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--- a +++ b/results/2018-04-19_rand70296_momentumOn @@ -0,0 +1,2648 @@ +Your job 652727 ("momentum") has been submitted + + + @ @ @ @ @ @ START @ @ @ @ @ @ @ +file: script_start.lua +author Davide Chicco <davide.chicco@gmail.com> +Thu Apr 19 11:55:13 2018 +Readin' ../data/LungCancerDataset_AllRecords_NORM.csv + +OPTIM_PACKAGE = true +XAVIER_INITIALIZATION = false +DROPOUT_FLAG = false +MOMENTUM_ALPHA = 0.5 +MOMENTUM = true +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 = 2.30232% +completion: 8% (epoch=16)(element=6266) loss = 0 error progress = 2.13435% +completion: 12% (epoch=24)(element=6266) loss = 0 error progress = 2.03992% +completion: 16% (epoch=32)(element=6266) loss = 0 error progress = 1.9698% +completion: 20% (epoch=40)(element=6266) loss = 0 error progress = 1.91929% +completion: 24% (epoch=48)(element=6266) loss = 0 error progress = 1.88119% +completion: 28% (epoch=56)(element=6266) loss = 0 error progress = 1.85014% +completion: 32% (epoch=64)(element=6266) loss = 0 error progress = 1.82565% +completion: 36% (epoch=72)(element=6266) loss = 0 error progress = 1.80564% +completion: 40% (epoch=80)(element=6266) loss = 0 error progress = 1.78772% +completion: 44% (epoch=88)(element=6266) loss = 0 error progress = 1.7717% +completion: 48% (epoch=96)(element=6266) loss = 0 error progress = 1.75757% +completion: 52% (epoch=104)(element=6266) loss = 0 error progress = 1.7455% +completion: 56% (epoch=112)(element=6266) loss = 0 error progress = 1.73486% +completion: 60% (epoch=120)(element=6266) loss = 0 error progress = 1.72544% +completion: 64% (epoch=128)(element=6266) loss = 0 error progress = 1.71717% +completion: 68% (epoch=136)(element=6266) loss = 0 error progress = 1.7095% +completion: 72% (epoch=144)(element=6266) loss = 0 error progress = 1.70248% +completion: 76% (epoch=152)(element=6266) loss = 0 error progress = 1.69593% +completion: 80% (epoch=160)(element=6266) loss = 0 error progress = 1.68978% +completion: 84% (epoch=168)(element=6266) loss = 0 error progress = 1.68423% +completion: 88% (epoch=176)(element=6266) loss = 0 error progress = 1.67896% +completion: 92% (epoch=184)(element=6266) loss = 0 error progress = 1.67398% +completion: 96% (epoch=192)(element=6266) loss = 0 error progress = 1.66921% +completion: 100% (epoch=200)(element=6266) loss = 0 error progress = 1.66453% + + +### executeTest(perceptron, validation_patient_profile) + +Correct predictions = 87.17% +#FPplusFN=2089 +minError=222 minErrorIndex=1 globalThreshold =-1.022067927724 +metrics area_roc = 92.93% +(beta) metrics area_precision_recall = 74.06% + +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 = 256 / 516 (truth == 1) & (prediction < threshold) + TP = 260 / 516 (truth == 1) & (prediction >= threshold) + + FP = 12 / 1,573 (truth == 0) & (prediction >= threshold) + TN = 1,561 / 1,573 (truth == 0) & (prediction < threshold) + + +:::: Matthews correlation coefficient = +0.64 :::: + +accuracy = 0.87 = (tp + tn) / (tp + tn +fn + fp) [worst = -1, best = +1] +f1_score = 0.66 = (2*tp) / (2*tp+fp+fn) [worst = 0, best = 1] +Saved model file: ./models/model_hus5_hl1_time1524153396 + +$$$ hidden_units = 10 hidden_layers = 1 $$$ +completion: 4% (epoch=8)(element=6266) loss = 0.004 error progress = 2.37002% +completion: 8% (epoch=16)(element=6266) loss = 0.001 error progress = 2.17925% +completion: 12% (epoch=24)(element=6266) loss = 0.001 error progress = 2.07313% +completion: 16% (epoch=32)(element=6266) loss = 0 error progress = 2.00113% +completion: 20% (epoch=40)(element=6266) loss = 0 error progress = 1.9468% +completion: 24% (epoch=48)(element=6266) loss = 0 error progress = 1.90434% +completion: 28% (epoch=56)(element=6266) loss = 0.001 error progress = 1.86945% +completion: 32% (epoch=64)(element=6266) loss = 0.001 error progress = 1.83801% +completion: 36% (epoch=72)(element=6266) loss = 0.001 error progress = 1.81183% +completion: 40% (epoch=80)(element=6266) loss = 0.001 error progress = 1.78914% +completion: 44% (epoch=88)(element=6266) loss = 0.001 error progress = 1.76952% +completion: 48% (epoch=96)(element=6266) loss = 0.001 error progress = 1.752% +completion: 52% (epoch=104)(element=6266) loss = 0 error progress = 1.73649% +completion: 56% (epoch=112)(element=6266) loss = 0 error progress = 1.72183% +completion: 60% (epoch=120)(element=6266) loss = 0 error progress = 1.70837% +completion: 64% (epoch=128)(element=6266) loss = 0 error progress = 1.69598% +completion: 68% (epoch=136)(element=6266) loss = 0 error progress = 1.68453% +completion: 72% (epoch=144)(element=6266) loss = 0 error progress = 1.67427% +completion: 76% (epoch=152)(element=6266) loss = 0 error progress = 1.66492% +completion: 80% (epoch=160)(element=6266) loss = 0 error progress = 1.65647% +completion: 84% (epoch=168)(element=6266) loss = 0 error progress = 1.64887% +completion: 88% (epoch=176)(element=6266) loss = 0 error progress = 1.64189% +completion: 92% (epoch=184)(element=6266) loss = 0 error progress = 1.63539% +completion: 96% (epoch=192)(element=6266) loss = 0 error progress = 1.62909% +completion: 100% (epoch=200)(element=6266) loss = 0 error progress = 1.62296% + + +### executeTest(perceptron, validation_patient_profile) + +Correct predictions = 88.13% +#FPplusFN=2089 +minError=195 minErrorIndex=1 globalThreshold =-1.1327199572288 +metrics area_roc = 92.56% +(beta) metrics area_precision_recall = 75.68% + +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 = 227 / 516 (truth == 1) & (prediction < threshold) + TP = 289 / 516 (truth == 1) & (prediction >= threshold) + + FP = 21 / 1,573 (truth == 0) & (prediction >= threshold) + TN = 1,552 / 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 = 0.7 = (2*tp) / (2*tp+fp+fn) [worst = 0, best = 1] +Saved model file: ./models/model_hus10_hl1_time1524153477 + +$$$ hidden_units = 25 hidden_layers = 1 $$$ +completion: 4% (epoch=8)(element=6266) loss = 0 error progress = 2.25225% +completion: 8% (epoch=16)(element=6266) loss = 0 error progress = 2.08657% +completion: 12% (epoch=24)(element=6266) loss = 0 error progress = 1.97671% +completion: 16% (epoch=32)(element=6266) loss = 0 error progress = 1.89222% +completion: 20% (epoch=40)(element=6266) loss = 0 error progress = 1.82992% +completion: 24% (epoch=48)(element=6266) loss = 0 error progress = 1.78251% +completion: 28% (epoch=56)(element=6266) loss = 0 error progress = 1.74252% +completion: 32% (epoch=64)(element=6266) loss = 0 error progress = 1.707% +completion: 36% (epoch=72)(element=6266) loss = 0 error progress = 1.67568% +completion: 40% (epoch=80)(element=6266) loss = 0 error progress = 1.64911% +completion: 44% (epoch=88)(element=6266) loss = 0 error progress = 1.6252% +completion: 48% (epoch=96)(element=6266) loss = 0.001 error progress = 1.60422% +completion: 52% (epoch=104)(element=6266) loss = 0 error progress = 1.58463% +completion: 56% (epoch=112)(element=6266) loss = 0.001 error progress = 1.56608% +completion: 60% (epoch=120)(element=6266) loss = 0.001 error progress = 1.5485% +completion: 64% (epoch=128)(element=6266) loss = 0.001 error progress = 1.53173% +completion: 68% (epoch=136)(element=6266) loss = 0.001 error progress = 1.51636% +completion: 72% (epoch=144)(element=6266) loss = 0.001 error progress = 1.50222% +completion: 76% (epoch=152)(element=6266) loss = 0.001 error progress = 1.48837% +completion: 80% (epoch=160)(element=6266) loss = 0.001 error progress = 1.47529% +completion: 84% (epoch=168)(element=6266) loss = 0.001 error progress = 1.4627% +completion: 88% (epoch=176)(element=6266) loss = 0.001 error progress = 1.45086% +completion: 92% (epoch=184)(element=6266) loss = 0.001 error progress = 1.43945% +completion: 96% (epoch=192)(element=6266) loss = 0.001 error progress = 1.42849% +completion: 100% (epoch=200)(element=6266) loss = 0.001 error progress = 1.41807% + + +### executeTest(perceptron, validation_patient_profile) + +Correct predictions = 88.03% +#FPplusFN=2089 +minError=220 minErrorIndex=1 globalThreshold =-1.9204556405998 +metrics area_roc = 90.86% +(beta) metrics area_precision_recall = 60.11% + +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 = 214 / 516 (truth == 1) & (prediction < threshold) + TP = 302 / 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 = +0.66 :::: + +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_hus25_hl1_time1524153564 + +$$$ hidden_units = 50 hidden_layers = 1 $$$ +completion: 4% (epoch=8)(element=6266) loss = 0 error progress = 2.19993% +completion: 8% (epoch=16)(element=6266) loss = 0 error progress = 2.01681% +completion: 12% (epoch=24)(element=6266) loss = 0 error progress = 1.90167% +completion: 16% (epoch=32)(element=6266) loss = 0 error progress = 1.81744% +completion: 20% (epoch=40)(element=6266) loss = 0 error progress = 1.75153% +completion: 24% (epoch=48)(element=6266) loss = 0 error progress = 1.69719% +completion: 28% (epoch=56)(element=6266) loss = 0.001 error progress = 1.64875% +completion: 32% (epoch=64)(element=6266) loss = 0 error progress = 1.60496% +completion: 36% (epoch=72)(element=6266) loss = 0 error progress = 1.56502% +completion: 40% (epoch=80)(element=6266) loss = 0 error progress = 1.52813% +completion: 44% (epoch=88)(element=6266) loss = 0 error progress = 1.49445% +completion: 48% (epoch=96)(element=6266) loss = 0 error progress = 1.46373% +completion: 52% (epoch=104)(element=6266) loss = 0 error progress = 1.43414% +completion: 56% (epoch=112)(element=6266) loss = 0 error progress = 1.4052% +completion: 60% (epoch=120)(element=6266) loss = 0 error progress = 1.37746% +completion: 64% (epoch=128)(element=6266) loss = 0 error progress = 1.35151% +completion: 68% (epoch=136)(element=6266) loss = 0 error progress = 1.32474% +completion: 72% (epoch=144)(element=6266) loss = 0 error progress = 1.29823% +completion: 76% (epoch=152)(element=6266) loss = 0 error progress = 1.27271% +completion: 80% (epoch=160)(element=6266) loss = 0 error progress = 1.24946% +completion: 84% (epoch=168)(element=6266) loss = 0 error progress = 1.22623% +completion: 88% (epoch=176)(element=6266) loss = 0 error progress = 1.20375% +completion: 92% (epoch=184)(element=6266) loss = 0 error progress = 1.18256% +completion: 96% (epoch=192)(element=6266) loss = 0 error progress = 1.16265% +completion: 100% (epoch=200)(element=6266) loss = 0 error progress = 1.14356% + + +### executeTest(perceptron, validation_patient_profile) + +Correct predictions = 86.02% +#FPplusFN=2089 +minError=234 minErrorIndex=1 globalThreshold =-2.5926831366438 +metrics area_roc = 89.13% +(beta) metrics area_precision_recall = 62.32% + +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 = 248 / 516 (truth == 1) & (prediction < threshold) + TP = 268 / 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 = +0.59 :::: + +accuracy = 0.86 = (tp + tn) / (tp + tn +fn + fp) [worst = -1, best = +1] +f1_score = 0.65 = (2*tp) / (2*tp+fp+fn) [worst = 0, best = 1] +Saved model file: ./models/model_hus50_hl1_time1524153664 + +$$$ hidden_units = 75 hidden_layers = 1 $$$ +completion: 4% (epoch=8)(element=6266) loss = 0 error progress = 2.16036% +completion: 8% (epoch=16)(element=6266) loss = 0 error progress = 1.98056% +completion: 12% (epoch=24)(element=6266) loss = 0 error progress = 1.87057% +completion: 16% (epoch=32)(element=6266) loss = 0 error progress = 1.78901% +completion: 20% (epoch=40)(element=6266) loss = 0 error progress = 1.72432% +completion: 24% (epoch=48)(element=6266) loss = 0 error progress = 1.66862% +completion: 28% (epoch=56)(element=6266) loss = 0 error progress = 1.61911% +completion: 32% (epoch=64)(element=6266) loss = 0 error progress = 1.57352% +completion: 36% (epoch=72)(element=6266) loss = 0 error progress = 1.53171% +completion: 40% (epoch=80)(element=6266) loss = 0 error progress = 1.49123% +completion: 44% (epoch=88)(element=6266) loss = 0 error progress = 1.45292% +completion: 48% (epoch=96)(element=6266) loss = 0 error progress = 1.41613% +completion: 52% (epoch=104)(element=6266) loss = 0 error progress = 1.37979% +completion: 56% (epoch=112)(element=6266) loss = 0 error progress = 1.34501% +completion: 60% (epoch=120)(element=6266) loss = 0 error progress = 1.31059% +completion: 64% (epoch=128)(element=6266) loss = 0 error progress = 1.27835% +completion: 68% (epoch=136)(element=6266) loss = 0 error progress = 1.2478% +completion: 72% (epoch=144)(element=6266) loss = 0 error progress = 1.21954% +completion: 76% (epoch=152)(element=6266) loss = 0 error progress = 1.19268% +completion: 80% (epoch=160)(element=6266) loss = 0 error progress = 1.16733% +completion: 84% (epoch=168)(element=6266) loss = 0 error progress = 1.14259% +completion: 88% (epoch=176)(element=6266) loss = 0 error progress = 1.11976% +completion: 92% (epoch=184)(element=6266) loss = 0 error progress = 1.09704% +completion: 96% (epoch=192)(element=6266) loss = 0 error progress = 1.07487% +completion: 100% (epoch=200)(element=6266) loss = 0 error progress = 1.05368% + + +### executeTest(perceptron, validation_patient_profile) + +Correct predictions = 88.46% +#FPplusFN=2089 +minError=230 minErrorIndex=1 globalThreshold =-2.560581222971 +metrics area_roc = 88.63% +(beta) metrics area_precision_recall = 61.39% + +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 = 54 / 1,573 (truth == 0) & (prediction >= threshold) + TN = 1,519 / 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_hl1_time1524153780 + +$$$ hidden_units = 100 hidden_layers = 1 $$$ +completion: 4% (epoch=8)(element=6266) loss = 0 error progress = 2.15569% +completion: 8% (epoch=16)(element=6266) loss = 0 error progress = 1.9779% +completion: 12% (epoch=24)(element=6266) loss = 0 error progress = 1.86739% +completion: 16% (epoch=32)(element=6266) loss = 0 error progress = 1.78141% +completion: 20% (epoch=40)(element=6266) loss = 0 error progress = 1.71064% +completion: 24% (epoch=48)(element=6266) loss = 0 error progress = 1.648% +completion: 28% (epoch=56)(element=6266) loss = 0.001 error progress = 1.59018% +completion: 32% (epoch=64)(element=6266) loss = 0 error progress = 1.53485% +completion: 36% (epoch=72)(element=6266) loss = 0 error progress = 1.48382% +completion: 40% (epoch=80)(element=6266) loss = 0 error progress = 1.43337% +completion: 44% (epoch=88)(element=6266) loss = 0.001 error progress = 1.38486% +completion: 48% (epoch=96)(element=6266) loss = 0.001 error progress = 1.33776% +completion: 52% (epoch=104)(element=6266) loss = 0 error progress = 1.29229% +completion: 56% (epoch=112)(element=6266) loss = 0 error progress = 1.24932% +completion: 60% (epoch=120)(element=6266) loss = 0 error progress = 1.20979% +completion: 64% (epoch=128)(element=6266) loss = 0 error progress = 1.17232% +completion: 68% (epoch=136)(element=6266) loss = 0 error progress = 1.13893% +completion: 72% (epoch=144)(element=6266) loss = 0 error progress = 1.10786% +completion: 76% (epoch=152)(element=6266) loss = 0 error progress = 1.07814% +completion: 80% (epoch=160)(element=6266) loss = 0 error progress = 1.05005% +completion: 84% (epoch=168)(element=6266) loss = 0 error progress = 1.02392% +completion: 88% (epoch=176)(element=6266) loss = 0 error progress = 0.99883% +completion: 92% (epoch=184)(element=6266) loss = 0 error progress = 0.97455% +completion: 96% (epoch=192)(element=6266) loss = 0 error progress = 0.95199% +completion: 100% (epoch=200)(element=6266) loss = 0 error progress = 0.92963% + + +### executeTest(perceptron, validation_patient_profile) + +Correct predictions = 87.08% +#FPplusFN=2089 +minError=225 minErrorIndex=1 globalThreshold =-2.8011944648354 +metrics area_roc = 87.3% +(beta) metrics area_precision_recall = 61.98% + +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 = 229 / 516 (truth == 1) & (prediction < threshold) + TP = 287 / 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 = +0.63 :::: + +accuracy = 0.87 = (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_hus100_hl1_time1524153913 + +$$$ hidden_units = 125 hidden_layers = 1 $$$ +completion: 4% (epoch=8)(element=6266) loss = 0 error progress = 2.15465% +completion: 8% (epoch=16)(element=6266) loss = 0 error progress = 1.96076% +completion: 12% (epoch=24)(element=6266) loss = 0 error progress = 1.83982% +completion: 16% (epoch=32)(element=6266) loss = 0 error progress = 1.75143% +completion: 20% (epoch=40)(element=6266) loss = 0 error progress = 1.68006% +completion: 24% (epoch=48)(element=6266) loss = 0 error progress = 1.61404% +completion: 28% (epoch=56)(element=6266) loss = 0 error progress = 1.55021% +completion: 32% (epoch=64)(element=6266) loss = 0 error progress = 1.48914% +completion: 36% (epoch=72)(element=6266) loss = 0 error progress = 1.42956% +completion: 40% (epoch=80)(element=6266) loss = 0.001 error progress = 1.37204% +completion: 44% (epoch=88)(element=6266) loss = 0 error progress = 1.31754% +completion: 48% (epoch=96)(element=6266) loss = 0 error progress = 1.26669% +completion: 52% (epoch=104)(element=6266) loss = 0 error progress = 1.21884% +completion: 56% (epoch=112)(element=6266) loss = 0 error progress = 1.17563% +completion: 60% (epoch=120)(element=6266) loss = 0 error progress = 1.13477% +completion: 64% (epoch=128)(element=6266) loss = 0 error progress = 1.09649% +completion: 68% (epoch=136)(element=6266) loss = 0 error progress = 1.06081% +completion: 72% (epoch=144)(element=6266) loss = 0 error progress = 1.02694% +completion: 76% (epoch=152)(element=6266) loss = 0 error progress = 0.996% +completion: 80% (epoch=160)(element=6266) loss = 0 error progress = 0.96615% +completion: 84% (epoch=168)(element=6266) loss = 0 error progress = 0.93749% +completion: 88% (epoch=176)(element=6266) loss = 0 error progress = 0.91009% +completion: 92% (epoch=184)(element=6266) loss = 0 error progress = 0.88513% +completion: 96% (epoch=192)(element=6266) loss = 0 error progress = 0.86135% +completion: 100% (epoch=200)(element=6266) loss = 0 error progress = 0.83799% + + +### executeTest(perceptron, validation_patient_profile) + +Correct predictions = 86.6% +#FPplusFN=2089 +minError=234 minErrorIndex=1 globalThreshold =-2.5814288450508 +metrics area_roc = 87.3% +(beta) metrics area_precision_recall = 63.98% + +duration the new area_roc metrics ROC_AUC_computer function: 1 seconds +duration the new area_roc metrics ROC_AUC_computer function: 00 days, 00 hours, 00 minutes, 01 seconds +TOTAL: + FN = 238 / 516 (truth == 1) & (prediction < threshold) + TP = 278 / 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 = +0.61 :::: + +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_hus125_hl1_time1524154068 + +$$$ hidden_units = 150 hidden_layers = 1 $$$ +completion: 4% (epoch=8)(element=6266) loss = 0 error progress = 2.14331% +completion: 8% (epoch=16)(element=6266) loss = 0 error progress = 1.95253% +completion: 12% (epoch=24)(element=6266) loss = 0 error progress = 1.83171% +completion: 16% (epoch=32)(element=6266) loss = 0 error progress = 1.73914% +completion: 20% (epoch=40)(element=6266) loss = 0 error progress = 1.66326% +completion: 24% (epoch=48)(element=6266) loss = 0.001 error progress = 1.59758% +completion: 28% (epoch=56)(element=6266) loss = 0.001 error progress = 1.53516% +completion: 32% (epoch=64)(element=6266) loss = 0.001 error progress = 1.47372% +completion: 36% (epoch=72)(element=6266) loss = 0.002 error progress = 1.4144% +completion: 40% (epoch=80)(element=6266) loss = 0.001 error progress = 1.35627% +completion: 44% (epoch=88)(element=6266) loss = 0.001 error progress = 1.30296% +completion: 48% (epoch=96)(element=6266) loss = 0.001 error progress = 1.25312% +completion: 52% (epoch=104)(element=6266) loss = 0.002 error progress = 1.20552% +completion: 56% (epoch=112)(element=6266) loss = 0.002 error progress = 1.16108% +completion: 60% (epoch=120)(element=6266) loss = 0.005 error progress = 1.11983% +completion: 64% (epoch=128)(element=6266) loss = 0.002 error progress = 1.08127% +completion: 68% (epoch=136)(element=6266) loss = 0.002 error progress = 1.0446% +completion: 72% (epoch=144)(element=6266) loss = 0.002 error progress = 1.01128% +completion: 76% (epoch=152)(element=6266) loss = 0.002 error progress = 0.97886% +completion: 80% (epoch=160)(element=6266) loss = 0.002 error progress = 0.94885% +completion: 84% (epoch=168)(element=6266) loss = 0.002 error progress = 0.91998% +completion: 88% (epoch=176)(element=6266) loss = 0.003 error progress = 0.89313% +completion: 92% (epoch=184)(element=6266) loss = 0.002 error progress = 0.86755% +completion: 96% (epoch=192)(element=6266) loss = 0.001 error progress = 0.84335% +completion: 100% (epoch=200)(element=6266) loss = 0.001 error progress = 0.82094% + + +### executeTest(perceptron, validation_patient_profile) + +Correct predictions = 86.6% +#FPplusFN=2089 +minError=244 minErrorIndex=1 globalThreshold =-3.224821845885 +metrics area_roc = 87.17% +(beta) metrics area_precision_recall = 63.98% + +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 = 228 / 516 (truth == 1) & (prediction < threshold) + TP = 288 / 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 = +0.61 :::: + +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_hus150_hl1_time1524154244 + +$$$ hidden_units = 175 hidden_layers = 1 $$$ +completion: 4% (epoch=8)(element=6266) loss = 0 error progress = 2.15465% +completion: 8% (epoch=16)(element=6266) loss = 0 error progress = 1.96178% +completion: 12% (epoch=24)(element=6266) loss = 0 error progress = 1.83869% +completion: 16% (epoch=32)(element=6266) loss = 0 error progress = 1.74036% +completion: 20% (epoch=40)(element=6266) loss = 0.001 error progress = 1.65831% +completion: 24% (epoch=48)(element=6266) loss = 0 error progress = 1.58465% +completion: 28% (epoch=56)(element=6266) loss = 0 error progress = 1.51523% +completion: 32% (epoch=64)(element=6266) loss = 0 error progress = 1.44734% +completion: 36% (epoch=72)(element=6266) loss = 0 error progress = 1.3802% +completion: 40% (epoch=80)(element=6266) loss = 0 error progress = 1.31647% +completion: 44% (epoch=88)(element=6266) loss = 0.001 error progress = 1.25722% +completion: 48% (epoch=96)(element=6266) loss = 0.001 error progress = 1.20289% +completion: 52% (epoch=104)(element=6266) loss = 0.002 error progress = 1.15446% +completion: 56% (epoch=112)(element=6266) loss = 0.002 error progress = 1.10892% +completion: 60% (epoch=120)(element=6266) loss = 0 error progress = 1.0668% +completion: 64% (epoch=128)(element=6266) loss = 0 error progress = 1.02684% +completion: 68% (epoch=136)(element=6266) loss = 0 error progress = 0.98928% +completion: 72% (epoch=144)(element=6266) loss = 0 error progress = 0.95381% +completion: 76% (epoch=152)(element=6266) loss = 0 error progress = 0.92172% +completion: 80% (epoch=160)(element=6266) loss = 0 error progress = 0.89% +completion: 84% (epoch=168)(element=6266) loss = 0 error progress = 0.86172% +completion: 88% (epoch=176)(element=6266) loss = 0 error progress = 0.83428% +completion: 92% (epoch=184)(element=6266) loss = 0 error progress = 0.80853% +completion: 96% (epoch=192)(element=6266) loss = 0 error progress = 0.78468% +completion: 100% (epoch=200)(element=6266) loss = 0 error progress = 0.76255% + + +### executeTest(perceptron, validation_patient_profile) + +Correct predictions = 87.31% +#FPplusFN=2089 +minError=237 minErrorIndex=1 globalThreshold =-2.8104707140048 +metrics area_roc = 87.69% +(beta) metrics area_precision_recall = 61.67% + +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 = 229 / 516 (truth == 1) & (prediction < threshold) + TP = 287 / 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 = +0.64 :::: + +accuracy = 0.87 = (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_hus175_hl1_time1524154451 + +$$$ hidden_units = 200 hidden_layers = 1 $$$ +completion: 4% (epoch=8)(element=6266) loss = 0 error progress = 2.15311% +completion: 8% (epoch=16)(element=6266) loss = 0 error progress = 1.95469% +completion: 12% (epoch=24)(element=6266) loss = 0 error progress = 1.82543% +completion: 16% (epoch=32)(element=6266) loss = 0 error progress = 1.72231% +completion: 20% (epoch=40)(element=6266) loss = 0 error progress = 1.63323% +completion: 24% (epoch=48)(element=6266) loss = 0 error progress = 1.54945% +completion: 28% (epoch=56)(element=6266) loss = 0 error progress = 1.46863% +completion: 32% (epoch=64)(element=6266) loss = 0.001 error progress = 1.39084% +completion: 36% (epoch=72)(element=6266) loss = 0.001 error progress = 1.31753% +completion: 40% (epoch=80)(element=6266) loss = 0.002 error progress = 1.25009% +completion: 44% (epoch=88)(element=6266) loss = 0.004 error progress = 1.19001% +completion: 48% (epoch=96)(element=6266) loss = 0.002 error progress = 1.13653% +completion: 52% (epoch=104)(element=6266) loss = 0.001 error progress = 1.0877% +completion: 56% (epoch=112)(element=6266) loss = 0.001 error progress = 1.04448% +completion: 60% (epoch=120)(element=6266) loss = 0 error progress = 1.00202% +completion: 64% (epoch=128)(element=6266) loss = 0 error progress = 0.96322% +completion: 68% (epoch=136)(element=6266) loss = 0 error progress = 0.92706% +completion: 72% (epoch=144)(element=6266) loss = 0 error progress = 0.89302% +completion: 76% (epoch=152)(element=6266) loss = 0 error progress = 0.86101% +completion: 80% (epoch=160)(element=6266) loss = 0 error progress = 0.83139% +completion: 84% (epoch=168)(element=6266) loss = 0 error progress = 0.80282% +completion: 88% (epoch=176)(element=6266) loss = 0 error progress = 0.77696% +completion: 92% (epoch=184)(element=6266) loss = 0 error progress = 0.75228% +completion: 96% (epoch=192)(element=6266) loss = 0.001 error progress = 0.72946% +completion: 100% (epoch=200)(element=6266) loss = 0.001 error progress = 0.70778% + + +### executeTest(perceptron, validation_patient_profile) + +Correct predictions = 87.41% +#FPplusFN=2089 +minError=224 minErrorIndex=1 globalThreshold =-2.1377539892954 +metrics area_roc = 88.81% +(beta) metrics area_precision_recall = 66.57% + +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 = 226 / 516 (truth == 1) & (prediction < threshold) + TP = 290 / 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 = 0.87 = (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_hus200_hl1_time1524154689 + +$$$ hidden_units = 225 hidden_layers = 1 $$$ +completion: 4% (epoch=8)(element=6266) loss = 0 error progress = 2.13181% +completion: 8% (epoch=16)(element=6266) loss = 0 error progress = 1.93537% +completion: 12% (epoch=24)(element=6266) loss = 0 error progress = 1.81129% +completion: 16% (epoch=32)(element=6266) loss = 0 error progress = 1.71465% +completion: 20% (epoch=40)(element=6266) loss = 0 error progress = 1.63015% +completion: 24% (epoch=48)(element=6266) loss = 0.001 error progress = 1.55175% +completion: 28% (epoch=56)(element=6266) loss = 0.003 error progress = 1.47363% +completion: 32% (epoch=64)(element=6266) loss = 0.001 error progress = 1.39823% +completion: 36% (epoch=72)(element=6266) loss = 0.002 error progress = 1.32404% +completion: 40% (epoch=80)(element=6266) loss = 0.003 error progress = 1.25503% +completion: 44% (epoch=88)(element=6266) loss = 0.004 error progress = 1.19179% +completion: 48% (epoch=96)(element=6266) loss = 0.004 error progress = 1.13551% +completion: 52% (epoch=104)(element=6266) loss = 0.001 error progress = 1.0852% +completion: 56% (epoch=112)(element=6266) loss = 0 error progress = 1.0385% +completion: 60% (epoch=120)(element=6266) loss = 0 error progress = 0.99617% +completion: 64% (epoch=128)(element=6266) loss = 0 error progress = 0.95536% +completion: 68% (epoch=136)(element=6266) loss = 0 error progress = 0.91833% +completion: 72% (epoch=144)(element=6266) loss = 0 error progress = 0.88284% +completion: 76% (epoch=152)(element=6266) loss = 0 error progress = 0.85025% +completion: 80% (epoch=160)(element=6266) loss = 0 error progress = 0.81899% +completion: 84% (epoch=168)(element=6266) loss = 0 error progress = 0.78973% +completion: 88% (epoch=176)(element=6266) loss = 0 error progress = 0.76283% +completion: 92% (epoch=184)(element=6266) loss = 0 error progress = 0.73677% +completion: 96% (epoch=192)(element=6266) loss = 0 error progress = 0.71287% +completion: 100% (epoch=200)(element=6266) loss = 0 error progress = 0.6903% + + +### executeTest(perceptron, validation_patient_profile) + +Correct predictions = 88.22% +#FPplusFN=2089 +minError=242 minErrorIndex=1 globalThreshold =-2.148488578775 +metrics area_roc = 88.58% +(beta) metrics area_precision_recall = 66.03% + +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 = 40 / 1,573 (truth == 0) & (prediction >= threshold) + TN = 1,533 / 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 = 0.72 = (2*tp) / (2*tp+fp+fn) [worst = 0, best = 1] +Saved model file: ./models/model_hus225_hl1_time1524154964 + +$$$ hidden_units = 250 hidden_layers = 1 $$$ +completion: 4% (epoch=8)(element=6266) loss = 0.001 error progress = 2.13372% +completion: 8% (epoch=16)(element=6266) loss = 0 error progress = 1.94375% +completion: 12% (epoch=24)(element=6266) loss = 0 error progress = 1.81814% +completion: 16% (epoch=32)(element=6266) loss = 0 error progress = 1.71504% +completion: 20% (epoch=40)(element=6266) loss = 0 error progress = 1.62376% +completion: 24% (epoch=48)(element=6266) loss = 0 error progress = 1.53857% +completion: 28% (epoch=56)(element=6266) loss = 0 error progress = 1.45498% +completion: 32% (epoch=64)(element=6266) loss = 0.001 error progress = 1.37447% +completion: 36% (epoch=72)(element=6266) loss = 0 error progress = 1.2992% +completion: 40% (epoch=80)(element=6266) loss = 0 error progress = 1.2297% +completion: 44% (epoch=88)(element=6266) loss = 0 error progress = 1.1682% +completion: 48% (epoch=96)(element=6266) loss = 0 error progress = 1.11346% +completion: 52% (epoch=104)(element=6266) loss = 0 error progress = 1.06259% +completion: 56% (epoch=112)(element=6266) loss = 0 error progress = 1.01577% +completion: 60% (epoch=120)(element=6266) loss = 0 error progress = 0.97235% +completion: 64% (epoch=128)(element=6266) loss = 0 error progress = 0.93245% +completion: 68% (epoch=136)(element=6266) loss = 0 error progress = 0.89612% +completion: 72% (epoch=144)(element=6266) loss = 0.002 error progress = 0.862% +completion: 76% (epoch=152)(element=6266) loss = 0 error progress = 0.83071% +completion: 80% (epoch=160)(element=6266) loss = 0 error progress = 0.8017% +completion: 84% (epoch=168)(element=6266) loss = 0 error progress = 0.77391% +completion: 88% (epoch=176)(element=6266) loss = 0.001 error progress = 0.748% +completion: 92% (epoch=184)(element=6266) loss = 0 error progress = 0.72342% +completion: 96% (epoch=192)(element=6266) loss = 0.001 error progress = 0.70029% +completion: 100% (epoch=200)(element=6266) loss = 0 error progress = 0.67919% + + +### executeTest(perceptron, validation_patient_profile) + +Correct predictions = 87.22% +#FPplusFN=2089 +minError=232 minErrorIndex=1 globalThreshold =-2.6054428802668 +metrics area_roc = 89.02% +(beta) metrics area_precision_recall = 66.31% + +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 = 219 / 516 (truth == 1) & (prediction < threshold) + TP = 297 / 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 = +0.63 :::: + +accuracy = 0.87 = (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_hus250_hl1_time1524155277 + +$$$ hidden_units = 275 hidden_layers = 1 $$$ +completion: 4% (epoch=8)(element=6266) loss = 0 error progress = 2.10568% +completion: 8% (epoch=16)(element=6266) loss = 0 error progress = 1.90164% +completion: 12% (epoch=24)(element=6266) loss = 0 error progress = 1.76734% +completion: 16% (epoch=32)(element=6266) loss = 0 error progress = 1.66314% +completion: 20% (epoch=40)(element=6266) loss = 0 error progress = 1.57142% +completion: 24% (epoch=48)(element=6266) loss = 0.001 error progress = 1.48641% +completion: 28% (epoch=56)(element=6266) loss = 0.001 error progress = 1.40352% +completion: 32% (epoch=64)(element=6266) loss = 0.001 error progress = 1.32228% +completion: 36% (epoch=72)(element=6266) loss = 0 error progress = 1.24535% +completion: 40% (epoch=80)(element=6266) loss = 0 error progress = 1.17799% +completion: 44% (epoch=88)(element=6266) loss = 0 error progress = 1.11823% +completion: 48% (epoch=96)(element=6266) loss = 0 error progress = 1.06531% +completion: 52% (epoch=104)(element=6266) loss = 0 error progress = 1.01669% +completion: 56% (epoch=112)(element=6266) loss = 0 error progress = 0.97278% +completion: 60% (epoch=120)(element=6266) loss = 0 error progress = 0.93138% +completion: 64% (epoch=128)(element=6266) loss = 0 error progress = 0.89346% +completion: 68% (epoch=136)(element=6266) loss = 0 error progress = 0.85762% +completion: 72% (epoch=144)(element=6266) loss = 0 error progress = 0.82481% +completion: 76% (epoch=152)(element=6266) loss = 0 error progress = 0.79392% +completion: 80% (epoch=160)(element=6266) loss = 0 error progress = 0.76526% +completion: 84% (epoch=168)(element=6266) loss = 0 error progress = 0.73799% +completion: 88% (epoch=176)(element=6266) loss = 0 error progress = 0.71206% +completion: 92% (epoch=184)(element=6266) loss = 0.001 error progress = 0.68793% +completion: 96% (epoch=192)(element=6266) loss = 0.001 error progress = 0.66572% +completion: 100% (epoch=200)(element=6266) loss = 0.001 error progress = 0.64429% + + +### executeTest(perceptron, validation_patient_profile) + +Correct predictions = 88.65% +#FPplusFN=2089 +minError=218 minErrorIndex=1 globalThreshold =-2.4401319769518 +metrics area_roc = 87.57% +(beta) metrics area_precision_recall = 63.36% + +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 = 199 / 516 (truth == 1) & (prediction < threshold) + TP = 317 / 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_hus275_hl1_time1524155634 + +$$$ hidden_units = 300 hidden_layers = 1 $$$ +completion: 4% (epoch=8)(element=6266) loss = 0 error progress = 2.1198% +completion: 8% (epoch=16)(element=6266) loss = 0 error progress = 1.91833% +completion: 12% (epoch=24)(element=6266) loss = 0.001 error progress = 1.78775% +completion: 16% (epoch=32)(element=6266) loss = 0.001 error progress = 1.68159% +completion: 20% (epoch=40)(element=6266) loss = 0.001 error progress = 1.5851% +completion: 24% (epoch=48)(element=6266) loss = 0.001 error progress = 1.49246% +completion: 28% (epoch=56)(element=6266) loss = 0.001 error progress = 1.40438% +completion: 32% (epoch=64)(element=6266) loss = 0 error progress = 1.31862% +completion: 36% (epoch=72)(element=6266) loss = 0.001 error progress = 1.23895% +completion: 40% (epoch=80)(element=6266) loss = 0.001 error progress = 1.16801% +completion: 44% (epoch=88)(element=6266) loss = 0.002 error progress = 1.10644% +completion: 48% (epoch=96)(element=6266) loss = 0.001 error progress = 1.05039% +completion: 52% (epoch=104)(element=6266) loss = 0.001 error progress = 0.99968% +completion: 56% (epoch=112)(element=6266) loss = 0 error progress = 0.95325% +completion: 60% (epoch=120)(element=6266) loss = 0 error progress = 0.91201% +completion: 64% (epoch=128)(element=6266) loss = 0 error progress = 0.87184% +completion: 68% (epoch=136)(element=6266) loss = 0 error progress = 0.83596% +completion: 72% (epoch=144)(element=6266) loss = 0 error progress = 0.80212% +completion: 76% (epoch=152)(element=6266) loss = 0 error progress = 0.7723% +completion: 80% (epoch=160)(element=6266) loss = 0 error progress = 0.74314% +completion: 84% (epoch=168)(element=6266) loss = 0 error progress = 0.71607% +completion: 88% (epoch=176)(element=6266) loss = 0 error progress = 0.69133% +completion: 92% (epoch=184)(element=6266) loss = 0 error progress = 0.66789% +completion: 96% (epoch=192)(element=6266) loss = 0 error progress = 0.64636% +completion: 100% (epoch=200)(element=6266) loss = 0 error progress = 0.62583% + + +### executeTest(perceptron, validation_patient_profile) + +Correct predictions = 87.08% +#FPplusFN=2089 +minError=237 minErrorIndex=1 globalThreshold =-2.9919249406919 +metrics area_roc = 88.6% +(beta) metrics area_precision_recall = 58.91% + +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 = 238 / 516 (truth == 1) & (prediction < threshold) + TP = 278 / 516 (truth == 1) & (prediction >= threshold) + + FP = 32 / 1,573 (truth == 0) & (prediction >= threshold) + TN = 1,541 / 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 = 0.67 = (2*tp) / (2*tp+fp+fn) [worst = 0, best = 1] +Saved model file: ./models/model_hus300_hl1_time1524156032 + +$$$ hidden_units = 350 hidden_layers = 1 $$$ +completion: 4% (epoch=8)(element=6266) loss = 0 error progress = 2.12005% +completion: 8% (epoch=16)(element=6266) loss = 0 error progress = 1.92258% +completion: 12% (epoch=24)(element=6266) loss = 0 error progress = 1.78431% +completion: 16% (epoch=32)(element=6266) loss = 0 error progress = 1.66991% +completion: 20% (epoch=40)(element=6266) loss = 0.001 error progress = 1.56683% +completion: 24% (epoch=48)(element=6266) loss = 0.002 error progress = 1.46811% +completion: 28% (epoch=56)(element=6266) loss = 0.001 error progress = 1.37088% +completion: 32% (epoch=64)(element=6266) loss = 0.001 error progress = 1.28018% +completion: 36% (epoch=72)(element=6266) loss = 0 error progress = 1.20068% +completion: 40% (epoch=80)(element=6266) loss = 0 error progress = 1.13146% +completion: 44% (epoch=88)(element=6266) loss = 0.001 error progress = 1.07081% +completion: 48% (epoch=96)(element=6266) loss = 0.001 error progress = 1.01533% +completion: 52% (epoch=104)(element=6266) loss = 0 error progress = 0.96452% +completion: 56% (epoch=112)(element=6266) loss = 0.001 error progress = 0.91824% +completion: 60% (epoch=120)(element=6266) loss = 0.001 error progress = 0.87583% +completion: 64% (epoch=128)(element=6266) loss = 0 error progress = 0.83689% +completion: 68% (epoch=136)(element=6266) loss = 0 error progress = 0.80129% +completion: 72% (epoch=144)(element=6266) loss = 0 error progress = 0.76829% +completion: 76% (epoch=152)(element=6266) loss = 0 error progress = 0.7376% +completion: 80% (epoch=160)(element=6266) loss = 0 error progress = 0.70943% +completion: 84% (epoch=168)(element=6266) loss = 0 error progress = 0.68274% +completion: 88% (epoch=176)(element=6266) loss = 0 error progress = 0.65788% +completion: 92% (epoch=184)(element=6266) loss = 0 error progress = 0.63455% +completion: 96% (epoch=192)(element=6266) loss = 0 error progress = 0.61328% +completion: 100% (epoch=200)(element=6266) loss = 0 error progress = 0.5934% + + +### executeTest(perceptron, validation_patient_profile) + +Correct predictions = 88.61% +#FPplusFN=2089 +minError=222 minErrorIndex=1 globalThreshold =-2.4215405729005 +metrics area_roc = 88.47% +(beta) metrics area_precision_recall = 68.84% + +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 = 28 / 1,573 (truth == 0) & (prediction >= threshold) + TN = 1,545 / 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 = 0.72 = (2*tp) / (2*tp+fp+fn) [worst = 0, best = 1] +Saved model file: ./models/model_hus350_hl1_time1524156547 + +$$$ hidden_units = 400 hidden_layers = 1 $$$ +completion: 4% (epoch=8)(element=6266) loss = 0 error progress = 2.11216% +completion: 8% (epoch=16)(element=6266) loss = 0 error progress = 1.91097% +completion: 12% (epoch=24)(element=6266) loss = 0 error progress = 1.77784% +completion: 16% (epoch=32)(element=6266) loss = 0.002 error progress = 1.66337% +completion: 20% (epoch=40)(element=6266) loss = 0.004 error progress = 1.55556% +completion: 24% (epoch=48)(element=6266) loss = 0.002 error progress = 1.45279% +completion: 28% (epoch=56)(element=6266) loss = 0.002 error progress = 1.35302% +completion: 32% (epoch=64)(element=6266) loss = 0 error progress = 1.25835% +completion: 36% (epoch=72)(element=6266) loss = 0 error progress = 1.17698% +completion: 40% (epoch=80)(element=6266) loss = 0 error progress = 1.10683% +completion: 44% (epoch=88)(element=6266) loss = 0 error progress = 1.04348% +completion: 48% (epoch=96)(element=6266) loss = 0 error progress = 0.98734% +completion: 52% (epoch=104)(element=6266) loss = 0 error progress = 0.93644% +completion: 56% (epoch=112)(element=6266) loss = 0 error progress = 0.89063% +completion: 60% (epoch=120)(element=6266) loss = 0.002 error progress = 0.84846% +completion: 64% (epoch=128)(element=6266) loss = 0 error progress = 0.80928% +completion: 68% (epoch=136)(element=6266) loss = 0 error progress = 0.77364% +completion: 72% (epoch=144)(element=6266) loss = 0 error progress = 0.74059% +completion: 76% (epoch=152)(element=6266) loss = 0 error progress = 0.70997% +completion: 80% (epoch=160)(element=6266) loss = 0 error progress = 0.68214% +completion: 84% (epoch=168)(element=6266) loss = 0 error progress = 0.65585% +completion: 88% (epoch=176)(element=6266) loss = 0 error progress = 0.63173% +completion: 92% (epoch=184)(element=6266) loss = 0 error progress = 0.60936% +completion: 96% (epoch=192)(element=6266) loss = 0 error progress = 0.58838% +completion: 100% (epoch=200)(element=6266) loss = 0 error progress = 0.56847% + + +### executeTest(perceptron, validation_patient_profile) + +Correct predictions = 88.46% +#FPplusFN=2089 +minError=228 minErrorIndex=1 globalThreshold =-2.8059655215625 +metrics area_roc = 89.29% +(beta) metrics area_precision_recall = 70.84% + +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 = 31 / 1,573 (truth == 0) & (prediction >= threshold) + TN = 1,542 / 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_time1524157187 + +$$$ hidden_units = 5 hidden_layers = 2 $$$ +completion: 4% (epoch=8)(element=6266) loss = 0 error progress = 2.62771% +completion: 8% (epoch=16)(element=6266) loss = 0 error progress = 2.35526% +completion: 12% (epoch=24)(element=6266) loss = 0 error progress = 2.24203% +completion: 16% (epoch=32)(element=6266) loss = 0 error progress = 2.17523% +completion: 20% (epoch=40)(element=6266) loss = 0 error progress = 2.12632% +completion: 24% (epoch=48)(element=6266) loss = 0.001 error progress = 2.08332% +completion: 28% (epoch=56)(element=6266) loss = 0.001 error progress = 2.04693% +completion: 32% (epoch=64)(element=6266) loss = 0.001 error progress = 2.01714% +completion: 36% (epoch=72)(element=6266) loss = 0.001 error progress = 1.99274% +completion: 40% (epoch=80)(element=6266) loss = 0.001 error progress = 1.97177% +completion: 44% (epoch=88)(element=6266) loss = 0 error progress = 1.95387% +completion: 48% (epoch=96)(element=6266) loss = 0 error progress = 1.93838% +completion: 52% (epoch=104)(element=6266) loss = 0 error progress = 1.92498% +completion: 56% (epoch=112)(element=6266) loss = 0 error progress = 1.91206% +completion: 60% (epoch=120)(element=6266) loss = 0 error progress = 1.89999% +completion: 64% (epoch=128)(element=6266) loss = 0 error progress = 1.8891% +completion: 68% (epoch=136)(element=6266) loss = 0 error progress = 1.87919% +completion: 72% (epoch=144)(element=6266) loss = 0 error progress = 1.86954% +completion: 76% (epoch=152)(element=6266) loss = 0 error progress = 1.86061% +completion: 80% (epoch=160)(element=6266) loss = 0.001 error progress = 1.85173% +completion: 84% (epoch=168)(element=6266) loss = 0 error progress = 1.84321% +completion: 88% (epoch=176)(element=6266) loss = 0 error progress = 1.83514% +completion: 92% (epoch=184)(element=6266) loss = 0.001 error progress = 1.82751% +completion: 96% (epoch=192)(element=6266) loss = 0.001 error progress = 1.82064% +completion: 100% (epoch=200)(element=6266) loss = 0.001 error progress = 1.81352% + + +### executeTest(perceptron, validation_patient_profile) + +Correct predictions = 88.85% +#FPplusFN=2089 +minError=193 minErrorIndex=1 globalThreshold =-0.95863349092387 +metrics area_roc = 93.37% +(beta) metrics area_precision_recall = 75.1% + +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 = 213 / 516 (truth == 1) & (prediction < threshold) + TP = 303 / 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 = +0.69 :::: + +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_hus5_hl2_time1524157287 + +$$$ hidden_units = 10 hidden_layers = 2 $$$ +completion: 4% (epoch=8)(element=6266) loss = 0 error progress = 2.43862% +completion: 8% (epoch=16)(element=6266) loss = 0 error progress = 2.17492% +completion: 12% (epoch=24)(element=6266) loss = 0 error progress = 2.04172% +completion: 16% (epoch=32)(element=6266) loss = 0 error progress = 1.95281% +completion: 20% (epoch=40)(element=6266) loss = 0 error progress = 1.88858% +completion: 24% (epoch=48)(element=6266) loss = 0 error progress = 1.83977% +completion: 28% (epoch=56)(element=6266) loss = 0 error progress = 1.80195% +completion: 32% (epoch=64)(element=6266) loss = 0 error progress = 1.76942% +completion: 36% (epoch=72)(element=6266) loss = 0 error progress = 1.74166% +completion: 40% (epoch=80)(element=6266) loss = 0 error progress = 1.71676% +completion: 44% (epoch=88)(element=6266) loss = 0 error progress = 1.69617% +completion: 48% (epoch=96)(element=6266) loss = 0 error progress = 1.67817% +completion: 52% (epoch=104)(element=6266) loss = 0 error progress = 1.66233% +completion: 56% (epoch=112)(element=6266) loss = 0 error progress = 1.6485% +completion: 60% (epoch=120)(element=6266) loss = 0 error progress = 1.63742% +completion: 64% (epoch=128)(element=6266) loss = 0 error progress = 1.62656% +completion: 68% (epoch=136)(element=6266) loss = 0 error progress = 1.61641% +completion: 72% (epoch=144)(element=6266) loss = 0 error progress = 1.60695% +completion: 76% (epoch=152)(element=6266) loss = 0 error progress = 1.59832% +completion: 80% (epoch=160)(element=6266) loss = 0 error progress = 1.59051% +completion: 84% (epoch=168)(element=6266) loss = 0 error progress = 1.58378% +completion: 88% (epoch=176)(element=6266) loss = 0 error progress = 1.5775% +completion: 92% (epoch=184)(element=6266) loss = 0 error progress = 1.57115% +completion: 96% (epoch=192)(element=6266) loss = 0 error progress = 1.56513% +completion: 100% (epoch=200)(element=6266) loss = 0 error progress = 1.56012% + + +### executeTest(perceptron, validation_patient_profile) + +Correct predictions = 88.89% +#FPplusFN=2089 +minError=215 minErrorIndex=1 globalThreshold =-1.1952976132527 +metrics area_roc = 92.36% +(beta) metrics area_precision_recall = 73.92% + +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 = 26 / 1,573 (truth == 0) & (prediction >= threshold) + TN = 1,547 / 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 = 0.73 = (2*tp) / (2*tp+fp+fn) [worst = 0, best = 1] +Saved model file: ./models/model_hus10_hl2_time1524157387 + +$$$ hidden_units = 25 hidden_layers = 2 $$$ +completion: 4% (epoch=8)(element=6266) loss = 0 error progress = 2.2315% +completion: 8% (epoch=16)(element=6266) loss = 0 error progress = 2.03926% +completion: 12% (epoch=24)(element=6266) loss = 0 error progress = 1.92865% +completion: 16% (epoch=32)(element=6266) loss = 0 error progress = 1.84523% +completion: 20% (epoch=40)(element=6266) loss = 0 error progress = 1.78605% +completion: 24% (epoch=48)(element=6266) loss = 0 error progress = 1.73978% +completion: 28% (epoch=56)(element=6266) loss = 0 error progress = 1.69899% +completion: 32% (epoch=64)(element=6266) loss = 0 error progress = 1.66284% +completion: 36% (epoch=72)(element=6266) loss = 0.001 error progress = 1.63061% +completion: 40% (epoch=80)(element=6266) loss = 0 error progress = 1.6013% +completion: 44% (epoch=88)(element=6266) loss = 0 error progress = 1.57495% +completion: 48% (epoch=96)(element=6266) loss = 0 error progress = 1.55088% +completion: 52% (epoch=104)(element=6266) loss = 0 error progress = 1.5293% +completion: 56% (epoch=112)(element=6266) loss = 0 error progress = 1.50781% +completion: 60% (epoch=120)(element=6266) loss = 0 error progress = 1.48889% +completion: 64% (epoch=128)(element=6266) loss = 0 error progress = 1.47152% +completion: 68% (epoch=136)(element=6266) loss = 0 error progress = 1.45384% +completion: 72% (epoch=144)(element=6266) loss = 0 error progress = 1.43708% +completion: 76% (epoch=152)(element=6266) loss = 0 error progress = 1.42188% +completion: 80% (epoch=160)(element=6266) loss = 0 error progress = 1.40588% +completion: 84% (epoch=168)(element=6266) loss = 0 error progress = 1.39057% +completion: 88% (epoch=176)(element=6266) loss = 0.001 error progress = 1.37475% +completion: 92% (epoch=184)(element=6266) loss = 0 error progress = 1.36026% +completion: 96% (epoch=192)(element=6266) loss = 0 error progress = 1.34666% +completion: 100% (epoch=200)(element=6266) loss = 0 error progress = 1.33332% + + +### executeTest(perceptron, validation_patient_profile) + +Correct predictions = 88.22% +#FPplusFN=2089 +minError=235 minErrorIndex=1 globalThreshold =-1.637915924157 +metrics area_roc = 87.4% +(beta) metrics area_precision_recall = 57.76% + +duration the new area_roc metrics ROC_AUC_computer function: 1 seconds +duration the new area_roc metrics ROC_AUC_computer function: 00 days, 00 hours, 00 minutes, 01 seconds +TOTAL: + FN = 205 / 516 (truth == 1) & (prediction < threshold) + TP = 311 / 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 = +0.66 :::: + +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_hus25_hl2_time1524157497 + +$$$ hidden_units = 50 hidden_layers = 2 $$$ +completion: 4% (epoch=8)(element=6266) loss = 0 error progress = 2.21931% +completion: 8% (epoch=16)(element=6266) loss = 0 error progress = 2.01803% +completion: 12% (epoch=24)(element=6266) loss = 0 error progress = 1.89271% +completion: 16% (epoch=32)(element=6266) loss = 0.001 error progress = 1.8068% +completion: 20% (epoch=40)(element=6266) loss = 0 error progress = 1.74297% +completion: 24% (epoch=48)(element=6266) loss = 0.001 error progress = 1.69378% +completion: 28% (epoch=56)(element=6266) loss = 0 error progress = 1.64829% +completion: 32% (epoch=64)(element=6266) loss = 0 error progress = 1.60705% +completion: 36% (epoch=72)(element=6266) loss = 0.001 error progress = 1.5679% +completion: 40% (epoch=80)(element=6266) loss = 0.001 error progress = 1.532% +completion: 44% (epoch=88)(element=6266) loss = 0.001 error progress = 1.49874% +completion: 48% (epoch=96)(element=6266) loss = 0 error progress = 1.46707% +completion: 52% (epoch=104)(element=6266) loss = 0 error progress = 1.43608% +completion: 56% (epoch=112)(element=6266) loss = 0 error progress = 1.4055% +completion: 60% (epoch=120)(element=6266) loss = 0 error progress = 1.37444% +completion: 64% (epoch=128)(element=6266) loss = 0 error progress = 1.3454% +completion: 68% (epoch=136)(element=6266) loss = 0 error progress = 1.31918% +completion: 72% (epoch=144)(element=6266) loss = 0.001 error progress = 1.29506% +completion: 76% (epoch=152)(element=6266) loss = 0 error progress = 1.2688% +completion: 80% (epoch=160)(element=6266) loss = 0 error progress = 1.24338% +completion: 84% (epoch=168)(element=6266) loss = 0 error progress = 1.21873% +completion: 88% (epoch=176)(element=6266) loss = 0 error progress = 1.194% +completion: 92% (epoch=184)(element=6266) loss = 0 error progress = 1.16964% +completion: 96% (epoch=192)(element=6266) loss = 0 error progress = 1.14633% +completion: 100% (epoch=200)(element=6266) loss = 0 error progress = 1.12395% + + +### executeTest(perceptron, validation_patient_profile) + +Correct predictions = 88.22% +#FPplusFN=2089 +minError=228 minErrorIndex=1 globalThreshold =-2.1270061478004 +metrics area_roc = 87.32% +(beta) metrics area_precision_recall = 55.85% + +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 = 196 / 516 (truth == 1) & (prediction < threshold) + TP = 320 / 516 (truth == 1) & (prediction >= threshold) + + FP = 50 / 1,573 (truth == 0) & (prediction >= threshold) + TN = 1,523 / 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 = 0.72 = (2*tp) / (2*tp+fp+fn) [worst = 0, best = 1] +Saved model file: ./models/model_hus50_hl2_time1524157625 + +$$$ hidden_units = 75 hidden_layers = 2 $$$ +completion: 4% (epoch=8)(element=6266) loss = 0 error progress = 2.18873% +completion: 8% (epoch=16)(element=6266) loss = 0 error progress = 1.98712% +completion: 12% (epoch=24)(element=6266) loss = 0 error progress = 1.86362% +completion: 16% (epoch=32)(element=6266) loss = 0 error progress = 1.7762% +completion: 20% (epoch=40)(element=6266) loss = 0 error progress = 1.70753% +completion: 24% (epoch=48)(element=6266) loss = 0 error progress = 1.646% +completion: 28% (epoch=56)(element=6266) loss = 0 error progress = 1.5896% +completion: 32% (epoch=64)(element=6266) loss = 0 error progress = 1.5363% +completion: 36% (epoch=72)(element=6266) loss = 0 error progress = 1.48567% +completion: 40% (epoch=80)(element=6266) loss = 0 error progress = 1.43666% +completion: 44% (epoch=88)(element=6266) loss = 0 error progress = 1.38993% +completion: 48% (epoch=96)(element=6266) loss = 0 error progress = 1.34457% +completion: 52% (epoch=104)(element=6266) loss = 0 error progress = 1.30147% +completion: 56% (epoch=112)(element=6266) loss = 0 error progress = 1.26056% +completion: 60% (epoch=120)(element=6266) loss = 0 error progress = 1.21997% +completion: 64% (epoch=128)(element=6266) loss = 0 error progress = 1.18245% +completion: 68% (epoch=136)(element=6266) loss = 0 error progress = 1.14541% +completion: 72% (epoch=144)(element=6266) loss = 0 error progress = 1.11113% +completion: 76% (epoch=152)(element=6266) loss = 0 error progress = 1.07799% +completion: 80% (epoch=160)(element=6266) loss = 0 error progress = 1.04698% +completion: 84% (epoch=168)(element=6266) loss = 0 error progress = 1.01776% +completion: 88% (epoch=176)(element=6266) loss = 0.001 error progress = 0.98961% +completion: 92% (epoch=184)(element=6266) loss = 0 error progress = 0.96307% +completion: 96% (epoch=192)(element=6266) loss = 0 error progress = 0.93765% +completion: 100% (epoch=200)(element=6266) loss = 0 error progress = 0.91292% + + +### executeTest(perceptron, validation_patient_profile) + +Correct predictions = 88.8% +#FPplusFN=2089 +minError=232 minErrorIndex=1 globalThreshold =-3.0646806647933 +metrics area_roc = 86.53% +(beta) metrics area_precision_recall = 58.84% + +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 = 40 / 1,573 (truth == 0) & (prediction >= threshold) + TN = 1,533 / 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_hl2_time1524157779 + +$$$ hidden_units = 100 hidden_layers = 2 $$$ +completion: 4% (epoch=8)(element=6266) loss = 0 error progress = 2.1676% +completion: 8% (epoch=16)(element=6266) loss = 0 error progress = 1.97035% +completion: 12% (epoch=24)(element=6266) loss = 0 error progress = 1.84491% +completion: 16% (epoch=32)(element=6266) loss = 0 error progress = 1.75707% +completion: 20% (epoch=40)(element=6266) loss = 0 error progress = 1.68809% +completion: 24% (epoch=48)(element=6266) loss = 0 error progress = 1.62007% +completion: 28% (epoch=56)(element=6266) loss = 0 error progress = 1.55557% +completion: 32% (epoch=64)(element=6266) loss = 0 error progress = 1.4943% +completion: 36% (epoch=72)(element=6266) loss = 0 error progress = 1.43681% +completion: 40% (epoch=80)(element=6266) loss = 0 error progress = 1.38199% +completion: 44% (epoch=88)(element=6266) loss = 0 error progress = 1.32883% +completion: 48% (epoch=96)(element=6266) loss = 0 error progress = 1.27799% +completion: 52% (epoch=104)(element=6266) loss = 0 error progress = 1.23363% +completion: 56% (epoch=112)(element=6266) loss = 0 error progress = 1.19009% +completion: 60% (epoch=120)(element=6266) loss = 0 error progress = 1.14895% +completion: 64% (epoch=128)(element=6266) loss = 0 error progress = 1.1089% +completion: 68% (epoch=136)(element=6266) loss = 0 error progress = 1.07139% +completion: 72% (epoch=144)(element=6266) loss = 0 error progress = 1.03764% +completion: 76% (epoch=152)(element=6266) loss = 0.001 error progress = 1.00512% +completion: 80% (epoch=160)(element=6266) loss = 0 error progress = 0.97382% +completion: 84% (epoch=168)(element=6266) loss = 0.001 error progress = 0.94506% +completion: 88% (epoch=176)(element=6266) loss = 0.001 error progress = 0.91729% +completion: 92% (epoch=184)(element=6266) loss = 0.001 error progress = 0.89083% +completion: 96% (epoch=192)(element=6266) loss = 0 error progress = 0.86604% +completion: 100% (epoch=200)(element=6266) loss = 0 error progress = 0.84212% + + +### executeTest(perceptron, validation_patient_profile) + +Correct predictions = 88.56% +#FPplusFN=2089 +minError=214 minErrorIndex=1 globalThreshold =-2.0695725324782 +metrics area_roc = 87.9% +(beta) metrics area_precision_recall = 56.17% + +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 = 191 / 516 (truth == 1) & (prediction < threshold) + TP = 325 / 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 = 0.89 = (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_hus100_hl2_time1524157963 + +$$$ hidden_units = 125 hidden_layers = 2 $$$ +completion: 4% (epoch=8)(element=6266) loss = 0 error progress = 2.15589% +completion: 8% (epoch=16)(element=6266) loss = 0 error progress = 1.94581% +completion: 12% (epoch=24)(element=6266) loss = 0 error progress = 1.8214% +completion: 16% (epoch=32)(element=6266) loss = 0 error progress = 1.73198% +completion: 20% (epoch=40)(element=6266) loss = 0 error progress = 1.6577% +completion: 24% (epoch=48)(element=6266) loss = 0.001 error progress = 1.58413% +completion: 28% (epoch=56)(element=6266) loss = 0 error progress = 1.51372% +completion: 32% (epoch=64)(element=6266) loss = 0.002 error progress = 1.44649% +completion: 36% (epoch=72)(element=6266) loss = 0.001 error progress = 1.38182% +completion: 40% (epoch=80)(element=6266) loss = 0 error progress = 1.32184% +completion: 44% (epoch=88)(element=6266) loss = 0.001 error progress = 1.26359% +completion: 48% (epoch=96)(element=6266) loss = 0 error progress = 1.20797% +completion: 52% (epoch=104)(element=6266) loss = 0 error progress = 1.15464% +completion: 56% (epoch=112)(element=6266) loss = 0 error progress = 1.10596% +completion: 60% (epoch=120)(element=6266) loss = 0 error progress = 1.05999% +completion: 64% (epoch=128)(element=6266) loss = 0 error progress = 1.01746% +completion: 68% (epoch=136)(element=6266) loss = 0 error progress = 0.97692% +completion: 72% (epoch=144)(element=6266) loss = 0 error progress = 0.93915% +completion: 76% (epoch=152)(element=6266) loss = 0 error progress = 0.90383% +completion: 80% (epoch=160)(element=6266) loss = 0 error progress = 0.87124% +completion: 84% (epoch=168)(element=6266) loss = 0 error progress = 0.84025% +completion: 88% (epoch=176)(element=6266) loss = 0 error progress = 0.81143% +completion: 92% (epoch=184)(element=6266) loss = 0 error progress = 0.78436% +completion: 96% (epoch=192)(element=6266) loss = 0 error progress = 0.75885% +completion: 100% (epoch=200)(element=6266) loss = 0 error progress = 0.73464% + + +### executeTest(perceptron, validation_patient_profile) + +Correct predictions = 89.13% +#FPplusFN=2089 +minError=222 minErrorIndex=1 globalThreshold =-2.2864070626834 +metrics area_roc = 88.19% +(beta) metrics area_precision_recall = 61.27% + +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 = 39 / 1,573 (truth == 0) & (prediction >= threshold) + TN = 1,534 / 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_hus125_hl2_time1524158191 + +$$$ hidden_units = 150 hidden_layers = 2 $$$ +completion: 4% (epoch=8)(element=6266) loss = 0 error progress = 2.15198% +completion: 8% (epoch=16)(element=6266) loss = 0 error progress = 1.93718% +completion: 12% (epoch=24)(element=6266) loss = 0 error progress = 1.80537% +completion: 16% (epoch=32)(element=6266) loss = 0 error progress = 1.71134% +completion: 20% (epoch=40)(element=6266) loss = 0 error progress = 1.62782% +completion: 24% (epoch=48)(element=6266) loss = 0 error progress = 1.55198% +completion: 28% (epoch=56)(element=6266) loss = 0 error progress = 1.47731% +completion: 32% (epoch=64)(element=6266) loss = 0 error progress = 1.40491% +completion: 36% (epoch=72)(element=6266) loss = 0 error progress = 1.33557% +completion: 40% (epoch=80)(element=6266) loss = 0 error progress = 1.27411% +completion: 44% (epoch=88)(element=6266) loss = 0 error progress = 1.21461% +completion: 48% (epoch=96)(element=6266) loss = 0 error progress = 1.15849% +completion: 52% (epoch=104)(element=6266) loss = 0 error progress = 1.10517% +completion: 56% (epoch=112)(element=6266) loss = 0 error progress = 1.0557% +completion: 60% (epoch=120)(element=6266) loss = 0 error progress = 1.00923% +completion: 64% (epoch=128)(element=6266) loss = 0 error progress = 0.96493% +completion: 68% (epoch=136)(element=6266) loss = 0 error progress = 0.92472% +completion: 72% (epoch=144)(element=6266) loss = 0 error progress = 0.8864% +completion: 76% (epoch=152)(element=6266) loss = 0 error progress = 0.8518% +completion: 80% (epoch=160)(element=6266) loss = 0 error progress = 0.81938% +completion: 84% (epoch=168)(element=6266) loss = 0 error progress = 0.7893% +completion: 88% (epoch=176)(element=6266) loss = 0 error progress = 0.76088% +completion: 92% (epoch=184)(element=6266) loss = 0 error progress = 0.73481% +completion: 96% (epoch=192)(element=6266) loss = 0 error progress = 0.71013% +completion: 100% (epoch=200)(element=6266) loss = 0 error progress = 0.68645% + + +### executeTest(perceptron, validation_patient_profile) + +Correct predictions = 89.33% +#FPplusFN=2089 +minError=218 minErrorIndex=1 globalThreshold =-1.9689730525621 +metrics area_roc = 88.91% +(beta) metrics area_precision_recall = 55.45% + +duration the new area_roc metrics ROC_AUC_computer function: 1 seconds +duration the new area_roc metrics ROC_AUC_computer function: 00 days, 00 hours, 00 minutes, 01 seconds +TOTAL: + FN = 183 / 516 (truth == 1) & (prediction < threshold) + TP = 333 / 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 = +0.7 :::: + +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_time1524158463 + +$$$ hidden_units = 175 hidden_layers = 2 $$$ +completion: 4% (epoch=8)(element=6266) loss = 0 error progress = 2.15352% +completion: 8% (epoch=16)(element=6266) loss = 0 error progress = 1.93764% +completion: 12% (epoch=24)(element=6266) loss = 0 error progress = 1.80209% +completion: 16% (epoch=32)(element=6266) loss = 0 error progress = 1.69709% +completion: 20% (epoch=40)(element=6266) loss = 0 error progress = 1.60691% +completion: 24% (epoch=48)(element=6266) loss = 0 error progress = 1.52326% +completion: 28% (epoch=56)(element=6266) loss = 0 error progress = 1.44153% +completion: 32% (epoch=64)(element=6266) loss = 0 error progress = 1.36454% +completion: 36% (epoch=72)(element=6266) loss = 0 error progress = 1.2895% +completion: 40% (epoch=80)(element=6266) loss = 0 error progress = 1.2208% +completion: 44% (epoch=88)(element=6266) loss = 0 error progress = 1.15632% +completion: 48% (epoch=96)(element=6266) loss = 0.001 error progress = 1.09772% +completion: 52% (epoch=104)(element=6266) loss = 0 error progress = 1.0416% +completion: 56% (epoch=112)(element=6266) loss = 0 error progress = 0.98981% +completion: 60% (epoch=120)(element=6266) loss = 0 error progress = 0.9428% +completion: 64% (epoch=128)(element=6266) loss = 0 error progress = 0.8986% +completion: 68% (epoch=136)(element=6266) loss = 0 error progress = 0.85772% +completion: 72% (epoch=144)(element=6266) loss = 0 error progress = 0.81957% +completion: 76% (epoch=152)(element=6266) loss = 0 error progress = 0.78484% +completion: 80% (epoch=160)(element=6266) loss = 0 error progress = 0.75263% +completion: 84% (epoch=168)(element=6266) loss = 0 error progress = 0.72324% +completion: 88% (epoch=176)(element=6266) loss = 0 error progress = 0.69546% +completion: 92% (epoch=184)(element=6266) loss = 0 error progress = 0.67003% +completion: 96% (epoch=192)(element=6266) loss = 0 error progress = 0.64612% +completion: 100% (epoch=200)(element=6266) loss = 0 error progress = 0.6235% + + +### executeTest(perceptron, validation_patient_profile) + +Correct predictions = 88.85% +#FPplusFN=2089 +minError=218 minErrorIndex=1 globalThreshold =-2.4343791317672 +metrics area_roc = 89.51% +(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 = 194 / 516 (truth == 1) & (prediction < threshold) + TP = 322 / 516 (truth == 1) & (prediction >= threshold) + + FP = 39 / 1,573 (truth == 0) & (prediction >= threshold) + TN = 1,534 / 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_hus175_hl2_time1524158789 + +$$$ hidden_units = 200 hidden_layers = 2 $$$ +completion: 4% (epoch=8)(element=6266) loss = 0 error progress = 2.15556% +completion: 8% (epoch=16)(element=6266) loss = 0 error progress = 1.93322% +completion: 12% (epoch=24)(element=6266) loss = 0 error progress = 1.79739% +completion: 16% (epoch=32)(element=6266) loss = 0 error progress = 1.69694% +completion: 20% (epoch=40)(element=6266) loss = 0 error progress = 1.60924% +completion: 24% (epoch=48)(element=6266) loss = 0.001 error progress = 1.51907% +completion: 28% (epoch=56)(element=6266) loss = 0.001 error progress = 1.42884% +completion: 32% (epoch=64)(element=6266) loss = 0.002 error progress = 1.34489% +completion: 36% (epoch=72)(element=6266) loss = 0.001 error progress = 1.26722% +completion: 40% (epoch=80)(element=6266) loss = 0.001 error progress = 1.19625% +completion: 44% (epoch=88)(element=6266) loss = 0 error progress = 1.13034% +completion: 48% (epoch=96)(element=6266) loss = 0.001 error progress = 1.06978% +completion: 52% (epoch=104)(element=6266) loss = 0 error progress = 1.01368% +completion: 56% (epoch=112)(element=6266) loss = 0 error progress = 0.96259% +completion: 60% (epoch=120)(element=6266) loss = 0 error progress = 0.91545% +completion: 64% (epoch=128)(element=6266) loss = 0.001 error progress = 0.87298% +completion: 68% (epoch=136)(element=6266) loss = 0 error progress = 0.83353% +completion: 72% (epoch=144)(element=6266) loss = 0 error progress = 0.79741% +completion: 76% (epoch=152)(element=6266) loss = 0 error progress = 0.7643% +completion: 80% (epoch=160)(element=6266) loss = 0 error progress = 0.73307% +completion: 84% (epoch=168)(element=6266) loss = 0 error progress = 0.70442% +completion: 88% (epoch=176)(element=6266) loss = 0 error progress = 0.67728% +completion: 92% (epoch=184)(element=6266) loss = 0 error progress = 0.65254% +completion: 96% (epoch=192)(element=6266) loss = 0 error progress = 0.62939% +completion: 100% (epoch=200)(element=6266) loss = 0 error progress = 0.60772% + + +### executeTest(perceptron, validation_patient_profile) + +Correct predictions = 89.52% +#FPplusFN=2089 +minError=208 minErrorIndex=1 globalThreshold =-2.5573265954245 +metrics area_roc = 88.77% +(beta) metrics area_precision_recall = 58.05% + +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 = 43 / 1,573 (truth == 0) & (prediction >= threshold) + TN = 1,530 / 1,573 (truth == 0) & (prediction < threshold) + + +:::: Matthews correlation coefficient = +0.7 :::: + +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_hus200_hl2_time1524159178 + +$$$ hidden_units = 225 hidden_layers = 2 $$$ +completion: 4% (epoch=8)(element=6266) loss = 0 error progress = 2.13388% +completion: 8% (epoch=16)(element=6266) loss = 0 error progress = 1.92182% +completion: 12% (epoch=24)(element=6266) loss = 0 error progress = 1.7866% +completion: 16% (epoch=32)(element=6266) loss = 0 error progress = 1.68099% +completion: 20% (epoch=40)(element=6266) loss = 0 error progress = 1.58521% +completion: 24% (epoch=48)(element=6266) loss = 0.001 error progress = 1.49405% +completion: 28% (epoch=56)(element=6266) loss = 0.001 error progress = 1.40562% +completion: 32% (epoch=64)(element=6266) loss = 0 error progress = 1.32223% +completion: 36% (epoch=72)(element=6266) loss = 0 error progress = 1.24382% +completion: 40% (epoch=80)(element=6266) loss = 0 error progress = 1.17265% +completion: 44% (epoch=88)(element=6266) loss = 0 error progress = 1.10815% +completion: 48% (epoch=96)(element=6266) loss = 0 error progress = 1.0475% +completion: 52% (epoch=104)(element=6266) loss = 0 error progress = 0.99085% +completion: 56% (epoch=112)(element=6266) loss = 0 error progress = 0.93952% +completion: 60% (epoch=120)(element=6266) loss = 0 error progress = 0.89265% +completion: 64% (epoch=128)(element=6266) loss = 0.001 error progress = 0.84915% +completion: 68% (epoch=136)(element=6266) loss = 0 error progress = 0.80882% +completion: 72% (epoch=144)(element=6266) loss = 0 error progress = 0.77273% +completion: 76% (epoch=152)(element=6266) loss = 0 error progress = 0.73935% +completion: 80% (epoch=160)(element=6266) loss = 0 error progress = 0.7089% +completion: 84% (epoch=168)(element=6266) loss = 0.001 error progress = 0.68047% +completion: 88% (epoch=176)(element=6266) loss = 0 error progress = 0.65418% +completion: 92% (epoch=184)(element=6266) loss = 0 error progress = 0.62979% +completion: 96% (epoch=192)(element=6266) loss = 0 error progress = 0.60705% +completion: 100% (epoch=200)(element=6266) loss = 0 error progress = 0.58602% + + +### executeTest(perceptron, validation_patient_profile) + +Correct predictions = 89.76% +#FPplusFN=2089 +minError=207 minErrorIndex=1 globalThreshold =-1.743643002222 +metrics area_roc = 90.4% +(beta) metrics area_precision_recall = 64.59% + +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 = 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_hl2_time1524159637 + +$$$ hidden_units = 250 hidden_layers = 2 $$$ +completion: 4% (epoch=8)(element=6266) loss = 0 error progress = 2.12268% +completion: 8% (epoch=16)(element=6266) loss = 0 error progress = 1.90569% +completion: 12% (epoch=24)(element=6266) loss = 0 error progress = 1.76631% +completion: 16% (epoch=32)(element=6266) loss = 0 error progress = 1.65729% +completion: 20% (epoch=40)(element=6266) loss = 0.001 error progress = 1.55671% +completion: 24% (epoch=48)(element=6266) loss = 0 error progress = 1.45512% +completion: 28% (epoch=56)(element=6266) loss = 0 error progress = 1.35969% +completion: 32% (epoch=64)(element=6266) loss = 0.001 error progress = 1.27205% +completion: 36% (epoch=72)(element=6266) loss = 0.003 error progress = 1.19071% +completion: 40% (epoch=80)(element=6266) loss = 0 error progress = 1.11656% +completion: 44% (epoch=88)(element=6266) loss = 0 error progress = 1.04864% +completion: 48% (epoch=96)(element=6266) loss = 0.001 error progress = 0.98795% +completion: 52% (epoch=104)(element=6266) loss = 0 error progress = 0.9316% +completion: 56% (epoch=112)(element=6266) loss = 0 error progress = 0.88147% +completion: 60% (epoch=120)(element=6266) loss = 0 error progress = 0.835% +completion: 64% (epoch=128)(element=6266) loss = 0 error progress = 0.79326% +completion: 68% (epoch=136)(element=6266) loss = 0 error progress = 0.75543% +completion: 72% (epoch=144)(element=6266) loss = 0 error progress = 0.72006% +completion: 76% (epoch=152)(element=6266) loss = 0 error progress = 0.68811% +completion: 80% (epoch=160)(element=6266) loss = 0 error progress = 0.65823% +completion: 84% (epoch=168)(element=6266) loss = 0 error progress = 0.63131% +completion: 88% (epoch=176)(element=6266) loss = 0 error progress = 0.6065% +completion: 92% (epoch=184)(element=6266) loss = 0 error progress = 0.58358% +completion: 96% (epoch=192)(element=6266) loss = 0 error progress = 0.56268% +completion: 100% (epoch=200)(element=6266) loss = 0 error progress = 0.54294% + + +### executeTest(perceptron, validation_patient_profile) + +Correct predictions = 89.66% +#FPplusFN=2089 +minError=212 minErrorIndex=1 globalThreshold =-1.609364541429 +metrics area_roc = 90.04% +(beta) metrics area_precision_recall = 66.01% + +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 = 167 / 516 (truth == 1) & (prediction < threshold) + TP = 349 / 516 (truth == 1) & (prediction >= threshold) + + FP = 49 / 1,573 (truth == 0) & (prediction >= threshold) + TN = 1,524 / 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_hus250_hl2_time1524160186 + +$$$ hidden_units = 275 hidden_layers = 2 $$$ +completion: 4% (epoch=8)(element=6266) loss = 0.001 error progress = 2.12535% +completion: 8% (epoch=16)(element=6266) loss = 0 error progress = 1.9201% +completion: 12% (epoch=24)(element=6266) loss = 0 error progress = 1.78295% +completion: 16% (epoch=32)(element=6266) loss = 0.001 error progress = 1.66933% +completion: 20% (epoch=40)(element=6266) loss = 0.001 error progress = 1.56248% +completion: 24% (epoch=48)(element=6266) loss = 0 error progress = 1.46051% +completion: 28% (epoch=56)(element=6266) loss = 0 error progress = 1.36412% +completion: 32% (epoch=64)(element=6266) loss = 0 error progress = 1.27585% +completion: 36% (epoch=72)(element=6266) loss = 0.001 error progress = 1.19377% +completion: 40% (epoch=80)(element=6266) loss = 0.001 error progress = 1.11888% +completion: 44% (epoch=88)(element=6266) loss = 0 error progress = 1.05092% +completion: 48% (epoch=96)(element=6266) loss = 0 error progress = 0.98926% +completion: 52% (epoch=104)(element=6266) loss = 0 error progress = 0.93327% +completion: 56% (epoch=112)(element=6266) loss = 0 error progress = 0.88262% +completion: 60% (epoch=120)(element=6266) loss = 0 error progress = 0.83606% +completion: 64% (epoch=128)(element=6266) loss = 0 error progress = 0.79447% +completion: 68% (epoch=136)(element=6266) loss = 0.002 error progress = 0.75664% +completion: 72% (epoch=144)(element=6266) loss = 0 error progress = 0.72191% +completion: 76% (epoch=152)(element=6266) loss = 0 error progress = 0.69083% +completion: 80% (epoch=160)(element=6266) loss = 0 error progress = 0.66216% +completion: 84% (epoch=168)(element=6266) loss = 0 error progress = 0.63509% +completion: 88% (epoch=176)(element=6266) loss = 0 error progress = 0.6105% +completion: 92% (epoch=184)(element=6266) loss = 0 error progress = 0.58722% +completion: 96% (epoch=192)(element=6266) loss = 0 error progress = 0.5659% +completion: 100% (epoch=200)(element=6266) loss = 0.001 error progress = 0.54611% + + +### executeTest(perceptron, validation_patient_profile) + +Correct predictions = 89.61% +#FPplusFN=2089 +minError=201 minErrorIndex=1 globalThreshold =-1.8279313362579 +metrics area_roc = 89.78% +(beta) metrics area_precision_recall = 69.45% + +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 = 186 / 516 (truth == 1) & (prediction < threshold) + TP = 330 / 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 = +0.71 :::: + +accuracy = 0.9 = (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_hus275_hl2_time1524160824 + +$$$ hidden_units = 300 hidden_layers = 2 $$$ +completion: 4% (epoch=8)(element=6266) loss = 0 error progress = 2.10904% +completion: 8% (epoch=16)(element=6266) loss = 0 error progress = 1.88642% +completion: 12% (epoch=24)(element=6266) loss = 0 error progress = 1.73525% +completion: 16% (epoch=32)(element=6266) loss = 0 error progress = 1.61003% +completion: 20% (epoch=40)(element=6266) loss = 0 error progress = 1.49249% +completion: 24% (epoch=48)(element=6266) loss = 0 error progress = 1.38176% +completion: 28% (epoch=56)(element=6266) loss = 0 error progress = 1.2805% +completion: 32% (epoch=64)(element=6266) loss = 0 error progress = 1.18833% +completion: 36% (epoch=72)(element=6266) loss = 0 error progress = 1.10606% +completion: 40% (epoch=80)(element=6266) loss = 0 error progress = 1.03279% +completion: 44% (epoch=88)(element=6266) loss = 0 error progress = 0.96685% +completion: 48% (epoch=96)(element=6266) loss = 0 error progress = 0.90773% +completion: 52% (epoch=104)(element=6266) loss = 0 error progress = 0.8547% +completion: 56% (epoch=112)(element=6266) loss = 0 error progress = 0.80745% +completion: 60% (epoch=120)(element=6266) loss = 0 error progress = 0.76449% +completion: 64% (epoch=128)(element=6266) loss = 0 error progress = 0.72524% +completion: 68% (epoch=136)(element=6266) loss = 0 error progress = 0.68985% +completion: 72% (epoch=144)(element=6266) loss = 0 error progress = 0.65833% +completion: 76% (epoch=152)(element=6266) loss = 0 error progress = 0.62924% +completion: 80% (epoch=160)(element=6266) loss = 0 error progress = 0.60223% +completion: 84% (epoch=168)(element=6266) loss = 0 error progress = 0.57755% +completion: 88% (epoch=176)(element=6266) loss = 0.001 error progress = 0.55439% +completion: 92% (epoch=184)(element=6266) loss = 0 error progress = 0.53344% +completion: 96% (epoch=192)(element=6266) loss = 0.001 error progress = 0.51364% +completion: 100% (epoch=200)(element=6266) loss = 0 error progress = 0.49534% + + +### executeTest(perceptron, validation_patient_profile) + +Correct predictions = 89.61% +#FPplusFN=2089 +minError=206 minErrorIndex=1 globalThreshold =-1.6090881502675 +metrics area_roc = 90.25% +(beta) metrics area_precision_recall = 68.14% + +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 = 177 / 516 (truth == 1) & (prediction < threshold) + TP = 339 / 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 = +0.71 :::: + +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_time1524161557 + +$$$ hidden_units = 350 hidden_layers = 2 $$$ +completion: 4% (epoch=8)(element=6266) loss = 0 error progress = 2.08682% +completion: 8% (epoch=16)(element=6266) loss = 0 error progress = 1.87015% +completion: 12% (epoch=24)(element=6266) loss = 0 error progress = 1.72651% +completion: 16% (epoch=32)(element=6266) loss = 0 error progress = 1.60193% +completion: 20% (epoch=40)(element=6266) loss = 0 error progress = 1.48247% +completion: 24% (epoch=48)(element=6266) loss = 0 error progress = 1.36623% +completion: 28% (epoch=56)(element=6266) loss = 0 error progress = 1.25941% +completion: 32% (epoch=64)(element=6266) loss = 0 error progress = 1.1639% +completion: 36% (epoch=72)(element=6266) loss = 0 error progress = 1.0795% +completion: 40% (epoch=80)(element=6266) loss = 0 error progress = 1.00413% +completion: 44% (epoch=88)(element=6266) loss = 0 error progress = 0.93776% +completion: 48% (epoch=96)(element=6266) loss = 0 error progress = 0.87895% +completion: 52% (epoch=104)(element=6266) loss = 0 error progress = 0.82605% +completion: 56% (epoch=112)(element=6266) loss = 0 error progress = 0.7793% +completion: 60% (epoch=120)(element=6266) loss = 0 error progress = 0.73683% +completion: 64% (epoch=128)(element=6266) loss = 0 error progress = 0.69907% +completion: 68% (epoch=136)(element=6266) loss = 0 error progress = 0.66489% +completion: 72% (epoch=144)(element=6266) loss = 0 error progress = 0.63373% +completion: 76% (epoch=152)(element=6266) loss = 0.001 error progress = 0.60535% +completion: 80% (epoch=160)(element=6266) loss = 0 error progress = 0.57931% +completion: 84% (epoch=168)(element=6266) loss = 0 error progress = 0.55589% +completion: 88% (epoch=176)(element=6266) loss = 0.001 error progress = 0.53424% +completion: 92% (epoch=184)(element=6266) loss = 0.002 error progress = 0.51421% +completion: 96% (epoch=192)(element=6266) loss = 0.001 error progress = 0.49585% +completion: 100% (epoch=200)(element=6266) loss = 0 error progress = 0.47849% + + +### executeTest(perceptron, validation_patient_profile) + +Correct predictions = 89.95% +#FPplusFN=2089 +minError=204 minErrorIndex=1 globalThreshold =-1.7810004920603 +metrics area_roc = 90.49% +(beta) metrics area_precision_recall = 71.39% + +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 = 41 / 1,573 (truth == 0) & (prediction >= threshold) + TN = 1,532 / 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_hl2_time1524162497 + +$$$ hidden_units = 400 hidden_layers = 2 $$$ +completion: 4% (epoch=8)(element=6266) loss = 0 error progress = 2.07999% +completion: 8% (epoch=16)(element=6266) loss = 0 error progress = 1.86541% +completion: 12% (epoch=24)(element=6266) loss = 0 error progress = 1.71738% +completion: 16% (epoch=32)(element=6266) loss = 0 error progress = 1.58561% +completion: 20% (epoch=40)(element=6266) loss = 0 error progress = 1.45663% +completion: 24% (epoch=48)(element=6266) loss = 0 error progress = 1.3363% +completion: 28% (epoch=56)(element=6266) loss = 0.001 error progress = 1.23431% +completion: 32% (epoch=64)(element=6266) loss = 0 error progress = 1.14338% +completion: 36% (epoch=72)(element=6266) loss = 0 error progress = 1.06083% +completion: 40% (epoch=80)(element=6266) loss = 0 error progress = 0.98818% +completion: 44% (epoch=88)(element=6266) loss = 0 error progress = 0.92168% +completion: 48% (epoch=96)(element=6266) loss = 0.001 error progress = 0.86312% +completion: 52% (epoch=104)(element=6266) loss = 0 error progress = 0.81118% +completion: 56% (epoch=112)(element=6266) loss = 0 error progress = 0.76447% +completion: 60% (epoch=120)(element=6266) loss = 0 error progress = 0.72277% +completion: 64% (epoch=128)(element=6266) loss = 0 error progress = 0.6856% +completion: 68% (epoch=136)(element=6266) loss = 0 error progress = 0.65152% +completion: 72% (epoch=144)(element=6266) loss = 0 error progress = 0.62069% +completion: 76% (epoch=152)(element=6266) loss = 0 error progress = 0.59218% +completion: 80% (epoch=160)(element=6266) loss = 0 error progress = 0.56618% +completion: 84% (epoch=168)(element=6266) loss = 0 error progress = 0.54245% +completion: 88% (epoch=176)(element=6266) loss = 0 error progress = 0.52088% +completion: 92% (epoch=184)(element=6266) loss = 0 error progress = 0.5008% +completion: 96% (epoch=192)(element=6266) loss = 0 error progress = 0.48211% +completion: 100% (epoch=200)(element=6266) loss = 0 error progress = 0.46477% + + +### executeTest(perceptron, validation_patient_profile) + +Correct predictions = 89.52% +#FPplusFN=2089 +minError=210 minErrorIndex=1 globalThreshold =-1.6229807993884 +metrics area_roc = 90.93% +(beta) metrics area_precision_recall = 60.5% + +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 = 182 / 516 (truth == 1) & (prediction < threshold) + TP = 334 / 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 = +0.7 :::: + +accuracy = 0.9 = (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_hus400_hl2_time1524163675 + +$$$ hidden_units = 5 hidden_layers = 3 $$$ +completion: 4% (epoch=8)(element=6266) loss = 0 error progress = 2.53337% +completion: 8% (epoch=16)(element=6266) loss = 0 error progress = 2.29834% +completion: 12% (epoch=24)(element=6266) loss = 0 error progress = 2.19374% +completion: 16% (epoch=32)(element=6266) loss = 0 error progress = 2.12489% +completion: 20% (epoch=40)(element=6266) loss = 0.001 error progress = 2.07552% +completion: 24% (epoch=48)(element=6266) loss = 0 error progress = 2.03718% +completion: 28% (epoch=56)(element=6266) loss = 0.001 error progress = 2.00348% +completion: 32% (epoch=64)(element=6266) loss = 0.001 error progress = 1.97158% +completion: 36% (epoch=72)(element=6266) loss = 0.001 error progress = 1.94094% +completion: 40% (epoch=80)(element=6266) loss = 0.001 error progress = 1.91563% +completion: 44% (epoch=88)(element=6266) loss = 0 error progress = 1.89377% +completion: 48% (epoch=96)(element=6266) loss = 0.001 error progress = 1.87478% +completion: 52% (epoch=104)(element=6266) loss = 0.001 error progress = 1.85752% +completion: 56% (epoch=112)(element=6266) loss = 0 error progress = 1.84369% +completion: 60% (epoch=120)(element=6266) loss = 0 error progress = 1.83159% +completion: 64% (epoch=128)(element=6266) loss = 0 error progress = 1.81991% +completion: 68% (epoch=136)(element=6266) loss = 0.001 error progress = 1.80991% +completion: 72% (epoch=144)(element=6266) loss = 0.001 error progress = 1.79998% +completion: 76% (epoch=152)(element=6266) loss = 0.001 error progress = 1.79199% +completion: 80% (epoch=160)(element=6266) loss = 0.001 error progress = 1.78413% +completion: 84% (epoch=168)(element=6266) loss = 0.001 error progress = 1.77736% +completion: 88% (epoch=176)(element=6266) loss = 0.001 error progress = 1.77097% +completion: 92% (epoch=184)(element=6266) loss = 0.001 error progress = 1.76517% +completion: 96% (epoch=192)(element=6266) loss = 0 error progress = 1.75919% +completion: 100% (epoch=200)(element=6266) loss = 0.001 error progress = 1.75363% + + +### executeTest(perceptron, validation_patient_profile) + +Correct predictions = 88.22% +#FPplusFN=2089 +minError=203 minErrorIndex=1 globalThreshold =-0.94759283264914 +metrics area_roc = 92.64% +(beta) metrics area_precision_recall = 75.24% + +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 = 228 / 516 (truth == 1) & (prediction < threshold) + TP = 288 / 516 (truth == 1) & (prediction >= threshold) + + FP = 18 / 1,573 (truth == 0) & (prediction >= threshold) + TN = 1,555 / 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 = 0.7 = (2*tp) / (2*tp+fp+fn) [worst = 0, best = 1] +Saved model file: ./models/model_hus5_hl3_time1524163789 + +$$$ hidden_units = 10 hidden_layers = 3 $$$ +completion: 4% (epoch=8)(element=6266) loss = 0 error progress = 2.3953% +completion: 8% (epoch=16)(element=6266) loss = 0 error progress = 2.21503% +completion: 12% (epoch=24)(element=6266) loss = 0 error progress = 2.11138% +completion: 16% (epoch=32)(element=6266) loss = 0 error progress = 2.02942% +completion: 20% (epoch=40)(element=6266) loss = 0 error progress = 1.9644% +completion: 24% (epoch=48)(element=6266) loss = 0 error progress = 1.91771% +completion: 28% (epoch=56)(element=6266) loss = 0 error progress = 1.88056% +completion: 32% (epoch=64)(element=6266) loss = 0 error progress = 1.84837% +completion: 36% (epoch=72)(element=6266) loss = 0 error progress = 1.82186% +completion: 40% (epoch=80)(element=6266) loss = 0 error progress = 1.80005% +completion: 44% (epoch=88)(element=6266) loss = 0 error progress = 1.78012% +completion: 48% (epoch=96)(element=6266) loss = 0 error progress = 1.76356% +completion: 52% (epoch=104)(element=6266) loss = 0 error progress = 1.7482% +completion: 56% (epoch=112)(element=6266) loss = 0 error progress = 1.734% +completion: 60% (epoch=120)(element=6266) loss = 0.001 error progress = 1.72044% +completion: 64% (epoch=128)(element=6266) loss = 0 error progress = 1.7078% +completion: 68% (epoch=136)(element=6266) loss = 0 error progress = 1.69675% +completion: 72% (epoch=144)(element=6266) loss = 0 error progress = 1.6867% +completion: 76% (epoch=152)(element=6266) loss = 0 error progress = 1.6779% +completion: 80% (epoch=160)(element=6266) loss = 0 error progress = 1.66967% +completion: 84% (epoch=168)(element=6266) loss = 0 error progress = 1.66238% +completion: 88% (epoch=176)(element=6266) loss = 0 error progress = 1.65528% +completion: 92% (epoch=184)(element=6266) loss = 0 error progress = 1.64819% +completion: 96% (epoch=192)(element=6266) loss = 0 error progress = 1.64207% +completion: 100% (epoch=200)(element=6266) loss = 0 error progress = 1.63571% + + +### executeTest(perceptron, validation_patient_profile) + +Correct predictions = 88.37% +#FPplusFN=2089 +minError=195 minErrorIndex=1 globalThreshold =-1.0493702486419 +metrics area_roc = 93.48% +(beta) metrics area_precision_recall = 69.7% + +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 = 28 / 1,573 (truth == 0) & (prediction >= threshold) + TN = 1,545 / 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_hus10_hl3_time1524163907 + +$$$ hidden_units = 25 hidden_layers = 3 $$$ +completion: 4% (epoch=8)(element=6266) loss = 0 error progress = 2.35805% +completion: 8% (epoch=16)(element=6266) loss = 0.001 error progress = 2.16952% +completion: 12% (epoch=24)(element=6266) loss = 0 error progress = 2.05811% +completion: 16% (epoch=32)(element=6266) loss = 0 error progress = 1.97349% +completion: 20% (epoch=40)(element=6266) loss = 0 error progress = 1.9025% +completion: 24% (epoch=48)(element=6266) loss = 0 error progress = 1.84782% +completion: 28% (epoch=56)(element=6266) loss = 0 error progress = 1.80246% +completion: 32% (epoch=64)(element=6266) loss = 0 error progress = 1.76206% +completion: 36% (epoch=72)(element=6266) loss = 0.001 error progress = 1.72892% +completion: 40% (epoch=80)(element=6266) loss = 0 error progress = 1.70098% +completion: 44% (epoch=88)(element=6266) loss = 0 error progress = 1.67405% +completion: 48% (epoch=96)(element=6266) loss = 0 error progress = 1.65066% +completion: 52% (epoch=104)(element=6266) loss = 0 error progress = 1.63027% +completion: 56% (epoch=112)(element=6266) loss = 0 error progress = 1.60986% +completion: 60% (epoch=120)(element=6266) loss = 0 error progress = 1.59118% +completion: 64% (epoch=128)(element=6266) loss = 0 error progress = 1.57533% +completion: 68% (epoch=136)(element=6266) loss = 0 error progress = 1.55883% +completion: 72% (epoch=144)(element=6266) loss = 0 error progress = 1.54281% +completion: 76% (epoch=152)(element=6266) loss = 0 error progress = 1.52789% +completion: 80% (epoch=160)(element=6266) loss = 0 error progress = 1.51393% +completion: 84% (epoch=168)(element=6266) loss = 0 error progress = 1.50037% +completion: 88% (epoch=176)(element=6266) loss = 0 error progress = 1.48663% +completion: 92% (epoch=184)(element=6266) loss = 0 error progress = 1.47357% +completion: 96% (epoch=192)(element=6266) loss = 0 error progress = 1.46044% +completion: 100% (epoch=200)(element=6266) loss = 0.001 error progress = 1.44939% + + +### executeTest(perceptron, validation_patient_profile) + +Correct predictions = 89.13% +#FPplusFN=2089 +minError=218 minErrorIndex=1 globalThreshold =-1.4019352990413 +metrics area_roc = 90.7% +(beta) metrics area_precision_recall = 72.91% + +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 = 164 / 516 (truth == 1) & (prediction < threshold) + TP = 352 / 516 (truth == 1) & (prediction >= threshold) + + FP = 63 / 1,573 (truth == 0) & (prediction >= threshold) + TN = 1,510 / 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_hus25_hl3_time1524164035 + +$$$ hidden_units = 50 hidden_layers = 3 $$$ +completion: 4% (epoch=8)(element=6266) loss = 0 error progress = 2.24681% +completion: 8% (epoch=16)(element=6266) loss = 0 error progress = 2.02186% +completion: 12% (epoch=24)(element=6266) loss = 0 error progress = 1.89309% +completion: 16% (epoch=32)(element=6266) loss = 0 error progress = 1.80353% +completion: 20% (epoch=40)(element=6266) loss = 0 error progress = 1.7401% +completion: 24% (epoch=48)(element=6266) loss = 0 error progress = 1.69113% +completion: 28% (epoch=56)(element=6266) loss = 0 error progress = 1.65126% +completion: 32% (epoch=64)(element=6266) loss = 0 error progress = 1.61172% +completion: 36% (epoch=72)(element=6266) loss = 0 error progress = 1.57788% +completion: 40% (epoch=80)(element=6266) loss = 0 error progress = 1.54406% +completion: 44% (epoch=88)(element=6266) loss = 0 error progress = 1.51369% +completion: 48% (epoch=96)(element=6266) loss = 0 error progress = 1.4828% +completion: 52% (epoch=104)(element=6266) loss = 0 error progress = 1.45299% +completion: 56% (epoch=112)(element=6266) loss = 0 error progress = 1.42331% +completion: 60% (epoch=120)(element=6266) loss = 0 error progress = 1.39405% +completion: 64% (epoch=128)(element=6266) loss = 0 error progress = 1.36667% +completion: 68% (epoch=136)(element=6266) loss = 0.001 error progress = 1.34095% +completion: 72% (epoch=144)(element=6266) loss = 0 error progress = 1.31346% +completion: 76% (epoch=152)(element=6266) loss = 0 error progress = 1.28819% +completion: 80% (epoch=160)(element=6266) loss = 0 error progress = 1.26192% +completion: 84% (epoch=168)(element=6266) loss = 0 error progress = 1.23734% +completion: 88% (epoch=176)(element=6266) loss = 0 error progress = 1.21033% +completion: 92% (epoch=184)(element=6266) loss = 0 error progress = 1.18645% +completion: 96% (epoch=192)(element=6266) loss = 0 error progress = 1.16311% +completion: 100% (epoch=200)(element=6266) loss = 0 error progress = 1.13925% + + +### executeTest(perceptron, validation_patient_profile) + +Correct predictions = 86.45% +#FPplusFN=2089 +minError=231 minErrorIndex=1 globalThreshold =-1.4721662422319 +metrics area_roc = 86.62% +(beta) metrics area_precision_recall = 60.03% + +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 = 237 / 516 (truth == 1) & (prediction < threshold) + TP = 279 / 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 = +0.61 :::: + +accuracy = 0.86 = (tp + tn) / (tp + tn +fn + fp) [worst = -1, best = +1] +f1_score = 0.66 = (2*tp) / (2*tp+fp+fn) [worst = 0, best = 1] +Saved model file: ./models/model_hus50_hl3_time1524164192 + +$$$ hidden_units = 75 hidden_layers = 3 $$$ +completion: 4% (epoch=8)(element=6266) loss = 0 error progress = 2.23795% +completion: 8% (epoch=16)(element=6266) loss = 0 error progress = 2.00369% +completion: 12% (epoch=24)(element=6266) loss = 0 error progress = 1.87479% +completion: 16% (epoch=32)(element=6266) loss = 0 error progress = 1.78347% +completion: 20% (epoch=40)(element=6266) loss = 0 error progress = 1.71777% +completion: 24% (epoch=48)(element=6266) loss = 0 error progress = 1.66263% +completion: 28% (epoch=56)(element=6266) loss = 0 error progress = 1.61253% +completion: 32% (epoch=64)(element=6266) loss = 0 error progress = 1.56929% +completion: 36% (epoch=72)(element=6266) loss = 0.001 error progress = 1.52594% +completion: 40% (epoch=80)(element=6266) loss = 0.001 error progress = 1.48502% +completion: 44% (epoch=88)(element=6266) loss = 0.001 error progress = 1.44231% +completion: 48% (epoch=96)(element=6266) loss = 0 error progress = 1.39993% +completion: 52% (epoch=104)(element=6266) loss = 0.001 error progress = 1.36049% +completion: 56% (epoch=112)(element=6266) loss = 0.001 error progress = 1.32188% +completion: 60% (epoch=120)(element=6266) loss = 0.002 error progress = 1.28219% +completion: 64% (epoch=128)(element=6266) loss = 0.001 error progress = 1.24521% +completion: 68% (epoch=136)(element=6266) loss = 0.001 error progress = 1.20955% +completion: 72% (epoch=144)(element=6266) loss = 0 error progress = 1.17385% +completion: 76% (epoch=152)(element=6266) loss = 0 error progress = 1.13866% +completion: 80% (epoch=160)(element=6266) loss = 0 error progress = 1.10617% +completion: 84% (epoch=168)(element=6266) loss = 0 error progress = 1.07565% +completion: 88% (epoch=176)(element=6266) loss = 0 error progress = 1.04707% +completion: 92% (epoch=184)(element=6266) loss = 0 error progress = 1.01959% +completion: 96% (epoch=192)(element=6266) loss = 0 error progress = 0.99209% +completion: 100% (epoch=200)(element=6266) loss = 0 error progress = 0.96627% + + +### executeTest(perceptron, validation_patient_profile) + +Correct predictions = 88.61% +#FPplusFN=2089 +minError=223 minErrorIndex=1 globalThreshold =-1.7657417925815 +metrics area_roc = 88.26% +(beta) metrics area_precision_recall = 62.18% + +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 = 175 / 516 (truth == 1) & (prediction < threshold) + TP = 341 / 516 (truth == 1) & (prediction >= threshold) + + FP = 63 / 1,573 (truth == 0) & (prediction >= threshold) + TN = 1,510 / 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 = 0.74 = (2*tp) / (2*tp+fp+fn) [worst = 0, best = 1] +Saved model file: ./models/model_hus75_hl3_time1524164383 + +$$$ hidden_units = 100 hidden_layers = 3 $$$ +completion: 4% (epoch=8)(element=6266) loss = 0 error progress = 2.25595% +completion: 8% (epoch=16)(element=6266) loss = 0 error progress = 2.03257% +completion: 12% (epoch=24)(element=6266) loss = 0 error progress = 1.90027% +completion: 16% (epoch=32)(element=6266) loss = 0 error progress = 1.80585% +completion: 20% (epoch=40)(element=6266) loss = 0 error progress = 1.73194% +completion: 24% (epoch=48)(element=6266) loss = 0 error progress = 1.66499% +completion: 28% (epoch=56)(element=6266) loss = 0 error progress = 1.60828% +completion: 32% (epoch=64)(element=6266) loss = 0 error progress = 1.55326% +completion: 36% (epoch=72)(element=6266) loss = 0 error progress = 1.50869% +completion: 40% (epoch=80)(element=6266) loss = 0.001 error progress = 1.46705% +completion: 44% (epoch=88)(element=6266) loss = 0 error progress = 1.42124% +completion: 48% (epoch=96)(element=6266) loss = 0 error progress = 1.37843% +completion: 52% (epoch=104)(element=6266) loss = 0 error progress = 1.3351% +completion: 56% (epoch=112)(element=6266) loss = 0 error progress = 1.29306% +completion: 60% (epoch=120)(element=6266) loss = 0 error progress = 1.25143% +completion: 64% (epoch=128)(element=6266) loss = 0 error progress = 1.21164% +completion: 68% (epoch=136)(element=6266) loss = 0.001 error progress = 1.17515% +completion: 72% (epoch=144)(element=6266) loss = 0 error progress = 1.13789% +completion: 76% (epoch=152)(element=6266) loss = 0 error progress = 1.10228% +completion: 80% (epoch=160)(element=6266) loss = 0 error progress = 1.07008% +completion: 84% (epoch=168)(element=6266) loss = 0 error progress = 1.03844% +completion: 88% (epoch=176)(element=6266) loss = 0 error progress = 1.00846% +completion: 92% (epoch=184)(element=6266) loss = 0 error progress = 0.97919% +completion: 96% (epoch=192)(element=6266) loss = 0 error progress = 0.95123% +completion: 100% (epoch=200)(element=6266) loss = 0 error progress = 0.92605% + + +### executeTest(perceptron, validation_patient_profile) + +Correct predictions = 89.61% +#FPplusFN=2089 +minError=210 minErrorIndex=1 globalThreshold =-1.3195263982479 +metrics area_roc = 88.85% +(beta) metrics area_precision_recall = 63.56% + +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 = 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_hus100_hl3_time1524164622 + +$$$ hidden_units = 125 hidden_layers = 3 $$$ +completion: 4% (epoch=8)(element=6266) loss = 0 error progress = 2.20397% +completion: 8% (epoch=16)(element=6266) loss = 0 error progress = 1.98098% +completion: 12% (epoch=24)(element=6266) loss = 0 error progress = 1.85554% +completion: 16% (epoch=32)(element=6266) loss = 0 error progress = 1.7649% +completion: 20% (epoch=40)(element=6266) loss = 0 error progress = 1.69088% +completion: 24% (epoch=48)(element=6266) loss = 0 error progress = 1.62763% +completion: 28% (epoch=56)(element=6266) loss = 0 error progress = 1.57052% +completion: 32% (epoch=64)(element=6266) loss = 0 error progress = 1.51749% +completion: 36% (epoch=72)(element=6266) loss = 0 error progress = 1.46338% +completion: 40% (epoch=80)(element=6266) loss = 0 error progress = 1.409% +completion: 44% (epoch=88)(element=6266) loss = 0 error progress = 1.3568% +completion: 48% (epoch=96)(element=6266) loss = 0 error progress = 1.30618% +completion: 52% (epoch=104)(element=6266) loss = 0 error progress = 1.25737% +completion: 56% (epoch=112)(element=6266) loss = 0 error progress = 1.21064% +completion: 60% (epoch=120)(element=6266) loss = 0 error progress = 1.16579% +completion: 64% (epoch=128)(element=6266) loss = 0 error progress = 1.12396% +completion: 68% (epoch=136)(element=6266) loss = 0 error progress = 1.08334% +completion: 72% (epoch=144)(element=6266) loss = 0 error progress = 1.0458% +completion: 76% (epoch=152)(element=6266) loss = 0 error progress = 1.00904% +completion: 80% (epoch=160)(element=6266) loss = 0 error progress = 0.97451% +completion: 84% (epoch=168)(element=6266) loss = 0 error progress = 0.94284% +completion: 88% (epoch=176)(element=6266) loss = 0 error progress = 0.91214% +completion: 92% (epoch=184)(element=6266) loss = 0 error progress = 0.88398% +completion: 96% (epoch=192)(element=6266) loss = 0 error progress = 0.85664% +completion: 100% (epoch=200)(element=6266) loss = 0 error progress = 0.82918% + + +### executeTest(perceptron, validation_patient_profile) + +Correct predictions = 89.37% +#FPplusFN=2089 +minError=214 minErrorIndex=1 globalThreshold =-1.1852024292695 +metrics area_roc = 89.23% +(beta) metrics area_precision_recall = 48.55% + +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 = 154 / 516 (truth == 1) & (prediction < threshold) + TP = 362 / 516 (truth == 1) & (prediction >= threshold) + + FP = 68 / 1,573 (truth == 0) & (prediction >= threshold) + TN = 1,505 / 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_time1524164919 + +$$$ hidden_units = 150 hidden_layers = 3 $$$ +completion: 4% (epoch=8)(element=6266) loss = 0 error progress = 2.20215% +completion: 8% (epoch=16)(element=6266) loss = 0 error progress = 1.97237% +completion: 12% (epoch=24)(element=6266) loss = 0 error progress = 1.83894% +completion: 16% (epoch=32)(element=6266) loss = 0 error progress = 1.74213% +completion: 20% (epoch=40)(element=6266) loss = 0 error progress = 1.65926% +completion: 24% (epoch=48)(element=6266) loss = 0 error progress = 1.58239% +completion: 28% (epoch=56)(element=6266) loss = 0 error progress = 1.51106% +completion: 32% (epoch=64)(element=6266) loss = 0 error progress = 1.44282% +completion: 36% (epoch=72)(element=6266) loss = 0 error progress = 1.38031% +completion: 40% (epoch=80)(element=6266) loss = 0 error progress = 1.31705% +completion: 44% (epoch=88)(element=6266) loss = 0 error progress = 1.25681% +completion: 48% (epoch=96)(element=6266) loss = 0 error progress = 1.19928% +completion: 52% (epoch=104)(element=6266) loss = 0 error progress = 1.14319% +completion: 56% (epoch=112)(element=6266) loss = 0 error progress = 1.09011% +completion: 60% (epoch=120)(element=6266) loss = 0 error progress = 1.04065% +completion: 64% (epoch=128)(element=6266) loss = 0 error progress = 0.99536% +completion: 68% (epoch=136)(element=6266) loss = 0 error progress = 0.95188% +completion: 72% (epoch=144)(element=6266) loss = 0 error progress = 0.91351% +completion: 76% (epoch=152)(element=6266) loss = 0 error progress = 0.87844% +completion: 80% (epoch=160)(element=6266) loss = 0 error progress = 0.84471% +completion: 84% (epoch=168)(element=6266) loss = 0 error progress = 0.8124% +completion: 88% (epoch=176)(element=6266) loss = 0 error progress = 0.783% +completion: 92% (epoch=184)(element=6266) loss = 0 error progress = 0.75577% +completion: 96% (epoch=192)(element=6266) loss = 0 error progress = 0.7297% +completion: 100% (epoch=200)(element=6266) loss = 0 error progress = 0.70457% + + +### executeTest(perceptron, validation_patient_profile) + +Correct predictions = 90.09% +#FPplusFN=2089 +minError=202 minErrorIndex=1 globalThreshold =-1.5310182091316 +metrics area_roc = 89.23% +(beta) metrics area_precision_recall = 64.61% + +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 = 150 / 516 (truth == 1) & (prediction < threshold) + TP = 366 / 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 = +0.72 :::: + +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_hus150_hl3_time1524165286 + +$$$ hidden_units = 175 hidden_layers = 3 $$$ +completion: 4% (epoch=8)(element=6266) loss = 0 error progress = 2.16155% +completion: 8% (epoch=16)(element=6266) loss = 0 error progress = 1.93261% +completion: 12% (epoch=24)(element=6266) loss = 0 error progress = 1.79958% +completion: 16% (epoch=32)(element=6266) loss = 0 error progress = 1.70712% +completion: 20% (epoch=40)(element=6266) loss = 0 error progress = 1.62897% +completion: 24% (epoch=48)(element=6266) loss = 0 error progress = 1.55383% +completion: 28% (epoch=56)(element=6266) loss = 0 error progress = 1.48119% +completion: 32% (epoch=64)(element=6266) loss = 0 error progress = 1.40982% +completion: 36% (epoch=72)(element=6266) loss = 0 error progress = 1.33764% +completion: 40% (epoch=80)(element=6266) loss = 0 error progress = 1.26685% +completion: 44% (epoch=88)(element=6266) loss = 0 error progress = 1.20179% +completion: 48% (epoch=96)(element=6266) loss = 0.001 error progress = 1.1419% +completion: 52% (epoch=104)(element=6266) loss = 0 error progress = 1.08505% +completion: 56% (epoch=112)(element=6266) loss = 0 error progress = 1.03279% +completion: 60% (epoch=120)(element=6266) loss = 0 error progress = 0.98275% +completion: 64% (epoch=128)(element=6266) loss = 0 error progress = 0.93754% +completion: 68% (epoch=136)(element=6266) loss = 0 error progress = 0.89783% +completion: 72% (epoch=144)(element=6266) loss = 0 error progress = 0.85869% +completion: 76% (epoch=152)(element=6266) loss = 0.001 error progress = 0.82332% +completion: 80% (epoch=160)(element=6266) loss = 0 error progress = 0.79133% +completion: 84% (epoch=168)(element=6266) loss = 0 error progress = 0.76453% +completion: 88% (epoch=176)(element=6266) loss = 0.001 error progress = 0.73702% +completion: 92% (epoch=184)(element=6266) loss = 0 error progress = 0.71125% +completion: 96% (epoch=192)(element=6266) loss = 0.002 error progress = 0.68706% +completion: 100% (epoch=200)(element=6266) loss = 0.004 error progress = 0.66413% + + +### executeTest(perceptron, validation_patient_profile) + +Correct predictions = 88.61% +#FPplusFN=2089 +minError=233 minErrorIndex=1 globalThreshold =-1.1614622559602 +metrics area_roc = 87.71% +(beta) metrics area_precision_recall = 60.49% + +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 = 166 / 516 (truth == 1) & (prediction < threshold) + TP = 350 / 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_hus175_hl3_time1524165733 + +$$$ hidden_units = 200 hidden_layers = 3 $$$ +completion: 4% (epoch=8)(element=6266) loss = 0 error progress = 2.18296% +completion: 8% (epoch=16)(element=6266) loss = 0 error progress = 1.96048% +completion: 12% (epoch=24)(element=6266) loss = 0 error progress = 1.8241% +completion: 16% (epoch=32)(element=6266) loss = 0 error progress = 1.72094% +completion: 20% (epoch=40)(element=6266) loss = 0 error progress = 1.62888% +completion: 24% (epoch=48)(element=6266) loss = 0 error progress = 1.55115% +completion: 28% (epoch=56)(element=6266) loss = 0 error progress = 1.47574% +completion: 32% (epoch=64)(element=6266) loss = 0 error progress = 1.40379% +completion: 36% (epoch=72)(element=6266) loss = 0 error progress = 1.33184% +completion: 40% (epoch=80)(element=6266) loss = 0 error progress = 1.26376% +completion: 44% (epoch=88)(element=6266) loss = 0 error progress = 1.2018% +completion: 48% (epoch=96)(element=6266) loss = 0 error progress = 1.14431% +completion: 52% (epoch=104)(element=6266) loss = 0 error progress = 1.08886% +completion: 56% (epoch=112)(element=6266) loss = 0 error progress = 1.03647% +completion: 60% (epoch=120)(element=6266) loss = 0 error progress = 0.98725% +completion: 64% (epoch=128)(element=6266) loss = 0 error progress = 0.94188% +completion: 68% (epoch=136)(element=6266) loss = 0 error progress = 0.89935% +completion: 72% (epoch=144)(element=6266) loss = 0 error progress = 0.85983% +completion: 76% (epoch=152)(element=6266) loss = 0 error progress = 0.8237% +completion: 80% (epoch=160)(element=6266) loss = 0 error progress = 0.79046% +completion: 84% (epoch=168)(element=6266) loss = 0 error progress = 0.75978% +completion: 88% (epoch=176)(element=6266) loss = 0 error progress = 0.73171% +completion: 92% (epoch=184)(element=6266) loss = 0 error progress = 0.70534% +completion: 96% (epoch=192)(element=6266) loss = 0 error progress = 0.6809% +completion: 100% (epoch=200)(element=6266) loss = 0 error progress = 0.65999% + + +### executeTest(perceptron, validation_patient_profile) + +Correct predictions = 89.23% +#FPplusFN=2089 +minError=215 minErrorIndex=1 globalThreshold =-1.2181817666789 +metrics area_roc = 86.36% +(beta) metrics area_precision_recall = 57.98% + +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 = 185 / 516 (truth == 1) & (prediction < threshold) + TP = 331 / 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 = +0.7 :::: + +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_hus200_hl3_time1524166274 + +$$$ hidden_units = 225 hidden_layers = 3 $$$ +completion: 4% (epoch=8)(element=6266) loss = 0 error progress = 2.17048% +completion: 8% (epoch=16)(element=6266) loss = 0 error progress = 1.94317% +completion: 12% (epoch=24)(element=6266) loss = 0 error progress = 1.80432% +completion: 16% (epoch=32)(element=6266) loss = 0 error progress = 1.69954% +completion: 20% (epoch=40)(element=6266) loss = 0 error progress = 1.61457% +completion: 24% (epoch=48)(element=6266) loss = 0.001 error progress = 1.53144% +completion: 28% (epoch=56)(element=6266) loss = 0.001 error progress = 1.4544% +completion: 32% (epoch=64)(element=6266) loss = 0 error progress = 1.37817% +completion: 36% (epoch=72)(element=6266) loss = 0 error progress = 1.30442% +completion: 40% (epoch=80)(element=6266) loss = 0.002 error progress = 1.2345% +completion: 44% (epoch=88)(element=6266) loss = 0 error progress = 1.16764% +completion: 48% (epoch=96)(element=6266) loss = 0 error progress = 1.10406% +completion: 52% (epoch=104)(element=6266) loss = 0 error progress = 1.04508% +completion: 56% (epoch=112)(element=6266) loss = 0.001 error progress = 0.98952% +completion: 60% (epoch=120)(element=6266) loss = 0 error progress = 0.94126% +completion: 64% (epoch=128)(element=6266) loss = 0 error progress = 0.89647% +completion: 68% (epoch=136)(element=6266) loss = 0 error progress = 0.85621% +completion: 72% (epoch=144)(element=6266) loss = 0 error progress = 0.81705% +completion: 76% (epoch=152)(element=6266) loss = 0 error progress = 0.78292% +completion: 80% (epoch=160)(element=6266) loss = 0 error progress = 0.752% +completion: 84% (epoch=168)(element=6266) loss = 0 error progress = 0.72188% +completion: 88% (epoch=176)(element=6266) loss = 0 error progress = 0.69363% +completion: 92% (epoch=184)(element=6266) loss = 0 error progress = 0.66841% +completion: 96% (epoch=192)(element=6266) loss = 0 error progress = 0.64495% +completion: 100% (epoch=200)(element=6266) loss = 0 error progress = 0.62199% + + +### executeTest(perceptron, validation_patient_profile) + +Correct predictions = 89.8% +#FPplusFN=2089 +minError=210 minErrorIndex=1 globalThreshold =-1.1425729573978 +metrics area_roc = 88.9% +(beta) metrics area_precision_recall = 61.35% + +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 = 154 / 516 (truth == 1) & (prediction < threshold) + TP = 362 / 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 = +0.71 :::: + +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_hl3_time1524166939 + +$$$ hidden_units = 250 hidden_layers = 3 $$$ +completion: 4% (epoch=8)(element=6266) loss = 0 error progress = 2.16278% +completion: 8% (epoch=16)(element=6266) loss = 0 error progress = 1.93594% +completion: 12% (epoch=24)(element=6266) loss = 0 error progress = 1.79516% +completion: 16% (epoch=32)(element=6266) loss = 0 error progress = 1.68495% +completion: 20% (epoch=40)(element=6266) loss = 0 error progress = 1.58821% +completion: 24% (epoch=48)(element=6266) loss = 0 error progress = 1.49697% +completion: 28% (epoch=56)(element=6266) loss = 0.001 error progress = 1.41093% +completion: 32% (epoch=64)(element=6266) loss = 0 error progress = 1.33242% +completion: 36% (epoch=72)(element=6266) loss = 0 error progress = 1.25588% +completion: 40% (epoch=80)(element=6266) loss = 0 error progress = 1.18282% +completion: 44% (epoch=88)(element=6266) loss = 0 error progress = 1.11488% +completion: 48% (epoch=96)(element=6266) loss = 0.001 error progress = 1.05013% +completion: 52% (epoch=104)(element=6266) loss = 0 error progress = 0.99267% +completion: 56% (epoch=112)(element=6266) loss = 0.001 error progress = 0.93919% +completion: 60% (epoch=120)(element=6266) loss = 0 error progress = 0.89128% +completion: 64% (epoch=128)(element=6266) loss = 0 error progress = 0.84983% +completion: 68% (epoch=136)(element=6266) loss = 0 error progress = 0.81061% +completion: 72% (epoch=144)(element=6266) loss = 0 error progress = 0.77607% +completion: 76% (epoch=152)(element=6266) loss = 0 error progress = 0.74323% +completion: 80% (epoch=160)(element=6266) loss = 0 error progress = 0.71329% +completion: 84% (epoch=168)(element=6266) loss = 0 error progress = 0.68615% +completion: 88% (epoch=176)(element=6266) loss = 0 error progress = 0.66127% +completion: 92% (epoch=184)(element=6266) loss = 0 error progress = 0.63881% +completion: 96% (epoch=192)(element=6266) loss = 0 error progress = 0.61637% +completion: 100% (epoch=200)(element=6266) loss = 0 error progress = 0.59545% + + +### executeTest(perceptron, validation_patient_profile) + +Correct predictions = 89.85% +#FPplusFN=2089 +minError=201 minErrorIndex=1 globalThreshold =-1.1112201071546 +metrics area_roc = 89.03% +(beta) metrics area_precision_recall = 67.82% + +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 = 151 / 516 (truth == 1) & (prediction < threshold) + TP = 365 / 516 (truth == 1) & (prediction >= threshold) + + FP = 61 / 1,573 (truth == 0) & (prediction >= threshold) + TN = 1,512 / 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_time1524167696 + +$$$ hidden_units = 275 hidden_layers = 3 $$$ +completion: 4% (epoch=8)(element=6266) loss = 0 error progress = 2.13326% +completion: 8% (epoch=16)(element=6266) loss = 0 error progress = 1.90547% +completion: 12% (epoch=24)(element=6266) loss = 0 error progress = 1.77241% +completion: 16% (epoch=32)(element=6266) loss = 0 error progress = 1.67323% +completion: 20% (epoch=40)(element=6266) loss = 0 error progress = 1.58815% +completion: 24% (epoch=48)(element=6266) loss = 0 error progress = 1.50389% +completion: 28% (epoch=56)(element=6266) loss = 0 error progress = 1.42027% +completion: 32% (epoch=64)(element=6266) loss = 0.001 error progress = 1.33852% +completion: 36% (epoch=72)(element=6266) loss = 0 error progress = 1.26045% +completion: 40% (epoch=80)(element=6266) loss = 0.001 error progress = 1.18606% +completion: 44% (epoch=88)(element=6266) loss = 0.001 error progress = 1.12013% +completion: 48% (epoch=96)(element=6266) loss = 0.001 error progress = 1.05716% +completion: 52% (epoch=104)(element=6266) loss = 0 error progress = 1.00038% +completion: 56% (epoch=112)(element=6266) loss = 0 error progress = 0.94736% +completion: 60% (epoch=120)(element=6266) loss = 0 error progress = 0.90055% +completion: 64% (epoch=128)(element=6266) loss = 0 error progress = 0.85726% +completion: 68% (epoch=136)(element=6266) loss = 0 error progress = 0.81794% +completion: 72% (epoch=144)(element=6266) loss = 0 error progress = 0.78187% +completion: 76% (epoch=152)(element=6266) loss = 0 error progress = 0.74888% +completion: 80% (epoch=160)(element=6266) loss = 0 error progress = 0.71723% +completion: 84% (epoch=168)(element=6266) loss = 0 error progress = 0.68816% +completion: 88% (epoch=176)(element=6266) loss = 0 error progress = 0.66117% +completion: 92% (epoch=184)(element=6266) loss = 0 error progress = 0.63528% +completion: 96% (epoch=192)(element=6266) loss = 0 error progress = 0.61155% +completion: 100% (epoch=200)(element=6266) loss = 0 error progress = 0.58911% + + +### executeTest(perceptron, validation_patient_profile) + +Correct predictions = 89.71% +#FPplusFN=2089 +minError=208 minErrorIndex=1 globalThreshold =-1.4197140661601 +metrics area_roc = 89.5% +(beta) metrics area_precision_recall = 64.14% + +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 = 159 / 516 (truth == 1) & (prediction < threshold) + TP = 357 / 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 = +0.71 :::: + +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_hus275_hl3_time1524168585 + +$$$ hidden_units = 300 hidden_layers = 3 $$$ +completion: 4% (epoch=8)(element=6266) loss = 0 error progress = 2.13273% +completion: 8% (epoch=16)(element=6266) loss = 0 error progress = 1.90831% +completion: 12% (epoch=24)(element=6266) loss = 0 error progress = 1.76688% +completion: 16% (epoch=32)(element=6266) loss = 0 error progress = 1.65499% +completion: 20% (epoch=40)(element=6266) loss = 0 error progress = 1.55478% +completion: 24% (epoch=48)(element=6266) loss = 0 error progress = 1.45763% +completion: 28% (epoch=56)(element=6266) loss = 0 error progress = 1.36424% +completion: 32% (epoch=64)(element=6266) loss = 0 error progress = 1.27421% +completion: 36% (epoch=72)(element=6266) loss = 0 error progress = 1.19251% +completion: 40% (epoch=80)(element=6266) loss = 0.001 error progress = 1.11596% +completion: 44% (epoch=88)(element=6266) loss = 0 error progress = 1.04569% +completion: 48% (epoch=96)(element=6266) loss = 0.001 error progress = 0.98379% +completion: 52% (epoch=104)(element=6266) loss = 0 error progress = 0.92715% +completion: 56% (epoch=112)(element=6266) loss = 0.001 error progress = 0.87623% +completion: 60% (epoch=120)(element=6266) loss = 0 error progress = 0.82962% +completion: 64% (epoch=128)(element=6266) loss = 0.001 error progress = 0.78729% +completion: 68% (epoch=136)(element=6266) loss = 0 error progress = 0.74916% +completion: 72% (epoch=144)(element=6266) loss = 0 error progress = 0.71565% +completion: 76% (epoch=152)(element=6266) loss = 0 error progress = 0.68444% +completion: 80% (epoch=160)(element=6266) loss = 0 error progress = 0.65507% +completion: 84% (epoch=168)(element=6266) loss = 0 error progress = 0.62902% +completion: 88% (epoch=176)(element=6266) loss = 0 error progress = 0.60529% +completion: 92% (epoch=184)(element=6266) loss = 0 error progress = 0.58228% +completion: 96% (epoch=192)(element=6266) loss = 0 error progress = 0.56169% +completion: 100% (epoch=200)(element=6266) loss = 0 error progress = 0.54172% + + +### executeTest(perceptron, validation_patient_profile) + +Correct predictions = 90.62% +#FPplusFN=2089 +minError=192 minErrorIndex=1 globalThreshold =-1.1996717692923 +metrics area_roc = 90.95% +(beta) metrics area_precision_recall = 66.48% + +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 = 50 / 1,573 (truth == 0) & (prediction >= threshold) + TN = 1,523 / 1,573 (truth == 0) & (prediction < threshold) + + +:::: Matthews correlation coefficient = +0.74 :::: + +accuracy = 0.91 = (tp + tn) / (tp + tn +fn + fp) [worst = -1, best = +1] +f1_score = 0.79 = (2*tp) / (2*tp+fp+fn) [worst = 0, best = 1] +Saved model file: ./models/model_hus300_hl3_time1524169629 + +$$$ hidden_units = 350 hidden_layers = 3 $$$ +completion: 4% (epoch=8)(element=6266) loss = 0 error progress = 2.10974% +completion: 8% (epoch=16)(element=6266) loss = 0 error progress = 1.89036% +completion: 12% (epoch=24)(element=6266) loss = 0 error progress = 1.75524% +completion: 16% (epoch=32)(element=6266) loss = 0 error progress = 1.63903% +completion: 20% (epoch=40)(element=6266) loss = 0 error progress = 1.53198% +completion: 24% (epoch=48)(element=6266) loss = 0 error progress = 1.43064% +completion: 28% (epoch=56)(element=6266) loss = 0.001 error progress = 1.33438% +completion: 32% (epoch=64)(element=6266) loss = 0.001 error progress = 1.24456% +completion: 36% (epoch=72)(element=6266) loss = 0 error progress = 1.16059% +completion: 40% (epoch=80)(element=6266) loss = 0 error progress = 1.08305% +completion: 44% (epoch=88)(element=6266) loss = 0 error progress = 1.012% +completion: 48% (epoch=96)(element=6266) loss = 0.001 error progress = 0.9475% +completion: 52% (epoch=104)(element=6266) loss = 0 error progress = 0.89191% +completion: 56% (epoch=112)(element=6266) loss = 0 error progress = 0.84073% +completion: 60% (epoch=120)(element=6266) loss = 0.001 error progress = 0.79523% +completion: 64% (epoch=128)(element=6266) loss = 0 error progress = 0.75372% +completion: 68% (epoch=136)(element=6266) loss = 0 error progress = 0.71655% +completion: 72% (epoch=144)(element=6266) loss = 0 error progress = 0.68189% +completion: 76% (epoch=152)(element=6266) loss = 0 error progress = 0.65117% +completion: 80% (epoch=160)(element=6266) loss = 0 error progress = 0.62209% +completion: 84% (epoch=168)(element=6266) loss = 0 error progress = 0.59664% +completion: 88% (epoch=176)(element=6266) loss = 0 error progress = 0.57367% +completion: 92% (epoch=184)(element=6266) loss = 0 error progress = 0.55149% +completion: 96% (epoch=192)(element=6266) loss = 0 error progress = 0.53033% +completion: 100% (epoch=200)(element=6266) loss = 0 error progress = 0.51129% + + +### executeTest(perceptron, validation_patient_profile) + +Correct predictions = 90% +#FPplusFN=2089 +minError=208 minErrorIndex=1 globalThreshold =-1.1420923320909 +metrics area_roc = 88.9% +(beta) metrics area_precision_recall = 60.71% + +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 = 50 / 1,573 (truth == 0) & (prediction >= threshold) + TN = 1,523 / 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_time1524171019 + +$$$ hidden_units = 400 hidden_layers = 3 $$$ +completion: 4% (epoch=8)(element=6266) loss = 0 error progress = 2.11044% +completion: 8% (epoch=16)(element=6266) loss = 0 error progress = 1.88888% +completion: 12% (epoch=24)(element=6266) loss = 0 error progress = 1.74834% +completion: 16% (epoch=32)(element=6266) loss = 0 error progress = 1.62546% +completion: 20% (epoch=40)(element=6266) loss = 0.001 error progress = 1.50933% +completion: 24% (epoch=48)(element=6266) loss = 0.003 error progress = 1.40069% +completion: 28% (epoch=56)(element=6266) loss = 0 error progress = 1.30032% +completion: 32% (epoch=64)(element=6266) loss = 0 error progress = 1.20593% +completion: 36% (epoch=72)(element=6266) loss = 0 error progress = 1.11866% +completion: 40% (epoch=80)(element=6266) loss = 0 error progress = 1.03902% +completion: 44% (epoch=88)(element=6266) loss = 0.001 error progress = 0.97101% +completion: 48% (epoch=96)(element=6266) loss = 0 error progress = 0.91019% +completion: 52% (epoch=104)(element=6266) loss = 0 error progress = 0.85619% +completion: 56% (epoch=112)(element=6266) loss = 0.001 error progress = 0.80804% +completion: 60% (epoch=120)(element=6266) loss = 0 error progress = 0.76478% +completion: 64% (epoch=128)(element=6266) loss = 0 error progress = 0.72481% +completion: 68% (epoch=136)(element=6266) loss = 0 error progress = 0.68893% +completion: 72% (epoch=144)(element=6266) loss = 0 error progress = 0.65531% +completion: 76% (epoch=152)(element=6266) loss = 0 error progress = 0.62496% +completion: 80% (epoch=160)(element=6266) loss = 0 error progress = 0.59653% +completion: 84% (epoch=168)(element=6266) loss = 0 error progress = 0.57041% +completion: 88% (epoch=176)(element=6266) loss = 0 error progress = 0.54613% +completion: 92% (epoch=184)(element=6266) loss = 0 error progress = 0.52389% +completion: 96% (epoch=192)(element=6266) loss = 0 error progress = 0.50316% +completion: 100% (epoch=200)(element=6266) loss = 0 error progress = 0.48392% + + +### executeTest(perceptron, validation_patient_profile) + +Correct predictions = 89.9% +#FPplusFN=2089 +minError=206 minErrorIndex=1 globalThreshold =-1.2842014618933 +metrics area_roc = 89.87% +(beta) metrics area_precision_recall = 55.43% + +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 = 152 / 516 (truth == 1) & (prediction < threshold) + TP = 364 / 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 = +0.72 :::: + +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_time1524172716 + +@ @ [1] AUPR = 74.06% MCC = 0.64 F1_score = 0.66 AUROC = 92.93% hidden units = 5 hidden layers = 1 @ @ +@ @ [2] AUPR = 75.68% MCC = 0.66 F1_score = 0.7 AUROC = 92.56% hidden units = 10 hidden layers = 1 @ @ +@ @ [3] AUPR = 60.11% MCC = 0.66 F1_score = 0.71 AUROC = 90.86% hidden units = 25 hidden layers = 1 @ @ +@ @ [4] AUPR = 62.32% MCC = 0.59 F1_score = 0.65 AUROC = 89.13% hidden units = 50 hidden layers = 1 @ @ +@ @ [5] AUPR = 61.39% MCC = 0.67 F1_score = 0.73 AUROC = 88.63% hidden units = 75 hidden layers = 1 @ @ +@ @ [6] AUPR = 61.98% MCC = 0.63 F1_score = 0.68 AUROC = 87.3% hidden units = 100 hidden layers = 1 @ @ +@ @ [7] AUPR = 63.98% MCC = 0.61 F1_score = 0.67 AUROC = 87.3% hidden units = 125 hidden layers = 1 @ @ +@ @ [8] AUPR = 63.98% MCC = 0.61 F1_score = 0.67 AUROC = 87.17% hidden units = 150 hidden layers = 1 @ @ +@ @ [9] AUPR = 61.67% MCC = 0.64 F1_score = 0.68 AUROC = 87.69% hidden units = 175 hidden layers = 1 @ @ +@ @ [10] AUPR = 66.57% MCC = 0.64 F1_score = 0.69 AUROC = 88.81% hidden units = 200 hidden layers = 1 @ @ +@ @ [11] AUPR = 66.03% MCC = 0.66 F1_score = 0.72 AUROC = 88.58% hidden units = 225 hidden layers = 1 @ @ +@ @ [12] AUPR = 66.31% MCC = 0.63 F1_score = 0.69 AUROC = 89.02% hidden units = 250 hidden layers = 1 @ @ +@ @ [13] AUPR = 63.36% MCC = 0.68 F1_score = 0.73 AUROC = 87.57% hidden units = 275 hidden layers = 1 @ @ +@ @ [14] AUPR = 58.91% MCC = 0.63 F1_score = 0.67 AUROC = 88.6% hidden units = 300 hidden layers = 1 @ @ +@ @ [15] AUPR = 68.84% MCC = 0.68 F1_score = 0.72 AUROC = 88.47% hidden units = 350 hidden layers = 1 @ @ +@ @ [16] AUPR = 70.84% MCC = 0.67 F1_score = 0.72 AUROC = 89.29% hidden units = 400 hidden layers = 1 @ @ +@ @ [17] AUPR = 75.1% MCC = 0.69 F1_score = 0.72 AUROC = 93.37% hidden units = 5 hidden layers = 2 @ @ +@ @ [18] AUPR = 73.92% MCC = 0.69 F1_score = 0.73 AUROC = 92.36% hidden units = 10 hidden layers = 2 @ @ +@ @ [19] AUPR = 57.76% MCC = 0.66 F1_score = 0.72 AUROC = 87.4% hidden units = 25 hidden layers = 2 @ @ +@ @ [20] AUPR = 55.85% MCC = 0.66 F1_score = 0.72 AUROC = 87.32% hidden units = 50 hidden layers = 2 @ @ +@ @ [21] AUPR = 58.84% MCC = 0.68 F1_score = 0.73 AUROC = 86.53% hidden units = 75 hidden layers = 2 @ @ +@ @ [22] AUPR = 56.17% MCC = 0.67 F1_score = 0.73 AUROC = 87.9% hidden units = 100 hidden layers = 2 @ @ +@ @ [23] AUPR = 61.27% MCC = 0.69 F1_score = 0.74 AUROC = 88.19% hidden units = 125 hidden layers = 2 @ @ +@ @ [24] AUPR = 55.45% MCC = 0.7 F1_score = 0.75 AUROC = 88.91% hidden units = 150 hidden layers = 2 @ @ +@ @ [25] AUPR = 64.81% MCC = 0.68 F1_score = 0.73 AUROC = 89.51% hidden units = 175 hidden layers = 2 @ @ +@ @ [26] AUPR = 58.05% MCC = 0.7 F1_score = 0.76 AUROC = 88.77% hidden units = 200 hidden layers = 2 @ @ +@ @ [27] AUPR = 64.59% MCC = 0.71 F1_score = 0.76 AUROC = 90.4% hidden units = 225 hidden layers = 2 @ @ +@ @ [28] AUPR = 66.01% MCC = 0.71 F1_score = 0.76 AUROC = 90.04% hidden units = 250 hidden layers = 2 @ @ +@ @ [29] AUPR = 69.45% MCC = 0.71 F1_score = 0.75 AUROC = 89.78% hidden units = 275 hidden layers = 2 @ @ +@ @ [30] AUPR = 68.14% MCC = 0.71 F1_score = 0.76 AUROC = 90.25% hidden units = 300 hidden layers = 2 @ @ +@ @ [31] AUPR = 71.39% MCC = 0.72 F1_score = 0.77 AUROC = 90.49% hidden units = 350 hidden layers = 2 @ @ +@ @ [32] AUPR = 60.5% MCC = 0.7 F1_score = 0.75 AUROC = 90.93% hidden units = 400 hidden layers = 2 @ @ +@ @ [33] AUPR = 75.24% MCC = 0.67 F1_score = 0.7 AUROC = 92.64% hidden units = 5 hidden layers = 3 @ @ +@ @ [34] AUPR = 69.7% MCC = 0.67 F1_score = 0.71 AUROC = 93.48% hidden units = 10 hidden layers = 3 @ @ +@ @ [35] AUPR = 72.91% MCC = 0.69 F1_score = 0.76 AUROC = 90.7% hidden units = 25 hidden layers = 3 @ @ +@ @ [36] AUPR = 60.03% MCC = 0.61 F1_score = 0.66 AUROC = 86.62% hidden units = 50 hidden layers = 3 @ @ +@ @ [37] AUPR = 62.18% MCC = 0.68 F1_score = 0.74 AUROC = 88.26% hidden units = 75 hidden layers = 3 @ @ +@ @ [38] AUPR = 63.56% MCC = 0.71 F1_score = 0.77 AUROC = 88.85% hidden units = 100 hidden layers = 3 @ @ +@ @ [39] AUPR = 48.55% MCC = 0.7 F1_score = 0.77 AUROC = 89.23% hidden units = 125 hidden layers = 3 @ @ +@ @ [40] AUPR = 64.61% MCC = 0.72 F1_score = 0.78 AUROC = 89.23% hidden units = 150 hidden layers = 3 @ @ +@ @ [41] AUPR = 60.49% MCC = 0.68 F1_score = 0.75 AUROC = 87.71% hidden units = 175 hidden layers = 3 @ @ +@ @ [42] AUPR = 57.98% MCC = 0.7 F1_score = 0.75 AUROC = 86.36% hidden units = 200 hidden layers = 3 @ @ +@ @ [43] AUPR = 61.35% MCC = 0.71 F1_score = 0.77 AUROC = 88.9% hidden units = 225 hidden layers = 3 @ @ +@ @ [44] AUPR = 67.82% MCC = 0.72 F1_score = 0.77 AUROC = 89.03% hidden units = 250 hidden layers = 3 @ @ +@ @ [45] AUPR = 64.14% MCC = 0.71 F1_score = 0.77 AUROC = 89.5% hidden units = 275 hidden layers = 3 @ @ +@ @ [46] AUPR = 66.48% MCC = 0.74 F1_score = 0.79 AUROC = 90.95% hidden units = 300 hidden layers = 3 @ @ +@ @ [47] AUPR = 60.71% MCC = 0.72 F1_score = 0.77 AUROC = 88.9% hidden units = 350 hidden layers = 3 @ @ +@ @ [48] AUPR = 55.43% MCC = 0.72 F1_score = 0.78 AUROC = 89.87% hidden units = 400 hidden layers = 3 @ @ + +modelFileVect[46] +modelFileToLoad =./models/model_hus300_hl3_time1524169629 + + +### executeTest(loadedModel, test_patient_profile) + +Correct predictions = 90.47% +#FPplusFN=2088 +minError=188 minErrorIndex=1 globalThreshold =-1.2652045103732 +metrics area_roc = 92.31% +(beta) metrics area_precision_recall = 70.38% + +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 = 149 / 535 (truth == 1) & (prediction < threshold) + TP = 386 / 535 (truth == 1) & (prediction >= threshold) + + FP = 50 / 1,553 (truth == 0) & (prediction >= threshold) + TN = 1,503 / 1,553 (truth == 0) & (prediction < threshold) + + +:::: Matthews correlation coefficient = +0.74 :::: + +accuracy = 0.9 = (tp + tn) / (tp + tn +fn + fp) [worst = -1, best = +1] +f1_score = 0.8 = (2*tp) / (2*tp+fp+fn) [worst = 0, best = 1] +':':':':' lastMCC = 0.74 lastF1score = 0.8 ':':':':' +command: rm ./models/model_hus5_hl1_time1524153396 +command: rm ./models/model_hus10_hl1_time1524153477 +command: rm ./models/model_hus25_hl1_time1524153564 +command: rm ./models/model_hus50_hl1_time1524153664 +command: rm ./models/model_hus75_hl1_time1524153780 +command: rm ./models/model_hus100_hl1_time1524153913 +command: rm ./models/model_hus125_hl1_time1524154068 +command: rm ./models/model_hus150_hl1_time1524154244 +command: rm ./models/model_hus175_hl1_time1524154451 +command: rm ./models/model_hus200_hl1_time1524154689 +command: rm ./models/model_hus225_hl1_time1524154964 +command: rm ./models/model_hus250_hl1_time1524155277 +command: rm ./models/model_hus275_hl1_time1524155634 +command: rm ./models/model_hus300_hl1_time1524156032 +command: rm ./models/model_hus350_hl1_time1524156547 +command: rm ./models/model_hus400_hl1_time1524157187 +command: rm ./models/model_hus5_hl2_time1524157287 +command: rm ./models/model_hus10_hl2_time1524157387 +command: rm ./models/model_hus25_hl2_time1524157497 +command: rm ./models/model_hus50_hl2_time1524157625 +command: rm ./models/model_hus75_hl2_time1524157779 +command: rm ./models/model_hus100_hl2_time1524157963 +command: rm ./models/model_hus125_hl2_time1524158191 +command: rm ./models/model_hus150_hl2_time1524158463 +command: rm ./models/model_hus175_hl2_time1524158789 +command: rm ./models/model_hus200_hl2_time1524159178 +command: rm ./models/model_hus225_hl2_time1524159637 +command: rm ./models/model_hus250_hl2_time1524160186 +command: rm ./models/model_hus275_hl2_time1524160824 +command: rm ./models/model_hus300_hl2_time1524161557 +command: rm ./models/model_hus350_hl2_time1524162497 +command: rm ./models/model_hus400_hl2_time1524163675 +command: rm ./models/model_hus5_hl3_time1524163789 +command: rm ./models/model_hus10_hl3_time1524163907 +command: rm ./models/model_hus25_hl3_time1524164035 +command: rm ./models/model_hus50_hl3_time1524164192 +command: rm ./models/model_hus75_hl3_time1524164383 +command: rm ./models/model_hus100_hl3_time1524164622 +command: rm ./models/model_hus125_hl3_time1524164919 +command: rm ./models/model_hus150_hl3_time1524165286 +command: rm ./models/model_hus175_hl3_time1524165733 +command: rm ./models/model_hus200_hl3_time1524166274 +command: rm ./models/model_hus225_hl3_time1524166939 +command: rm ./models/model_hus250_hl3_time1524167696 +command: rm ./models/model_hus275_hl3_time1524168585 +command: rm ./models/model_hus300_hl3_time1524169629 +command: rm ./models/model_hus350_hl3_time1524171019 +command: rm ./models/model_hus400_hl3_time1524172716 + +duration complete execution: 19,405 seconds +duration complete execution: 00 days, 05 hours, 23 minutes, 25 seconds