Datasets
Models
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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