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--- a +++ b/Feature_Extraction/Feature_Extraction_CT.ipynb @@ -0,0 +1,9876 @@ +{ + "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" + ] + }, + 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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 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"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", + 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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": [ + 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"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": { + "text/html": [ + "<div>\n", + "<style scoped>\n", + " .dataframe tbody tr th:only-of-type {\n", + " vertical-align: middle;\n", + " }\n", + "\n", + " .dataframe tbody tr th {\n", + " vertical-align: top;\n", + " }\n", + "\n", + " .dataframe thead th {\n", + " text-align: right;\n", + " }\n", + "</style>\n", + "<table border=\"1\" class=\"dataframe\">\n", + " <thead>\n", + " <tr style=\"text-align: right;\">\n", + " <th></th>\n", + " <th>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", 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" <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", + 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+ "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": { + "text/html": [ + "<div>\n", + "<style scoped>\n", + " .dataframe tbody tr th:only-of-type {\n", + " vertical-align: middle;\n", + " }\n", + "\n", + " .dataframe tbody tr th {\n", + " vertical-align: top;\n", + " }\n", + "\n", + " .dataframe thead th {\n", + " text-align: right;\n", + " }\n", + "</style>\n", + "<table border=\"1\" class=\"dataframe\">\n", + " <thead>\n", + " <tr style=\"text-align: right;\">\n", + " <th></th>\n", + " <th>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", 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<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", 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<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", 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<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 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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", + "pygments_lexer": "ipython3", + "version": "3.6.5" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +}