>\n",
" <td>{'Original': {}}</td>\n",
" <td>9f427e296f28dcda6c8ba2256469bf910fc1fdf0</td>\n",
" <td>3D</td>\n",
" <td>(1.0, 1.0, 1.0)</td>\n",
" <td>...</td>\n",
" <td>0.00517823384912288</td>\n",
" <td>6.614141307851755</td>\n",
" <td>0.3871290430143381</td>\n",
" <td>45.285296393483</td>\n",
" <td>0.2705994297708851</td>\n",
" <td>0.004530731014635755</td>\n",
" <td>1220.8504664217726</td>\n",
" <td>0.20120530288705538</td>\n",
" <td>2.1775998993460277</td>\n",
" <td>019</td>\n",
" </tr>\n",
" <tr>\n",
" <th>8</th>\n",
" <td>2.2.0</td>\n",
" <td>1.17.4</td>\n",
" <td>1.2.4</td>\n",
" <td>0.5.2</td>\n",
" <td>3.6.5</td>\n",
" <td>{'minimumROIDimensions': 2, 'minimumROISize': ...</td>\n",
" <td>{'Original': {}}</td>\n",
" <td>65e056af2c7644355d20656e3143dd6ec4212f41</td>\n",
" <td>3D</td>\n",
" <td>(1.0, 1.0, 1.0)</td>\n",
" <td>...</td>\n",
" <td>0.0010366632480026004</td>\n",
" <td>7.11280310139011</td>\n",
" <td>0.0696949112495939</td>\n",
" <td>605556.5375066835</td>\n",
" <td>4.077923636426653</td>\n",
" <td>6.20967645037254e-05</td>\n",
" <td>1006.0517011238957</td>\n",
" <td>0.010350257260902742</td>\n",
" <td>0.4301401259562533</td>\n",
" <td>027</td>\n",
" </tr>\n",
" <tr>\n",
" <th>9</th>\n",
" <td>2.2.0</td>\n",
" <td>1.17.4</td>\n",
" <td>1.2.4</td>\n",
" <td>0.5.2</td>\n",
" <td>3.6.5</td>\n",
" <td>{'minimumROIDimensions': 2, 'minimumROISize': ...</td>\n",
" <td>{'Original': {}}</td>\n",
" <td>f59894d720e8d39348e9565d038b4d67f5b75b73</td>\n",
" <td>3D</td>\n",
" <td>(1.0, 1.0, 1.0)</td>\n",
" <td>...</td>\n",
" <td>0.010479469010200998</td>\n",
" <td>7.093423309251276</td>\n",
" <td>0.5298420976387078</td>\n",
" <td>43.43556805391967</td>\n",
" <td>0.8254093902613867</td>\n",
" <td>0.0006990957187612052</td>\n",
" <td>11044.45288293424</td>\n",
" <td>0.41551539995882586</td>\n",
" <td>1.6537484042783042</td>\n",
" <td>028</td>\n",
" </tr>\n",
" <tr>\n",
" <th>10</th>\n",
" <td>2.2.0</td>\n",
" <td>1.17.4</td>\n",
" <td>1.2.4</td>\n",
" <td>0.5.2</td>\n",
" <td>3.6.5</td>\n",
" <td>{'minimumROIDimensions': 2, 'minimumROISize': ...</td>\n",
" <td>{'Original': {}}</td>\n",
" <td>650e3ddb43a406163856a490d35b09e1757e9a8a</td>\n",
" <td>3D</td>\n",
" <td>(1.0, 1.0, 1.0)</td>\n",
" <td>...</td>\n",
" <td>0.0013135666223513395</td>\n",
" <td>7.290249750775166</td>\n",
" <td>0.08715231366558462</td>\n",
" <td>106691.33898015402</td>\n",
" <td>1.6728991723332216</td>\n",
" <td>0.0001561327523102608</td>\n",
" <td>1593.5885238173992</td>\n",
" <td>0.010860246929524961</td>\n",
" <td>0.7415849420946503</td>\n",
" <td>034</td>\n",
" </tr>\n",
" <tr>\n",
" <th>11</th>\n",
" <td>2.2.0</td>\n",
" <td>1.17.4</td>\n",
" <td>1.2.4</td>\n",
" <td>0.5.2</td>\n",
" <td>3.6.5</td>\n",
" <td>{'minimumROIDimensions': 2, 'minimumROISize': ...</td>\n",
" <td>{'Original': {}}</td>\n",
" <td>2201f289b612c94b4e6cccf95a9f35f3a031e568</td>\n",
" <td>3D</td>\n",
" <td>(1.0, 1.0, 1.0)</td>\n",
" <td>...</td>\n",
" <td>0.004386699758318983</td>\n",
" <td>6.993143319987266</td>\n",
" <td>0.47312989467998917</td>\n",
" <td>6.884929617293218</td>\n",
" <td>0.35121142360815816</td>\n",
" <td>0.0026347858751217734</td>\n",
" <td>4805.504622046324</td>\n",
" <td>0.21742004640356255</td>\n",
" <td>3.378920442731471</td>\n",
" <td>038</td>\n",
" </tr>\n",
" <tr>\n",
" <th>12</th>\n",
" <td>2.2.0</td>\n",
" <td>1.17.4</td>\n",
" <td>1.2.4</td>\n",
" <td>0.5.2</td>\n",
" <td>3.6.5</td>\n",
" <td>{'minimumROIDimensions': 2, 'minimumROISize': ...</td>\n",
" <td>{'Original': {}}</td>\n",
" <td>3aaf1a6dfffb4502cb009a245e3f624143e45c75</td>\n",
" <td>3D</td>\n",
" <td>(1.0, 1.0, 1.0)</td>\n",
" <td>...</td>\n",
" <td>0.0022866037506234327</td>\n",
" <td>7.281882549196636</td>\n",
" <td>0.22450729804264477</td>\n",
" <td>6012.703448594982</td>\n",
" <td>1.864169981077123</td>\n",
" <td>0.0002987021988376117</td>\n",
" <td>2759.1888943053364</td>\n",
" <td>0.20721851269319333</td>\n",
" <td>0.5068317775037102</td>\n",
" <td>041</td>\n",
" </tr>\n",
" <tr>\n",
" <th>13</th>\n",
" <td>2.2.0</td>\n",
" <td>1.17.4</td>\n",
" <td>1.2.4</td>\n",
" <td>0.5.2</td>\n",
" <td>3.6.5</td>\n",
" <td>{'minimumROIDimensions': 2, 'minimumROISize': ...</td>\n",
" <td>{'Original': {}}</td>\n",
" <td>31d84fbf5c8a8881bbb03b34a76602a365a9fda7</td>\n",
" <td>3D</td>\n",
" <td>(1.0, 1.0, 1.0)</td>\n",
" <td>...</td>\n",
" <td>0.001279280063784213</td>\n",
" <td>6.412111568664334</td>\n",
" <td>0.08001851328070762</td>\n",
" <td>73198.95628983667</td>\n",
" <td>1.388880577180543</td>\n",
" <td>0.0002998454900873995</td>\n",
" <td>745.5657726234778</td>\n",
" <td>0.01223376137924379</td>\n",
" <td>0.9720661501394185</td>\n",
" <td>046</td>\n",
" </tr>\n",
" <tr>\n",
" <th>14</th>\n",
" <td>2.2.0</td>\n",
" <td>1.17.4</td>\n",
" <td>1.2.4</td>\n",
" <td>0.5.2</td>\n",
" <td>3.6.5</td>\n",
" <td>{'minimumROIDimensions': 2, 'minimumROISize': ...</td>\n",
" <td>{'Original': {}}</td>\n",
" <td>65d22cf14a9630e32cb1075687c067d85639a38a</td>\n",
" <td>3D</td>\n",
" <td>(1.0, 1.0, 1.0)</td>\n",
" <td>...</td>\n",
" <td>0.007799168118793287</td>\n",
" <td>6.4700844404606315</td>\n",
" <td>0.467940813810111</td>\n",
" <td>27.130104967877784</td>\n",
" <td>0.1501706253921209</td>\n",
" <td>0.007955072276613552</td>\n",
" <td>1518.9731658901567</td>\n",
" <td>0.41458437806298254</td>\n",
" <td>4.1919466935123575</td>\n",
" <td>049</td>\n",
" </tr>\n",
" <tr>\n",
" <th>15</th>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>...</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>050</td>\n",
" </tr>\n",
" <tr>\n",
" <th>16</th>\n",
" <td>2.2.0</td>\n",
" <td>1.17.4</td>\n",
" <td>1.2.4</td>\n",
" <td>0.5.2</td>\n",
" <td>3.6.5</td>\n",
" <td>{'minimumROIDimensions': 2, 'minimumROISize': ...</td>\n",
" <td>{'Original': {}}</td>\n",
" <td>a853815d68e5984787d97b80aedd8ac2194c8fd1</td>\n",
" <td>3D</td>\n",
" <td>(1.0, 1.0, 1.0)</td>\n",
" <td>...</td>\n",
" <td>0.0016018154028825543</td>\n",
" <td>7.182125278034371</td>\n",
" <td>0.20367269321374848</td>\n",
" <td>8741.141397075318</td>\n",
" <td>1.1055475120072882</td>\n",
" <td>0.0004574843042622475</td>\n",
" <td>1152.711679956383</td>\n",
" <td>0.12063673720755935</td>\n",
" <td>0.6521431547984168</td>\n",
" <td>054</td>\n",
" </tr>\n",
" <tr>\n",
" <th>17</th>\n",
" <td>2.2.0</td>\n",
" <td>1.17.4</td>\n",
" <td>1.2.4</td>\n",
" <td>0.5.2</td>\n",
" <td>3.6.5</td>\n",
" <td>{'minimumROIDimensions': 2, 'minimumROISize': ...</td>\n",
" <td>{'Original': {}}</td>\n",
" <td>273809757cdce6a3e507758ff42b9bcb0ceb26d9</td>\n",
" <td>3D</td>\n",
" <td>(1.0, 1.0, 1.0)</td>\n",
" <td>...</td>\n",
" <td>0.007394451023779944</td>\n",
" <td>6.433873357070576</td>\n",
" <td>0.4601181683899557</td>\n",
" <td>32.09514877785478</td>\n",
" <td>0.11023960241102679</td>\n",
" <td>0.0087337091685833</td>\n",
" <td>1691.460822118643</td>\n",
" <td>0.3678397007257342</td>\n",
" <td>5.244593289310793</td>\n",
" <td>055</td>\n",
" </tr>\n",
" <tr>\n",
" <th>18</th>\n",
" <td>2.2.0</td>\n",
" <td>1.17.4</td>\n",
" <td>1.2.4</td>\n",
" <td>0.5.2</td>\n",
" <td>3.6.5</td>\n",
" <td>{'minimumROIDimensions': 2, 'minimumROISize': ...</td>\n",
" <td>{'Original': {}}</td>\n",
" <td>4e1d46819f6b163f98d7153b112617d99661b92b</td>\n",
" <td>3D</td>\n",
" <td>(1.0, 1.0, 1.0)</td>\n",
" <td>...</td>\n",
" <td>0.00207901957713131</td>\n",
" <td>7.216761375837666</td>\n",
" <td>0.10587706685837527</td>\n",
" <td>76440.78066121768</td>\n",
" <td>1.2577313175994982</td>\n",
" <td>0.00027738856464899536</td>\n",
" <td>973.6351580528127</td>\n",
" <td>0.03444450654353795</td>\n",
" <td>0.7563117010648652</td>\n",
" <td>059</td>\n",
" </tr>\n",
" <tr>\n",
" <th>19</th>\n",
" <td>2.2.0</td>\n",
" <td>1.17.4</td>\n",
" <td>1.2.4</td>\n",
" <td>0.5.2</td>\n",
" <td>3.6.5</td>\n",
" <td>{'minimumROIDimensions': 2, 'minimumROISize': ...</td>\n",
" <td>{'Original': {}}</td>\n",
" <td>a9a60e65302972e1eaffa4b25823aa80356e194f</td>\n",
" <td>3D</td>\n",
" <td>(1.0, 1.0, 1.0)</td>\n",
" <td>...</td>\n",
" <td>0.0011489558850105274</td>\n",
" <td>7.546747055523174</td>\n",
" <td>0.05381876744032939</td>\n",
" <td>830330.9076159397</td>\n",
" <td>5.746706476154839</td>\n",
" <td>5.699361308135361e-05</td>\n",
" <td>761.4420879198275</td>\n",
" <td>0.01474535986952564</td>\n",
" <td>0.31072496994970683</td>\n",
" <td>060</td>\n",
" </tr>\n",
" <tr>\n",
" <th>20</th>\n",
" <td>2.2.0</td>\n",
" <td>1.17.4</td>\n",
" <td>1.2.4</td>\n",
" <td>0.5.2</td>\n",
" <td>3.6.5</td>\n",
" <td>{'minimumROIDimensions': 2, 'minimumROISize': ...</td>\n",
" <td>{'Original': {}}</td>\n",
" <td>e70047a300e13cd902203d6f4ed8065d409c2a9d</td>\n",
" <td>3D</td>\n",
" <td>(1.0, 1.0, 1.0)</td>\n",
" <td>...</td>\n",
" <td>0.012763629194190777</td>\n",
" <td>7.325373958378649</td>\n",
" <td>0.4870036609405801</td>\n",
" <td>525.5645610801705</td>\n",
" <td>1.7551337628417458</td>\n",
" <td>0.00012971495401556526</td>\n",
" <td>40696.270734442085</td>\n",
" <td>0.21091397452450425</td>\n",
" <td>1.3871357925853178</td>\n",
" <td>062</td>\n",
" </tr>\n",
" <tr>\n",
" <th>21</th>\n",
" <td>2.2.0</td>\n",
" <td>1.17.4</td>\n",
" <td>1.2.4</td>\n",
" <td>0.5.2</td>\n",
" <td>3.6.5</td>\n",
" <td>{'minimumROIDimensions': 2, 'minimumROISize': ...</td>\n",
" <td>{'Original': {}}</td>\n",
" <td>2897d9cb4324ba5e066db20a1872ff2d559f87f7</td>\n",
" <td>3D</td>\n",
" <td>(1.0, 1.0, 1.0)</td>\n",
" <td>...</td>\n",
" <td>0.0022758772300454227</td>\n",
" <td>7.2664282658107675</td>\n",
" <td>0.13389295353850855</td>\n",
" <td>85544.06999992867</td>\n",
" <td>2.859580693174141</td>\n",
" <td>0.0001532977554033749</td>\n",
" <td>849.3310725848982</td>\n",
" <td>0.0652664253181279</td>\n",
" <td>0.27323796534755646</td>\n",
" <td>065</td>\n",
" </tr>\n",
" <tr>\n",
" <th>22</th>\n",
" <td>2.2.0</td>\n",
" <td>1.17.4</td>\n",
" <td>1.2.4</td>\n",
" <td>0.5.2</td>\n",
" <td>3.6.5</td>\n",
" <td>{'minimumROIDimensions': 2, 'minimumROISize': ...</td>\n",
" <td>{'Original': {}}</td>\n",
" <td>3d2168d982f3c4e7a17708c461e032ca8ff5f654</td>\n",
" <td>3D</td>\n",
" <td>(1.0, 1.0, 1.0)</td>\n",
" <td>...</td>\n",
" <td>0.0011185688377459372</td>\n",
" <td>8.248728886910184</td>\n",
" <td>0.0730208262668747</td>\n",
" <td>139592.72769047518</td>\n",
" <td>1.2134631034886427</td>\n",
" <td>0.0001280631202416637</td>\n",
" <td>5342.310426158639</td>\n",
" <td>0.0073132615707251335</td>\n",
" <td>2.5740353091891435</td>\n",
" <td>066</td>\n",
" </tr>\n",
" <tr>\n",
" <th>23</th>\n",
" <td>2.2.0</td>\n",
" <td>1.17.4</td>\n",
" <td>1.2.4</td>\n",
" <td>0.5.2</td>\n",
" <td>3.6.5</td>\n",
" <td>{'minimumROIDimensions': 2, 'minimumROISize': ...</td>\n",
" <td>{'Original': {}}</td>\n",
" <td>e0ff78eb127fe29cf197fcb0c0ddffa55934e921</td>\n",
" <td>3D</td>\n",
" <td>(1.0, 1.0, 1.0)</td>\n",
" <td>...</td>\n",
" <td>0.0010770241078634668</td>\n",
" <td>7.313909732997244</td>\n",
" <td>0.06114648479281229</td>\n",
" <td>1237003.6374900725</td>\n",
" <td>5.93905470974652</td>\n",
" <td>3.0491249955612493e-05</td>\n",
" <td>1766.462333348672</td>\n",
" <td>0.006612829440770413</td>\n",
" <td>0.3412408907520753</td>\n",
" <td>071</td>\n",
" </tr>\n",
" <tr>\n",
" <th>24</th>\n",
" <td>2.2.0</td>\n",
" <td>1.17.4</td>\n",
" <td>1.2.4</td>\n",
" <td>0.5.2</td>\n",
" <td>3.6.5</td>\n",
" <td>{'minimumROIDimensions': 2, 'minimumROISize': ...</td>\n",
" <td>{'Original': {}}</td>\n",
" <td>258d59a8e908d298439736c4ac470e7c32d649e8</td>\n",
" <td>3D</td>\n",
" <td>(1.0, 1.0, 1.0)</td>\n",
" <td>...</td>\n",
" <td>0.0037926422490696353</td>\n",
" <td>6.637507422942822</td>\n",
" <td>0.3844765342960289</td>\n",
" <td>147.45577376622805</td>\n",
" <td>0.1913375339584415</td>\n",
" <td>0.004166102926085494</td>\n",
" <td>1412.896263155049</td>\n",
" <td>0.24176798197313495</td>\n",
" <td>2.874594943496401</td>\n",
" <td>074</td>\n",
" </tr>\n",
" <tr>\n",
" <th>25</th>\n",
" <td>2.2.0</td>\n",
" <td>1.17.4</td>\n",
" <td>1.2.4</td>\n",
" <td>0.5.2</td>\n",
" <td>3.6.5</td>\n",
" <td>{'minimumROIDimensions': 2, 'minimumROISize': ...</td>\n",
" <td>{'Original': {}}</td>\n",
" <td>9dbe2d9abec6f23b48d4e089c88a3b27f7296b87</td>\n",
" <td>3D</td>\n",
" <td>(1.0, 1.0, 1.0)</td>\n",
" <td>...</td>\n",
" <td>0.0036225818700725155</td>\n",
" <td>6.824029228836075</td>\n",
" <td>0.2104562597056866</td>\n",
" <td>3496.143136993939</td>\n",
" <td>0.41135066550280985</td>\n",
" <td>0.0011465486712864447</td>\n",
" <td>1361.8468773052925</td>\n",
" <td>0.07590032713802068</td>\n",
" <td>1.369533910463784</td>\n",
" <td>075</td>\n",
" </tr>\n",
" <tr>\n",
" <th>26</th>\n",
" <td>2.2.0</td>\n",
" <td>1.17.4</td>\n",
" <td>1.2.4</td>\n",
" <td>0.5.2</td>\n",
" <td>3.6.5</td>\n",
" <td>{'minimumROIDimensions': 2, 'minimumROISize': ...</td>\n",
" <td>{'Original': {}}</td>\n",
" <td>45f93b8b702ba8eb34b6af937d89560f03f8b390</td>\n",
" <td>3D</td>\n",
" <td>(1.0, 1.0, 1.0)</td>\n",
" <td>...</td>\n",
" <td>0.013122570791631413</td>\n",
" <td>7.149332972704863</td>\n",
" <td>0.2962899347303332</td>\n",
" <td>78.12656702373451</td>\n",
" <td>1.259889503856971</td>\n",
" <td>0.0023904668557108645</td>\n",
" <td>1208.3624642500931</td>\n",
" <td>0.17425748937293656</td>\n",
" <td>1.5808995476622967</td>\n",
" <td>080</td>\n",
" </tr>\n",
" <tr>\n",
" <th>27</th>\n",
" <td>2.2.0</td>\n",
" <td>1.17.4</td>\n",
" <td>1.2.4</td>\n",
" <td>0.5.2</td>\n",
" <td>3.6.5</td>\n",
" <td>{'minimumROIDimensions': 2, 'minimumROISize': ...</td>\n",
" <td>{'Original': {}}</td>\n",
" <td>beb477947a6861cccda1d87f4eccaa9f3154e1fb</td>\n",
" <td>3D</td>\n",
" <td>(1.0, 1.0, 1.0)</td>\n",
" <td>...</td>\n",
" <td>0.0006920896717820855</td>\n",
" <td>7.097369645021458</td>\n",
" <td>0.05234754009620629</td>\n",
" <td>876377.4641854893</td>\n",
" <td>8.177036987839658</td>\n",
" <td>3.5146532370158366e-05</td>\n",
" <td>1145.4730793940223</td>\n",
" <td>0.006323161648866281</td>\n",
" <td>0.18872669227202768</td>\n",
" <td>085</td>\n",
" </tr>\n",
" <tr>\n",
" <th>28</th>\n",
" <td>2.2.0</td>\n",
" <td>1.17.4</td>\n",
" <td>1.2.4</td>\n",
" <td>0.5.2</td>\n",
" <td>3.6.5</td>\n",
" <td>{'minimumROIDimensions': 2, 'minimumROISize': ...</td>\n",
" <td>{'Original': {}}</td>\n",
" <td>549cc78e0ad653cb0218a534c9ae24ab598ffa78</td>\n",
" <td>3D</td>\n",
" <td>(1.0, 1.0, 1.0)</td>\n",
" <td>...</td>\n",
" <td>0.005145583882401662</td>\n",
" <td>7.402984092444055</td>\n",
" <td>0.16720340074713383</td>\n",
" <td>1438.188380963008</td>\n",
" <td>2.2829896732712696</td>\n",
" <td>0.001544110396124168</td>\n",
" <td>763.2340750570938</td>\n",
" <td>0.14610978301077746</td>\n",
" <td>1.1043825094567077</td>\n",
" <td>087</td>\n",
" </tr>\n",
" <tr>\n",
" <th>29</th>\n",
" <td>2.2.0</td>\n",
" <td>1.17.4</td>\n",
" <td>1.2.4</td>\n",
" <td>0.5.2</td>\n",
" <td>3.6.5</td>\n",
" <td>{'minimumROIDimensions': 2, 'minimumROISize': ...</td>\n",
" <td>{'Original': {}}</td>\n",
" <td>0dd431132afc7bfd4892f29112f28e0f7ad35654</td>\n",
" <td>3D</td>\n",
" <td>(1.0, 1.0, 1.0)</td>\n",
" <td>...</td>\n",
" <td>0.0015563728529436637</td>\n",
" <td>7.171018692542549</td>\n",
" <td>0.14653526878856482</td>\n",
" <td>56852.351194028306</td>\n",
" <td>2.7957047470336787</td>\n",
" <td>0.00011931026094401463</td>\n",
" <td>1569.2943277075763</td>\n",
" <td>0.05618356449732737</td>\n",
" <td>0.3037241294257559</td>\n",
" <td>097</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>95</th>\n",
" <td>2.2.0</td>\n",
" <td>1.17.4</td>\n",
" <td>1.2.4</td>\n",
" <td>0.5.2</td>\n",
" <td>3.6.5</td>\n",
" <td>{'minimumROIDimensions': 2, 'minimumROISize': ...</td>\n",
" <td>{'Original': {}}</td>\n",
" <td>a48538a692ca41da321af57cab9dbe41fd5eda48</td>\n",
" <td>3D</td>\n",
" <td>(1.0, 1.0, 1.0)</td>\n",
" <td>...</td>\n",
" <td>0.004909861018104349</td>\n",
" <td>6.3634196700345145</td>\n",
" <td>0.4908802537668517</td>\n",
" <td>28.439653305007553</td>\n",
" <td>0.09853983370572887</td>\n",
" <td>0.006128386463292559</td>\n",
" <td>3713.741867175296</td>\n",
" <td>0.34207218015051943</td>\n",
" <td>5.19609367552519</td>\n",
" <td>322</td>\n",
" </tr>\n",
" <tr>\n",
" <th>96</th>\n",
" <td>2.2.0</td>\n",
" <td>1.17.4</td>\n",
" <td>1.2.4</td>\n",
" <td>0.5.2</td>\n",
" <td>3.6.5</td>\n",
" <td>{'minimumROIDimensions': 2, 'minimumROISize': ...</td>\n",
" <td>{'Original': {}}</td>\n",
" <td>5a478d9f70829b4d70e56a3525f4a4233f26d0dc</td>\n",
" <td>3D</td>\n",
" <td>(1.0, 1.0, 1.0)</td>\n",
" <td>...</td>\n",
" <td>0.0021843297990240874</td>\n",
" <td>6.523018054335413</td>\n",
" <td>0.3223493900138347</td>\n",
" <td>950.5396868214782</td>\n",
" <td>0.3418510303680603</td>\n",
" <td>0.0009726182310737089</td>\n",
" <td>3788.8960015646708</td>\n",
" <td>0.14614563436055536</td>\n",
" <td>1.8751632807093437</td>\n",
" <td>324</td>\n",
" </tr>\n",
" <tr>\n",
" <th>97</th>\n",
" <td>2.2.0</td>\n",
" <td>1.17.4</td>\n",
" <td>1.2.4</td>\n",
" <td>0.5.2</td>\n",
" <td>3.6.5</td>\n",
" <td>{'minimumROIDimensions': 2, 'minimumROISize': ...</td>\n",
" <td>{'Original': {}}</td>\n",
" <td>ca69b4e631d22e2a2714a46c291422b8f557562f</td>\n",
" <td>3D</td>\n",
" <td>(1.0, 1.0, 1.0)</td>\n",
" <td>...</td>\n",
" <td>0.005567100092065029</td>\n",
" <td>6.284519913123125</td>\n",
" <td>0.02604800353943148</td>\n",
" <td>118365.46946687042</td>\n",
" <td>1.6205272258764905</td>\n",
" <td>0.0007486380658215003</td>\n",
" <td>178.0344916193256</td>\n",
" <td>0.003122302546334271</td>\n",
" <td>0.541301148998348</td>\n",
" <td>326</td>\n",
" </tr>\n",
" <tr>\n",
" <th>98</th>\n",
" <td>2.2.0</td>\n",
" <td>1.17.4</td>\n",
" <td>1.2.4</td>\n",
" <td>0.5.2</td>\n",
" <td>3.6.5</td>\n",
" <td>{'minimumROIDimensions': 2, 'minimumROISize': ...</td>\n",
" <td>{'Original': {}}</td>\n",
" <td>4c73b8f2321e9406d59183208c8e5184389ebd2a</td>\n",
" <td>3D</td>\n",
" <td>(1.0, 1.0, 1.0)</td>\n",
" <td>...</td>\n",
" <td>0.004127494117094649</td>\n",
" <td>6.9872152856031935</td>\n",
" <td>0.374845869297164</td>\n",
" <td>28.681559470221607</td>\n",
" <td>0.46010220474228475</td>\n",
" <td>0.002554600286353541</td>\n",
" <td>1382.2005623989996</td>\n",
" <td>0.20750914289398348</td>\n",
" <td>1.4318893988970918</td>\n",
" <td>332</td>\n",
" </tr>\n",
" <tr>\n",
" <th>99</th>\n",
" <td>2.2.0</td>\n",
" <td>1.17.4</td>\n",
" <td>1.2.4</td>\n",
" <td>0.5.2</td>\n",
" <td>3.6.5</td>\n",
" <td>{'minimumROIDimensions': 2, 'minimumROISize': ...</td>\n",
" <td>{'Original': {}}</td>\n",
" <td>3e133fd0606e4b0005d2018fa2c64516ef304e50</td>\n",
" <td>3D</td>\n",
" <td>(1.0, 1.0, 1.0)</td>\n",
" <td>...</td>\n",
" <td>0.012503581567686</td>\n",
" <td>7.002932104126142</td>\n",
" <td>0.5721212121212121</td>\n",
" <td>8.92743195202528</td>\n",
" <td>0.6185986863045154</td>\n",
" <td>0.0012089641895892626</td>\n",
" <td>9944.430297311308</td>\n",
" <td>0.6108036684377867</td>\n",
" <td>2.3780051831861786</td>\n",
" <td>337</td>\n",
" </tr>\n",
" <tr>\n",
" <th>100</th>\n",
" <td>2.2.0</td>\n",
" <td>1.17.4</td>\n",
" <td>1.2.4</td>\n",
" <td>0.5.2</td>\n",
" <td>3.6.5</td>\n",
" <td>{'minimumROIDimensions': 2, 'minimumROISize': ...</td>\n",
" <td>{'Original': {}}</td>\n",
" <td>47f2eed0427fee7e4a7234f4dfd74e3f74bf6ce2</td>\n",
" <td>3D</td>\n",
" <td>(1.0, 1.0, 1.0)</td>\n",
" <td>...</td>\n",
" <td>0.0012915079086775018</td>\n",
" <td>6.357307447508318</td>\n",
" <td>0.19026213894699365</td>\n",
" <td>12689.343166868439</td>\n",
" <td>0.8078584990099813</td>\n",
" <td>0.00031288421802832557</td>\n",
" <td>3314.5747748649055</td>\n",
" <td>0.031582891546476685</td>\n",
" <td>1.0740660461843676</td>\n",
" <td>339</td>\n",
" </tr>\n",
" <tr>\n",
" <th>101</th>\n",
" <td>2.2.0</td>\n",
" <td>1.17.4</td>\n",
" <td>1.2.4</td>\n",
" <td>0.5.2</td>\n",
" <td>3.6.5</td>\n",
" <td>{'minimumROIDimensions': 2, 'minimumROISize': ...</td>\n",
" <td>{'Original': {}}</td>\n",
" <td>a2a39d9669721c7dac8beb68627618aee4b0aa44</td>\n",
" <td>3D</td>\n",
" <td>(1.0, 1.0, 1.0)</td>\n",
" <td>...</td>\n",
" <td>0.0016584864651334468</td>\n",
" <td>7.316153462141182</td>\n",
" <td>0.1603829597743803</td>\n",
" <td>8142.572534881569</td>\n",
" <td>1.0255212134410199</td>\n",
" <td>0.0005296958862443307</td>\n",
" <td>1036.4138688656208</td>\n",
" <td>0.06208671081422941</td>\n",
" <td>0.522867677661479</td>\n",
" <td>342</td>\n",
" </tr>\n",
" <tr>\n",
" <th>102</th>\n",
" <td>2.2.0</td>\n",
" <td>1.17.4</td>\n",
" <td>1.2.4</td>\n",
" <td>0.5.2</td>\n",
" <td>3.6.5</td>\n",
" <td>{'minimumROIDimensions': 2, 'minimumROISize': ...</td>\n",
" <td>{'Original': {}}</td>\n",
" <td>5d27478c0b1206d1ea3f3f3d2cb80a8c359fd6ec</td>\n",
" <td>3D</td>\n",
" <td>(1.0, 1.0, 1.0)</td>\n",
" <td>...</td>\n",
" <td>0.002222608977493873</td>\n",
" <td>7.246356479894696</td>\n",
" <td>0.22850904076003678</td>\n",
" <td>5392.334253078696</td>\n",
" <td>0.5310859112566346</td>\n",
" <td>0.000791061766921541</td>\n",
" <td>1436.2593017841912</td>\n",
" <td>0.12902073703553343</td>\n",
" <td>1.1849621401171695</td>\n",
" <td>344</td>\n",
" </tr>\n",
" <tr>\n",
" <th>103</th>\n",
" <td>2.2.0</td>\n",
" <td>1.17.4</td>\n",
" <td>1.2.4</td>\n",
" <td>0.5.2</td>\n",
" <td>3.6.5</td>\n",
" <td>{'minimumROIDimensions': 2, 'minimumROISize': ...</td>\n",
" <td>{'Original': {}}</td>\n",
" <td>66350ef67042b6f2ab840c95ca7e9ec64c824575</td>\n",
" <td>3D</td>\n",
" <td>(1.0, 1.0, 1.0)</td>\n",
" <td>...</td>\n",
" <td>0.001711024852536452</td>\n",
" <td>7.211211919390604</td>\n",
" <td>0.07534246575342465</td>\n",
" <td>140176.600645958</td>\n",
" <td>1.0493009059678187</td>\n",
" <td>0.00022909201834592387</td>\n",
" <td>1270.0607685978507</td>\n",
" <td>0.007485074313258024</td>\n",
" <td>1.3073652723603235</td>\n",
" <td>351</td>\n",
" </tr>\n",
" <tr>\n",
" <th>104</th>\n",
" <td>2.2.0</td>\n",
" <td>1.17.4</td>\n",
" <td>1.2.4</td>\n",
" <td>0.5.2</td>\n",
" <td>3.6.5</td>\n",
" <td>{'minimumROIDimensions': 2, 'minimumROISize': ...</td>\n",
" <td>{'Original': {}}</td>\n",
" <td>38a431e88e9083427bc345b6028b7a8a677b9f5a</td>\n",
" <td>3D</td>\n",
" <td>(1.0, 1.0, 1.0)</td>\n",
" <td>...</td>\n",
" <td>0.0007228405208663204</td>\n",
" <td>7.606218979639587</td>\n",
" <td>0.04023138726000061</td>\n",
" <td>3717878.664198988</td>\n",
" <td>9.637744539407947</td>\n",
" <td>1.685693150912406e-05</td>\n",
" <td>1634.587095246822</td>\n",
" <td>0.002255290037989331</td>\n",
" <td>0.2637152947699818</td>\n",
" <td>352</td>\n",
" </tr>\n",
" <tr>\n",
" <th>105</th>\n",
" <td>2.2.0</td>\n",
" <td>1.17.4</td>\n",
" <td>1.2.4</td>\n",
" <td>0.5.2</td>\n",
" <td>3.6.5</td>\n",
" <td>{'minimumROIDimensions': 2, 'minimumROISize': ...</td>\n",
" <td>{'Original': {}}</td>\n",
" <td>11830ba3ebcfd326a5e687a02dcd82ebfc517c18</td>\n",
" <td>3D</td>\n",
" <td>(1.0, 1.0, 1.0)</td>\n",
" <td>...</td>\n",
" <td>0.005955592567047564</td>\n",
" <td>6.647190991501348</td>\n",
" <td>0.3758221108675227</td>\n",
" <td>103.89746597222222</td>\n",
" <td>0.22256896238559867</td>\n",
" <td>0.005153939867356212</td>\n",
" <td>1136.9648640515823</td>\n",
" <td>0.2670402478948995</td>\n",
" <td>2.76514096705966</td>\n",
" <td>360</td>\n",
" </tr>\n",
" <tr>\n",
" <th>106</th>\n",
" <td>2.2.0</td>\n",
" <td>1.17.4</td>\n",
" <td>1.2.4</td>\n",
" <td>0.5.2</td>\n",
" <td>3.6.5</td>\n",
" <td>{'minimumROIDimensions': 2, 'minimumROISize': ...</td>\n",
" <td>{'Original': {}}</td>\n",
" <td>5d8be51376643971f19bd3a2f59d24b159cb3920</td>\n",
" <td>3D</td>\n",
" <td>(1.0, 1.0, 1.0)</td>\n",
" <td>...</td>\n",
" <td>0.0019019244473467048</td>\n",
" <td>7.504007551014153</td>\n",
" <td>0.05953543827391042</td>\n",
" <td>614376.1469985214</td>\n",
" <td>2.415003699935183</td>\n",
" <td>6.8474833135653e-05</td>\n",
" <td>1928.8285616928829</td>\n",
" <td>0.008531148721170723</td>\n",
" <td>0.9330691390698211</td>\n",
" <td>363</td>\n",
" </tr>\n",
" <tr>\n",
" <th>107</th>\n",
" <td>2.2.0</td>\n",
" <td>1.17.4</td>\n",
" <td>1.2.4</td>\n",
" <td>0.5.2</td>\n",
" <td>3.6.5</td>\n",
" <td>{'minimumROIDimensions': 2, 'minimumROISize': ...</td>\n",
" <td>{'Original': {}}</td>\n",
" <td>d64474fb114ffaebce9a6a04abc8859f45b942a0</td>\n",
" <td>3D</td>\n",
" <td>(1.0, 1.0, 1.0)</td>\n",
" <td>...</td>\n",
" <td>0.0018885625093965745</td>\n",
" <td>7.285933177231522</td>\n",
" <td>0.09055182577370231</td>\n",
" <td>48730.28641406892</td>\n",
" <td>0.6905228394131907</td>\n",
" <td>0.00035546769631391293</td>\n",
" <td>1289.767393925453</td>\n",
" <td>0.023004384382165524</td>\n",
" <td>1.6165925895635536</td>\n",
" <td>364</td>\n",
" </tr>\n",
" <tr>\n",
" <th>108</th>\n",
" <td>2.2.0</td>\n",
" <td>1.17.4</td>\n",
" <td>1.2.4</td>\n",
" <td>0.5.2</td>\n",
" <td>3.6.5</td>\n",
" <td>{'minimumROIDimensions': 2, 'minimumROISize': ...</td>\n",
" <td>{'Original': {}}</td>\n",
" <td>c0d87c1345034c02e0a322e623111be89fecd323</td>\n",
" <td>3D</td>\n",
" <td>(1.0, 1.0, 1.0)</td>\n",
" <td>...</td>\n",
" <td>0.0026086440557093883</td>\n",
" <td>6.487526847584183</td>\n",
" <td>0.24706457925636008</td>\n",
" <td>4968.021503774141</td>\n",
" <td>0.6804066651536249</td>\n",
" <td>0.0006973213701255513</td>\n",
" <td>1576.2136981987005</td>\n",
" <td>0.13530594300509916</td>\n",
" <td>1.190679865743594</td>\n",
" <td>369</td>\n",
" </tr>\n",
" <tr>\n",
" <th>109</th>\n",
" <td>2.2.0</td>\n",
" <td>1.17.4</td>\n",
" <td>1.2.4</td>\n",
" <td>0.5.2</td>\n",
" <td>3.6.5</td>\n",
" <td>{'minimumROIDimensions': 2, 'minimumROISize': ...</td>\n",
" <td>{'Original': {}}</td>\n",
" <td>b275f9c5fd33616636bec06bab9ce6643edf85bc</td>\n",
" <td>3D</td>\n",
" <td>(1.0, 1.0, 1.0)</td>\n",
" <td>...</td>\n",
" <td>0.006231414377284782</td>\n",
" <td>6.777064560803622</td>\n",
" <td>0.4981838502374965</td>\n",
" <td>88.96629569036918</td>\n",
" <td>0.21695867592903567</td>\n",
" <td>0.0024867334839892854</td>\n",
" <td>6173.743883319467</td>\n",
" <td>0.5213400830095554</td>\n",
" <td>3.5582820444505576</td>\n",
" <td>370</td>\n",
" </tr>\n",
" <tr>\n",
" <th>110</th>\n",
" <td>2.2.0</td>\n",
" <td>1.17.4</td>\n",
" <td>1.2.4</td>\n",
" <td>0.5.2</td>\n",
" <td>3.6.5</td>\n",
" <td>{'minimumROIDimensions': 2, 'minimumROISize': ...</td>\n",
" <td>{'Original': {}}</td>\n",
" <td>7d289fb4b5ae72fd48b88220d93241c7569b4273</td>\n",
" <td>3D</td>\n",
" <td>(1.0, 1.0, 1.0)</td>\n",
" <td>...</td>\n",
" <td>0.0017730477625832414</td>\n",
" <td>6.626865194133249</td>\n",
" <td>0.1299949514674084</td>\n",
" <td>158592.56550772983</td>\n",
" <td>3.8152392445127785</td>\n",
" <td>6.985684329472468e-05</td>\n",
" <td>1992.1961740610318</td>\n",
" <td>0.033305282386164994</td>\n",
" <td>0.3270461822118756</td>\n",
" <td>374</td>\n",
" </tr>\n",
" <tr>\n",
" <th>111</th>\n",
" <td>2.2.0</td>\n",
" <td>1.17.4</td>\n",
" <td>1.2.4</td>\n",
" <td>0.5.2</td>\n",
" <td>3.6.5</td>\n",
" <td>{'minimumROIDimensions': 2, 'minimumROISize': ...</td>\n",
" <td>{'Original': {}}</td>\n",
" <td>2e10443a78f941589953e1dab07d55706884f10d</td>\n",
" <td>3D</td>\n",
" <td>(1.0, 1.0, 1.0)</td>\n",
" <td>...</td>\n",
" <td>0.007946782920712922</td>\n",
" <td>7.217992093283175</td>\n",
" <td>0.5187952898550725</td>\n",
" <td>35.91334441929315</td>\n",
" <td>0.6270759219303694</td>\n",
" <td>0.0005591724966979988</td>\n",
" <td>16917.21097410635</td>\n",
" <td>0.3784727364995947</td>\n",
" <td>2.025850017902886</td>\n",
" <td>377</td>\n",
" </tr>\n",
" <tr>\n",
" <th>112</th>\n",
" <td>2.2.0</td>\n",
" <td>1.17.4</td>\n",
" <td>1.2.4</td>\n",
" <td>0.5.2</td>\n",
" <td>3.6.5</td>\n",
" <td>{'minimumROIDimensions': 2, 'minimumROISize': ...</td>\n",
" <td>{'Original': {}}</td>\n",
" <td>d16ad6f8ca976a826ace427f0de8db8750dda245</td>\n",
" <td>3D</td>\n",
" <td>(1.0, 1.0, 1.0)</td>\n",
" <td>...</td>\n",
" <td>0.008373282253858156</td>\n",
" <td>6.633171142766264</td>\n",
" <td>0.4473029045643154</td>\n",
" <td>5.8869685840266275</td>\n",
" <td>0.26027179000208106</td>\n",
" <td>0.007746555989385689</td>\n",
" <td>1964.4592706737542</td>\n",
" <td>0.2239367720503079</td>\n",
" <td>4.630788924816604</td>\n",
" <td>379</td>\n",
" </tr>\n",
" <tr>\n",
" <th>113</th>\n",
" <td>2.2.0</td>\n",
" <td>1.17.4</td>\n",
" <td>1.2.4</td>\n",
" <td>0.5.2</td>\n",
" <td>3.6.5</td>\n",
" <td>{'minimumROIDimensions': 2, 'minimumROISize': ...</td>\n",
" <td>{'Original': {}}</td>\n",
" <td>f5e27141894f1ff823fddc4c04a8d2bcd1e952d7</td>\n",
" <td>3D</td>\n",
" <td>(1.0, 1.0, 1.0)</td>\n",
" <td>...</td>\n",
" <td>0.0019831751974015745</td>\n",
" <td>7.046603724629845</td>\n",
" <td>0.056624844352870886</td>\n",
" <td>836145.833284638</td>\n",
" <td>5.159575840023793</td>\n",
" <td>5.309999706126223e-05</td>\n",
" <td>975.6577339498588</td>\n",
" <td>0.008739278504770832</td>\n",
" <td>0.314596299454889</td>\n",
" <td>387</td>\n",
" </tr>\n",
" <tr>\n",
" <th>114</th>\n",
" <td>2.2.0</td>\n",
" <td>1.17.4</td>\n",
" <td>1.2.4</td>\n",
" <td>0.5.2</td>\n",
" <td>3.6.5</td>\n",
" <td>{'minimumROIDimensions': 2, 'minimumROISize': ...</td>\n",
" <td>{'Original': {}}</td>\n",
" <td>e409232560b4849557d6dbbfb99104ad46f771da</td>\n",
" <td>3D</td>\n",
" <td>(1.0, 1.0, 1.0)</td>\n",
" <td>...</td>\n",
" <td>0.0008012685187611323</td>\n",
" <td>7.394066541839875</td>\n",
" <td>0.04941498270156874</td>\n",
" <td>567619.235481018</td>\n",
" <td>4.1906592441504</td>\n",
" <td>5.865278267922613e-05</td>\n",
" <td>1267.910184634066</td>\n",
" <td>0.006286878339812724</td>\n",
" <td>0.3838231320748535</td>\n",
" <td>398</td>\n",
" </tr>\n",
" <tr>\n",
" <th>115</th>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>...</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>404</td>\n",
" </tr>\n",
" <tr>\n",
" <th>116</th>\n",
" <td>2.2.0</td>\n",
" <td>1.17.4</td>\n",
" <td>1.2.4</td>\n",
" <td>0.5.2</td>\n",
" <td>3.6.5</td>\n",
" <td>{'minimumROIDimensions': 2, 'minimumROISize': ...</td>\n",
" <td>{'Original': {}}</td>\n",
" <td>ae3f025df03ee1c7fb921be3e072a4c1e64c1f66</td>\n",
" <td>3D</td>\n",
" <td>(1.0, 1.0, 1.0)</td>\n",
" <td>...</td>\n",
" <td>0.0019622405594830732</td>\n",
" <td>7.343350413196008</td>\n",
" <td>0.15911913055900484</td>\n",
" <td>34583.515757298126</td>\n",
" <td>1.7726586432182057</td>\n",
" <td>0.00021330453567814433</td>\n",
" <td>1239.2690074665556</td>\n",
" <td>0.10742161509496133</td>\n",
" <td>0.4387650631723471</td>\n",
" <td>405</td>\n",
" </tr>\n",
" <tr>\n",
" <th>117</th>\n",
" <td>2.2.0</td>\n",
" <td>1.17.4</td>\n",
" <td>1.2.4</td>\n",
" <td>0.5.2</td>\n",
" <td>3.6.5</td>\n",
" <td>{'minimumROIDimensions': 2, 'minimumROISize': ...</td>\n",
" <td>{'Original': {}}</td>\n",
" <td>d813d4c1f0c05bebed452ec0587c325d3c326615</td>\n",
" <td>3D</td>\n",
" <td>(1.0, 1.0, 1.0)</td>\n",
" <td>...</td>\n",
" <td>0.0017841696757871135</td>\n",
" <td>7.164660013235399</td>\n",
" <td>0.10005430355688298</td>\n",
" <td>16145.069170000494</td>\n",
" <td>0.33193044780371306</td>\n",
" <td>0.0007828676838876653</td>\n",
" <td>1518.3577988463776</td>\n",
" <td>0.024138324990012467</td>\n",
" <td>3.333053159235531</td>\n",
" <td>407</td>\n",
" </tr>\n",
" <tr>\n",
" <th>118</th>\n",
" <td>2.2.0</td>\n",
" <td>1.17.4</td>\n",
" <td>1.2.4</td>\n",
" <td>0.5.2</td>\n",
" <td>3.6.5</td>\n",
" <td>{'minimumROIDimensions': 2, 'minimumROISize': ...</td>\n",
" <td>{'Original': {}}</td>\n",
" <td>5396693b96794cf593f8cba977cf4aca75e6fe57</td>\n",
" <td>3D</td>\n",
" <td>(1.0, 1.0, 1.0)</td>\n",
" <td>...</td>\n",
" <td>0.0037109837182313023</td>\n",
" <td>6.977998439577439</td>\n",
" <td>0.36580734261710207</td>\n",
" <td>6563.19153991484</td>\n",
" <td>1.0744601809934957</td>\n",
" <td>0.0001097569923580824</td>\n",
" <td>42061.21374856239</td>\n",
" <td>0.06638070897238856</td>\n",
" <td>2.6870359781538564</td>\n",
" <td>408</td>\n",
" </tr>\n",
" <tr>\n",
" <th>119</th>\n",
" <td>2.2.0</td>\n",
" <td>1.17.4</td>\n",
" <td>1.2.4</td>\n",
" <td>0.5.2</td>\n",
" <td>3.6.5</td>\n",
" <td>{'minimumROIDimensions': 2, 'minimumROISize': ...</td>\n",
" <td>{'Original': {}}</td>\n",
" <td>49cf68b71478075077aae6b5865bb9a22c4c289a</td>\n",
" <td>3D</td>\n",
" <td>(1.0, 1.0, 1.0)</td>\n",
" <td>...</td>\n",
" <td>0.003007768913538569</td>\n",
" <td>6.9407929790772025</td>\n",
" <td>0.3619009743487771</td>\n",
" <td>104.48952391015578</td>\n",
" <td>0.23074648713212081</td>\n",
" <td>0.003908611687093402</td>\n",
" <td>1280.390559382203</td>\n",
" <td>0.21346433936224996</td>\n",
" <td>2.4985246031596042</td>\n",
" <td>410</td>\n",
" </tr>\n",
" <tr>\n",
" <th>120</th>\n",
" <td>2.2.0</td>\n",
" <td>1.17.4</td>\n",
" <td>1.2.4</td>\n",
" <td>0.5.2</td>\n",
" <td>3.6.5</td>\n",
" <td>{'minimumROIDimensions': 2, 'minimumROISize': ...</td>\n",
" <td>{'Original': {}}</td>\n",
" <td>c6e86385c89bf3c13f576f90e29293b08e4f2168</td>\n",
" <td>3D</td>\n",
" <td>(1.0, 1.0, 1.0)</td>\n",
" <td>...</td>\n",
" <td>0.010075701965476344</td>\n",
" <td>6.0993773731215235</td>\n",
" <td>0.5219399538106235</td>\n",
" <td>46.51505599498787</td>\n",
" <td>0.10340895584775858</td>\n",
" <td>0.006276318164644369</td>\n",
" <td>4134.876870641823</td>\n",
" <td>0.7670438665533905</td>\n",
" <td>6.366573936376155</td>\n",
" <td>411</td>\n",
" </tr>\n",
" <tr>\n",
" <th>121</th>\n",
" <td>2.2.0</td>\n",
" <td>1.17.4</td>\n",
" <td>1.2.4</td>\n",
" <td>0.5.2</td>\n",
" <td>3.6.5</td>\n",
" <td>{'minimumROIDimensions': 2, 'minimumROISize': ...</td>\n",
" <td>{'Original': {}}</td>\n",
" <td>02826b1db6c5353d2f6d70e4f2bdff50858c79c1</td>\n",
" <td>3D</td>\n",
" <td>(1.0, 1.0, 1.0)</td>\n",
" <td>...</td>\n",
" <td>0.01646721981147634</td>\n",
" <td>7.011653874203149</td>\n",
" <td>0.30067447639332623</td>\n",
" <td>29.1807128151445</td>\n",
" <td>1.3085642777769355</td>\n",
" <td>0.004362685576214294</td>\n",
" <td>958.8147221435177</td>\n",
" <td>0.18745747878370758</td>\n",
" <td>2.8754860445648287</td>\n",
" <td>412</td>\n",
" </tr>\n",
" <tr>\n",
" <th>122</th>\n",
" <td>2.2.0</td>\n",
" <td>1.17.4</td>\n",
" <td>1.2.4</td>\n",
" <td>0.5.2</td>\n",
" <td>3.6.5</td>\n",
" <td>{'minimumROIDimensions': 2, 'minimumROISize': ...</td>\n",
" <td>{'Original': {}}</td>\n",
" <td>f85fbdd3b892cb1f6c4ddff6c52d2335b2fdb2a3</td>\n",
" <td>3D</td>\n",
" <td>(1.0, 1.0, 1.0)</td>\n",
" <td>...</td>\n",
" <td>0.0027211270780033723</td>\n",
" <td>6.773491446614239</td>\n",
" <td>0.3555760085902746</td>\n",
" <td>248.4501152402215</td>\n",
" <td>0.31679582345784657</td>\n",
" <td>0.0023886443672453354</td>\n",
" <td>1456.5277302932097</td>\n",
" <td>0.203987238983539</td>\n",
" <td>1.713392243116665</td>\n",
" <td>413</td>\n",
" </tr>\n",
" <tr>\n",
" <th>123</th>\n",
" <td>2.2.0</td>\n",
" <td>1.17.4</td>\n",
" <td>1.2.4</td>\n",
" <td>0.5.2</td>\n",
" <td>3.6.5</td>\n",
" <td>{'minimumROIDimensions': 2, 'minimumROISize': ...</td>\n",
" <td>{'Original': {}}</td>\n",
" <td>e7c8d73d44fb7f546298727aa5c48476ed4430da</td>\n",
" <td>3D</td>\n",
" <td>(1.0, 1.0, 1.0)</td>\n",
" <td>...</td>\n",
" <td>0.002643240035718965</td>\n",
" <td>6.705839551330013</td>\n",
" <td>0.18991288399816597</td>\n",
" <td>3374.168969240443</td>\n",
" <td>0.4049830751560497</td>\n",
" <td>0.0014098867076919712</td>\n",
" <td>947.0140577942461</td>\n",
" <td>0.06318696600183107</td>\n",
" <td>1.5318233636625185</td>\n",
" <td>415</td>\n",
" </tr>\n",
" <tr>\n",
" <th>124</th>\n",
" <td>2.2.0</td>\n",
" <td>1.17.4</td>\n",
" <td>1.2.4</td>\n",
" <td>0.5.2</td>\n",
" <td>3.6.5</td>\n",
" <td>{'minimumROIDimensions': 2, 'minimumROISize': ...</td>\n",
" <td>{'Original': {}}</td>\n",
" <td>86bbd3a4b79ada86c05660998789bf6c0575fec0</td>\n",
" <td>3D</td>\n",
" <td>(1.0, 1.0, 1.0)</td>\n",
" <td>...</td>\n",
" <td>0.0021372612525416925</td>\n",
" <td>6.820178021315897</td>\n",
" <td>0.17709405227413047</td>\n",
" <td>2932.077399158158</td>\n",
" <td>0.22432841908751996</td>\n",
" <td>0.0020667477801126354</td>\n",
" <td>1045.8591768731944</td>\n",
" <td>0.08495472885593744</td>\n",
" <td>2.832900477688721</td>\n",
" <td>419</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"<p>125 rows × 130 columns</p>\n",
"</div>"
],
"text/plain": [
" diagnostics_Versions_PyRadiomics diagnostics_Versions_Numpy \\\n",
"0 2.2.0 1.17.4 \n",
"1 2.2.0 1.17.4 \n",
"2 2.2.0 1.17.4 \n",
"3 2.2.0 1.17.4 \n",
"4 2.2.0 1.17.4 \n",
"5 2.2.0 1.17.4 \n",
"6 2.2.0 1.17.4 \n",
"7 2.2.0 1.17.4 \n",
"8 2.2.0 1.17.4 \n",
"9 2.2.0 1.17.4 \n",
"10 2.2.0 1.17.4 \n",
"11 2.2.0 1.17.4 \n",
"12 2.2.0 1.17.4 \n",
"13 2.2.0 1.17.4 \n",
"14 2.2.0 1.17.4 \n",
"15 None None \n",
"16 2.2.0 1.17.4 \n",
"17 2.2.0 1.17.4 \n",
"18 2.2.0 1.17.4 \n",
"19 2.2.0 1.17.4 \n",
"20 2.2.0 1.17.4 \n",
"21 2.2.0 1.17.4 \n",
"22 2.2.0 1.17.4 \n",
"23 2.2.0 1.17.4 \n",
"24 2.2.0 1.17.4 \n",
"25 2.2.0 1.17.4 \n",
"26 2.2.0 1.17.4 \n",
"27 2.2.0 1.17.4 \n",
"28 2.2.0 1.17.4 \n",
"29 2.2.0 1.17.4 \n",
".. ... ... \n",
"95 2.2.0 1.17.4 \n",
"96 2.2.0 1.17.4 \n",
"97 2.2.0 1.17.4 \n",
"98 2.2.0 1.17.4 \n",
"99 2.2.0 1.17.4 \n",
"100 2.2.0 1.17.4 \n",
"101 2.2.0 1.17.4 \n",
"102 2.2.0 1.17.4 \n",
"103 2.2.0 1.17.4 \n",
"104 2.2.0 1.17.4 \n",
"105 2.2.0 1.17.4 \n",
"106 2.2.0 1.17.4 \n",
"107 2.2.0 1.17.4 \n",
"108 2.2.0 1.17.4 \n",
"109 2.2.0 1.17.4 \n",
"110 2.2.0 1.17.4 \n",
"111 2.2.0 1.17.4 \n",
"112 2.2.0 1.17.4 \n",
"113 2.2.0 1.17.4 \n",
"114 2.2.0 1.17.4 \n",
"115 None None \n",
"116 2.2.0 1.17.4 \n",
"117 2.2.0 1.17.4 \n",
"118 2.2.0 1.17.4 \n",
"119 2.2.0 1.17.4 \n",
"120 2.2.0 1.17.4 \n",
"121 2.2.0 1.17.4 \n",
"122 2.2.0 1.17.4 \n",
"123 2.2.0 1.17.4 \n",
"124 2.2.0 1.17.4 \n",
"\n",
" diagnostics_Versions_SimpleITK diagnostics_Versions_PyWavelet \\\n",
"0 1.2.4 0.5.2 \n",
"1 1.2.4 0.5.2 \n",
"2 1.2.4 0.5.2 \n",
"3 1.2.4 0.5.2 \n",
"4 1.2.4 0.5.2 \n",
"5 1.2.4 0.5.2 \n",
"6 1.2.4 0.5.2 \n",
"7 1.2.4 0.5.2 \n",
"8 1.2.4 0.5.2 \n",
"9 1.2.4 0.5.2 \n",
"10 1.2.4 0.5.2 \n",
"11 1.2.4 0.5.2 \n",
"12 1.2.4 0.5.2 \n",
"13 1.2.4 0.5.2 \n",
"14 1.2.4 0.5.2 \n",
"15 None None \n",
"16 1.2.4 0.5.2 \n",
"17 1.2.4 0.5.2 \n",
"18 1.2.4 0.5.2 \n",
"19 1.2.4 0.5.2 \n",
"20 1.2.4 0.5.2 \n",
"21 1.2.4 0.5.2 \n",
"22 1.2.4 0.5.2 \n",
"23 1.2.4 0.5.2 \n",
"24 1.2.4 0.5.2 \n",
"25 1.2.4 0.5.2 \n",
"26 1.2.4 0.5.2 \n",
"27 1.2.4 0.5.2 \n",
"28 1.2.4 0.5.2 \n",
"29 1.2.4 0.5.2 \n",
".. ... ... \n",
"95 1.2.4 0.5.2 \n",
"96 1.2.4 0.5.2 \n",
"97 1.2.4 0.5.2 \n",
"98 1.2.4 0.5.2 \n",
"99 1.2.4 0.5.2 \n",
"100 1.2.4 0.5.2 \n",
"101 1.2.4 0.5.2 \n",
"102 1.2.4 0.5.2 \n",
"103 1.2.4 0.5.2 \n",
"104 1.2.4 0.5.2 \n",
"105 1.2.4 0.5.2 \n",
"106 1.2.4 0.5.2 \n",
"107 1.2.4 0.5.2 \n",
"108 1.2.4 0.5.2 \n",
"109 1.2.4 0.5.2 \n",
"110 1.2.4 0.5.2 \n",
"111 1.2.4 0.5.2 \n",
"112 1.2.4 0.5.2 \n",
"113 1.2.4 0.5.2 \n",
"114 1.2.4 0.5.2 \n",
"115 None None \n",
"116 1.2.4 0.5.2 \n",
"117 1.2.4 0.5.2 \n",
"118 1.2.4 0.5.2 \n",
"119 1.2.4 0.5.2 \n",
"120 1.2.4 0.5.2 \n",
"121 1.2.4 0.5.2 \n",
"122 1.2.4 0.5.2 \n",
"123 1.2.4 0.5.2 \n",
"124 1.2.4 0.5.2 \n",
"\n",
" diagnostics_Versions_Python \\\n",
"0 3.6.5 \n",
"1 3.6.5 \n",
"2 3.6.5 \n",
"3 3.6.5 \n",
"4 3.6.5 \n",
"5 3.6.5 \n",
"6 3.6.5 \n",
"7 3.6.5 \n",
"8 3.6.5 \n",
"9 3.6.5 \n",
"10 3.6.5 \n",
"11 3.6.5 \n",
"12 3.6.5 \n",
"13 3.6.5 \n",
"14 3.6.5 \n",
"15 None \n",
"16 3.6.5 \n",
"17 3.6.5 \n",
"18 3.6.5 \n",
"19 3.6.5 \n",
"20 3.6.5 \n",
"21 3.6.5 \n",
"22 3.6.5 \n",
"23 3.6.5 \n",
"24 3.6.5 \n",
"25 3.6.5 \n",
"26 3.6.5 \n",
"27 3.6.5 \n",
"28 3.6.5 \n",
"29 3.6.5 \n",
".. ... \n",
"95 3.6.5 \n",
"96 3.6.5 \n",
"97 3.6.5 \n",
"98 3.6.5 \n",
"99 3.6.5 \n",
"100 3.6.5 \n",
"101 3.6.5 \n",
"102 3.6.5 \n",
"103 3.6.5 \n",
"104 3.6.5 \n",
"105 3.6.5 \n",
"106 3.6.5 \n",
"107 3.6.5 \n",
"108 3.6.5 \n",
"109 3.6.5 \n",
"110 3.6.5 \n",
"111 3.6.5 \n",
"112 3.6.5 \n",
"113 3.6.5 \n",
"114 3.6.5 \n",
"115 None \n",
"116 3.6.5 \n",
"117 3.6.5 \n",
"118 3.6.5 \n",
"119 3.6.5 \n",
"120 3.6.5 \n",
"121 3.6.5 \n",
"122 3.6.5 \n",
"123 3.6.5 \n",
"124 3.6.5 \n",
"\n",
" diagnostics_Configuration_Settings \\\n",
"0 {'minimumROIDimensions': 2, 'minimumROISize': ... \n",
"1 {'minimumROIDimensions': 2, 'minimumROISize': ... \n",
"2 {'minimumROIDimensions': 2, 'minimumROISize': ... \n",
"3 {'minimumROIDimensions': 2, 'minimumROISize': ... \n",
"4 {'minimumROIDimensions': 2, 'minimumROISize': ... \n",
"5 {'minimumROIDimensions': 2, 'minimumROISize': ... \n",
"6 {'minimumROIDimensions': 2, 'minimumROISize': ... \n",
"7 {'minimumROIDimensions': 2, 'minimumROISize': ... \n",
"8 {'minimumROIDimensions': 2, 'minimumROISize': ... \n",
"9 {'minimumROIDimensions': 2, 'minimumROISize': ... \n",
"10 {'minimumROIDimensions': 2, 'minimumROISize': ... \n",
"11 {'minimumROIDimensions': 2, 'minimumROISize': ... \n",
"12 {'minimumROIDimensions': 2, 'minimumROISize': ... \n",
"13 {'minimumROIDimensions': 2, 'minimumROISize': ... \n",
"14 {'minimumROIDimensions': 2, 'minimumROISize': ... \n",
"15 None \n",
"16 {'minimumROIDimensions': 2, 'minimumROISize': ... \n",
"17 {'minimumROIDimensions': 2, 'minimumROISize': ... \n",
"18 {'minimumROIDimensions': 2, 'minimumROISize': ... \n",
"19 {'minimumROIDimensions': 2, 'minimumROISize': ... \n",
"20 {'minimumROIDimensions': 2, 'minimumROISize': ... \n",
"21 {'minimumROIDimensions': 2, 'minimumROISize': ... \n",
"22 {'minimumROIDimensions': 2, 'minimumROISize': ... \n",
"23 {'minimumROIDimensions': 2, 'minimumROISize': ... \n",
"24 {'minimumROIDimensions': 2, 'minimumROISize': ... \n",
"25 {'minimumROIDimensions': 2, 'minimumROISize': ... \n",
"26 {'minimumROIDimensions': 2, 'minimumROISize': ... \n",
"27 {'minimumROIDimensions': 2, 'minimumROISize': ... \n",
"28 {'minimumROIDimensions': 2, 'minimumROISize': ... \n",
"29 {'minimumROIDimensions': 2, 'minimumROISize': ... \n",
".. ... \n",
"95 {'minimumROIDimensions': 2, 'minimumROISize': ... \n",
"96 {'minimumROIDimensions': 2, 'minimumROISize': ... \n",
"97 {'minimumROIDimensions': 2, 'minimumROISize': ... \n",
"98 {'minimumROIDimensions': 2, 'minimumROISize': ... \n",
"99 {'minimumROIDimensions': 2, 'minimumROISize': ... \n",
"100 {'minimumROIDimensions': 2, 'minimumROISize': ... \n",
"101 {'minimumROIDimensions': 2, 'minimumROISize': ... \n",
"102 {'minimumROIDimensions': 2, 'minimumROISize': ... \n",
"103 {'minimumROIDimensions': 2, 'minimumROISize': ... \n",
"104 {'minimumROIDimensions': 2, 'minimumROISize': ... \n",
"105 {'minimumROIDimensions': 2, 'minimumROISize': ... \n",
"106 {'minimumROIDimensions': 2, 'minimumROISize': ... \n",
"107 {'minimumROIDimensions': 2, 'minimumROISize': ... \n",
"108 {'minimumROIDimensions': 2, 'minimumROISize': ... \n",
"109 {'minimumROIDimensions': 2, 'minimumROISize': ... \n",
"110 {'minimumROIDimensions': 2, 'minimumROISize': ... \n",
"111 {'minimumROIDimensions': 2, 'minimumROISize': ... \n",
"112 {'minimumROIDimensions': 2, 'minimumROISize': ... \n",
"113 {'minimumROIDimensions': 2, 'minimumROISize': ... \n",
"114 {'minimumROIDimensions': 2, 'minimumROISize': ... \n",
"115 None \n",
"116 {'minimumROIDimensions': 2, 'minimumROISize': ... \n",
"117 {'minimumROIDimensions': 2, 'minimumROISize': ... \n",
"118 {'minimumROIDimensions': 2, 'minimumROISize': ... \n",
"119 {'minimumROIDimensions': 2, 'minimumROISize': ... \n",
"120 {'minimumROIDimensions': 2, 'minimumROISize': ... \n",
"121 {'minimumROIDimensions': 2, 'minimumROISize': ... \n",
"122 {'minimumROIDimensions': 2, 'minimumROISize': ... \n",
"123 {'minimumROIDimensions': 2, 'minimumROISize': ... \n",
"124 {'minimumROIDimensions': 2, 'minimumROISize': ... \n",
"\n",
" diagnostics_Configuration_EnabledImageTypes \\\n",
"0 {'Original': {}} \n",
"1 {'Original': {}} \n",
"2 {'Original': {}} \n",
"3 {'Original': {}} \n",
"4 {'Original': {}} \n",
"5 {'Original': {}} \n",
"6 {'Original': {}} \n",
"7 {'Original': {}} \n",
"8 {'Original': {}} \n",
"9 {'Original': {}} \n",
"10 {'Original': {}} \n",
"11 {'Original': {}} \n",
"12 {'Original': {}} \n",
"13 {'Original': {}} \n",
"14 {'Original': {}} \n",
"15 None \n",
"16 {'Original': {}} \n",
"17 {'Original': {}} \n",
"18 {'Original': {}} \n",
"19 {'Original': {}} \n",
"20 {'Original': {}} \n",
"21 {'Original': {}} \n",
"22 {'Original': {}} \n",
"23 {'Original': {}} \n",
"24 {'Original': {}} \n",
"25 {'Original': {}} \n",
"26 {'Original': {}} \n",
"27 {'Original': {}} \n",
"28 {'Original': {}} \n",
"29 {'Original': {}} \n",
".. ... \n",
"95 {'Original': {}} \n",
"96 {'Original': {}} \n",
"97 {'Original': {}} \n",
"98 {'Original': {}} \n",
"99 {'Original': {}} \n",
"100 {'Original': {}} \n",
"101 {'Original': {}} \n",
"102 {'Original': {}} \n",
"103 {'Original': {}} \n",
"104 {'Original': {}} \n",
"105 {'Original': {}} \n",
"106 {'Original': {}} \n",
"107 {'Original': {}} \n",
"108 {'Original': {}} \n",
"109 {'Original': {}} \n",
"110 {'Original': {}} \n",
"111 {'Original': {}} \n",
"112 {'Original': {}} \n",
"113 {'Original': {}} \n",
"114 {'Original': {}} \n",
"115 None \n",
"116 {'Original': {}} \n",
"117 {'Original': {}} \n",
"118 {'Original': {}} \n",
"119 {'Original': {}} \n",
"120 {'Original': {}} \n",
"121 {'Original': {}} \n",
"122 {'Original': {}} \n",
"123 {'Original': {}} \n",
"124 {'Original': {}} \n",
"\n",
" diagnostics_Image-original_Hash \\\n",
"0 a14c1903ca44b9c8bee21607abe86b6092e0e784 \n",
"1 012bee7c6eb8bc6eb005674e2786b955b3f2d343 \n",
"2 57504b176455455b107b42a27734198353b891b5 \n",
"3 466571f330c0e12c21c0e6b2ee64953b043a074a \n",
"4 e85f367b7409c24d3dda412f0616f26da1ea8d55 \n",
"5 ad9134c02294af33a76dd455adb2ea656e73d0bb \n",
"6 d37a13f547ac65b0c300c7a8bfee84b3115e7c8c \n",
"7 9f427e296f28dcda6c8ba2256469bf910fc1fdf0 \n",
"8 65e056af2c7644355d20656e3143dd6ec4212f41 \n",
"9 f59894d720e8d39348e9565d038b4d67f5b75b73 \n",
"10 650e3ddb43a406163856a490d35b09e1757e9a8a \n",
"11 2201f289b612c94b4e6cccf95a9f35f3a031e568 \n",
"12 3aaf1a6dfffb4502cb009a245e3f624143e45c75 \n",
"13 31d84fbf5c8a8881bbb03b34a76602a365a9fda7 \n",
"14 65d22cf14a9630e32cb1075687c067d85639a38a \n",
"15 None \n",
"16 a853815d68e5984787d97b80aedd8ac2194c8fd1 \n",
"17 273809757cdce6a3e507758ff42b9bcb0ceb26d9 \n",
"18 4e1d46819f6b163f98d7153b112617d99661b92b \n",
"19 a9a60e65302972e1eaffa4b25823aa80356e194f \n",
"20 e70047a300e13cd902203d6f4ed8065d409c2a9d \n",
"21 2897d9cb4324ba5e066db20a1872ff2d559f87f7 \n",
"22 3d2168d982f3c4e7a17708c461e032ca8ff5f654 \n",
"23 e0ff78eb127fe29cf197fcb0c0ddffa55934e921 \n",
"24 258d59a8e908d298439736c4ac470e7c32d649e8 \n",
"25 9dbe2d9abec6f23b48d4e089c88a3b27f7296b87 \n",
"26 45f93b8b702ba8eb34b6af937d89560f03f8b390 \n",
"27 beb477947a6861cccda1d87f4eccaa9f3154e1fb \n",
"28 549cc78e0ad653cb0218a534c9ae24ab598ffa78 \n",
"29 0dd431132afc7bfd4892f29112f28e0f7ad35654 \n",
".. ... \n",
"95 a48538a692ca41da321af57cab9dbe41fd5eda48 \n",
"96 5a478d9f70829b4d70e56a3525f4a4233f26d0dc \n",
"97 ca69b4e631d22e2a2714a46c291422b8f557562f \n",
"98 4c73b8f2321e9406d59183208c8e5184389ebd2a \n",
"99 3e133fd0606e4b0005d2018fa2c64516ef304e50 \n",
"100 47f2eed0427fee7e4a7234f4dfd74e3f74bf6ce2 \n",
"101 a2a39d9669721c7dac8beb68627618aee4b0aa44 \n",
"102 5d27478c0b1206d1ea3f3f3d2cb80a8c359fd6ec \n",
"103 66350ef67042b6f2ab840c95ca7e9ec64c824575 \n",
"104 38a431e88e9083427bc345b6028b7a8a677b9f5a \n",
"105 11830ba3ebcfd326a5e687a02dcd82ebfc517c18 \n",
"106 5d8be51376643971f19bd3a2f59d24b159cb3920 \n",
"107 d64474fb114ffaebce9a6a04abc8859f45b942a0 \n",
"108 c0d87c1345034c02e0a322e623111be89fecd323 \n",
"109 b275f9c5fd33616636bec06bab9ce6643edf85bc \n",
"110 7d289fb4b5ae72fd48b88220d93241c7569b4273 \n",
"111 2e10443a78f941589953e1dab07d55706884f10d \n",
"112 d16ad6f8ca976a826ace427f0de8db8750dda245 \n",
"113 f5e27141894f1ff823fddc4c04a8d2bcd1e952d7 \n",
"114 e409232560b4849557d6dbbfb99104ad46f771da \n",
"115 None \n",
"116 ae3f025df03ee1c7fb921be3e072a4c1e64c1f66 \n",
"117 d813d4c1f0c05bebed452ec0587c325d3c326615 \n",
"118 5396693b96794cf593f8cba977cf4aca75e6fe57 \n",
"119 49cf68b71478075077aae6b5865bb9a22c4c289a \n",
"120 c6e86385c89bf3c13f576f90e29293b08e4f2168 \n",
"121 02826b1db6c5353d2f6d70e4f2bdff50858c79c1 \n",
"122 f85fbdd3b892cb1f6c4ddff6c52d2335b2fdb2a3 \n",
"123 e7c8d73d44fb7f546298727aa5c48476ed4430da \n",
"124 86bbd3a4b79ada86c05660998789bf6c0575fec0 \n",
"\n",
" diagnostics_Image-original_Dimensionality \\\n",
"0 3D \n",
"1 3D \n",
"2 3D \n",
"3 3D \n",
"4 3D \n",
"5 3D \n",
"6 3D \n",
"7 3D \n",
"8 3D \n",
"9 3D \n",
"10 3D \n",
"11 3D \n",
"12 3D \n",
"13 3D \n",
"14 3D \n",
"15 None \n",
"16 3D \n",
"17 3D \n",
"18 3D \n",
"19 3D \n",
"20 3D \n",
"21 3D \n",
"22 3D \n",
"23 3D \n",
"24 3D \n",
"25 3D \n",
"26 3D \n",
"27 3D \n",
"28 3D \n",
"29 3D \n",
".. ... \n",
"95 3D \n",
"96 3D \n",
"97 3D \n",
"98 3D \n",
"99 3D \n",
"100 3D \n",
"101 3D \n",
"102 3D \n",
"103 3D \n",
"104 3D \n",
"105 3D \n",
"106 3D \n",
"107 3D \n",
"108 3D \n",
"109 3D \n",
"110 3D \n",
"111 3D \n",
"112 3D \n",
"113 3D \n",
"114 3D \n",
"115 None \n",
"116 3D \n",
"117 3D \n",
"118 3D \n",
"119 3D \n",
"120 3D \n",
"121 3D \n",
"122 3D \n",
"123 3D \n",
"124 3D \n",
"\n",
" diagnostics_Image-original_Spacing ... \\\n",
"0 (1.0, 1.0, 1.0) ... \n",
"1 (1.0, 1.0, 1.0) ... \n",
"2 (1.0, 1.0, 1.0) ... \n",
"3 (1.0, 1.0, 1.0) ... \n",
"4 (1.0, 1.0, 1.0) ... \n",
"5 (1.0, 1.0, 1.0) ... \n",
"6 (1.0, 1.0, 1.0) ... \n",
"7 (1.0, 1.0, 1.0) ... \n",
"8 (1.0, 1.0, 1.0) ... \n",
"9 (1.0, 1.0, 1.0) ... \n",
"10 (1.0, 1.0, 1.0) ... \n",
"11 (1.0, 1.0, 1.0) ... \n",
"12 (1.0, 1.0, 1.0) ... \n",
"13 (1.0, 1.0, 1.0) ... \n",
"14 (1.0, 1.0, 1.0) ... \n",
"15 None ... \n",
"16 (1.0, 1.0, 1.0) ... \n",
"17 (1.0, 1.0, 1.0) ... \n",
"18 (1.0, 1.0, 1.0) ... \n",
"19 (1.0, 1.0, 1.0) ... \n",
"20 (1.0, 1.0, 1.0) ... \n",
"21 (1.0, 1.0, 1.0) ... \n",
"22 (1.0, 1.0, 1.0) ... \n",
"23 (1.0, 1.0, 1.0) ... \n",
"24 (1.0, 1.0, 1.0) ... \n",
"25 (1.0, 1.0, 1.0) ... \n",
"26 (1.0, 1.0, 1.0) ... \n",
"27 (1.0, 1.0, 1.0) ... \n",
"28 (1.0, 1.0, 1.0) ... \n",
"29 (1.0, 1.0, 1.0) ... \n",
".. ... ... \n",
"95 (1.0, 1.0, 1.0) ... \n",
"96 (1.0, 1.0, 1.0) ... \n",
"97 (1.0, 1.0, 1.0) ... \n",
"98 (1.0, 1.0, 1.0) ... \n",
"99 (1.0, 1.0, 1.0) ... \n",
"100 (1.0, 1.0, 1.0) ... \n",
"101 (1.0, 1.0, 1.0) ... \n",
"102 (1.0, 1.0, 1.0) ... \n",
"103 (1.0, 1.0, 1.0) ... \n",
"104 (1.0, 1.0, 1.0) ... \n",
"105 (1.0, 1.0, 1.0) ... \n",
"106 (1.0, 1.0, 1.0) ... \n",
"107 (1.0, 1.0, 1.0) ... \n",
"108 (1.0, 1.0, 1.0) ... \n",
"109 (1.0, 1.0, 1.0) ... \n",
"110 (1.0, 1.0, 1.0) ... \n",
"111 (1.0, 1.0, 1.0) ... \n",
"112 (1.0, 1.0, 1.0) ... \n",
"113 (1.0, 1.0, 1.0) ... \n",
"114 (1.0, 1.0, 1.0) ... \n",
"115 None ... \n",
"116 (1.0, 1.0, 1.0) ... \n",
"117 (1.0, 1.0, 1.0) ... \n",
"118 (1.0, 1.0, 1.0) ... \n",
"119 (1.0, 1.0, 1.0) ... \n",
"120 (1.0, 1.0, 1.0) ... \n",
"121 (1.0, 1.0, 1.0) ... \n",
"122 (1.0, 1.0, 1.0) ... \n",
"123 (1.0, 1.0, 1.0) ... \n",
"124 (1.0, 1.0, 1.0) ... \n",
"\n",
" original_glszm_SmallAreaLowGrayLevelEmphasis original_glszm_ZoneEntropy \\\n",
"0 0.00650396833685046 7.030494272641832 \n",
"1 0.0011372251755402353 7.056755551475125 \n",
"2 0.0030927233376598366 7.295787467156062 \n",
"3 0.011458708772295158 7.0290292656028655 \n",
"4 0.001263275408950132 7.296961213716396 \n",
"5 0.0032969046158858 6.8678024800660165 \n",
"6 0.0029809603474066533 7.738243027132657 \n",
"7 0.00517823384912288 6.614141307851755 \n",
"8 0.0010366632480026004 7.11280310139011 \n",
"9 0.010479469010200998 7.093423309251276 \n",
"10 0.0013135666223513395 7.290249750775166 \n",
"11 0.004386699758318983 6.993143319987266 \n",
"12 0.0022866037506234327 7.281882549196636 \n",
"13 0.001279280063784213 6.412111568664334 \n",
"14 0.007799168118793287 6.4700844404606315 \n",
"15 None None \n",
"16 0.0016018154028825543 7.182125278034371 \n",
"17 0.007394451023779944 6.433873357070576 \n",
"18 0.00207901957713131 7.216761375837666 \n",
"19 0.0011489558850105274 7.546747055523174 \n",
"20 0.012763629194190777 7.325373958378649 \n",
"21 0.0022758772300454227 7.2664282658107675 \n",
"22 0.0011185688377459372 8.248728886910184 \n",
"23 0.0010770241078634668 7.313909732997244 \n",
"24 0.0037926422490696353 6.637507422942822 \n",
"25 0.0036225818700725155 6.824029228836075 \n",
"26 0.013122570791631413 7.149332972704863 \n",
"27 0.0006920896717820855 7.097369645021458 \n",
"28 0.005145583882401662 7.402984092444055 \n",
"29 0.0015563728529436637 7.171018692542549 \n",
".. ... ... \n",
"95 0.004909861018104349 6.3634196700345145 \n",
"96 0.0021843297990240874 6.523018054335413 \n",
"97 0.005567100092065029 6.284519913123125 \n",
"98 0.004127494117094649 6.9872152856031935 \n",
"99 0.012503581567686 7.002932104126142 \n",
"100 0.0012915079086775018 6.357307447508318 \n",
"101 0.0016584864651334468 7.316153462141182 \n",
"102 0.002222608977493873 7.246356479894696 \n",
"103 0.001711024852536452 7.211211919390604 \n",
"104 0.0007228405208663204 7.606218979639587 \n",
"105 0.005955592567047564 6.647190991501348 \n",
"106 0.0019019244473467048 7.504007551014153 \n",
"107 0.0018885625093965745 7.285933177231522 \n",
"108 0.0026086440557093883 6.487526847584183 \n",
"109 0.006231414377284782 6.777064560803622 \n",
"110 0.0017730477625832414 6.626865194133249 \n",
"111 0.007946782920712922 7.217992093283175 \n",
"112 0.008373282253858156 6.633171142766264 \n",
"113 0.0019831751974015745 7.046603724629845 \n",
"114 0.0008012685187611323 7.394066541839875 \n",
"115 None None \n",
"116 0.0019622405594830732 7.343350413196008 \n",
"117 0.0017841696757871135 7.164660013235399 \n",
"118 0.0037109837182313023 6.977998439577439 \n",
"119 0.003007768913538569 6.9407929790772025 \n",
"120 0.010075701965476344 6.0993773731215235 \n",
"121 0.01646721981147634 7.011653874203149 \n",
"122 0.0027211270780033723 6.773491446614239 \n",
"123 0.002643240035718965 6.705839551330013 \n",
"124 0.0021372612525416925 6.820178021315897 \n",
"\n",
" original_glszm_ZonePercentage original_glszm_ZoneVariance \\\n",
"0 0.3864306784660767 88.6209195268341 \n",
"1 0.16735686583842765 28829.700225615623 \n",
"2 0.16808601234830742 9195.18109360467 \n",
"3 0.466265441875198 11.03069203021621 \n",
"4 0.11617878762749813 64430.20175176771 \n",
"5 0.34163816967920535 544.6214691280725 \n",
"6 0.03732633079136861 1309263.1233864485 \n",
"7 0.3871290430143381 45.285296393483 \n",
"8 0.0696949112495939 605556.5375066835 \n",
"9 0.5298420976387078 43.43556805391967 \n",
"10 0.08715231366558462 106691.33898015402 \n",
"11 0.47312989467998917 6.884929617293218 \n",
"12 0.22450729804264477 6012.703448594982 \n",
"13 0.08001851328070762 73198.95628983667 \n",
"14 0.467940813810111 27.130104967877784 \n",
"15 None None \n",
"16 0.20367269321374848 8741.141397075318 \n",
"17 0.4601181683899557 32.09514877785478 \n",
"18 0.10587706685837527 76440.78066121768 \n",
"19 0.05381876744032939 830330.9076159397 \n",
"20 0.4870036609405801 525.5645610801705 \n",
"21 0.13389295353850855 85544.06999992867 \n",
"22 0.0730208262668747 139592.72769047518 \n",
"23 0.06114648479281229 1237003.6374900725 \n",
"24 0.3844765342960289 147.45577376622805 \n",
"25 0.2104562597056866 3496.143136993939 \n",
"26 0.2962899347303332 78.12656702373451 \n",
"27 0.05234754009620629 876377.4641854893 \n",
"28 0.16720340074713383 1438.188380963008 \n",
"29 0.14653526878856482 56852.351194028306 \n",
".. ... ... \n",
"95 0.4908802537668517 28.439653305007553 \n",
"96 0.3223493900138347 950.5396868214782 \n",
"97 0.02604800353943148 118365.46946687042 \n",
"98 0.374845869297164 28.681559470221607 \n",
"99 0.5721212121212121 8.92743195202528 \n",
"100 0.19026213894699365 12689.343166868439 \n",
"101 0.1603829597743803 8142.572534881569 \n",
"102 0.22850904076003678 5392.334253078696 \n",
"103 0.07534246575342465 140176.600645958 \n",
"104 0.04023138726000061 3717878.664198988 \n",
"105 0.3758221108675227 103.89746597222222 \n",
"106 0.05953543827391042 614376.1469985214 \n",
"107 0.09055182577370231 48730.28641406892 \n",
"108 0.24706457925636008 4968.021503774141 \n",
"109 0.4981838502374965 88.96629569036918 \n",
"110 0.1299949514674084 158592.56550772983 \n",
"111 0.5187952898550725 35.91334441929315 \n",
"112 0.4473029045643154 5.8869685840266275 \n",
"113 0.056624844352870886 836145.833284638 \n",
"114 0.04941498270156874 567619.235481018 \n",
"115 None None \n",
"116 0.15911913055900484 34583.515757298126 \n",
"117 0.10005430355688298 16145.069170000494 \n",
"118 0.36580734261710207 6563.19153991484 \n",
"119 0.3619009743487771 104.48952391015578 \n",
"120 0.5219399538106235 46.51505599498787 \n",
"121 0.30067447639332623 29.1807128151445 \n",
"122 0.3555760085902746 248.4501152402215 \n",
"123 0.18991288399816597 3374.168969240443 \n",
"124 0.17709405227413047 2932.077399158158 \n",
"\n",
" original_ngtdm_Busyness original_ngtdm_Coarseness \\\n",
"0 0.3192207510507349 0.0029973859057788035 \n",
"1 1.0432795311296523 0.000299498303363116 \n",
"2 0.4240922951318243 0.0009696911689902665 \n",
"3 3.3630953665269554 0.00046453293179421864 \n",
"4 0.8221696618971971 0.00016990275935880697 \n",
"5 0.2863143301056496 0.0025691941507084907 \n",
"6 7.805748110033149 4.954695416944482e-05 \n",
"7 0.2705994297708851 0.004530731014635755 \n",
"8 4.077923636426653 6.20967645037254e-05 \n",
"9 0.8254093902613867 0.0006990957187612052 \n",
"10 1.6728991723332216 0.0001561327523102608 \n",
"11 0.35121142360815816 0.0026347858751217734 \n",
"12 1.864169981077123 0.0002987021988376117 \n",
"13 1.388880577180543 0.0002998454900873995 \n",
"14 0.1501706253921209 0.007955072276613552 \n",
"15 None None \n",
"16 1.1055475120072882 0.0004574843042622475 \n",
"17 0.11023960241102679 0.0087337091685833 \n",
"18 1.2577313175994982 0.00027738856464899536 \n",
"19 5.746706476154839 5.699361308135361e-05 \n",
"20 1.7551337628417458 0.00012971495401556526 \n",
"21 2.859580693174141 0.0001532977554033749 \n",
"22 1.2134631034886427 0.0001280631202416637 \n",
"23 5.93905470974652 3.0491249955612493e-05 \n",
"24 0.1913375339584415 0.004166102926085494 \n",
"25 0.41135066550280985 0.0011465486712864447 \n",
"26 1.259889503856971 0.0023904668557108645 \n",
"27 8.177036987839658 3.5146532370158366e-05 \n",
"28 2.2829896732712696 0.001544110396124168 \n",
"29 2.7957047470336787 0.00011931026094401463 \n",
".. ... ... \n",
"95 0.09853983370572887 0.006128386463292559 \n",
"96 0.3418510303680603 0.0009726182310737089 \n",
"97 1.6205272258764905 0.0007486380658215003 \n",
"98 0.46010220474228475 0.002554600286353541 \n",
"99 0.6185986863045154 0.0012089641895892626 \n",
"100 0.8078584990099813 0.00031288421802832557 \n",
"101 1.0255212134410199 0.0005296958862443307 \n",
"102 0.5310859112566346 0.000791061766921541 \n",
"103 1.0493009059678187 0.00022909201834592387 \n",
"104 9.637744539407947 1.685693150912406e-05 \n",
"105 0.22256896238559867 0.005153939867356212 \n",
"106 2.415003699935183 6.8474833135653e-05 \n",
"107 0.6905228394131907 0.00035546769631391293 \n",
"108 0.6804066651536249 0.0006973213701255513 \n",
"109 0.21695867592903567 0.0024867334839892854 \n",
"110 3.8152392445127785 6.985684329472468e-05 \n",
"111 0.6270759219303694 0.0005591724966979988 \n",
"112 0.26027179000208106 0.007746555989385689 \n",
"113 5.159575840023793 5.309999706126223e-05 \n",
"114 4.1906592441504 5.865278267922613e-05 \n",
"115 None None \n",
"116 1.7726586432182057 0.00021330453567814433 \n",
"117 0.33193044780371306 0.0007828676838876653 \n",
"118 1.0744601809934957 0.0001097569923580824 \n",
"119 0.23074648713212081 0.003908611687093402 \n",
"120 0.10340895584775858 0.006276318164644369 \n",
"121 1.3085642777769355 0.004362685576214294 \n",
"122 0.31679582345784657 0.0023886443672453354 \n",
"123 0.4049830751560497 0.0014098867076919712 \n",
"124 0.22432841908751996 0.0020667477801126354 \n",
"\n",
" original_ngtdm_Complexity original_ngtdm_Contrast \\\n",
"0 2400.7459995508075 0.2587860762411749 \n",
"1 1503.157610147304 0.05499763926588297 \n",
"2 1549.136212300552 0.04406541279692153 \n",
"3 5166.658333866696 0.2505568367343866 \n",
"4 5325.885346788066 0.010699961481524708 \n",
"5 1379.2028413909507 0.2628539609310901 \n",
"6 822.2480054589579 0.004100770738762614 \n",
"7 1220.8504664217726 0.20120530288705538 \n",
"8 1006.0517011238957 0.010350257260902742 \n",
"9 11044.45288293424 0.41551539995882586 \n",
"10 1593.5885238173992 0.010860246929524961 \n",
"11 4805.504622046324 0.21742004640356255 \n",
"12 2759.1888943053364 0.20721851269319333 \n",
"13 745.5657726234778 0.01223376137924379 \n",
"14 1518.9731658901567 0.41458437806298254 \n",
"15 None None \n",
"16 1152.711679956383 0.12063673720755935 \n",
"17 1691.460822118643 0.3678397007257342 \n",
"18 973.6351580528127 0.03444450654353795 \n",
"19 761.4420879198275 0.01474535986952564 \n",
"20 40696.270734442085 0.21091397452450425 \n",
"21 849.3310725848982 0.0652664253181279 \n",
"22 5342.310426158639 0.0073132615707251335 \n",
"23 1766.462333348672 0.006612829440770413 \n",
"24 1412.896263155049 0.24176798197313495 \n",
"25 1361.8468773052925 0.07590032713802068 \n",
"26 1208.3624642500931 0.17425748937293656 \n",
"27 1145.4730793940223 0.006323161648866281 \n",
"28 763.2340750570938 0.14610978301077746 \n",
"29 1569.2943277075763 0.05618356449732737 \n",
".. ... ... \n",
"95 3713.741867175296 0.34207218015051943 \n",
"96 3788.8960015646708 0.14614563436055536 \n",
"97 178.0344916193256 0.003122302546334271 \n",
"98 1382.2005623989996 0.20750914289398348 \n",
"99 9944.430297311308 0.6108036684377867 \n",
"100 3314.5747748649055 0.031582891546476685 \n",
"101 1036.4138688656208 0.06208671081422941 \n",
"102 1436.2593017841912 0.12902073703553343 \n",
"103 1270.0607685978507 0.007485074313258024 \n",
"104 1634.587095246822 0.002255290037989331 \n",
"105 1136.9648640515823 0.2670402478948995 \n",
"106 1928.8285616928829 0.008531148721170723 \n",
"107 1289.767393925453 0.023004384382165524 \n",
"108 1576.2136981987005 0.13530594300509916 \n",
"109 6173.743883319467 0.5213400830095554 \n",
"110 1992.1961740610318 0.033305282386164994 \n",
"111 16917.21097410635 0.3784727364995947 \n",
"112 1964.4592706737542 0.2239367720503079 \n",
"113 975.6577339498588 0.008739278504770832 \n",
"114 1267.910184634066 0.006286878339812724 \n",
"115 None None \n",
"116 1239.2690074665556 0.10742161509496133 \n",
"117 1518.3577988463776 0.024138324990012467 \n",
"118 42061.21374856239 0.06638070897238856 \n",
"119 1280.390559382203 0.21346433936224996 \n",
"120 4134.876870641823 0.7670438665533905 \n",
"121 958.8147221435177 0.18745747878370758 \n",
"122 1456.5277302932097 0.203987238983539 \n",
"123 947.0140577942461 0.06318696600183107 \n",
"124 1045.8591768731944 0.08495472885593744 \n",
"\n",
" original_ngtdm_Strength patient_number \n",
"0 3.0193578055002153 000 \n",
"1 0.8124728927622762 001 \n",
"2 1.8312712830615954 006 \n",
"3 0.7531802976962354 009 \n",
"4 2.6618141092070435 010 \n",
"5 2.0394846613420556 012 \n",
"6 0.2195195589714611 013 \n",
"7 2.1775998993460277 019 \n",
"8 0.4301401259562533 027 \n",
"9 1.6537484042783042 028 \n",
"10 0.7415849420946503 034 \n",
"11 3.378920442731471 038 \n",
"12 0.5068317775037102 041 \n",
"13 0.9720661501394185 046 \n",
"14 4.1919466935123575 049 \n",
"15 None 050 \n",
"16 0.6521431547984168 054 \n",
"17 5.244593289310793 055 \n",
"18 0.7563117010648652 059 \n",
"19 0.31072496994970683 060 \n",
"20 1.3871357925853178 062 \n",
"21 0.27323796534755646 065 \n",
"22 2.5740353091891435 066 \n",
"23 0.3412408907520753 071 \n",
"24 2.874594943496401 074 \n",
"25 1.369533910463784 075 \n",
"26 1.5808995476622967 080 \n",
"27 0.18872669227202768 085 \n",
"28 1.1043825094567077 087 \n",
"29 0.3037241294257559 097 \n",
".. ... ... \n",
"95 5.19609367552519 322 \n",
"96 1.8751632807093437 324 \n",
"97 0.541301148998348 326 \n",
"98 1.4318893988970918 332 \n",
"99 2.3780051831861786 337 \n",
"100 1.0740660461843676 339 \n",
"101 0.522867677661479 342 \n",
"102 1.1849621401171695 344 \n",
"103 1.3073652723603235 351 \n",
"104 0.2637152947699818 352 \n",
"105 2.76514096705966 360 \n",
"106 0.9330691390698211 363 \n",
"107 1.6165925895635536 364 \n",
"108 1.190679865743594 369 \n",
"109 3.5582820444505576 370 \n",
"110 0.3270461822118756 374 \n",
"111 2.025850017902886 377 \n",
"112 4.630788924816604 379 \n",
"113 0.314596299454889 387 \n",
"114 0.3838231320748535 398 \n",
"115 None 404 \n",
"116 0.4387650631723471 405 \n",
"117 3.333053159235531 407 \n",
"118 2.6870359781538564 408 \n",
"119 2.4985246031596042 410 \n",
"120 6.366573936376155 411 \n",
"121 2.8754860445648287 412 \n",
"122 1.713392243116665 413 \n",
"123 1.5318233636625185 415 \n",
"124 2.832900477688721 419 \n",
"\n",
"[125 rows x 130 columns]"
]
},
"execution_count": 99,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df"
]
},
{
"cell_type": "code",
"execution_count": 102,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"['diagnostics_Versions_PyRadiomics',\n",
" 'diagnostics_Versions_Numpy',\n",
" 'diagnostics_Versions_SimpleITK',\n",
" 'diagnostics_Versions_PyWavelet',\n",
" 'diagnostics_Versions_Python',\n",
" 'diagnostics_Configuration_Settings',\n",
" 'diagnostics_Configuration_EnabledImageTypes',\n",
" 'diagnostics_Image-original_Hash',\n",
" 'diagnostics_Image-original_Dimensionality',\n",
" 'diagnostics_Image-original_Spacing',\n",
" 'diagnostics_Image-original_Size',\n",
" 'diagnostics_Image-original_Mean',\n",
" 'diagnostics_Image-original_Minimum',\n",
" 'diagnostics_Image-original_Maximum',\n",
" 'diagnostics_Mask-original_Hash',\n",
" 'diagnostics_Mask-original_Spacing',\n",
" 'diagnostics_Mask-original_Size',\n",
" 'diagnostics_Mask-original_BoundingBox',\n",
" 'diagnostics_Mask-original_VoxelNum',\n",
" 'diagnostics_Mask-original_VolumeNum',\n",
" 'diagnostics_Mask-original_CenterOfMassIndex',\n",
" 'diagnostics_Mask-original_CenterOfMass',\n",
" 'original_shape_Elongation',\n",
" 'original_shape_Flatness',\n",
" 'original_shape_LeastAxisLength',\n",
" 'original_shape_MajorAxisLength',\n",
" 'original_shape_Maximum2DDiameterColumn',\n",
" 'original_shape_Maximum2DDiameterRow',\n",
" 'original_shape_Maximum2DDiameterSlice',\n",
" 'original_shape_Maximum3DDiameter',\n",
" 'original_shape_MeshVolume',\n",
" 'original_shape_MinorAxisLength',\n",
" 'original_shape_Sphericity',\n",
" 'original_shape_SurfaceArea',\n",
" 'original_shape_SurfaceVolumeRatio',\n",
" 'original_shape_VoxelVolume',\n",
" 'original_firstorder_10Percentile',\n",
" 'original_firstorder_90Percentile',\n",
" 'original_firstorder_Energy',\n",
" 'original_firstorder_Entropy',\n",
" 'original_firstorder_InterquartileRange',\n",
" 'original_firstorder_Kurtosis',\n",
" 'original_firstorder_Maximum',\n",
" 'original_firstorder_MeanAbsoluteDeviation',\n",
" 'original_firstorder_Mean',\n",
" 'original_firstorder_Median',\n",
" 'original_firstorder_Minimum',\n",
" 'original_firstorder_Range',\n",
" 'original_firstorder_RobustMeanAbsoluteDeviation',\n",
" 'original_firstorder_RootMeanSquared',\n",
" 'original_firstorder_Skewness',\n",
" 'original_firstorder_TotalEnergy',\n",
" 'original_firstorder_Uniformity',\n",
" 'original_firstorder_Variance',\n",
" 'original_glcm_Autocorrelation',\n",
" 'original_glcm_ClusterProminence',\n",
" 'original_glcm_ClusterShade',\n",
" 'original_glcm_ClusterTendency',\n",
" 'original_glcm_Contrast',\n",
" 'original_glcm_Correlation',\n",
" 'original_glcm_DifferenceAverage',\n",
" 'original_glcm_DifferenceEntropy',\n",
" 'original_glcm_DifferenceVariance',\n",
" 'original_glcm_Id',\n",
" 'original_glcm_Idm',\n",
" 'original_glcm_Idmn',\n",
" 'original_glcm_Idn',\n",
" 'original_glcm_Imc1',\n",
" 'original_glcm_Imc2',\n",
" 'original_glcm_InverseVariance',\n",
" 'original_glcm_JointAverage',\n",
" 'original_glcm_JointEnergy',\n",
" 'original_glcm_JointEntropy',\n",
" 'original_glcm_MCC',\n",
" 'original_glcm_MaximumProbability',\n",
" 'original_glcm_SumAverage',\n",
" 'original_glcm_SumEntropy',\n",
" 'original_glcm_SumSquares',\n",
" 'original_gldm_DependenceEntropy',\n",
" 'original_gldm_DependenceNonUniformity',\n",
" 'original_gldm_DependenceNonUniformityNormalized',\n",
" 'original_gldm_DependenceVariance',\n",
" 'original_gldm_GrayLevelNonUniformity',\n",
" 'original_gldm_GrayLevelVariance',\n",
" 'original_gldm_HighGrayLevelEmphasis',\n",
" 'original_gldm_LargeDependenceEmphasis',\n",
" 'original_gldm_LargeDependenceHighGrayLevelEmphasis',\n",
" 'original_gldm_LargeDependenceLowGrayLevelEmphasis',\n",
" 'original_gldm_LowGrayLevelEmphasis',\n",
" 'original_gldm_SmallDependenceEmphasis',\n",
" 'original_gldm_SmallDependenceHighGrayLevelEmphasis',\n",
" 'original_gldm_SmallDependenceLowGrayLevelEmphasis',\n",
" 'original_glrlm_GrayLevelNonUniformity',\n",
" 'original_glrlm_GrayLevelNonUniformityNormalized',\n",
" 'original_glrlm_GrayLevelVariance',\n",
" 'original_glrlm_HighGrayLevelRunEmphasis',\n",
" 'original_glrlm_LongRunEmphasis',\n",
" 'original_glrlm_LongRunHighGrayLevelEmphasis',\n",
" 'original_glrlm_LongRunLowGrayLevelEmphasis',\n",
" 'original_glrlm_LowGrayLevelRunEmphasis',\n",
" 'original_glrlm_RunEntropy',\n",
" 'original_glrlm_RunLengthNonUniformity',\n",
" 'original_glrlm_RunLengthNonUniformityNormalized',\n",
" 'original_glrlm_RunPercentage',\n",
" 'original_glrlm_RunVariance',\n",
" 'original_glrlm_ShortRunEmphasis',\n",
" 'original_glrlm_ShortRunHighGrayLevelEmphasis',\n",
" 'original_glrlm_ShortRunLowGrayLevelEmphasis',\n",
" 'original_glszm_GrayLevelNonUniformity',\n",
" 'original_glszm_GrayLevelNonUniformityNormalized',\n",
" 'original_glszm_GrayLevelVariance',\n",
" 'original_glszm_HighGrayLevelZoneEmphasis',\n",
" 'original_glszm_LargeAreaEmphasis',\n",
" 'original_glszm_LargeAreaHighGrayLevelEmphasis',\n",
" 'original_glszm_LargeAreaLowGrayLevelEmphasis',\n",
" 'original_glszm_LowGrayLevelZoneEmphasis',\n",
" 'original_glszm_SizeZoneNonUniformity',\n",
" 'original_glszm_SizeZoneNonUniformityNormalized',\n",
" 'original_glszm_SmallAreaEmphasis',\n",
" 'original_glszm_SmallAreaHighGrayLevelEmphasis',\n",
" 'original_glszm_SmallAreaLowGrayLevelEmphasis',\n",
" 'original_glszm_ZoneEntropy',\n",
" 'original_glszm_ZonePercentage',\n",
" 'original_glszm_ZoneVariance',\n",
" 'original_ngtdm_Busyness',\n",
" 'original_ngtdm_Coarseness',\n",
" 'original_ngtdm_Complexity',\n",
" 'original_ngtdm_Contrast',\n",
" 'original_ngtdm_Strength',\n",
" 'patient_number']"
]
},
"execution_count": 102,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"list(features_list.keys())"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
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