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--- a +++ b/results/2018-04-19_rand81709_lr0.001 @@ -0,0 +1,2648 @@ +Your job 652731 ("-2018-04-19_rand81709_lr0.001") has been submitted + + + @ @ @ @ @ @ START @ @ @ @ @ @ @ +file: script_start.lua +author Davide Chicco <davide.chicco@gmail.com> +Thu Apr 19 11:58:15 2018 +Readin' ../data/LungCancerDataset_AllRecords_NORM.csv + +OPTIM_PACKAGE = true +XAVIER_INITIALIZATION = false +DROPOUT_FLAG = false +MOMENTUM_ALPHA = 0.5 +MOMENTUM = false +LEARN_RATE = 0.01 +ITERATIONS = 200 +Number of value profiles (rows) = 10443 +Number features (columns) = 27 +Number of targets (rows) = 10443 +#patients_vett = 10443 + +training_set_size = 6266 +validation_set_size = 2089 +test_set_size = 2088 + +$$$ hidden_units = 5 hidden_layers = 1 $$$ +completion: 4% (epoch=8)(element=6266) loss = 0 error progress = 2.29099% +completion: 8% (epoch=16)(element=6266) loss = 0 error progress = 2.13142% +completion: 12% (epoch=24)(element=6266) loss = 0 error progress = 2.06167% +completion: 16% (epoch=32)(element=6266) loss = 0 error progress = 2.01913% +completion: 20% (epoch=40)(element=6266) loss = 0 error progress = 1.98679% +completion: 24% (epoch=48)(element=6266) loss = 0 error progress = 1.95734% +completion: 28% (epoch=56)(element=6266) loss = 0 error progress = 1.93064% +completion: 32% (epoch=64)(element=6266) loss = 0 error progress = 1.90454% +completion: 36% (epoch=72)(element=6266) loss = 0 error progress = 1.88146% +completion: 40% (epoch=80)(element=6266) loss = 0 error progress = 1.86148% +completion: 44% (epoch=88)(element=6266) loss = 0 error progress = 1.84471% +completion: 48% (epoch=96)(element=6266) loss = 0 error progress = 1.82942% +completion: 52% (epoch=104)(element=6266) loss = 0 error progress = 1.81563% +completion: 56% (epoch=112)(element=6266) loss = 0 error progress = 1.80335% +completion: 60% (epoch=120)(element=6266) loss = 0 error progress = 1.79218% +completion: 64% (epoch=128)(element=6266) loss = 0 error progress = 1.7825% +completion: 68% (epoch=136)(element=6266) loss = 0 error progress = 1.77335% +completion: 72% (epoch=144)(element=6266) loss = 0 error progress = 1.76519% +completion: 76% (epoch=152)(element=6266) loss = 0 error progress = 1.75817% +completion: 80% (epoch=160)(element=6266) loss = 0 error progress = 1.75182% +completion: 84% (epoch=168)(element=6266) loss = 0 error progress = 1.74613% +completion: 88% (epoch=176)(element=6266) loss = 0 error progress = 1.74049% +completion: 92% (epoch=184)(element=6266) loss = 0 error progress = 1.73554% +completion: 96% (epoch=192)(element=6266) loss = 0 error progress = 1.73116% +completion: 100% (epoch=200)(element=6266) loss = 0 error progress = 1.72739% + + +### executeTest(perceptron, validation_patient_profile) + +Correct predictions = 88.42% +#FPplusFN=2089 +minError=207 minErrorIndex=1 globalThreshold =-1.0828454232656 +metrics area_roc = 93.59% +(beta) metrics area_precision_recall = 74.83% + +duration the new area_roc metrics ROC_AUC_computer function: 0 seconds +duration the new area_roc metrics ROC_AUC_computer function: 00 days, 00 hours, 00 minutes, 00 seconds +TOTAL: + FN = 222 / 516 (truth == 1) & (prediction < threshold) + TP = 294 / 516 (truth == 1) & (prediction >= threshold) + + FP = 20 / 1,573 (truth == 0) & (prediction >= threshold) + TN = 1,553 / 1,573 (truth == 0) & (prediction < threshold) + + +:::: Matthews correlation coefficient = +0.67 :::: + +accuracy = 0.88 = (tp + tn) / (tp + tn +fn + fp) [worst = -1, best = +1] +f1_score = 0.71 = (2*tp) / (2*tp+fp+fn) [worst = 0, best = 1] +Saved model file: ./models/model_hus5_hl1_time1524153591 + +$$$ hidden_units = 10 hidden_layers = 1 $$$ +completion: 4% (epoch=8)(element=6266) loss = 0.001 error progress = 2.3305% +completion: 8% (epoch=16)(element=6266) loss = 0 error progress = 2.13341% +completion: 12% (epoch=24)(element=6266) loss = 0 error progress = 2.02566% +completion: 16% (epoch=32)(element=6266) loss = 0 error progress = 1.95212% +completion: 20% (epoch=40)(element=6266) loss = 0 error progress = 1.89834% +completion: 24% (epoch=48)(element=6266) loss = 0 error progress = 1.85614% +completion: 28% (epoch=56)(element=6266) loss = 0 error progress = 1.82302% +completion: 32% (epoch=64)(element=6266) loss = 0 error progress = 1.79627% +completion: 36% (epoch=72)(element=6266) loss = 0 error progress = 1.77324% +completion: 40% (epoch=80)(element=6266) loss = 0 error progress = 1.75315% +completion: 44% (epoch=88)(element=6266) loss = 0 error progress = 1.73561% +completion: 48% (epoch=96)(element=6266) loss = 0 error progress = 1.72041% +completion: 52% (epoch=104)(element=6266) loss = 0 error progress = 1.70668% +completion: 56% (epoch=112)(element=6266) loss = 0 error progress = 1.69457% +completion: 60% (epoch=120)(element=6266) loss = 0 error progress = 1.68359% +completion: 64% (epoch=128)(element=6266) loss = 0 error progress = 1.67338% +completion: 68% (epoch=136)(element=6266) loss = 0 error progress = 1.66407% +completion: 72% (epoch=144)(element=6266) loss = 0 error progress = 1.65529% +completion: 76% (epoch=152)(element=6266) loss = 0 error progress = 1.64696% +completion: 80% (epoch=160)(element=6266) loss = 0 error progress = 1.63927% +completion: 84% (epoch=168)(element=6266) loss = 0 error progress = 1.63206% +completion: 88% (epoch=176)(element=6266) loss = 0 error progress = 1.62528% +completion: 92% (epoch=184)(element=6266) loss = 0 error progress = 1.61882% +completion: 96% (epoch=192)(element=6266) loss = 0 error progress = 1.61299% +completion: 100% (epoch=200)(element=6266) loss = 0 error progress = 1.60727% + + +### executeTest(perceptron, validation_patient_profile) + +Correct predictions = 88.13% +#FPplusFN=2089 +minError=203 minErrorIndex=1 globalThreshold =-1.7193460007929 +metrics area_roc = 91.72% +(beta) metrics area_precision_recall = 72.35% + +duration the new area_roc metrics ROC_AUC_computer function: 0 seconds +duration the new area_roc metrics ROC_AUC_computer function: 00 days, 00 hours, 00 minutes, 00 seconds +TOTAL: + FN = 234 / 516 (truth == 1) & (prediction < threshold) + TP = 282 / 516 (truth == 1) & (prediction >= threshold) + + FP = 14 / 1,573 (truth == 0) & (prediction >= threshold) + TN = 1,559 / 1,573 (truth == 0) & (prediction < threshold) + + +:::: Matthews correlation coefficient = +0.66 :::: + +accuracy = 0.88 = (tp + tn) / (tp + tn +fn + fp) [worst = -1, best = +1] +f1_score = 0.69 = (2*tp) / (2*tp+fp+fn) [worst = 0, best = 1] +Saved model file: ./models/model_hus10_hl1_time1524153686 + +$$$ hidden_units = 25 hidden_layers = 1 $$$ +completion: 4% (epoch=8)(element=6266) loss = 0.001 error progress = 2.25418% +completion: 8% (epoch=16)(element=6266) loss = 0.001 error progress = 2.08032% +completion: 12% (epoch=24)(element=6266) loss = 0 error progress = 1.96493% +completion: 16% (epoch=32)(element=6266) loss = 0.001 error progress = 1.88188% +completion: 20% (epoch=40)(element=6266) loss = 0.001 error progress = 1.82272% +completion: 24% (epoch=48)(element=6266) loss = 0 error progress = 1.77799% +completion: 28% (epoch=56)(element=6266) loss = 0.001 error progress = 1.74079% +completion: 32% (epoch=64)(element=6266) loss = 0 error progress = 1.70935% +completion: 36% (epoch=72)(element=6266) loss = 0 error progress = 1.68197% +completion: 40% (epoch=80)(element=6266) loss = 0 error progress = 1.65713% +completion: 44% (epoch=88)(element=6266) loss = 0 error progress = 1.63552% +completion: 48% (epoch=96)(element=6266) loss = 0 error progress = 1.61474% +completion: 52% (epoch=104)(element=6266) loss = 0 error progress = 1.59547% +completion: 56% (epoch=112)(element=6266) loss = 0 error progress = 1.57773% +completion: 60% (epoch=120)(element=6266) loss = 0 error progress = 1.56144% +completion: 64% (epoch=128)(element=6266) loss = 0 error progress = 1.54595% +completion: 68% (epoch=136)(element=6266) loss = 0 error progress = 1.53143% +completion: 72% (epoch=144)(element=6266) loss = 0 error progress = 1.51678% +completion: 76% (epoch=152)(element=6266) loss = 0 error progress = 1.50349% +completion: 80% (epoch=160)(element=6266) loss = 0.001 error progress = 1.49056% +completion: 84% (epoch=168)(element=6266) loss = 0 error progress = 1.47838% +completion: 88% (epoch=176)(element=6266) loss = 0 error progress = 1.46629% +completion: 92% (epoch=184)(element=6266) loss = 0 error progress = 1.45443% +completion: 96% (epoch=192)(element=6266) loss = 0 error progress = 1.44319% +completion: 100% (epoch=200)(element=6266) loss = 0 error progress = 1.43258% + + +### executeTest(perceptron, validation_patient_profile) + +Correct predictions = 88.75% +#FPplusFN=2089 +minError=225 minErrorIndex=1 globalThreshold =-1.6729859412029 +metrics area_roc = 90.62% +(beta) metrics area_precision_recall = 71.82% + +duration the new area_roc metrics ROC_AUC_computer function: 0 seconds +duration the new area_roc metrics ROC_AUC_computer function: 00 days, 00 hours, 00 minutes, 00 seconds +TOTAL: + FN = 204 / 516 (truth == 1) & (prediction < threshold) + TP = 312 / 516 (truth == 1) & (prediction >= threshold) + + FP = 31 / 1,573 (truth == 0) & (prediction >= threshold) + TN = 1,542 / 1,573 (truth == 0) & (prediction < threshold) + + +:::: Matthews correlation coefficient = +0.68 :::: + +accuracy = 0.89 = (tp + tn) / (tp + tn +fn + fp) [worst = -1, best = +1] +f1_score = 0.73 = (2*tp) / (2*tp+fp+fn) [worst = 0, best = 1] +Saved model file: ./models/model_hus25_hl1_time1524153785 + +$$$ hidden_units = 50 hidden_layers = 1 $$$ +completion: 4% (epoch=8)(element=6266) loss = 0 error progress = 2.19427% +completion: 8% (epoch=16)(element=6266) loss = 0 error progress = 2.00951% +completion: 12% (epoch=24)(element=6266) loss = 0 error progress = 1.89446% +completion: 16% (epoch=32)(element=6266) loss = 0 error progress = 1.81077% +completion: 20% (epoch=40)(element=6266) loss = 0 error progress = 1.7474% +completion: 24% (epoch=48)(element=6266) loss = 0 error progress = 1.69559% +completion: 28% (epoch=56)(element=6266) loss = 0 error progress = 1.65282% +completion: 32% (epoch=64)(element=6266) loss = 0 error progress = 1.61393% +completion: 36% (epoch=72)(element=6266) loss = 0 error progress = 1.57751% +completion: 40% (epoch=80)(element=6266) loss = 0 error progress = 1.54232% +completion: 44% (epoch=88)(element=6266) loss = 0.001 error progress = 1.50965% +completion: 48% (epoch=96)(element=6266) loss = 0 error progress = 1.47757% +completion: 52% (epoch=104)(element=6266) loss = 0 error progress = 1.44693% +completion: 56% (epoch=112)(element=6266) loss = 0 error progress = 1.41877% +completion: 60% (epoch=120)(element=6266) loss = 0 error progress = 1.39314% +completion: 64% (epoch=128)(element=6266) loss = 0 error progress = 1.37145% +completion: 68% (epoch=136)(element=6266) loss = 0 error progress = 1.34943% +completion: 72% (epoch=144)(element=6266) loss = 0 error progress = 1.32796% +completion: 76% (epoch=152)(element=6266) loss = 0.001 error progress = 1.30753% +completion: 80% (epoch=160)(element=6266) loss = 0 error progress = 1.28891% +completion: 84% (epoch=168)(element=6266) loss = 0 error progress = 1.27067% +completion: 88% (epoch=176)(element=6266) loss = 0 error progress = 1.25149% +completion: 92% (epoch=184)(element=6266) loss = 0 error progress = 1.23193% +completion: 96% (epoch=192)(element=6266) loss = 0 error progress = 1.21355% +completion: 100% (epoch=200)(element=6266) loss = 0 error progress = 1.19562% + + +### executeTest(perceptron, validation_patient_profile) + +Correct predictions = 88.32% +#FPplusFN=2089 +minError=237 minErrorIndex=1 globalThreshold =-2.6157090065438 +metrics area_roc = 87.52% +(beta) metrics area_precision_recall = 62.07% + +duration the new area_roc metrics ROC_AUC_computer function: 0 seconds +duration the new area_roc metrics ROC_AUC_computer function: 00 days, 00 hours, 00 minutes, 00 seconds +TOTAL: + FN = 197 / 516 (truth == 1) & (prediction < threshold) + TP = 319 / 516 (truth == 1) & (prediction >= threshold) + + FP = 47 / 1,573 (truth == 0) & (prediction >= threshold) + TN = 1,526 / 1,573 (truth == 0) & (prediction < threshold) + + +:::: Matthews correlation coefficient = +0.67 :::: + +accuracy = 0.88 = (tp + tn) / (tp + tn +fn + fp) [worst = -1, best = +1] +f1_score = 0.72 = (2*tp) / (2*tp+fp+fn) [worst = 0, best = 1] +Saved model file: ./models/model_hus50_hl1_time1524153904 + +$$$ hidden_units = 75 hidden_layers = 1 $$$ +completion: 4% (epoch=8)(element=6266) loss = 0.001 error progress = 2.15652% +completion: 8% (epoch=16)(element=6266) loss = 0 error progress = 1.97445% +completion: 12% (epoch=24)(element=6266) loss = 0.001 error progress = 1.86379% +completion: 16% (epoch=32)(element=6266) loss = 0.001 error progress = 1.78206% +completion: 20% (epoch=40)(element=6266) loss = 0 error progress = 1.71869% +completion: 24% (epoch=48)(element=6266) loss = 0 error progress = 1.66526% +completion: 28% (epoch=56)(element=6266) loss = 0 error progress = 1.61721% +completion: 32% (epoch=64)(element=6266) loss = 0 error progress = 1.57188% +completion: 36% (epoch=72)(element=6266) loss = 0 error progress = 1.53023% +completion: 40% (epoch=80)(element=6266) loss = 0.001 error progress = 1.48959% +completion: 44% (epoch=88)(element=6266) loss = 0.001 error progress = 1.44997% +completion: 48% (epoch=96)(element=6266) loss = 0.001 error progress = 1.41357% +completion: 52% (epoch=104)(element=6266) loss = 0.001 error progress = 1.37778% +completion: 56% (epoch=112)(element=6266) loss = 0 error progress = 1.34437% +completion: 60% (epoch=120)(element=6266) loss = 0.001 error progress = 1.31232% +completion: 64% (epoch=128)(element=6266) loss = 0 error progress = 1.28175% +completion: 68% (epoch=136)(element=6266) loss = 0 error progress = 1.25353% +completion: 72% (epoch=144)(element=6266) loss = 0 error progress = 1.2267% +completion: 76% (epoch=152)(element=6266) loss = 0 error progress = 1.20078% +completion: 80% (epoch=160)(element=6266) loss = 0 error progress = 1.17655% +completion: 84% (epoch=168)(element=6266) loss = 0 error progress = 1.15317% +completion: 88% (epoch=176)(element=6266) loss = 0 error progress = 1.1294% +completion: 92% (epoch=184)(element=6266) loss = 0 error progress = 1.10687% +completion: 96% (epoch=192)(element=6266) loss = 0 error progress = 1.08464% +completion: 100% (epoch=200)(element=6266) loss = 0 error progress = 1.06253% + + +### executeTest(perceptron, validation_patient_profile) + +Correct predictions = 87.51% +#FPplusFN=2089 +minError=244 minErrorIndex=1 globalThreshold =-3.6451885865558 +metrics area_roc = 89.38% +(beta) metrics area_precision_recall = 66.5% + +duration the new area_roc metrics ROC_AUC_computer function: 0 seconds +duration the new area_roc metrics ROC_AUC_computer function: 00 days, 00 hours, 00 minutes, 00 seconds +TOTAL: + FN = 224 / 516 (truth == 1) & (prediction < threshold) + TP = 292 / 516 (truth == 1) & (prediction >= threshold) + + FP = 37 / 1,573 (truth == 0) & (prediction >= threshold) + TN = 1,536 / 1,573 (truth == 0) & (prediction < threshold) + + +:::: Matthews correlation coefficient = +0.64 :::: + +accuracy = 0.88 = (tp + tn) / (tp + tn +fn + fp) [worst = -1, best = +1] +f1_score = 0.69 = (2*tp) / (2*tp+fp+fn) [worst = 0, best = 1] +Saved model file: ./models/model_hus75_hl1_time1524154050 + +$$$ hidden_units = 100 hidden_layers = 1 $$$ +completion: 4% (epoch=8)(element=6266) loss = 0 error progress = 2.15051% +completion: 8% (epoch=16)(element=6266) loss = 0 error progress = 1.97641% +completion: 12% (epoch=24)(element=6266) loss = 0 error progress = 1.86709% +completion: 16% (epoch=32)(element=6266) loss = 0 error progress = 1.78342% +completion: 20% (epoch=40)(element=6266) loss = 0 error progress = 1.71556% +completion: 24% (epoch=48)(element=6266) loss = 0 error progress = 1.65655% +completion: 28% (epoch=56)(element=6266) loss = 0 error progress = 1.60337% +completion: 32% (epoch=64)(element=6266) loss = 0 error progress = 1.55431% +completion: 36% (epoch=72)(element=6266) loss = 0 error progress = 1.50702% +completion: 40% (epoch=80)(element=6266) loss = 0 error progress = 1.45952% +completion: 44% (epoch=88)(element=6266) loss = 0 error progress = 1.41218% +completion: 48% (epoch=96)(element=6266) loss = 0.001 error progress = 1.3657% +completion: 52% (epoch=104)(element=6266) loss = 0.001 error progress = 1.32113% +completion: 56% (epoch=112)(element=6266) loss = 0 error progress = 1.27852% +completion: 60% (epoch=120)(element=6266) loss = 0 error progress = 1.23777% +completion: 64% (epoch=128)(element=6266) loss = 0 error progress = 1.19924% +completion: 68% (epoch=136)(element=6266) loss = 0 error progress = 1.16172% +completion: 72% (epoch=144)(element=6266) loss = 0 error progress = 1.12759% +completion: 76% (epoch=152)(element=6266) loss = 0 error progress = 1.09548% +completion: 80% (epoch=160)(element=6266) loss = 0 error progress = 1.06476% +completion: 84% (epoch=168)(element=6266) loss = 0 error progress = 1.03674% +completion: 88% (epoch=176)(element=6266) loss = 0.001 error progress = 1.01143% +completion: 92% (epoch=184)(element=6266) loss = 0.001 error progress = 0.98705% +completion: 96% (epoch=192)(element=6266) loss = 0.002 error progress = 0.96388% +completion: 100% (epoch=200)(element=6266) loss = 0.001 error progress = 0.9423% + + +### executeTest(perceptron, validation_patient_profile) + +Correct predictions = 87.89% +#FPplusFN=2089 +minError=251 minErrorIndex=1 globalThreshold =-3.2824302414052 +metrics area_roc = 88.92% +(beta) metrics area_precision_recall = 64.81% + +duration the new area_roc metrics ROC_AUC_computer function: 0 seconds +duration the new area_roc metrics ROC_AUC_computer function: 00 days, 00 hours, 00 minutes, 00 seconds +TOTAL: + FN = 197 / 516 (truth == 1) & (prediction < threshold) + TP = 319 / 516 (truth == 1) & (prediction >= threshold) + + FP = 56 / 1,573 (truth == 0) & (prediction >= threshold) + TN = 1,517 / 1,573 (truth == 0) & (prediction < threshold) + + +:::: Matthews correlation coefficient = +0.65 :::: + +accuracy = 0.88 = (tp + tn) / (tp + tn +fn + fp) [worst = -1, best = +1] +f1_score = 0.72 = (2*tp) / (2*tp+fp+fn) [worst = 0, best = 1] +Saved model file: ./models/model_hus100_hl1_time1524154226 + +$$$ hidden_units = 125 hidden_layers = 1 $$$ +completion: 4% (epoch=8)(element=6266) loss = 0.001 error progress = 2.14746% +completion: 8% (epoch=16)(element=6266) loss = 0 error progress = 1.9604% +completion: 12% (epoch=24)(element=6266) loss = 0 error progress = 1.83935% +completion: 16% (epoch=32)(element=6266) loss = 0 error progress = 1.74812% +completion: 20% (epoch=40)(element=6266) loss = 0 error progress = 1.67222% +completion: 24% (epoch=48)(element=6266) loss = 0 error progress = 1.6048% +completion: 28% (epoch=56)(element=6266) loss = 0 error progress = 1.54096% +completion: 32% (epoch=64)(element=6266) loss = 0 error progress = 1.48314% +completion: 36% (epoch=72)(element=6266) loss = 0 error progress = 1.4291% +completion: 40% (epoch=80)(element=6266) loss = 0.001 error progress = 1.37526% +completion: 44% (epoch=88)(element=6266) loss = 0 error progress = 1.32221% +completion: 48% (epoch=96)(element=6266) loss = 0 error progress = 1.27277% +completion: 52% (epoch=104)(element=6266) loss = 0 error progress = 1.22679% +completion: 56% (epoch=112)(element=6266) loss = 0.001 error progress = 1.18534% +completion: 60% (epoch=120)(element=6266) loss = 0.001 error progress = 1.14608% +completion: 64% (epoch=128)(element=6266) loss = 0 error progress = 1.1092% +completion: 68% (epoch=136)(element=6266) loss = 0 error progress = 1.07416% +completion: 72% (epoch=144)(element=6266) loss = 0 error progress = 1.04003% +completion: 76% (epoch=152)(element=6266) loss = 0 error progress = 1.00935% +completion: 80% (epoch=160)(element=6266) loss = 0 error progress = 0.97972% +completion: 84% (epoch=168)(element=6266) loss = 0 error progress = 0.95195% +completion: 88% (epoch=176)(element=6266) loss = 0 error progress = 0.92591% +completion: 92% (epoch=184)(element=6266) loss = 0 error progress = 0.90044% +completion: 96% (epoch=192)(element=6266) loss = 0 error progress = 0.87632% +completion: 100% (epoch=200)(element=6266) loss = 0.001 error progress = 0.85297% + + +### executeTest(perceptron, validation_patient_profile) + +Correct predictions = 88.7% +#FPplusFN=2089 +minError=217 minErrorIndex=1 globalThreshold =-2.7077242996214 +metrics area_roc = 88.63% +(beta) metrics area_precision_recall = 66.91% + +duration the new area_roc metrics ROC_AUC_computer function: 0 seconds +duration the new area_roc metrics ROC_AUC_computer function: 00 days, 00 hours, 00 minutes, 00 seconds +TOTAL: + FN = 195 / 516 (truth == 1) & (prediction < threshold) + TP = 321 / 516 (truth == 1) & (prediction >= threshold) + + FP = 41 / 1,573 (truth == 0) & (prediction >= threshold) + TN = 1,532 / 1,573 (truth == 0) & (prediction < threshold) + + +:::: Matthews correlation coefficient = +0.68 :::: + +accuracy = 0.89 = (tp + tn) / (tp + tn +fn + fp) [worst = -1, best = +1] +f1_score = 0.73 = (2*tp) / (2*tp+fp+fn) [worst = 0, best = 1] +Saved model file: ./models/model_hus125_hl1_time1524154437 + +$$$ hidden_units = 150 hidden_layers = 1 $$$ +completion: 4% (epoch=8)(element=6266) loss = 0 error progress = 2.1464% +completion: 8% (epoch=16)(element=6266) loss = 0 error progress = 1.96267% +completion: 12% (epoch=24)(element=6266) loss = 0.001 error progress = 1.84562% +completion: 16% (epoch=32)(element=6266) loss = 0 error progress = 1.75517% +completion: 20% (epoch=40)(element=6266) loss = 0.001 error progress = 1.67848% +completion: 24% (epoch=48)(element=6266) loss = 0.001 error progress = 1.60883% +completion: 28% (epoch=56)(element=6266) loss = 0.001 error progress = 1.5433% +completion: 32% (epoch=64)(element=6266) loss = 0.002 error progress = 1.47964% +completion: 36% (epoch=72)(element=6266) loss = 0.001 error progress = 1.41716% +completion: 40% (epoch=80)(element=6266) loss = 0 error progress = 1.35614% +completion: 44% (epoch=88)(element=6266) loss = 0 error progress = 1.2998% +completion: 48% (epoch=96)(element=6266) loss = 0.001 error progress = 1.24656% +completion: 52% (epoch=104)(element=6266) loss = 0.001 error progress = 1.19663% +completion: 56% (epoch=112)(element=6266) loss = 0.001 error progress = 1.15271% +completion: 60% (epoch=120)(element=6266) loss = 0 error progress = 1.11102% +completion: 64% (epoch=128)(element=6266) loss = 0 error progress = 1.07296% +completion: 68% (epoch=136)(element=6266) loss = 0 error progress = 1.03678% +completion: 72% (epoch=144)(element=6266) loss = 0 error progress = 1.00267% +completion: 76% (epoch=152)(element=6266) loss = 0 error progress = 0.9718% +completion: 80% (epoch=160)(element=6266) loss = 0 error progress = 0.94256% +completion: 84% (epoch=168)(element=6266) loss = 0 error progress = 0.91435% +completion: 88% (epoch=176)(element=6266) loss = 0 error progress = 0.88816% +completion: 92% (epoch=184)(element=6266) loss = 0 error progress = 0.8625% +completion: 96% (epoch=192)(element=6266) loss = 0 error progress = 0.8388% +completion: 100% (epoch=200)(element=6266) loss = 0 error progress = 0.81627% + + +### executeTest(perceptron, validation_patient_profile) + +Correct predictions = 87.65% +#FPplusFN=2089 +minError=230 minErrorIndex=1 globalThreshold =-2.3722959359813 +metrics area_roc = 88.69% +(beta) metrics area_precision_recall = 65.43% + +duration the new area_roc metrics ROC_AUC_computer function: 0 seconds +duration the new area_roc metrics ROC_AUC_computer function: 00 days, 00 hours, 00 minutes, 00 seconds +TOTAL: + FN = 218 / 516 (truth == 1) & (prediction < threshold) + TP = 298 / 516 (truth == 1) & (prediction >= threshold) + + FP = 40 / 1,573 (truth == 0) & (prediction >= threshold) + TN = 1,533 / 1,573 (truth == 0) & (prediction < threshold) + + +:::: Matthews correlation coefficient = +0.65 :::: + +accuracy = 0.88 = (tp + tn) / (tp + tn +fn + fp) [worst = -1, best = +1] +f1_score = 0.7 = (2*tp) / (2*tp+fp+fn) [worst = 0, best = 1] +Saved model file: ./models/model_hus150_hl1_time1524154687 + +$$$ hidden_units = 175 hidden_layers = 1 $$$ +completion: 4% (epoch=8)(element=6266) loss = 0 error progress = 2.14966% +completion: 8% (epoch=16)(element=6266) loss = 0 error progress = 1.95914% +completion: 12% (epoch=24)(element=6266) loss = 0 error progress = 1.83991% +completion: 16% (epoch=32)(element=6266) loss = 0 error progress = 1.74518% +completion: 20% (epoch=40)(element=6266) loss = 0 error progress = 1.66336% +completion: 24% (epoch=48)(element=6266) loss = 0.001 error progress = 1.59026% +completion: 28% (epoch=56)(element=6266) loss = 0.001 error progress = 1.51878% +completion: 32% (epoch=64)(element=6266) loss = 0 error progress = 1.4476% +completion: 36% (epoch=72)(element=6266) loss = 0 error progress = 1.37964% +completion: 40% (epoch=80)(element=6266) loss = 0 error progress = 1.31496% +completion: 44% (epoch=88)(element=6266) loss = 0 error progress = 1.25533% +completion: 48% (epoch=96)(element=6266) loss = 0 error progress = 1.2016% +completion: 52% (epoch=104)(element=6266) loss = 0 error progress = 1.15382% +completion: 56% (epoch=112)(element=6266) loss = 0.001 error progress = 1.10865% +completion: 60% (epoch=120)(element=6266) loss = 0 error progress = 1.06707% +completion: 64% (epoch=128)(element=6266) loss = 0 error progress = 1.02774% +completion: 68% (epoch=136)(element=6266) loss = 0 error progress = 0.99089% +completion: 72% (epoch=144)(element=6266) loss = 0 error progress = 0.95756% +completion: 76% (epoch=152)(element=6266) loss = 0 error progress = 0.92495% +completion: 80% (epoch=160)(element=6266) loss = 0 error progress = 0.89354% +completion: 84% (epoch=168)(element=6266) loss = 0 error progress = 0.86419% +completion: 88% (epoch=176)(element=6266) loss = 0.001 error progress = 0.83602% +completion: 92% (epoch=184)(element=6266) loss = 0 error progress = 0.80987% +completion: 96% (epoch=192)(element=6266) loss = 0 error progress = 0.7848% +completion: 100% (epoch=200)(element=6266) loss = 0 error progress = 0.76124% + + +### executeTest(perceptron, validation_patient_profile) + +Correct predictions = 86.5% +#FPplusFN=2089 +minError=242 minErrorIndex=1 globalThreshold =-2.6244255207368 +metrics area_roc = 88.65% +(beta) metrics area_precision_recall = 64.79% + +duration the new area_roc metrics ROC_AUC_computer function: 0 seconds +duration the new area_roc metrics ROC_AUC_computer function: 00 days, 00 hours, 00 minutes, 00 seconds +TOTAL: + FN = 231 / 516 (truth == 1) & (prediction < threshold) + TP = 285 / 516 (truth == 1) & (prediction >= threshold) + + FP = 51 / 1,573 (truth == 0) & (prediction >= threshold) + TN = 1,522 / 1,573 (truth == 0) & (prediction < threshold) + + +:::: Matthews correlation coefficient = +0.61 :::: + +accuracy = 0.87 = (tp + tn) / (tp + tn +fn + fp) [worst = -1, best = +1] +f1_score = 0.67 = (2*tp) / (2*tp+fp+fn) [worst = 0, best = 1] +Saved model file: ./models/model_hus175_hl1_time1524154988 + +$$$ hidden_units = 200 hidden_layers = 1 $$$ +completion: 4% (epoch=8)(element=6266) loss = 0 error progress = 2.15012% +completion: 8% (epoch=16)(element=6266) loss = 0 error progress = 1.94958% +completion: 12% (epoch=24)(element=6266) loss = 0 error progress = 1.81756% +completion: 16% (epoch=32)(element=6266) loss = 0.001 error progress = 1.71495% +completion: 20% (epoch=40)(element=6266) loss = 0 error progress = 1.62536% +completion: 24% (epoch=48)(element=6266) loss = 0.001 error progress = 1.54218% +completion: 28% (epoch=56)(element=6266) loss = 0 error progress = 1.4624% +completion: 32% (epoch=64)(element=6266) loss = 0 error progress = 1.38596% +completion: 36% (epoch=72)(element=6266) loss = 0 error progress = 1.31429% +completion: 40% (epoch=80)(element=6266) loss = 0 error progress = 1.24969% +completion: 44% (epoch=88)(element=6266) loss = 0 error progress = 1.19078% +completion: 48% (epoch=96)(element=6266) loss = 0.002 error progress = 1.13617% +completion: 52% (epoch=104)(element=6266) loss = 0.002 error progress = 1.08661% +completion: 56% (epoch=112)(element=6266) loss = 0 error progress = 1.0424% +completion: 60% (epoch=120)(element=6266) loss = 0.001 error progress = 1.00272% +completion: 64% (epoch=128)(element=6266) loss = 0 error progress = 0.96464% +completion: 68% (epoch=136)(element=6266) loss = 0 error progress = 0.92948% +completion: 72% (epoch=144)(element=6266) loss = 0.001 error progress = 0.89607% +completion: 76% (epoch=152)(element=6266) loss = 0 error progress = 0.8649% +completion: 80% (epoch=160)(element=6266) loss = 0 error progress = 0.83586% +completion: 84% (epoch=168)(element=6266) loss = 0 error progress = 0.80945% +completion: 88% (epoch=176)(element=6266) loss = 0 error progress = 0.78346% +completion: 92% (epoch=184)(element=6266) loss = 0 error progress = 0.7601% +completion: 96% (epoch=192)(element=6266) loss = 0 error progress = 0.73742% +completion: 100% (epoch=200)(element=6266) loss = 0 error progress = 0.71652% + + +### executeTest(perceptron, validation_patient_profile) + +Correct predictions = 88.13% +#FPplusFN=2089 +minError=225 minErrorIndex=1 globalThreshold =-2.6367132024173 +metrics area_roc = 88.37% +(beta) metrics area_precision_recall = 67.12% + +duration the new area_roc metrics ROC_AUC_computer function: 0 seconds +duration the new area_roc metrics ROC_AUC_computer function: 00 days, 00 hours, 00 minutes, 00 seconds +TOTAL: + FN = 210 / 516 (truth == 1) & (prediction < threshold) + TP = 306 / 516 (truth == 1) & (prediction >= threshold) + + FP = 38 / 1,573 (truth == 0) & (prediction >= threshold) + TN = 1,535 / 1,573 (truth == 0) & (prediction < threshold) + + +:::: Matthews correlation coefficient = +0.66 :::: + +accuracy = 0.88 = (tp + tn) / (tp + tn +fn + fp) [worst = -1, best = +1] +f1_score = 0.71 = (2*tp) / (2*tp+fp+fn) [worst = 0, best = 1] +Saved model file: ./models/model_hus200_hl1_time1524155342 + +$$$ hidden_units = 225 hidden_layers = 1 $$$ +completion: 4% (epoch=8)(element=6266) loss = 0 error progress = 2.13154% +completion: 8% (epoch=16)(element=6266) loss = 0 error progress = 1.93873% +completion: 12% (epoch=24)(element=6266) loss = 0.001 error progress = 1.81511% +completion: 16% (epoch=32)(element=6266) loss = 0.002 error progress = 1.71681% +completion: 20% (epoch=40)(element=6266) loss = 0.001 error progress = 1.6315% +completion: 24% (epoch=48)(element=6266) loss = 0.004 error progress = 1.55382% +completion: 28% (epoch=56)(element=6266) loss = 0.003 error progress = 1.47761% +completion: 32% (epoch=64)(element=6266) loss = 0.003 error progress = 1.40165% +completion: 36% (epoch=72)(element=6266) loss = 0.002 error progress = 1.32875% +completion: 40% (epoch=80)(element=6266) loss = 0.002 error progress = 1.25982% +completion: 44% (epoch=88)(element=6266) loss = 0.003 error progress = 1.19633% +completion: 48% (epoch=96)(element=6266) loss = 0 error progress = 1.1391% +completion: 52% (epoch=104)(element=6266) loss = 0.001 error progress = 1.08775% +completion: 56% (epoch=112)(element=6266) loss = 0 error progress = 1.04051% +completion: 60% (epoch=120)(element=6266) loss = 0.001 error progress = 0.99698% +completion: 64% (epoch=128)(element=6266) loss = 0.001 error progress = 0.95754% +completion: 68% (epoch=136)(element=6266) loss = 0 error progress = 0.92031% +completion: 72% (epoch=144)(element=6266) loss = 0 error progress = 0.88502% +completion: 76% (epoch=152)(element=6266) loss = 0 error progress = 0.85215% +completion: 80% (epoch=160)(element=6266) loss = 0 error progress = 0.82093% +completion: 84% (epoch=168)(element=6266) loss = 0 error progress = 0.79214% +completion: 88% (epoch=176)(element=6266) loss = 0 error progress = 0.76583% +completion: 92% (epoch=184)(element=6266) loss = 0 error progress = 0.74065% +completion: 96% (epoch=192)(element=6266) loss = 0 error progress = 0.71747% +completion: 100% (epoch=200)(element=6266) loss = 0 error progress = 0.69583% + + +### executeTest(perceptron, validation_patient_profile) + +Correct predictions = 88.27% +#FPplusFN=2089 +minError=230 minErrorIndex=1 globalThreshold =-2.7898888653283 +metrics area_roc = 89.66% +(beta) metrics area_precision_recall = 67.5% + +duration the new area_roc metrics ROC_AUC_computer function: 0 seconds +duration the new area_roc metrics ROC_AUC_computer function: 00 days, 00 hours, 00 minutes, 00 seconds +TOTAL: + FN = 205 / 516 (truth == 1) & (prediction < threshold) + TP = 311 / 516 (truth == 1) & (prediction >= threshold) + + FP = 40 / 1,573 (truth == 0) & (prediction >= threshold) + TN = 1,533 / 1,573 (truth == 0) & (prediction < threshold) + + +:::: Matthews correlation coefficient = +0.67 :::: + +accuracy = 0.88 = (tp + tn) / (tp + tn +fn + fp) [worst = -1, best = +1] +f1_score = 0.72 = (2*tp) / (2*tp+fp+fn) [worst = 0, best = 1] +Saved model file: ./models/model_hus225_hl1_time1524155746 + +$$$ hidden_units = 250 hidden_layers = 1 $$$ +completion: 4% (epoch=8)(element=6266) loss = 0.001 error progress = 2.13316% +completion: 8% (epoch=16)(element=6266) loss = 0 error progress = 1.94993% +completion: 12% (epoch=24)(element=6266) loss = 0 error progress = 1.82653% +completion: 16% (epoch=32)(element=6266) loss = 0 error progress = 1.7258% +completion: 20% (epoch=40)(element=6266) loss = 0 error progress = 1.6351% +completion: 24% (epoch=48)(element=6266) loss = 0 error progress = 1.54774% +completion: 28% (epoch=56)(element=6266) loss = 0 error progress = 1.46289% +completion: 32% (epoch=64)(element=6266) loss = 0.001 error progress = 1.38276% +completion: 36% (epoch=72)(element=6266) loss = 0 error progress = 1.30677% +completion: 40% (epoch=80)(element=6266) loss = 0 error progress = 1.23745% +completion: 44% (epoch=88)(element=6266) loss = 0 error progress = 1.17616% +completion: 48% (epoch=96)(element=6266) loss = 0 error progress = 1.12226% +completion: 52% (epoch=104)(element=6266) loss = 0 error progress = 1.07201% +completion: 56% (epoch=112)(element=6266) loss = 0 error progress = 1.02695% +completion: 60% (epoch=120)(element=6266) loss = 0 error progress = 0.98378% +completion: 64% (epoch=128)(element=6266) loss = 0.001 error progress = 0.94358% +completion: 68% (epoch=136)(element=6266) loss = 0 error progress = 0.90598% +completion: 72% (epoch=144)(element=6266) loss = 0 error progress = 0.87107% +completion: 76% (epoch=152)(element=6266) loss = 0.001 error progress = 0.83779% +completion: 80% (epoch=160)(element=6266) loss = 0.001 error progress = 0.80714% +completion: 84% (epoch=168)(element=6266) loss = 0.001 error progress = 0.77882% +completion: 88% (epoch=176)(element=6266) loss = 0 error progress = 0.75293% +completion: 92% (epoch=184)(element=6266) loss = 0.001 error progress = 0.72867% +completion: 96% (epoch=192)(element=6266) loss = 0 error progress = 0.70594% +completion: 100% (epoch=200)(element=6266) loss = 0 error progress = 0.6842% + + +### executeTest(perceptron, validation_patient_profile) + +Correct predictions = 88.75% +#FPplusFN=2089 +minError=222 minErrorIndex=1 globalThreshold =-3.7541890160336 +metrics area_roc = 89.27% +(beta) metrics area_precision_recall = 68.67% + +duration the new area_roc metrics ROC_AUC_computer function: 0 seconds +duration the new area_roc metrics ROC_AUC_computer function: 00 days, 00 hours, 00 minutes, 00 seconds +TOTAL: + FN = 197 / 516 (truth == 1) & (prediction < threshold) + TP = 319 / 516 (truth == 1) & (prediction >= threshold) + + FP = 38 / 1,573 (truth == 0) & (prediction >= threshold) + TN = 1,535 / 1,573 (truth == 0) & (prediction < threshold) + + +:::: Matthews correlation coefficient = +0.68 :::: + +accuracy = 0.89 = (tp + tn) / (tp + tn +fn + fp) [worst = -1, best = +1] +f1_score = 0.73 = (2*tp) / (2*tp+fp+fn) [worst = 0, best = 1] +Saved model file: ./models/model_hus250_hl1_time1524156214 + +$$$ hidden_units = 275 hidden_layers = 1 $$$ +completion: 4% (epoch=8)(element=6266) loss = 0 error progress = 2.10029% +completion: 8% (epoch=16)(element=6266) loss = 0 error progress = 1.89926% +completion: 12% (epoch=24)(element=6266) loss = 0 error progress = 1.76827% +completion: 16% (epoch=32)(element=6266) loss = 0 error progress = 1.66469% +completion: 20% (epoch=40)(element=6266) loss = 0 error progress = 1.57352% +completion: 24% (epoch=48)(element=6266) loss = 0 error progress = 1.4868% +completion: 28% (epoch=56)(element=6266) loss = 0 error progress = 1.4041% +completion: 32% (epoch=64)(element=6266) loss = 0 error progress = 1.32345% +completion: 36% (epoch=72)(element=6266) loss = 0 error progress = 1.24766% +completion: 40% (epoch=80)(element=6266) loss = 0 error progress = 1.18008% +completion: 44% (epoch=88)(element=6266) loss = 0.001 error progress = 1.11868% +completion: 48% (epoch=96)(element=6266) loss = 0 error progress = 1.06338% +completion: 52% (epoch=104)(element=6266) loss = 0 error progress = 1.01273% +completion: 56% (epoch=112)(element=6266) loss = 0 error progress = 0.96576% +completion: 60% (epoch=120)(element=6266) loss = 0 error progress = 0.92296% +completion: 64% (epoch=128)(element=6266) loss = 0 error progress = 0.88416% +completion: 68% (epoch=136)(element=6266) loss = 0 error progress = 0.84705% +completion: 72% (epoch=144)(element=6266) loss = 0.001 error progress = 0.81329% +completion: 76% (epoch=152)(element=6266) loss = 0.001 error progress = 0.78252% +completion: 80% (epoch=160)(element=6266) loss = 0 error progress = 0.75233% +completion: 84% (epoch=168)(element=6266) loss = 0.001 error progress = 0.72516% +completion: 88% (epoch=176)(element=6266) loss = 0 error progress = 0.69963% +completion: 92% (epoch=184)(element=6266) loss = 0.001 error progress = 0.67554% +completion: 96% (epoch=192)(element=6266) loss = 0 error progress = 0.6532% +completion: 100% (epoch=200)(element=6266) loss = 0.001 error progress = 0.63192% + + +### executeTest(perceptron, validation_patient_profile) + +Correct predictions = 87.89% +#FPplusFN=2089 +minError=225 minErrorIndex=1 globalThreshold =-2.0967601624483 +metrics area_roc = 89.53% +(beta) metrics area_precision_recall = 67.87% + +duration the new area_roc metrics ROC_AUC_computer function: 0 seconds +duration the new area_roc metrics ROC_AUC_computer function: 00 days, 00 hours, 00 minutes, 00 seconds +TOTAL: + FN = 220 / 516 (truth == 1) & (prediction < threshold) + TP = 296 / 516 (truth == 1) & (prediction >= threshold) + + FP = 33 / 1,573 (truth == 0) & (prediction >= threshold) + TN = 1,540 / 1,573 (truth == 0) & (prediction < threshold) + + +:::: Matthews correlation coefficient = +0.65 :::: + +accuracy = 0.88 = (tp + tn) / (tp + tn +fn + fp) [worst = -1, best = +1] +f1_score = 0.7 = (2*tp) / (2*tp+fp+fn) [worst = 0, best = 1] +Saved model file: ./models/model_hus275_hl1_time1524156756 + +$$$ hidden_units = 300 hidden_layers = 1 $$$ +completion: 4% (epoch=8)(element=6266) loss = 0 error progress = 2.11707% +completion: 8% (epoch=16)(element=6266) loss = 0 error progress = 1.91336% +completion: 12% (epoch=24)(element=6266) loss = 0 error progress = 1.77926% +completion: 16% (epoch=32)(element=6266) loss = 0.001 error progress = 1.67172% +completion: 20% (epoch=40)(element=6266) loss = 0 error progress = 1.57517% +completion: 24% (epoch=48)(element=6266) loss = 0.001 error progress = 1.48232% +completion: 28% (epoch=56)(element=6266) loss = 0.002 error progress = 1.39414% +completion: 32% (epoch=64)(element=6266) loss = 0 error progress = 1.31077% +completion: 36% (epoch=72)(element=6266) loss = 0 error progress = 1.23384% +completion: 40% (epoch=80)(element=6266) loss = 0 error progress = 1.16492% +completion: 44% (epoch=88)(element=6266) loss = 0 error progress = 1.1048% +completion: 48% (epoch=96)(element=6266) loss = 0 error progress = 1.05088% +completion: 52% (epoch=104)(element=6266) loss = 0 error progress = 1.00228% +completion: 56% (epoch=112)(element=6266) loss = 0.001 error progress = 0.95644% +completion: 60% (epoch=120)(element=6266) loss = 0.001 error progress = 0.91475% +completion: 64% (epoch=128)(element=6266) loss = 0.001 error progress = 0.8768% +completion: 68% (epoch=136)(element=6266) loss = 0 error progress = 0.84127% +completion: 72% (epoch=144)(element=6266) loss = 0 error progress = 0.80822% +completion: 76% (epoch=152)(element=6266) loss = 0 error progress = 0.77702% +completion: 80% (epoch=160)(element=6266) loss = 0 error progress = 0.74801% +completion: 84% (epoch=168)(element=6266) loss = 0 error progress = 0.7214% +completion: 88% (epoch=176)(element=6266) loss = 0 error progress = 0.69579% +completion: 92% (epoch=184)(element=6266) loss = 0.001 error progress = 0.67213% +completion: 96% (epoch=192)(element=6266) loss = 0.001 error progress = 0.64972% +completion: 100% (epoch=200)(element=6266) loss = 0 error progress = 0.62857% + + +### executeTest(perceptron, validation_patient_profile) + +Correct predictions = 88.18% +#FPplusFN=2089 +minError=232 minErrorIndex=1 globalThreshold =-2.9299335199905 +metrics area_roc = 90.01% +(beta) metrics area_precision_recall = 65.02% + +duration the new area_roc metrics ROC_AUC_computer function: 0 seconds +duration the new area_roc metrics ROC_AUC_computer function: 00 days, 00 hours, 00 minutes, 00 seconds +TOTAL: + FN = 210 / 516 (truth == 1) & (prediction < threshold) + TP = 306 / 516 (truth == 1) & (prediction >= threshold) + + FP = 37 / 1,573 (truth == 0) & (prediction >= threshold) + TN = 1,536 / 1,573 (truth == 0) & (prediction < threshold) + + +:::: Matthews correlation coefficient = +0.66 :::: + +accuracy = 0.88 = (tp + tn) / (tp + tn +fn + fp) [worst = -1, best = +1] +f1_score = 0.71 = (2*tp) / (2*tp+fp+fn) [worst = 0, best = 1] +Saved model file: ./models/model_hus300_hl1_time1524157373 + +$$$ hidden_units = 350 hidden_layers = 1 $$$ +completion: 4% (epoch=8)(element=6266) loss = 0 error progress = 2.11786% +completion: 8% (epoch=16)(element=6266) loss = 0 error progress = 1.9232% +completion: 12% (epoch=24)(element=6266) loss = 0 error progress = 1.7872% +completion: 16% (epoch=32)(element=6266) loss = 0.002 error progress = 1.67436% +completion: 20% (epoch=40)(element=6266) loss = 0.001 error progress = 1.57129% +completion: 24% (epoch=48)(element=6266) loss = 0.001 error progress = 1.47229% +completion: 28% (epoch=56)(element=6266) loss = 0 error progress = 1.37583% +completion: 32% (epoch=64)(element=6266) loss = 0 error progress = 1.2834% +completion: 36% (epoch=72)(element=6266) loss = 0 error progress = 1.20188% +completion: 40% (epoch=80)(element=6266) loss = 0.001 error progress = 1.13113% +completion: 44% (epoch=88)(element=6266) loss = 0 error progress = 1.06922% +completion: 48% (epoch=96)(element=6266) loss = 0 error progress = 1.01375% +completion: 52% (epoch=104)(element=6266) loss = 0 error progress = 0.96246% +completion: 56% (epoch=112)(element=6266) loss = 0 error progress = 0.91681% +completion: 60% (epoch=120)(element=6266) loss = 0 error progress = 0.87484% +completion: 64% (epoch=128)(element=6266) loss = 0 error progress = 0.83642% +completion: 68% (epoch=136)(element=6266) loss = 0 error progress = 0.80017% +completion: 72% (epoch=144)(element=6266) loss = 0.001 error progress = 0.76706% +completion: 76% (epoch=152)(element=6266) loss = 0 error progress = 0.73636% +completion: 80% (epoch=160)(element=6266) loss = 0 error progress = 0.70823% +completion: 84% (epoch=168)(element=6266) loss = 0 error progress = 0.68207% +completion: 88% (epoch=176)(element=6266) loss = 0 error progress = 0.65741% +completion: 92% (epoch=184)(element=6266) loss = 0 error progress = 0.63491% +completion: 96% (epoch=192)(element=6266) loss = 0 error progress = 0.61353% +completion: 100% (epoch=200)(element=6266) loss = 0 error progress = 0.59349% + + +### executeTest(perceptron, validation_patient_profile) + +Correct predictions = 88.51% +#FPplusFN=2089 +minError=218 minErrorIndex=1 globalThreshold =-2.1729631455815 +metrics area_roc = 89.27% +(beta) metrics area_precision_recall = 69% + +duration the new area_roc metrics ROC_AUC_computer function: 0 seconds +duration the new area_roc metrics ROC_AUC_computer function: 00 days, 00 hours, 00 minutes, 00 seconds +TOTAL: + FN = 210 / 516 (truth == 1) & (prediction < threshold) + TP = 306 / 516 (truth == 1) & (prediction >= threshold) + + FP = 30 / 1,573 (truth == 0) & (prediction >= threshold) + TN = 1,543 / 1,573 (truth == 0) & (prediction < threshold) + + +:::: Matthews correlation coefficient = +0.67 :::: + +accuracy = 0.89 = (tp + tn) / (tp + tn +fn + fp) [worst = -1, best = +1] +f1_score = 0.72 = (2*tp) / (2*tp+fp+fn) [worst = 0, best = 1] +Saved model file: ./models/model_hus350_hl1_time1524160759 + +$$$ hidden_units = 400 hidden_layers = 1 $$$ +completion: 4% (epoch=8)(element=6266) loss = 0 error progress = 2.10177% +completion: 8% (epoch=16)(element=6266) loss = 0 error progress = 1.90008% +completion: 12% (epoch=24)(element=6266) loss = 0.001 error progress = 1.76609% +completion: 16% (epoch=32)(element=6266) loss = 0.003 error progress = 1.65354% +completion: 20% (epoch=40)(element=6266) loss = 0.003 error progress = 1.54732% +completion: 24% (epoch=48)(element=6266) loss = 0.001 error progress = 1.44404% +completion: 28% (epoch=56)(element=6266) loss = 0 error progress = 1.34364% +completion: 32% (epoch=64)(element=6266) loss = 0.001 error progress = 1.24911% +completion: 36% (epoch=72)(element=6266) loss = 0 error progress = 1.1694% +completion: 40% (epoch=80)(element=6266) loss = 0 error progress = 1.10058% +completion: 44% (epoch=88)(element=6266) loss = 0 error progress = 1.03974% +completion: 48% (epoch=96)(element=6266) loss = 0.001 error progress = 0.98401% +completion: 52% (epoch=104)(element=6266) loss = 0 error progress = 0.93482% +completion: 56% (epoch=112)(element=6266) loss = 0 error progress = 0.88956% +completion: 60% (epoch=120)(element=6266) loss = 0 error progress = 0.84744% +completion: 64% (epoch=128)(element=6266) loss = 0 error progress = 0.80842% +completion: 68% (epoch=136)(element=6266) loss = 0 error progress = 0.77344% +completion: 72% (epoch=144)(element=6266) loss = 0 error progress = 0.74088% +completion: 76% (epoch=152)(element=6266) loss = 0 error progress = 0.71112% +completion: 80% (epoch=160)(element=6266) loss = 0 error progress = 0.68253% +completion: 84% (epoch=168)(element=6266) loss = 0 error progress = 0.65703% +completion: 88% (epoch=176)(element=6266) loss = 0 error progress = 0.63374% +completion: 92% (epoch=184)(element=6266) loss = 0 error progress = 0.61128% +completion: 96% (epoch=192)(element=6266) loss = 0.001 error progress = 0.59069% +completion: 100% (epoch=200)(element=6266) loss = 0 error progress = 0.57113% + + +### executeTest(perceptron, validation_patient_profile) + +Correct predictions = 88.27% +#FPplusFN=2089 +minError=223 minErrorIndex=1 globalThreshold =-2.1721202215681 +metrics area_roc = 90.11% +(beta) metrics area_precision_recall = 68.58% + +duration the new area_roc metrics ROC_AUC_computer function: 0 seconds +duration the new area_roc metrics ROC_AUC_computer function: 00 days, 00 hours, 00 minutes, 00 seconds +TOTAL: + FN = 200 / 516 (truth == 1) & (prediction < threshold) + TP = 316 / 516 (truth == 1) & (prediction >= threshold) + + FP = 45 / 1,573 (truth == 0) & (prediction >= threshold) + TN = 1,528 / 1,573 (truth == 0) & (prediction < threshold) + + +:::: Matthews correlation coefficient = +0.67 :::: + +accuracy = 0.88 = (tp + tn) / (tp + tn +fn + fp) [worst = -1, best = +1] +f1_score = 0.72 = (2*tp) / (2*tp+fp+fn) [worst = 0, best = 1] +Saved model file: ./models/model_hus400_hl1_time1524164556 + +$$$ hidden_units = 5 hidden_layers = 2 $$$ +completion: 4% (epoch=8)(element=6266) loss = 0 error progress = 2.61043% +completion: 8% (epoch=16)(element=6266) loss = 0 error progress = 2.34915% +completion: 12% (epoch=24)(element=6266) loss = 0 error progress = 2.23334% +completion: 16% (epoch=32)(element=6266) loss = 0 error progress = 2.1568% +completion: 20% (epoch=40)(element=6266) loss = 0 error progress = 2.10068% +completion: 24% (epoch=48)(element=6266) loss = 0 error progress = 2.05297% +completion: 28% (epoch=56)(element=6266) loss = 0 error progress = 2.01403% +completion: 32% (epoch=64)(element=6266) loss = 0.001 error progress = 1.98175% +completion: 36% (epoch=72)(element=6266) loss = 0 error progress = 1.95459% +completion: 40% (epoch=80)(element=6266) loss = 0 error progress = 1.93164% +completion: 44% (epoch=88)(element=6266) loss = 0 error progress = 1.91158% +completion: 48% (epoch=96)(element=6266) loss = 0 error progress = 1.89389% +completion: 52% (epoch=104)(element=6266) loss = 0 error progress = 1.87828% +completion: 56% (epoch=112)(element=6266) loss = 0 error progress = 1.8652% +completion: 60% (epoch=120)(element=6266) loss = 0 error progress = 1.85368% +completion: 64% (epoch=128)(element=6266) loss = 0 error progress = 1.84361% +completion: 68% (epoch=136)(element=6266) loss = 0 error progress = 1.83455% +completion: 72% (epoch=144)(element=6266) loss = 0 error progress = 1.82613% +completion: 76% (epoch=152)(element=6266) loss = 0 error progress = 1.8182% +completion: 80% (epoch=160)(element=6266) loss = 0 error progress = 1.8109% +completion: 84% (epoch=168)(element=6266) loss = 0 error progress = 1.80442% +completion: 88% (epoch=176)(element=6266) loss = 0 error progress = 1.79822% +completion: 92% (epoch=184)(element=6266) loss = 0 error progress = 1.79256% +completion: 96% (epoch=192)(element=6266) loss = 0 error progress = 1.78701% +completion: 100% (epoch=200)(element=6266) loss = 0 error progress = 1.78202% + + +### executeTest(perceptron, validation_patient_profile) + +Correct predictions = 88.08% +#FPplusFN=2089 +minError=198 minErrorIndex=1 globalThreshold =-1.005537014447 +metrics area_roc = 93.45% +(beta) metrics area_precision_recall = 75.42% + +duration the new area_roc metrics ROC_AUC_computer function: 0 seconds +duration the new area_roc metrics ROC_AUC_computer function: 00 days, 00 hours, 00 minutes, 00 seconds +TOTAL: + FN = 236 / 516 (truth == 1) & (prediction < threshold) + TP = 280 / 516 (truth == 1) & (prediction >= threshold) + + FP = 13 / 1,573 (truth == 0) & (prediction >= threshold) + TN = 1,560 / 1,573 (truth == 0) & (prediction < threshold) + + +:::: Matthews correlation coefficient = +0.66 :::: + +accuracy = 0.88 = (tp + tn) / (tp + tn +fn + fp) [worst = -1, best = +1] +f1_score = 0.69 = (2*tp) / (2*tp+fp+fn) [worst = 0, best = 1] +Saved model file: ./models/model_hus5_hl2_time1524164667 + +$$$ hidden_units = 10 hidden_layers = 2 $$$ +completion: 4% (epoch=8)(element=6266) loss = 0.001 error progress = 2.45013% +completion: 8% (epoch=16)(element=6266) loss = 0.001 error progress = 2.21174% +completion: 12% (epoch=24)(element=6266) loss = 0 error progress = 2.08425% +completion: 16% (epoch=32)(element=6266) loss = 0 error progress = 1.99784% +completion: 20% (epoch=40)(element=6266) loss = 0 error progress = 1.93257% +completion: 24% (epoch=48)(element=6266) loss = 0 error progress = 1.88367% +completion: 28% (epoch=56)(element=6266) loss = 0 error progress = 1.84443% +completion: 32% (epoch=64)(element=6266) loss = 0 error progress = 1.81212% +completion: 36% (epoch=72)(element=6266) loss = 0 error progress = 1.78493% +completion: 40% (epoch=80)(element=6266) loss = 0 error progress = 1.76211% +completion: 44% (epoch=88)(element=6266) loss = 0 error progress = 1.74165% +completion: 48% (epoch=96)(element=6266) loss = 0 error progress = 1.72319% +completion: 52% (epoch=104)(element=6266) loss = 0 error progress = 1.70764% +completion: 56% (epoch=112)(element=6266) loss = 0 error progress = 1.69309% +completion: 60% (epoch=120)(element=6266) loss = 0 error progress = 1.67891% +completion: 64% (epoch=128)(element=6266) loss = 0 error progress = 1.66566% +completion: 68% (epoch=136)(element=6266) loss = 0 error progress = 1.65323% +completion: 72% (epoch=144)(element=6266) loss = 0 error progress = 1.64248% +completion: 76% (epoch=152)(element=6266) loss = 0 error progress = 1.63248% +completion: 80% (epoch=160)(element=6266) loss = 0 error progress = 1.62257% +completion: 84% (epoch=168)(element=6266) loss = 0 error progress = 1.61333% +completion: 88% (epoch=176)(element=6266) loss = 0 error progress = 1.60462% +completion: 92% (epoch=184)(element=6266) loss = 0 error progress = 1.597% +completion: 96% (epoch=192)(element=6266) loss = 0 error progress = 1.59002% +completion: 100% (epoch=200)(element=6266) loss = 0 error progress = 1.58269% + + +### executeTest(perceptron, validation_patient_profile) + +Correct predictions = 88.51% +#FPplusFN=2089 +minError=222 minErrorIndex=1 globalThreshold =-1.502667360802 +metrics area_roc = 91.9% +(beta) metrics area_precision_recall = 73.96% + +duration the new area_roc metrics ROC_AUC_computer function: 0 seconds +duration the new area_roc metrics ROC_AUC_computer function: 00 days, 00 hours, 00 minutes, 00 seconds +TOTAL: + FN = 215 / 516 (truth == 1) & (prediction < threshold) + TP = 301 / 516 (truth == 1) & (prediction >= threshold) + + FP = 25 / 1,573 (truth == 0) & (prediction >= threshold) + TN = 1,548 / 1,573 (truth == 0) & (prediction < threshold) + + +:::: Matthews correlation coefficient = +0.67 :::: + +accuracy = 0.89 = (tp + tn) / (tp + tn +fn + fp) [worst = -1, best = +1] +f1_score = 0.71 = (2*tp) / (2*tp+fp+fn) [worst = 0, best = 1] +Saved model file: ./models/model_hus10_hl2_time1524164781 + +$$$ hidden_units = 25 hidden_layers = 2 $$$ +completion: 4% (epoch=8)(element=6266) loss = 0 error progress = 2.23264% +completion: 8% (epoch=16)(element=6266) loss = 0 error progress = 2.042% +completion: 12% (epoch=24)(element=6266) loss = 0 error progress = 1.92049% +completion: 16% (epoch=32)(element=6266) loss = 0 error progress = 1.83799% +completion: 20% (epoch=40)(element=6266) loss = 0 error progress = 1.77692% +completion: 24% (epoch=48)(element=6266) loss = 0 error progress = 1.73048% +completion: 28% (epoch=56)(element=6266) loss = 0 error progress = 1.69121% +completion: 32% (epoch=64)(element=6266) loss = 0 error progress = 1.65937% +completion: 36% (epoch=72)(element=6266) loss = 0 error progress = 1.63178% +completion: 40% (epoch=80)(element=6266) loss = 0 error progress = 1.60779% +completion: 44% (epoch=88)(element=6266) loss = 0 error progress = 1.58584% +completion: 48% (epoch=96)(element=6266) loss = 0 error progress = 1.56517% +completion: 52% (epoch=104)(element=6266) loss = 0 error progress = 1.54463% +completion: 56% (epoch=112)(element=6266) loss = 0.001 error progress = 1.52412% +completion: 60% (epoch=120)(element=6266) loss = 0 error progress = 1.50659% +completion: 64% (epoch=128)(element=6266) loss = 0 error progress = 1.48953% +completion: 68% (epoch=136)(element=6266) loss = 0 error progress = 1.47242% +completion: 72% (epoch=144)(element=6266) loss = 0 error progress = 1.45816% +completion: 76% (epoch=152)(element=6266) loss = 0 error progress = 1.44288% +completion: 80% (epoch=160)(element=6266) loss = 0 error progress = 1.42741% +completion: 84% (epoch=168)(element=6266) loss = 0 error progress = 1.41232% +completion: 88% (epoch=176)(element=6266) loss = 0 error progress = 1.39755% +completion: 92% (epoch=184)(element=6266) loss = 0 error progress = 1.38401% +completion: 96% (epoch=192)(element=6266) loss = 0 error progress = 1.37068% +completion: 100% (epoch=200)(element=6266) loss = 0 error progress = 1.35799% + + +### executeTest(perceptron, validation_patient_profile) + +Correct predictions = 87.17% +#FPplusFN=2089 +minError=256 minErrorIndex=1 globalThreshold =-1.7269320895413 +metrics area_roc = 89.77% +(beta) metrics area_precision_recall = 60.9% + +duration the new area_roc metrics ROC_AUC_computer function: 0 seconds +duration the new area_roc metrics ROC_AUC_computer function: 00 days, 00 hours, 00 minutes, 00 seconds +TOTAL: + FN = 206 / 516 (truth == 1) & (prediction < threshold) + TP = 310 / 516 (truth == 1) & (prediction >= threshold) + + FP = 62 / 1,573 (truth == 0) & (prediction >= threshold) + TN = 1,511 / 1,573 (truth == 0) & (prediction < threshold) + + +:::: Matthews correlation coefficient = +0.63 :::: + +accuracy = 0.87 = (tp + tn) / (tp + tn +fn + fp) [worst = -1, best = +1] +f1_score = 0.7 = (2*tp) / (2*tp+fp+fn) [worst = 0, best = 1] +Saved model file: ./models/model_hus25_hl2_time1524164906 + +$$$ hidden_units = 50 hidden_layers = 2 $$$ +completion: 4% (epoch=8)(element=6266) loss = 0 error progress = 2.21417% +completion: 8% (epoch=16)(element=6266) loss = 0 error progress = 2.01289% +completion: 12% (epoch=24)(element=6266) loss = 0 error progress = 1.89028% +completion: 16% (epoch=32)(element=6266) loss = 0 error progress = 1.80321% +completion: 20% (epoch=40)(element=6266) loss = 0 error progress = 1.73728% +completion: 24% (epoch=48)(element=6266) loss = 0 error progress = 1.68603% +completion: 28% (epoch=56)(element=6266) loss = 0.001 error progress = 1.64209% +completion: 32% (epoch=64)(element=6266) loss = 0 error progress = 1.60229% +completion: 36% (epoch=72)(element=6266) loss = 0 error progress = 1.56527% +completion: 40% (epoch=80)(element=6266) loss = 0 error progress = 1.52841% +completion: 44% (epoch=88)(element=6266) loss = 0 error progress = 1.49283% +completion: 48% (epoch=96)(element=6266) loss = 0 error progress = 1.45838% +completion: 52% (epoch=104)(element=6266) loss = 0 error progress = 1.42582% +completion: 56% (epoch=112)(element=6266) loss = 0 error progress = 1.3949% +completion: 60% (epoch=120)(element=6266) loss = 0 error progress = 1.36419% +completion: 64% (epoch=128)(element=6266) loss = 0 error progress = 1.3335% +completion: 68% (epoch=136)(element=6266) loss = 0 error progress = 1.30335% +completion: 72% (epoch=144)(element=6266) loss = 0 error progress = 1.27356% +completion: 76% (epoch=152)(element=6266) loss = 0 error progress = 1.24528% +completion: 80% (epoch=160)(element=6266) loss = 0 error progress = 1.21848% +completion: 84% (epoch=168)(element=6266) loss = 0 error progress = 1.19163% +completion: 88% (epoch=176)(element=6266) loss = 0 error progress = 1.1659% +completion: 92% (epoch=184)(element=6266) loss = 0 error progress = 1.14109% +completion: 96% (epoch=192)(element=6266) loss = 0 error progress = 1.11685% +completion: 100% (epoch=200)(element=6266) loss = 0 error progress = 1.09385% + + +### executeTest(perceptron, validation_patient_profile) + +Correct predictions = 88.65% +#FPplusFN=2089 +minError=230 minErrorIndex=1 globalThreshold =-2.1932968616912 +metrics area_roc = 89.38% +(beta) metrics area_precision_recall = 43% + +duration the new area_roc metrics ROC_AUC_computer function: 0 seconds +duration the new area_roc metrics ROC_AUC_computer function: 00 days, 00 hours, 00 minutes, 00 seconds +TOTAL: + FN = 165 / 516 (truth == 1) & (prediction < threshold) + TP = 351 / 516 (truth == 1) & (prediction >= threshold) + + FP = 72 / 1,573 (truth == 0) & (prediction >= threshold) + TN = 1,501 / 1,573 (truth == 0) & (prediction < threshold) + + +:::: Matthews correlation coefficient = +0.68 :::: + +accuracy = 0.89 = (tp + tn) / (tp + tn +fn + fp) [worst = -1, best = +1] +f1_score = 0.75 = (2*tp) / (2*tp+fp+fn) [worst = 0, best = 1] +Saved model file: ./models/model_hus50_hl2_time1524165063 + +$$$ hidden_units = 75 hidden_layers = 2 $$$ +completion: 4% (epoch=8)(element=6266) loss = 0 error progress = 2.18222% +completion: 8% (epoch=16)(element=6266) loss = 0 error progress = 1.98517% +completion: 12% (epoch=24)(element=6266) loss = 0 error progress = 1.86967% +completion: 16% (epoch=32)(element=6266) loss = 0 error progress = 1.79223% +completion: 20% (epoch=40)(element=6266) loss = 0 error progress = 1.72974% +completion: 24% (epoch=48)(element=6266) loss = 0 error progress = 1.67668% +completion: 28% (epoch=56)(element=6266) loss = 0 error progress = 1.62543% +completion: 32% (epoch=64)(element=6266) loss = 0 error progress = 1.57517% +completion: 36% (epoch=72)(element=6266) loss = 0 error progress = 1.52827% +completion: 40% (epoch=80)(element=6266) loss = 0 error progress = 1.48271% +completion: 44% (epoch=88)(element=6266) loss = 0 error progress = 1.43698% +completion: 48% (epoch=96)(element=6266) loss = 0.001 error progress = 1.39392% +completion: 52% (epoch=104)(element=6266) loss = 0 error progress = 1.35397% +completion: 56% (epoch=112)(element=6266) loss = 0 error progress = 1.31509% +completion: 60% (epoch=120)(element=6266) loss = 0 error progress = 1.27639% +completion: 64% (epoch=128)(element=6266) loss = 0 error progress = 1.23696% +completion: 68% (epoch=136)(element=6266) loss = 0 error progress = 1.19923% +completion: 72% (epoch=144)(element=6266) loss = 0 error progress = 1.16386% +completion: 76% (epoch=152)(element=6266) loss = 0 error progress = 1.12967% +completion: 80% (epoch=160)(element=6266) loss = 0 error progress = 1.09708% +completion: 84% (epoch=168)(element=6266) loss = 0 error progress = 1.06574% +completion: 88% (epoch=176)(element=6266) loss = 0 error progress = 1.03573% +completion: 92% (epoch=184)(element=6266) loss = 0 error progress = 1.00799% +completion: 96% (epoch=192)(element=6266) loss = 0 error progress = 0.98185% +completion: 100% (epoch=200)(element=6266) loss = 0 error progress = 0.95682% + + +### executeTest(perceptron, validation_patient_profile) + +Correct predictions = 88.32% +#FPplusFN=2089 +minError=233 minErrorIndex=1 globalThreshold =-2.0533067876911 +metrics area_roc = 88.13% +(beta) metrics area_precision_recall = 56.25% + +duration the new area_roc metrics ROC_AUC_computer function: 0 seconds +duration the new area_roc metrics ROC_AUC_computer function: 00 days, 00 hours, 00 minutes, 00 seconds +TOTAL: + FN = 180 / 516 (truth == 1) & (prediction < threshold) + TP = 336 / 516 (truth == 1) & (prediction >= threshold) + + FP = 64 / 1,573 (truth == 0) & (prediction >= threshold) + TN = 1,509 / 1,573 (truth == 0) & (prediction < threshold) + + +:::: Matthews correlation coefficient = +0.67 :::: + +accuracy = 0.88 = (tp + tn) / (tp + tn +fn + fp) [worst = -1, best = +1] +f1_score = 0.73 = (2*tp) / (2*tp+fp+fn) [worst = 0, best = 1] +Saved model file: ./models/model_hus75_hl2_time1524165262 + +$$$ hidden_units = 100 hidden_layers = 2 $$$ +completion: 4% (epoch=8)(element=6266) loss = 0 error progress = 2.16669% +completion: 8% (epoch=16)(element=6266) loss = 0 error progress = 1.96599% +completion: 12% (epoch=24)(element=6266) loss = 0 error progress = 1.84594% +completion: 16% (epoch=32)(element=6266) loss = 0 error progress = 1.75983% +completion: 20% (epoch=40)(element=6266) loss = 0 error progress = 1.68675% +completion: 24% (epoch=48)(element=6266) loss = 0 error progress = 1.62109% +completion: 28% (epoch=56)(element=6266) loss = 0 error progress = 1.55872% +completion: 32% (epoch=64)(element=6266) loss = 0 error progress = 1.49778% +completion: 36% (epoch=72)(element=6266) loss = 0 error progress = 1.43895% +completion: 40% (epoch=80)(element=6266) loss = 0 error progress = 1.38385% +completion: 44% (epoch=88)(element=6266) loss = 0 error progress = 1.33136% +completion: 48% (epoch=96)(element=6266) loss = 0 error progress = 1.28256% +completion: 52% (epoch=104)(element=6266) loss = 0 error progress = 1.23657% +completion: 56% (epoch=112)(element=6266) loss = 0 error progress = 1.19035% +completion: 60% (epoch=120)(element=6266) loss = 0 error progress = 1.14675% +completion: 64% (epoch=128)(element=6266) loss = 0 error progress = 1.10631% +completion: 68% (epoch=136)(element=6266) loss = 0 error progress = 1.06698% +completion: 72% (epoch=144)(element=6266) loss = 0 error progress = 1.03029% +completion: 76% (epoch=152)(element=6266) loss = 0 error progress = 0.99548% +completion: 80% (epoch=160)(element=6266) loss = 0 error progress = 0.96307% +completion: 84% (epoch=168)(element=6266) loss = 0 error progress = 0.93244% +completion: 88% (epoch=176)(element=6266) loss = 0 error progress = 0.90321% +completion: 92% (epoch=184)(element=6266) loss = 0 error progress = 0.87589% +completion: 96% (epoch=192)(element=6266) loss = 0 error progress = 0.84999% +completion: 100% (epoch=200)(element=6266) loss = 0 error progress = 0.82539% + + +### executeTest(perceptron, validation_patient_profile) + +Correct predictions = 88.89% +#FPplusFN=2089 +minError=225 minErrorIndex=1 globalThreshold =-2.1841671379024 +metrics area_roc = 86.73% +(beta) metrics area_precision_recall = 64.46% + +duration the new area_roc metrics ROC_AUC_computer function: 0 seconds +duration the new area_roc metrics ROC_AUC_computer function: 00 days, 00 hours, 00 minutes, 00 seconds +TOTAL: + FN = 185 / 516 (truth == 1) & (prediction < threshold) + TP = 331 / 516 (truth == 1) & (prediction >= threshold) + + FP = 47 / 1,573 (truth == 0) & (prediction >= threshold) + TN = 1,526 / 1,573 (truth == 0) & (prediction < threshold) + + +:::: Matthews correlation coefficient = +0.69 :::: + +accuracy = 0.89 = (tp + tn) / (tp + tn +fn + fp) [worst = -1, best = +1] +f1_score = 0.74 = (2*tp) / (2*tp+fp+fn) [worst = 0, best = 1] +Saved model file: ./models/model_hus100_hl2_time1524165517 + +$$$ hidden_units = 125 hidden_layers = 2 $$$ +completion: 4% (epoch=8)(element=6266) loss = 0 error progress = 2.1556% +completion: 8% (epoch=16)(element=6266) loss = 0 error progress = 1.94808% +completion: 12% (epoch=24)(element=6266) loss = 0 error progress = 1.8227% +completion: 16% (epoch=32)(element=6266) loss = 0 error progress = 1.73251% +completion: 20% (epoch=40)(element=6266) loss = 0 error progress = 1.65465% +completion: 24% (epoch=48)(element=6266) loss = 0 error progress = 1.58357% +completion: 28% (epoch=56)(element=6266) loss = 0 error progress = 1.51711% +completion: 32% (epoch=64)(element=6266) loss = 0.001 error progress = 1.45043% +completion: 36% (epoch=72)(element=6266) loss = 0 error progress = 1.38558% +completion: 40% (epoch=80)(element=6266) loss = 0 error progress = 1.32276% +completion: 44% (epoch=88)(element=6266) loss = 0.001 error progress = 1.26425% +completion: 48% (epoch=96)(element=6266) loss = 0.001 error progress = 1.20816% +completion: 52% (epoch=104)(element=6266) loss = 0 error progress = 1.15397% +completion: 56% (epoch=112)(element=6266) loss = 0 error progress = 1.10261% +completion: 60% (epoch=120)(element=6266) loss = 0 error progress = 1.0549% +completion: 64% (epoch=128)(element=6266) loss = 0.001 error progress = 1.01137% +completion: 68% (epoch=136)(element=6266) loss = 0.001 error progress = 0.97142% +completion: 72% (epoch=144)(element=6266) loss = 0 error progress = 0.93523% +completion: 76% (epoch=152)(element=6266) loss = 0 error progress = 0.90027% +completion: 80% (epoch=160)(element=6266) loss = 0 error progress = 0.86852% +completion: 84% (epoch=168)(element=6266) loss = 0 error progress = 0.83837% +completion: 88% (epoch=176)(element=6266) loss = 0 error progress = 0.8095% +completion: 92% (epoch=184)(element=6266) loss = 0 error progress = 0.78278% +completion: 96% (epoch=192)(element=6266) loss = 0 error progress = 0.75768% +completion: 100% (epoch=200)(element=6266) loss = 0 error progress = 0.73376% + + +### executeTest(perceptron, validation_patient_profile) + +Correct predictions = 89.18% +#FPplusFN=2089 +minError=221 minErrorIndex=1 globalThreshold =-1.8536333647676 +metrics area_roc = 88.74% +(beta) metrics area_precision_recall = 61.08% + +duration the new area_roc metrics ROC_AUC_computer function: 0 seconds +duration the new area_roc metrics ROC_AUC_computer function: 00 days, 00 hours, 00 minutes, 00 seconds +TOTAL: + FN = 169 / 516 (truth == 1) & (prediction < threshold) + TP = 347 / 516 (truth == 1) & (prediction >= threshold) + + FP = 57 / 1,573 (truth == 0) & (prediction >= threshold) + TN = 1,516 / 1,573 (truth == 0) & (prediction < threshold) + + +:::: Matthews correlation coefficient = +0.69 :::: + +accuracy = 0.89 = (tp + tn) / (tp + tn +fn + fp) [worst = -1, best = +1] +f1_score = 0.75 = (2*tp) / (2*tp+fp+fn) [worst = 0, best = 1] +Saved model file: ./models/model_hus125_hl2_time1524165836 + +$$$ hidden_units = 150 hidden_layers = 2 $$$ +completion: 4% (epoch=8)(element=6266) loss = 0 error progress = 2.15341% +completion: 8% (epoch=16)(element=6266) loss = 0 error progress = 1.94832% +completion: 12% (epoch=24)(element=6266) loss = 0 error progress = 1.82033% +completion: 16% (epoch=32)(element=6266) loss = 0 error progress = 1.72185% +completion: 20% (epoch=40)(element=6266) loss = 0 error progress = 1.63838% +completion: 24% (epoch=48)(element=6266) loss = 0 error progress = 1.56367% +completion: 28% (epoch=56)(element=6266) loss = 0 error progress = 1.49016% +completion: 32% (epoch=64)(element=6266) loss = 0 error progress = 1.41651% +completion: 36% (epoch=72)(element=6266) loss = 0 error progress = 1.34688% +completion: 40% (epoch=80)(element=6266) loss = 0 error progress = 1.28193% +completion: 44% (epoch=88)(element=6266) loss = 0 error progress = 1.22018% +completion: 48% (epoch=96)(element=6266) loss = 0 error progress = 1.16225% +completion: 52% (epoch=104)(element=6266) loss = 0 error progress = 1.10959% +completion: 56% (epoch=112)(element=6266) loss = 0 error progress = 1.06026% +completion: 60% (epoch=120)(element=6266) loss = 0 error progress = 1.01344% +completion: 64% (epoch=128)(element=6266) loss = 0 error progress = 0.96995% +completion: 68% (epoch=136)(element=6266) loss = 0 error progress = 0.92894% +completion: 72% (epoch=144)(element=6266) loss = 0 error progress = 0.89194% +completion: 76% (epoch=152)(element=6266) loss = 0 error progress = 0.85687% +completion: 80% (epoch=160)(element=6266) loss = 0 error progress = 0.82422% +completion: 84% (epoch=168)(element=6266) loss = 0 error progress = 0.7932% +completion: 88% (epoch=176)(element=6266) loss = 0 error progress = 0.76485% +completion: 92% (epoch=184)(element=6266) loss = 0 error progress = 0.73861% +completion: 96% (epoch=192)(element=6266) loss = 0 error progress = 0.71353% +completion: 100% (epoch=200)(element=6266) loss = 0 error progress = 0.68963% + + +### executeTest(perceptron, validation_patient_profile) + +Correct predictions = 89.47% +#FPplusFN=2089 +minError=214 minErrorIndex=1 globalThreshold =-2.1107329079799 +metrics area_roc = 87.22% +(beta) metrics area_precision_recall = 40.34% + +duration the new area_roc metrics ROC_AUC_computer function: 0 seconds +duration the new area_roc metrics ROC_AUC_computer function: 00 days, 00 hours, 00 minutes, 00 seconds +TOTAL: + FN = 182 / 516 (truth == 1) & (prediction < threshold) + TP = 334 / 516 (truth == 1) & (prediction >= threshold) + + FP = 38 / 1,573 (truth == 0) & (prediction >= threshold) + TN = 1,535 / 1,573 (truth == 0) & (prediction < threshold) + + +:::: Matthews correlation coefficient = +0.7 :::: + +accuracy = 0.89 = (tp + tn) / (tp + tn +fn + fp) [worst = -1, best = +1] +f1_score = 0.75 = (2*tp) / (2*tp+fp+fn) [worst = 0, best = 1] +Saved model file: ./models/model_hus150_hl2_time1524166232 + +$$$ hidden_units = 175 hidden_layers = 2 $$$ +completion: 4% (epoch=8)(element=6266) loss = 0 error progress = 2.1451% +completion: 8% (epoch=16)(element=6266) loss = 0 error progress = 1.93033% +completion: 12% (epoch=24)(element=6266) loss = 0 error progress = 1.79433% +completion: 16% (epoch=32)(element=6266) loss = 0 error progress = 1.68786% +completion: 20% (epoch=40)(element=6266) loss = 0 error progress = 1.59511% +completion: 24% (epoch=48)(element=6266) loss = 0 error progress = 1.50992% +completion: 28% (epoch=56)(element=6266) loss = 0 error progress = 1.42585% +completion: 32% (epoch=64)(element=6266) loss = 0 error progress = 1.34724% +completion: 36% (epoch=72)(element=6266) loss = 0 error progress = 1.27375% +completion: 40% (epoch=80)(element=6266) loss = 0 error progress = 1.2084% +completion: 44% (epoch=88)(element=6266) loss = 0 error progress = 1.14695% +completion: 48% (epoch=96)(element=6266) loss = 0 error progress = 1.08903% +completion: 52% (epoch=104)(element=6266) loss = 0 error progress = 1.03459% +completion: 56% (epoch=112)(element=6266) loss = 0 error progress = 0.98485% +completion: 60% (epoch=120)(element=6266) loss = 0 error progress = 0.93949% +completion: 64% (epoch=128)(element=6266) loss = 0 error progress = 0.89715% +completion: 68% (epoch=136)(element=6266) loss = 0 error progress = 0.85716% +completion: 72% (epoch=144)(element=6266) loss = 0 error progress = 0.82083% +completion: 76% (epoch=152)(element=6266) loss = 0 error progress = 0.78611% +completion: 80% (epoch=160)(element=6266) loss = 0 error progress = 0.75431% +completion: 84% (epoch=168)(element=6266) loss = 0 error progress = 0.7244% +completion: 88% (epoch=176)(element=6266) loss = 0 error progress = 0.69607% +completion: 92% (epoch=184)(element=6266) loss = 0 error progress = 0.67109% +completion: 96% (epoch=192)(element=6266) loss = 0 error progress = 0.64737% +completion: 100% (epoch=200)(element=6266) loss = 0 error progress = 0.62566% + + +### executeTest(perceptron, validation_patient_profile) + +Correct predictions = 88.89% +#FPplusFN=2089 +minError=223 minErrorIndex=1 globalThreshold =-1.7431005491834 +metrics area_roc = 87.79% +(beta) metrics area_precision_recall = 63.69% + +duration the new area_roc metrics ROC_AUC_computer function: 0 seconds +duration the new area_roc metrics ROC_AUC_computer function: 00 days, 00 hours, 00 minutes, 00 seconds +TOTAL: + FN = 177 / 516 (truth == 1) & (prediction < threshold) + TP = 339 / 516 (truth == 1) & (prediction >= threshold) + + FP = 55 / 1,573 (truth == 0) & (prediction >= threshold) + TN = 1,518 / 1,573 (truth == 0) & (prediction < threshold) + + +:::: Matthews correlation coefficient = +0.69 :::: + +accuracy = 0.89 = (tp + tn) / (tp + tn +fn + fp) [worst = -1, best = +1] +f1_score = 0.75 = (2*tp) / (2*tp+fp+fn) [worst = 0, best = 1] +Saved model file: ./models/model_hus175_hl2_time1524166715 + +$$$ hidden_units = 200 hidden_layers = 2 $$$ +completion: 4% (epoch=8)(element=6266) loss = 0 error progress = 2.1543% +completion: 8% (epoch=16)(element=6266) loss = 0 error progress = 1.9345% +completion: 12% (epoch=24)(element=6266) loss = 0 error progress = 1.79769% +completion: 16% (epoch=32)(element=6266) loss = 0 error progress = 1.69451% +completion: 20% (epoch=40)(element=6266) loss = 0 error progress = 1.59885% +completion: 24% (epoch=48)(element=6266) loss = 0 error progress = 1.50301% +completion: 28% (epoch=56)(element=6266) loss = 0 error progress = 1.41472% +completion: 32% (epoch=64)(element=6266) loss = 0 error progress = 1.33373% +completion: 36% (epoch=72)(element=6266) loss = 0 error progress = 1.25669% +completion: 40% (epoch=80)(element=6266) loss = 0 error progress = 1.1846% +completion: 44% (epoch=88)(element=6266) loss = 0 error progress = 1.11837% +completion: 48% (epoch=96)(element=6266) loss = 0.001 error progress = 1.05579% +completion: 52% (epoch=104)(element=6266) loss = 0.001 error progress = 0.99888% +completion: 56% (epoch=112)(element=6266) loss = 0 error progress = 0.94673% +completion: 60% (epoch=120)(element=6266) loss = 0 error progress = 0.89942% +completion: 64% (epoch=128)(element=6266) loss = 0 error progress = 0.85633% +completion: 68% (epoch=136)(element=6266) loss = 0 error progress = 0.81675% +completion: 72% (epoch=144)(element=6266) loss = 0 error progress = 0.78089% +completion: 76% (epoch=152)(element=6266) loss = 0 error progress = 0.74826% +completion: 80% (epoch=160)(element=6266) loss = 0.001 error progress = 0.7182% +completion: 84% (epoch=168)(element=6266) loss = 0.002 error progress = 0.69027% +completion: 88% (epoch=176)(element=6266) loss = 0 error progress = 0.6645% +completion: 92% (epoch=184)(element=6266) loss = 0 error progress = 0.64035% +completion: 96% (epoch=192)(element=6266) loss = 0.001 error progress = 0.61825% +completion: 100% (epoch=200)(element=6266) loss = 0.002 error progress = 0.59771% + + +### executeTest(perceptron, validation_patient_profile) + +Correct predictions = 88.7% +#FPplusFN=2089 +minError=219 minErrorIndex=1 globalThreshold =-2.033061355248 +metrics area_roc = 88.61% +(beta) metrics area_precision_recall = 60.1% + +duration the new area_roc metrics ROC_AUC_computer function: 0 seconds +duration the new area_roc metrics ROC_AUC_computer function: 00 days, 00 hours, 00 minutes, 00 seconds +TOTAL: + FN = 200 / 516 (truth == 1) & (prediction < threshold) + TP = 316 / 516 (truth == 1) & (prediction >= threshold) + + FP = 36 / 1,573 (truth == 0) & (prediction >= threshold) + TN = 1,537 / 1,573 (truth == 0) & (prediction < threshold) + + +:::: Matthews correlation coefficient = +0.68 :::: + +accuracy = 0.89 = (tp + tn) / (tp + tn +fn + fp) [worst = -1, best = +1] +f1_score = 0.73 = (2*tp) / (2*tp+fp+fn) [worst = 0, best = 1] +Saved model file: ./models/model_hus200_hl2_time1524167299 + +$$$ hidden_units = 225 hidden_layers = 2 $$$ +completion: 4% (epoch=8)(element=6266) loss = 0 error progress = 2.13313% +completion: 8% (epoch=16)(element=6266) loss = 0 error progress = 1.92941% +completion: 12% (epoch=24)(element=6266) loss = 0 error progress = 1.79384% +completion: 16% (epoch=32)(element=6266) loss = 0 error progress = 1.68577% +completion: 20% (epoch=40)(element=6266) loss = 0 error progress = 1.58517% +completion: 24% (epoch=48)(element=6266) loss = 0 error progress = 1.48864% +completion: 28% (epoch=56)(element=6266) loss = 0 error progress = 1.39853% +completion: 32% (epoch=64)(element=6266) loss = 0 error progress = 1.31518% +completion: 36% (epoch=72)(element=6266) loss = 0 error progress = 1.23659% +completion: 40% (epoch=80)(element=6266) loss = 0 error progress = 1.16616% +completion: 44% (epoch=88)(element=6266) loss = 0.001 error progress = 1.1002% +completion: 48% (epoch=96)(element=6266) loss = 0 error progress = 1.04011% +completion: 52% (epoch=104)(element=6266) loss = 0.001 error progress = 0.9851% +completion: 56% (epoch=112)(element=6266) loss = 0 error progress = 0.9348% +completion: 60% (epoch=120)(element=6266) loss = 0.002 error progress = 0.88824% +completion: 64% (epoch=128)(element=6266) loss = 0.001 error progress = 0.84552% +completion: 68% (epoch=136)(element=6266) loss = 0 error progress = 0.80621% +completion: 72% (epoch=144)(element=6266) loss = 0 error progress = 0.77119% +completion: 76% (epoch=152)(element=6266) loss = 0 error progress = 0.73838% +completion: 80% (epoch=160)(element=6266) loss = 0 error progress = 0.70808% +completion: 84% (epoch=168)(element=6266) loss = 0 error progress = 0.68027% +completion: 88% (epoch=176)(element=6266) loss = 0 error progress = 0.65431% +completion: 92% (epoch=184)(element=6266) loss = 0 error progress = 0.63035% +completion: 96% (epoch=192)(element=6266) loss = 0 error progress = 0.60818% +completion: 100% (epoch=200)(element=6266) loss = 0.001 error progress = 0.58719% + + +### executeTest(perceptron, validation_patient_profile) + +Correct predictions = 89.61% +#FPplusFN=2089 +minError=211 minErrorIndex=1 globalThreshold =-1.5135891460637 +metrics area_roc = 90.99% +(beta) metrics area_precision_recall = 62.41% + +duration the new area_roc metrics ROC_AUC_computer function: 0 seconds +duration the new area_roc metrics ROC_AUC_computer function: 00 days, 00 hours, 00 minutes, 00 seconds +TOTAL: + FN = 162 / 516 (truth == 1) & (prediction < threshold) + TP = 354 / 516 (truth == 1) & (prediction >= threshold) + + FP = 55 / 1,573 (truth == 0) & (prediction >= threshold) + TN = 1,518 / 1,573 (truth == 0) & (prediction < threshold) + + +:::: Matthews correlation coefficient = +0.71 :::: + +accuracy = 0.9 = (tp + tn) / (tp + tn +fn + fp) [worst = -1, best = +1] +f1_score = 0.77 = (2*tp) / (2*tp+fp+fn) [worst = 0, best = 1] +Saved model file: ./models/model_hus225_hl2_time1524170578 + +$$$ hidden_units = 250 hidden_layers = 2 $$$ +completion: 4% (epoch=8)(element=6266) loss = 0 error progress = 2.11973% +completion: 8% (epoch=16)(element=6266) loss = 0 error progress = 1.90365% +completion: 12% (epoch=24)(element=6266) loss = 0 error progress = 1.76431% +completion: 16% (epoch=32)(element=6266) loss = 0 error progress = 1.65335% +completion: 20% (epoch=40)(element=6266) loss = 0 error progress = 1.55218% +completion: 24% (epoch=48)(element=6266) loss = 0 error progress = 1.45415% +completion: 28% (epoch=56)(element=6266) loss = 0.002 error progress = 1.36096% +completion: 32% (epoch=64)(element=6266) loss = 0.002 error progress = 1.27639% +completion: 36% (epoch=72)(element=6266) loss = 0 error progress = 1.19575% +completion: 40% (epoch=80)(element=6266) loss = 0 error progress = 1.12039% +completion: 44% (epoch=88)(element=6266) loss = 0 error progress = 1.05215% +completion: 48% (epoch=96)(element=6266) loss = 0 error progress = 0.99009% +completion: 52% (epoch=104)(element=6266) loss = 0 error progress = 0.93294% +completion: 56% (epoch=112)(element=6266) loss = 0.001 error progress = 0.88071% +completion: 60% (epoch=120)(element=6266) loss = 0.001 error progress = 0.8337% +completion: 64% (epoch=128)(element=6266) loss = 0.001 error progress = 0.79048% +completion: 68% (epoch=136)(element=6266) loss = 0.001 error progress = 0.75227% +completion: 72% (epoch=144)(element=6266) loss = 0 error progress = 0.71734% +completion: 76% (epoch=152)(element=6266) loss = 0 error progress = 0.68582% +completion: 80% (epoch=160)(element=6266) loss = 0 error progress = 0.65718% +completion: 84% (epoch=168)(element=6266) loss = 0 error progress = 0.63065% +completion: 88% (epoch=176)(element=6266) loss = 0 error progress = 0.60574% +completion: 92% (epoch=184)(element=6266) loss = 0 error progress = 0.58259% +completion: 96% (epoch=192)(element=6266) loss = 0 error progress = 0.56218% +completion: 100% (epoch=200)(element=6266) loss = 0.001 error progress = 0.5431% + + +### executeTest(perceptron, validation_patient_profile) + +Correct predictions = 88.99% +#FPplusFN=2089 +minError=222 minErrorIndex=1 globalThreshold =-1.6526407093388 +metrics area_roc = 87.95% +(beta) metrics area_precision_recall = 58.33% + +duration the new area_roc metrics ROC_AUC_computer function: 0 seconds +duration the new area_roc metrics ROC_AUC_computer function: 00 days, 00 hours, 00 minutes, 00 seconds +TOTAL: + FN = 190 / 516 (truth == 1) & (prediction < threshold) + TP = 326 / 516 (truth == 1) & (prediction >= threshold) + + FP = 40 / 1,573 (truth == 0) & (prediction >= threshold) + TN = 1,533 / 1,573 (truth == 0) & (prediction < threshold) + + +:::: Matthews correlation coefficient = +0.69 :::: + +accuracy = 0.89 = (tp + tn) / (tp + tn +fn + fp) [worst = -1, best = +1] +f1_score = 0.74 = (2*tp) / (2*tp+fp+fn) [worst = 0, best = 1] +Saved model file: ./models/model_hus250_hl2_time1524174093 + +$$$ hidden_units = 275 hidden_layers = 2 $$$ +completion: 4% (epoch=8)(element=6266) loss = 0.001 error progress = 2.12535% +completion: 8% (epoch=16)(element=6266) loss = 0 error progress = 1.91852% +completion: 12% (epoch=24)(element=6266) loss = 0 error progress = 1.78214% +completion: 16% (epoch=32)(element=6266) loss = 0 error progress = 1.66854% +completion: 20% (epoch=40)(element=6266) loss = 0.001 error progress = 1.56591% +completion: 24% (epoch=48)(element=6266) loss = 0.002 error progress = 1.46419% +completion: 28% (epoch=56)(element=6266) loss = 0.001 error progress = 1.36796% +completion: 32% (epoch=64)(element=6266) loss = 0.001 error progress = 1.27772% +completion: 36% (epoch=72)(element=6266) loss = 0 error progress = 1.19444% +completion: 40% (epoch=80)(element=6266) loss = 0.001 error progress = 1.11846% +completion: 44% (epoch=88)(element=6266) loss = 0 error progress = 1.04874% +completion: 48% (epoch=96)(element=6266) loss = 0 error progress = 0.98657% +completion: 52% (epoch=104)(element=6266) loss = 0 error progress = 0.9304% +completion: 56% (epoch=112)(element=6266) loss = 0 error progress = 0.87845% +completion: 60% (epoch=120)(element=6266) loss = 0 error progress = 0.83197% +completion: 64% (epoch=128)(element=6266) loss = 0.002 error progress = 0.79018% +completion: 68% (epoch=136)(element=6266) loss = 0 error progress = 0.75201% +completion: 72% (epoch=144)(element=6266) loss = 0.004 error progress = 0.71694% +completion: 76% (epoch=152)(element=6266) loss = 0.002 error progress = 0.68517% +completion: 80% (epoch=160)(element=6266) loss = 0.002 error progress = 0.65551% +completion: 84% (epoch=168)(element=6266) loss = 0.001 error progress = 0.62865% +completion: 88% (epoch=176)(element=6266) loss = 0.002 error progress = 0.60369% +completion: 92% (epoch=184)(element=6266) loss = 0 error progress = 0.58067% +completion: 96% (epoch=192)(element=6266) loss = 0 error progress = 0.55929% +completion: 100% (epoch=200)(element=6266) loss = 0 error progress = 0.53929% + + +### executeTest(perceptron, validation_patient_profile) + +Correct predictions = 89.04% +#FPplusFN=2089 +minError=221 minErrorIndex=1 globalThreshold =-2.0233597466751 +metrics area_roc = 89% +(beta) metrics area_precision_recall = 64.31% + +duration the new area_roc metrics ROC_AUC_computer function: 0 seconds +duration the new area_roc metrics ROC_AUC_computer function: 00 days, 00 hours, 00 minutes, 00 seconds +TOTAL: + FN = 187 / 516 (truth == 1) & (prediction < threshold) + TP = 329 / 516 (truth == 1) & (prediction >= threshold) + + FP = 42 / 1,573 (truth == 0) & (prediction >= threshold) + TN = 1,531 / 1,573 (truth == 0) & (prediction < threshold) + + +:::: Matthews correlation coefficient = +0.69 :::: + +accuracy = 0.89 = (tp + tn) / (tp + tn +fn + fp) [worst = -1, best = +1] +f1_score = 0.74 = (2*tp) / (2*tp+fp+fn) [worst = 0, best = 1] +Saved model file: ./models/model_hus275_hl2_time1524177864 + +$$$ hidden_units = 300 hidden_layers = 2 $$$ +completion: 4% (epoch=8)(element=6266) loss = 0.001 error progress = 2.10998% +completion: 8% (epoch=16)(element=6266) loss = 0 error progress = 1.88949% +completion: 12% (epoch=24)(element=6266) loss = 0 error progress = 1.74243% +completion: 16% (epoch=32)(element=6266) loss = 0 error progress = 1.62272% +completion: 20% (epoch=40)(element=6266) loss = 0 error progress = 1.50815% +completion: 24% (epoch=48)(element=6266) loss = 0 error progress = 1.39796% +completion: 28% (epoch=56)(element=6266) loss = 0.001 error progress = 1.29478% +completion: 32% (epoch=64)(element=6266) loss = 0.001 error progress = 1.20109% +completion: 36% (epoch=72)(element=6266) loss = 0.001 error progress = 1.11704% +completion: 40% (epoch=80)(element=6266) loss = 0.001 error progress = 1.04051% +completion: 44% (epoch=88)(element=6266) loss = 0 error progress = 0.9727% +completion: 48% (epoch=96)(element=6266) loss = 0 error progress = 0.91177% +completion: 52% (epoch=104)(element=6266) loss = 0 error progress = 0.85696% +completion: 56% (epoch=112)(element=6266) loss = 0 error progress = 0.80832% +completion: 60% (epoch=120)(element=6266) loss = 0 error progress = 0.76547% +completion: 64% (epoch=128)(element=6266) loss = 0 error progress = 0.727% +completion: 68% (epoch=136)(element=6266) loss = 0 error progress = 0.69176% +completion: 72% (epoch=144)(element=6266) loss = 0 error progress = 0.66054% +completion: 76% (epoch=152)(element=6266) loss = 0 error progress = 0.63165% +completion: 80% (epoch=160)(element=6266) loss = 0 error progress = 0.60546% +completion: 84% (epoch=168)(element=6266) loss = 0 error progress = 0.58066% +completion: 88% (epoch=176)(element=6266) loss = 0 error progress = 0.55774% +completion: 92% (epoch=184)(element=6266) loss = 0 error progress = 0.53636% +completion: 96% (epoch=192)(element=6266) loss = 0 error progress = 0.51704% +completion: 100% (epoch=200)(element=6266) loss = 0 error progress = 0.49891% + + +### executeTest(perceptron, validation_patient_profile) + +Correct predictions = 89.76% +#FPplusFN=2089 +minError=202 minErrorIndex=1 globalThreshold =-1.8525686288094 +metrics area_roc = 91.05% +(beta) metrics area_precision_recall = 61.1% + +duration the new area_roc metrics ROC_AUC_computer function: 0 seconds +duration the new area_roc metrics ROC_AUC_computer function: 00 days, 00 hours, 00 minutes, 00 seconds +TOTAL: + FN = 168 / 516 (truth == 1) & (prediction < threshold) + TP = 348 / 516 (truth == 1) & (prediction >= threshold) + + FP = 46 / 1,573 (truth == 0) & (prediction >= threshold) + TN = 1,527 / 1,573 (truth == 0) & (prediction < threshold) + + +:::: Matthews correlation coefficient = +0.71 :::: + +accuracy = 0.9 = (tp + tn) / (tp + tn +fn + fp) [worst = -1, best = +1] +f1_score = 0.76 = (2*tp) / (2*tp+fp+fn) [worst = 0, best = 1] +Saved model file: ./models/model_hus300_hl2_time1524181827 + +$$$ hidden_units = 350 hidden_layers = 2 $$$ +completion: 4% (epoch=8)(element=6266) loss = 0 error progress = 2.08271% +completion: 8% (epoch=16)(element=6266) loss = 0 error progress = 1.868% +completion: 12% (epoch=24)(element=6266) loss = 0 error progress = 1.72162% +completion: 16% (epoch=32)(element=6266) loss = 0 error progress = 1.59526% +completion: 20% (epoch=40)(element=6266) loss = 0 error progress = 1.47529% +completion: 24% (epoch=48)(element=6266) loss = 0.001 error progress = 1.3595% +completion: 28% (epoch=56)(element=6266) loss = 0.001 error progress = 1.25258% +completion: 32% (epoch=64)(element=6266) loss = 0.001 error progress = 1.1582% +completion: 36% (epoch=72)(element=6266) loss = 0 error progress = 1.07609% +completion: 40% (epoch=80)(element=6266) loss = 0 error progress = 1.00259% +completion: 44% (epoch=88)(element=6266) loss = 0 error progress = 0.93736% +completion: 48% (epoch=96)(element=6266) loss = 0 error progress = 0.87924% +completion: 52% (epoch=104)(element=6266) loss = 0 error progress = 0.82748% +completion: 56% (epoch=112)(element=6266) loss = 0 error progress = 0.78099% +completion: 60% (epoch=120)(element=6266) loss = 0 error progress = 0.73946% +completion: 64% (epoch=128)(element=6266) loss = 0.001 error progress = 0.70211% +completion: 68% (epoch=136)(element=6266) loss = 0.001 error progress = 0.66778% +completion: 72% (epoch=144)(element=6266) loss = 0 error progress = 0.6367% +completion: 76% (epoch=152)(element=6266) loss = 0.001 error progress = 0.60837% +completion: 80% (epoch=160)(element=6266) loss = 0 error progress = 0.58222% +completion: 84% (epoch=168)(element=6266) loss = 0 error progress = 0.55805% +completion: 88% (epoch=176)(element=6266) loss = 0 error progress = 0.5364% +completion: 92% (epoch=184)(element=6266) loss = 0 error progress = 0.51614% +completion: 96% (epoch=192)(element=6266) loss = 0.001 error progress = 0.49741% +completion: 100% (epoch=200)(element=6266) loss = 0.001 error progress = 0.47998% + + +### executeTest(perceptron, validation_patient_profile) + +Correct predictions = 90% +#FPplusFN=2089 +minError=201 minErrorIndex=1 globalThreshold =-1.8442327973371 +metrics area_roc = 89.56% +(beta) metrics area_precision_recall = 70.96% + +duration the new area_roc metrics ROC_AUC_computer function: 0 seconds +duration the new area_roc metrics ROC_AUC_computer function: 00 days, 00 hours, 00 minutes, 00 seconds +TOTAL: + FN = 176 / 516 (truth == 1) & (prediction < threshold) + TP = 340 / 516 (truth == 1) & (prediction >= threshold) + + FP = 33 / 1,573 (truth == 0) & (prediction >= threshold) + TN = 1,540 / 1,573 (truth == 0) & (prediction < threshold) + + +:::: Matthews correlation coefficient = +0.72 :::: + +accuracy = 0.9 = (tp + tn) / (tp + tn +fn + fp) [worst = -1, best = +1] +f1_score = 0.76 = (2*tp) / (2*tp+fp+fn) [worst = 0, best = 1] +Saved model file: ./models/model_hus350_hl2_time1524186174 + +$$$ hidden_units = 400 hidden_layers = 2 $$$ +completion: 4% (epoch=8)(element=6266) loss = 0 error progress = 2.07528% +completion: 8% (epoch=16)(element=6266) loss = 0 error progress = 1.86186% +completion: 12% (epoch=24)(element=6266) loss = 0 error progress = 1.71359% +completion: 16% (epoch=32)(element=6266) loss = 0.001 error progress = 1.5855% +completion: 20% (epoch=40)(element=6266) loss = 0.001 error progress = 1.46214% +completion: 24% (epoch=48)(element=6266) loss = 0.001 error progress = 1.3458% +completion: 28% (epoch=56)(element=6266) loss = 0 error progress = 1.24498% +completion: 32% (epoch=64)(element=6266) loss = 0 error progress = 1.1539% +completion: 36% (epoch=72)(element=6266) loss = 0 error progress = 1.07123% +completion: 40% (epoch=80)(element=6266) loss = 0 error progress = 0.99761% +completion: 44% (epoch=88)(element=6266) loss = 0 error progress = 0.931% +completion: 48% (epoch=96)(element=6266) loss = 0.001 error progress = 0.87106% +completion: 52% (epoch=104)(element=6266) loss = 0.001 error progress = 0.8183% +completion: 56% (epoch=112)(element=6266) loss = 0 error progress = 0.77195% +completion: 60% (epoch=120)(element=6266) loss = 0 error progress = 0.73001% +completion: 64% (epoch=128)(element=6266) loss = 0 error progress = 0.69243% +completion: 68% (epoch=136)(element=6266) loss = 0 error progress = 0.65842% +completion: 72% (epoch=144)(element=6266) loss = 0 error progress = 0.6274% +completion: 76% (epoch=152)(element=6266) loss = 0.001 error progress = 0.59836% +completion: 80% (epoch=160)(element=6266) loss = 0 error progress = 0.57202% +completion: 84% (epoch=168)(element=6266) loss = 0 error progress = 0.54831% +completion: 88% (epoch=176)(element=6266) loss = 0 error progress = 0.52592% +completion: 92% (epoch=184)(element=6266) loss = 0 error progress = 0.5056% +completion: 96% (epoch=192)(element=6266) loss = 0 error progress = 0.48702% +completion: 100% (epoch=200)(element=6266) loss = 0 error progress = 0.46958% + + +### executeTest(perceptron, validation_patient_profile) + +Correct predictions = 89.61% +#FPplusFN=2089 +minError=206 minErrorIndex=1 globalThreshold =-1.7155746529659 +metrics area_roc = 89.57% +(beta) metrics area_precision_recall = 64% + +duration the new area_roc metrics ROC_AUC_computer function: 0 seconds +duration the new area_roc metrics ROC_AUC_computer function: 00 days, 00 hours, 00 minutes, 00 seconds +TOTAL: + FN = 173 / 516 (truth == 1) & (prediction < threshold) + TP = 343 / 516 (truth == 1) & (prediction >= threshold) + + FP = 44 / 1,573 (truth == 0) & (prediction >= threshold) + TN = 1,529 / 1,573 (truth == 0) & (prediction < threshold) + + +:::: Matthews correlation coefficient = +0.71 :::: + +accuracy = 0.9 = (tp + tn) / (tp + tn +fn + fp) [worst = -1, best = +1] +f1_score = 0.76 = (2*tp) / (2*tp+fp+fn) [worst = 0, best = 1] +Saved model file: ./models/model_hus400_hl2_time1524190880 + +$$$ hidden_units = 5 hidden_layers = 3 $$$ +completion: 4% (epoch=8)(element=6266) loss = 0 error progress = 2.52626% +completion: 8% (epoch=16)(element=6266) loss = 0 error progress = 2.28736% +completion: 12% (epoch=24)(element=6266) loss = 0 error progress = 2.17455% +completion: 16% (epoch=32)(element=6266) loss = 0 error progress = 2.101% +completion: 20% (epoch=40)(element=6266) loss = 0 error progress = 2.04295% +completion: 24% (epoch=48)(element=6266) loss = 0 error progress = 1.99687% +completion: 28% (epoch=56)(element=6266) loss = 0 error progress = 1.95921% +completion: 32% (epoch=64)(element=6266) loss = 0.001 error progress = 1.9293% +completion: 36% (epoch=72)(element=6266) loss = 0.001 error progress = 1.90278% +completion: 40% (epoch=80)(element=6266) loss = 0 error progress = 1.87983% +completion: 44% (epoch=88)(element=6266) loss = 0.001 error progress = 1.85856% +completion: 48% (epoch=96)(element=6266) loss = 0.001 error progress = 1.84187% +completion: 52% (epoch=104)(element=6266) loss = 0.001 error progress = 1.82604% +completion: 56% (epoch=112)(element=6266) loss = 0.001 error progress = 1.81358% +completion: 60% (epoch=120)(element=6266) loss = 0.001 error progress = 1.80291% +completion: 64% (epoch=128)(element=6266) loss = 0.001 error progress = 1.79285% +completion: 68% (epoch=136)(element=6266) loss = 0 error progress = 1.78276% +completion: 72% (epoch=144)(element=6266) loss = 0.001 error progress = 1.77349% +completion: 76% (epoch=152)(element=6266) loss = 0.001 error progress = 1.7645% +completion: 80% (epoch=160)(element=6266) loss = 0 error progress = 1.75716% +completion: 84% (epoch=168)(element=6266) loss = 0 error progress = 1.74963% +completion: 88% (epoch=176)(element=6266) loss = 0.001 error progress = 1.7429% +completion: 92% (epoch=184)(element=6266) loss = 0.001 error progress = 1.73659% +completion: 96% (epoch=192)(element=6266) loss = 0.001 error progress = 1.73107% +completion: 100% (epoch=200)(element=6266) loss = 0.001 error progress = 1.72576% + + +### executeTest(perceptron, validation_patient_profile) + +Correct predictions = 87.75% +#FPplusFN=2089 +minError=202 minErrorIndex=1 globalThreshold =-0.99255330679635 +metrics area_roc = 92.09% +(beta) metrics area_precision_recall = 74.3% + +duration the new area_roc metrics ROC_AUC_computer function: 0 seconds +duration the new area_roc metrics ROC_AUC_computer function: 00 days, 00 hours, 00 minutes, 00 seconds +TOTAL: + FN = 241 / 516 (truth == 1) & (prediction < threshold) + TP = 275 / 516 (truth == 1) & (prediction >= threshold) + + FP = 15 / 1,573 (truth == 0) & (prediction >= threshold) + TN = 1,558 / 1,573 (truth == 0) & (prediction < threshold) + + +:::: Matthews correlation coefficient = +0.65 :::: + +accuracy = 0.88 = (tp + tn) / (tp + tn +fn + fp) [worst = -1, best = +1] +f1_score = 0.68 = (2*tp) / (2*tp+fp+fn) [worst = 0, best = 1] +Saved model file: ./models/model_hus5_hl3_time1524191008 + +$$$ hidden_units = 10 hidden_layers = 3 $$$ +completion: 4% (epoch=8)(element=6266) loss = 0 error progress = 2.38352% +completion: 8% (epoch=16)(element=6266) loss = 0 error progress = 2.20316% +completion: 12% (epoch=24)(element=6266) loss = 0 error progress = 2.08945% +completion: 16% (epoch=32)(element=6266) loss = 0 error progress = 2.00846% +completion: 20% (epoch=40)(element=6266) loss = 0 error progress = 1.94922% +completion: 24% (epoch=48)(element=6266) loss = 0 error progress = 1.90391% +completion: 28% (epoch=56)(element=6266) loss = 0 error progress = 1.86803% +completion: 32% (epoch=64)(element=6266) loss = 0 error progress = 1.83747% +completion: 36% (epoch=72)(element=6266) loss = 0 error progress = 1.81076% +completion: 40% (epoch=80)(element=6266) loss = 0 error progress = 1.78873% +completion: 44% (epoch=88)(element=6266) loss = 0 error progress = 1.76861% +completion: 48% (epoch=96)(element=6266) loss = 0 error progress = 1.75097% +completion: 52% (epoch=104)(element=6266) loss = 0 error progress = 1.73554% +completion: 56% (epoch=112)(element=6266) loss = 0 error progress = 1.72175% +completion: 60% (epoch=120)(element=6266) loss = 0 error progress = 1.71165% +completion: 64% (epoch=128)(element=6266) loss = 0 error progress = 1.70113% +completion: 68% (epoch=136)(element=6266) loss = 0 error progress = 1.68948% +completion: 72% (epoch=144)(element=6266) loss = 0 error progress = 1.67815% +completion: 76% (epoch=152)(element=6266) loss = 0 error progress = 1.66777% +completion: 80% (epoch=160)(element=6266) loss = 0 error progress = 1.65816% +completion: 84% (epoch=168)(element=6266) loss = 0 error progress = 1.64834% +completion: 88% (epoch=176)(element=6266) loss = 0.001 error progress = 1.63852% +completion: 92% (epoch=184)(element=6266) loss = 0 error progress = 1.62877% +completion: 96% (epoch=192)(element=6266) loss = 0 error progress = 1.61949% +completion: 100% (epoch=200)(element=6266) loss = 0 error progress = 1.61221% + + +### executeTest(perceptron, validation_patient_profile) + +Correct predictions = 88.89% +#FPplusFN=2089 +minError=212 minErrorIndex=1 globalThreshold =-1.0371227592153 +metrics area_roc = 92.79% +(beta) metrics area_precision_recall = 73.14% + +duration the new area_roc metrics ROC_AUC_computer function: 0 seconds +duration the new area_roc metrics ROC_AUC_computer function: 00 days, 00 hours, 00 minutes, 00 seconds +TOTAL: + FN = 188 / 516 (truth == 1) & (prediction < threshold) + TP = 328 / 516 (truth == 1) & (prediction >= threshold) + + FP = 44 / 1,573 (truth == 0) & (prediction >= threshold) + TN = 1,529 / 1,573 (truth == 0) & (prediction < threshold) + + +:::: Matthews correlation coefficient = +0.69 :::: + +accuracy = 0.89 = (tp + tn) / (tp + tn +fn + fp) [worst = -1, best = +1] +f1_score = 0.74 = (2*tp) / (2*tp+fp+fn) [worst = 0, best = 1] +Saved model file: ./models/model_hus10_hl3_time1524191138 + +$$$ hidden_units = 25 hidden_layers = 3 $$$ +completion: 4% (epoch=8)(element=6266) loss = 0 error progress = 2.35287% +completion: 8% (epoch=16)(element=6266) loss = 0 error progress = 2.17013% +completion: 12% (epoch=24)(element=6266) loss = 0 error progress = 2.05882% +completion: 16% (epoch=32)(element=6266) loss = 0.001 error progress = 1.96925% +completion: 20% (epoch=40)(element=6266) loss = 0.001 error progress = 1.89612% +completion: 24% (epoch=48)(element=6266) loss = 0.001 error progress = 1.84139% +completion: 28% (epoch=56)(element=6266) loss = 0 error progress = 1.79774% +completion: 32% (epoch=64)(element=6266) loss = 0 error progress = 1.76086% +completion: 36% (epoch=72)(element=6266) loss = 0 error progress = 1.72961% +completion: 40% (epoch=80)(element=6266) loss = 0.001 error progress = 1.69998% +completion: 44% (epoch=88)(element=6266) loss = 0 error progress = 1.67498% +completion: 48% (epoch=96)(element=6266) loss = 0 error progress = 1.65304% +completion: 52% (epoch=104)(element=6266) loss = 0 error progress = 1.63394% +completion: 56% (epoch=112)(element=6266) loss = 0 error progress = 1.61653% +completion: 60% (epoch=120)(element=6266) loss = 0 error progress = 1.60002% +completion: 64% (epoch=128)(element=6266) loss = 0 error progress = 1.58557% +completion: 68% (epoch=136)(element=6266) loss = 0 error progress = 1.57075% +completion: 72% (epoch=144)(element=6266) loss = 0 error progress = 1.55658% +completion: 76% (epoch=152)(element=6266) loss = 0 error progress = 1.54344% +completion: 80% (epoch=160)(element=6266) loss = 0 error progress = 1.53071% +completion: 84% (epoch=168)(element=6266) loss = 0 error progress = 1.51899% +completion: 88% (epoch=176)(element=6266) loss = 0 error progress = 1.50776% +completion: 92% (epoch=184)(element=6266) loss = 0 error progress = 1.4941% +completion: 96% (epoch=192)(element=6266) loss = 0 error progress = 1.48233% +completion: 100% (epoch=200)(element=6266) loss = 0 error progress = 1.47028% + + +### executeTest(perceptron, validation_patient_profile) + +Correct predictions = 89.09% +#FPplusFN=2089 +minError=211 minErrorIndex=1 globalThreshold =-1.1319997437947 +metrics area_roc = 91.67% +(beta) metrics area_precision_recall = 73.98% + +duration the new area_roc metrics ROC_AUC_computer function: 0 seconds +duration the new area_roc metrics ROC_AUC_computer function: 00 days, 00 hours, 00 minutes, 00 seconds +TOTAL: + FN = 184 / 516 (truth == 1) & (prediction < threshold) + TP = 332 / 516 (truth == 1) & (prediction >= threshold) + + FP = 44 / 1,573 (truth == 0) & (prediction >= threshold) + TN = 1,529 / 1,573 (truth == 0) & (prediction < threshold) + + +:::: Matthews correlation coefficient = +0.69 :::: + +accuracy = 0.89 = (tp + tn) / (tp + tn +fn + fp) [worst = -1, best = +1] +f1_score = 0.74 = (2*tp) / (2*tp+fp+fn) [worst = 0, best = 1] +Saved model file: ./models/model_hus25_hl3_time1524191284 + +$$$ hidden_units = 50 hidden_layers = 3 $$$ +completion: 4% (epoch=8)(element=6266) loss = 0 error progress = 2.2426% +completion: 8% (epoch=16)(element=6266) loss = 0 error progress = 2.02001% +completion: 12% (epoch=24)(element=6266) loss = 0 error progress = 1.9101% +completion: 16% (epoch=32)(element=6266) loss = 0 error progress = 1.82919% +completion: 20% (epoch=40)(element=6266) loss = 0 error progress = 1.76633% +completion: 24% (epoch=48)(element=6266) loss = 0 error progress = 1.7142% +completion: 28% (epoch=56)(element=6266) loss = 0 error progress = 1.66823% +completion: 32% (epoch=64)(element=6266) loss = 0 error progress = 1.62677% +completion: 36% (epoch=72)(element=6266) loss = 0 error progress = 1.58922% +completion: 40% (epoch=80)(element=6266) loss = 0 error progress = 1.55428% +completion: 44% (epoch=88)(element=6266) loss = 0 error progress = 1.52286% +completion: 48% (epoch=96)(element=6266) loss = 0 error progress = 1.49238% +completion: 52% (epoch=104)(element=6266) loss = 0 error progress = 1.46182% +completion: 56% (epoch=112)(element=6266) loss = 0 error progress = 1.43513% +completion: 60% (epoch=120)(element=6266) loss = 0 error progress = 1.40866% +completion: 64% (epoch=128)(element=6266) loss = 0 error progress = 1.38406% +completion: 68% (epoch=136)(element=6266) loss = 0 error progress = 1.35958% +completion: 72% (epoch=144)(element=6266) loss = 0 error progress = 1.3353% +completion: 76% (epoch=152)(element=6266) loss = 0 error progress = 1.31011% +completion: 80% (epoch=160)(element=6266) loss = 0 error progress = 1.28534% +completion: 84% (epoch=168)(element=6266) loss = 0 error progress = 1.26129% +completion: 88% (epoch=176)(element=6266) loss = 0 error progress = 1.23634% +completion: 92% (epoch=184)(element=6266) loss = 0 error progress = 1.21278% +completion: 96% (epoch=192)(element=6266) loss = 0 error progress = 1.18838% +completion: 100% (epoch=200)(element=6266) loss = 0 error progress = 1.16573% + + +### executeTest(perceptron, validation_patient_profile) + +Correct predictions = 88.42% +#FPplusFN=2089 +minError=227 minErrorIndex=1 globalThreshold =-1.4931617953822 +metrics area_roc = 86.43% +(beta) metrics area_precision_recall = 42.87% + +duration the new area_roc metrics ROC_AUC_computer function: 0 seconds +duration the new area_roc metrics ROC_AUC_computer function: 00 days, 00 hours, 00 minutes, 00 seconds +TOTAL: + FN = 194 / 516 (truth == 1) & (prediction < threshold) + TP = 322 / 516 (truth == 1) & (prediction >= threshold) + + FP = 48 / 1,573 (truth == 0) & (prediction >= threshold) + TN = 1,525 / 1,573 (truth == 0) & (prediction < threshold) + + +:::: Matthews correlation coefficient = +0.67 :::: + +accuracy = 0.88 = (tp + tn) / (tp + tn +fn + fp) [worst = -1, best = +1] +f1_score = 0.73 = (2*tp) / (2*tp+fp+fn) [worst = 0, best = 1] +Saved model file: ./models/model_hus50_hl3_time1524191476 + +$$$ hidden_units = 75 hidden_layers = 3 $$$ +completion: 4% (epoch=8)(element=6266) loss = 0 error progress = 2.24134% +completion: 8% (epoch=16)(element=6266) loss = 0 error progress = 2.00284% +completion: 12% (epoch=24)(element=6266) loss = 0 error progress = 1.88159% +completion: 16% (epoch=32)(element=6266) loss = 0 error progress = 1.79268% +completion: 20% (epoch=40)(element=6266) loss = 0 error progress = 1.72486% +completion: 24% (epoch=48)(element=6266) loss = 0 error progress = 1.67006% +completion: 28% (epoch=56)(element=6266) loss = 0 error progress = 1.6219% +completion: 32% (epoch=64)(element=6266) loss = 0 error progress = 1.57286% +completion: 36% (epoch=72)(element=6266) loss = 0 error progress = 1.52285% +completion: 40% (epoch=80)(element=6266) loss = 0 error progress = 1.47912% +completion: 44% (epoch=88)(element=6266) loss = 0 error progress = 1.44021% +completion: 48% (epoch=96)(element=6266) loss = 0 error progress = 1.40244% +completion: 52% (epoch=104)(element=6266) loss = 0 error progress = 1.36296% +completion: 56% (epoch=112)(element=6266) loss = 0 error progress = 1.32616% +completion: 60% (epoch=120)(element=6266) loss = 0 error progress = 1.29081% +completion: 64% (epoch=128)(element=6266) loss = 0 error progress = 1.25645% +completion: 68% (epoch=136)(element=6266) loss = 0 error progress = 1.22221% +completion: 72% (epoch=144)(element=6266) loss = 0 error progress = 1.18804% +completion: 76% (epoch=152)(element=6266) loss = 0 error progress = 1.15714% +completion: 80% (epoch=160)(element=6266) loss = 0 error progress = 1.12572% +completion: 84% (epoch=168)(element=6266) loss = 0 error progress = 1.09711% +completion: 88% (epoch=176)(element=6266) loss = 0 error progress = 1.06862% +completion: 92% (epoch=184)(element=6266) loss = 0 error progress = 1.04194% +completion: 96% (epoch=192)(element=6266) loss = 0 error progress = 1.01577% +completion: 100% (epoch=200)(element=6266) loss = 0 error progress = 0.9912% + + +### executeTest(perceptron, validation_patient_profile) + +Correct predictions = 88.65% +#FPplusFN=2089 +minError=222 minErrorIndex=1 globalThreshold =-1.5972918697087 +metrics area_roc = 87.39% +(beta) metrics area_precision_recall = 59.44% + +duration the new area_roc metrics ROC_AUC_computer function: 0 seconds +duration the new area_roc metrics ROC_AUC_computer function: 00 days, 00 hours, 00 minutes, 00 seconds +TOTAL: + FN = 192 / 516 (truth == 1) & (prediction < threshold) + TP = 324 / 516 (truth == 1) & (prediction >= threshold) + + FP = 45 / 1,573 (truth == 0) & (prediction >= threshold) + TN = 1,528 / 1,573 (truth == 0) & (prediction < threshold) + + +:::: Matthews correlation coefficient = +0.68 :::: + +accuracy = 0.89 = (tp + tn) / (tp + tn +fn + fp) [worst = -1, best = +1] +f1_score = 0.73 = (2*tp) / (2*tp+fp+fn) [worst = 0, best = 1] +Saved model file: ./models/model_hus75_hl3_time1524191728 + +$$$ hidden_units = 100 hidden_layers = 3 $$$ +completion: 4% (epoch=8)(element=6266) loss = 0 error progress = 2.24853% +completion: 8% (epoch=16)(element=6266) loss = 0 error progress = 2.02361% +completion: 12% (epoch=24)(element=6266) loss = 0 error progress = 1.8852% +completion: 16% (epoch=32)(element=6266) loss = 0 error progress = 1.78916% +completion: 20% (epoch=40)(element=6266) loss = 0 error progress = 1.71874% +completion: 24% (epoch=48)(element=6266) loss = 0 error progress = 1.65903% +completion: 28% (epoch=56)(element=6266) loss = 0 error progress = 1.60325% +completion: 32% (epoch=64)(element=6266) loss = 0 error progress = 1.55076% +completion: 36% (epoch=72)(element=6266) loss = 0 error progress = 1.49832% +completion: 40% (epoch=80)(element=6266) loss = 0 error progress = 1.44782% +completion: 44% (epoch=88)(element=6266) loss = 0.001 error progress = 1.39866% +completion: 48% (epoch=96)(element=6266) loss = 0 error progress = 1.35079% +completion: 52% (epoch=104)(element=6266) loss = 0.001 error progress = 1.30545% +completion: 56% (epoch=112)(element=6266) loss = 0 error progress = 1.26406% +completion: 60% (epoch=120)(element=6266) loss = 0.001 error progress = 1.22277% +completion: 64% (epoch=128)(element=6266) loss = 0 error progress = 1.18394% +completion: 68% (epoch=136)(element=6266) loss = 0 error progress = 1.14323% +completion: 72% (epoch=144)(element=6266) loss = 0 error progress = 1.10395% +completion: 76% (epoch=152)(element=6266) loss = 0 error progress = 1.06849% +completion: 80% (epoch=160)(element=6266) loss = 0 error progress = 1.03647% +completion: 84% (epoch=168)(element=6266) loss = 0 error progress = 1.00441% +completion: 88% (epoch=176)(element=6266) loss = 0 error progress = 0.97329% +completion: 92% (epoch=184)(element=6266) loss = 0 error progress = 0.94469% +completion: 96% (epoch=192)(element=6266) loss = 0 error progress = 0.91905% +completion: 100% (epoch=200)(element=6266) loss = 0 error progress = 0.8915% + + +### executeTest(perceptron, validation_patient_profile) + +Correct predictions = 89.61% +#FPplusFN=2089 +minError=209 minErrorIndex=1 globalThreshold =-1.4446596821412 +metrics area_roc = 89.49% +(beta) metrics area_precision_recall = 68.08% + +duration the new area_roc metrics ROC_AUC_computer function: 0 seconds +duration the new area_roc metrics ROC_AUC_computer function: 00 days, 00 hours, 00 minutes, 00 seconds +TOTAL: + FN = 146 / 516 (truth == 1) & (prediction < threshold) + TP = 370 / 516 (truth == 1) & (prediction >= threshold) + + FP = 71 / 1,573 (truth == 0) & (prediction >= threshold) + TN = 1,502 / 1,573 (truth == 0) & (prediction < threshold) + + +:::: Matthews correlation coefficient = +0.71 :::: + +accuracy = 0.9 = (tp + tn) / (tp + tn +fn + fp) [worst = -1, best = +1] +f1_score = 0.77 = (2*tp) / (2*tp+fp+fn) [worst = 0, best = 1] +Saved model file: ./models/model_hus100_hl3_time1524192059 + +$$$ hidden_units = 125 hidden_layers = 3 $$$ +completion: 4% (epoch=8)(element=6266) loss = 0 error progress = 2.19796% +completion: 8% (epoch=16)(element=6266) loss = 0 error progress = 1.97866% +completion: 12% (epoch=24)(element=6266) loss = 0 error progress = 1.84581% +completion: 16% (epoch=32)(element=6266) loss = 0 error progress = 1.75056% +completion: 20% (epoch=40)(element=6266) loss = 0 error progress = 1.67819% +completion: 24% (epoch=48)(element=6266) loss = 0 error progress = 1.61267% +completion: 28% (epoch=56)(element=6266) loss = 0 error progress = 1.55062% +completion: 32% (epoch=64)(element=6266) loss = 0 error progress = 1.49463% +completion: 36% (epoch=72)(element=6266) loss = 0 error progress = 1.43473% +completion: 40% (epoch=80)(element=6266) loss = 0 error progress = 1.37776% +completion: 44% (epoch=88)(element=6266) loss = 0.001 error progress = 1.32224% +completion: 48% (epoch=96)(element=6266) loss = 0 error progress = 1.26919% +completion: 52% (epoch=104)(element=6266) loss = 0 error progress = 1.21816% +completion: 56% (epoch=112)(element=6266) loss = 0 error progress = 1.16784% +completion: 60% (epoch=120)(element=6266) loss = 0 error progress = 1.12244% +completion: 64% (epoch=128)(element=6266) loss = 0.002 error progress = 1.07906% +completion: 68% (epoch=136)(element=6266) loss = 0 error progress = 1.03773% +completion: 72% (epoch=144)(element=6266) loss = 0 error progress = 0.99885% +completion: 76% (epoch=152)(element=6266) loss = 0.001 error progress = 0.96135% +completion: 80% (epoch=160)(element=6266) loss = 0.001 error progress = 0.92771% +completion: 84% (epoch=168)(element=6266) loss = 0.001 error progress = 0.89719% +completion: 88% (epoch=176)(element=6266) loss = 0.003 error progress = 0.86967% +completion: 92% (epoch=184)(element=6266) loss = 0.002 error progress = 0.84239% +completion: 96% (epoch=192)(element=6266) loss = 0 error progress = 0.81697% +completion: 100% (epoch=200)(element=6266) loss = 0 error progress = 0.79256% + + +### executeTest(perceptron, validation_patient_profile) + +Correct predictions = 89.13% +#FPplusFN=2089 +minError=222 minErrorIndex=1 globalThreshold =-1.2666119837831 +metrics area_roc = 89.11% +(beta) metrics area_precision_recall = 63.34% + +duration the new area_roc metrics ROC_AUC_computer function: 0 seconds +duration the new area_roc metrics ROC_AUC_computer function: 00 days, 00 hours, 00 minutes, 00 seconds +TOTAL: + FN = 138 / 516 (truth == 1) & (prediction < threshold) + TP = 378 / 516 (truth == 1) & (prediction >= threshold) + + FP = 89 / 1,573 (truth == 0) & (prediction >= threshold) + TN = 1,484 / 1,573 (truth == 0) & (prediction < threshold) + + +:::: Matthews correlation coefficient = +0.7 :::: + +accuracy = 0.89 = (tp + tn) / (tp + tn +fn + fp) [worst = -1, best = +1] +f1_score = 0.77 = (2*tp) / (2*tp+fp+fn) [worst = 0, best = 1] +Saved model file: ./models/model_hus125_hl3_time1524192482 + +$$$ hidden_units = 150 hidden_layers = 3 $$$ +completion: 4% (epoch=8)(element=6266) loss = 0 error progress = 2.20111% +completion: 8% (epoch=16)(element=6266) loss = 0 error progress = 1.96832% +completion: 12% (epoch=24)(element=6266) loss = 0 error progress = 1.83117% +completion: 16% (epoch=32)(element=6266) loss = 0 error progress = 1.73817% +completion: 20% (epoch=40)(element=6266) loss = 0 error progress = 1.66667% +completion: 24% (epoch=48)(element=6266) loss = 0 error progress = 1.59557% +completion: 28% (epoch=56)(element=6266) loss = 0.001 error progress = 1.53005% +completion: 32% (epoch=64)(element=6266) loss = 0 error progress = 1.46811% +completion: 36% (epoch=72)(element=6266) loss = 0.001 error progress = 1.40803% +completion: 40% (epoch=80)(element=6266) loss = 0 error progress = 1.34995% +completion: 44% (epoch=88)(element=6266) loss = 0.002 error progress = 1.29211% +completion: 48% (epoch=96)(element=6266) loss = 0 error progress = 1.23591% +completion: 52% (epoch=104)(element=6266) loss = 0 error progress = 1.18297% +completion: 56% (epoch=112)(element=6266) loss = 0 error progress = 1.1313% +completion: 60% (epoch=120)(element=6266) loss = 0 error progress = 1.08083% +completion: 64% (epoch=128)(element=6266) loss = 0 error progress = 1.03503% +completion: 68% (epoch=136)(element=6266) loss = 0 error progress = 0.99024% +completion: 72% (epoch=144)(element=6266) loss = 0 error progress = 0.95038% +completion: 76% (epoch=152)(element=6266) loss = 0 error progress = 0.91242% +completion: 80% (epoch=160)(element=6266) loss = 0 error progress = 0.87703% +completion: 84% (epoch=168)(element=6266) loss = 0 error progress = 0.84543% +completion: 88% (epoch=176)(element=6266) loss = 0 error progress = 0.81558% +completion: 92% (epoch=184)(element=6266) loss = 0.001 error progress = 0.78632% +completion: 96% (epoch=192)(element=6266) loss = 0 error progress = 0.75897% +completion: 100% (epoch=200)(element=6266) loss = 0 error progress = 0.73369% + + +### executeTest(perceptron, validation_patient_profile) + +Correct predictions = 89.76% +#FPplusFN=2089 +minError=211 minErrorIndex=1 globalThreshold =-1.1944410662187 +metrics area_roc = 90% +(beta) metrics area_precision_recall = 54.56% + +duration the new area_roc metrics ROC_AUC_computer function: 0 seconds +duration the new area_roc metrics ROC_AUC_computer function: 00 days, 00 hours, 00 minutes, 00 seconds +TOTAL: + FN = 147 / 516 (truth == 1) & (prediction < threshold) + TP = 369 / 516 (truth == 1) & (prediction >= threshold) + + FP = 67 / 1,573 (truth == 0) & (prediction >= threshold) + TN = 1,506 / 1,573 (truth == 0) & (prediction < threshold) + + +:::: Matthews correlation coefficient = +0.71 :::: + +accuracy = 0.9 = (tp + tn) / (tp + tn +fn + fp) [worst = -1, best = +1] +f1_score = 0.78 = (2*tp) / (2*tp+fp+fn) [worst = 0, best = 1] +Saved model file: ./models/model_hus150_hl3_time1524193019 + +$$$ hidden_units = 175 hidden_layers = 3 $$$ +completion: 4% (epoch=8)(element=6266) loss = 0 error progress = 2.15894% +completion: 8% (epoch=16)(element=6266) loss = 0 error progress = 1.92769% +completion: 12% (epoch=24)(element=6266) loss = 0 error progress = 1.79335% +completion: 16% (epoch=32)(element=6266) loss = 0 error progress = 1.69579% +completion: 20% (epoch=40)(element=6266) loss = 0 error progress = 1.61767% +completion: 24% (epoch=48)(element=6266) loss = 0.001 error progress = 1.54036% +completion: 28% (epoch=56)(element=6266) loss = 0.002 error progress = 1.4653% +completion: 32% (epoch=64)(element=6266) loss = 0 error progress = 1.39125% +completion: 36% (epoch=72)(element=6266) loss = 0.001 error progress = 1.31837% +completion: 40% (epoch=80)(element=6266) loss = 0 error progress = 1.24637% +completion: 44% (epoch=88)(element=6266) loss = 0 error progress = 1.17846% +completion: 48% (epoch=96)(element=6266) loss = 0 error progress = 1.11737% +completion: 52% (epoch=104)(element=6266) loss = 0 error progress = 1.06166% +completion: 56% (epoch=112)(element=6266) loss = 0 error progress = 1.01158% +completion: 60% (epoch=120)(element=6266) loss = 0 error progress = 0.96423% +completion: 64% (epoch=128)(element=6266) loss = 0 error progress = 0.92209% +completion: 68% (epoch=136)(element=6266) loss = 0 error progress = 0.88248% +completion: 72% (epoch=144)(element=6266) loss = 0 error progress = 0.84568% +completion: 76% (epoch=152)(element=6266) loss = 0 error progress = 0.81213% +completion: 80% (epoch=160)(element=6266) loss = 0 error progress = 0.78141% +completion: 84% (epoch=168)(element=6266) loss = 0 error progress = 0.75261% +completion: 88% (epoch=176)(element=6266) loss = 0.001 error progress = 0.72671% +completion: 92% (epoch=184)(element=6266) loss = 0 error progress = 0.70149% +completion: 96% (epoch=192)(element=6266) loss = 0 error progress = 0.67947% +completion: 100% (epoch=200)(element=6266) loss = 0 error progress = 0.65791% + + +### executeTest(perceptron, validation_patient_profile) + +Correct predictions = 88.99% +#FPplusFN=2089 +minError=225 minErrorIndex=1 globalThreshold =-1.4437735434177 +metrics area_roc = 86.77% +(beta) metrics area_precision_recall = 54.61% + +duration the new area_roc metrics ROC_AUC_computer function: 0 seconds +duration the new area_roc metrics ROC_AUC_computer function: 00 days, 00 hours, 00 minutes, 00 seconds +TOTAL: + FN = 161 / 516 (truth == 1) & (prediction < threshold) + TP = 355 / 516 (truth == 1) & (prediction >= threshold) + + FP = 69 / 1,573 (truth == 0) & (prediction >= threshold) + TN = 1,504 / 1,573 (truth == 0) & (prediction < threshold) + + +:::: Matthews correlation coefficient = +0.69 :::: + +accuracy = 0.89 = (tp + tn) / (tp + tn +fn + fp) [worst = -1, best = +1] +f1_score = 0.76 = (2*tp) / (2*tp+fp+fn) [worst = 0, best = 1] +Saved model file: ./models/model_hus175_hl3_time1524193691 + +$$$ hidden_units = 200 hidden_layers = 3 $$$ +completion: 4% (epoch=8)(element=6266) loss = 0 error progress = 2.17515% +completion: 8% (epoch=16)(element=6266) loss = 0 error progress = 1.95098% +completion: 12% (epoch=24)(element=6266) loss = 0 error progress = 1.81243% +completion: 16% (epoch=32)(element=6266) loss = 0 error progress = 1.71133% +completion: 20% (epoch=40)(element=6266) loss = 0 error progress = 1.62892% +completion: 24% (epoch=48)(element=6266) loss = 0 error progress = 1.55445% +completion: 28% (epoch=56)(element=6266) loss = 0 error progress = 1.48403% +completion: 32% (epoch=64)(element=6266) loss = 0.001 error progress = 1.41421% +completion: 36% (epoch=72)(element=6266) loss = 0.001 error progress = 1.34319% +completion: 40% (epoch=80)(element=6266) loss = 0 error progress = 1.27439% +completion: 44% (epoch=88)(element=6266) loss = 0 error progress = 1.21092% +completion: 48% (epoch=96)(element=6266) loss = 0 error progress = 1.15143% +completion: 52% (epoch=104)(element=6266) loss = 0 error progress = 1.09353% +completion: 56% (epoch=112)(element=6266) loss = 0 error progress = 1.03909% +completion: 60% (epoch=120)(element=6266) loss = 0.001 error progress = 0.98992% +completion: 64% (epoch=128)(element=6266) loss = 0 error progress = 0.94505% +completion: 68% (epoch=136)(element=6266) loss = 0.001 error progress = 0.90356% +completion: 72% (epoch=144)(element=6266) loss = 0 error progress = 0.86452% +completion: 76% (epoch=152)(element=6266) loss = 0 error progress = 0.82831% +completion: 80% (epoch=160)(element=6266) loss = 0 error progress = 0.79625% +completion: 84% (epoch=168)(element=6266) loss = 0 error progress = 0.76543% +completion: 88% (epoch=176)(element=6266) loss = 0 error progress = 0.73578% +completion: 92% (epoch=184)(element=6266) loss = 0 error progress = 0.70854% +completion: 96% (epoch=192)(element=6266) loss = 0 error progress = 0.68364% +completion: 100% (epoch=200)(element=6266) loss = 0 error progress = 0.65999% + + +### executeTest(perceptron, validation_patient_profile) + +Correct predictions = 88.99% +#FPplusFN=2089 +minError=213 minErrorIndex=1 globalThreshold =-1.8992361594779 +metrics area_roc = 89% +(beta) metrics area_precision_recall = 56.23% + +duration the new area_roc metrics ROC_AUC_computer function: 0 seconds +duration the new area_roc metrics ROC_AUC_computer function: 00 days, 00 hours, 00 minutes, 00 seconds +TOTAL: + FN = 171 / 516 (truth == 1) & (prediction < threshold) + TP = 345 / 516 (truth == 1) & (prediction >= threshold) + + FP = 59 / 1,573 (truth == 0) & (prediction >= threshold) + TN = 1,514 / 1,573 (truth == 0) & (prediction < threshold) + + +:::: Matthews correlation coefficient = +0.69 :::: + +accuracy = 0.89 = (tp + tn) / (tp + tn +fn + fp) [worst = -1, best = +1] +f1_score = 0.75 = (2*tp) / (2*tp+fp+fn) [worst = 0, best = 1] +Saved model file: ./models/model_hus200_hl3_time1524197262 + +$$$ hidden_units = 225 hidden_layers = 3 $$$ +completion: 4% (epoch=8)(element=6266) loss = 0 error progress = 2.16358% +completion: 8% (epoch=16)(element=6266) loss = 0 error progress = 1.93539% +completion: 12% (epoch=24)(element=6266) loss = 0 error progress = 1.80091% +completion: 16% (epoch=32)(element=6266) loss = 0 error progress = 1.70035% +completion: 20% (epoch=40)(element=6266) loss = 0 error progress = 1.61636% +completion: 24% (epoch=48)(element=6266) loss = 0 error progress = 1.53701% +completion: 28% (epoch=56)(element=6266) loss = 0 error progress = 1.46153% +completion: 32% (epoch=64)(element=6266) loss = 0 error progress = 1.3874% +completion: 36% (epoch=72)(element=6266) loss = 0.001 error progress = 1.31496% +completion: 40% (epoch=80)(element=6266) loss = 0 error progress = 1.24392% +completion: 44% (epoch=88)(element=6266) loss = 0.001 error progress = 1.17668% +completion: 48% (epoch=96)(element=6266) loss = 0 error progress = 1.11184% +completion: 52% (epoch=104)(element=6266) loss = 0 error progress = 1.05137% +completion: 56% (epoch=112)(element=6266) loss = 0 error progress = 0.99615% +completion: 60% (epoch=120)(element=6266) loss = 0 error progress = 0.94496% +completion: 64% (epoch=128)(element=6266) loss = 0 error progress = 0.89798% +completion: 68% (epoch=136)(element=6266) loss = 0 error progress = 0.8557% +completion: 72% (epoch=144)(element=6266) loss = 0 error progress = 0.81659% +completion: 76% (epoch=152)(element=6266) loss = 0 error progress = 0.78191% +completion: 80% (epoch=160)(element=6266) loss = 0 error progress = 0.74914% +completion: 84% (epoch=168)(element=6266) loss = 0 error progress = 0.72078% +completion: 88% (epoch=176)(element=6266) loss = 0 error progress = 0.69458% +completion: 92% (epoch=184)(element=6266) loss = 0 error progress = 0.66923% +completion: 96% (epoch=192)(element=6266) loss = 0 error progress = 0.64476% +completion: 100% (epoch=200)(element=6266) loss = 0 error progress = 0.62182% + + +### executeTest(perceptron, validation_patient_profile) + +Correct predictions = 89.85% +#FPplusFN=2089 +minError=203 minErrorIndex=1 globalThreshold =-1.3707778662225 +metrics area_roc = 88.5% +(beta) metrics area_precision_recall = 63.6% + +duration the new area_roc metrics ROC_AUC_computer function: 0 seconds +duration the new area_roc metrics ROC_AUC_computer function: 00 days, 00 hours, 00 minutes, 00 seconds +TOTAL: + FN = 171 / 516 (truth == 1) & (prediction < threshold) + TP = 345 / 516 (truth == 1) & (prediction >= threshold) + + FP = 41 / 1,573 (truth == 0) & (prediction >= threshold) + TN = 1,532 / 1,573 (truth == 0) & (prediction < threshold) + + +:::: Matthews correlation coefficient = +0.71 :::: + +accuracy = 0.9 = (tp + tn) / (tp + tn +fn + fp) [worst = -1, best = +1] +f1_score = 0.76 = (2*tp) / (2*tp+fp+fn) [worst = 0, best = 1] +Saved model file: ./models/model_hus225_hl3_time1524201141 + +$$$ hidden_units = 250 hidden_layers = 3 $$$ +completion: 4% (epoch=8)(element=6266) loss = 0 error progress = 2.16112% +completion: 8% (epoch=16)(element=6266) loss = 0 error progress = 1.93616% +completion: 12% (epoch=24)(element=6266) loss = 0 error progress = 1.79222% +completion: 16% (epoch=32)(element=6266) loss = 0 error progress = 1.68171% +completion: 20% (epoch=40)(element=6266) loss = 0 error progress = 1.58765% +completion: 24% (epoch=48)(element=6266) loss = 0 error progress = 1.49562% +completion: 28% (epoch=56)(element=6266) loss = 0.001 error progress = 1.41142% +completion: 32% (epoch=64)(element=6266) loss = 0.001 error progress = 1.3296% +completion: 36% (epoch=72)(element=6266) loss = 0.001 error progress = 1.24965% +completion: 40% (epoch=80)(element=6266) loss = 0 error progress = 1.17307% +completion: 44% (epoch=88)(element=6266) loss = 0.002 error progress = 1.1022% +completion: 48% (epoch=96)(element=6266) loss = 0 error progress = 1.03856% +completion: 52% (epoch=104)(element=6266) loss = 0 error progress = 0.98103% +completion: 56% (epoch=112)(element=6266) loss = 0 error progress = 0.92817% +completion: 60% (epoch=120)(element=6266) loss = 0 error progress = 0.88136% +completion: 64% (epoch=128)(element=6266) loss = 0 error progress = 0.8374% +completion: 68% (epoch=136)(element=6266) loss = 0 error progress = 0.79899% +completion: 72% (epoch=144)(element=6266) loss = 0 error progress = 0.76337% +completion: 76% (epoch=152)(element=6266) loss = 0 error progress = 0.73189% +completion: 80% (epoch=160)(element=6266) loss = 0 error progress = 0.70033% +completion: 84% (epoch=168)(element=6266) loss = 0 error progress = 0.67226% +completion: 88% (epoch=176)(element=6266) loss = 0 error progress = 0.64641% +completion: 92% (epoch=184)(element=6266) loss = 0 error progress = 0.62184% +completion: 96% (epoch=192)(element=6266) loss = 0 error progress = 0.5985% +completion: 100% (epoch=200)(element=6266) loss = 0 error progress = 0.57677% + + +### executeTest(perceptron, validation_patient_profile) + +Correct predictions = 89.95% +#FPplusFN=2089 +minError=208 minErrorIndex=1 globalThreshold =-1.4215542042046 +metrics area_roc = 87.83% +(beta) metrics area_precision_recall = 61.9% + +duration the new area_roc metrics ROC_AUC_computer function: 0 seconds +duration the new area_roc metrics ROC_AUC_computer function: 00 days, 00 hours, 00 minutes, 00 seconds +TOTAL: + FN = 158 / 516 (truth == 1) & (prediction < threshold) + TP = 358 / 516 (truth == 1) & (prediction >= threshold) + + FP = 52 / 1,573 (truth == 0) & (prediction >= threshold) + TN = 1,521 / 1,573 (truth == 0) & (prediction < threshold) + + +:::: Matthews correlation coefficient = +0.72 :::: + +accuracy = 0.9 = (tp + tn) / (tp + tn +fn + fp) [worst = -1, best = +1] +f1_score = 0.77 = (2*tp) / (2*tp+fp+fn) [worst = 0, best = 1] +Saved model file: ./models/model_hus250_hl3_time1524205219 + +$$$ hidden_units = 275 hidden_layers = 3 $$$ +completion: 4% (epoch=8)(element=6266) loss = 0 error progress = 2.12942% +completion: 8% (epoch=16)(element=6266) loss = 0 error progress = 1.90012% +completion: 12% (epoch=24)(element=6266) loss = 0 error progress = 1.76677% +completion: 16% (epoch=32)(element=6266) loss = 0 error progress = 1.66854% +completion: 20% (epoch=40)(element=6266) loss = 0 error progress = 1.58656% +completion: 24% (epoch=48)(element=6266) loss = 0 error progress = 1.50397% +completion: 28% (epoch=56)(element=6266) loss = 0 error progress = 1.41964% +completion: 32% (epoch=64)(element=6266) loss = 0 error progress = 1.33916% +completion: 36% (epoch=72)(element=6266) loss = 0.001 error progress = 1.26112% +completion: 40% (epoch=80)(element=6266) loss = 0 error progress = 1.18723% +completion: 44% (epoch=88)(element=6266) loss = 0 error progress = 1.11514% +completion: 48% (epoch=96)(element=6266) loss = 0 error progress = 1.04921% +completion: 52% (epoch=104)(element=6266) loss = 0 error progress = 0.99021% +completion: 56% (epoch=112)(element=6266) loss = 0 error progress = 0.93611% +completion: 60% (epoch=120)(element=6266) loss = 0 error progress = 0.88834% +completion: 64% (epoch=128)(element=6266) loss = 0.001 error progress = 0.84265% +completion: 68% (epoch=136)(element=6266) loss = 0.001 error progress = 0.80526% +completion: 72% (epoch=144)(element=6266) loss = 0 error progress = 0.76818% +completion: 76% (epoch=152)(element=6266) loss = 0.001 error progress = 0.73435% +completion: 80% (epoch=160)(element=6266) loss = 0 error progress = 0.70338% +completion: 84% (epoch=168)(element=6266) loss = 0 error progress = 0.67379% +completion: 88% (epoch=176)(element=6266) loss = 0 error progress = 0.64635% +completion: 92% (epoch=184)(element=6266) loss = 0 error progress = 0.62082% +completion: 96% (epoch=192)(element=6266) loss = 0 error progress = 0.59709% +completion: 100% (epoch=200)(element=6266) loss = 0 error progress = 0.57493% + + +### executeTest(perceptron, validation_patient_profile) + +Correct predictions = 89.9% +#FPplusFN=2089 +minError=208 minErrorIndex=1 globalThreshold =-1.6752995466043 +metrics area_roc = 88.86% +(beta) metrics area_precision_recall = 63.66% + +duration the new area_roc metrics ROC_AUC_computer function: 0 seconds +duration the new area_roc metrics ROC_AUC_computer function: 00 days, 00 hours, 00 minutes, 00 seconds +TOTAL: + FN = 164 / 516 (truth == 1) & (prediction < threshold) + TP = 352 / 516 (truth == 1) & (prediction >= threshold) + + FP = 47 / 1,573 (truth == 0) & (prediction >= threshold) + TN = 1,526 / 1,573 (truth == 0) & (prediction < threshold) + + +:::: Matthews correlation coefficient = +0.72 :::: + +accuracy = 0.9 = (tp + tn) / (tp + tn +fn + fp) [worst = -1, best = +1] +f1_score = 0.77 = (2*tp) / (2*tp+fp+fn) [worst = 0, best = 1] +Saved model file: ./models/model_hus275_hl3_time1524209553 + +$$$ hidden_units = 300 hidden_layers = 3 $$$ +completion: 4% (epoch=8)(element=6266) loss = 0 error progress = 2.12826% +completion: 8% (epoch=16)(element=6266) loss = 0 error progress = 1.90347% +completion: 12% (epoch=24)(element=6266) loss = 0 error progress = 1.77007% +completion: 16% (epoch=32)(element=6266) loss = 0 error progress = 1.66175% +completion: 20% (epoch=40)(element=6266) loss = 0 error progress = 1.5705% +completion: 24% (epoch=48)(element=6266) loss = 0 error progress = 1.48032% +completion: 28% (epoch=56)(element=6266) loss = 0 error progress = 1.3972% +completion: 32% (epoch=64)(element=6266) loss = 0 error progress = 1.31262% +completion: 36% (epoch=72)(element=6266) loss = 0 error progress = 1.2315% +completion: 40% (epoch=80)(element=6266) loss = 0 error progress = 1.15197% +completion: 44% (epoch=88)(element=6266) loss = 0 error progress = 1.0791% +completion: 48% (epoch=96)(element=6266) loss = 0 error progress = 1.01322% +completion: 52% (epoch=104)(element=6266) loss = 0 error progress = 0.95417% +completion: 56% (epoch=112)(element=6266) loss = 0 error progress = 0.90201% +completion: 60% (epoch=120)(element=6266) loss = 0 error progress = 0.85468% +completion: 64% (epoch=128)(element=6266) loss = 0 error progress = 0.8109% +completion: 68% (epoch=136)(element=6266) loss = 0 error progress = 0.773% +completion: 72% (epoch=144)(element=6266) loss = 0.001 error progress = 0.73761% +completion: 76% (epoch=152)(element=6266) loss = 0 error progress = 0.70528% +completion: 80% (epoch=160)(element=6266) loss = 0.001 error progress = 0.67625% +completion: 84% (epoch=168)(element=6266) loss = 0 error progress = 0.64958% +completion: 88% (epoch=176)(element=6266) loss = 0 error progress = 0.62519% +completion: 92% (epoch=184)(element=6266) loss = 0 error progress = 0.60189% +completion: 96% (epoch=192)(element=6266) loss = 0 error progress = 0.58123% +completion: 100% (epoch=200)(element=6266) loss = 0 error progress = 0.56081% + + +### executeTest(perceptron, validation_patient_profile) + +Correct predictions = 89.76% +#FPplusFN=2089 +minError=209 minErrorIndex=1 globalThreshold =-1.1610351737176 +metrics area_roc = 88.56% +(beta) metrics area_precision_recall = 62.79% + +duration the new area_roc metrics ROC_AUC_computer function: 0 seconds +duration the new area_roc metrics ROC_AUC_computer function: 00 days, 00 hours, 00 minutes, 00 seconds +TOTAL: + FN = 159 / 516 (truth == 1) & (prediction < threshold) + TP = 357 / 516 (truth == 1) & (prediction >= threshold) + + FP = 55 / 1,573 (truth == 0) & (prediction >= threshold) + TN = 1,518 / 1,573 (truth == 0) & (prediction < threshold) + + +:::: Matthews correlation coefficient = +0.71 :::: + +accuracy = 0.9 = (tp + tn) / (tp + tn +fn + fp) [worst = -1, best = +1] +f1_score = 0.77 = (2*tp) / (2*tp+fp+fn) [worst = 0, best = 1] +Saved model file: ./models/model_hus300_hl3_time1524214060 + +$$$ hidden_units = 350 hidden_layers = 3 $$$ +completion: 4% (epoch=8)(element=6266) loss = 0 error progress = 2.09735% +completion: 8% (epoch=16)(element=6266) loss = 0 error progress = 1.87852% +completion: 12% (epoch=24)(element=6266) loss = 0 error progress = 1.73916% +completion: 16% (epoch=32)(element=6266) loss = 0 error progress = 1.62683% +completion: 20% (epoch=40)(element=6266) loss = 0 error progress = 1.52094% +completion: 24% (epoch=48)(element=6266) loss = 0.001 error progress = 1.41667% +completion: 28% (epoch=56)(element=6266) loss = 0 error progress = 1.31874% +completion: 32% (epoch=64)(element=6266) loss = 0 error progress = 1.22925% +completion: 36% (epoch=72)(element=6266) loss = 0 error progress = 1.14442% +completion: 40% (epoch=80)(element=6266) loss = 0 error progress = 1.06682% +completion: 44% (epoch=88)(element=6266) loss = 0 error progress = 0.99574% +completion: 48% (epoch=96)(element=6266) loss = 0 error progress = 0.93392% +completion: 52% (epoch=104)(element=6266) loss = 0 error progress = 0.87956% +completion: 56% (epoch=112)(element=6266) loss = 0 error progress = 0.83061% +completion: 60% (epoch=120)(element=6266) loss = 0 error progress = 0.78654% +completion: 64% (epoch=128)(element=6266) loss = 0 error progress = 0.74584% +completion: 68% (epoch=136)(element=6266) loss = 0 error progress = 0.70911% +completion: 72% (epoch=144)(element=6266) loss = 0 error progress = 0.67537% +completion: 76% (epoch=152)(element=6266) loss = 0 error progress = 0.64528% +completion: 80% (epoch=160)(element=6266) loss = 0 error progress = 0.61728% +completion: 84% (epoch=168)(element=6266) loss = 0 error progress = 0.59206% +completion: 88% (epoch=176)(element=6266) loss = 0 error progress = 0.56811% +completion: 92% (epoch=184)(element=6266) loss = 0 error progress = 0.54566% +completion: 96% (epoch=192)(element=6266) loss = 0 error progress = 0.52458% +completion: 100% (epoch=200)(element=6266) loss = 0 error progress = 0.50538% + + +### executeTest(perceptron, validation_patient_profile) + +Correct predictions = 90% +#FPplusFN=2089 +minError=208 minErrorIndex=1 globalThreshold =-1.2194031839604 +metrics area_roc = 90.08% +(beta) metrics area_precision_recall = 64.85% + +duration the new area_roc metrics ROC_AUC_computer function: 0 seconds +duration the new area_roc metrics ROC_AUC_computer function: 00 days, 00 hours, 00 minutes, 00 seconds +TOTAL: + FN = 165 / 516 (truth == 1) & (prediction < threshold) + TP = 351 / 516 (truth == 1) & (prediction >= threshold) + + FP = 44 / 1,573 (truth == 0) & (prediction >= threshold) + TN = 1,529 / 1,573 (truth == 0) & (prediction < threshold) + + +:::: Matthews correlation coefficient = +0.72 :::: + +accuracy = 0.9 = (tp + tn) / (tp + tn +fn + fp) [worst = -1, best = +1] +f1_score = 0.77 = (2*tp) / (2*tp+fp+fn) [worst = 0, best = 1] +Saved model file: ./models/model_hus350_hl3_time1524219244 + +$$$ hidden_units = 400 hidden_layers = 3 $$$ +completion: 4% (epoch=8)(element=6266) loss = 0 error progress = 2.10734% +completion: 8% (epoch=16)(element=6266) loss = 0 error progress = 1.88324% +completion: 12% (epoch=24)(element=6266) loss = 0 error progress = 1.74065% +completion: 16% (epoch=32)(element=6266) loss = 0 error progress = 1.6191% +completion: 20% (epoch=40)(element=6266) loss = 0 error progress = 1.50444% +completion: 24% (epoch=48)(element=6266) loss = 0 error progress = 1.39906% +completion: 28% (epoch=56)(element=6266) loss = 0.002 error progress = 1.30097% +completion: 32% (epoch=64)(element=6266) loss = 0 error progress = 1.21094% +completion: 36% (epoch=72)(element=6266) loss = 0 error progress = 1.12515% +completion: 40% (epoch=80)(element=6266) loss = 0 error progress = 1.0489% +completion: 44% (epoch=88)(element=6266) loss = 0 error progress = 0.97986% +completion: 48% (epoch=96)(element=6266) loss = 0 error progress = 0.91677% +completion: 52% (epoch=104)(element=6266) loss = 0 error progress = 0.86054% +completion: 56% (epoch=112)(element=6266) loss = 0.001 error progress = 0.81205% +completion: 60% (epoch=120)(element=6266) loss = 0 error progress = 0.76685% +completion: 64% (epoch=128)(element=6266) loss = 0 error progress = 0.72566% +completion: 68% (epoch=136)(element=6266) loss = 0.001 error progress = 0.6896% +completion: 72% (epoch=144)(element=6266) loss = 0 error progress = 0.65688% +completion: 76% (epoch=152)(element=6266) loss = 0 error progress = 0.62636% +completion: 80% (epoch=160)(element=6266) loss = 0 error progress = 0.59819% +completion: 84% (epoch=168)(element=6266) loss = 0 error progress = 0.57211% +completion: 88% (epoch=176)(element=6266) loss = 0 error progress = 0.54784% +completion: 92% (epoch=184)(element=6266) loss = 0 error progress = 0.52505% +completion: 96% (epoch=192)(element=6266) loss = 0 error progress = 0.50417% +completion: 100% (epoch=200)(element=6266) loss = 0 error progress = 0.48464% + + +### executeTest(perceptron, validation_patient_profile) + +Correct predictions = 90% +#FPplusFN=2089 +minError=201 minErrorIndex=1 globalThreshold =-1.4470493232363 +metrics area_roc = 90.35% +(beta) metrics area_precision_recall = 56.11% + +duration the new area_roc metrics ROC_AUC_computer function: 0 seconds +duration the new area_roc metrics ROC_AUC_computer function: 00 days, 00 hours, 00 minutes, 00 seconds +TOTAL: + FN = 153 / 516 (truth == 1) & (prediction < threshold) + TP = 363 / 516 (truth == 1) & (prediction >= threshold) + + FP = 56 / 1,573 (truth == 0) & (prediction >= threshold) + TN = 1,517 / 1,573 (truth == 0) & (prediction < threshold) + + +:::: Matthews correlation coefficient = +0.72 :::: + +accuracy = 0.9 = (tp + tn) / (tp + tn +fn + fp) [worst = -1, best = +1] +f1_score = 0.78 = (2*tp) / (2*tp+fp+fn) [worst = 0, best = 1] +Saved model file: ./models/model_hus400_hl3_time1524225979 + +@ @ [1] AUPR = 74.83% MCC = 0.67 F1_score = 0.71 AUROC = 93.59% hidden units = 5 hidden layers = 1 @ @ +@ @ [2] AUPR = 72.35% MCC = 0.66 F1_score = 0.69 AUROC = 91.72% hidden units = 10 hidden layers = 1 @ @ +@ @ [3] AUPR = 71.82% MCC = 0.68 F1_score = 0.73 AUROC = 90.62% hidden units = 25 hidden layers = 1 @ @ +@ @ [4] AUPR = 62.07% MCC = 0.67 F1_score = 0.72 AUROC = 87.52% hidden units = 50 hidden layers = 1 @ @ +@ @ [5] AUPR = 66.5% MCC = 0.64 F1_score = 0.69 AUROC = 89.38% hidden units = 75 hidden layers = 1 @ @ +@ @ [6] AUPR = 64.81% MCC = 0.65 F1_score = 0.72 AUROC = 88.92% hidden units = 100 hidden layers = 1 @ @ +@ @ [7] AUPR = 66.91% MCC = 0.68 F1_score = 0.73 AUROC = 88.63% hidden units = 125 hidden layers = 1 @ @ +@ @ [8] AUPR = 65.43% MCC = 0.65 F1_score = 0.7 AUROC = 88.69% hidden units = 150 hidden layers = 1 @ @ +@ @ [9] AUPR = 64.79% MCC = 0.61 F1_score = 0.67 AUROC = 88.65% hidden units = 175 hidden layers = 1 @ @ +@ @ [10] AUPR = 67.12% MCC = 0.66 F1_score = 0.71 AUROC = 88.37% hidden units = 200 hidden layers = 1 @ @ +@ @ [11] AUPR = 67.5% MCC = 0.67 F1_score = 0.72 AUROC = 89.66% hidden units = 225 hidden layers = 1 @ @ +@ @ [12] AUPR = 68.67% MCC = 0.68 F1_score = 0.73 AUROC = 89.27% hidden units = 250 hidden layers = 1 @ @ +@ @ [13] AUPR = 67.87% MCC = 0.65 F1_score = 0.7 AUROC = 89.53% hidden units = 275 hidden layers = 1 @ @ +@ @ [14] AUPR = 65.02% MCC = 0.66 F1_score = 0.71 AUROC = 90.01% hidden units = 300 hidden layers = 1 @ @ +@ @ [15] AUPR = 69% MCC = 0.67 F1_score = 0.72 AUROC = 89.27% hidden units = 350 hidden layers = 1 @ @ +@ @ [16] AUPR = 68.58% MCC = 0.67 F1_score = 0.72 AUROC = 90.11% hidden units = 400 hidden layers = 1 @ @ +@ @ [17] AUPR = 75.42% MCC = 0.66 F1_score = 0.69 AUROC = 93.45% hidden units = 5 hidden layers = 2 @ @ +@ @ [18] AUPR = 73.96% MCC = 0.67 F1_score = 0.71 AUROC = 91.9% hidden units = 10 hidden layers = 2 @ @ +@ @ [19] AUPR = 60.9% MCC = 0.63 F1_score = 0.7 AUROC = 89.77% hidden units = 25 hidden layers = 2 @ @ +@ @ [20] AUPR = 43% MCC = 0.68 F1_score = 0.75 AUROC = 89.38% hidden units = 50 hidden layers = 2 @ @ +@ @ [21] AUPR = 56.25% MCC = 0.67 F1_score = 0.73 AUROC = 88.13% hidden units = 75 hidden layers = 2 @ @ +@ @ [22] AUPR = 64.46% MCC = 0.69 F1_score = 0.74 AUROC = 86.73% hidden units = 100 hidden layers = 2 @ @ +@ @ [23] AUPR = 61.08% MCC = 0.69 F1_score = 0.75 AUROC = 88.74% hidden units = 125 hidden layers = 2 @ @ +@ @ [24] AUPR = 40.34% MCC = 0.7 F1_score = 0.75 AUROC = 87.22% hidden units = 150 hidden layers = 2 @ @ +@ @ [25] AUPR = 63.69% MCC = 0.69 F1_score = 0.75 AUROC = 87.79% hidden units = 175 hidden layers = 2 @ @ +@ @ [26] AUPR = 60.1% MCC = 0.68 F1_score = 0.73 AUROC = 88.61% hidden units = 200 hidden layers = 2 @ @ +@ @ [27] AUPR = 62.41% MCC = 0.71 F1_score = 0.77 AUROC = 90.99% hidden units = 225 hidden layers = 2 @ @ +@ @ [28] AUPR = 58.33% MCC = 0.69 F1_score = 0.74 AUROC = 87.95% hidden units = 250 hidden layers = 2 @ @ +@ @ [29] AUPR = 64.31% MCC = 0.69 F1_score = 0.74 AUROC = 89% hidden units = 275 hidden layers = 2 @ @ +@ @ [30] AUPR = 61.1% MCC = 0.71 F1_score = 0.76 AUROC = 91.05% hidden units = 300 hidden layers = 2 @ @ +@ @ [31] AUPR = 70.96% MCC = 0.72 F1_score = 0.76 AUROC = 89.56% hidden units = 350 hidden layers = 2 @ @ +@ @ [32] AUPR = 64% MCC = 0.71 F1_score = 0.76 AUROC = 89.57% hidden units = 400 hidden layers = 2 @ @ +@ @ [33] AUPR = 74.3% MCC = 0.65 F1_score = 0.68 AUROC = 92.09% hidden units = 5 hidden layers = 3 @ @ +@ @ [34] AUPR = 73.14% MCC = 0.69 F1_score = 0.74 AUROC = 92.79% hidden units = 10 hidden layers = 3 @ @ +@ @ [35] AUPR = 73.98% MCC = 0.69 F1_score = 0.74 AUROC = 91.67% hidden units = 25 hidden layers = 3 @ @ +@ @ [36] AUPR = 42.87% MCC = 0.67 F1_score = 0.73 AUROC = 86.43% hidden units = 50 hidden layers = 3 @ @ +@ @ [37] AUPR = 59.44% MCC = 0.68 F1_score = 0.73 AUROC = 87.39% hidden units = 75 hidden layers = 3 @ @ +@ @ [38] AUPR = 68.08% MCC = 0.71 F1_score = 0.77 AUROC = 89.49% hidden units = 100 hidden layers = 3 @ @ +@ @ [39] AUPR = 63.34% MCC = 0.7 F1_score = 0.77 AUROC = 89.11% hidden units = 125 hidden layers = 3 @ @ +@ @ [40] AUPR = 54.56% MCC = 0.71 F1_score = 0.78 AUROC = 90% hidden units = 150 hidden layers = 3 @ @ +@ @ [41] AUPR = 54.61% MCC = 0.69 F1_score = 0.76 AUROC = 86.77% hidden units = 175 hidden layers = 3 @ @ +@ @ [42] AUPR = 56.23% MCC = 0.69 F1_score = 0.75 AUROC = 89% hidden units = 200 hidden layers = 3 @ @ +@ @ [43] AUPR = 63.6% MCC = 0.71 F1_score = 0.76 AUROC = 88.5% hidden units = 225 hidden layers = 3 @ @ +@ @ [44] AUPR = 61.9% MCC = 0.72 F1_score = 0.77 AUROC = 87.83% hidden units = 250 hidden layers = 3 @ @ +@ @ [45] AUPR = 63.66% MCC = 0.72 F1_score = 0.77 AUROC = 88.86% hidden units = 275 hidden layers = 3 @ @ +@ @ [46] AUPR = 62.79% MCC = 0.71 F1_score = 0.77 AUROC = 88.56% hidden units = 300 hidden layers = 3 @ @ +@ @ [47] AUPR = 64.85% MCC = 0.72 F1_score = 0.77 AUROC = 90.08% hidden units = 350 hidden layers = 3 @ @ +@ @ [48] AUPR = 56.11% MCC = 0.72 F1_score = 0.78 AUROC = 90.35% hidden units = 400 hidden layers = 3 @ @ + +modelFileVect[48] +modelFileToLoad =./models/model_hus400_hl3_time1524225979 + + +### executeTest(loadedModel, test_patient_profile) + +Correct predictions = 91.04% +#FPplusFN=2088 +minError=173 minErrorIndex=1 globalThreshold =-1.3236034932572 +metrics area_roc = 93.4% +(beta) metrics area_precision_recall = 70.26% + +duration the new area_roc metrics ROC_AUC_computer function: 0 seconds +duration the new area_roc metrics ROC_AUC_computer function: 00 days, 00 hours, 00 minutes, 00 seconds +TOTAL: + FN = 143 / 535 (truth == 1) & (prediction < threshold) + TP = 392 / 535 (truth == 1) & (prediction >= threshold) + + FP = 44 / 1,553 (truth == 0) & (prediction >= threshold) + TN = 1,509 / 1,553 (truth == 0) & (prediction < threshold) + + +:::: Matthews correlation coefficient = +0.76 :::: + +accuracy = 0.91 = (tp + tn) / (tp + tn +fn + fp) [worst = -1, best = +1] +f1_score = 0.81 = (2*tp) / (2*tp+fp+fn) [worst = 0, best = 1] +':':':':' lastMCC = 0.76 lastF1score = 0.81 ':':':':' +command: rm ./models/model_hus5_hl1_time1524153591 +command: rm ./models/model_hus10_hl1_time1524153686 +command: rm ./models/model_hus25_hl1_time1524153785 +command: rm ./models/model_hus50_hl1_time1524153904 +command: rm ./models/model_hus75_hl1_time1524154050 +command: rm ./models/model_hus100_hl1_time1524154226 +command: rm ./models/model_hus125_hl1_time1524154437 +command: rm ./models/model_hus150_hl1_time1524154687 +command: rm ./models/model_hus175_hl1_time1524154988 +command: rm ./models/model_hus200_hl1_time1524155342 +command: rm ./models/model_hus225_hl1_time1524155746 +command: rm ./models/model_hus250_hl1_time1524156214 +command: rm ./models/model_hus275_hl1_time1524156756 +command: rm ./models/model_hus300_hl1_time1524157373 +command: rm ./models/model_hus350_hl1_time1524160759 +command: rm ./models/model_hus400_hl1_time1524164556 +command: rm ./models/model_hus5_hl2_time1524164667 +command: rm ./models/model_hus10_hl2_time1524164781 +command: rm ./models/model_hus25_hl2_time1524164906 +command: rm ./models/model_hus50_hl2_time1524165063 +command: rm ./models/model_hus75_hl2_time1524165262 +command: rm ./models/model_hus100_hl2_time1524165517 +command: rm ./models/model_hus125_hl2_time1524165836 +command: rm ./models/model_hus150_hl2_time1524166232 +command: rm ./models/model_hus175_hl2_time1524166715 +command: rm ./models/model_hus200_hl2_time1524167299 +command: rm ./models/model_hus225_hl2_time1524170578 +command: rm ./models/model_hus250_hl2_time1524174093 +command: rm ./models/model_hus275_hl2_time1524177864 +command: rm ./models/model_hus300_hl2_time1524181827 +command: rm ./models/model_hus350_hl2_time1524186174 +command: rm ./models/model_hus400_hl2_time1524190880 +command: rm ./models/model_hus5_hl3_time1524191008 +command: rm ./models/model_hus10_hl3_time1524191138 +command: rm ./models/model_hus25_hl3_time1524191284 +command: rm ./models/model_hus50_hl3_time1524191476 +command: rm ./models/model_hus75_hl3_time1524191728 +command: rm ./models/model_hus100_hl3_time1524192059 +command: rm ./models/model_hus125_hl3_time1524192482 +command: rm ./models/model_hus150_hl3_time1524193019 +command: rm ./models/model_hus175_hl3_time1524193691 +command: rm ./models/model_hus200_hl3_time1524197262 +command: rm ./models/model_hus225_hl3_time1524201141 +command: rm ./models/model_hus250_hl3_time1524205219 +command: rm ./models/model_hus275_hl3_time1524209553 +command: rm ./models/model_hus300_hl3_time1524214060 +command: rm ./models/model_hus350_hl3_time1524219244 +command: rm ./models/model_hus400_hl3_time1524225979 + +duration complete execution: 72,488 seconds +duration complete execution: 00 days, 20 hours, 08 minutes, 08 seconds