Datasets
Models
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file: script_start.lua
author Davide Chicco <davide.chicco@gmail.com>
Thu Apr 19 11:52:01 2018
Readin' ../data/LungCancerDataset_AllRecords_NORM.csv
OPTIM_PACKAGE = true
XAVIER_INITIALIZATION = false
DROPOUT_FLAG = false
MOMENTUM_ALPHA = 0.5
MOMENTUM = false
LEARN_RATE = 0.01
ITERATIONS = 200
Number of value profiles (rows) = 10443
Number features (columns) = 27
Number of targets (rows) = 10443
#patients_vett = 10443
training_set_size = 6266
validation_set_size = 2089
test_set_size = 2088
$$$ hidden_units = 5 hidden_layers = 1 $$$
completion: 4% (epoch=8)(element=6266) loss = 0 error progress = 2.29099%
completion: 8% (epoch=16)(element=6266) loss = 0 error progress = 2.13142%
completion: 12% (epoch=24)(element=6266) loss = 0 error progress = 2.06167%
completion: 16% (epoch=32)(element=6266) loss = 0 error progress = 2.01913%
completion: 20% (epoch=40)(element=6266) loss = 0 error progress = 1.98679%
completion: 24% (epoch=48)(element=6266) loss = 0 error progress = 1.95734%
completion: 28% (epoch=56)(element=6266) loss = 0 error progress = 1.93064%
completion: 32% (epoch=64)(element=6266) loss = 0 error progress = 1.90454%
completion: 36% (epoch=72)(element=6266) loss = 0 error progress = 1.88146%
completion: 40% (epoch=80)(element=6266) loss = 0 error progress = 1.86148%
completion: 44% (epoch=88)(element=6266) loss = 0 error progress = 1.84471%
completion: 48% (epoch=96)(element=6266) loss = 0 error progress = 1.82942%
completion: 52% (epoch=104)(element=6266) loss = 0 error progress = 1.81563%
completion: 56% (epoch=112)(element=6266) loss = 0 error progress = 1.80335%
completion: 60% (epoch=120)(element=6266) loss = 0 error progress = 1.79218%
completion: 64% (epoch=128)(element=6266) loss = 0 error progress = 1.7825%
completion: 68% (epoch=136)(element=6266) loss = 0 error progress = 1.77335%
completion: 72% (epoch=144)(element=6266) loss = 0 error progress = 1.76519%
completion: 76% (epoch=152)(element=6266) loss = 0 error progress = 1.75817%
completion: 80% (epoch=160)(element=6266) loss = 0 error progress = 1.75182%
completion: 84% (epoch=168)(element=6266) loss = 0 error progress = 1.74613%
completion: 88% (epoch=176)(element=6266) loss = 0 error progress = 1.74049%
completion: 92% (epoch=184)(element=6266) loss = 0 error progress = 1.73554%
completion: 96% (epoch=192)(element=6266) loss = 0 error progress = 1.73116%
completion: 100% (epoch=200)(element=6266) loss = 0 error progress = 1.72739%
### executeTest(perceptron, validation_patient_profile)
Correct predictions = 88.42%
#FPplusFN=2089
minError=207 minErrorIndex=1 globalThreshold =-1.0828454232656
metrics area_roc = 93.59%
(beta) metrics area_precision_recall = 74.83%
duration the new area_roc metrics ROC_AUC_computer function: 0 seconds
duration the new area_roc metrics ROC_AUC_computer function: 00 days, 00 hours, 00 minutes, 00 seconds
TOTAL:
FN = 222 / 516 (truth == 1) & (prediction < threshold)
TP = 294 / 516 (truth == 1) & (prediction >= threshold)
FP = 20 / 1,573 (truth == 0) & (prediction >= threshold)
TN = 1,553 / 1,573 (truth == 0) & (prediction < threshold)
:::: Matthews correlation coefficient = +0.67 ::::
accuracy = 0.88 = (tp + tn) / (tp + tn +fn + fp) [worst = -1, best = +1]
f1_score = 0.71 = (2*tp) / (2*tp+fp+fn) [worst = 0, best = 1]
Saved model file: ./models/model_hus5_hl1_time1524153219
$$$ hidden_units = 10 hidden_layers = 1 $$$
completion: 4% (epoch=8)(element=6266) loss = 0.001 error progress = 2.3305%
completion: 8% (epoch=16)(element=6266) loss = 0 error progress = 2.13341%
completion: 12% (epoch=24)(element=6266) loss = 0 error progress = 2.02566%
completion: 16% (epoch=32)(element=6266) loss = 0 error progress = 1.95212%
completion: 20% (epoch=40)(element=6266) loss = 0 error progress = 1.89834%
completion: 24% (epoch=48)(element=6266) loss = 0 error progress = 1.85614%
completion: 28% (epoch=56)(element=6266) loss = 0 error progress = 1.82302%
completion: 32% (epoch=64)(element=6266) loss = 0 error progress = 1.79627%
completion: 36% (epoch=72)(element=6266) loss = 0 error progress = 1.77324%
completion: 40% (epoch=80)(element=6266) loss = 0 error progress = 1.75315%
completion: 44% (epoch=88)(element=6266) loss = 0 error progress = 1.73561%
completion: 48% (epoch=96)(element=6266) loss = 0 error progress = 1.72041%
completion: 52% (epoch=104)(element=6266) loss = 0 error progress = 1.70668%
completion: 56% (epoch=112)(element=6266) loss = 0 error progress = 1.69457%
completion: 60% (epoch=120)(element=6266) loss = 0 error progress = 1.68359%
completion: 64% (epoch=128)(element=6266) loss = 0 error progress = 1.67338%
completion: 68% (epoch=136)(element=6266) loss = 0 error progress = 1.66407%
completion: 72% (epoch=144)(element=6266) loss = 0 error progress = 1.65529%
completion: 76% (epoch=152)(element=6266) loss = 0 error progress = 1.64696%
completion: 80% (epoch=160)(element=6266) loss = 0 error progress = 1.63927%
completion: 84% (epoch=168)(element=6266) loss = 0 error progress = 1.63206%
completion: 88% (epoch=176)(element=6266) loss = 0 error progress = 1.62528%
completion: 92% (epoch=184)(element=6266) loss = 0 error progress = 1.61882%
completion: 96% (epoch=192)(element=6266) loss = 0 error progress = 1.61299%
completion: 100% (epoch=200)(element=6266) loss = 0 error progress = 1.60727%
### executeTest(perceptron, validation_patient_profile)
Correct predictions = 88.13%
#FPplusFN=2089
minError=203 minErrorIndex=1 globalThreshold =-1.7193460007929
metrics area_roc = 91.72%
(beta) metrics area_precision_recall = 72.35%
duration the new area_roc metrics ROC_AUC_computer function: 0 seconds
duration the new area_roc metrics ROC_AUC_computer function: 00 days, 00 hours, 00 minutes, 00 seconds
TOTAL:
FN = 234 / 516 (truth == 1) & (prediction < threshold)
TP = 282 / 516 (truth == 1) & (prediction >= threshold)
FP = 14 / 1,573 (truth == 0) & (prediction >= threshold)
TN = 1,559 / 1,573 (truth == 0) & (prediction < threshold)
:::: Matthews correlation coefficient = +0.66 ::::
accuracy = 0.88 = (tp + tn) / (tp + tn +fn + fp) [worst = -1, best = +1]
f1_score = 0.69 = (2*tp) / (2*tp+fp+fn) [worst = 0, best = 1]
Saved model file: ./models/model_hus10_hl1_time1524153310
$$$ hidden_units = 25 hidden_layers = 1 $$$
completion: 4% (epoch=8)(element=6266) loss = 0.001 error progress = 2.25418%
completion: 8% (epoch=16)(element=6266) loss = 0.001 error progress = 2.08032%
completion: 12% (epoch=24)(element=6266) loss = 0 error progress = 1.96493%
completion: 16% (epoch=32)(element=6266) loss = 0.001 error progress = 1.88188%
completion: 20% (epoch=40)(element=6266) loss = 0.001 error progress = 1.82272%
completion: 24% (epoch=48)(element=6266) loss = 0 error progress = 1.77799%
completion: 28% (epoch=56)(element=6266) loss = 0.001 error progress = 1.74079%
completion: 32% (epoch=64)(element=6266) loss = 0 error progress = 1.70935%
completion: 36% (epoch=72)(element=6266) loss = 0 error progress = 1.68197%
completion: 40% (epoch=80)(element=6266) loss = 0 error progress = 1.65713%
completion: 44% (epoch=88)(element=6266) loss = 0 error progress = 1.63552%
completion: 48% (epoch=96)(element=6266) loss = 0 error progress = 1.61474%
completion: 52% (epoch=104)(element=6266) loss = 0 error progress = 1.59547%
completion: 56% (epoch=112)(element=6266) loss = 0 error progress = 1.57773%
completion: 60% (epoch=120)(element=6266) loss = 0 error progress = 1.56144%
completion: 64% (epoch=128)(element=6266) loss = 0 error progress = 1.54595%
completion: 68% (epoch=136)(element=6266) loss = 0 error progress = 1.53143%
completion: 72% (epoch=144)(element=6266) loss = 0 error progress = 1.51678%
completion: 76% (epoch=152)(element=6266) loss = 0 error progress = 1.50349%
completion: 80% (epoch=160)(element=6266) loss = 0.001 error progress = 1.49056%
completion: 84% (epoch=168)(element=6266) loss = 0 error progress = 1.47838%
completion: 88% (epoch=176)(element=6266) loss = 0 error progress = 1.46629%
completion: 92% (epoch=184)(element=6266) loss = 0 error progress = 1.45443%
completion: 96% (epoch=192)(element=6266) loss = 0 error progress = 1.44319%
completion: 100% (epoch=200)(element=6266) loss = 0 error progress = 1.43258%
### executeTest(perceptron, validation_patient_profile)
Correct predictions = 88.75%
#FPplusFN=2089
minError=225 minErrorIndex=1 globalThreshold =-1.6729859412029
metrics area_roc = 90.62%
(beta) metrics area_precision_recall = 71.82%
duration the new area_roc metrics ROC_AUC_computer function: 0 seconds
duration the new area_roc metrics ROC_AUC_computer function: 00 days, 00 hours, 00 minutes, 00 seconds
TOTAL:
FN = 204 / 516 (truth == 1) & (prediction < threshold)
TP = 312 / 516 (truth == 1) & (prediction >= threshold)
FP = 31 / 1,573 (truth == 0) & (prediction >= threshold)
TN = 1,542 / 1,573 (truth == 0) & (prediction < threshold)
:::: Matthews correlation coefficient = +0.68 ::::
accuracy = 0.89 = (tp + tn) / (tp + tn +fn + fp) [worst = -1, best = +1]
f1_score = 0.73 = (2*tp) / (2*tp+fp+fn) [worst = 0, best = 1]
Saved model file: ./models/model_hus25_hl1_time1524153407
$$$ hidden_units = 50 hidden_layers = 1 $$$
completion: 4% (epoch=8)(element=6266) loss = 0 error progress = 2.19427%
completion: 8% (epoch=16)(element=6266) loss = 0 error progress = 2.00951%
completion: 12% (epoch=24)(element=6266) loss = 0 error progress = 1.89446%
completion: 16% (epoch=32)(element=6266) loss = 0 error progress = 1.81077%
completion: 20% (epoch=40)(element=6266) loss = 0 error progress = 1.7474%
completion: 24% (epoch=48)(element=6266) loss = 0 error progress = 1.69559%
completion: 28% (epoch=56)(element=6266) loss = 0 error progress = 1.65282%
completion: 32% (epoch=64)(element=6266) loss = 0 error progress = 1.61393%
completion: 36% (epoch=72)(element=6266) loss = 0 error progress = 1.57751%
completion: 40% (epoch=80)(element=6266) loss = 0 error progress = 1.54232%
completion: 44% (epoch=88)(element=6266) loss = 0.001 error progress = 1.50965%
completion: 48% (epoch=96)(element=6266) loss = 0 error progress = 1.47757%
completion: 52% (epoch=104)(element=6266) loss = 0 error progress = 1.44693%
completion: 56% (epoch=112)(element=6266) loss = 0 error progress = 1.41877%
completion: 60% (epoch=120)(element=6266) loss = 0 error progress = 1.39314%
completion: 64% (epoch=128)(element=6266) loss = 0 error progress = 1.37145%
completion: 68% (epoch=136)(element=6266) loss = 0 error progress = 1.34943%
completion: 72% (epoch=144)(element=6266) loss = 0 error progress = 1.32796%
completion: 76% (epoch=152)(element=6266) loss = 0.001 error progress = 1.30753%
completion: 80% (epoch=160)(element=6266) loss = 0 error progress = 1.28891%
completion: 84% (epoch=168)(element=6266) loss = 0 error progress = 1.27067%
completion: 88% (epoch=176)(element=6266) loss = 0 error progress = 1.25149%
completion: 92% (epoch=184)(element=6266) loss = 0 error progress = 1.23193%
completion: 96% (epoch=192)(element=6266) loss = 0 error progress = 1.21355%
completion: 100% (epoch=200)(element=6266) loss = 0 error progress = 1.19562%
### executeTest(perceptron, validation_patient_profile)
Correct predictions = 88.32%
#FPplusFN=2089
minError=237 minErrorIndex=1 globalThreshold =-2.6157090065438
metrics area_roc = 87.52%
(beta) metrics area_precision_recall = 62.07%
duration the new area_roc metrics ROC_AUC_computer function: 0 seconds
duration the new area_roc metrics ROC_AUC_computer function: 00 days, 00 hours, 00 minutes, 00 seconds
TOTAL:
FN = 197 / 516 (truth == 1) & (prediction < threshold)
TP = 319 / 516 (truth == 1) & (prediction >= threshold)
FP = 47 / 1,573 (truth == 0) & (prediction >= threshold)
TN = 1,526 / 1,573 (truth == 0) & (prediction < threshold)
:::: Matthews correlation coefficient = +0.67 ::::
accuracy = 0.88 = (tp + tn) / (tp + tn +fn + fp) [worst = -1, best = +1]
f1_score = 0.72 = (2*tp) / (2*tp+fp+fn) [worst = 0, best = 1]
Saved model file: ./models/model_hus50_hl1_time1524153523
$$$ hidden_units = 75 hidden_layers = 1 $$$
completion: 4% (epoch=8)(element=6266) loss = 0.001 error progress = 2.15652%
completion: 8% (epoch=16)(element=6266) loss = 0 error progress = 1.97445%
completion: 12% (epoch=24)(element=6266) loss = 0.001 error progress = 1.86379%
completion: 16% (epoch=32)(element=6266) loss = 0.001 error progress = 1.78206%
completion: 20% (epoch=40)(element=6266) loss = 0 error progress = 1.71869%
completion: 24% (epoch=48)(element=6266) loss = 0 error progress = 1.66526%
completion: 28% (epoch=56)(element=6266) loss = 0 error progress = 1.61721%
completion: 32% (epoch=64)(element=6266) loss = 0 error progress = 1.57188%
completion: 36% (epoch=72)(element=6266) loss = 0 error progress = 1.53023%
completion: 40% (epoch=80)(element=6266) loss = 0.001 error progress = 1.48959%
completion: 44% (epoch=88)(element=6266) loss = 0.001 error progress = 1.44997%
completion: 48% (epoch=96)(element=6266) loss = 0.001 error progress = 1.41357%
completion: 52% (epoch=104)(element=6266) loss = 0.001 error progress = 1.37778%
completion: 56% (epoch=112)(element=6266) loss = 0 error progress = 1.34437%
completion: 60% (epoch=120)(element=6266) loss = 0.001 error progress = 1.31232%
completion: 64% (epoch=128)(element=6266) loss = 0 error progress = 1.28175%
completion: 68% (epoch=136)(element=6266) loss = 0 error progress = 1.25353%
completion: 72% (epoch=144)(element=6266) loss = 0 error progress = 1.2267%
completion: 76% (epoch=152)(element=6266) loss = 0 error progress = 1.20078%
completion: 80% (epoch=160)(element=6266) loss = 0 error progress = 1.17655%
completion: 84% (epoch=168)(element=6266) loss = 0 error progress = 1.15317%
completion: 88% (epoch=176)(element=6266) loss = 0 error progress = 1.1294%
completion: 92% (epoch=184)(element=6266) loss = 0 error progress = 1.10687%
completion: 96% (epoch=192)(element=6266) loss = 0 error progress = 1.08464%
completion: 100% (epoch=200)(element=6266) loss = 0 error progress = 1.06253%
### executeTest(perceptron, validation_patient_profile)
Correct predictions = 87.51%
#FPplusFN=2089
minError=244 minErrorIndex=1 globalThreshold =-3.6451885865558
metrics area_roc = 89.38%
(beta) metrics area_precision_recall = 66.5%
duration the new area_roc metrics ROC_AUC_computer function: 0 seconds
duration the new area_roc metrics ROC_AUC_computer function: 00 days, 00 hours, 00 minutes, 00 seconds
TOTAL:
FN = 224 / 516 (truth == 1) & (prediction < threshold)
TP = 292 / 516 (truth == 1) & (prediction >= threshold)
FP = 37 / 1,573 (truth == 0) & (prediction >= threshold)
TN = 1,536 / 1,573 (truth == 0) & (prediction < threshold)
:::: Matthews correlation coefficient = +0.64 ::::
accuracy = 0.88 = (tp + tn) / (tp + tn +fn + fp) [worst = -1, best = +1]
f1_score = 0.69 = (2*tp) / (2*tp+fp+fn) [worst = 0, best = 1]
Saved model file: ./models/model_hus75_hl1_time1524153662
$$$ hidden_units = 100 hidden_layers = 1 $$$
completion: 4% (epoch=8)(element=6266) loss = 0 error progress = 2.15051%
completion: 8% (epoch=16)(element=6266) loss = 0 error progress = 1.97641%
completion: 12% (epoch=24)(element=6266) loss = 0 error progress = 1.86709%
completion: 16% (epoch=32)(element=6266) loss = 0 error progress = 1.78342%
completion: 20% (epoch=40)(element=6266) loss = 0 error progress = 1.71556%
completion: 24% (epoch=48)(element=6266) loss = 0 error progress = 1.65655%
completion: 28% (epoch=56)(element=6266) loss = 0 error progress = 1.60337%
completion: 32% (epoch=64)(element=6266) loss = 0 error progress = 1.55431%
completion: 36% (epoch=72)(element=6266) loss = 0 error progress = 1.50702%
completion: 40% (epoch=80)(element=6266) loss = 0 error progress = 1.45952%
completion: 44% (epoch=88)(element=6266) loss = 0 error progress = 1.41218%
completion: 48% (epoch=96)(element=6266) loss = 0.001 error progress = 1.3657%
completion: 52% (epoch=104)(element=6266) loss = 0.001 error progress = 1.32113%
completion: 56% (epoch=112)(element=6266) loss = 0 error progress = 1.27852%
completion: 60% (epoch=120)(element=6266) loss = 0 error progress = 1.23777%
completion: 64% (epoch=128)(element=6266) loss = 0 error progress = 1.19924%
completion: 68% (epoch=136)(element=6266) loss = 0 error progress = 1.16172%
completion: 72% (epoch=144)(element=6266) loss = 0 error progress = 1.12759%
completion: 76% (epoch=152)(element=6266) loss = 0 error progress = 1.09548%
completion: 80% (epoch=160)(element=6266) loss = 0 error progress = 1.06476%
completion: 84% (epoch=168)(element=6266) loss = 0 error progress = 1.03674%
completion: 88% (epoch=176)(element=6266) loss = 0.001 error progress = 1.01143%
completion: 92% (epoch=184)(element=6266) loss = 0.001 error progress = 0.98705%
completion: 96% (epoch=192)(element=6266) loss = 0.002 error progress = 0.96388%
completion: 100% (epoch=200)(element=6266) loss = 0.001 error progress = 0.9423%
### executeTest(perceptron, validation_patient_profile)
Correct predictions = 87.89%
#FPplusFN=2089
minError=251 minErrorIndex=1 globalThreshold =-3.2824302414052
metrics area_roc = 88.92%
(beta) metrics area_precision_recall = 64.81%
duration the new area_roc metrics ROC_AUC_computer function: 0 seconds
duration the new area_roc metrics ROC_AUC_computer function: 00 days, 00 hours, 00 minutes, 00 seconds
TOTAL:
FN = 197 / 516 (truth == 1) & (prediction < threshold)
TP = 319 / 516 (truth == 1) & (prediction >= threshold)
FP = 56 / 1,573 (truth == 0) & (prediction >= threshold)
TN = 1,517 / 1,573 (truth == 0) & (prediction < threshold)
:::: Matthews correlation coefficient = +0.65 ::::
accuracy = 0.88 = (tp + tn) / (tp + tn +fn + fp) [worst = -1, best = +1]
f1_score = 0.72 = (2*tp) / (2*tp+fp+fn) [worst = 0, best = 1]
Saved model file: ./models/model_hus100_hl1_time1524153832
$$$ hidden_units = 125 hidden_layers = 1 $$$
completion: 4% (epoch=8)(element=6266) loss = 0.001 error progress = 2.14746%
completion: 8% (epoch=16)(element=6266) loss = 0 error progress = 1.9604%
completion: 12% (epoch=24)(element=6266) loss = 0 error progress = 1.83935%
completion: 16% (epoch=32)(element=6266) loss = 0 error progress = 1.74812%
completion: 20% (epoch=40)(element=6266) loss = 0 error progress = 1.67222%
completion: 24% (epoch=48)(element=6266) loss = 0 error progress = 1.6048%
completion: 28% (epoch=56)(element=6266) loss = 0 error progress = 1.54096%
completion: 32% (epoch=64)(element=6266) loss = 0 error progress = 1.48314%
completion: 36% (epoch=72)(element=6266) loss = 0 error progress = 1.4291%
completion: 40% (epoch=80)(element=6266) loss = 0.001 error progress = 1.37526%
completion: 44% (epoch=88)(element=6266) loss = 0 error progress = 1.32221%
completion: 48% (epoch=96)(element=6266) loss = 0 error progress = 1.27277%
completion: 52% (epoch=104)(element=6266) loss = 0 error progress = 1.22679%
completion: 56% (epoch=112)(element=6266) loss = 0.001 error progress = 1.18534%
completion: 60% (epoch=120)(element=6266) loss = 0.001 error progress = 1.14608%
completion: 64% (epoch=128)(element=6266) loss = 0 error progress = 1.1092%
completion: 68% (epoch=136)(element=6266) loss = 0 error progress = 1.07416%
completion: 72% (epoch=144)(element=6266) loss = 0 error progress = 1.04003%
completion: 76% (epoch=152)(element=6266) loss = 0 error progress = 1.00935%
completion: 80% (epoch=160)(element=6266) loss = 0 error progress = 0.97972%
completion: 84% (epoch=168)(element=6266) loss = 0 error progress = 0.95195%
completion: 88% (epoch=176)(element=6266) loss = 0 error progress = 0.92591%
completion: 92% (epoch=184)(element=6266) loss = 0 error progress = 0.90044%
completion: 96% (epoch=192)(element=6266) loss = 0 error progress = 0.87632%
completion: 100% (epoch=200)(element=6266) loss = 0.001 error progress = 0.85297%
### executeTest(perceptron, validation_patient_profile)
Correct predictions = 88.7%
#FPplusFN=2089
minError=217 minErrorIndex=1 globalThreshold =-2.7077242996214
metrics area_roc = 88.63%
(beta) metrics area_precision_recall = 66.91%
duration the new area_roc metrics ROC_AUC_computer function: 0 seconds
duration the new area_roc metrics ROC_AUC_computer function: 00 days, 00 hours, 00 minutes, 00 seconds
TOTAL:
FN = 195 / 516 (truth == 1) & (prediction < threshold)
TP = 321 / 516 (truth == 1) & (prediction >= threshold)
FP = 41 / 1,573 (truth == 0) & (prediction >= threshold)
TN = 1,532 / 1,573 (truth == 0) & (prediction < threshold)
:::: Matthews correlation coefficient = +0.68 ::::
accuracy = 0.89 = (tp + tn) / (tp + tn +fn + fp) [worst = -1, best = +1]
f1_score = 0.73 = (2*tp) / (2*tp+fp+fn) [worst = 0, best = 1]
Saved model file: ./models/model_hus125_hl1_time1524154034
$$$ hidden_units = 150 hidden_layers = 1 $$$
completion: 4% (epoch=8)(element=6266) loss = 0 error progress = 2.1464%
completion: 8% (epoch=16)(element=6266) loss = 0 error progress = 1.96267%
completion: 12% (epoch=24)(element=6266) loss = 0.001 error progress = 1.84562%
completion: 16% (epoch=32)(element=6266) loss = 0 error progress = 1.75517%
completion: 20% (epoch=40)(element=6266) loss = 0.001 error progress = 1.67848%
completion: 24% (epoch=48)(element=6266) loss = 0.001 error progress = 1.60883%
completion: 28% (epoch=56)(element=6266) loss = 0.001 error progress = 1.5433%
completion: 32% (epoch=64)(element=6266) loss = 0.002 error progress = 1.47964%
completion: 36% (epoch=72)(element=6266) loss = 0.001 error progress = 1.41716%
completion: 40% (epoch=80)(element=6266) loss = 0 error progress = 1.35614%
completion: 44% (epoch=88)(element=6266) loss = 0 error progress = 1.2998%
completion: 48% (epoch=96)(element=6266) loss = 0.001 error progress = 1.24656%
completion: 52% (epoch=104)(element=6266) loss = 0.001 error progress = 1.19663%
completion: 56% (epoch=112)(element=6266) loss = 0.001 error progress = 1.15271%
completion: 60% (epoch=120)(element=6266) loss = 0 error progress = 1.11102%
completion: 64% (epoch=128)(element=6266) loss = 0 error progress = 1.07296%
completion: 68% (epoch=136)(element=6266) loss = 0 error progress = 1.03678%
completion: 72% (epoch=144)(element=6266) loss = 0 error progress = 1.00267%
completion: 76% (epoch=152)(element=6266) loss = 0 error progress = 0.9718%
completion: 80% (epoch=160)(element=6266) loss = 0 error progress = 0.94256%
completion: 84% (epoch=168)(element=6266) loss = 0 error progress = 0.91435%
completion: 88% (epoch=176)(element=6266) loss = 0 error progress = 0.88816%
completion: 92% (epoch=184)(element=6266) loss = 0 error progress = 0.8625%
completion: 96% (epoch=192)(element=6266) loss = 0 error progress = 0.8388%
completion: 100% (epoch=200)(element=6266) loss = 0 error progress = 0.81627%
### executeTest(perceptron, validation_patient_profile)
Correct predictions = 87.65%
#FPplusFN=2089
minError=230 minErrorIndex=1 globalThreshold =-2.3722959359813
metrics area_roc = 88.69%
(beta) metrics area_precision_recall = 65.43%
duration the new area_roc metrics ROC_AUC_computer function: 0 seconds
duration the new area_roc metrics ROC_AUC_computer function: 00 days, 00 hours, 00 minutes, 00 seconds
TOTAL:
FN = 218 / 516 (truth == 1) & (prediction < threshold)
TP = 298 / 516 (truth == 1) & (prediction >= threshold)
FP = 40 / 1,573 (truth == 0) & (prediction >= threshold)
TN = 1,533 / 1,573 (truth == 0) & (prediction < threshold)
:::: Matthews correlation coefficient = +0.65 ::::
accuracy = 0.88 = (tp + tn) / (tp + tn +fn + fp) [worst = -1, best = +1]
f1_score = 0.7 = (2*tp) / (2*tp+fp+fn) [worst = 0, best = 1]
Saved model file: ./models/model_hus150_hl1_time1524154280
$$$ hidden_units = 175 hidden_layers = 1 $$$
completion: 4% (epoch=8)(element=6266) loss = 0 error progress = 2.14966%
completion: 8% (epoch=16)(element=6266) loss = 0 error progress = 1.95914%
completion: 12% (epoch=24)(element=6266) loss = 0 error progress = 1.83991%
completion: 16% (epoch=32)(element=6266) loss = 0 error progress = 1.74518%
completion: 20% (epoch=40)(element=6266) loss = 0 error progress = 1.66336%
completion: 24% (epoch=48)(element=6266) loss = 0.001 error progress = 1.59026%
completion: 28% (epoch=56)(element=6266) loss = 0.001 error progress = 1.51878%
completion: 32% (epoch=64)(element=6266) loss = 0 error progress = 1.4476%
completion: 36% (epoch=72)(element=6266) loss = 0 error progress = 1.37964%
completion: 40% (epoch=80)(element=6266) loss = 0 error progress = 1.31496%
completion: 44% (epoch=88)(element=6266) loss = 0 error progress = 1.25533%
completion: 48% (epoch=96)(element=6266) loss = 0 error progress = 1.2016%
completion: 52% (epoch=104)(element=6266) loss = 0 error progress = 1.15382%
completion: 56% (epoch=112)(element=6266) loss = 0.001 error progress = 1.10865%
completion: 60% (epoch=120)(element=6266) loss = 0 error progress = 1.06707%
completion: 64% (epoch=128)(element=6266) loss = 0 error progress = 1.02774%
completion: 68% (epoch=136)(element=6266) loss = 0 error progress = 0.99089%
completion: 72% (epoch=144)(element=6266) loss = 0 error progress = 0.95756%
completion: 76% (epoch=152)(element=6266) loss = 0 error progress = 0.92495%
completion: 80% (epoch=160)(element=6266) loss = 0 error progress = 0.89354%
completion: 84% (epoch=168)(element=6266) loss = 0 error progress = 0.86419%
completion: 88% (epoch=176)(element=6266) loss = 0.001 error progress = 0.83602%
completion: 92% (epoch=184)(element=6266) loss = 0 error progress = 0.80987%
completion: 96% (epoch=192)(element=6266) loss = 0 error progress = 0.7848%
completion: 100% (epoch=200)(element=6266) loss = 0 error progress = 0.76124%
### executeTest(perceptron, validation_patient_profile)
Correct predictions = 86.5%
#FPplusFN=2089
minError=242 minErrorIndex=1 globalThreshold =-2.6244255207368
metrics area_roc = 88.65%
(beta) metrics area_precision_recall = 64.79%
duration the new area_roc metrics ROC_AUC_computer function: 0 seconds
duration the new area_roc metrics ROC_AUC_computer function: 00 days, 00 hours, 00 minutes, 00 seconds
TOTAL:
FN = 231 / 516 (truth == 1) & (prediction < threshold)
TP = 285 / 516 (truth == 1) & (prediction >= threshold)
FP = 51 / 1,573 (truth == 0) & (prediction >= threshold)
TN = 1,522 / 1,573 (truth == 0) & (prediction < threshold)
:::: Matthews correlation coefficient = +0.61 ::::
accuracy = 0.87 = (tp + tn) / (tp + tn +fn + fp) [worst = -1, best = +1]
f1_score = 0.67 = (2*tp) / (2*tp+fp+fn) [worst = 0, best = 1]
Saved model file: ./models/model_hus175_hl1_time1524154577
$$$ hidden_units = 200 hidden_layers = 1 $$$
completion: 4% (epoch=8)(element=6266) loss = 0 error progress = 2.15012%
completion: 8% (epoch=16)(element=6266) loss = 0 error progress = 1.94958%
completion: 12% (epoch=24)(element=6266) loss = 0 error progress = 1.81756%
completion: 16% (epoch=32)(element=6266) loss = 0.001 error progress = 1.71495%
completion: 20% (epoch=40)(element=6266) loss = 0 error progress = 1.62536%
completion: 24% (epoch=48)(element=6266) loss = 0.001 error progress = 1.54218%
completion: 28% (epoch=56)(element=6266) loss = 0 error progress = 1.4624%
completion: 32% (epoch=64)(element=6266) loss = 0 error progress = 1.38596%
completion: 36% (epoch=72)(element=6266) loss = 0 error progress = 1.31429%
completion: 40% (epoch=80)(element=6266) loss = 0 error progress = 1.24969%
completion: 44% (epoch=88)(element=6266) loss = 0 error progress = 1.19078%
completion: 48% (epoch=96)(element=6266) loss = 0.002 error progress = 1.13617%
completion: 52% (epoch=104)(element=6266) loss = 0.002 error progress = 1.08661%
completion: 56% (epoch=112)(element=6266) loss = 0 error progress = 1.0424%
completion: 60% (epoch=120)(element=6266) loss = 0.001 error progress = 1.00272%
completion: 64% (epoch=128)(element=6266) loss = 0 error progress = 0.96464%
completion: 68% (epoch=136)(element=6266) loss = 0 error progress = 0.92948%
completion: 72% (epoch=144)(element=6266) loss = 0.001 error progress = 0.89607%
completion: 76% (epoch=152)(element=6266) loss = 0 error progress = 0.8649%
completion: 80% (epoch=160)(element=6266) loss = 0 error progress = 0.83586%
completion: 84% (epoch=168)(element=6266) loss = 0 error progress = 0.80945%
completion: 88% (epoch=176)(element=6266) loss = 0 error progress = 0.78346%
completion: 92% (epoch=184)(element=6266) loss = 0 error progress = 0.7601%
completion: 96% (epoch=192)(element=6266) loss = 0 error progress = 0.73742%
completion: 100% (epoch=200)(element=6266) loss = 0 error progress = 0.71652%
### executeTest(perceptron, validation_patient_profile)
Correct predictions = 88.13%
#FPplusFN=2089
minError=225 minErrorIndex=1 globalThreshold =-2.6367132024173
metrics area_roc = 88.37%
(beta) metrics area_precision_recall = 67.12%
duration the new area_roc metrics ROC_AUC_computer function: 0 seconds
duration the new area_roc metrics ROC_AUC_computer function: 00 days, 00 hours, 00 minutes, 00 seconds
TOTAL:
FN = 210 / 516 (truth == 1) & (prediction < threshold)
TP = 306 / 516 (truth == 1) & (prediction >= threshold)
FP = 38 / 1,573 (truth == 0) & (prediction >= threshold)
TN = 1,535 / 1,573 (truth == 0) & (prediction < threshold)
:::: Matthews correlation coefficient = +0.66 ::::
accuracy = 0.88 = (tp + tn) / (tp + tn +fn + fp) [worst = -1, best = +1]
f1_score = 0.71 = (2*tp) / (2*tp+fp+fn) [worst = 0, best = 1]
Saved model file: ./models/model_hus200_hl1_time1524154921
$$$ hidden_units = 225 hidden_layers = 1 $$$
completion: 4% (epoch=8)(element=6266) loss = 0 error progress = 2.13154%
completion: 8% (epoch=16)(element=6266) loss = 0 error progress = 1.93873%
completion: 12% (epoch=24)(element=6266) loss = 0.001 error progress = 1.81511%
completion: 16% (epoch=32)(element=6266) loss = 0.002 error progress = 1.71681%
completion: 20% (epoch=40)(element=6266) loss = 0.001 error progress = 1.6315%
completion: 24% (epoch=48)(element=6266) loss = 0.004 error progress = 1.55382%
completion: 28% (epoch=56)(element=6266) loss = 0.003 error progress = 1.47761%
completion: 32% (epoch=64)(element=6266) loss = 0.003 error progress = 1.40165%
completion: 36% (epoch=72)(element=6266) loss = 0.002 error progress = 1.32875%
completion: 40% (epoch=80)(element=6266) loss = 0.002 error progress = 1.25982%
completion: 44% (epoch=88)(element=6266) loss = 0.003 error progress = 1.19633%
completion: 48% (epoch=96)(element=6266) loss = 0 error progress = 1.1391%
completion: 52% (epoch=104)(element=6266) loss = 0.001 error progress = 1.08775%
completion: 56% (epoch=112)(element=6266) loss = 0 error progress = 1.04051%
completion: 60% (epoch=120)(element=6266) loss = 0.001 error progress = 0.99698%
completion: 64% (epoch=128)(element=6266) loss = 0.001 error progress = 0.95754%
completion: 68% (epoch=136)(element=6266) loss = 0 error progress = 0.92031%
completion: 72% (epoch=144)(element=6266) loss = 0 error progress = 0.88502%
completion: 76% (epoch=152)(element=6266) loss = 0 error progress = 0.85215%
completion: 80% (epoch=160)(element=6266) loss = 0 error progress = 0.82093%
completion: 84% (epoch=168)(element=6266) loss = 0 error progress = 0.79214%
completion: 88% (epoch=176)(element=6266) loss = 0 error progress = 0.76583%
completion: 92% (epoch=184)(element=6266) loss = 0 error progress = 0.74065%
completion: 96% (epoch=192)(element=6266) loss = 0 error progress = 0.71747%
completion: 100% (epoch=200)(element=6266) loss = 0 error progress = 0.69583%
### executeTest(perceptron, validation_patient_profile)
Correct predictions = 88.27%
#FPplusFN=2089
minError=230 minErrorIndex=1 globalThreshold =-2.7898888653283
metrics area_roc = 89.66%
(beta) metrics area_precision_recall = 67.5%
duration the new area_roc metrics ROC_AUC_computer function: 0 seconds
duration the new area_roc metrics ROC_AUC_computer function: 00 days, 00 hours, 00 minutes, 00 seconds
TOTAL:
FN = 205 / 516 (truth == 1) & (prediction < threshold)
TP = 311 / 516 (truth == 1) & (prediction >= threshold)
FP = 40 / 1,573 (truth == 0) & (prediction >= threshold)
TN = 1,533 / 1,573 (truth == 0) & (prediction < threshold)
:::: Matthews correlation coefficient = +0.67 ::::
accuracy = 0.88 = (tp + tn) / (tp + tn +fn + fp) [worst = -1, best = +1]
f1_score = 0.72 = (2*tp) / (2*tp+fp+fn) [worst = 0, best = 1]
Saved model file: ./models/model_hus225_hl1_time1524155326
$$$ hidden_units = 250 hidden_layers = 1 $$$
completion: 4% (epoch=8)(element=6266) loss = 0.001 error progress = 2.13316%
completion: 8% (epoch=16)(element=6266) loss = 0 error progress = 1.94993%
completion: 12% (epoch=24)(element=6266) loss = 0 error progress = 1.82653%
completion: 16% (epoch=32)(element=6266) loss = 0 error progress = 1.7258%
completion: 20% (epoch=40)(element=6266) loss = 0 error progress = 1.6351%
completion: 24% (epoch=48)(element=6266) loss = 0 error progress = 1.54774%
completion: 28% (epoch=56)(element=6266) loss = 0 error progress = 1.46289%
completion: 32% (epoch=64)(element=6266) loss = 0.001 error progress = 1.38276%
completion: 36% (epoch=72)(element=6266) loss = 0 error progress = 1.30677%
completion: 40% (epoch=80)(element=6266) loss = 0 error progress = 1.23745%
completion: 44% (epoch=88)(element=6266) loss = 0 error progress = 1.17616%
completion: 48% (epoch=96)(element=6266) loss = 0 error progress = 1.12226%
completion: 52% (epoch=104)(element=6266) loss = 0 error progress = 1.07201%
completion: 56% (epoch=112)(element=6266) loss = 0 error progress = 1.02695%
completion: 60% (epoch=120)(element=6266) loss = 0 error progress = 0.98378%
completion: 64% (epoch=128)(element=6266) loss = 0.001 error progress = 0.94358%
completion: 68% (epoch=136)(element=6266) loss = 0 error progress = 0.90598%
completion: 72% (epoch=144)(element=6266) loss = 0 error progress = 0.87107%
completion: 76% (epoch=152)(element=6266) loss = 0.001 error progress = 0.83779%
completion: 80% (epoch=160)(element=6266) loss = 0.001 error progress = 0.80714%
completion: 84% (epoch=168)(element=6266) loss = 0.001 error progress = 0.77882%
completion: 88% (epoch=176)(element=6266) loss = 0 error progress = 0.75293%
completion: 92% (epoch=184)(element=6266) loss = 0.001 error progress = 0.72867%
completion: 96% (epoch=192)(element=6266) loss = 0 error progress = 0.70594%
completion: 100% (epoch=200)(element=6266) loss = 0 error progress = 0.6842%
### executeTest(perceptron, validation_patient_profile)
Correct predictions = 88.75%
#FPplusFN=2089
minError=222 minErrorIndex=1 globalThreshold =-3.7541890160336
metrics area_roc = 89.27%
(beta) metrics area_precision_recall = 68.67%
duration the new area_roc metrics ROC_AUC_computer function: 0 seconds
duration the new area_roc metrics ROC_AUC_computer function: 00 days, 00 hours, 00 minutes, 00 seconds
TOTAL:
FN = 197 / 516 (truth == 1) & (prediction < threshold)
TP = 319 / 516 (truth == 1) & (prediction >= threshold)
FP = 38 / 1,573 (truth == 0) & (prediction >= threshold)
TN = 1,535 / 1,573 (truth == 0) & (prediction < threshold)
:::: Matthews correlation coefficient = +0.68 ::::
accuracy = 0.89 = (tp + tn) / (tp + tn +fn + fp) [worst = -1, best = +1]
f1_score = 0.73 = (2*tp) / (2*tp+fp+fn) [worst = 0, best = 1]
Saved model file: ./models/model_hus250_hl1_time1524155795
$$$ hidden_units = 275 hidden_layers = 1 $$$
completion: 4% (epoch=8)(element=6266) loss = 0 error progress = 2.10029%
completion: 8% (epoch=16)(element=6266) loss = 0 error progress = 1.89926%
completion: 12% (epoch=24)(element=6266) loss = 0 error progress = 1.76827%
completion: 16% (epoch=32)(element=6266) loss = 0 error progress = 1.66469%
completion: 20% (epoch=40)(element=6266) loss = 0 error progress = 1.57352%
completion: 24% (epoch=48)(element=6266) loss = 0 error progress = 1.4868%
completion: 28% (epoch=56)(element=6266) loss = 0 error progress = 1.4041%
completion: 32% (epoch=64)(element=6266) loss = 0 error progress = 1.32345%
completion: 36% (epoch=72)(element=6266) loss = 0 error progress = 1.24766%
completion: 40% (epoch=80)(element=6266) loss = 0 error progress = 1.18008%
completion: 44% (epoch=88)(element=6266) loss = 0.001 error progress = 1.11868%
completion: 48% (epoch=96)(element=6266) loss = 0 error progress = 1.06338%
completion: 52% (epoch=104)(element=6266) loss = 0 error progress = 1.01273%
completion: 56% (epoch=112)(element=6266) loss = 0 error progress = 0.96576%
completion: 60% (epoch=120)(element=6266) loss = 0 error progress = 0.92296%
completion: 64% (epoch=128)(element=6266) loss = 0 error progress = 0.88416%
completion: 68% (epoch=136)(element=6266) loss = 0 error progress = 0.84705%
completion: 72% (epoch=144)(element=6266) loss = 0.001 error progress = 0.81329%
completion: 76% (epoch=152)(element=6266) loss = 0.001 error progress = 0.78252%
completion: 80% (epoch=160)(element=6266) loss = 0 error progress = 0.75233%
completion: 84% (epoch=168)(element=6266) loss = 0.001 error progress = 0.72516%
completion: 88% (epoch=176)(element=6266) loss = 0 error progress = 0.69963%
completion: 92% (epoch=184)(element=6266) loss = 0.001 error progress = 0.67554%
completion: 96% (epoch=192)(element=6266) loss = 0 error progress = 0.6532%
completion: 100% (epoch=200)(element=6266) loss = 0.001 error progress = 0.63192%
### executeTest(perceptron, validation_patient_profile)
Correct predictions = 87.89%
#FPplusFN=2089
minError=225 minErrorIndex=1 globalThreshold =-2.0967601624483
metrics area_roc = 89.53%
(beta) metrics area_precision_recall = 67.87%
duration the new area_roc metrics ROC_AUC_computer function: 0 seconds
duration the new area_roc metrics ROC_AUC_computer function: 00 days, 00 hours, 00 minutes, 00 seconds
TOTAL:
FN = 220 / 516 (truth == 1) & (prediction < threshold)
TP = 296 / 516 (truth == 1) & (prediction >= threshold)
FP = 33 / 1,573 (truth == 0) & (prediction >= threshold)
TN = 1,540 / 1,573 (truth == 0) & (prediction < threshold)
:::: Matthews correlation coefficient = +0.65 ::::
accuracy = 0.88 = (tp + tn) / (tp + tn +fn + fp) [worst = -1, best = +1]
f1_score = 0.7 = (2*tp) / (2*tp+fp+fn) [worst = 0, best = 1]
Saved model file: ./models/model_hus275_hl1_time1524156326
$$$ hidden_units = 300 hidden_layers = 1 $$$
completion: 4% (epoch=8)(element=6266) loss = 0 error progress = 2.11707%
completion: 8% (epoch=16)(element=6266) loss = 0 error progress = 1.91336%
completion: 12% (epoch=24)(element=6266) loss = 0 error progress = 1.77926%
completion: 16% (epoch=32)(element=6266) loss = 0.001 error progress = 1.67172%
completion: 20% (epoch=40)(element=6266) loss = 0 error progress = 1.57517%
completion: 24% (epoch=48)(element=6266) loss = 0.001 error progress = 1.48232%
completion: 28% (epoch=56)(element=6266) loss = 0.002 error progress = 1.39414%
completion: 32% (epoch=64)(element=6266) loss = 0 error progress = 1.31077%
completion: 36% (epoch=72)(element=6266) loss = 0 error progress = 1.23384%
completion: 40% (epoch=80)(element=6266) loss = 0 error progress = 1.16492%
completion: 44% (epoch=88)(element=6266) loss = 0 error progress = 1.1048%
completion: 48% (epoch=96)(element=6266) loss = 0 error progress = 1.05088%
completion: 52% (epoch=104)(element=6266) loss = 0 error progress = 1.00228%
completion: 56% (epoch=112)(element=6266) loss = 0.001 error progress = 0.95644%
completion: 60% (epoch=120)(element=6266) loss = 0.001 error progress = 0.91475%
completion: 64% (epoch=128)(element=6266) loss = 0.001 error progress = 0.8768%
completion: 68% (epoch=136)(element=6266) loss = 0 error progress = 0.84127%
completion: 72% (epoch=144)(element=6266) loss = 0 error progress = 0.80822%
completion: 76% (epoch=152)(element=6266) loss = 0 error progress = 0.77702%
completion: 80% (epoch=160)(element=6266) loss = 0 error progress = 0.74801%
completion: 84% (epoch=168)(element=6266) loss = 0 error progress = 0.7214%
completion: 88% (epoch=176)(element=6266) loss = 0 error progress = 0.69579%
completion: 92% (epoch=184)(element=6266) loss = 0.001 error progress = 0.67213%
completion: 96% (epoch=192)(element=6266) loss = 0.001 error progress = 0.64972%
completion: 100% (epoch=200)(element=6266) loss = 0 error progress = 0.62857%
### executeTest(perceptron, validation_patient_profile)
Correct predictions = 88.18%
#FPplusFN=2089
minError=232 minErrorIndex=1 globalThreshold =-2.9299335199905
metrics area_roc = 90.01%
(beta) metrics area_precision_recall = 65.02%
duration the new area_roc metrics ROC_AUC_computer function: 0 seconds
duration the new area_roc metrics ROC_AUC_computer function: 00 days, 00 hours, 00 minutes, 00 seconds
TOTAL:
FN = 210 / 516 (truth == 1) & (prediction < threshold)
TP = 306 / 516 (truth == 1) & (prediction >= threshold)
FP = 37 / 1,573 (truth == 0) & (prediction >= threshold)
TN = 1,536 / 1,573 (truth == 0) & (prediction < threshold)
:::: Matthews correlation coefficient = +0.66 ::::
accuracy = 0.88 = (tp + tn) / (tp + tn +fn + fp) [worst = -1, best = +1]
f1_score = 0.71 = (2*tp) / (2*tp+fp+fn) [worst = 0, best = 1]
Saved model file: ./models/model_hus300_hl1_time1524156942
$$$ hidden_units = 350 hidden_layers = 1 $$$
completion: 4% (epoch=8)(element=6266) loss = 0 error progress = 2.11786%
completion: 8% (epoch=16)(element=6266) loss = 0 error progress = 1.9232%
completion: 12% (epoch=24)(element=6266) loss = 0 error progress = 1.7872%
completion: 16% (epoch=32)(element=6266) loss = 0.002 error progress = 1.67436%
completion: 20% (epoch=40)(element=6266) loss = 0.001 error progress = 1.57129%
completion: 24% (epoch=48)(element=6266) loss = 0.001 error progress = 1.47229%
completion: 28% (epoch=56)(element=6266) loss = 0 error progress = 1.37583%
completion: 32% (epoch=64)(element=6266) loss = 0 error progress = 1.2834%
completion: 36% (epoch=72)(element=6266) loss = 0 error progress = 1.20188%
completion: 40% (epoch=80)(element=6266) loss = 0.001 error progress = 1.13113%
completion: 44% (epoch=88)(element=6266) loss = 0 error progress = 1.06922%
completion: 48% (epoch=96)(element=6266) loss = 0 error progress = 1.01375%
completion: 52% (epoch=104)(element=6266) loss = 0 error progress = 0.96246%
completion: 56% (epoch=112)(element=6266) loss = 0 error progress = 0.91681%
completion: 60% (epoch=120)(element=6266) loss = 0 error progress = 0.87484%
completion: 64% (epoch=128)(element=6266) loss = 0 error progress = 0.83642%
completion: 68% (epoch=136)(element=6266) loss = 0 error progress = 0.80017%
completion: 72% (epoch=144)(element=6266) loss = 0.001 error progress = 0.76706%
completion: 76% (epoch=152)(element=6266) loss = 0 error progress = 0.73636%
completion: 80% (epoch=160)(element=6266) loss = 0 error progress = 0.70823%
completion: 84% (epoch=168)(element=6266) loss = 0 error progress = 0.68207%
completion: 88% (epoch=176)(element=6266) loss = 0 error progress = 0.65741%
completion: 92% (epoch=184)(element=6266) loss = 0 error progress = 0.63491%
completion: 96% (epoch=192)(element=6266) loss = 0 error progress = 0.61353%
completion: 100% (epoch=200)(element=6266) loss = 0 error progress = 0.59349%
### executeTest(perceptron, validation_patient_profile)
Correct predictions = 88.51%
#FPplusFN=2089
minError=218 minErrorIndex=1 globalThreshold =-2.1729631455815
metrics area_roc = 89.27%
(beta) metrics area_precision_recall = 69%
duration the new area_roc metrics ROC_AUC_computer function: 0 seconds
duration the new area_roc metrics ROC_AUC_computer function: 00 days, 00 hours, 00 minutes, 00 seconds
TOTAL:
FN = 210 / 516 (truth == 1) & (prediction < threshold)
TP = 306 / 516 (truth == 1) & (prediction >= threshold)
FP = 30 / 1,573 (truth == 0) & (prediction >= threshold)
TN = 1,543 / 1,573 (truth == 0) & (prediction < threshold)
:::: Matthews correlation coefficient = +0.67 ::::
accuracy = 0.89 = (tp + tn) / (tp + tn +fn + fp) [worst = -1, best = +1]
f1_score = 0.72 = (2*tp) / (2*tp+fp+fn) [worst = 0, best = 1]
Saved model file: ./models/model_hus350_hl1_time1524160917
$$$ hidden_units = 400 hidden_layers = 1 $$$
completion: 4% (epoch=8)(element=6266) loss = 0 error progress = 2.10177%
completion: 8% (epoch=16)(element=6266) loss = 0 error progress = 1.90008%
completion: 12% (epoch=24)(element=6266) loss = 0.001 error progress = 1.76609%
completion: 16% (epoch=32)(element=6266) loss = 0.003 error progress = 1.65354%
completion: 20% (epoch=40)(element=6266) loss = 0.003 error progress = 1.54732%
completion: 24% (epoch=48)(element=6266) loss = 0.001 error progress = 1.44404%
completion: 28% (epoch=56)(element=6266) loss = 0 error progress = 1.34364%
completion: 32% (epoch=64)(element=6266) loss = 0.001 error progress = 1.24911%
completion: 36% (epoch=72)(element=6266) loss = 0 error progress = 1.1694%
completion: 40% (epoch=80)(element=6266) loss = 0 error progress = 1.10058%
completion: 44% (epoch=88)(element=6266) loss = 0 error progress = 1.03974%
completion: 48% (epoch=96)(element=6266) loss = 0.001 error progress = 0.98401%
completion: 52% (epoch=104)(element=6266) loss = 0 error progress = 0.93482%
completion: 56% (epoch=112)(element=6266) loss = 0 error progress = 0.88956%
completion: 60% (epoch=120)(element=6266) loss = 0 error progress = 0.84744%
completion: 64% (epoch=128)(element=6266) loss = 0 error progress = 0.80842%
completion: 68% (epoch=136)(element=6266) loss = 0 error progress = 0.77344%
completion: 72% (epoch=144)(element=6266) loss = 0 error progress = 0.74088%
completion: 76% (epoch=152)(element=6266) loss = 0 error progress = 0.71112%
completion: 80% (epoch=160)(element=6266) loss = 0 error progress = 0.68253%
completion: 84% (epoch=168)(element=6266) loss = 0 error progress = 0.65703%
completion: 88% (epoch=176)(element=6266) loss = 0 error progress = 0.63374%
completion: 92% (epoch=184)(element=6266) loss = 0 error progress = 0.61128%
completion: 96% (epoch=192)(element=6266) loss = 0.001 error progress = 0.59069%
completion: 100% (epoch=200)(element=6266) loss = 0 error progress = 0.57113%
### executeTest(perceptron, validation_patient_profile)
Correct predictions = 88.27%
#FPplusFN=2089
minError=223 minErrorIndex=1 globalThreshold =-2.1721202215681
metrics area_roc = 90.11%
(beta) metrics area_precision_recall = 68.58%
duration the new area_roc metrics ROC_AUC_computer function: 0 seconds
duration the new area_roc metrics ROC_AUC_computer function: 00 days, 00 hours, 00 minutes, 00 seconds
TOTAL:
FN = 200 / 516 (truth == 1) & (prediction < threshold)
TP = 316 / 516 (truth == 1) & (prediction >= threshold)
FP = 45 / 1,573 (truth == 0) & (prediction >= threshold)
TN = 1,528 / 1,573 (truth == 0) & (prediction < threshold)
:::: Matthews correlation coefficient = +0.67 ::::
accuracy = 0.88 = (tp + tn) / (tp + tn +fn + fp) [worst = -1, best = +1]
f1_score = 0.72 = (2*tp) / (2*tp+fp+fn) [worst = 0, best = 1]
Saved model file: ./models/model_hus400_hl1_time1524165192
$$$ hidden_units = 5 hidden_layers = 2 $$$
completion: 4% (epoch=8)(element=6266) loss = 0 error progress = 2.61043%
completion: 8% (epoch=16)(element=6266) loss = 0 error progress = 2.34915%
completion: 12% (epoch=24)(element=6266) loss = 0 error progress = 2.23334%
completion: 16% (epoch=32)(element=6266) loss = 0 error progress = 2.1568%
completion: 20% (epoch=40)(element=6266) loss = 0 error progress = 2.10068%
completion: 24% (epoch=48)(element=6266) loss = 0 error progress = 2.05297%
completion: 28% (epoch=56)(element=6266) loss = 0 error progress = 2.01403%
completion: 32% (epoch=64)(element=6266) loss = 0.001 error progress = 1.98175%
completion: 36% (epoch=72)(element=6266) loss = 0 error progress = 1.95459%
completion: 40% (epoch=80)(element=6266) loss = 0 error progress = 1.93164%
completion: 44% (epoch=88)(element=6266) loss = 0 error progress = 1.91158%
completion: 48% (epoch=96)(element=6266) loss = 0 error progress = 1.89389%
completion: 52% (epoch=104)(element=6266) loss = 0 error progress = 1.87828%
completion: 56% (epoch=112)(element=6266) loss = 0 error progress = 1.8652%
completion: 60% (epoch=120)(element=6266) loss = 0 error progress = 1.85368%
completion: 64% (epoch=128)(element=6266) loss = 0 error progress = 1.84361%
completion: 68% (epoch=136)(element=6266) loss = 0 error progress = 1.83455%
completion: 72% (epoch=144)(element=6266) loss = 0 error progress = 1.82613%
completion: 76% (epoch=152)(element=6266) loss = 0 error progress = 1.8182%
completion: 80% (epoch=160)(element=6266) loss = 0 error progress = 1.8109%
completion: 84% (epoch=168)(element=6266) loss = 0 error progress = 1.80442%
completion: 88% (epoch=176)(element=6266) loss = 0 error progress = 1.79822%
completion: 92% (epoch=184)(element=6266) loss = 0 error progress = 1.79256%
completion: 96% (epoch=192)(element=6266) loss = 0 error progress = 1.78701%
completion: 100% (epoch=200)(element=6266) loss = 0 error progress = 1.78202%
### executeTest(perceptron, validation_patient_profile)
Correct predictions = 88.08%
#FPplusFN=2089
minError=198 minErrorIndex=1 globalThreshold =-1.005537014447
metrics area_roc = 93.45%
(beta) metrics area_precision_recall = 75.42%
duration the new area_roc metrics ROC_AUC_computer function: 0 seconds
duration the new area_roc metrics ROC_AUC_computer function: 00 days, 00 hours, 00 minutes, 00 seconds
TOTAL:
FN = 236 / 516 (truth == 1) & (prediction < threshold)
TP = 280 / 516 (truth == 1) & (prediction >= threshold)
FP = 13 / 1,573 (truth == 0) & (prediction >= threshold)
TN = 1,560 / 1,573 (truth == 0) & (prediction < threshold)
:::: Matthews correlation coefficient = +0.66 ::::
accuracy = 0.88 = (tp + tn) / (tp + tn +fn + fp) [worst = -1, best = +1]
f1_score = 0.69 = (2*tp) / (2*tp+fp+fn) [worst = 0, best = 1]
Saved model file: ./models/model_hus5_hl2_time1524165301
$$$ hidden_units = 10 hidden_layers = 2 $$$
completion: 4% (epoch=8)(element=6266) loss = 0.001 error progress = 2.45013%
completion: 8% (epoch=16)(element=6266) loss = 0.001 error progress = 2.21174%
completion: 12% (epoch=24)(element=6266) loss = 0 error progress = 2.08425%
completion: 16% (epoch=32)(element=6266) loss = 0 error progress = 1.99784%
completion: 20% (epoch=40)(element=6266) loss = 0 error progress = 1.93257%
completion: 24% (epoch=48)(element=6266) loss = 0 error progress = 1.88367%
completion: 28% (epoch=56)(element=6266) loss = 0 error progress = 1.84443%
completion: 32% (epoch=64)(element=6266) loss = 0 error progress = 1.81212%
completion: 36% (epoch=72)(element=6266) loss = 0 error progress = 1.78493%
completion: 40% (epoch=80)(element=6266) loss = 0 error progress = 1.76211%
completion: 44% (epoch=88)(element=6266) loss = 0 error progress = 1.74165%
completion: 48% (epoch=96)(element=6266) loss = 0 error progress = 1.72319%
completion: 52% (epoch=104)(element=6266) loss = 0 error progress = 1.70764%
completion: 56% (epoch=112)(element=6266) loss = 0 error progress = 1.69309%
completion: 60% (epoch=120)(element=6266) loss = 0 error progress = 1.67891%
completion: 64% (epoch=128)(element=6266) loss = 0 error progress = 1.66566%
completion: 68% (epoch=136)(element=6266) loss = 0 error progress = 1.65323%
completion: 72% (epoch=144)(element=6266) loss = 0 error progress = 1.64248%
completion: 76% (epoch=152)(element=6266) loss = 0 error progress = 1.63248%
completion: 80% (epoch=160)(element=6266) loss = 0 error progress = 1.62257%
completion: 84% (epoch=168)(element=6266) loss = 0 error progress = 1.61333%
completion: 88% (epoch=176)(element=6266) loss = 0 error progress = 1.60462%
completion: 92% (epoch=184)(element=6266) loss = 0 error progress = 1.597%
completion: 96% (epoch=192)(element=6266) loss = 0 error progress = 1.59002%
completion: 100% (epoch=200)(element=6266) loss = 0 error progress = 1.58269%
### executeTest(perceptron, validation_patient_profile)
Correct predictions = 88.51%
#FPplusFN=2089
minError=222 minErrorIndex=1 globalThreshold =-1.502667360802
metrics area_roc = 91.9%
(beta) metrics area_precision_recall = 73.96%
duration the new area_roc metrics ROC_AUC_computer function: 0 seconds
duration the new area_roc metrics ROC_AUC_computer function: 00 days, 00 hours, 00 minutes, 00 seconds
TOTAL:
FN = 215 / 516 (truth == 1) & (prediction < threshold)
TP = 301 / 516 (truth == 1) & (prediction >= threshold)
FP = 25 / 1,573 (truth == 0) & (prediction >= threshold)
TN = 1,548 / 1,573 (truth == 0) & (prediction < threshold)
:::: Matthews correlation coefficient = +0.67 ::::
accuracy = 0.89 = (tp + tn) / (tp + tn +fn + fp) [worst = -1, best = +1]
f1_score = 0.71 = (2*tp) / (2*tp+fp+fn) [worst = 0, best = 1]
Saved model file: ./models/model_hus10_hl2_time1524165412
$$$ hidden_units = 25 hidden_layers = 2 $$$
completion: 4% (epoch=8)(element=6266) loss = 0 error progress = 2.23264%
completion: 8% (epoch=16)(element=6266) loss = 0 error progress = 2.042%
completion: 12% (epoch=24)(element=6266) loss = 0 error progress = 1.92049%
completion: 16% (epoch=32)(element=6266) loss = 0 error progress = 1.83799%
completion: 20% (epoch=40)(element=6266) loss = 0 error progress = 1.77692%
completion: 24% (epoch=48)(element=6266) loss = 0 error progress = 1.73048%
completion: 28% (epoch=56)(element=6266) loss = 0 error progress = 1.69121%
completion: 32% (epoch=64)(element=6266) loss = 0 error progress = 1.65937%
completion: 36% (epoch=72)(element=6266) loss = 0 error progress = 1.63178%
completion: 40% (epoch=80)(element=6266) loss = 0 error progress = 1.60779%
completion: 44% (epoch=88)(element=6266) loss = 0 error progress = 1.58584%
completion: 48% (epoch=96)(element=6266) loss = 0 error progress = 1.56517%
completion: 52% (epoch=104)(element=6266) loss = 0 error progress = 1.54463%
completion: 56% (epoch=112)(element=6266) loss = 0.001 error progress = 1.52412%
completion: 60% (epoch=120)(element=6266) loss = 0 error progress = 1.50659%
completion: 64% (epoch=128)(element=6266) loss = 0 error progress = 1.48953%
completion: 68% (epoch=136)(element=6266) loss = 0 error progress = 1.47242%
completion: 72% (epoch=144)(element=6266) loss = 0 error progress = 1.45816%
completion: 76% (epoch=152)(element=6266) loss = 0 error progress = 1.44288%
completion: 80% (epoch=160)(element=6266) loss = 0 error progress = 1.42741%
completion: 84% (epoch=168)(element=6266) loss = 0 error progress = 1.41232%
completion: 88% (epoch=176)(element=6266) loss = 0 error progress = 1.39755%
completion: 92% (epoch=184)(element=6266) loss = 0 error progress = 1.38401%
completion: 96% (epoch=192)(element=6266) loss = 0 error progress = 1.37068%
completion: 100% (epoch=200)(element=6266) loss = 0 error progress = 1.35799%
### executeTest(perceptron, validation_patient_profile)
Correct predictions = 87.17%
#FPplusFN=2089
minError=256 minErrorIndex=1 globalThreshold =-1.7269320895413
metrics area_roc = 89.77%
(beta) metrics area_precision_recall = 60.9%
duration the new area_roc metrics ROC_AUC_computer function: 0 seconds
duration the new area_roc metrics ROC_AUC_computer function: 00 days, 00 hours, 00 minutes, 00 seconds
TOTAL:
FN = 206 / 516 (truth == 1) & (prediction < threshold)
TP = 310 / 516 (truth == 1) & (prediction >= threshold)
FP = 62 / 1,573 (truth == 0) & (prediction >= threshold)
TN = 1,511 / 1,573 (truth == 0) & (prediction < threshold)
:::: Matthews correlation coefficient = +0.63 ::::
accuracy = 0.87 = (tp + tn) / (tp + tn +fn + fp) [worst = -1, best = +1]
f1_score = 0.7 = (2*tp) / (2*tp+fp+fn) [worst = 0, best = 1]
Saved model file: ./models/model_hus25_hl2_time1524165533
$$$ hidden_units = 50 hidden_layers = 2 $$$
completion: 4% (epoch=8)(element=6266) loss = 0 error progress = 2.21417%
completion: 8% (epoch=16)(element=6266) loss = 0 error progress = 2.01289%
completion: 12% (epoch=24)(element=6266) loss = 0 error progress = 1.89028%
completion: 16% (epoch=32)(element=6266) loss = 0 error progress = 1.80321%
completion: 20% (epoch=40)(element=6266) loss = 0 error progress = 1.73728%
completion: 24% (epoch=48)(element=6266) loss = 0 error progress = 1.68603%
completion: 28% (epoch=56)(element=6266) loss = 0.001 error progress = 1.64209%
completion: 32% (epoch=64)(element=6266) loss = 0 error progress = 1.60229%
completion: 36% (epoch=72)(element=6266) loss = 0 error progress = 1.56527%
completion: 40% (epoch=80)(element=6266) loss = 0 error progress = 1.52841%
completion: 44% (epoch=88)(element=6266) loss = 0 error progress = 1.49283%
completion: 48% (epoch=96)(element=6266) loss = 0 error progress = 1.45838%
completion: 52% (epoch=104)(element=6266) loss = 0 error progress = 1.42582%
completion: 56% (epoch=112)(element=6266) loss = 0 error progress = 1.3949%
completion: 60% (epoch=120)(element=6266) loss = 0 error progress = 1.36419%
completion: 64% (epoch=128)(element=6266) loss = 0 error progress = 1.3335%
completion: 68% (epoch=136)(element=6266) loss = 0 error progress = 1.30335%
completion: 72% (epoch=144)(element=6266) loss = 0 error progress = 1.27356%
completion: 76% (epoch=152)(element=6266) loss = 0 error progress = 1.24528%
completion: 80% (epoch=160)(element=6266) loss = 0 error progress = 1.21848%
completion: 84% (epoch=168)(element=6266) loss = 0 error progress = 1.19163%
completion: 88% (epoch=176)(element=6266) loss = 0 error progress = 1.1659%
completion: 92% (epoch=184)(element=6266) loss = 0 error progress = 1.14109%
completion: 96% (epoch=192)(element=6266) loss = 0 error progress = 1.11685%
completion: 100% (epoch=200)(element=6266) loss = 0 error progress = 1.09385%
### executeTest(perceptron, validation_patient_profile)
Correct predictions = 88.65%
#FPplusFN=2089
minError=230 minErrorIndex=1 globalThreshold =-2.1932968616912
metrics area_roc = 89.38%
(beta) metrics area_precision_recall = 43%
duration the new area_roc metrics ROC_AUC_computer function: 0 seconds
duration the new area_roc metrics ROC_AUC_computer function: 00 days, 00 hours, 00 minutes, 00 seconds
TOTAL:
FN = 165 / 516 (truth == 1) & (prediction < threshold)
TP = 351 / 516 (truth == 1) & (prediction >= threshold)
FP = 72 / 1,573 (truth == 0) & (prediction >= threshold)
TN = 1,501 / 1,573 (truth == 0) & (prediction < threshold)
:::: Matthews correlation coefficient = +0.68 ::::
accuracy = 0.89 = (tp + tn) / (tp + tn +fn + fp) [worst = -1, best = +1]
f1_score = 0.75 = (2*tp) / (2*tp+fp+fn) [worst = 0, best = 1]
Saved model file: ./models/model_hus50_hl2_time1524165686
$$$ hidden_units = 75 hidden_layers = 2 $$$
completion: 4% (epoch=8)(element=6266) loss = 0 error progress = 2.18222%
completion: 8% (epoch=16)(element=6266) loss = 0 error progress = 1.98517%
completion: 12% (epoch=24)(element=6266) loss = 0 error progress = 1.86967%
completion: 16% (epoch=32)(element=6266) loss = 0 error progress = 1.79223%
completion: 20% (epoch=40)(element=6266) loss = 0 error progress = 1.72974%
completion: 24% (epoch=48)(element=6266) loss = 0 error progress = 1.67668%
completion: 28% (epoch=56)(element=6266) loss = 0 error progress = 1.62543%
completion: 32% (epoch=64)(element=6266) loss = 0 error progress = 1.57517%
completion: 36% (epoch=72)(element=6266) loss = 0 error progress = 1.52827%
completion: 40% (epoch=80)(element=6266) loss = 0 error progress = 1.48271%
completion: 44% (epoch=88)(element=6266) loss = 0 error progress = 1.43698%
completion: 48% (epoch=96)(element=6266) loss = 0.001 error progress = 1.39392%
completion: 52% (epoch=104)(element=6266) loss = 0 error progress = 1.35397%
completion: 56% (epoch=112)(element=6266) loss = 0 error progress = 1.31509%
completion: 60% (epoch=120)(element=6266) loss = 0 error progress = 1.27639%
completion: 64% (epoch=128)(element=6266) loss = 0 error progress = 1.23696%
completion: 68% (epoch=136)(element=6266) loss = 0 error progress = 1.19923%
completion: 72% (epoch=144)(element=6266) loss = 0 error progress = 1.16386%
completion: 76% (epoch=152)(element=6266) loss = 0 error progress = 1.12967%
completion: 80% (epoch=160)(element=6266) loss = 0 error progress = 1.09708%
completion: 84% (epoch=168)(element=6266) loss = 0 error progress = 1.06574%
completion: 88% (epoch=176)(element=6266) loss = 0 error progress = 1.03573%
completion: 92% (epoch=184)(element=6266) loss = 0 error progress = 1.00799%
completion: 96% (epoch=192)(element=6266) loss = 0 error progress = 0.98185%
completion: 100% (epoch=200)(element=6266) loss = 0 error progress = 0.95682%
### executeTest(perceptron, validation_patient_profile)
Correct predictions = 88.32%
#FPplusFN=2089
minError=233 minErrorIndex=1 globalThreshold =-2.0533067876911
metrics area_roc = 88.13%
(beta) metrics area_precision_recall = 56.25%
duration the new area_roc metrics ROC_AUC_computer function: 0 seconds
duration the new area_roc metrics ROC_AUC_computer function: 00 days, 00 hours, 00 minutes, 00 seconds
TOTAL:
FN = 180 / 516 (truth == 1) & (prediction < threshold)
TP = 336 / 516 (truth == 1) & (prediction >= threshold)
FP = 64 / 1,573 (truth == 0) & (prediction >= threshold)
TN = 1,509 / 1,573 (truth == 0) & (prediction < threshold)
:::: Matthews correlation coefficient = +0.67 ::::
accuracy = 0.88 = (tp + tn) / (tp + tn +fn + fp) [worst = -1, best = +1]
f1_score = 0.73 = (2*tp) / (2*tp+fp+fn) [worst = 0, best = 1]
Saved model file: ./models/model_hus75_hl2_time1524165879
$$$ hidden_units = 100 hidden_layers = 2 $$$
completion: 4% (epoch=8)(element=6266) loss = 0 error progress = 2.16669%
completion: 8% (epoch=16)(element=6266) loss = 0 error progress = 1.96599%
completion: 12% (epoch=24)(element=6266) loss = 0 error progress = 1.84594%
completion: 16% (epoch=32)(element=6266) loss = 0 error progress = 1.75983%
completion: 20% (epoch=40)(element=6266) loss = 0 error progress = 1.68675%
completion: 24% (epoch=48)(element=6266) loss = 0 error progress = 1.62109%
completion: 28% (epoch=56)(element=6266) loss = 0 error progress = 1.55872%
completion: 32% (epoch=64)(element=6266) loss = 0 error progress = 1.49778%
completion: 36% (epoch=72)(element=6266) loss = 0 error progress = 1.43895%
completion: 40% (epoch=80)(element=6266) loss = 0 error progress = 1.38385%
completion: 44% (epoch=88)(element=6266) loss = 0 error progress = 1.33136%
completion: 48% (epoch=96)(element=6266) loss = 0 error progress = 1.28256%
completion: 52% (epoch=104)(element=6266) loss = 0 error progress = 1.23657%
completion: 56% (epoch=112)(element=6266) loss = 0 error progress = 1.19035%
completion: 60% (epoch=120)(element=6266) loss = 0 error progress = 1.14675%
completion: 64% (epoch=128)(element=6266) loss = 0 error progress = 1.10631%
completion: 68% (epoch=136)(element=6266) loss = 0 error progress = 1.06698%
completion: 72% (epoch=144)(element=6266) loss = 0 error progress = 1.03029%
completion: 76% (epoch=152)(element=6266) loss = 0 error progress = 0.99548%
completion: 80% (epoch=160)(element=6266) loss = 0 error progress = 0.96307%
completion: 84% (epoch=168)(element=6266) loss = 0 error progress = 0.93244%
completion: 88% (epoch=176)(element=6266) loss = 0 error progress = 0.90321%
completion: 92% (epoch=184)(element=6266) loss = 0 error progress = 0.87589%
completion: 96% (epoch=192)(element=6266) loss = 0 error progress = 0.84999%
completion: 100% (epoch=200)(element=6266) loss = 0 error progress = 0.82539%
### executeTest(perceptron, validation_patient_profile)
Correct predictions = 88.89%
#FPplusFN=2089
minError=225 minErrorIndex=1 globalThreshold =-2.1841671379024
metrics area_roc = 86.73%
(beta) metrics area_precision_recall = 64.46%
duration the new area_roc metrics ROC_AUC_computer function: 0 seconds
duration the new area_roc metrics ROC_AUC_computer function: 00 days, 00 hours, 00 minutes, 00 seconds
TOTAL:
FN = 185 / 516 (truth == 1) & (prediction < threshold)
TP = 331 / 516 (truth == 1) & (prediction >= threshold)
FP = 47 / 1,573 (truth == 0) & (prediction >= threshold)
TN = 1,526 / 1,573 (truth == 0) & (prediction < threshold)
:::: Matthews correlation coefficient = +0.69 ::::
accuracy = 0.89 = (tp + tn) / (tp + tn +fn + fp) [worst = -1, best = +1]
f1_score = 0.74 = (2*tp) / (2*tp+fp+fn) [worst = 0, best = 1]
Saved model file: ./models/model_hus100_hl2_time1524166125
$$$ hidden_units = 125 hidden_layers = 2 $$$
completion: 4% (epoch=8)(element=6266) loss = 0 error progress = 2.1556%
completion: 8% (epoch=16)(element=6266) loss = 0 error progress = 1.94808%
completion: 12% (epoch=24)(element=6266) loss = 0 error progress = 1.8227%
completion: 16% (epoch=32)(element=6266) loss = 0 error progress = 1.73251%
completion: 20% (epoch=40)(element=6266) loss = 0 error progress = 1.65465%
completion: 24% (epoch=48)(element=6266) loss = 0 error progress = 1.58357%
completion: 28% (epoch=56)(element=6266) loss = 0 error progress = 1.51711%
completion: 32% (epoch=64)(element=6266) loss = 0.001 error progress = 1.45043%
completion: 36% (epoch=72)(element=6266) loss = 0 error progress = 1.38558%
completion: 40% (epoch=80)(element=6266) loss = 0 error progress = 1.32276%
completion: 44% (epoch=88)(element=6266) loss = 0.001 error progress = 1.26425%
completion: 48% (epoch=96)(element=6266) loss = 0.001 error progress = 1.20816%
completion: 52% (epoch=104)(element=6266) loss = 0 error progress = 1.15397%
completion: 56% (epoch=112)(element=6266) loss = 0 error progress = 1.10261%
completion: 60% (epoch=120)(element=6266) loss = 0 error progress = 1.0549%
completion: 64% (epoch=128)(element=6266) loss = 0.001 error progress = 1.01137%
completion: 68% (epoch=136)(element=6266) loss = 0.001 error progress = 0.97142%
completion: 72% (epoch=144)(element=6266) loss = 0 error progress = 0.93523%
completion: 76% (epoch=152)(element=6266) loss = 0 error progress = 0.90027%
completion: 80% (epoch=160)(element=6266) loss = 0 error progress = 0.86852%
completion: 84% (epoch=168)(element=6266) loss = 0 error progress = 0.83837%
completion: 88% (epoch=176)(element=6266) loss = 0 error progress = 0.8095%
completion: 92% (epoch=184)(element=6266) loss = 0 error progress = 0.78278%
completion: 96% (epoch=192)(element=6266) loss = 0 error progress = 0.75768%
completion: 100% (epoch=200)(element=6266) loss = 0 error progress = 0.73376%
### executeTest(perceptron, validation_patient_profile)
Correct predictions = 89.18%
#FPplusFN=2089
minError=221 minErrorIndex=1 globalThreshold =-1.8536333647676
metrics area_roc = 88.74%
(beta) metrics area_precision_recall = 61.08%
duration the new area_roc metrics ROC_AUC_computer function: 0 seconds
duration the new area_roc metrics ROC_AUC_computer function: 00 days, 00 hours, 00 minutes, 00 seconds
TOTAL:
FN = 169 / 516 (truth == 1) & (prediction < threshold)
TP = 347 / 516 (truth == 1) & (prediction >= threshold)
FP = 57 / 1,573 (truth == 0) & (prediction >= threshold)
TN = 1,516 / 1,573 (truth == 0) & (prediction < threshold)
:::: Matthews correlation coefficient = +0.69 ::::
accuracy = 0.89 = (tp + tn) / (tp + tn +fn + fp) [worst = -1, best = +1]
f1_score = 0.75 = (2*tp) / (2*tp+fp+fn) [worst = 0, best = 1]
Saved model file: ./models/model_hus125_hl2_time1524166439
$$$ hidden_units = 150 hidden_layers = 2 $$$
completion: 4% (epoch=8)(element=6266) loss = 0 error progress = 2.15341%
completion: 8% (epoch=16)(element=6266) loss = 0 error progress = 1.94832%
completion: 12% (epoch=24)(element=6266) loss = 0 error progress = 1.82033%
completion: 16% (epoch=32)(element=6266) loss = 0 error progress = 1.72185%
completion: 20% (epoch=40)(element=6266) loss = 0 error progress = 1.63838%
completion: 24% (epoch=48)(element=6266) loss = 0 error progress = 1.56367%
completion: 28% (epoch=56)(element=6266) loss = 0 error progress = 1.49016%
completion: 32% (epoch=64)(element=6266) loss = 0 error progress = 1.41651%
completion: 36% (epoch=72)(element=6266) loss = 0 error progress = 1.34688%
completion: 40% (epoch=80)(element=6266) loss = 0 error progress = 1.28193%
completion: 44% (epoch=88)(element=6266) loss = 0 error progress = 1.22018%
completion: 48% (epoch=96)(element=6266) loss = 0 error progress = 1.16225%
completion: 52% (epoch=104)(element=6266) loss = 0 error progress = 1.10959%
completion: 56% (epoch=112)(element=6266) loss = 0 error progress = 1.06026%
completion: 60% (epoch=120)(element=6266) loss = 0 error progress = 1.01344%
completion: 64% (epoch=128)(element=6266) loss = 0 error progress = 0.96995%
completion: 68% (epoch=136)(element=6266) loss = 0 error progress = 0.92894%
completion: 72% (epoch=144)(element=6266) loss = 0 error progress = 0.89194%
completion: 76% (epoch=152)(element=6266) loss = 0 error progress = 0.85687%
completion: 80% (epoch=160)(element=6266) loss = 0 error progress = 0.82422%
completion: 84% (epoch=168)(element=6266) loss = 0 error progress = 0.7932%
completion: 88% (epoch=176)(element=6266) loss = 0 error progress = 0.76485%
completion: 92% (epoch=184)(element=6266) loss = 0 error progress = 0.73861%
completion: 96% (epoch=192)(element=6266) loss = 0 error progress = 0.71353%
completion: 100% (epoch=200)(element=6266) loss = 0 error progress = 0.68963%
### executeTest(perceptron, validation_patient_profile)
Correct predictions = 89.47%
#FPplusFN=2089
minError=214 minErrorIndex=1 globalThreshold =-2.1107329079799
metrics area_roc = 87.22%
(beta) metrics area_precision_recall = 40.34%
duration the new area_roc metrics ROC_AUC_computer function: 0 seconds
duration the new area_roc metrics ROC_AUC_computer function: 00 days, 00 hours, 00 minutes, 00 seconds
TOTAL:
FN = 182 / 516 (truth == 1) & (prediction < threshold)
TP = 334 / 516 (truth == 1) & (prediction >= threshold)
FP = 38 / 1,573 (truth == 0) & (prediction >= threshold)
TN = 1,535 / 1,573 (truth == 0) & (prediction < threshold)
:::: Matthews correlation coefficient = +0.7 ::::
accuracy = 0.89 = (tp + tn) / (tp + tn +fn + fp) [worst = -1, best = +1]
f1_score = 0.75 = (2*tp) / (2*tp+fp+fn) [worst = 0, best = 1]
Saved model file: ./models/model_hus150_hl2_time1524166827
$$$ hidden_units = 175 hidden_layers = 2 $$$
completion: 4% (epoch=8)(element=6266) loss = 0 error progress = 2.1451%
completion: 8% (epoch=16)(element=6266) loss = 0 error progress = 1.93033%
completion: 12% (epoch=24)(element=6266) loss = 0 error progress = 1.79433%
completion: 16% (epoch=32)(element=6266) loss = 0 error progress = 1.68786%
completion: 20% (epoch=40)(element=6266) loss = 0 error progress = 1.59511%
completion: 24% (epoch=48)(element=6266) loss = 0 error progress = 1.50992%
completion: 28% (epoch=56)(element=6266) loss = 0 error progress = 1.42585%
completion: 32% (epoch=64)(element=6266) loss = 0 error progress = 1.34724%
completion: 36% (epoch=72)(element=6266) loss = 0 error progress = 1.27375%
completion: 40% (epoch=80)(element=6266) loss = 0 error progress = 1.2084%
completion: 44% (epoch=88)(element=6266) loss = 0 error progress = 1.14695%
completion: 48% (epoch=96)(element=6266) loss = 0 error progress = 1.08903%
completion: 52% (epoch=104)(element=6266) loss = 0 error progress = 1.03459%
completion: 56% (epoch=112)(element=6266) loss = 0 error progress = 0.98485%
completion: 60% (epoch=120)(element=6266) loss = 0 error progress = 0.93949%
completion: 64% (epoch=128)(element=6266) loss = 0 error progress = 0.89715%
completion: 68% (epoch=136)(element=6266) loss = 0 error progress = 0.85716%
completion: 72% (epoch=144)(element=6266) loss = 0 error progress = 0.82083%
completion: 76% (epoch=152)(element=6266) loss = 0 error progress = 0.78611%
completion: 80% (epoch=160)(element=6266) loss = 0 error progress = 0.75431%
completion: 84% (epoch=168)(element=6266) loss = 0 error progress = 0.7244%
completion: 88% (epoch=176)(element=6266) loss = 0 error progress = 0.69607%
completion: 92% (epoch=184)(element=6266) loss = 0 error progress = 0.67109%
completion: 96% (epoch=192)(element=6266) loss = 0 error progress = 0.64737%
completion: 100% (epoch=200)(element=6266) loss = 0 error progress = 0.62566%
### executeTest(perceptron, validation_patient_profile)
Correct predictions = 88.89%
#FPplusFN=2089
minError=223 minErrorIndex=1 globalThreshold =-1.7431005491834
metrics area_roc = 87.79%
(beta) metrics area_precision_recall = 63.69%
duration the new area_roc metrics ROC_AUC_computer function: 0 seconds
duration the new area_roc metrics ROC_AUC_computer function: 00 days, 00 hours, 00 minutes, 00 seconds
TOTAL:
FN = 177 / 516 (truth == 1) & (prediction < threshold)
TP = 339 / 516 (truth == 1) & (prediction >= threshold)
FP = 55 / 1,573 (truth == 0) & (prediction >= threshold)
TN = 1,518 / 1,573 (truth == 0) & (prediction < threshold)
:::: Matthews correlation coefficient = +0.69 ::::
accuracy = 0.89 = (tp + tn) / (tp + tn +fn + fp) [worst = -1, best = +1]
f1_score = 0.75 = (2*tp) / (2*tp+fp+fn) [worst = 0, best = 1]
Saved model file: ./models/model_hus175_hl2_time1524167305
$$$ hidden_units = 200 hidden_layers = 2 $$$
completion: 4% (epoch=8)(element=6266) loss = 0 error progress = 2.1543%
completion: 8% (epoch=16)(element=6266) loss = 0 error progress = 1.9345%
completion: 12% (epoch=24)(element=6266) loss = 0 error progress = 1.79769%
completion: 16% (epoch=32)(element=6266) loss = 0 error progress = 1.69451%
completion: 20% (epoch=40)(element=6266) loss = 0 error progress = 1.59885%
completion: 24% (epoch=48)(element=6266) loss = 0 error progress = 1.50301%
completion: 28% (epoch=56)(element=6266) loss = 0 error progress = 1.41472%
completion: 32% (epoch=64)(element=6266) loss = 0 error progress = 1.33373%
completion: 36% (epoch=72)(element=6266) loss = 0 error progress = 1.25669%
completion: 40% (epoch=80)(element=6266) loss = 0 error progress = 1.1846%
completion: 44% (epoch=88)(element=6266) loss = 0 error progress = 1.11837%
completion: 48% (epoch=96)(element=6266) loss = 0.001 error progress = 1.05579%
completion: 52% (epoch=104)(element=6266) loss = 0.001 error progress = 0.99888%
completion: 56% (epoch=112)(element=6266) loss = 0 error progress = 0.94673%
completion: 60% (epoch=120)(element=6266) loss = 0 error progress = 0.89942%
completion: 64% (epoch=128)(element=6266) loss = 0 error progress = 0.85633%
completion: 68% (epoch=136)(element=6266) loss = 0 error progress = 0.81675%
completion: 72% (epoch=144)(element=6266) loss = 0 error progress = 0.78089%
completion: 76% (epoch=152)(element=6266) loss = 0 error progress = 0.74826%
completion: 80% (epoch=160)(element=6266) loss = 0.001 error progress = 0.7182%
completion: 84% (epoch=168)(element=6266) loss = 0.002 error progress = 0.69027%
completion: 88% (epoch=176)(element=6266) loss = 0 error progress = 0.6645%
completion: 92% (epoch=184)(element=6266) loss = 0 error progress = 0.64035%
completion: 96% (epoch=192)(element=6266) loss = 0.001 error progress = 0.61825%
completion: 100% (epoch=200)(element=6266) loss = 0.002 error progress = 0.59771%
### executeTest(perceptron, validation_patient_profile)
Correct predictions = 88.7%
#FPplusFN=2089
minError=219 minErrorIndex=1 globalThreshold =-2.033061355248
metrics area_roc = 88.61%
(beta) metrics area_precision_recall = 60.1%
duration the new area_roc metrics ROC_AUC_computer function: 0 seconds
duration the new area_roc metrics ROC_AUC_computer function: 00 days, 00 hours, 00 minutes, 00 seconds
TOTAL:
FN = 200 / 516 (truth == 1) & (prediction < threshold)
TP = 316 / 516 (truth == 1) & (prediction >= threshold)
FP = 36 / 1,573 (truth == 0) & (prediction >= threshold)
TN = 1,537 / 1,573 (truth == 0) & (prediction < threshold)
:::: Matthews correlation coefficient = +0.68 ::::
accuracy = 0.89 = (tp + tn) / (tp + tn +fn + fp) [worst = -1, best = +1]
f1_score = 0.73 = (2*tp) / (2*tp+fp+fn) [worst = 0, best = 1]
Saved model file: ./models/model_hus200_hl2_time1524167876
$$$ hidden_units = 225 hidden_layers = 2 $$$
completion: 4% (epoch=8)(element=6266) loss = 0 error progress = 2.13313%
completion: 8% (epoch=16)(element=6266) loss = 0 error progress = 1.92941%
completion: 12% (epoch=24)(element=6266) loss = 0 error progress = 1.79384%
completion: 16% (epoch=32)(element=6266) loss = 0 error progress = 1.68577%
completion: 20% (epoch=40)(element=6266) loss = 0 error progress = 1.58517%
completion: 24% (epoch=48)(element=6266) loss = 0 error progress = 1.48864%
completion: 28% (epoch=56)(element=6266) loss = 0 error progress = 1.39853%
completion: 32% (epoch=64)(element=6266) loss = 0 error progress = 1.31518%
completion: 36% (epoch=72)(element=6266) loss = 0 error progress = 1.23659%
completion: 40% (epoch=80)(element=6266) loss = 0 error progress = 1.16616%
completion: 44% (epoch=88)(element=6266) loss = 0.001 error progress = 1.1002%
completion: 48% (epoch=96)(element=6266) loss = 0 error progress = 1.04011%
completion: 52% (epoch=104)(element=6266) loss = 0.001 error progress = 0.9851%
completion: 56% (epoch=112)(element=6266) loss = 0 error progress = 0.9348%
completion: 60% (epoch=120)(element=6266) loss = 0.002 error progress = 0.88824%
completion: 64% (epoch=128)(element=6266) loss = 0.001 error progress = 0.84552%
completion: 68% (epoch=136)(element=6266) loss = 0 error progress = 0.80621%
completion: 72% (epoch=144)(element=6266) loss = 0 error progress = 0.77119%
completion: 76% (epoch=152)(element=6266) loss = 0 error progress = 0.73838%
completion: 80% (epoch=160)(element=6266) loss = 0 error progress = 0.70808%
completion: 84% (epoch=168)(element=6266) loss = 0 error progress = 0.68027%
completion: 88% (epoch=176)(element=6266) loss = 0 error progress = 0.65431%
completion: 92% (epoch=184)(element=6266) loss = 0 error progress = 0.63035%
completion: 96% (epoch=192)(element=6266) loss = 0 error progress = 0.60818%
completion: 100% (epoch=200)(element=6266) loss = 0.001 error progress = 0.58719%
### executeTest(perceptron, validation_patient_profile)
Correct predictions = 89.61%
#FPplusFN=2089
minError=211 minErrorIndex=1 globalThreshold =-1.5135891460637
metrics area_roc = 90.99%
(beta) metrics area_precision_recall = 62.41%
duration the new area_roc metrics ROC_AUC_computer function: 0 seconds
duration the new area_roc metrics ROC_AUC_computer function: 00 days, 00 hours, 00 minutes, 00 seconds
TOTAL:
FN = 162 / 516 (truth == 1) & (prediction < threshold)
TP = 354 / 516 (truth == 1) & (prediction >= threshold)
FP = 55 / 1,573 (truth == 0) & (prediction >= threshold)
TN = 1,518 / 1,573 (truth == 0) & (prediction < threshold)
:::: Matthews correlation coefficient = +0.71 ::::
accuracy = 0.9 = (tp + tn) / (tp + tn +fn + fp) [worst = -1, best = +1]
f1_score = 0.77 = (2*tp) / (2*tp+fp+fn) [worst = 0, best = 1]
Saved model file: ./models/model_hus225_hl2_time1524171589
$$$ hidden_units = 250 hidden_layers = 2 $$$
completion: 4% (epoch=8)(element=6266) loss = 0 error progress = 2.11973%
completion: 8% (epoch=16)(element=6266) loss = 0 error progress = 1.90365%
completion: 12% (epoch=24)(element=6266) loss = 0 error progress = 1.76431%
completion: 16% (epoch=32)(element=6266) loss = 0 error progress = 1.65335%
completion: 20% (epoch=40)(element=6266) loss = 0 error progress = 1.55218%
completion: 24% (epoch=48)(element=6266) loss = 0 error progress = 1.45415%
completion: 28% (epoch=56)(element=6266) loss = 0.002 error progress = 1.36096%
completion: 32% (epoch=64)(element=6266) loss = 0.002 error progress = 1.27639%
completion: 36% (epoch=72)(element=6266) loss = 0 error progress = 1.19575%
completion: 40% (epoch=80)(element=6266) loss = 0 error progress = 1.12039%
completion: 44% (epoch=88)(element=6266) loss = 0 error progress = 1.05215%
completion: 48% (epoch=96)(element=6266) loss = 0 error progress = 0.99009%
completion: 52% (epoch=104)(element=6266) loss = 0 error progress = 0.93294%
completion: 56% (epoch=112)(element=6266) loss = 0.001 error progress = 0.88071%
completion: 60% (epoch=120)(element=6266) loss = 0.001 error progress = 0.8337%
completion: 64% (epoch=128)(element=6266) loss = 0.001 error progress = 0.79048%
completion: 68% (epoch=136)(element=6266) loss = 0.001 error progress = 0.75227%
completion: 72% (epoch=144)(element=6266) loss = 0 error progress = 0.71734%
completion: 76% (epoch=152)(element=6266) loss = 0 error progress = 0.68582%
completion: 80% (epoch=160)(element=6266) loss = 0 error progress = 0.65718%
completion: 84% (epoch=168)(element=6266) loss = 0 error progress = 0.63065%
completion: 88% (epoch=176)(element=6266) loss = 0 error progress = 0.60574%
completion: 92% (epoch=184)(element=6266) loss = 0 error progress = 0.58259%
completion: 96% (epoch=192)(element=6266) loss = 0 error progress = 0.56218%
completion: 100% (epoch=200)(element=6266) loss = 0.001 error progress = 0.5431%
### executeTest(perceptron, validation_patient_profile)
Correct predictions = 88.99%
#FPplusFN=2089
minError=222 minErrorIndex=1 globalThreshold =-1.6526407093388
metrics area_roc = 87.95%
(beta) metrics area_precision_recall = 58.33%
duration the new area_roc metrics ROC_AUC_computer function: 0 seconds
duration the new area_roc metrics ROC_AUC_computer function: 00 days, 00 hours, 00 minutes, 00 seconds
TOTAL:
FN = 190 / 516 (truth == 1) & (prediction < threshold)
TP = 326 / 516 (truth == 1) & (prediction >= threshold)
FP = 40 / 1,573 (truth == 0) & (prediction >= threshold)
TN = 1,533 / 1,573 (truth == 0) & (prediction < threshold)
:::: Matthews correlation coefficient = +0.69 ::::
accuracy = 0.89 = (tp + tn) / (tp + tn +fn + fp) [worst = -1, best = +1]
f1_score = 0.74 = (2*tp) / (2*tp+fp+fn) [worst = 0, best = 1]
Saved model file: ./models/model_hus250_hl2_time1524175494
$$$ hidden_units = 275 hidden_layers = 2 $$$
completion: 4% (epoch=8)(element=6266) loss = 0.001 error progress = 2.12535%
completion: 8% (epoch=16)(element=6266) loss = 0 error progress = 1.91852%
completion: 12% (epoch=24)(element=6266) loss = 0 error progress = 1.78214%
completion: 16% (epoch=32)(element=6266) loss = 0 error progress = 1.66854%
completion: 20% (epoch=40)(element=6266) loss = 0.001 error progress = 1.56591%
completion: 24% (epoch=48)(element=6266) loss = 0.002 error progress = 1.46419%
completion: 28% (epoch=56)(element=6266) loss = 0.001 error progress = 1.36796%
completion: 32% (epoch=64)(element=6266) loss = 0.001 error progress = 1.27772%
completion: 36% (epoch=72)(element=6266) loss = 0 error progress = 1.19444%
completion: 40% (epoch=80)(element=6266) loss = 0.001 error progress = 1.11846%
completion: 44% (epoch=88)(element=6266) loss = 0 error progress = 1.04874%
completion: 48% (epoch=96)(element=6266) loss = 0 error progress = 0.98657%
completion: 52% (epoch=104)(element=6266) loss = 0 error progress = 0.9304%
completion: 56% (epoch=112)(element=6266) loss = 0 error progress = 0.87845%
completion: 60% (epoch=120)(element=6266) loss = 0 error progress = 0.83197%
completion: 64% (epoch=128)(element=6266) loss = 0.002 error progress = 0.79018%
completion: 68% (epoch=136)(element=6266) loss = 0 error progress = 0.75201%
completion: 72% (epoch=144)(element=6266) loss = 0.004 error progress = 0.71694%
completion: 76% (epoch=152)(element=6266) loss = 0.002 error progress = 0.68517%
completion: 80% (epoch=160)(element=6266) loss = 0.002 error progress = 0.65551%
completion: 84% (epoch=168)(element=6266) loss = 0.001 error progress = 0.62865%
completion: 88% (epoch=176)(element=6266) loss = 0.002 error progress = 0.60369%
completion: 92% (epoch=184)(element=6266) loss = 0 error progress = 0.58067%
completion: 96% (epoch=192)(element=6266) loss = 0 error progress = 0.55929%
completion: 100% (epoch=200)(element=6266) loss = 0 error progress = 0.53929%
### executeTest(perceptron, validation_patient_profile)
Correct predictions = 89.04%
#FPplusFN=2089
minError=221 minErrorIndex=1 globalThreshold =-2.0233597466751
metrics area_roc = 89%
(beta) metrics area_precision_recall = 64.31%
duration the new area_roc metrics ROC_AUC_computer function: 0 seconds
duration the new area_roc metrics ROC_AUC_computer function: 00 days, 00 hours, 00 minutes, 00 seconds
TOTAL:
FN = 187 / 516 (truth == 1) & (prediction < threshold)
TP = 329 / 516 (truth == 1) & (prediction >= threshold)
FP = 42 / 1,573 (truth == 0) & (prediction >= threshold)
TN = 1,531 / 1,573 (truth == 0) & (prediction < threshold)
:::: Matthews correlation coefficient = +0.69 ::::
accuracy = 0.89 = (tp + tn) / (tp + tn +fn + fp) [worst = -1, best = +1]
f1_score = 0.74 = (2*tp) / (2*tp+fp+fn) [worst = 0, best = 1]
Saved model file: ./models/model_hus275_hl2_time1524179551
$$$ hidden_units = 300 hidden_layers = 2 $$$
completion: 4% (epoch=8)(element=6266) loss = 0.001 error progress = 2.10998%
completion: 8% (epoch=16)(element=6266) loss = 0 error progress = 1.88949%
completion: 12% (epoch=24)(element=6266) loss = 0 error progress = 1.74243%
completion: 16% (epoch=32)(element=6266) loss = 0 error progress = 1.62272%
completion: 20% (epoch=40)(element=6266) loss = 0 error progress = 1.50815%
completion: 24% (epoch=48)(element=6266) loss = 0 error progress = 1.39796%
completion: 28% (epoch=56)(element=6266) loss = 0.001 error progress = 1.29478%
completion: 32% (epoch=64)(element=6266) loss = 0.001 error progress = 1.20109%
completion: 36% (epoch=72)(element=6266) loss = 0.001 error progress = 1.11704%
completion: 40% (epoch=80)(element=6266) loss = 0.001 error progress = 1.04051%
completion: 44% (epoch=88)(element=6266) loss = 0 error progress = 0.9727%
completion: 48% (epoch=96)(element=6266) loss = 0 error progress = 0.91177%
completion: 52% (epoch=104)(element=6266) loss = 0 error progress = 0.85696%
completion: 56% (epoch=112)(element=6266) loss = 0 error progress = 0.80832%
completion: 60% (epoch=120)(element=6266) loss = 0 error progress = 0.76547%
completion: 64% (epoch=128)(element=6266) loss = 0 error progress = 0.727%
completion: 68% (epoch=136)(element=6266) loss = 0 error progress = 0.69176%
completion: 72% (epoch=144)(element=6266) loss = 0 error progress = 0.66054%
completion: 76% (epoch=152)(element=6266) loss = 0 error progress = 0.63165%
completion: 80% (epoch=160)(element=6266) loss = 0 error progress = 0.60546%
completion: 84% (epoch=168)(element=6266) loss = 0 error progress = 0.58066%
completion: 88% (epoch=176)(element=6266) loss = 0 error progress = 0.55774%
completion: 92% (epoch=184)(element=6266) loss = 0 error progress = 0.53636%
completion: 96% (epoch=192)(element=6266) loss = 0 error progress = 0.51704%
completion: 100% (epoch=200)(element=6266) loss = 0 error progress = 0.49891%
### executeTest(perceptron, validation_patient_profile)
Correct predictions = 89.76%
#FPplusFN=2089
minError=202 minErrorIndex=1 globalThreshold =-1.8525686288094
metrics area_roc = 91.05%
(beta) metrics area_precision_recall = 61.1%
duration the new area_roc metrics ROC_AUC_computer function: 0 seconds
duration the new area_roc metrics ROC_AUC_computer function: 00 days, 00 hours, 00 minutes, 00 seconds
TOTAL:
FN = 168 / 516 (truth == 1) & (prediction < threshold)
TP = 348 / 516 (truth == 1) & (prediction >= threshold)
FP = 46 / 1,573 (truth == 0) & (prediction >= threshold)
TN = 1,527 / 1,573 (truth == 0) & (prediction < threshold)
:::: Matthews correlation coefficient = +0.71 ::::
accuracy = 0.9 = (tp + tn) / (tp + tn +fn + fp) [worst = -1, best = +1]
f1_score = 0.76 = (2*tp) / (2*tp+fp+fn) [worst = 0, best = 1]
Saved model file: ./models/model_hus300_hl2_time1524183801
$$$ hidden_units = 350 hidden_layers = 2 $$$
completion: 4% (epoch=8)(element=6266) loss = 0 error progress = 2.08271%
completion: 8% (epoch=16)(element=6266) loss = 0 error progress = 1.868%
completion: 12% (epoch=24)(element=6266) loss = 0 error progress = 1.72162%
completion: 16% (epoch=32)(element=6266) loss = 0 error progress = 1.59526%
completion: 20% (epoch=40)(element=6266) loss = 0 error progress = 1.47529%
completion: 24% (epoch=48)(element=6266) loss = 0.001 error progress = 1.3595%
completion: 28% (epoch=56)(element=6266) loss = 0.001 error progress = 1.25258%
completion: 32% (epoch=64)(element=6266) loss = 0.001 error progress = 1.1582%
completion: 36% (epoch=72)(element=6266) loss = 0 error progress = 1.07609%
completion: 40% (epoch=80)(element=6266) loss = 0 error progress = 1.00259%
completion: 44% (epoch=88)(element=6266) loss = 0 error progress = 0.93736%
completion: 48% (epoch=96)(element=6266) loss = 0 error progress = 0.87924%
completion: 52% (epoch=104)(element=6266) loss = 0 error progress = 0.82748%
completion: 56% (epoch=112)(element=6266) loss = 0 error progress = 0.78099%
completion: 60% (epoch=120)(element=6266) loss = 0 error progress = 0.73946%
completion: 64% (epoch=128)(element=6266) loss = 0.001 error progress = 0.70211%
completion: 68% (epoch=136)(element=6266) loss = 0.001 error progress = 0.66778%
completion: 72% (epoch=144)(element=6266) loss = 0 error progress = 0.6367%
completion: 76% (epoch=152)(element=6266) loss = 0.001 error progress = 0.60837%
completion: 80% (epoch=160)(element=6266) loss = 0 error progress = 0.58222%
completion: 84% (epoch=168)(element=6266) loss = 0 error progress = 0.55805%
completion: 88% (epoch=176)(element=6266) loss = 0 error progress = 0.5364%
completion: 92% (epoch=184)(element=6266) loss = 0 error progress = 0.51614%
completion: 96% (epoch=192)(element=6266) loss = 0.001 error progress = 0.49741%
completion: 100% (epoch=200)(element=6266) loss = 0.001 error progress = 0.47998%
### executeTest(perceptron, validation_patient_profile)
Correct predictions = 90%
#FPplusFN=2089
minError=201 minErrorIndex=1 globalThreshold =-1.8442327973371
metrics area_roc = 89.56%
(beta) metrics area_precision_recall = 70.96%
duration the new area_roc metrics ROC_AUC_computer function: 0 seconds
duration the new area_roc metrics ROC_AUC_computer function: 00 days, 00 hours, 00 minutes, 00 seconds
TOTAL:
FN = 176 / 516 (truth == 1) & (prediction < threshold)
TP = 340 / 516 (truth == 1) & (prediction >= threshold)
FP = 33 / 1,573 (truth == 0) & (prediction >= threshold)
TN = 1,540 / 1,573 (truth == 0) & (prediction < threshold)
:::: Matthews correlation coefficient = +0.72 ::::
accuracy = 0.9 = (tp + tn) / (tp + tn +fn + fp) [worst = -1, best = +1]
f1_score = 0.76 = (2*tp) / (2*tp+fp+fn) [worst = 0, best = 1]
Saved model file: ./models/model_hus350_hl2_time1524188392
$$$ hidden_units = 400 hidden_layers = 2 $$$
completion: 4% (epoch=8)(element=6266) loss = 0 error progress = 2.07528%
completion: 8% (epoch=16)(element=6266) loss = 0 error progress = 1.86186%
completion: 12% (epoch=24)(element=6266) loss = 0 error progress = 1.71359%
completion: 16% (epoch=32)(element=6266) loss = 0.001 error progress = 1.5855%
completion: 20% (epoch=40)(element=6266) loss = 0.001 error progress = 1.46214%
completion: 24% (epoch=48)(element=6266) loss = 0.001 error progress = 1.3458%
completion: 28% (epoch=56)(element=6266) loss = 0 error progress = 1.24498%
completion: 32% (epoch=64)(element=6266) loss = 0 error progress = 1.1539%
completion: 36% (epoch=72)(element=6266) loss = 0 error progress = 1.07123%
completion: 40% (epoch=80)(element=6266) loss = 0 error progress = 0.99761%
completion: 44% (epoch=88)(element=6266) loss = 0 error progress = 0.931%
completion: 48% (epoch=96)(element=6266) loss = 0.001 error progress = 0.87106%
completion: 52% (epoch=104)(element=6266) loss = 0.001 error progress = 0.8183%
completion: 56% (epoch=112)(element=6266) loss = 0 error progress = 0.77195%
completion: 60% (epoch=120)(element=6266) loss = 0 error progress = 0.73001%
completion: 64% (epoch=128)(element=6266) loss = 0 error progress = 0.69243%
completion: 68% (epoch=136)(element=6266) loss = 0 error progress = 0.65842%
completion: 72% (epoch=144)(element=6266) loss = 0 error progress = 0.6274%
completion: 76% (epoch=152)(element=6266) loss = 0.001 error progress = 0.59836%
completion: 80% (epoch=160)(element=6266) loss = 0 error progress = 0.57202%
completion: 84% (epoch=168)(element=6266) loss = 0 error progress = 0.54831%
completion: 88% (epoch=176)(element=6266) loss = 0 error progress = 0.52592%
completion: 92% (epoch=184)(element=6266) loss = 0 error progress = 0.5056%
completion: 96% (epoch=192)(element=6266) loss = 0 error progress = 0.48702%
completion: 100% (epoch=200)(element=6266) loss = 0 error progress = 0.46958%
### executeTest(perceptron, validation_patient_profile)
Correct predictions = 89.61%
#FPplusFN=2089
minError=206 minErrorIndex=1 globalThreshold =-1.7155746529659
metrics area_roc = 89.57%
(beta) metrics area_precision_recall = 64%
duration the new area_roc metrics ROC_AUC_computer function: 0 seconds
duration the new area_roc metrics ROC_AUC_computer function: 00 days, 00 hours, 00 minutes, 00 seconds
TOTAL:
FN = 173 / 516 (truth == 1) & (prediction < threshold)
TP = 343 / 516 (truth == 1) & (prediction >= threshold)
FP = 44 / 1,573 (truth == 0) & (prediction >= threshold)
TN = 1,529 / 1,573 (truth == 0) & (prediction < threshold)
:::: Matthews correlation coefficient = +0.71 ::::
accuracy = 0.9 = (tp + tn) / (tp + tn +fn + fp) [worst = -1, best = +1]
f1_score = 0.76 = (2*tp) / (2*tp+fp+fn) [worst = 0, best = 1]
Saved model file: ./models/model_hus400_hl2_time1524193294
$$$ hidden_units = 5 hidden_layers = 3 $$$
completion: 4% (epoch=8)(element=6266) loss = 0 error progress = 2.52626%
completion: 8% (epoch=16)(element=6266) loss = 0 error progress = 2.28736%
completion: 12% (epoch=24)(element=6266) loss = 0 error progress = 2.17455%
completion: 16% (epoch=32)(element=6266) loss = 0 error progress = 2.101%
completion: 20% (epoch=40)(element=6266) loss = 0 error progress = 2.04295%
completion: 24% (epoch=48)(element=6266) loss = 0 error progress = 1.99687%
completion: 28% (epoch=56)(element=6266) loss = 0 error progress = 1.95921%
completion: 32% (epoch=64)(element=6266) loss = 0.001 error progress = 1.9293%
completion: 36% (epoch=72)(element=6266) loss = 0.001 error progress = 1.90278%
completion: 40% (epoch=80)(element=6266) loss = 0 error progress = 1.87983%
completion: 44% (epoch=88)(element=6266) loss = 0.001 error progress = 1.85856%
completion: 48% (epoch=96)(element=6266) loss = 0.001 error progress = 1.84187%
completion: 52% (epoch=104)(element=6266) loss = 0.001 error progress = 1.82604%
completion: 56% (epoch=112)(element=6266) loss = 0.001 error progress = 1.81358%
completion: 60% (epoch=120)(element=6266) loss = 0.001 error progress = 1.80291%
completion: 64% (epoch=128)(element=6266) loss = 0.001 error progress = 1.79285%
completion: 68% (epoch=136)(element=6266) loss = 0 error progress = 1.78276%
completion: 72% (epoch=144)(element=6266) loss = 0.001 error progress = 1.77349%
completion: 76% (epoch=152)(element=6266) loss = 0.001 error progress = 1.7645%
completion: 80% (epoch=160)(element=6266) loss = 0 error progress = 1.75716%
completion: 84% (epoch=168)(element=6266) loss = 0 error progress = 1.74963%
completion: 88% (epoch=176)(element=6266) loss = 0.001 error progress = 1.7429%
completion: 92% (epoch=184)(element=6266) loss = 0.001 error progress = 1.73659%
completion: 96% (epoch=192)(element=6266) loss = 0.001 error progress = 1.73107%
completion: 100% (epoch=200)(element=6266) loss = 0.001 error progress = 1.72576%
### executeTest(perceptron, validation_patient_profile)
Correct predictions = 87.75%
#FPplusFN=2089
minError=202 minErrorIndex=1 globalThreshold =-0.99255330679635
metrics area_roc = 92.09%
(beta) metrics area_precision_recall = 74.3%
duration the new area_roc metrics ROC_AUC_computer function: 0 seconds
duration the new area_roc metrics ROC_AUC_computer function: 00 days, 00 hours, 00 minutes, 00 seconds
TOTAL:
FN = 241 / 516 (truth == 1) & (prediction < threshold)
TP = 275 / 516 (truth == 1) & (prediction >= threshold)
FP = 15 / 1,573 (truth == 0) & (prediction >= threshold)
TN = 1,558 / 1,573 (truth == 0) & (prediction < threshold)
:::: Matthews correlation coefficient = +0.65 ::::
accuracy = 0.88 = (tp + tn) / (tp + tn +fn + fp) [worst = -1, best = +1]
f1_score = 0.68 = (2*tp) / (2*tp+fp+fn) [worst = 0, best = 1]
Saved model file: ./models/model_hus5_hl3_time1524193417
$$$ hidden_units = 10 hidden_layers = 3 $$$
completion: 4% (epoch=8)(element=6266) loss = 0 error progress = 2.38352%
completion: 8% (epoch=16)(element=6266) loss = 0 error progress = 2.20316%
completion: 12% (epoch=24)(element=6266) loss = 0 error progress = 2.08945%
completion: 16% (epoch=32)(element=6266) loss = 0 error progress = 2.00846%
completion: 20% (epoch=40)(element=6266) loss = 0 error progress = 1.94922%
completion: 24% (epoch=48)(element=6266) loss = 0 error progress = 1.90391%
completion: 28% (epoch=56)(element=6266) loss = 0 error progress = 1.86803%
completion: 32% (epoch=64)(element=6266) loss = 0 error progress = 1.83747%
completion: 36% (epoch=72)(element=6266) loss = 0 error progress = 1.81076%
completion: 40% (epoch=80)(element=6266) loss = 0 error progress = 1.78873%
completion: 44% (epoch=88)(element=6266) loss = 0 error progress = 1.76861%
completion: 48% (epoch=96)(element=6266) loss = 0 error progress = 1.75097%
completion: 52% (epoch=104)(element=6266) loss = 0 error progress = 1.73554%
completion: 56% (epoch=112)(element=6266) loss = 0 error progress = 1.72175%
completion: 60% (epoch=120)(element=6266) loss = 0 error progress = 1.71165%
completion: 64% (epoch=128)(element=6266) loss = 0 error progress = 1.70113%
completion: 68% (epoch=136)(element=6266) loss = 0 error progress = 1.68948%
completion: 72% (epoch=144)(element=6266) loss = 0 error progress = 1.67815%
completion: 76% (epoch=152)(element=6266) loss = 0 error progress = 1.66777%
completion: 80% (epoch=160)(element=6266) loss = 0 error progress = 1.65816%
completion: 84% (epoch=168)(element=6266) loss = 0 error progress = 1.64834%
completion: 88% (epoch=176)(element=6266) loss = 0.001 error progress = 1.63852%
completion: 92% (epoch=184)(element=6266) loss = 0 error progress = 1.62877%
completion: 96% (epoch=192)(element=6266) loss = 0 error progress = 1.61949%
completion: 100% (epoch=200)(element=6266) loss = 0 error progress = 1.61221%
### executeTest(perceptron, validation_patient_profile)
Correct predictions = 88.89%
#FPplusFN=2089
minError=212 minErrorIndex=1 globalThreshold =-1.0371227592153
metrics area_roc = 92.79%
(beta) metrics area_precision_recall = 73.14%
duration the new area_roc metrics ROC_AUC_computer function: 0 seconds
duration the new area_roc metrics ROC_AUC_computer function: 00 days, 00 hours, 00 minutes, 00 seconds
TOTAL:
FN = 188 / 516 (truth == 1) & (prediction < threshold)
TP = 328 / 516 (truth == 1) & (prediction >= threshold)
FP = 44 / 1,573 (truth == 0) & (prediction >= threshold)
TN = 1,529 / 1,573 (truth == 0) & (prediction < threshold)
:::: Matthews correlation coefficient = +0.69 ::::
accuracy = 0.89 = (tp + tn) / (tp + tn +fn + fp) [worst = -1, best = +1]
f1_score = 0.74 = (2*tp) / (2*tp+fp+fn) [worst = 0, best = 1]
Saved model file: ./models/model_hus10_hl3_time1524193545
$$$ hidden_units = 25 hidden_layers = 3 $$$
completion: 4% (epoch=8)(element=6266) loss = 0 error progress = 2.35287%
completion: 8% (epoch=16)(element=6266) loss = 0 error progress = 2.17013%
completion: 12% (epoch=24)(element=6266) loss = 0 error progress = 2.05882%
completion: 16% (epoch=32)(element=6266) loss = 0.001 error progress = 1.96925%
completion: 20% (epoch=40)(element=6266) loss = 0.001 error progress = 1.89612%
completion: 24% (epoch=48)(element=6266) loss = 0.001 error progress = 1.84139%
completion: 28% (epoch=56)(element=6266) loss = 0 error progress = 1.79774%
completion: 32% (epoch=64)(element=6266) loss = 0 error progress = 1.76086%
completion: 36% (epoch=72)(element=6266) loss = 0 error progress = 1.72961%
completion: 40% (epoch=80)(element=6266) loss = 0.001 error progress = 1.69998%
completion: 44% (epoch=88)(element=6266) loss = 0 error progress = 1.67498%
completion: 48% (epoch=96)(element=6266) loss = 0 error progress = 1.65304%
completion: 52% (epoch=104)(element=6266) loss = 0 error progress = 1.63394%
completion: 56% (epoch=112)(element=6266) loss = 0 error progress = 1.61653%
completion: 60% (epoch=120)(element=6266) loss = 0 error progress = 1.60002%
completion: 64% (epoch=128)(element=6266) loss = 0 error progress = 1.58557%
completion: 68% (epoch=136)(element=6266) loss = 0 error progress = 1.57075%
completion: 72% (epoch=144)(element=6266) loss = 0 error progress = 1.55658%
completion: 76% (epoch=152)(element=6266) loss = 0 error progress = 1.54344%
completion: 80% (epoch=160)(element=6266) loss = 0 error progress = 1.53071%
completion: 84% (epoch=168)(element=6266) loss = 0 error progress = 1.51899%
completion: 88% (epoch=176)(element=6266) loss = 0 error progress = 1.50776%
completion: 92% (epoch=184)(element=6266) loss = 0 error progress = 1.4941%
completion: 96% (epoch=192)(element=6266) loss = 0 error progress = 1.48233%
completion: 100% (epoch=200)(element=6266) loss = 0 error progress = 1.47028%
### executeTest(perceptron, validation_patient_profile)
Correct predictions = 89.09%
#FPplusFN=2089
minError=211 minErrorIndex=1 globalThreshold =-1.1319997437947
metrics area_roc = 91.67%
(beta) metrics area_precision_recall = 73.98%
duration the new area_roc metrics ROC_AUC_computer function: 0 seconds
duration the new area_roc metrics ROC_AUC_computer function: 00 days, 00 hours, 00 minutes, 00 seconds
TOTAL:
FN = 184 / 516 (truth == 1) & (prediction < threshold)
TP = 332 / 516 (truth == 1) & (prediction >= threshold)
FP = 44 / 1,573 (truth == 0) & (prediction >= threshold)
TN = 1,529 / 1,573 (truth == 0) & (prediction < threshold)
:::: Matthews correlation coefficient = +0.69 ::::
accuracy = 0.89 = (tp + tn) / (tp + tn +fn + fp) [worst = -1, best = +1]
f1_score = 0.74 = (2*tp) / (2*tp+fp+fn) [worst = 0, best = 1]
Saved model file: ./models/model_hus25_hl3_time1524193687
$$$ hidden_units = 50 hidden_layers = 3 $$$
completion: 4% (epoch=8)(element=6266) loss = 0 error progress = 2.2426%
completion: 8% (epoch=16)(element=6266) loss = 0 error progress = 2.02001%
completion: 12% (epoch=24)(element=6266) loss = 0 error progress = 1.9101%
completion: 16% (epoch=32)(element=6266) loss = 0 error progress = 1.82919%
completion: 20% (epoch=40)(element=6266) loss = 0 error progress = 1.76633%
completion: 24% (epoch=48)(element=6266) loss = 0 error progress = 1.7142%
completion: 28% (epoch=56)(element=6266) loss = 0 error progress = 1.66823%
completion: 32% (epoch=64)(element=6266) loss = 0 error progress = 1.62677%
completion: 36% (epoch=72)(element=6266) loss = 0 error progress = 1.58922%
completion: 40% (epoch=80)(element=6266) loss = 0 error progress = 1.55428%
completion: 44% (epoch=88)(element=6266) loss = 0 error progress = 1.52286%
completion: 48% (epoch=96)(element=6266) loss = 0 error progress = 1.49238%
completion: 52% (epoch=104)(element=6266) loss = 0 error progress = 1.46182%
completion: 56% (epoch=112)(element=6266) loss = 0 error progress = 1.43513%
completion: 60% (epoch=120)(element=6266) loss = 0 error progress = 1.40866%
completion: 64% (epoch=128)(element=6266) loss = 0 error progress = 1.38406%
completion: 68% (epoch=136)(element=6266) loss = 0 error progress = 1.35958%
completion: 72% (epoch=144)(element=6266) loss = 0 error progress = 1.3353%
completion: 76% (epoch=152)(element=6266) loss = 0 error progress = 1.31011%
completion: 80% (epoch=160)(element=6266) loss = 0 error progress = 1.28534%
completion: 84% (epoch=168)(element=6266) loss = 0 error progress = 1.26129%
completion: 88% (epoch=176)(element=6266) loss = 0 error progress = 1.23634%
completion: 92% (epoch=184)(element=6266) loss = 0 error progress = 1.21278%
completion: 96% (epoch=192)(element=6266) loss = 0 error progress = 1.18838%
completion: 100% (epoch=200)(element=6266) loss = 0 error progress = 1.16573%
### executeTest(perceptron, validation_patient_profile)
Correct predictions = 88.42%
#FPplusFN=2089
minError=227 minErrorIndex=1 globalThreshold =-1.4931617953822
metrics area_roc = 86.43%
(beta) metrics area_precision_recall = 42.87%
duration the new area_roc metrics ROC_AUC_computer function: 0 seconds
duration the new area_roc metrics ROC_AUC_computer function: 00 days, 00 hours, 00 minutes, 00 seconds
TOTAL:
FN = 194 / 516 (truth == 1) & (prediction < threshold)
TP = 322 / 516 (truth == 1) & (prediction >= threshold)
FP = 48 / 1,573 (truth == 0) & (prediction >= threshold)
TN = 1,525 / 1,573 (truth == 0) & (prediction < threshold)
:::: Matthews correlation coefficient = +0.67 ::::
accuracy = 0.88 = (tp + tn) / (tp + tn +fn + fp) [worst = -1, best = +1]
f1_score = 0.73 = (2*tp) / (2*tp+fp+fn) [worst = 0, best = 1]
Saved model file: ./models/model_hus50_hl3_time1524193875
$$$ hidden_units = 75 hidden_layers = 3 $$$
completion: 4% (epoch=8)(element=6266) loss = 0 error progress = 2.24134%
completion: 8% (epoch=16)(element=6266) loss = 0 error progress = 2.00284%
completion: 12% (epoch=24)(element=6266) loss = 0 error progress = 1.88159%
completion: 16% (epoch=32)(element=6266) loss = 0 error progress = 1.79268%
completion: 20% (epoch=40)(element=6266) loss = 0 error progress = 1.72486%
completion: 24% (epoch=48)(element=6266) loss = 0 error progress = 1.67006%
completion: 28% (epoch=56)(element=6266) loss = 0 error progress = 1.6219%
completion: 32% (epoch=64)(element=6266) loss = 0 error progress = 1.57286%
completion: 36% (epoch=72)(element=6266) loss = 0 error progress = 1.52285%
completion: 40% (epoch=80)(element=6266) loss = 0 error progress = 1.47912%
completion: 44% (epoch=88)(element=6266) loss = 0 error progress = 1.44021%
completion: 48% (epoch=96)(element=6266) loss = 0 error progress = 1.40244%
completion: 52% (epoch=104)(element=6266) loss = 0 error progress = 1.36296%
completion: 56% (epoch=112)(element=6266) loss = 0 error progress = 1.32616%
completion: 60% (epoch=120)(element=6266) loss = 0 error progress = 1.29081%
completion: 64% (epoch=128)(element=6266) loss = 0 error progress = 1.25645%
completion: 68% (epoch=136)(element=6266) loss = 0 error progress = 1.22221%
completion: 72% (epoch=144)(element=6266) loss = 0 error progress = 1.18804%
completion: 76% (epoch=152)(element=6266) loss = 0 error progress = 1.15714%
completion: 80% (epoch=160)(element=6266) loss = 0 error progress = 1.12572%
completion: 84% (epoch=168)(element=6266) loss = 0 error progress = 1.09711%
completion: 88% (epoch=176)(element=6266) loss = 0 error progress = 1.06862%
completion: 92% (epoch=184)(element=6266) loss = 0 error progress = 1.04194%
completion: 96% (epoch=192)(element=6266) loss = 0 error progress = 1.01577%
completion: 100% (epoch=200)(element=6266) loss = 0 error progress = 0.9912%
### executeTest(perceptron, validation_patient_profile)
Correct predictions = 88.65%
#FPplusFN=2089
minError=222 minErrorIndex=1 globalThreshold =-1.5972918697087
metrics area_roc = 87.39%
(beta) metrics area_precision_recall = 59.44%
duration the new area_roc metrics ROC_AUC_computer function: 1 seconds
duration the new area_roc metrics ROC_AUC_computer function: 00 days, 00 hours, 00 minutes, 01 seconds
TOTAL:
FN = 192 / 516 (truth == 1) & (prediction < threshold)
TP = 324 / 516 (truth == 1) & (prediction >= threshold)
FP = 45 / 1,573 (truth == 0) & (prediction >= threshold)
TN = 1,528 / 1,573 (truth == 0) & (prediction < threshold)
:::: Matthews correlation coefficient = +0.68 ::::
accuracy = 0.89 = (tp + tn) / (tp + tn +fn + fp) [worst = -1, best = +1]
f1_score = 0.73 = (2*tp) / (2*tp+fp+fn) [worst = 0, best = 1]
Saved model file: ./models/model_hus75_hl3_time1524194121
$$$ hidden_units = 100 hidden_layers = 3 $$$
completion: 4% (epoch=8)(element=6266) loss = 0 error progress = 2.24853%
completion: 8% (epoch=16)(element=6266) loss = 0 error progress = 2.02361%
completion: 12% (epoch=24)(element=6266) loss = 0 error progress = 1.8852%
completion: 16% (epoch=32)(element=6266) loss = 0 error progress = 1.78916%
completion: 20% (epoch=40)(element=6266) loss = 0 error progress = 1.71874%
completion: 24% (epoch=48)(element=6266) loss = 0 error progress = 1.65903%
completion: 28% (epoch=56)(element=6266) loss = 0 error progress = 1.60325%
completion: 32% (epoch=64)(element=6266) loss = 0 error progress = 1.55076%
completion: 36% (epoch=72)(element=6266) loss = 0 error progress = 1.49832%
completion: 40% (epoch=80)(element=6266) loss = 0 error progress = 1.44782%
completion: 44% (epoch=88)(element=6266) loss = 0.001 error progress = 1.39866%
completion: 48% (epoch=96)(element=6266) loss = 0 error progress = 1.35079%
completion: 52% (epoch=104)(element=6266) loss = 0.001 error progress = 1.30545%
completion: 56% (epoch=112)(element=6266) loss = 0 error progress = 1.26406%
completion: 60% (epoch=120)(element=6266) loss = 0.001 error progress = 1.22277%
completion: 64% (epoch=128)(element=6266) loss = 0 error progress = 1.18394%
completion: 68% (epoch=136)(element=6266) loss = 0 error progress = 1.14323%
completion: 72% (epoch=144)(element=6266) loss = 0 error progress = 1.10395%
completion: 76% (epoch=152)(element=6266) loss = 0 error progress = 1.06849%
completion: 80% (epoch=160)(element=6266) loss = 0 error progress = 1.03647%
completion: 84% (epoch=168)(element=6266) loss = 0 error progress = 1.00441%
completion: 88% (epoch=176)(element=6266) loss = 0 error progress = 0.97329%
completion: 92% (epoch=184)(element=6266) loss = 0 error progress = 0.94469%
completion: 96% (epoch=192)(element=6266) loss = 0 error progress = 0.91905%
completion: 100% (epoch=200)(element=6266) loss = 0 error progress = 0.8915%
### executeTest(perceptron, validation_patient_profile)
Correct predictions = 89.61%
#FPplusFN=2089
minError=209 minErrorIndex=1 globalThreshold =-1.4446596821412
metrics area_roc = 89.49%
(beta) metrics area_precision_recall = 68.08%
duration the new area_roc metrics ROC_AUC_computer function: 0 seconds
duration the new area_roc metrics ROC_AUC_computer function: 00 days, 00 hours, 00 minutes, 00 seconds
TOTAL:
FN = 146 / 516 (truth == 1) & (prediction < threshold)
TP = 370 / 516 (truth == 1) & (prediction >= threshold)
FP = 71 / 1,573 (truth == 0) & (prediction >= threshold)
TN = 1,502 / 1,573 (truth == 0) & (prediction < threshold)
:::: Matthews correlation coefficient = +0.71 ::::
accuracy = 0.9 = (tp + tn) / (tp + tn +fn + fp) [worst = -1, best = +1]
f1_score = 0.77 = (2*tp) / (2*tp+fp+fn) [worst = 0, best = 1]
Saved model file: ./models/model_hus100_hl3_time1524194446
$$$ hidden_units = 125 hidden_layers = 3 $$$
completion: 4% (epoch=8)(element=6266) loss = 0 error progress = 2.19796%
completion: 8% (epoch=16)(element=6266) loss = 0 error progress = 1.97866%
completion: 12% (epoch=24)(element=6266) loss = 0 error progress = 1.84581%
completion: 16% (epoch=32)(element=6266) loss = 0 error progress = 1.75056%
completion: 20% (epoch=40)(element=6266) loss = 0 error progress = 1.67819%
completion: 24% (epoch=48)(element=6266) loss = 0 error progress = 1.61267%
completion: 28% (epoch=56)(element=6266) loss = 0 error progress = 1.55062%
completion: 32% (epoch=64)(element=6266) loss = 0 error progress = 1.49463%
completion: 36% (epoch=72)(element=6266) loss = 0 error progress = 1.43473%
completion: 40% (epoch=80)(element=6266) loss = 0 error progress = 1.37776%
completion: 44% (epoch=88)(element=6266) loss = 0.001 error progress = 1.32224%
completion: 48% (epoch=96)(element=6266) loss = 0 error progress = 1.26919%
completion: 52% (epoch=104)(element=6266) loss = 0 error progress = 1.21816%
completion: 56% (epoch=112)(element=6266) loss = 0 error progress = 1.16784%
completion: 60% (epoch=120)(element=6266) loss = 0 error progress = 1.12244%
completion: 64% (epoch=128)(element=6266) loss = 0.002 error progress = 1.07906%
completion: 68% (epoch=136)(element=6266) loss = 0 error progress = 1.03773%
completion: 72% (epoch=144)(element=6266) loss = 0 error progress = 0.99885%
completion: 76% (epoch=152)(element=6266) loss = 0.001 error progress = 0.96135%
completion: 80% (epoch=160)(element=6266) loss = 0.001 error progress = 0.92771%
completion: 84% (epoch=168)(element=6266) loss = 0.001 error progress = 0.89719%
completion: 88% (epoch=176)(element=6266) loss = 0.003 error progress = 0.86967%
completion: 92% (epoch=184)(element=6266) loss = 0.002 error progress = 0.84239%
completion: 96% (epoch=192)(element=6266) loss = 0 error progress = 0.81697%
completion: 100% (epoch=200)(element=6266) loss = 0 error progress = 0.79256%
### executeTest(perceptron, validation_patient_profile)
Correct predictions = 89.13%
#FPplusFN=2089
minError=222 minErrorIndex=1 globalThreshold =-1.2666119837831
metrics area_roc = 89.11%
(beta) metrics area_precision_recall = 63.34%
duration the new area_roc metrics ROC_AUC_computer function: 0 seconds
duration the new area_roc metrics ROC_AUC_computer function: 00 days, 00 hours, 00 minutes, 00 seconds
TOTAL:
FN = 138 / 516 (truth == 1) & (prediction < threshold)
TP = 378 / 516 (truth == 1) & (prediction >= threshold)
FP = 89 / 1,573 (truth == 0) & (prediction >= threshold)
TN = 1,484 / 1,573 (truth == 0) & (prediction < threshold)
:::: Matthews correlation coefficient = +0.7 ::::
accuracy = 0.89 = (tp + tn) / (tp + tn +fn + fp) [worst = -1, best = +1]
f1_score = 0.77 = (2*tp) / (2*tp+fp+fn) [worst = 0, best = 1]
Saved model file: ./models/model_hus125_hl3_time1524194866
$$$ hidden_units = 150 hidden_layers = 3 $$$
completion: 4% (epoch=8)(element=6266) loss = 0 error progress = 2.20111%
completion: 8% (epoch=16)(element=6266) loss = 0 error progress = 1.96832%
completion: 12% (epoch=24)(element=6266) loss = 0 error progress = 1.83117%
completion: 16% (epoch=32)(element=6266) loss = 0 error progress = 1.73817%
completion: 20% (epoch=40)(element=6266) loss = 0 error progress = 1.66667%
completion: 24% (epoch=48)(element=6266) loss = 0 error progress = 1.59557%
completion: 28% (epoch=56)(element=6266) loss = 0.001 error progress = 1.53005%
completion: 32% (epoch=64)(element=6266) loss = 0 error progress = 1.46811%
completion: 36% (epoch=72)(element=6266) loss = 0.001 error progress = 1.40803%
completion: 40% (epoch=80)(element=6266) loss = 0 error progress = 1.34995%
completion: 44% (epoch=88)(element=6266) loss = 0.002 error progress = 1.29211%
completion: 48% (epoch=96)(element=6266) loss = 0 error progress = 1.23591%
completion: 52% (epoch=104)(element=6266) loss = 0 error progress = 1.18297%
completion: 56% (epoch=112)(element=6266) loss = 0 error progress = 1.1313%
completion: 60% (epoch=120)(element=6266) loss = 0 error progress = 1.08083%
completion: 64% (epoch=128)(element=6266) loss = 0 error progress = 1.03503%
completion: 68% (epoch=136)(element=6266) loss = 0 error progress = 0.99024%
completion: 72% (epoch=144)(element=6266) loss = 0 error progress = 0.95038%
completion: 76% (epoch=152)(element=6266) loss = 0 error progress = 0.91242%
completion: 80% (epoch=160)(element=6266) loss = 0 error progress = 0.87703%
completion: 84% (epoch=168)(element=6266) loss = 0 error progress = 0.84543%
completion: 88% (epoch=176)(element=6266) loss = 0 error progress = 0.81558%
completion: 92% (epoch=184)(element=6266) loss = 0.001 error progress = 0.78632%
completion: 96% (epoch=192)(element=6266) loss = 0 error progress = 0.75897%
completion: 100% (epoch=200)(element=6266) loss = 0 error progress = 0.73369%
### executeTest(perceptron, validation_patient_profile)
Correct predictions = 89.76%
#FPplusFN=2089
minError=211 minErrorIndex=1 globalThreshold =-1.1944410662187
metrics area_roc = 90%
(beta) metrics area_precision_recall = 54.56%
duration the new area_roc metrics ROC_AUC_computer function: 0 seconds
duration the new area_roc metrics ROC_AUC_computer function: 00 days, 00 hours, 00 minutes, 00 seconds
TOTAL:
FN = 147 / 516 (truth == 1) & (prediction < threshold)
TP = 369 / 516 (truth == 1) & (prediction >= threshold)
FP = 67 / 1,573 (truth == 0) & (prediction >= threshold)
TN = 1,506 / 1,573 (truth == 0) & (prediction < threshold)
:::: Matthews correlation coefficient = +0.71 ::::
accuracy = 0.9 = (tp + tn) / (tp + tn +fn + fp) [worst = -1, best = +1]
f1_score = 0.78 = (2*tp) / (2*tp+fp+fn) [worst = 0, best = 1]
Saved model file: ./models/model_hus150_hl3_time1524195398
$$$ hidden_units = 175 hidden_layers = 3 $$$
completion: 4% (epoch=8)(element=6266) loss = 0 error progress = 2.15894%
completion: 8% (epoch=16)(element=6266) loss = 0 error progress = 1.92769%
completion: 12% (epoch=24)(element=6266) loss = 0 error progress = 1.79335%
completion: 16% (epoch=32)(element=6266) loss = 0 error progress = 1.69579%
completion: 20% (epoch=40)(element=6266) loss = 0 error progress = 1.61767%
completion: 24% (epoch=48)(element=6266) loss = 0.001 error progress = 1.54036%
completion: 28% (epoch=56)(element=6266) loss = 0.002 error progress = 1.4653%
completion: 32% (epoch=64)(element=6266) loss = 0 error progress = 1.39125%
completion: 36% (epoch=72)(element=6266) loss = 0.001 error progress = 1.31837%
completion: 40% (epoch=80)(element=6266) loss = 0 error progress = 1.24637%
completion: 44% (epoch=88)(element=6266) loss = 0 error progress = 1.17846%
completion: 48% (epoch=96)(element=6266) loss = 0 error progress = 1.11737%
completion: 52% (epoch=104)(element=6266) loss = 0 error progress = 1.06166%
completion: 56% (epoch=112)(element=6266) loss = 0 error progress = 1.01158%
completion: 60% (epoch=120)(element=6266) loss = 0 error progress = 0.96423%
completion: 64% (epoch=128)(element=6266) loss = 0 error progress = 0.92209%
completion: 68% (epoch=136)(element=6266) loss = 0 error progress = 0.88248%
completion: 72% (epoch=144)(element=6266) loss = 0 error progress = 0.84568%
completion: 76% (epoch=152)(element=6266) loss = 0 error progress = 0.81213%
completion: 80% (epoch=160)(element=6266) loss = 0 error progress = 0.78141%
completion: 84% (epoch=168)(element=6266) loss = 0 error progress = 0.75261%
completion: 88% (epoch=176)(element=6266) loss = 0.001 error progress = 0.72671%
completion: 92% (epoch=184)(element=6266) loss = 0 error progress = 0.70149%
completion: 96% (epoch=192)(element=6266) loss = 0 error progress = 0.67947%
completion: 100% (epoch=200)(element=6266) loss = 0 error progress = 0.65791%
### executeTest(perceptron, validation_patient_profile)
Correct predictions = 88.99%
#FPplusFN=2089
minError=225 minErrorIndex=1 globalThreshold =-1.4437735434177
metrics area_roc = 86.77%
(beta) metrics area_precision_recall = 54.61%
duration the new area_roc metrics ROC_AUC_computer function: 0 seconds
duration the new area_roc metrics ROC_AUC_computer function: 00 days, 00 hours, 00 minutes, 00 seconds
TOTAL:
FN = 161 / 516 (truth == 1) & (prediction < threshold)
TP = 355 / 516 (truth == 1) & (prediction >= threshold)
FP = 69 / 1,573 (truth == 0) & (prediction >= threshold)
TN = 1,504 / 1,573 (truth == 0) & (prediction < threshold)
:::: Matthews correlation coefficient = +0.69 ::::
accuracy = 0.89 = (tp + tn) / (tp + tn +fn + fp) [worst = -1, best = +1]
f1_score = 0.76 = (2*tp) / (2*tp+fp+fn) [worst = 0, best = 1]
Saved model file: ./models/model_hus175_hl3_time1524196053
$$$ hidden_units = 200 hidden_layers = 3 $$$
completion: 4% (epoch=8)(element=6266) loss = 0 error progress = 2.17515%
completion: 8% (epoch=16)(element=6266) loss = 0 error progress = 1.95098%
completion: 12% (epoch=24)(element=6266) loss = 0 error progress = 1.81243%
completion: 16% (epoch=32)(element=6266) loss = 0 error progress = 1.71133%
completion: 20% (epoch=40)(element=6266) loss = 0 error progress = 1.62892%
completion: 24% (epoch=48)(element=6266) loss = 0 error progress = 1.55445%
completion: 28% (epoch=56)(element=6266) loss = 0 error progress = 1.48403%
completion: 32% (epoch=64)(element=6266) loss = 0.001 error progress = 1.41421%
completion: 36% (epoch=72)(element=6266) loss = 0.001 error progress = 1.34319%
completion: 40% (epoch=80)(element=6266) loss = 0 error progress = 1.27439%
completion: 44% (epoch=88)(element=6266) loss = 0 error progress = 1.21092%
completion: 48% (epoch=96)(element=6266) loss = 0 error progress = 1.15143%
completion: 52% (epoch=104)(element=6266) loss = 0 error progress = 1.09353%
completion: 56% (epoch=112)(element=6266) loss = 0 error progress = 1.03909%
completion: 60% (epoch=120)(element=6266) loss = 0.001 error progress = 0.98992%
completion: 64% (epoch=128)(element=6266) loss = 0 error progress = 0.94505%
completion: 68% (epoch=136)(element=6266) loss = 0.001 error progress = 0.90356%
completion: 72% (epoch=144)(element=6266) loss = 0 error progress = 0.86452%
completion: 76% (epoch=152)(element=6266) loss = 0 error progress = 0.82831%
completion: 80% (epoch=160)(element=6266) loss = 0 error progress = 0.79625%
completion: 84% (epoch=168)(element=6266) loss = 0 error progress = 0.76543%
completion: 88% (epoch=176)(element=6266) loss = 0 error progress = 0.73578%
completion: 92% (epoch=184)(element=6266) loss = 0 error progress = 0.70854%
completion: 96% (epoch=192)(element=6266) loss = 0 error progress = 0.68364%
completion: 100% (epoch=200)(element=6266) loss = 0 error progress = 0.65999%
### executeTest(perceptron, validation_patient_profile)
Correct predictions = 88.99%
#FPplusFN=2089
minError=213 minErrorIndex=1 globalThreshold =-1.8992361594779
metrics area_roc = 89%
(beta) metrics area_precision_recall = 56.23%
duration the new area_roc metrics ROC_AUC_computer function: 0 seconds
duration the new area_roc metrics ROC_AUC_computer function: 00 days, 00 hours, 00 minutes, 00 seconds
TOTAL:
FN = 171 / 516 (truth == 1) & (prediction < threshold)
TP = 345 / 516 (truth == 1) & (prediction >= threshold)
FP = 59 / 1,573 (truth == 0) & (prediction >= threshold)
TN = 1,514 / 1,573 (truth == 0) & (prediction < threshold)
:::: Matthews correlation coefficient = +0.69 ::::
accuracy = 0.89 = (tp + tn) / (tp + tn +fn + fp) [worst = -1, best = +1]
f1_score = 0.75 = (2*tp) / (2*tp+fp+fn) [worst = 0, best = 1]
Saved model file: ./models/model_hus200_hl3_time1524200004
$$$ hidden_units = 225 hidden_layers = 3 $$$
completion: 4% (epoch=8)(element=6266) loss = 0 error progress = 2.16358%
completion: 8% (epoch=16)(element=6266) loss = 0 error progress = 1.93539%
completion: 12% (epoch=24)(element=6266) loss = 0 error progress = 1.80091%
completion: 16% (epoch=32)(element=6266) loss = 0 error progress = 1.70035%
completion: 20% (epoch=40)(element=6266) loss = 0 error progress = 1.61636%
completion: 24% (epoch=48)(element=6266) loss = 0 error progress = 1.53701%
completion: 28% (epoch=56)(element=6266) loss = 0 error progress = 1.46153%
completion: 32% (epoch=64)(element=6266) loss = 0 error progress = 1.3874%
completion: 36% (epoch=72)(element=6266) loss = 0.001 error progress = 1.31496%
completion: 40% (epoch=80)(element=6266) loss = 0 error progress = 1.24392%
completion: 44% (epoch=88)(element=6266) loss = 0.001 error progress = 1.17668%
completion: 48% (epoch=96)(element=6266) loss = 0 error progress = 1.11184%
completion: 52% (epoch=104)(element=6266) loss = 0 error progress = 1.05137%
completion: 56% (epoch=112)(element=6266) loss = 0 error progress = 0.99615%
completion: 60% (epoch=120)(element=6266) loss = 0 error progress = 0.94496%
completion: 64% (epoch=128)(element=6266) loss = 0 error progress = 0.89798%
completion: 68% (epoch=136)(element=6266) loss = 0 error progress = 0.8557%
completion: 72% (epoch=144)(element=6266) loss = 0 error progress = 0.81659%
completion: 76% (epoch=152)(element=6266) loss = 0 error progress = 0.78191%
completion: 80% (epoch=160)(element=6266) loss = 0 error progress = 0.74914%
completion: 84% (epoch=168)(element=6266) loss = 0 error progress = 0.72078%
completion: 88% (epoch=176)(element=6266) loss = 0 error progress = 0.69458%
completion: 92% (epoch=184)(element=6266) loss = 0 error progress = 0.66923%
completion: 96% (epoch=192)(element=6266) loss = 0 error progress = 0.64476%
completion: 100% (epoch=200)(element=6266) loss = 0 error progress = 0.62182%
### executeTest(perceptron, validation_patient_profile)
Correct predictions = 89.85%
#FPplusFN=2089
minError=203 minErrorIndex=1 globalThreshold =-1.3707778662225
metrics area_roc = 88.5%
(beta) metrics area_precision_recall = 63.6%
duration the new area_roc metrics ROC_AUC_computer function: 0 seconds
duration the new area_roc metrics ROC_AUC_computer function: 00 days, 00 hours, 00 minutes, 00 seconds
TOTAL:
FN = 171 / 516 (truth == 1) & (prediction < threshold)
TP = 345 / 516 (truth == 1) & (prediction >= threshold)
FP = 41 / 1,573 (truth == 0) & (prediction >= threshold)
TN = 1,532 / 1,573 (truth == 0) & (prediction < threshold)
:::: Matthews correlation coefficient = +0.71 ::::
accuracy = 0.9 = (tp + tn) / (tp + tn +fn + fp) [worst = -1, best = +1]
f1_score = 0.76 = (2*tp) / (2*tp+fp+fn) [worst = 0, best = 1]
Saved model file: ./models/model_hus225_hl3_time1524204192
$$$ hidden_units = 250 hidden_layers = 3 $$$
completion: 4% (epoch=8)(element=6266) loss = 0 error progress = 2.16112%
completion: 8% (epoch=16)(element=6266) loss = 0 error progress = 1.93616%
completion: 12% (epoch=24)(element=6266) loss = 0 error progress = 1.79222%
completion: 16% (epoch=32)(element=6266) loss = 0 error progress = 1.68171%
completion: 20% (epoch=40)(element=6266) loss = 0 error progress = 1.58765%
completion: 24% (epoch=48)(element=6266) loss = 0 error progress = 1.49562%
completion: 28% (epoch=56)(element=6266) loss = 0.001 error progress = 1.41142%
completion: 32% (epoch=64)(element=6266) loss = 0.001 error progress = 1.3296%
completion: 36% (epoch=72)(element=6266) loss = 0.001 error progress = 1.24965%
completion: 40% (epoch=80)(element=6266) loss = 0 error progress = 1.17307%
completion: 44% (epoch=88)(element=6266) loss = 0.002 error progress = 1.1022%
completion: 48% (epoch=96)(element=6266) loss = 0 error progress = 1.03856%
completion: 52% (epoch=104)(element=6266) loss = 0 error progress = 0.98103%
completion: 56% (epoch=112)(element=6266) loss = 0 error progress = 0.92817%
completion: 60% (epoch=120)(element=6266) loss = 0 error progress = 0.88136%
completion: 64% (epoch=128)(element=6266) loss = 0 error progress = 0.8374%
completion: 68% (epoch=136)(element=6266) loss = 0 error progress = 0.79899%
completion: 72% (epoch=144)(element=6266) loss = 0 error progress = 0.76337%
completion: 76% (epoch=152)(element=6266) loss = 0 error progress = 0.73189%
completion: 80% (epoch=160)(element=6266) loss = 0 error progress = 0.70033%
completion: 84% (epoch=168)(element=6266) loss = 0 error progress = 0.67226%
completion: 88% (epoch=176)(element=6266) loss = 0 error progress = 0.64641%
completion: 92% (epoch=184)(element=6266) loss = 0 error progress = 0.62184%
completion: 96% (epoch=192)(element=6266) loss = 0 error progress = 0.5985%
completion: 100% (epoch=200)(element=6266) loss = 0 error progress = 0.57677%
### executeTest(perceptron, validation_patient_profile)
Correct predictions = 89.95%
#FPplusFN=2089
minError=208 minErrorIndex=1 globalThreshold =-1.4215542042046
metrics area_roc = 87.83%
(beta) metrics area_precision_recall = 61.9%
duration the new area_roc metrics ROC_AUC_computer function: 0 seconds
duration the new area_roc metrics ROC_AUC_computer function: 00 days, 00 hours, 00 minutes, 00 seconds
TOTAL:
FN = 158 / 516 (truth == 1) & (prediction < threshold)
TP = 358 / 516 (truth == 1) & (prediction >= threshold)
FP = 52 / 1,573 (truth == 0) & (prediction >= threshold)
TN = 1,521 / 1,573 (truth == 0) & (prediction < threshold)
:::: Matthews correlation coefficient = +0.72 ::::
accuracy = 0.9 = (tp + tn) / (tp + tn +fn + fp) [worst = -1, best = +1]
f1_score = 0.77 = (2*tp) / (2*tp+fp+fn) [worst = 0, best = 1]
Saved model file: ./models/model_hus250_hl3_time1524208610
$$$ hidden_units = 275 hidden_layers = 3 $$$
completion: 4% (epoch=8)(element=6266) loss = 0 error progress = 2.12942%
completion: 8% (epoch=16)(element=6266) loss = 0 error progress = 1.90012%
completion: 12% (epoch=24)(element=6266) loss = 0 error progress = 1.76677%
completion: 16% (epoch=32)(element=6266) loss = 0 error progress = 1.66854%
completion: 20% (epoch=40)(element=6266) loss = 0 error progress = 1.58656%
completion: 24% (epoch=48)(element=6266) loss = 0 error progress = 1.50397%
completion: 28% (epoch=56)(element=6266) loss = 0 error progress = 1.41964%
completion: 32% (epoch=64)(element=6266) loss = 0 error progress = 1.33916%
completion: 36% (epoch=72)(element=6266) loss = 0.001 error progress = 1.26112%
completion: 40% (epoch=80)(element=6266) loss = 0 error progress = 1.18723%
completion: 44% (epoch=88)(element=6266) loss = 0 error progress = 1.11514%
completion: 48% (epoch=96)(element=6266) loss = 0 error progress = 1.04921%
completion: 52% (epoch=104)(element=6266) loss = 0 error progress = 0.99021%
completion: 56% (epoch=112)(element=6266) loss = 0 error progress = 0.93611%
completion: 60% (epoch=120)(element=6266) loss = 0 error progress = 0.88834%
completion: 64% (epoch=128)(element=6266) loss = 0.001 error progress = 0.84265%
completion: 68% (epoch=136)(element=6266) loss = 0.001 error progress = 0.80526%
completion: 72% (epoch=144)(element=6266) loss = 0 error progress = 0.76818%
completion: 76% (epoch=152)(element=6266) loss = 0.001 error progress = 0.73435%
completion: 80% (epoch=160)(element=6266) loss = 0 error progress = 0.70338%
completion: 84% (epoch=168)(element=6266) loss = 0 error progress = 0.67379%
completion: 88% (epoch=176)(element=6266) loss = 0 error progress = 0.64635%
completion: 92% (epoch=184)(element=6266) loss = 0 error progress = 0.62082%
completion: 96% (epoch=192)(element=6266) loss = 0 error progress = 0.59709%
completion: 100% (epoch=200)(element=6266) loss = 0 error progress = 0.57493%
### executeTest(perceptron, validation_patient_profile)
Correct predictions = 89.9%
#FPplusFN=2089
minError=208 minErrorIndex=1 globalThreshold =-1.6752995466043
metrics area_roc = 88.86%
(beta) metrics area_precision_recall = 63.66%
duration the new area_roc metrics ROC_AUC_computer function: 0 seconds
duration the new area_roc metrics ROC_AUC_computer function: 00 days, 00 hours, 00 minutes, 00 seconds
TOTAL:
FN = 164 / 516 (truth == 1) & (prediction < threshold)
TP = 352 / 516 (truth == 1) & (prediction >= threshold)
FP = 47 / 1,573 (truth == 0) & (prediction >= threshold)
TN = 1,526 / 1,573 (truth == 0) & (prediction < threshold)
:::: Matthews correlation coefficient = +0.72 ::::
accuracy = 0.9 = (tp + tn) / (tp + tn +fn + fp) [worst = -1, best = +1]
f1_score = 0.77 = (2*tp) / (2*tp+fp+fn) [worst = 0, best = 1]
Saved model file: ./models/model_hus275_hl3_time1524213168
$$$ hidden_units = 300 hidden_layers = 3 $$$
completion: 4% (epoch=8)(element=6266) loss = 0 error progress = 2.12826%
completion: 8% (epoch=16)(element=6266) loss = 0 error progress = 1.90347%
completion: 12% (epoch=24)(element=6266) loss = 0 error progress = 1.77007%
completion: 16% (epoch=32)(element=6266) loss = 0 error progress = 1.66175%
completion: 20% (epoch=40)(element=6266) loss = 0 error progress = 1.5705%
completion: 24% (epoch=48)(element=6266) loss = 0 error progress = 1.48032%
completion: 28% (epoch=56)(element=6266) loss = 0 error progress = 1.3972%
completion: 32% (epoch=64)(element=6266) loss = 0 error progress = 1.31262%
completion: 36% (epoch=72)(element=6266) loss = 0 error progress = 1.2315%
completion: 40% (epoch=80)(element=6266) loss = 0 error progress = 1.15197%
completion: 44% (epoch=88)(element=6266) loss = 0 error progress = 1.0791%
completion: 48% (epoch=96)(element=6266) loss = 0 error progress = 1.01322%
completion: 52% (epoch=104)(element=6266) loss = 0 error progress = 0.95417%
completion: 56% (epoch=112)(element=6266) loss = 0 error progress = 0.90201%
completion: 60% (epoch=120)(element=6266) loss = 0 error progress = 0.85468%
completion: 64% (epoch=128)(element=6266) loss = 0 error progress = 0.8109%
completion: 68% (epoch=136)(element=6266) loss = 0 error progress = 0.773%
completion: 72% (epoch=144)(element=6266) loss = 0.001 error progress = 0.73761%
completion: 76% (epoch=152)(element=6266) loss = 0 error progress = 0.70528%
completion: 80% (epoch=160)(element=6266) loss = 0.001 error progress = 0.67625%
completion: 84% (epoch=168)(element=6266) loss = 0 error progress = 0.64958%
completion: 88% (epoch=176)(element=6266) loss = 0 error progress = 0.62519%
completion: 92% (epoch=184)(element=6266) loss = 0 error progress = 0.60189%
completion: 96% (epoch=192)(element=6266) loss = 0 error progress = 0.58123%
completion: 100% (epoch=200)(element=6266) loss = 0 error progress = 0.56081%
### executeTest(perceptron, validation_patient_profile)
Correct predictions = 89.76%
#FPplusFN=2089
minError=209 minErrorIndex=1 globalThreshold =-1.1610351737176
metrics area_roc = 88.56%
(beta) metrics area_precision_recall = 62.79%
duration the new area_roc metrics ROC_AUC_computer function: 0 seconds
duration the new area_roc metrics ROC_AUC_computer function: 00 days, 00 hours, 00 minutes, 00 seconds
TOTAL:
FN = 159 / 516 (truth == 1) & (prediction < threshold)
TP = 357 / 516 (truth == 1) & (prediction >= threshold)
FP = 55 / 1,573 (truth == 0) & (prediction >= threshold)
TN = 1,518 / 1,573 (truth == 0) & (prediction < threshold)
:::: Matthews correlation coefficient = +0.71 ::::
accuracy = 0.9 = (tp + tn) / (tp + tn +fn + fp) [worst = -1, best = +1]
f1_score = 0.77 = (2*tp) / (2*tp+fp+fn) [worst = 0, best = 1]
Saved model file: ./models/model_hus300_hl3_time1524217954
$$$ hidden_units = 350 hidden_layers = 3 $$$
completion: 4% (epoch=8)(element=6266) loss = 0 error progress = 2.09735%
completion: 8% (epoch=16)(element=6266) loss = 0 error progress = 1.87852%
completion: 12% (epoch=24)(element=6266) loss = 0 error progress = 1.73916%
completion: 16% (epoch=32)(element=6266) loss = 0 error progress = 1.62683%
completion: 20% (epoch=40)(element=6266) loss = 0 error progress = 1.52094%
completion: 24% (epoch=48)(element=6266) loss = 0.001 error progress = 1.41667%
completion: 28% (epoch=56)(element=6266) loss = 0 error progress = 1.31874%
completion: 32% (epoch=64)(element=6266) loss = 0 error progress = 1.22925%
completion: 36% (epoch=72)(element=6266) loss = 0 error progress = 1.14442%
completion: 40% (epoch=80)(element=6266) loss = 0 error progress = 1.06682%
completion: 44% (epoch=88)(element=6266) loss = 0 error progress = 0.99574%
completion: 48% (epoch=96)(element=6266) loss = 0 error progress = 0.93392%
completion: 52% (epoch=104)(element=6266) loss = 0 error progress = 0.87956%
completion: 56% (epoch=112)(element=6266) loss = 0 error progress = 0.83061%
completion: 60% (epoch=120)(element=6266) loss = 0 error progress = 0.78654%
completion: 64% (epoch=128)(element=6266) loss = 0 error progress = 0.74584%
completion: 68% (epoch=136)(element=6266) loss = 0 error progress = 0.70911%
completion: 72% (epoch=144)(element=6266) loss = 0 error progress = 0.67537%
completion: 76% (epoch=152)(element=6266) loss = 0 error progress = 0.64528%
completion: 80% (epoch=160)(element=6266) loss = 0 error progress = 0.61728%
completion: 84% (epoch=168)(element=6266) loss = 0 error progress = 0.59206%
completion: 88% (epoch=176)(element=6266) loss = 0 error progress = 0.56811%
completion: 92% (epoch=184)(element=6266) loss = 0 error progress = 0.54566%
completion: 96% (epoch=192)(element=6266) loss = 0 error progress = 0.52458%
completion: 100% (epoch=200)(element=6266) loss = 0 error progress = 0.50538%
### executeTest(perceptron, validation_patient_profile)
Correct predictions = 90%
#FPplusFN=2089
minError=208 minErrorIndex=1 globalThreshold =-1.2194031839604
metrics area_roc = 90.08%
(beta) metrics area_precision_recall = 64.85%
duration the new area_roc metrics ROC_AUC_computer function: 0 seconds
duration the new area_roc metrics ROC_AUC_computer function: 00 days, 00 hours, 00 minutes, 00 seconds
TOTAL:
FN = 165 / 516 (truth == 1) & (prediction < threshold)
TP = 351 / 516 (truth == 1) & (prediction >= threshold)
FP = 44 / 1,573 (truth == 0) & (prediction >= threshold)
TN = 1,529 / 1,573 (truth == 0) & (prediction < threshold)
:::: Matthews correlation coefficient = +0.72 ::::
accuracy = 0.9 = (tp + tn) / (tp + tn +fn + fp) [worst = -1, best = +1]
f1_score = 0.77 = (2*tp) / (2*tp+fp+fn) [worst = 0, best = 1]
Saved model file: ./models/model_hus350_hl3_time1524223302
$$$ hidden_units = 400 hidden_layers = 3 $$$
completion: 4% (epoch=8)(element=6266) loss = 0 error progress = 2.10734%
completion: 8% (epoch=16)(element=6266) loss = 0 error progress = 1.88324%
completion: 12% (epoch=24)(element=6266) loss = 0 error progress = 1.74065%
completion: 16% (epoch=32)(element=6266) loss = 0 error progress = 1.6191%
completion: 20% (epoch=40)(element=6266) loss = 0 error progress = 1.50444%
completion: 24% (epoch=48)(element=6266) loss = 0 error progress = 1.39906%
completion: 28% (epoch=56)(element=6266) loss = 0.002 error progress = 1.30097%
completion: 32% (epoch=64)(element=6266) loss = 0 error progress = 1.21094%
completion: 36% (epoch=72)(element=6266) loss = 0 error progress = 1.12515%
completion: 40% (epoch=80)(element=6266) loss = 0 error progress = 1.0489%
completion: 44% (epoch=88)(element=6266) loss = 0 error progress = 0.97986%
completion: 48% (epoch=96)(element=6266) loss = 0 error progress = 0.91677%
completion: 52% (epoch=104)(element=6266) loss = 0 error progress = 0.86054%
completion: 56% (epoch=112)(element=6266) loss = 0.001 error progress = 0.81205%
completion: 60% (epoch=120)(element=6266) loss = 0 error progress = 0.76685%
completion: 64% (epoch=128)(element=6266) loss = 0 error progress = 0.72566%
completion: 68% (epoch=136)(element=6266) loss = 0.001 error progress = 0.6896%
completion: 72% (epoch=144)(element=6266) loss = 0 error progress = 0.65688%
completion: 76% (epoch=152)(element=6266) loss = 0 error progress = 0.62636%
completion: 80% (epoch=160)(element=6266) loss = 0 error progress = 0.59819%
completion: 84% (epoch=168)(element=6266) loss = 0 error progress = 0.57211%
completion: 88% (epoch=176)(element=6266) loss = 0 error progress = 0.54784%
completion: 92% (epoch=184)(element=6266) loss = 0 error progress = 0.52505%
completion: 96% (epoch=192)(element=6266) loss = 0 error progress = 0.50417%
completion: 100% (epoch=200)(element=6266) loss = 0 error progress = 0.48464%
### executeTest(perceptron, validation_patient_profile)
Correct predictions = 90%
#FPplusFN=2089
minError=201 minErrorIndex=1 globalThreshold =-1.4470493232363
metrics area_roc = 90.35%
(beta) metrics area_precision_recall = 56.11%
duration the new area_roc metrics ROC_AUC_computer function: 0 seconds
duration the new area_roc metrics ROC_AUC_computer function: 00 days, 00 hours, 00 minutes, 00 seconds
TOTAL:
FN = 153 / 516 (truth == 1) & (prediction < threshold)
TP = 363 / 516 (truth == 1) & (prediction >= threshold)
FP = 56 / 1,573 (truth == 0) & (prediction >= threshold)
TN = 1,517 / 1,573 (truth == 0) & (prediction < threshold)
:::: Matthews correlation coefficient = +0.72 ::::
accuracy = 0.9 = (tp + tn) / (tp + tn +fn + fp) [worst = -1, best = +1]
f1_score = 0.78 = (2*tp) / (2*tp+fp+fn) [worst = 0, best = 1]
Saved model file: ./models/model_hus400_hl3_time1524229978
@ @ [1] AUPR = 74.83% MCC = 0.67 F1_score = 0.71 AUROC = 93.59% hidden units = 5 hidden layers = 1 @ @
@ @ [2] AUPR = 72.35% MCC = 0.66 F1_score = 0.69 AUROC = 91.72% hidden units = 10 hidden layers = 1 @ @
@ @ [3] AUPR = 71.82% MCC = 0.68 F1_score = 0.73 AUROC = 90.62% hidden units = 25 hidden layers = 1 @ @
@ @ [4] AUPR = 62.07% MCC = 0.67 F1_score = 0.72 AUROC = 87.52% hidden units = 50 hidden layers = 1 @ @
@ @ [5] AUPR = 66.5% MCC = 0.64 F1_score = 0.69 AUROC = 89.38% hidden units = 75 hidden layers = 1 @ @
@ @ [6] AUPR = 64.81% MCC = 0.65 F1_score = 0.72 AUROC = 88.92% hidden units = 100 hidden layers = 1 @ @
@ @ [7] AUPR = 66.91% MCC = 0.68 F1_score = 0.73 AUROC = 88.63% hidden units = 125 hidden layers = 1 @ @
@ @ [8] AUPR = 65.43% MCC = 0.65 F1_score = 0.7 AUROC = 88.69% hidden units = 150 hidden layers = 1 @ @
@ @ [9] AUPR = 64.79% MCC = 0.61 F1_score = 0.67 AUROC = 88.65% hidden units = 175 hidden layers = 1 @ @
@ @ [10] AUPR = 67.12% MCC = 0.66 F1_score = 0.71 AUROC = 88.37% hidden units = 200 hidden layers = 1 @ @
@ @ [11] AUPR = 67.5% MCC = 0.67 F1_score = 0.72 AUROC = 89.66% hidden units = 225 hidden layers = 1 @ @
@ @ [12] AUPR = 68.67% MCC = 0.68 F1_score = 0.73 AUROC = 89.27% hidden units = 250 hidden layers = 1 @ @
@ @ [13] AUPR = 67.87% MCC = 0.65 F1_score = 0.7 AUROC = 89.53% hidden units = 275 hidden layers = 1 @ @
@ @ [14] AUPR = 65.02% MCC = 0.66 F1_score = 0.71 AUROC = 90.01% hidden units = 300 hidden layers = 1 @ @
@ @ [15] AUPR = 69% MCC = 0.67 F1_score = 0.72 AUROC = 89.27% hidden units = 350 hidden layers = 1 @ @
@ @ [16] AUPR = 68.58% MCC = 0.67 F1_score = 0.72 AUROC = 90.11% hidden units = 400 hidden layers = 1 @ @
@ @ [17] AUPR = 75.42% MCC = 0.66 F1_score = 0.69 AUROC = 93.45% hidden units = 5 hidden layers = 2 @ @
@ @ [18] AUPR = 73.96% MCC = 0.67 F1_score = 0.71 AUROC = 91.9% hidden units = 10 hidden layers = 2 @ @
@ @ [19] AUPR = 60.9% MCC = 0.63 F1_score = 0.7 AUROC = 89.77% hidden units = 25 hidden layers = 2 @ @
@ @ [20] AUPR = 43% MCC = 0.68 F1_score = 0.75 AUROC = 89.38% hidden units = 50 hidden layers = 2 @ @
@ @ [21] AUPR = 56.25% MCC = 0.67 F1_score = 0.73 AUROC = 88.13% hidden units = 75 hidden layers = 2 @ @
@ @ [22] AUPR = 64.46% MCC = 0.69 F1_score = 0.74 AUROC = 86.73% hidden units = 100 hidden layers = 2 @ @
@ @ [23] AUPR = 61.08% MCC = 0.69 F1_score = 0.75 AUROC = 88.74% hidden units = 125 hidden layers = 2 @ @
@ @ [24] AUPR = 40.34% MCC = 0.7 F1_score = 0.75 AUROC = 87.22% hidden units = 150 hidden layers = 2 @ @
@ @ [25] AUPR = 63.69% MCC = 0.69 F1_score = 0.75 AUROC = 87.79% hidden units = 175 hidden layers = 2 @ @
@ @ [26] AUPR = 60.1% MCC = 0.68 F1_score = 0.73 AUROC = 88.61% hidden units = 200 hidden layers = 2 @ @
@ @ [27] AUPR = 62.41% MCC = 0.71 F1_score = 0.77 AUROC = 90.99% hidden units = 225 hidden layers = 2 @ @
@ @ [28] AUPR = 58.33% MCC = 0.69 F1_score = 0.74 AUROC = 87.95% hidden units = 250 hidden layers = 2 @ @
@ @ [29] AUPR = 64.31% MCC = 0.69 F1_score = 0.74 AUROC = 89% hidden units = 275 hidden layers = 2 @ @
@ @ [30] AUPR = 61.1% MCC = 0.71 F1_score = 0.76 AUROC = 91.05% hidden units = 300 hidden layers = 2 @ @
@ @ [31] AUPR = 70.96% MCC = 0.72 F1_score = 0.76 AUROC = 89.56% hidden units = 350 hidden layers = 2 @ @
@ @ [32] AUPR = 64% MCC = 0.71 F1_score = 0.76 AUROC = 89.57% hidden units = 400 hidden layers = 2 @ @
@ @ [33] AUPR = 74.3% MCC = 0.65 F1_score = 0.68 AUROC = 92.09% hidden units = 5 hidden layers = 3 @ @
@ @ [34] AUPR = 73.14% MCC = 0.69 F1_score = 0.74 AUROC = 92.79% hidden units = 10 hidden layers = 3 @ @
@ @ [35] AUPR = 73.98% MCC = 0.69 F1_score = 0.74 AUROC = 91.67% hidden units = 25 hidden layers = 3 @ @
@ @ [36] AUPR = 42.87% MCC = 0.67 F1_score = 0.73 AUROC = 86.43% hidden units = 50 hidden layers = 3 @ @
@ @ [37] AUPR = 59.44% MCC = 0.68 F1_score = 0.73 AUROC = 87.39% hidden units = 75 hidden layers = 3 @ @
@ @ [38] AUPR = 68.08% MCC = 0.71 F1_score = 0.77 AUROC = 89.49% hidden units = 100 hidden layers = 3 @ @
@ @ [39] AUPR = 63.34% MCC = 0.7 F1_score = 0.77 AUROC = 89.11% hidden units = 125 hidden layers = 3 @ @
@ @ [40] AUPR = 54.56% MCC = 0.71 F1_score = 0.78 AUROC = 90% hidden units = 150 hidden layers = 3 @ @
@ @ [41] AUPR = 54.61% MCC = 0.69 F1_score = 0.76 AUROC = 86.77% hidden units = 175 hidden layers = 3 @ @
@ @ [42] AUPR = 56.23% MCC = 0.69 F1_score = 0.75 AUROC = 89% hidden units = 200 hidden layers = 3 @ @
@ @ [43] AUPR = 63.6% MCC = 0.71 F1_score = 0.76 AUROC = 88.5% hidden units = 225 hidden layers = 3 @ @
@ @ [44] AUPR = 61.9% MCC = 0.72 F1_score = 0.77 AUROC = 87.83% hidden units = 250 hidden layers = 3 @ @
@ @ [45] AUPR = 63.66% MCC = 0.72 F1_score = 0.77 AUROC = 88.86% hidden units = 275 hidden layers = 3 @ @
@ @ [46] AUPR = 62.79% MCC = 0.71 F1_score = 0.77 AUROC = 88.56% hidden units = 300 hidden layers = 3 @ @
@ @ [47] AUPR = 64.85% MCC = 0.72 F1_score = 0.77 AUROC = 90.08% hidden units = 350 hidden layers = 3 @ @
@ @ [48] AUPR = 56.11% MCC = 0.72 F1_score = 0.78 AUROC = 90.35% hidden units = 400 hidden layers = 3 @ @
modelFileVect[48]
modelFileToLoad =./models/model_hus400_hl3_time1524229978
### executeTest(loadedModel, test_patient_profile)
Correct predictions = 91.04%
#FPplusFN=2088
minError=173 minErrorIndex=1 globalThreshold =-1.3236034932572
metrics area_roc = 93.4%
(beta) metrics area_precision_recall = 70.26%
duration the new area_roc metrics ROC_AUC_computer function: 0 seconds
duration the new area_roc metrics ROC_AUC_computer function: 00 days, 00 hours, 00 minutes, 00 seconds
TOTAL:
FN = 143 / 535 (truth == 1) & (prediction < threshold)
TP = 392 / 535 (truth == 1) & (prediction >= threshold)
FP = 44 / 1,553 (truth == 0) & (prediction >= threshold)
TN = 1,509 / 1,553 (truth == 0) & (prediction < threshold)
:::: Matthews correlation coefficient = +0.76 ::::
accuracy = 0.91 = (tp + tn) / (tp + tn +fn + fp) [worst = -1, best = +1]
f1_score = 0.81 = (2*tp) / (2*tp+fp+fn) [worst = 0, best = 1]
':':':':' lastMCC = 0.76 lastF1score = 0.81 ':':':':'
command: rm ./models/model_hus5_hl1_time1524153219
command: rm ./models/model_hus10_hl1_time1524153310
command: rm ./models/model_hus25_hl1_time1524153407
command: rm ./models/model_hus50_hl1_time1524153523
command: rm ./models/model_hus75_hl1_time1524153662
command: rm ./models/model_hus100_hl1_time1524153832
command: rm ./models/model_hus125_hl1_time1524154034
command: rm ./models/model_hus150_hl1_time1524154280
command: rm ./models/model_hus175_hl1_time1524154577
command: rm ./models/model_hus200_hl1_time1524154921
command: rm ./models/model_hus225_hl1_time1524155326
command: rm ./models/model_hus250_hl1_time1524155795
command: rm ./models/model_hus275_hl1_time1524156326
command: rm ./models/model_hus300_hl1_time1524156942
command: rm ./models/model_hus350_hl1_time1524160917
command: rm ./models/model_hus400_hl1_time1524165192
command: rm ./models/model_hus5_hl2_time1524165301
command: rm ./models/model_hus10_hl2_time1524165412
command: rm ./models/model_hus25_hl2_time1524165533
command: rm ./models/model_hus50_hl2_time1524165686
command: rm ./models/model_hus75_hl2_time1524165879
command: rm ./models/model_hus100_hl2_time1524166125
command: rm ./models/model_hus125_hl2_time1524166439
command: rm ./models/model_hus150_hl2_time1524166827
command: rm ./models/model_hus175_hl2_time1524167305
command: rm ./models/model_hus200_hl2_time1524167876
command: rm ./models/model_hus225_hl2_time1524171589
command: rm ./models/model_hus250_hl2_time1524175494
command: rm ./models/model_hus275_hl2_time1524179551
command: rm ./models/model_hus300_hl2_time1524183801
command: rm ./models/model_hus350_hl2_time1524188392
command: rm ./models/model_hus400_hl2_time1524193294
command: rm ./models/model_hus5_hl3_time1524193417
command: rm ./models/model_hus10_hl3_time1524193545
command: rm ./models/model_hus25_hl3_time1524193687
command: rm ./models/model_hus50_hl3_time1524193875
command: rm ./models/model_hus75_hl3_time1524194121
command: rm ./models/model_hus100_hl3_time1524194446
command: rm ./models/model_hus125_hl3_time1524194866
command: rm ./models/model_hus150_hl3_time1524195398
command: rm ./models/model_hus175_hl3_time1524196053
command: rm ./models/model_hus200_hl3_time1524200004
command: rm ./models/model_hus225_hl3_time1524204192
command: rm ./models/model_hus250_hl3_time1524208610
command: rm ./models/model_hus275_hl3_time1524213168
command: rm ./models/model_hus300_hl3_time1524217954
command: rm ./models/model_hus350_hl3_time1524223302
command: rm ./models/model_hus400_hl3_time1524229978
duration complete execution: 76,859 seconds
duration complete execution: 00 days, 21 hours, 20 minutes, 59 seconds