2023-08-23 11:58:17 [Main thread] DEBUG PatientLevelPrediction checkInputs binary : TRUEincludeAllOutcomes : TRUEfirstExposureOnly : FALSEwashoutPeriod : 0removeSubjectsWithPriorOutcome : FALSEpriorOutcomeLookback : 99999requireTimeAtRisk : FALSEminTimeAtRisk : 364riskWindowStart : 0startAnchor : cohort startriskWindowEnd : 365endAnchor : cohort startrestrictTarToCohortEnd : FALSE 2023-08-23 11:58:17 [Main thread] DEBUG PatientLevelPrediction checkInputs test : 0.25train : 0.75seed : 1234nfold : 3 2023-08-23 11:58:17 [Main thread] DEBUG PatientLevelPrediction checkInputs numberOutcomestoNonOutcomes : 1sampleSeed : 1 2023-08-23 11:58:17 [Main thread] DEBUG PatientLevelPrediction checkInputs ntrees : 2000max_depth : 17 2023-08-23 11:58:17 [Main thread] DEBUG PatientLevelPrediction checkInputs minFraction : 0.01normalize : TRUEremoveRedundancy : TRUE 2023-08-23 11:58:17 [Main thread] DEBUG PatientLevelPrediction checkInputs fitFunction : fitSklearnparam : 100-gini-4-2-1-0-sqrt-0-TRUE-FALSE-8011-500-gini-4-2-1-0-sqrt-0-TRUE-FALSE-8011-100-gini-10-2-1-0-sqrt-0-TRUE-FALSE-8011-500-gini-10-2-1-0-sqrt-0-TRUE-FALSE-8011-100-gini-17-2-1-0-sqrt-0-TRUE-FALSE-8011-500-gini-17-2-1-0-sqrt-0-TRUE-FALSE-8011-100-gini-4-5-1-0-sqrt-0-TRUE-FALSE-8011-500-gini-4-5-1-0-sqrt-0-TRUE-FALSE-8011-100-gini-10-5-1-0-sqrt-0-TRUE-FALSE-8011-500-gini-10-5-1-0-sqrt-0-TRUE-FALSE-8011-100-gini-17-5-1-0-sqrt-0-TRUE-FALSE-8011-500-gini-17-5-1-0-sqrt-0-TRUE-FALSE-8011-100-gini-4-2-10-0-sqrt-0-TRUE-FALSE-8011-500-gini-4-2-10-0-sqrt-0-TRUE-FALSE-8011-100-gini-10-2-10-0-sqrt-0-TRUE-FALSE-8011-500-gini-10-2-10-0-sqrt-0-TRUE-FALSE-8011-100-gini-17-2-10-0-sqrt-0-TRUE-FALSE-8011-500-gini-17-2-10-0-sqrt-0-TRUE-FALSE-8011-100-gini-4-5-10-0-sqrt-0-TRUE-FALSE-8011-500-gini-4-5-10-0-sqrt-0-TRUE-FALSE-8011-100-gini-10-5-10-0-sqrt-0-TRUE-FALSE-8011-500-gini-10-5-10-0-sqrt-0-TRUE-FALSE-8011-100-gini-17-5-10-0-sqrt-0-TRUE-FALSE-8011-500-gini-17-5-10-0-sqrt-0-TRUE-FALSE-8011-100-gini-4-2-1-0-log2-0-TRUE-FALSE-8011-500-gini-4-2-1-0-log2-0-TRUE-FALSE-8011-100-gini-10-2-1-0-log2-0-TRUE-FALSE-8011-500-gini-10-2-1-0-log2-0-TRUE-FALSE-8011-100-gini-17-2-1-0-log2-0-TRUE-FALSE-8011-500-gini-17-2-1-0-log2-0-TRUE-FALSE-8011-100-gini-4-5-1-0-log2-0-TRUE-FALSE-8011-500-gini-4-5-1-0-log2-0-TRUE-FALSE-8011-100-gini-10-5-1-0-log2-0-TRUE-FALSE-8011-500-gini-10-5-1-0-log2-0-TRUE-FALSE-8011-100-gini-17-5-1-0-log2-0-TRUE-FALSE-8011-500-gini-17-5-1-0-log2-0-TRUE-FALSE-8011-100-gini-4-2-10-0-log2-0-TRUE-FALSE-8011-500-gini-4-2-10-0-log2-0-TRUE-FALSE-8011-100-gini-10-2-10-0-log2-0-TRUE-FALSE-8011-500-gini-10-2-10-0-log2-0-TRUE-FALSE-8011-100-gini-17-2-10-0-log2-0-TRUE-FALSE-8011-500-gini-17-2-10-0-log2-0-TRUE-FALSE-8011-100-gini-4-5-10-0-log2-0-TRUE-FALSE-8011-500-gini-4-5-10-0-log2-0-TRUE-FALSE-8011-100-gini-10-5-10-0-log2-0-TRUE-FALSE-8011-500-gini-10-5-10-0-log2-0-TRUE-FALSE-8011-100-gini-17-5-10-0-log2-0-TRUE-FALSE-8011-500-gini-17-5-10-0-log2-0-TRUE-FALSE-8011-100-gini-4-2-1-0-sqrt-0-TRUE-FALSE-8011-0.9-500-gini-4-2-1-0-sqrt-0-TRUE-FALSE-8011-0.9-100-gini-10-2-1-0-sqrt-0-TRUE-FALSE-8011-0.9-500-gini-10-2-1-0-sqrt-0-TRUE-FALSE-8011-0.9-100-gini-17-2-1-0-sqrt-0-TRUE-FALSE-8011-0.9-500-gini-17-2-1-0-sqrt-0-TRUE-FALSE-8011-0.9-100-gini-4-5-1-0-sqrt-0-TRUE-FALSE-8011-0.9-500-gini-4-5-1-0-sqrt-0-TRUE-FALSE-8011-0.9-100-gini-10-5-1-0-sqrt-0-TRUE-FALSE-8011-0.9-500-gini-10-5-1-0-sqrt-0-TRUE-FALSE-8011-0.9-100-gini-17-5-1-0-sqrt-0-TRUE-FALSE-8011-0.9-500-gini-17-5-1-0-sqrt-0-TRUE-FALSE-8011-0.9-100-gini-4-2-10-0-sqrt-0-TRUE-FALSE-8011-0.9-500-gini-4-2-10-0-sqrt-0-TRUE-FALSE-8011-0.9-100-gini-10-2-10-0-sqrt-0-TRUE-FALSE-8011-0.9-500-gini-10-2-10-0-sqrt-0-TRUE-FALSE-8011-0.9-100-gini-17-2-10-0-sqrt-0-TRUE-FALSE-8011-0.9-500-gini-17-2-10-0-sqrt-0-TRUE-FALSE-8011-0.9-100-gini-4-5-10-0-sqrt-0-TRUE-FALSE-8011-0.9-500-gini-4-5-10-0-sqrt-0-TRUE-FALSE-8011-0.9-100-gini-10-5-10-0-sqrt-0-TRUE-FALSE-8011-0.9-500-gini-10-5-10-0-sqrt-0-TRUE-FALSE-8011-0.9-100-gini-17-5-10-0-sqrt-0-TRUE-FALSE-8011-0.9-500-gini-17-5-10-0-sqrt-0-TRUE-FALSE-8011-0.9-100-gini-4-2-1-0-log2-0-TRUE-FALSE-8011-0.9-500-gini-4-2-1-0-log2-0-TRUE-FALSE-8011-0.9-100-gini-10-2-1-0-log2-0-TRUE-FALSE-8011-0.9-500-gini-10-2-1-0-log2-0-TRUE-FALSE-8011-0.9-100-gini-17-2-1-0-log2-0-TRUE-FALSE-8011-0.9-500-gini-17-2-1-0-log2-0-TRUE-FALSE-8011-0.9-100-gini-4-5-1-0-log2-0-TRUE-FALSE-8011-0.9-500-gini-4-5-1-0-log2-0-TRUE-FALSE-8011-0.9-100-gini-10-5-1-0-log2-0-TRUE-FALSE-8011-0.9-500-gini-10-5-1-0-log2-0-TRUE-FALSE-8011-0.9-100-gini-17-5-1-0-log2-0-TRUE-FALSE-8011-0.9-500-gini-17-5-1-0-log2-0-TRUE-FALSE-8011-0.9-100-gini-4-2-10-0-log2-0-TRUE-FALSE-8011-0.9-500-gini-4-2-10-0-log2-0-TRUE-FALSE-8011-0.9-100-gini-10-2-10-0-log2-0-TRUE-FALSE-8011-0.9-500-gini-10-2-10-0-log2-0-TRUE-FALSE-8011-0.9-100-gini-17-2-10-0-log2-0-TRUE-FALSE-8011-0.9-500-gini-17-2-10-0-log2-0-TRUE-FALSE-8011-0.9-100-gini-4-5-10-0-log2-0-TRUE-FALSE-8011-0.9-500-gini-4-5-10-0-log2-0-TRUE-FALSE-8011-0.9-100-gini-10-5-10-0-log2-0-TRUE-FALSE-8011-0.9-500-gini-10-5-10-0-log2-0-TRUE-FALSE-8011-0.9-100-gini-17-5-10-0-log2-0-TRUE-FALSE-8011-0.9-500-gini-17-5-10-0-log2-0-TRUE-FALSE-8011-0.9 2023-08-23 11:58:17 [Main thread] DEBUG PatientLevelPrediction checkInputs runSplitData : TRUErunSampleData : TRUErunfeatureEngineering : TRUErunPreprocessData : TRUErunModelDevelopment : TRUErunCovariateSummary : TRUE 2023-08-23 11:58:17 [Main thread] INFO PatientLevelPrediction printHeader Patient-Level Prediction Package version 6.3.1 2023-08-23 11:58:17 [Main thread] INFO PatientLevelPrediction printHeader Study started at: 2023-08-23 11:58:17 2023-08-23 11:58:17 [Main thread] INFO PatientLevelPrediction printHeader AnalysisID: 2 2023-08-23 11:58:17 [Main thread] INFO PatientLevelPrediction printHeader AnalysisName: Random Forest Model for Mortality Prediction 2023-08-23 11:58:17 [Main thread] INFO PatientLevelPrediction printHeader TargetID: 7 2023-08-23 11:58:17 [Main thread] INFO PatientLevelPrediction printHeader OutcomeID: 6 2023-08-23 11:58:17 [Main thread] INFO PatientLevelPrediction printHeader Cohort size: 143 2023-08-23 11:58:17 [Main thread] INFO PatientLevelPrediction printHeader Covariates: 73 2023-08-23 11:58:17 [Main thread] DEBUG PatientLevelPrediction outcomeId: 6 2023-08-23 11:58:17 [Main thread] DEBUG PatientLevelPrediction binary: TRUE 2023-08-23 11:58:17 [Main thread] DEBUG PatientLevelPrediction includeAllOutcomes: TRUE 2023-08-23 11:58:17 [Main thread] DEBUG PatientLevelPrediction firstExposureOnly: FALSE 2023-08-23 11:58:17 [Main thread] DEBUG PatientLevelPrediction washoutPeriod: 0 2023-08-23 11:58:17 [Main thread] DEBUG PatientLevelPrediction removeSubjectsWithPriorOutcome: FALSE 2023-08-23 11:58:17 [Main thread] DEBUG PatientLevelPrediction priorOutcomeLookback: 99999 2023-08-23 11:58:17 [Main thread] DEBUG PatientLevelPrediction requireTimeAtRisk: FALSE 2023-08-23 11:58:17 [Main thread] DEBUG PatientLevelPrediction minTimeAtRisk: 364 2023-08-23 11:58:17 [Main thread] DEBUG PatientLevelPrediction restrictTarToCohortEnd: FALSE 2023-08-23 11:58:17 [Main thread] DEBUG PatientLevelPrediction riskWindowStart: 0 2023-08-23 11:58:17 [Main thread] DEBUG PatientLevelPrediction startAnchor: cohort start 2023-08-23 11:58:17 [Main thread] DEBUG PatientLevelPrediction riskWindowEnd: 365 2023-08-23 11:58:17 [Main thread] DEBUG PatientLevelPrediction endAnchor: cohort start 2023-08-23 11:58:17 [Main thread] DEBUG PatientLevelPrediction restrictTarToCohortEnd: FALSE 2023-08-23 11:58:17 [Main thread] INFO PatientLevelPrediction Outcome is 0 or 1 2023-08-23 11:58:17 [Main thread] DEBUG PatientLevelPrediction checkInputsSplit test: 0.25 2023-08-23 11:58:17 [Main thread] DEBUG PatientLevelPrediction checkInputsSplit train: 0.75 2023-08-23 11:58:17 [Main thread] DEBUG PatientLevelPrediction checkInputsSplit nfold: 3 2023-08-23 11:58:17 [Main thread] INFO PatientLevelPrediction checkInputsSplit seed: 1234 2023-08-23 11:58:17 [Main thread] INFO PatientLevelPrediction Creating a 25% test and 75% train (into 3 folds) random stratified split by class 2023-08-23 11:58:17 [Main thread] INFO PatientLevelPrediction Data split into 35 test cases and 108 train cases (37, 36, 35) 2023-08-23 11:58:17 [Main thread] INFO PatientLevelPrediction dataSummary Train Set: 2023-08-23 11:58:17 [Main thread] INFO PatientLevelPrediction dataSummary Fold 1 37 patients with 14 outcomes - Fold 2 36 patients with 14 outcomes - Fold 3 35 patients with 13 outcomes 2023-08-23 11:58:17 [Main thread] INFO PatientLevelPrediction dataSummary 73 covariates in train data 2023-08-23 11:58:17 [Main thread] INFO PatientLevelPrediction dataSummary Test Set: 2023-08-23 11:58:17 [Main thread] INFO PatientLevelPrediction dataSummary 35 patients with 13 outcomes 2023-08-23 11:58:17 [Main thread] INFO PatientLevelPrediction sampleData Starting data sampling 2023-08-23 11:58:17 [Main thread] INFO PatientLevelPrediction sampleData Applying sameData 2023-08-23 11:58:17 [Main thread] INFO PatientLevelPrediction No sampling - returning same data 2023-08-23 11:58:17 [Main thread] INFO PatientLevelPrediction sampleData Finished data sampling 2023-08-23 11:58:17 [Main thread] INFO PatientLevelPrediction dataSummary Train Set: 2023-08-23 11:58:17 [Main thread] INFO PatientLevelPrediction dataSummary Fold 1 37 patients with 14 outcomes - Fold 2 36 patients with 14 outcomes - Fold 3 35 patients with 13 outcomes 2023-08-23 11:58:18 [Main thread] INFO PatientLevelPrediction dataSummary 73 covariates in train data 2023-08-23 11:58:18 [Main thread] INFO PatientLevelPrediction dataSummary Test Set: 2023-08-23 11:58:18 [Main thread] INFO PatientLevelPrediction dataSummary 35 patients with 13 outcomes 2023-08-23 11:58:18 [Main thread] INFO PatientLevelPrediction featureEngineer Starting Feature Engineering 2023-08-23 11:58:18 [Main thread] INFO PatientLevelPrediction featureEngineer Applying randomForestFeatureSelection 2023-08-23 11:58:18 [Main thread] INFO PatientLevelPrediction toSparseM starting toSparseM 2023-08-23 11:58:18 [Main thread] DEBUG PatientLevelPrediction toSparseM Max covariateId in original covariates: 21490733840708 2023-08-23 11:58:18 [Main thread] INFO PatientLevelPrediction MapIds starting to map the columns and rows 2023-08-23 11:58:18 [Main thread] INFO PatientLevelPrediction MapIds finished MapCovariates 2023-08-23 11:58:18 [Main thread] DEBUG PatientLevelPrediction toSparseM # covariates in mapped covariateRef: 73 2023-08-23 11:58:18 [Main thread] DEBUG PatientLevelPrediction toSparseM Max newCovariateId in mapping: 73 2023-08-23 11:58:19 [Main thread] DEBUG PatientLevelPrediction toSparseM Max rowId in new : 108 2023-08-23 11:58:19 [Main thread] INFO PatientLevelPrediction toSparseM toSparseM non temporal used 2023-08-23 11:58:19 [Main thread] INFO PatientLevelPrediction checkRam plpData size estimated to use 0GBs of RAM 2023-08-23 11:58:19 [Main thread] DEBUG PatientLevelPrediction toSparseM Sparse matrix with dimensionality: 108,73 2023-08-23 11:58:19 [Main thread] INFO PatientLevelPrediction toSparseM finishing toSparseM 2023-08-23 11:58:21 [Main thread] INFO PatientLevelPrediction featureEngineer Done Feature Engineering 2023-08-23 11:58:21 [Main thread] INFO PatientLevelPrediction dataSummary Train Set: 2023-08-23 11:58:21 [Main thread] INFO PatientLevelPrediction dataSummary Fold 1 37 patients with 14 outcomes - Fold 2 36 patients with 14 outcomes - Fold 3 35 patients with 13 outcomes 2023-08-23 11:58:21 [Main thread] INFO PatientLevelPrediction dataSummary 73 covariates in train data 2023-08-23 11:58:21 [Main thread] INFO PatientLevelPrediction dataSummary Test Set: 2023-08-23 11:58:21 [Main thread] INFO PatientLevelPrediction dataSummary 35 patients with 13 outcomes 2023-08-23 11:58:21 [Main thread] DEBUG PatientLevelPrediction preprocessData minFraction: 0.01 2023-08-23 11:58:21 [Main thread] DEBUG PatientLevelPrediction preprocessData normalize: TRUE 2023-08-23 11:58:21 [Main thread] DEBUG PatientLevelPrediction preprocessData removeRedundancy: TRUE 2023-08-23 11:58:22 [Main thread] INFO FeatureExtraction Removing 2 redundant covariates 2023-08-23 11:58:22 [Main thread] INFO FeatureExtraction Removing 0 infrequent covariates 2023-08-23 11:58:22 [Main thread] INFO FeatureExtraction Normalizing covariates 2023-08-23 11:58:22 [Main thread] INFO FeatureExtraction Tidying covariates took 0.942 secs 2023-08-23 11:58:22 [Main thread] INFO PatientLevelPrediction dataSummary Train Set: 2023-08-23 11:58:22 [Main thread] INFO PatientLevelPrediction dataSummary Fold 1 37 patients with 14 outcomes - Fold 2 36 patients with 14 outcomes - Fold 3 35 patients with 13 outcomes 2023-08-23 11:58:22 [Main thread] INFO PatientLevelPrediction dataSummary 71 covariates in train data 2023-08-23 11:58:22 [Main thread] INFO PatientLevelPrediction dataSummary Test Set: 2023-08-23 11:58:22 [Main thread] INFO PatientLevelPrediction dataSummary 35 patients with 13 outcomes 2023-08-23 11:58:22 [Main thread] INFO PatientLevelPrediction runPlp 2023-08-23 11:58:22 [Main thread] DEBUG PatientLevelPrediction checkPySettings classifier seed: 8011 2023-08-23 11:58:22 [Main thread] DEBUG PatientLevelPrediction checkPySettings requiresDenseMatrix: FALSE 2023-08-23 11:58:22 [Main thread] DEBUG PatientLevelPrediction checkPySettings name: Random forest 2023-08-23 11:58:22 [Main thread] DEBUG PatientLevelPrediction checkPySettings pythonImport: sklearn 2023-08-23 11:58:22 [Main thread] DEBUG PatientLevelPrediction checkPySettings pythonImportSecond: ensemble 2023-08-23 11:58:22 [Main thread] DEBUG PatientLevelPrediction checkPySettings pythonClassifier: RandomForestClassifier 2023-08-23 11:58:22 [Main thread] INFO PatientLevelPrediction toSparseM starting toSparseM 2023-08-23 11:58:22 [Main thread] DEBUG PatientLevelPrediction toSparseM Max covariateId in original covariates: 21490733840708 2023-08-23 11:58:22 [Main thread] INFO PatientLevelPrediction MapIds starting to map the columns and rows 2023-08-23 11:58:22 [Main thread] INFO PatientLevelPrediction MapIds finished MapCovariates 2023-08-23 11:58:22 [Main thread] DEBUG PatientLevelPrediction toSparseM # covariates in mapped covariateRef: 71 2023-08-23 11:58:22 [Main thread] DEBUG PatientLevelPrediction toSparseM Max newCovariateId in mapping: 71 2023-08-23 11:58:23 [Main thread] DEBUG PatientLevelPrediction toSparseM Max rowId in new : 108 2023-08-23 11:58:23 [Main thread] INFO PatientLevelPrediction toSparseM toSparseM non temporal used 2023-08-23 11:58:23 [Main thread] INFO PatientLevelPrediction checkRam plpData size estimated to use 0GBs of RAM 2023-08-23 11:58:23 [Main thread] DEBUG PatientLevelPrediction toSparseM Sparse matrix with dimensionality: 108,71 2023-08-23 11:58:23 [Main thread] INFO PatientLevelPrediction toSparseM finishing toSparseM 2023-08-23 11:58:23 [Main thread] INFO PatientLevelPrediction Running CV for Random forest model 2023-08-23 11:58:23 [Main thread] INFO PatientLevelPrediction Max fold: 3 2023-08-23 11:58:23 [Main thread] INFO PatientLevelPrediction Fold 1 2023-08-23 11:58:23 [Main thread] INFO PatientLevelPrediction fitPythonModel data X dim: 71x71 2023-08-23 11:58:23 [Main thread] INFO PatientLevelPrediction fitPythonModel data Y length: 71 with 27 outcomes 2023-08-23 11:58:23 [Main thread] INFO PatientLevelPrediction fitPythonModel ntrees:100 criterion:gini maxDepth:4 minSamplesSplit:2 minSamplesLeaf:1 minWeightFractionLeaf:0 mtries:sqrt maxLeafNodes:null minImpurityDecrease:0 bootstrap:TRUE oobScore:FALSE nJobs:null seed:8011 classWeight:null maxSamples:null 2023-08-23 11:58:23 [Main thread] INFO PatientLevelPrediction fitPythonModel Training model took (mins): 0.00194425185521444 2023-08-23 11:58:23 [Main thread] INFO PatientLevelPrediction Calculating predictions on left out fold set... 2023-08-23 11:58:23 [Main thread] INFO PatientLevelPrediction Fold 2 2023-08-23 11:58:23 [Main thread] INFO PatientLevelPrediction fitPythonModel data X dim: 72x71 2023-08-23 11:58:23 [Main thread] INFO PatientLevelPrediction fitPythonModel data Y length: 72 with 27 outcomes 2023-08-23 11:58:23 [Main thread] INFO PatientLevelPrediction fitPythonModel ntrees:100 criterion:gini maxDepth:4 minSamplesSplit:2 minSamplesLeaf:1 minWeightFractionLeaf:0 mtries:sqrt maxLeafNodes:null minImpurityDecrease:0 bootstrap:TRUE oobScore:FALSE nJobs:null seed:8011 classWeight:null maxSamples:null 2023-08-23 11:58:23 [Main thread] INFO PatientLevelPrediction fitPythonModel Training model took (mins): 0.00202724933624268 2023-08-23 11:58:23 [Main thread] INFO PatientLevelPrediction Calculating predictions on left out fold set... 2023-08-23 11:58:23 [Main thread] INFO PatientLevelPrediction Fold 3 2023-08-23 11:58:23 [Main thread] INFO PatientLevelPrediction fitPythonModel data X dim: 73x71 2023-08-23 11:58:23 [Main thread] INFO PatientLevelPrediction fitPythonModel data Y length: 73 with 28 outcomes 2023-08-23 11:58:23 [Main thread] INFO PatientLevelPrediction fitPythonModel ntrees:100 criterion:gini maxDepth:4 minSamplesSplit:2 minSamplesLeaf:1 minWeightFractionLeaf:0 mtries:sqrt maxLeafNodes:null minImpurityDecrease:0 bootstrap:TRUE oobScore:FALSE nJobs:null seed:8011 classWeight:null maxSamples:null 2023-08-23 11:58:23 [Main thread] INFO PatientLevelPrediction fitPythonModel Training model took (mins): 0.00175743103027344 2023-08-23 11:58:23 [Main thread] INFO PatientLevelPrediction Calculating predictions on left out fold set... 2023-08-23 11:58:23 [Main thread] INFO PatientLevelPrediction Max fold: 3 2023-08-23 11:58:23 [Main thread] INFO PatientLevelPrediction Fold 1 2023-08-23 11:58:23 [Main thread] INFO PatientLevelPrediction fitPythonModel data X dim: 71x71 2023-08-23 11:58:23 [Main thread] INFO PatientLevelPrediction fitPythonModel data Y length: 71 with 27 outcomes 2023-08-23 11:58:23 [Main thread] INFO PatientLevelPrediction fitPythonModel ntrees:500 criterion:gini maxDepth:4 minSamplesSplit:2 minSamplesLeaf:1 minWeightFractionLeaf:0 mtries:sqrt maxLeafNodes:null minImpurityDecrease:0 bootstrap:TRUE oobScore:FALSE nJobs:null seed:8011 classWeight:null maxSamples:null 2023-08-23 11:58:24 [Main thread] INFO PatientLevelPrediction fitPythonModel Training model took (mins): 0.00793233315149943 2023-08-23 11:58:24 [Main thread] INFO PatientLevelPrediction Calculating predictions on left out fold set... 2023-08-23 11:58:24 [Main thread] INFO PatientLevelPrediction Fold 2 2023-08-23 11:58:24 [Main thread] INFO PatientLevelPrediction fitPythonModel data X dim: 72x71 2023-08-23 11:58:24 [Main thread] INFO PatientLevelPrediction fitPythonModel data Y length: 72 with 27 outcomes 2023-08-23 11:58:24 [Main thread] INFO PatientLevelPrediction fitPythonModel ntrees:500 criterion:gini maxDepth:4 minSamplesSplit:2 minSamplesLeaf:1 minWeightFractionLeaf:0 mtries:sqrt maxLeafNodes:null minImpurityDecrease:0 bootstrap:TRUE oobScore:FALSE nJobs:null seed:8011 classWeight:null maxSamples:null 2023-08-23 11:58:24 [Main thread] INFO PatientLevelPrediction fitPythonModel Training model took (mins): 0.00813538233439128 2023-08-23 11:58:24 [Main thread] INFO PatientLevelPrediction Calculating predictions on left out fold set... 2023-08-23 11:58:24 [Main thread] INFO PatientLevelPrediction Fold 3 2023-08-23 11:58:24 [Main thread] INFO PatientLevelPrediction fitPythonModel data X dim: 73x71 2023-08-23 11:58:24 [Main thread] INFO PatientLevelPrediction fitPythonModel data Y length: 73 with 28 outcomes 2023-08-23 11:58:24 [Main thread] INFO PatientLevelPrediction fitPythonModel ntrees:500 criterion:gini maxDepth:4 minSamplesSplit:2 minSamplesLeaf:1 minWeightFractionLeaf:0 mtries:sqrt maxLeafNodes:null minImpurityDecrease:0 bootstrap:TRUE oobScore:FALSE nJobs:null seed:8011 classWeight:null maxSamples:null 2023-08-23 11:58:25 [Main thread] INFO PatientLevelPrediction fitPythonModel Training model took (mins): 0.00830334822336833 2023-08-23 11:58:25 [Main thread] INFO PatientLevelPrediction Calculating predictions on left out fold set... 2023-08-23 11:58:25 [Main thread] INFO PatientLevelPrediction Max fold: 3 2023-08-23 11:58:25 [Main thread] INFO PatientLevelPrediction Fold 1 2023-08-23 11:58:25 [Main thread] INFO PatientLevelPrediction fitPythonModel data X dim: 71x71 2023-08-23 11:58:25 [Main thread] INFO PatientLevelPrediction fitPythonModel data Y length: 71 with 27 outcomes 2023-08-23 11:58:25 [Main thread] INFO PatientLevelPrediction fitPythonModel ntrees:100 criterion:gini maxDepth:10 minSamplesSplit:2 minSamplesLeaf:1 minWeightFractionLeaf:0 mtries:sqrt maxLeafNodes:null minImpurityDecrease:0 bootstrap:TRUE oobScore:FALSE nJobs:null seed:8011 classWeight:null maxSamples:null 2023-08-23 11:58:25 [Main thread] INFO PatientLevelPrediction fitPythonModel Training model took (mins): 0.00181866486867269 2023-08-23 11:58:25 [Main thread] INFO PatientLevelPrediction Calculating predictions on left out fold set... 2023-08-23 11:58:25 [Main thread] INFO PatientLevelPrediction Fold 2 2023-08-23 11:58:25 [Main thread] INFO PatientLevelPrediction fitPythonModel data X dim: 72x71 2023-08-23 11:58:25 [Main thread] INFO PatientLevelPrediction fitPythonModel data Y length: 72 with 27 outcomes 2023-08-23 11:58:25 [Main thread] INFO PatientLevelPrediction fitPythonModel ntrees:100 criterion:gini maxDepth:10 minSamplesSplit:2 minSamplesLeaf:1 minWeightFractionLeaf:0 mtries:sqrt maxLeafNodes:null minImpurityDecrease:0 bootstrap:TRUE oobScore:FALSE nJobs:null seed:8011 classWeight:null maxSamples:null 2023-08-23 11:58:25 [Main thread] INFO PatientLevelPrediction fitPythonModel Training model took (mins): 0.00190051794052124 2023-08-23 11:58:25 [Main thread] INFO PatientLevelPrediction Calculating predictions on left out fold set... 2023-08-23 11:58:25 [Main thread] INFO PatientLevelPrediction Fold 3 2023-08-23 11:58:25 [Main thread] INFO PatientLevelPrediction fitPythonModel data X dim: 73x71 2023-08-23 11:58:25 [Main thread] INFO PatientLevelPrediction fitPythonModel data Y length: 73 with 28 outcomes 2023-08-23 11:58:25 [Main thread] INFO PatientLevelPrediction fitPythonModel ntrees:100 criterion:gini maxDepth:10 minSamplesSplit:2 minSamplesLeaf:1 minWeightFractionLeaf:0 mtries:sqrt maxLeafNodes:null minImpurityDecrease:0 bootstrap:TRUE oobScore:FALSE nJobs:null seed:8011 classWeight:null maxSamples:null 2023-08-23 11:58:25 [Main thread] INFO PatientLevelPrediction fitPythonModel Training model took (mins): 0.00180568297704061 2023-08-23 11:58:25 [Main thread] INFO PatientLevelPrediction Calculating predictions on left out fold set... 2023-08-23 11:58:25 [Main thread] INFO PatientLevelPrediction Max fold: 3 2023-08-23 11:58:25 [Main thread] INFO PatientLevelPrediction Fold 1 2023-08-23 11:58:25 [Main thread] INFO PatientLevelPrediction fitPythonModel data X dim: 71x71 2023-08-23 11:58:25 [Main thread] INFO PatientLevelPrediction fitPythonModel data Y length: 71 with 27 outcomes 2023-08-23 11:58:25 [Main thread] INFO PatientLevelPrediction fitPythonModel ntrees:500 criterion:gini maxDepth:10 minSamplesSplit:2 minSamplesLeaf:1 minWeightFractionLeaf:0 mtries:sqrt maxLeafNodes:null minImpurityDecrease:0 bootstrap:TRUE oobScore:FALSE nJobs:null seed:8011 classWeight:null maxSamples:null 2023-08-23 11:58:26 [Main thread] INFO PatientLevelPrediction fitPythonModel Training model took (mins): 0.00861636400222778 2023-08-23 11:58:26 [Main thread] INFO PatientLevelPrediction Calculating predictions on left out fold set... 2023-08-23 11:58:26 [Main thread] INFO PatientLevelPrediction Fold 2 2023-08-23 11:58:26 [Main thread] INFO PatientLevelPrediction fitPythonModel data X dim: 72x71 2023-08-23 11:58:26 [Main thread] INFO PatientLevelPrediction fitPythonModel data Y length: 72 with 27 outcomes 2023-08-23 11:58:26 [Main thread] INFO PatientLevelPrediction fitPythonModel ntrees:500 criterion:gini maxDepth:10 minSamplesSplit:2 minSamplesLeaf:1 minWeightFractionLeaf:0 mtries:sqrt maxLeafNodes:null minImpurityDecrease:0 bootstrap:TRUE oobScore:FALSE nJobs:null seed:8011 classWeight:null maxSamples:null 2023-08-23 11:58:26 [Main thread] INFO PatientLevelPrediction fitPythonModel Training model took (mins): 0.0085746169090271 2023-08-23 11:58:26 [Main thread] INFO PatientLevelPrediction Calculating predictions on left out fold set... 2023-08-23 11:58:26 [Main thread] INFO PatientLevelPrediction Fold 3 2023-08-23 11:58:26 [Main thread] INFO PatientLevelPrediction fitPythonModel data X dim: 73x71 2023-08-23 11:58:26 [Main thread] INFO PatientLevelPrediction fitPythonModel data Y length: 73 with 28 outcomes 2023-08-23 11:58:26 [Main thread] INFO PatientLevelPrediction fitPythonModel ntrees:500 criterion:gini maxDepth:10 minSamplesSplit:2 minSamplesLeaf:1 minWeightFractionLeaf:0 mtries:sqrt maxLeafNodes:null minImpurityDecrease:0 bootstrap:TRUE oobScore:FALSE nJobs:null seed:8011 classWeight:null maxSamples:null 2023-08-23 11:58:27 [Main thread] INFO PatientLevelPrediction fitPythonModel Training model took (mins): 0.00871965090433757 2023-08-23 11:58:27 [Main thread] INFO PatientLevelPrediction Calculating predictions on left out fold set... 2023-08-23 11:58:27 [Main thread] INFO PatientLevelPrediction Max fold: 3 2023-08-23 11:58:27 [Main thread] INFO PatientLevelPrediction Fold 1 2023-08-23 11:58:27 [Main thread] INFO PatientLevelPrediction fitPythonModel data X dim: 71x71 2023-08-23 11:58:27 [Main thread] INFO PatientLevelPrediction fitPythonModel data Y length: 71 with 27 outcomes 2023-08-23 11:58:27 [Main thread] INFO PatientLevelPrediction fitPythonModel ntrees:100 criterion:gini maxDepth:17 minSamplesSplit:2 minSamplesLeaf:1 minWeightFractionLeaf:0 mtries:sqrt maxLeafNodes:null minImpurityDecrease:0 bootstrap:TRUE oobScore:FALSE nJobs:null seed:8011 classWeight:null maxSamples:null 2023-08-23 11:58:27 [Main thread] INFO PatientLevelPrediction fitPythonModel Training model took (mins): 0.00185323556264242 2023-08-23 11:58:27 [Main thread] INFO PatientLevelPrediction Calculating predictions on left out fold set... 2023-08-23 11:58:27 [Main thread] INFO PatientLevelPrediction Fold 2 2023-08-23 11:58:27 [Main thread] INFO PatientLevelPrediction fitPythonModel data X dim: 72x71 2023-08-23 11:58:27 [Main thread] INFO PatientLevelPrediction fitPythonModel data Y length: 72 with 27 outcomes 2023-08-23 11:58:27 [Main thread] INFO PatientLevelPrediction fitPythonModel ntrees:100 criterion:gini maxDepth:17 minSamplesSplit:2 minSamplesLeaf:1 minWeightFractionLeaf:0 mtries:sqrt maxLeafNodes:null minImpurityDecrease:0 bootstrap:TRUE oobScore:FALSE nJobs:null seed:8011 classWeight:null maxSamples:null 2023-08-23 11:58:27 [Main thread] INFO PatientLevelPrediction fitPythonModel Training model took (mins): 0.00181796550750732 2023-08-23 11:58:27 [Main thread] INFO PatientLevelPrediction Calculating predictions on left out fold set... 2023-08-23 11:58:27 [Main thread] INFO PatientLevelPrediction Fold 3 2023-08-23 11:58:27 [Main thread] INFO PatientLevelPrediction fitPythonModel data X dim: 73x71 2023-08-23 11:58:27 [Main thread] INFO PatientLevelPrediction fitPythonModel data Y length: 73 with 28 outcomes 2023-08-23 11:58:27 [Main thread] INFO PatientLevelPrediction fitPythonModel ntrees:100 criterion:gini maxDepth:17 minSamplesSplit:2 minSamplesLeaf:1 minWeightFractionLeaf:0 mtries:sqrt maxLeafNodes:null minImpurityDecrease:0 bootstrap:TRUE oobScore:FALSE nJobs:null seed:8011 classWeight:null maxSamples:null 2023-08-23 11:58:27 [Main thread] INFO PatientLevelPrediction fitPythonModel Training model took (mins): 0.00189023415247599 2023-08-23 11:58:27 [Main thread] INFO PatientLevelPrediction Calculating predictions on left out fold set... 2023-08-23 11:58:27 [Main thread] INFO PatientLevelPrediction Max fold: 3 2023-08-23 11:58:27 [Main thread] INFO PatientLevelPrediction Fold 1 2023-08-23 11:58:27 [Main thread] INFO PatientLevelPrediction fitPythonModel data X dim: 71x71 2023-08-23 11:58:27 [Main thread] INFO PatientLevelPrediction fitPythonModel data Y length: 71 with 27 outcomes 2023-08-23 11:58:27 [Main thread] INFO PatientLevelPrediction fitPythonModel ntrees:500 criterion:gini maxDepth:17 minSamplesSplit:2 minSamplesLeaf:1 minWeightFractionLeaf:0 mtries:sqrt maxLeafNodes:null minImpurityDecrease:0 bootstrap:TRUE oobScore:FALSE nJobs:null seed:8011 classWeight:null maxSamples:null 2023-08-23 11:58:28 [Main thread] INFO PatientLevelPrediction fitPythonModel Training model took (mins): 0.0083784818649292 2023-08-23 11:58:28 [Main thread] INFO PatientLevelPrediction Calculating predictions on left out fold set... 2023-08-23 11:58:28 [Main thread] INFO PatientLevelPrediction Fold 2 2023-08-23 11:58:28 [Main thread] INFO PatientLevelPrediction fitPythonModel data X dim: 72x71 2023-08-23 11:58:28 [Main thread] INFO PatientLevelPrediction fitPythonModel data Y length: 72 with 27 outcomes 2023-08-23 11:58:28 [Main thread] INFO PatientLevelPrediction fitPythonModel ntrees:500 criterion:gini maxDepth:17 minSamplesSplit:2 minSamplesLeaf:1 minWeightFractionLeaf:0 mtries:sqrt maxLeafNodes:null minImpurityDecrease:0 bootstrap:TRUE oobScore:FALSE nJobs:null seed:8011 classWeight:null maxSamples:null 2023-08-23 11:58:28 [Main thread] INFO PatientLevelPrediction fitPythonModel Training model took (mins): 0.00854386488596598 2023-08-23 11:58:28 [Main thread] INFO PatientLevelPrediction Calculating predictions on left out fold set... 2023-08-23 11:58:28 [Main thread] INFO PatientLevelPrediction Fold 3 2023-08-23 11:58:28 [Main thread] INFO PatientLevelPrediction fitPythonModel data X dim: 73x71 2023-08-23 11:58:28 [Main thread] INFO PatientLevelPrediction fitPythonModel data Y length: 73 with 28 outcomes 2023-08-23 11:58:28 [Main thread] INFO PatientLevelPrediction fitPythonModel ntrees:500 criterion:gini maxDepth:17 minSamplesSplit:2 minSamplesLeaf:1 minWeightFractionLeaf:0 mtries:sqrt maxLeafNodes:null minImpurityDecrease:0 bootstrap:TRUE oobScore:FALSE nJobs:null seed:8011 classWeight:null maxSamples:null 2023-08-23 11:58:29 [Main thread] INFO PatientLevelPrediction fitPythonModel Training model took (mins): 0.00882613261540731 2023-08-23 11:58:29 [Main thread] INFO PatientLevelPrediction Calculating predictions on left out fold set... 2023-08-23 11:58:29 [Main thread] INFO PatientLevelPrediction Max fold: 3 2023-08-23 11:58:29 [Main thread] INFO PatientLevelPrediction Fold 1 2023-08-23 11:58:29 [Main thread] INFO PatientLevelPrediction fitPythonModel data X dim: 71x71 2023-08-23 11:58:29 [Main thread] INFO PatientLevelPrediction fitPythonModel data Y length: 71 with 27 outcomes 2023-08-23 11:58:29 [Main thread] INFO PatientLevelPrediction fitPythonModel ntrees:100 criterion:gini maxDepth:4 minSamplesSplit:5 minSamplesLeaf:1 minWeightFractionLeaf:0 mtries:sqrt maxLeafNodes:null minImpurityDecrease:0 bootstrap:TRUE oobScore:FALSE nJobs:null seed:8011 classWeight:null maxSamples:null 2023-08-23 11:58:29 [Main thread] INFO PatientLevelPrediction fitPythonModel Training model took (mins): 0.00187095006306966 2023-08-23 11:58:29 [Main thread] INFO PatientLevelPrediction Calculating predictions on left out fold set... 2023-08-23 11:58:29 [Main thread] INFO PatientLevelPrediction Fold 2 2023-08-23 11:58:29 [Main thread] INFO PatientLevelPrediction fitPythonModel data X dim: 72x71 2023-08-23 11:58:29 [Main thread] INFO PatientLevelPrediction fitPythonModel data Y length: 72 with 27 outcomes 2023-08-23 11:58:29 [Main thread] INFO PatientLevelPrediction fitPythonModel ntrees:100 criterion:gini maxDepth:4 minSamplesSplit:5 minSamplesLeaf:1 minWeightFractionLeaf:0 mtries:sqrt maxLeafNodes:null minImpurityDecrease:0 bootstrap:TRUE oobScore:FALSE nJobs:null seed:8011 classWeight:null maxSamples:null 2023-08-23 11:58:29 [Main thread] INFO PatientLevelPrediction fitPythonModel Training model took (mins): 0.00167373021443685 2023-08-23 11:58:29 [Main thread] INFO PatientLevelPrediction Calculating predictions on left out fold set... 2023-08-23 11:58:29 [Main thread] INFO PatientLevelPrediction Fold 3 2023-08-23 11:58:29 [Main thread] INFO PatientLevelPrediction fitPythonModel data X dim: 73x71 2023-08-23 11:58:29 [Main thread] INFO PatientLevelPrediction fitPythonModel data Y length: 73 with 28 outcomes 2023-08-23 11:58:29 [Main thread] INFO PatientLevelPrediction fitPythonModel ntrees:100 criterion:gini maxDepth:4 minSamplesSplit:5 minSamplesLeaf:1 minWeightFractionLeaf:0 mtries:sqrt maxLeafNodes:null minImpurityDecrease:0 bootstrap:TRUE oobScore:FALSE nJobs:null seed:8011 classWeight:null maxSamples:null 2023-08-23 11:58:29 [Main thread] INFO PatientLevelPrediction fitPythonModel Training model took (mins): 0.00177436669667562 2023-08-23 11:58:29 [Main thread] INFO PatientLevelPrediction Calculating predictions on left out fold set... 2023-08-23 11:58:29 [Main thread] INFO PatientLevelPrediction Max fold: 3 2023-08-23 11:58:29 [Main thread] INFO PatientLevelPrediction Fold 1 2023-08-23 11:58:29 [Main thread] INFO PatientLevelPrediction fitPythonModel data X dim: 71x71 2023-08-23 11:58:29 [Main thread] INFO PatientLevelPrediction fitPythonModel data Y length: 71 with 27 outcomes 2023-08-23 11:58:29 [Main thread] INFO PatientLevelPrediction fitPythonModel ntrees:500 criterion:gini maxDepth:4 minSamplesSplit:5 minSamplesLeaf:1 minWeightFractionLeaf:0 mtries:sqrt maxLeafNodes:null minImpurityDecrease:0 bootstrap:TRUE oobScore:FALSE nJobs:null seed:8011 classWeight:null maxSamples:null 2023-08-23 11:58:30 [Main thread] INFO PatientLevelPrediction fitPythonModel Training model took (mins): 0.0079617977142334 2023-08-23 11:58:30 [Main thread] INFO PatientLevelPrediction Calculating predictions on left out fold set... 2023-08-23 11:58:30 [Main thread] INFO PatientLevelPrediction Fold 2 2023-08-23 11:58:30 [Main thread] INFO PatientLevelPrediction fitPythonModel data X dim: 72x71 2023-08-23 11:58:30 [Main thread] INFO PatientLevelPrediction fitPythonModel data Y length: 72 with 27 outcomes 2023-08-23 11:58:30 [Main thread] INFO PatientLevelPrediction fitPythonModel ntrees:500 criterion:gini maxDepth:4 minSamplesSplit:5 minSamplesLeaf:1 minWeightFractionLeaf:0 mtries:sqrt maxLeafNodes:null minImpurityDecrease:0 bootstrap:TRUE oobScore:FALSE nJobs:null seed:8011 classWeight:null maxSamples:null 2023-08-23 11:58:30 [Main thread] INFO PatientLevelPrediction fitPythonModel Training model took (mins): 0.00776788393656413 2023-08-23 11:58:30 [Main thread] INFO PatientLevelPrediction Calculating predictions on left out fold set... 2023-08-23 11:58:30 [Main thread] INFO PatientLevelPrediction Fold 3 2023-08-23 11:58:30 [Main thread] INFO PatientLevelPrediction fitPythonModel data X dim: 73x71 2023-08-23 11:58:30 [Main thread] INFO PatientLevelPrediction fitPythonModel data Y length: 73 with 28 outcomes 2023-08-23 11:58:30 [Main thread] INFO PatientLevelPrediction fitPythonModel ntrees:500 criterion:gini maxDepth:4 minSamplesSplit:5 minSamplesLeaf:1 minWeightFractionLeaf:0 mtries:sqrt maxLeafNodes:null minImpurityDecrease:0 bootstrap:TRUE oobScore:FALSE nJobs:null seed:8011 classWeight:null maxSamples:null 2023-08-23 11:58:31 [Main thread] INFO PatientLevelPrediction fitPythonModel Training model took (mins): 0.0077974796295166 2023-08-23 11:58:31 [Main thread] INFO PatientLevelPrediction Calculating predictions on left out fold set... 2023-08-23 11:58:31 [Main thread] INFO PatientLevelPrediction Max fold: 3 2023-08-23 11:58:31 [Main thread] INFO PatientLevelPrediction Fold 1 2023-08-23 11:58:31 [Main thread] INFO PatientLevelPrediction fitPythonModel data X dim: 71x71 2023-08-23 11:58:31 [Main thread] INFO PatientLevelPrediction fitPythonModel data Y length: 71 with 27 outcomes 2023-08-23 11:58:31 [Main thread] INFO PatientLevelPrediction fitPythonModel ntrees:100 criterion:gini maxDepth:10 minSamplesSplit:5 minSamplesLeaf:1 minWeightFractionLeaf:0 mtries:sqrt maxLeafNodes:null minImpurityDecrease:0 bootstrap:TRUE oobScore:FALSE nJobs:null seed:8011 classWeight:null maxSamples:null 2023-08-23 11:58:31 [Main thread] INFO PatientLevelPrediction fitPythonModel Training model took (mins): 0.00183970133463542 2023-08-23 11:58:31 [Main thread] INFO PatientLevelPrediction Calculating predictions on left out fold set... 2023-08-23 11:58:31 [Main thread] INFO PatientLevelPrediction Fold 2 2023-08-23 11:58:31 [Main thread] INFO PatientLevelPrediction fitPythonModel data X dim: 72x71 2023-08-23 11:58:31 [Main thread] INFO PatientLevelPrediction fitPythonModel data Y length: 72 with 27 outcomes 2023-08-23 11:58:31 [Main thread] INFO PatientLevelPrediction fitPythonModel ntrees:100 criterion:gini maxDepth:10 minSamplesSplit:5 minSamplesLeaf:1 minWeightFractionLeaf:0 mtries:sqrt maxLeafNodes:null minImpurityDecrease:0 bootstrap:TRUE oobScore:FALSE nJobs:null seed:8011 classWeight:null maxSamples:null 2023-08-23 11:58:31 [Main thread] INFO PatientLevelPrediction fitPythonModel Training model took (mins): 0.00189648469289144 2023-08-23 11:58:31 [Main thread] INFO PatientLevelPrediction Calculating predictions on left out fold set... 2023-08-23 11:58:31 [Main thread] INFO PatientLevelPrediction Fold 3 2023-08-23 11:58:31 [Main thread] INFO PatientLevelPrediction fitPythonModel data X dim: 73x71 2023-08-23 11:58:31 [Main thread] INFO PatientLevelPrediction fitPythonModel data Y length: 73 with 28 outcomes 2023-08-23 11:58:31 [Main thread] INFO PatientLevelPrediction fitPythonModel ntrees:100 criterion:gini maxDepth:10 minSamplesSplit:5 minSamplesLeaf:1 minWeightFractionLeaf:0 mtries:sqrt maxLeafNodes:null minImpurityDecrease:0 bootstrap:TRUE oobScore:FALSE nJobs:null seed:8011 classWeight:null maxSamples:null 2023-08-23 11:58:31 [Main thread] INFO PatientLevelPrediction fitPythonModel Training model took (mins): 0.00182653268178304 2023-08-23 11:58:31 [Main thread] INFO PatientLevelPrediction Calculating predictions on left out fold set... 2023-08-23 11:58:31 [Main thread] INFO PatientLevelPrediction Max fold: 3 2023-08-23 11:58:31 [Main thread] INFO PatientLevelPrediction Fold 1 2023-08-23 11:58:31 [Main thread] INFO PatientLevelPrediction fitPythonModel data X dim: 71x71 2023-08-23 11:58:31 [Main thread] INFO PatientLevelPrediction fitPythonModel data Y length: 71 with 27 outcomes 2023-08-23 11:58:31 [Main thread] INFO PatientLevelPrediction fitPythonModel ntrees:500 criterion:gini maxDepth:10 minSamplesSplit:5 minSamplesLeaf:1 minWeightFractionLeaf:0 mtries:sqrt maxLeafNodes:null minImpurityDecrease:0 bootstrap:TRUE oobScore:FALSE nJobs:null seed:8011 classWeight:null maxSamples:null 2023-08-23 11:58:32 [Main thread] INFO PatientLevelPrediction fitPythonModel Training model took (mins): 0.0087729016939799 2023-08-23 11:58:32 [Main thread] INFO PatientLevelPrediction Calculating predictions on left out fold set... 2023-08-23 11:58:32 [Main thread] INFO PatientLevelPrediction Fold 2 2023-08-23 11:58:32 [Main thread] INFO PatientLevelPrediction fitPythonModel data X dim: 72x71 2023-08-23 11:58:32 [Main thread] INFO PatientLevelPrediction fitPythonModel data Y length: 72 with 27 outcomes 2023-08-23 11:58:32 [Main thread] INFO PatientLevelPrediction fitPythonModel ntrees:500 criterion:gini maxDepth:10 minSamplesSplit:5 minSamplesLeaf:1 minWeightFractionLeaf:0 mtries:sqrt maxLeafNodes:null minImpurityDecrease:0 bootstrap:TRUE oobScore:FALSE nJobs:null seed:8011 classWeight:null maxSamples:null 2023-08-23 11:58:32 [Main thread] INFO PatientLevelPrediction fitPythonModel Training model took (mins): 0.00837655067443848 2023-08-23 11:58:32 [Main thread] INFO PatientLevelPrediction Calculating predictions on left out fold set... 2023-08-23 11:58:32 [Main thread] INFO PatientLevelPrediction Fold 3 2023-08-23 11:58:32 [Main thread] INFO PatientLevelPrediction fitPythonModel data X dim: 73x71 2023-08-23 11:58:32 [Main thread] INFO PatientLevelPrediction fitPythonModel data Y length: 73 with 28 outcomes 2023-08-23 11:58:32 [Main thread] INFO PatientLevelPrediction fitPythonModel ntrees:500 criterion:gini maxDepth:10 minSamplesSplit:5 minSamplesLeaf:1 minWeightFractionLeaf:0 mtries:sqrt maxLeafNodes:null minImpurityDecrease:0 bootstrap:TRUE oobScore:FALSE nJobs:null seed:8011 classWeight:null maxSamples:null 2023-08-23 11:58:33 [Main thread] INFO PatientLevelPrediction fitPythonModel Training model took (mins): 0.00913664897282918 2023-08-23 11:58:33 [Main thread] INFO PatientLevelPrediction Calculating predictions on left out fold set... 2023-08-23 11:58:33 [Main thread] INFO PatientLevelPrediction Max fold: 3 2023-08-23 11:58:33 [Main thread] INFO PatientLevelPrediction Fold 1 2023-08-23 11:58:33 [Main thread] INFO PatientLevelPrediction fitPythonModel data X dim: 71x71 2023-08-23 11:58:33 [Main thread] INFO PatientLevelPrediction fitPythonModel data Y length: 71 with 27 outcomes 2023-08-23 11:58:33 [Main thread] INFO PatientLevelPrediction fitPythonModel ntrees:100 criterion:gini maxDepth:17 minSamplesSplit:5 minSamplesLeaf:1 minWeightFractionLeaf:0 mtries:sqrt maxLeafNodes:null minImpurityDecrease:0 bootstrap:TRUE oobScore:FALSE nJobs:null seed:8011 classWeight:null maxSamples:null 2023-08-23 11:58:33 [Main thread] INFO PatientLevelPrediction fitPythonModel Training model took (mins): 0.00190239747365316 2023-08-23 11:58:33 [Main thread] INFO PatientLevelPrediction Calculating predictions on left out fold set... 2023-08-23 11:58:33 [Main thread] INFO PatientLevelPrediction Fold 2 2023-08-23 11:58:33 [Main thread] INFO PatientLevelPrediction fitPythonModel data X dim: 72x71 2023-08-23 11:58:33 [Main thread] INFO PatientLevelPrediction fitPythonModel data Y length: 72 with 27 outcomes 2023-08-23 11:58:33 [Main thread] INFO PatientLevelPrediction fitPythonModel ntrees:100 criterion:gini maxDepth:17 minSamplesSplit:5 minSamplesLeaf:1 minWeightFractionLeaf:0 mtries:sqrt maxLeafNodes:null minImpurityDecrease:0 bootstrap:TRUE oobScore:FALSE nJobs:null seed:8011 classWeight:null maxSamples:null 2023-08-23 11:58:33 [Main thread] INFO PatientLevelPrediction fitPythonModel Training model took (mins): 0.00181911786397298 2023-08-23 11:58:33 [Main thread] INFO PatientLevelPrediction Calculating predictions on left out fold set... 2023-08-23 11:58:33 [Main thread] INFO PatientLevelPrediction Fold 3 2023-08-23 11:58:33 [Main thread] INFO PatientLevelPrediction fitPythonModel data X dim: 73x71 2023-08-23 11:58:33 [Main thread] INFO PatientLevelPrediction fitPythonModel data Y length: 73 with 28 outcomes 2023-08-23 11:58:33 [Main thread] INFO PatientLevelPrediction fitPythonModel ntrees:100 criterion:gini maxDepth:17 minSamplesSplit:5 minSamplesLeaf:1 minWeightFractionLeaf:0 mtries:sqrt maxLeafNodes:null minImpurityDecrease:0 bootstrap:TRUE oobScore:FALSE nJobs:null seed:8011 classWeight:null maxSamples:null 2023-08-23 11:58:33 [Main thread] INFO PatientLevelPrediction fitPythonModel Training model took (mins): 0.00191896359125773 2023-08-23 11:58:33 [Main thread] INFO PatientLevelPrediction Calculating predictions on left out fold set... 2023-08-23 11:58:33 [Main thread] INFO PatientLevelPrediction Max fold: 3 2023-08-23 11:58:33 [Main thread] INFO PatientLevelPrediction Fold 1 2023-08-23 11:58:33 [Main thread] INFO PatientLevelPrediction fitPythonModel data X dim: 71x71 2023-08-23 11:58:33 [Main thread] INFO PatientLevelPrediction fitPythonModel data Y length: 71 with 27 outcomes 2023-08-23 11:58:33 [Main thread] INFO PatientLevelPrediction fitPythonModel ntrees:500 criterion:gini maxDepth:17 minSamplesSplit:5 minSamplesLeaf:1 minWeightFractionLeaf:0 mtries:sqrt maxLeafNodes:null minImpurityDecrease:0 bootstrap:TRUE oobScore:FALSE nJobs:null seed:8011 classWeight:null maxSamples:null 2023-08-23 11:58:34 [Main thread] INFO PatientLevelPrediction fitPythonModel Training model took (mins): 0.00805758237838745 2023-08-23 11:58:34 [Main thread] INFO PatientLevelPrediction Calculating predictions on left out fold set... 2023-08-23 11:58:34 [Main thread] INFO PatientLevelPrediction Fold 2 2023-08-23 11:58:34 [Main thread] INFO PatientLevelPrediction fitPythonModel data X dim: 72x71 2023-08-23 11:58:34 [Main thread] INFO PatientLevelPrediction fitPythonModel data Y length: 72 with 27 outcomes 2023-08-23 11:58:34 [Main thread] INFO PatientLevelPrediction fitPythonModel ntrees:500 criterion:gini maxDepth:17 minSamplesSplit:5 minSamplesLeaf:1 minWeightFractionLeaf:0 mtries:sqrt maxLeafNodes:null minImpurityDecrease:0 bootstrap:TRUE oobScore:FALSE nJobs:null seed:8011 classWeight:null maxSamples:null 2023-08-23 11:58:34 [Main thread] INFO PatientLevelPrediction fitPythonModel Training model took (mins): 0.00953586498896281 2023-08-23 11:58:34 [Main thread] INFO PatientLevelPrediction Calculating predictions on left out fold set... 2023-08-23 11:58:34 [Main thread] INFO PatientLevelPrediction Fold 3 2023-08-23 11:58:34 [Main thread] INFO PatientLevelPrediction fitPythonModel data X dim: 73x71 2023-08-23 11:58:34 [Main thread] INFO PatientLevelPrediction fitPythonModel data Y length: 73 with 28 outcomes 2023-08-23 11:58:34 [Main thread] INFO PatientLevelPrediction fitPythonModel ntrees:500 criterion:gini maxDepth:17 minSamplesSplit:5 minSamplesLeaf:1 minWeightFractionLeaf:0 mtries:sqrt maxLeafNodes:null minImpurityDecrease:0 bootstrap:TRUE oobScore:FALSE nJobs:null seed:8011 classWeight:null maxSamples:null 2023-08-23 11:58:35 [Main thread] INFO PatientLevelPrediction fitPythonModel Training model took (mins): 0.00853610038757324 2023-08-23 11:58:35 [Main thread] INFO PatientLevelPrediction Calculating predictions on left out fold set... 2023-08-23 11:58:35 [Main thread] INFO PatientLevelPrediction Max fold: 3 2023-08-23 11:58:35 [Main thread] INFO PatientLevelPrediction Fold 1 2023-08-23 11:58:35 [Main thread] INFO PatientLevelPrediction fitPythonModel data X dim: 71x71 2023-08-23 11:58:35 [Main thread] INFO PatientLevelPrediction fitPythonModel data Y length: 71 with 27 outcomes 2023-08-23 11:58:35 [Main thread] INFO PatientLevelPrediction fitPythonModel ntrees:100 criterion:gini maxDepth:4 minSamplesSplit:2 minSamplesLeaf:10 minWeightFractionLeaf:0 mtries:sqrt maxLeafNodes:null minImpurityDecrease:0 bootstrap:TRUE oobScore:FALSE nJobs:null seed:8011 classWeight:null maxSamples:null 2023-08-23 11:58:35 [Main thread] INFO PatientLevelPrediction fitPythonModel Training model took (mins): 0.00173384745915731 2023-08-23 11:58:35 [Main thread] INFO PatientLevelPrediction Calculating predictions on left out fold set... 2023-08-23 11:58:35 [Main thread] INFO PatientLevelPrediction Fold 2 2023-08-23 11:58:35 [Main thread] INFO PatientLevelPrediction fitPythonModel data X dim: 72x71 2023-08-23 11:58:35 [Main thread] INFO PatientLevelPrediction fitPythonModel data Y length: 72 with 27 outcomes 2023-08-23 11:58:35 [Main thread] INFO PatientLevelPrediction fitPythonModel ntrees:100 criterion:gini maxDepth:4 minSamplesSplit:2 minSamplesLeaf:10 minWeightFractionLeaf:0 mtries:sqrt maxLeafNodes:null minImpurityDecrease:0 bootstrap:TRUE oobScore:FALSE nJobs:null seed:8011 classWeight:null maxSamples:null 2023-08-23 11:58:35 [Main thread] INFO PatientLevelPrediction fitPythonModel Training model took (mins): 0.00186539888381958 2023-08-23 11:58:35 [Main thread] INFO PatientLevelPrediction Calculating predictions on left out fold set... 2023-08-23 11:58:35 [Main thread] INFO PatientLevelPrediction Fold 3 2023-08-23 11:58:35 [Main thread] INFO PatientLevelPrediction fitPythonModel data X dim: 73x71 2023-08-23 11:58:35 [Main thread] INFO PatientLevelPrediction fitPythonModel data Y length: 73 with 28 outcomes 2023-08-23 11:58:35 [Main thread] INFO PatientLevelPrediction fitPythonModel ntrees:100 criterion:gini maxDepth:4 minSamplesSplit:2 minSamplesLeaf:10 minWeightFractionLeaf:0 mtries:sqrt maxLeafNodes:null minImpurityDecrease:0 bootstrap:TRUE oobScore:FALSE nJobs:null seed:8011 classWeight:null maxSamples:null 2023-08-23 11:58:35 [Main thread] INFO PatientLevelPrediction fitPythonModel Training model took (mins): 0.00171798467636108 2023-08-23 11:58:35 [Main thread] INFO PatientLevelPrediction Calculating predictions on left out fold set... 2023-08-23 11:58:35 [Main thread] INFO PatientLevelPrediction Max fold: 3 2023-08-23 11:58:35 [Main thread] INFO PatientLevelPrediction Fold 1 2023-08-23 11:58:35 [Main thread] INFO PatientLevelPrediction fitPythonModel data X dim: 71x71 2023-08-23 11:58:35 [Main thread] INFO PatientLevelPrediction fitPythonModel data Y length: 71 with 27 outcomes 2023-08-23 11:58:35 [Main thread] INFO PatientLevelPrediction fitPythonModel ntrees:500 criterion:gini maxDepth:4 minSamplesSplit:2 minSamplesLeaf:10 minWeightFractionLeaf:0 mtries:sqrt maxLeafNodes:null minImpurityDecrease:0 bootstrap:TRUE oobScore:FALSE nJobs:null seed:8011 classWeight:null maxSamples:null 2023-08-23 11:58:36 [Main thread] INFO PatientLevelPrediction fitPythonModel Training model took (mins): 0.00738261540730794 2023-08-23 11:58:36 [Main thread] INFO PatientLevelPrediction Calculating predictions on left out fold set... 2023-08-23 11:58:36 [Main thread] INFO PatientLevelPrediction Fold 2 2023-08-23 11:58:36 [Main thread] INFO PatientLevelPrediction fitPythonModel data X dim: 72x71 2023-08-23 11:58:36 [Main thread] INFO PatientLevelPrediction fitPythonModel data Y length: 72 with 27 outcomes 2023-08-23 11:58:36 [Main thread] INFO PatientLevelPrediction fitPythonModel ntrees:500 criterion:gini maxDepth:4 minSamplesSplit:2 minSamplesLeaf:10 minWeightFractionLeaf:0 mtries:sqrt maxLeafNodes:null minImpurityDecrease:0 bootstrap:TRUE oobScore:FALSE nJobs:null seed:8011 classWeight:null maxSamples:null 2023-08-23 11:58:36 [Main thread] INFO PatientLevelPrediction fitPythonModel Training model took (mins): 0.00709718465805054 2023-08-23 11:58:36 [Main thread] INFO PatientLevelPrediction Calculating predictions on left out fold set... 2023-08-23 11:58:36 [Main thread] INFO PatientLevelPrediction Fold 3 2023-08-23 11:58:36 [Main thread] INFO PatientLevelPrediction fitPythonModel data X dim: 73x71 2023-08-23 11:58:36 [Main thread] INFO PatientLevelPrediction fitPythonModel data Y length: 73 with 28 outcomes 2023-08-23 11:58:36 [Main thread] INFO PatientLevelPrediction fitPythonModel ntrees:500 criterion:gini maxDepth:4 minSamplesSplit:2 minSamplesLeaf:10 minWeightFractionLeaf:0 mtries:sqrt maxLeafNodes:null minImpurityDecrease:0 bootstrap:TRUE oobScore:FALSE nJobs:null seed:8011 classWeight:null maxSamples:null 2023-08-23 11:58:37 [Main thread] INFO PatientLevelPrediction fitPythonModel Training model took (mins): 0.00708763599395752 2023-08-23 11:58:37 [Main thread] INFO PatientLevelPrediction Calculating predictions on left out fold set... 2023-08-23 11:58:37 [Main thread] INFO PatientLevelPrediction Max fold: 3 2023-08-23 11:58:37 [Main thread] INFO PatientLevelPrediction Fold 1 2023-08-23 11:58:37 [Main thread] INFO PatientLevelPrediction fitPythonModel data X dim: 71x71 2023-08-23 11:58:37 [Main thread] INFO PatientLevelPrediction fitPythonModel data Y length: 71 with 27 outcomes 2023-08-23 11:58:37 [Main thread] INFO PatientLevelPrediction fitPythonModel ntrees:100 criterion:gini maxDepth:10 minSamplesSplit:2 minSamplesLeaf:10 minWeightFractionLeaf:0 mtries:sqrt maxLeafNodes:null minImpurityDecrease:0 bootstrap:TRUE oobScore:FALSE nJobs:null seed:8011 classWeight:null maxSamples:null 2023-08-23 11:58:37 [Main thread] INFO PatientLevelPrediction fitPythonModel Training model took (mins): 0.00163385073343913 2023-08-23 11:58:37 [Main thread] INFO PatientLevelPrediction Calculating predictions on left out fold set... 2023-08-23 11:58:37 [Main thread] INFO PatientLevelPrediction Fold 2 2023-08-23 11:58:37 [Main thread] INFO PatientLevelPrediction fitPythonModel data X dim: 72x71 2023-08-23 11:58:37 [Main thread] INFO PatientLevelPrediction fitPythonModel data Y length: 72 with 27 outcomes 2023-08-23 11:58:37 [Main thread] INFO PatientLevelPrediction fitPythonModel ntrees:100 criterion:gini maxDepth:10 minSamplesSplit:2 minSamplesLeaf:10 minWeightFractionLeaf:0 mtries:sqrt maxLeafNodes:null minImpurityDecrease:0 bootstrap:TRUE oobScore:FALSE nJobs:null seed:8011 classWeight:null maxSamples:null 2023-08-23 11:58:37 [Main thread] INFO PatientLevelPrediction fitPythonModel Training model took (mins): 0.00152660210927327 2023-08-23 11:58:37 [Main thread] INFO PatientLevelPrediction Calculating predictions on left out fold set... 2023-08-23 11:58:37 [Main thread] INFO PatientLevelPrediction Fold 3 2023-08-23 11:58:37 [Main thread] INFO PatientLevelPrediction fitPythonModel data X dim: 73x71 2023-08-23 11:58:37 [Main thread] INFO PatientLevelPrediction fitPythonModel data Y length: 73 with 28 outcomes 2023-08-23 11:58:37 [Main thread] INFO PatientLevelPrediction fitPythonModel ntrees:100 criterion:gini maxDepth:10 minSamplesSplit:2 minSamplesLeaf:10 minWeightFractionLeaf:0 mtries:sqrt maxLeafNodes:null minImpurityDecrease:0 bootstrap:TRUE oobScore:FALSE nJobs:null seed:8011 classWeight:null maxSamples:null 2023-08-23 11:58:37 [Main thread] INFO PatientLevelPrediction fitPythonModel Training model took (mins): 0.00168208281199137 2023-08-23 11:58:37 [Main thread] INFO PatientLevelPrediction Calculating predictions on left out fold set... 2023-08-23 11:58:37 [Main thread] INFO PatientLevelPrediction Max fold: 3 2023-08-23 11:58:37 [Main thread] INFO PatientLevelPrediction Fold 1 2023-08-23 11:58:37 [Main thread] INFO PatientLevelPrediction fitPythonModel data X dim: 71x71 2023-08-23 11:58:37 [Main thread] INFO PatientLevelPrediction fitPythonModel data Y length: 71 with 27 outcomes 2023-08-23 11:58:37 [Main thread] INFO PatientLevelPrediction fitPythonModel ntrees:500 criterion:gini maxDepth:10 minSamplesSplit:2 minSamplesLeaf:10 minWeightFractionLeaf:0 mtries:sqrt maxLeafNodes:null minImpurityDecrease:0 bootstrap:TRUE oobScore:FALSE nJobs:null seed:8011 classWeight:null maxSamples:null 2023-08-23 11:58:38 [Main thread] INFO PatientLevelPrediction fitPythonModel Training model took (mins): 0.00657519896825155 2023-08-23 11:58:38 [Main thread] INFO PatientLevelPrediction Calculating predictions on left out fold set... 2023-08-23 11:58:38 [Main thread] INFO PatientLevelPrediction Fold 2 2023-08-23 11:58:38 [Main thread] INFO PatientLevelPrediction fitPythonModel data X dim: 72x71 2023-08-23 11:58:38 [Main thread] INFO PatientLevelPrediction fitPythonModel data Y length: 72 with 27 outcomes 2023-08-23 11:58:38 [Main thread] INFO PatientLevelPrediction fitPythonModel ntrees:500 criterion:gini maxDepth:10 minSamplesSplit:2 minSamplesLeaf:10 minWeightFractionLeaf:0 mtries:sqrt maxLeafNodes:null minImpurityDecrease:0 bootstrap:TRUE oobScore:FALSE nJobs:null seed:8011 classWeight:null maxSamples:null 2023-08-23 11:58:38 [Main thread] INFO PatientLevelPrediction fitPythonModel Training model took (mins): 0.00669410228729248 2023-08-23 11:58:38 [Main thread] INFO PatientLevelPrediction Calculating predictions on left out fold set... 2023-08-23 11:58:38 [Main thread] INFO PatientLevelPrediction Fold 3 2023-08-23 11:58:38 [Main thread] INFO PatientLevelPrediction fitPythonModel data X dim: 73x71 2023-08-23 11:58:38 [Main thread] INFO PatientLevelPrediction fitPythonModel data Y length: 73 with 28 outcomes 2023-08-23 11:58:38 [Main thread] INFO PatientLevelPrediction fitPythonModel ntrees:500 criterion:gini maxDepth:10 minSamplesSplit:2 minSamplesLeaf:10 minWeightFractionLeaf:0 mtries:sqrt maxLeafNodes:null minImpurityDecrease:0 bootstrap:TRUE oobScore:FALSE nJobs:null seed:8011 classWeight:null maxSamples:null 2023-08-23 11:58:38 [Main thread] INFO PatientLevelPrediction fitPythonModel Training model took (mins): 0.00686080058415731 2023-08-23 11:58:38 [Main thread] INFO PatientLevelPrediction Calculating predictions on left out fold set... 2023-08-23 11:58:38 [Main thread] INFO PatientLevelPrediction Max fold: 3 2023-08-23 11:58:38 [Main thread] INFO PatientLevelPrediction Fold 1 2023-08-23 11:58:38 [Main thread] INFO PatientLevelPrediction fitPythonModel data X dim: 71x71 2023-08-23 11:58:38 [Main thread] INFO PatientLevelPrediction fitPythonModel data Y length: 71 with 27 outcomes 2023-08-23 11:58:38 [Main thread] INFO PatientLevelPrediction fitPythonModel ntrees:100 criterion:gini maxDepth:17 minSamplesSplit:2 minSamplesLeaf:10 minWeightFractionLeaf:0 mtries:sqrt maxLeafNodes:null minImpurityDecrease:0 bootstrap:TRUE oobScore:FALSE nJobs:null seed:8011 classWeight:null maxSamples:null 2023-08-23 11:58:39 [Main thread] INFO PatientLevelPrediction fitPythonModel Training model took (mins): 0.00156413316726685 2023-08-23 11:58:39 [Main thread] INFO PatientLevelPrediction Calculating predictions on left out fold set... 2023-08-23 11:58:39 [Main thread] INFO PatientLevelPrediction Fold 2 2023-08-23 11:58:39 [Main thread] INFO PatientLevelPrediction fitPythonModel data X dim: 72x71 2023-08-23 11:58:39 [Main thread] INFO PatientLevelPrediction fitPythonModel data Y length: 72 with 27 outcomes 2023-08-23 11:58:39 [Main thread] INFO PatientLevelPrediction fitPythonModel ntrees:100 criterion:gini maxDepth:17 minSamplesSplit:2 minSamplesLeaf:10 minWeightFractionLeaf:0 mtries:sqrt maxLeafNodes:null minImpurityDecrease:0 bootstrap:TRUE oobScore:FALSE nJobs:null seed:8011 classWeight:null maxSamples:null 2023-08-23 11:58:39 [Main thread] INFO PatientLevelPrediction fitPythonModel Training model took (mins): 0.00158154964447021 2023-08-23 11:58:39 [Main thread] INFO PatientLevelPrediction Calculating predictions on left out fold set... 2023-08-23 11:58:39 [Main thread] INFO PatientLevelPrediction Fold 3 2023-08-23 11:58:39 [Main thread] INFO PatientLevelPrediction fitPythonModel data X dim: 73x71 2023-08-23 11:58:39 [Main thread] INFO PatientLevelPrediction fitPythonModel data Y length: 73 with 28 outcomes 2023-08-23 11:58:39 [Main thread] INFO PatientLevelPrediction fitPythonModel ntrees:100 criterion:gini maxDepth:17 minSamplesSplit:2 minSamplesLeaf:10 minWeightFractionLeaf:0 mtries:sqrt maxLeafNodes:null minImpurityDecrease:0 bootstrap:TRUE oobScore:FALSE nJobs:null seed:8011 classWeight:null maxSamples:null 2023-08-23 11:58:39 [Main thread] INFO PatientLevelPrediction fitPythonModel Training model took (mins): 0.00167376597722371 2023-08-23 11:58:39 [Main thread] INFO PatientLevelPrediction Calculating predictions on left out fold set... 2023-08-23 11:58:39 [Main thread] INFO PatientLevelPrediction Max fold: 3 2023-08-23 11:58:39 [Main thread] INFO PatientLevelPrediction Fold 1 2023-08-23 11:58:39 [Main thread] INFO PatientLevelPrediction fitPythonModel data X dim: 71x71 2023-08-23 11:58:39 [Main thread] INFO PatientLevelPrediction fitPythonModel data Y length: 71 with 27 outcomes 2023-08-23 11:58:39 [Main thread] INFO PatientLevelPrediction fitPythonModel ntrees:500 criterion:gini maxDepth:17 minSamplesSplit:2 minSamplesLeaf:10 minWeightFractionLeaf:0 mtries:sqrt maxLeafNodes:null minImpurityDecrease:0 bootstrap:TRUE oobScore:FALSE nJobs:null seed:8011 classWeight:null maxSamples:null 2023-08-23 11:58:39 [Main thread] INFO PatientLevelPrediction fitPythonModel Training model took (mins): 0.00666143496831258 2023-08-23 11:58:39 [Main thread] INFO PatientLevelPrediction Calculating predictions on left out fold set... 2023-08-23 11:58:39 [Main thread] INFO PatientLevelPrediction Fold 2 2023-08-23 11:58:39 [Main thread] INFO PatientLevelPrediction fitPythonModel data X dim: 72x71 2023-08-23 11:58:39 [Main thread] INFO PatientLevelPrediction fitPythonModel data Y length: 72 with 27 outcomes 2023-08-23 11:58:39 [Main thread] INFO PatientLevelPrediction fitPythonModel ntrees:500 criterion:gini maxDepth:17 minSamplesSplit:2 minSamplesLeaf:10 minWeightFractionLeaf:0 mtries:sqrt maxLeafNodes:null minImpurityDecrease:0 bootstrap:TRUE oobScore:FALSE nJobs:null seed:8011 classWeight:null maxSamples:null 2023-08-23 11:58:40 [Main thread] INFO PatientLevelPrediction fitPythonModel Training model took (mins): 0.00679793357849121 2023-08-23 11:58:40 [Main thread] INFO PatientLevelPrediction Calculating predictions on left out fold set... 2023-08-23 11:58:40 [Main thread] INFO PatientLevelPrediction Fold 3 2023-08-23 11:58:40 [Main thread] INFO PatientLevelPrediction fitPythonModel data X dim: 73x71 2023-08-23 11:58:40 [Main thread] INFO PatientLevelPrediction fitPythonModel data Y length: 73 with 28 outcomes 2023-08-23 11:58:40 [Main thread] INFO PatientLevelPrediction fitPythonModel ntrees:500 criterion:gini maxDepth:17 minSamplesSplit:2 minSamplesLeaf:10 minWeightFractionLeaf:0 mtries:sqrt maxLeafNodes:null minImpurityDecrease:0 bootstrap:TRUE oobScore:FALSE nJobs:null seed:8011 classWeight:null maxSamples:null 2023-08-23 11:58:40 [Main thread] INFO PatientLevelPrediction fitPythonModel Training model took (mins): 0.00697281757990519 2023-08-23 11:58:40 [Main thread] INFO PatientLevelPrediction Calculating predictions on left out fold set... 2023-08-23 11:58:40 [Main thread] INFO PatientLevelPrediction Max fold: 3 2023-08-23 11:58:40 [Main thread] INFO PatientLevelPrediction Fold 1 2023-08-23 11:58:40 [Main thread] INFO PatientLevelPrediction fitPythonModel data X dim: 71x71 2023-08-23 11:58:40 [Main thread] INFO PatientLevelPrediction fitPythonModel data Y length: 71 with 27 outcomes 2023-08-23 11:58:40 [Main thread] INFO PatientLevelPrediction fitPythonModel ntrees:100 criterion:gini maxDepth:4 minSamplesSplit:5 minSamplesLeaf:10 minWeightFractionLeaf:0 mtries:sqrt maxLeafNodes:null minImpurityDecrease:0 bootstrap:TRUE oobScore:FALSE nJobs:null seed:8011 classWeight:null maxSamples:null 2023-08-23 11:58:40 [Main thread] INFO PatientLevelPrediction fitPythonModel Training model took (mins): 0.00163489977518717 2023-08-23 11:58:40 [Main thread] INFO PatientLevelPrediction Calculating predictions on left out fold set... 2023-08-23 11:58:40 [Main thread] INFO PatientLevelPrediction Fold 2 2023-08-23 11:58:40 [Main thread] INFO PatientLevelPrediction fitPythonModel data X dim: 72x71 2023-08-23 11:58:40 [Main thread] INFO PatientLevelPrediction fitPythonModel data Y length: 72 with 27 outcomes 2023-08-23 11:58:40 [Main thread] INFO PatientLevelPrediction fitPythonModel ntrees:100 criterion:gini maxDepth:4 minSamplesSplit:5 minSamplesLeaf:10 minWeightFractionLeaf:0 mtries:sqrt maxLeafNodes:null minImpurityDecrease:0 bootstrap:TRUE oobScore:FALSE nJobs:null seed:8011 classWeight:null maxSamples:null 2023-08-23 11:58:40 [Main thread] INFO PatientLevelPrediction fitPythonModel Training model took (mins): 0.00231476624806722 2023-08-23 11:58:40 [Main thread] INFO PatientLevelPrediction Calculating predictions on left out fold set... 2023-08-23 11:58:40 [Main thread] INFO PatientLevelPrediction Fold 3 2023-08-23 11:58:40 [Main thread] INFO PatientLevelPrediction fitPythonModel data X dim: 73x71 2023-08-23 11:58:40 [Main thread] INFO PatientLevelPrediction fitPythonModel data Y length: 73 with 28 outcomes 2023-08-23 11:58:40 [Main thread] INFO PatientLevelPrediction fitPythonModel ntrees:100 criterion:gini maxDepth:4 minSamplesSplit:5 minSamplesLeaf:10 minWeightFractionLeaf:0 mtries:sqrt maxLeafNodes:null minImpurityDecrease:0 bootstrap:TRUE oobScore:FALSE nJobs:null seed:8011 classWeight:null maxSamples:null 2023-08-23 11:58:40 [Main thread] INFO PatientLevelPrediction fitPythonModel Training model took (mins): 0.00164126952489217 2023-08-23 11:58:40 [Main thread] INFO PatientLevelPrediction Calculating predictions on left out fold set... 2023-08-23 11:58:41 [Main thread] INFO PatientLevelPrediction Max fold: 3 2023-08-23 11:58:41 [Main thread] INFO PatientLevelPrediction Fold 1 2023-08-23 11:58:41 [Main thread] INFO PatientLevelPrediction fitPythonModel data X dim: 71x71 2023-08-23 11:58:41 [Main thread] INFO PatientLevelPrediction fitPythonModel data Y length: 71 with 27 outcomes 2023-08-23 11:58:41 [Main thread] INFO PatientLevelPrediction fitPythonModel ntrees:500 criterion:gini maxDepth:4 minSamplesSplit:5 minSamplesLeaf:10 minWeightFractionLeaf:0 mtries:sqrt maxLeafNodes:null minImpurityDecrease:0 bootstrap:TRUE oobScore:FALSE nJobs:null seed:8011 classWeight:null maxSamples:null 2023-08-23 11:58:41 [Main thread] INFO PatientLevelPrediction fitPythonModel Training model took (mins): 0.00695240100224813 2023-08-23 11:58:41 [Main thread] INFO PatientLevelPrediction Calculating predictions on left out fold set... 2023-08-23 11:58:41 [Main thread] INFO PatientLevelPrediction Fold 2 2023-08-23 11:58:41 [Main thread] INFO PatientLevelPrediction fitPythonModel data X dim: 72x71 2023-08-23 11:58:41 [Main thread] INFO PatientLevelPrediction fitPythonModel data Y length: 72 with 27 outcomes 2023-08-23 11:58:41 [Main thread] INFO PatientLevelPrediction fitPythonModel ntrees:500 criterion:gini maxDepth:4 minSamplesSplit:5 minSamplesLeaf:10 minWeightFractionLeaf:0 mtries:sqrt maxLeafNodes:null minImpurityDecrease:0 bootstrap:TRUE oobScore:FALSE nJobs:null seed:8011 classWeight:null maxSamples:null 2023-08-23 11:58:41 [Main thread] INFO PatientLevelPrediction fitPythonModel Training model took (mins): 0.00724528630574544 2023-08-23 11:58:41 [Main thread] INFO PatientLevelPrediction Calculating predictions on left out fold set... 2023-08-23 11:58:41 [Main thread] INFO PatientLevelPrediction Fold 3 2023-08-23 11:58:41 [Main thread] INFO PatientLevelPrediction fitPythonModel data X dim: 73x71 2023-08-23 11:58:41 [Main thread] INFO PatientLevelPrediction fitPythonModel data Y length: 73 with 28 outcomes 2023-08-23 11:58:41 [Main thread] INFO PatientLevelPrediction fitPythonModel ntrees:500 criterion:gini maxDepth:4 minSamplesSplit:5 minSamplesLeaf:10 minWeightFractionLeaf:0 mtries:sqrt maxLeafNodes:null minImpurityDecrease:0 bootstrap:TRUE oobScore:FALSE nJobs:null seed:8011 classWeight:null maxSamples:null 2023-08-23 11:58:42 [Main thread] INFO PatientLevelPrediction fitPythonModel Training model took (mins): 0.00696794986724854 2023-08-23 11:58:42 [Main thread] INFO PatientLevelPrediction Calculating predictions on left out fold set... 2023-08-23 11:58:42 [Main thread] INFO PatientLevelPrediction Max fold: 3 2023-08-23 11:58:42 [Main thread] INFO PatientLevelPrediction Fold 1 2023-08-23 11:58:42 [Main thread] INFO PatientLevelPrediction fitPythonModel data X dim: 71x71 2023-08-23 11:58:42 [Main thread] INFO PatientLevelPrediction fitPythonModel data Y length: 71 with 27 outcomes 2023-08-23 11:58:42 [Main thread] INFO PatientLevelPrediction fitPythonModel ntrees:100 criterion:gini maxDepth:10 minSamplesSplit:5 minSamplesLeaf:10 minWeightFractionLeaf:0 mtries:sqrt maxLeafNodes:null minImpurityDecrease:0 bootstrap:TRUE oobScore:FALSE nJobs:null seed:8011 classWeight:null maxSamples:null 2023-08-23 11:58:42 [Main thread] INFO PatientLevelPrediction fitPythonModel Training model took (mins): 0.00169898668924967 2023-08-23 11:58:42 [Main thread] INFO PatientLevelPrediction Calculating predictions on left out fold set... 2023-08-23 11:58:42 [Main thread] INFO PatientLevelPrediction Fold 2 2023-08-23 11:58:42 [Main thread] INFO PatientLevelPrediction fitPythonModel data X dim: 72x71 2023-08-23 11:58:42 [Main thread] INFO PatientLevelPrediction fitPythonModel data Y length: 72 with 27 outcomes 2023-08-23 11:58:42 [Main thread] INFO PatientLevelPrediction fitPythonModel ntrees:100 criterion:gini maxDepth:10 minSamplesSplit:5 minSamplesLeaf:10 minWeightFractionLeaf:0 mtries:sqrt maxLeafNodes:null minImpurityDecrease:0 bootstrap:TRUE oobScore:FALSE nJobs:null seed:8011 classWeight:null maxSamples:null 2023-08-23 11:58:42 [Main thread] INFO PatientLevelPrediction fitPythonModel Training model took (mins): 0.00154983202616374 2023-08-23 11:58:42 [Main thread] INFO PatientLevelPrediction Calculating predictions on left out fold set... 2023-08-23 11:58:42 [Main thread] INFO PatientLevelPrediction Fold 3 2023-08-23 11:58:42 [Main thread] INFO PatientLevelPrediction fitPythonModel data X dim: 73x71 2023-08-23 11:58:42 [Main thread] INFO PatientLevelPrediction fitPythonModel data Y length: 73 with 28 outcomes 2023-08-23 11:58:42 [Main thread] INFO PatientLevelPrediction fitPythonModel ntrees:100 criterion:gini maxDepth:10 minSamplesSplit:5 minSamplesLeaf:10 minWeightFractionLeaf:0 mtries:sqrt maxLeafNodes:null minImpurityDecrease:0 bootstrap:TRUE oobScore:FALSE nJobs:null seed:8011 classWeight:null maxSamples:null 2023-08-23 11:58:42 [Main thread] INFO PatientLevelPrediction fitPythonModel Training model took (mins): 0.00164669752120972 2023-08-23 11:58:42 [Main thread] INFO PatientLevelPrediction Calculating predictions on left out fold set... 2023-08-23 11:58:42 [Main thread] INFO PatientLevelPrediction Max fold: 3 2023-08-23 11:58:42 [Main thread] INFO PatientLevelPrediction Fold 1 2023-08-23 11:58:42 [Main thread] INFO PatientLevelPrediction fitPythonModel data X dim: 71x71 2023-08-23 11:58:42 [Main thread] INFO PatientLevelPrediction fitPythonModel data Y length: 71 with 27 outcomes 2023-08-23 11:58:42 [Main thread] INFO PatientLevelPrediction fitPythonModel ntrees:500 criterion:gini maxDepth:10 minSamplesSplit:5 minSamplesLeaf:10 minWeightFractionLeaf:0 mtries:sqrt maxLeafNodes:null minImpurityDecrease:0 bootstrap:TRUE oobScore:FALSE nJobs:null seed:8011 classWeight:null maxSamples:null 2023-08-23 11:58:43 [Main thread] INFO PatientLevelPrediction fitPythonModel Training model took (mins): 0.00702375173568726 2023-08-23 11:58:43 [Main thread] INFO PatientLevelPrediction Calculating predictions on left out fold set... 2023-08-23 11:58:43 [Main thread] INFO PatientLevelPrediction Fold 2 2023-08-23 11:58:43 [Main thread] INFO PatientLevelPrediction fitPythonModel data X dim: 72x71 2023-08-23 11:58:43 [Main thread] INFO PatientLevelPrediction fitPythonModel data Y length: 72 with 27 outcomes 2023-08-23 11:58:43 [Main thread] INFO PatientLevelPrediction fitPythonModel ntrees:500 criterion:gini maxDepth:10 minSamplesSplit:5 minSamplesLeaf:10 minWeightFractionLeaf:0 mtries:sqrt maxLeafNodes:null minImpurityDecrease:0 bootstrap:TRUE oobScore:FALSE nJobs:null seed:8011 classWeight:null maxSamples:null 2023-08-23 11:58:43 [Main thread] INFO PatientLevelPrediction fitPythonModel Training model took (mins): 0.00783220132191976 2023-08-23 11:58:43 [Main thread] INFO PatientLevelPrediction Calculating predictions on left out fold set... 2023-08-23 11:58:43 [Main thread] INFO PatientLevelPrediction Fold 3 2023-08-23 11:58:43 [Main thread] INFO PatientLevelPrediction fitPythonModel data X dim: 73x71 2023-08-23 11:58:43 [Main thread] INFO PatientLevelPrediction fitPythonModel data Y length: 73 with 28 outcomes 2023-08-23 11:58:43 [Main thread] INFO PatientLevelPrediction fitPythonModel ntrees:500 criterion:gini maxDepth:10 minSamplesSplit:5 minSamplesLeaf:10 minWeightFractionLeaf:0 mtries:sqrt maxLeafNodes:null minImpurityDecrease:0 bootstrap:TRUE oobScore:FALSE nJobs:null seed:8011 classWeight:null maxSamples:null 2023-08-23 11:58:44 [Main thread] INFO PatientLevelPrediction fitPythonModel Training model took (mins): 0.00746539831161499 2023-08-23 11:58:44 [Main thread] INFO PatientLevelPrediction Calculating predictions on left out fold set... 2023-08-23 11:58:44 [Main thread] INFO PatientLevelPrediction Max fold: 3 2023-08-23 11:58:44 [Main thread] INFO PatientLevelPrediction Fold 1 2023-08-23 11:58:44 [Main thread] INFO PatientLevelPrediction fitPythonModel data X dim: 71x71 2023-08-23 11:58:44 [Main thread] INFO PatientLevelPrediction fitPythonModel data Y length: 71 with 27 outcomes 2023-08-23 11:58:44 [Main thread] INFO PatientLevelPrediction fitPythonModel ntrees:100 criterion:gini maxDepth:17 minSamplesSplit:5 minSamplesLeaf:10 minWeightFractionLeaf:0 mtries:sqrt maxLeafNodes:null minImpurityDecrease:0 bootstrap:TRUE oobScore:FALSE nJobs:null seed:8011 classWeight:null maxSamples:null 2023-08-23 11:58:44 [Main thread] INFO PatientLevelPrediction fitPythonModel Training model took (mins): 0.00164811611175537 2023-08-23 11:58:44 [Main thread] INFO PatientLevelPrediction Calculating predictions on left out fold set... 2023-08-23 11:58:44 [Main thread] INFO PatientLevelPrediction Fold 2 2023-08-23 11:58:44 [Main thread] INFO PatientLevelPrediction fitPythonModel data X dim: 72x71 2023-08-23 11:58:44 [Main thread] INFO PatientLevelPrediction fitPythonModel data Y length: 72 with 27 outcomes 2023-08-23 11:58:44 [Main thread] INFO PatientLevelPrediction fitPythonModel ntrees:100 criterion:gini maxDepth:17 minSamplesSplit:5 minSamplesLeaf:10 minWeightFractionLeaf:0 mtries:sqrt maxLeafNodes:null minImpurityDecrease:0 bootstrap:TRUE oobScore:FALSE nJobs:null seed:8011 classWeight:null maxSamples:null 2023-08-23 11:58:44 [Main thread] INFO PatientLevelPrediction fitPythonModel Training model took (mins): 0.00155911842981974 2023-08-23 11:58:44 [Main thread] INFO PatientLevelPrediction Calculating predictions on left out fold set... 2023-08-23 11:58:44 [Main thread] INFO PatientLevelPrediction Fold 3 2023-08-23 11:58:44 [Main thread] INFO PatientLevelPrediction fitPythonModel data X dim: 73x71 2023-08-23 11:58:44 [Main thread] INFO PatientLevelPrediction fitPythonModel data Y length: 73 with 28 outcomes 2023-08-23 11:58:44 [Main thread] INFO PatientLevelPrediction fitPythonModel ntrees:100 criterion:gini maxDepth:17 minSamplesSplit:5 minSamplesLeaf:10 minWeightFractionLeaf:0 mtries:sqrt maxLeafNodes:null minImpurityDecrease:0 bootstrap:TRUE oobScore:FALSE nJobs:null seed:8011 classWeight:null maxSamples:null 2023-08-23 11:58:44 [Main thread] INFO PatientLevelPrediction fitPythonModel Training model took (mins): 0.00150811672210693 2023-08-23 11:58:44 [Main thread] INFO PatientLevelPrediction Calculating predictions on left out fold set... 2023-08-23 11:58:44 [Main thread] INFO PatientLevelPrediction Max fold: 3 2023-08-23 11:58:44 [Main thread] INFO PatientLevelPrediction Fold 1 2023-08-23 11:58:44 [Main thread] INFO PatientLevelPrediction fitPythonModel data X dim: 71x71 2023-08-23 11:58:44 [Main thread] INFO PatientLevelPrediction fitPythonModel data Y length: 71 with 27 outcomes 2023-08-23 11:58:44 [Main thread] INFO PatientLevelPrediction fitPythonModel ntrees:500 criterion:gini maxDepth:17 minSamplesSplit:5 minSamplesLeaf:10 minWeightFractionLeaf:0 mtries:sqrt maxLeafNodes:null minImpurityDecrease:0 bootstrap:TRUE oobScore:FALSE nJobs:null seed:8011 classWeight:null maxSamples:null 2023-08-23 11:58:45 [Main thread] INFO PatientLevelPrediction fitPythonModel Training model took (mins): 0.00770729780197144 2023-08-23 11:58:45 [Main thread] INFO PatientLevelPrediction Calculating predictions on left out fold set... 2023-08-23 11:58:45 [Main thread] INFO PatientLevelPrediction Fold 2 2023-08-23 11:58:45 [Main thread] INFO PatientLevelPrediction fitPythonModel data X dim: 72x71 2023-08-23 11:58:45 [Main thread] INFO PatientLevelPrediction fitPythonModel data Y length: 72 with 27 outcomes 2023-08-23 11:58:45 [Main thread] INFO PatientLevelPrediction fitPythonModel ntrees:500 criterion:gini maxDepth:17 minSamplesSplit:5 minSamplesLeaf:10 minWeightFractionLeaf:0 mtries:sqrt maxLeafNodes:null minImpurityDecrease:0 bootstrap:TRUE oobScore:FALSE nJobs:null seed:8011 classWeight:null maxSamples:null 2023-08-23 11:58:45 [Main thread] INFO PatientLevelPrediction fitPythonModel Training model took (mins): 0.0077116330464681 2023-08-23 11:58:45 [Main thread] INFO PatientLevelPrediction Calculating predictions on left out fold set... 2023-08-23 11:58:45 [Main thread] INFO PatientLevelPrediction Fold 3 2023-08-23 11:58:45 [Main thread] INFO PatientLevelPrediction fitPythonModel data X dim: 73x71 2023-08-23 11:58:45 [Main thread] INFO PatientLevelPrediction fitPythonModel data Y length: 73 with 28 outcomes 2023-08-23 11:58:45 [Main thread] INFO PatientLevelPrediction fitPythonModel ntrees:500 criterion:gini maxDepth:17 minSamplesSplit:5 minSamplesLeaf:10 minWeightFractionLeaf:0 mtries:sqrt maxLeafNodes:null minImpurityDecrease:0 bootstrap:TRUE oobScore:FALSE nJobs:null seed:8011 classWeight:null maxSamples:null 2023-08-23 11:58:46 [Main thread] INFO PatientLevelPrediction fitPythonModel Training model took (mins): 0.00737138191858927 2023-08-23 11:58:46 [Main thread] INFO PatientLevelPrediction Calculating predictions on left out fold set... 2023-08-23 11:58:46 [Main thread] INFO PatientLevelPrediction Max fold: 3 2023-08-23 11:58:46 [Main thread] INFO PatientLevelPrediction Fold 1 2023-08-23 11:58:46 [Main thread] INFO PatientLevelPrediction fitPythonModel data X dim: 71x71 2023-08-23 11:58:46 [Main thread] INFO PatientLevelPrediction fitPythonModel data Y length: 71 with 27 outcomes 2023-08-23 11:58:46 [Main thread] INFO PatientLevelPrediction fitPythonModel ntrees:100 criterion:gini maxDepth:4 minSamplesSplit:2 minSamplesLeaf:1 minWeightFractionLeaf:0 mtries:log2 maxLeafNodes:null minImpurityDecrease:0 bootstrap:TRUE oobScore:FALSE nJobs:null seed:8011 classWeight:null maxSamples:null 2023-08-23 11:58:46 [Main thread] INFO PatientLevelPrediction fitPythonModel Training model took (mins): 0.0018080989519755 2023-08-23 11:58:46 [Main thread] INFO PatientLevelPrediction Calculating predictions on left out fold set... 2023-08-23 11:58:46 [Main thread] INFO PatientLevelPrediction Fold 2 2023-08-23 11:58:46 [Main thread] INFO PatientLevelPrediction fitPythonModel data X dim: 72x71 2023-08-23 11:58:46 [Main thread] INFO PatientLevelPrediction fitPythonModel data Y length: 72 with 27 outcomes 2023-08-23 11:58:46 [Main thread] INFO PatientLevelPrediction fitPythonModel ntrees:100 criterion:gini maxDepth:4 minSamplesSplit:2 minSamplesLeaf:1 minWeightFractionLeaf:0 mtries:log2 maxLeafNodes:null minImpurityDecrease:0 bootstrap:TRUE oobScore:FALSE nJobs:null seed:8011 classWeight:null maxSamples:null 2023-08-23 11:58:46 [Main thread] INFO PatientLevelPrediction fitPythonModel Training model took (mins): 0.00183998346328735 2023-08-23 11:58:46 [Main thread] INFO PatientLevelPrediction Calculating predictions on left out fold set... 2023-08-23 11:58:46 [Main thread] INFO PatientLevelPrediction Fold 3 2023-08-23 11:58:46 [Main thread] INFO PatientLevelPrediction fitPythonModel data X dim: 73x71 2023-08-23 11:58:46 [Main thread] INFO PatientLevelPrediction fitPythonModel data Y length: 73 with 28 outcomes 2023-08-23 11:58:46 [Main thread] INFO PatientLevelPrediction fitPythonModel ntrees:100 criterion:gini maxDepth:4 minSamplesSplit:2 minSamplesLeaf:1 minWeightFractionLeaf:0 mtries:log2 maxLeafNodes:null minImpurityDecrease:0 bootstrap:TRUE oobScore:FALSE nJobs:null seed:8011 classWeight:null maxSamples:null 2023-08-23 11:58:46 [Main thread] INFO PatientLevelPrediction fitPythonModel Training model took (mins): 0.00178039868672689 2023-08-23 11:58:46 [Main thread] INFO PatientLevelPrediction Calculating predictions on left out fold set... 2023-08-23 11:58:46 [Main thread] INFO PatientLevelPrediction Max fold: 3 2023-08-23 11:58:46 [Main thread] INFO PatientLevelPrediction Fold 1 2023-08-23 11:58:46 [Main thread] INFO PatientLevelPrediction fitPythonModel data X dim: 71x71 2023-08-23 11:58:46 [Main thread] INFO PatientLevelPrediction fitPythonModel data Y length: 71 with 27 outcomes 2023-08-23 11:58:46 [Main thread] INFO PatientLevelPrediction fitPythonModel ntrees:500 criterion:gini maxDepth:4 minSamplesSplit:2 minSamplesLeaf:1 minWeightFractionLeaf:0 mtries:log2 maxLeafNodes:null minImpurityDecrease:0 bootstrap:TRUE oobScore:FALSE nJobs:null seed:8011 classWeight:null maxSamples:null 2023-08-23 11:58:47 [Main thread] INFO PatientLevelPrediction fitPythonModel Training model took (mins): 0.0129408319791158 2023-08-23 11:58:47 [Main thread] INFO PatientLevelPrediction Calculating predictions on left out fold set... 2023-08-23 11:58:47 [Main thread] INFO PatientLevelPrediction Fold 2 2023-08-23 11:58:47 [Main thread] INFO PatientLevelPrediction fitPythonModel data X dim: 72x71 2023-08-23 11:58:47 [Main thread] INFO PatientLevelPrediction fitPythonModel data Y length: 72 with 27 outcomes 2023-08-23 11:58:47 [Main thread] INFO PatientLevelPrediction fitPythonModel ntrees:500 criterion:gini maxDepth:4 minSamplesSplit:2 minSamplesLeaf:1 minWeightFractionLeaf:0 mtries:log2 maxLeafNodes:null minImpurityDecrease:0 bootstrap:TRUE oobScore:FALSE nJobs:null seed:8011 classWeight:null maxSamples:null 2023-08-23 11:58:47 [Main thread] INFO PatientLevelPrediction fitPythonModel Training model took (mins): 0.00860273440678914 2023-08-23 11:58:47 [Main thread] INFO PatientLevelPrediction Calculating predictions on left out fold set... 2023-08-23 11:58:47 [Main thread] INFO PatientLevelPrediction Fold 3 2023-08-23 11:58:47 [Main thread] INFO PatientLevelPrediction fitPythonModel data X dim: 73x71 2023-08-23 11:58:47 [Main thread] INFO PatientLevelPrediction fitPythonModel data Y length: 73 with 28 outcomes 2023-08-23 11:58:47 [Main thread] INFO PatientLevelPrediction fitPythonModel ntrees:500 criterion:gini maxDepth:4 minSamplesSplit:2 minSamplesLeaf:1 minWeightFractionLeaf:0 mtries:log2 maxLeafNodes:null minImpurityDecrease:0 bootstrap:TRUE oobScore:FALSE nJobs:null seed:8011 classWeight:null maxSamples:null 2023-08-23 11:58:48 [Main thread] INFO PatientLevelPrediction fitPythonModel Training model took (mins): 0.00828223625818888 2023-08-23 11:58:48 [Main thread] INFO PatientLevelPrediction Calculating predictions on left out fold set... 2023-08-23 11:58:48 [Main thread] INFO PatientLevelPrediction Max fold: 3 2023-08-23 11:58:48 [Main thread] INFO PatientLevelPrediction Fold 1 2023-08-23 11:58:48 [Main thread] INFO PatientLevelPrediction fitPythonModel data X dim: 71x71 2023-08-23 11:58:48 [Main thread] INFO PatientLevelPrediction fitPythonModel data Y length: 71 with 27 outcomes 2023-08-23 11:58:48 [Main thread] INFO PatientLevelPrediction fitPythonModel ntrees:100 criterion:gini maxDepth:10 minSamplesSplit:2 minSamplesLeaf:1 minWeightFractionLeaf:0 mtries:log2 maxLeafNodes:null minImpurityDecrease:0 bootstrap:TRUE oobScore:FALSE nJobs:null seed:8011 classWeight:null maxSamples:null 2023-08-23 11:58:48 [Main thread] INFO PatientLevelPrediction fitPythonModel Training model took (mins): 0.00188334782918294 2023-08-23 11:58:48 [Main thread] INFO PatientLevelPrediction Calculating predictions on left out fold set... 2023-08-23 11:58:48 [Main thread] INFO PatientLevelPrediction Fold 2 2023-08-23 11:58:48 [Main thread] INFO PatientLevelPrediction fitPythonModel data X dim: 72x71 2023-08-23 11:58:48 [Main thread] INFO PatientLevelPrediction fitPythonModel data Y length: 72 with 27 outcomes 2023-08-23 11:58:48 [Main thread] INFO PatientLevelPrediction fitPythonModel ntrees:100 criterion:gini maxDepth:10 minSamplesSplit:2 minSamplesLeaf:1 minWeightFractionLeaf:0 mtries:log2 maxLeafNodes:null minImpurityDecrease:0 bootstrap:TRUE oobScore:FALSE nJobs:null seed:8011 classWeight:null maxSamples:null 2023-08-23 11:58:48 [Main thread] INFO PatientLevelPrediction fitPythonModel Training model took (mins): 0.00179513295491536 2023-08-23 11:58:48 [Main thread] INFO PatientLevelPrediction Calculating predictions on left out fold set... 2023-08-23 11:58:48 [Main thread] INFO PatientLevelPrediction Fold 3 2023-08-23 11:58:48 [Main thread] INFO PatientLevelPrediction fitPythonModel data X dim: 73x71 2023-08-23 11:58:48 [Main thread] INFO PatientLevelPrediction fitPythonModel data Y length: 73 with 28 outcomes 2023-08-23 11:58:48 [Main thread] INFO PatientLevelPrediction fitPythonModel ntrees:100 criterion:gini maxDepth:10 minSamplesSplit:2 minSamplesLeaf:1 minWeightFractionLeaf:0 mtries:log2 maxLeafNodes:null minImpurityDecrease:0 bootstrap:TRUE oobScore:FALSE nJobs:null seed:8011 classWeight:null maxSamples:null 2023-08-23 11:58:48 [Main thread] INFO PatientLevelPrediction fitPythonModel Training model took (mins): 0.00174028476079305 2023-08-23 11:58:48 [Main thread] INFO PatientLevelPrediction Calculating predictions on left out fold set... 2023-08-23 11:58:48 [Main thread] INFO PatientLevelPrediction Max fold: 3 2023-08-23 11:58:48 [Main thread] INFO PatientLevelPrediction Fold 1 2023-08-23 11:58:48 [Main thread] INFO PatientLevelPrediction fitPythonModel data X dim: 71x71 2023-08-23 11:58:48 [Main thread] INFO PatientLevelPrediction fitPythonModel data Y length: 71 with 27 outcomes 2023-08-23 11:58:48 [Main thread] INFO PatientLevelPrediction fitPythonModel ntrees:500 criterion:gini maxDepth:10 minSamplesSplit:2 minSamplesLeaf:1 minWeightFractionLeaf:0 mtries:log2 maxLeafNodes:null minImpurityDecrease:0 bootstrap:TRUE oobScore:FALSE nJobs:null seed:8011 classWeight:null maxSamples:null 2023-08-23 11:58:49 [Main thread] INFO PatientLevelPrediction fitPythonModel Training model took (mins): 0.0085108478864034 2023-08-23 11:58:49 [Main thread] INFO PatientLevelPrediction Calculating predictions on left out fold set... 2023-08-23 11:58:49 [Main thread] INFO PatientLevelPrediction Fold 2 2023-08-23 11:58:49 [Main thread] INFO PatientLevelPrediction fitPythonModel data X dim: 72x71 2023-08-23 11:58:49 [Main thread] INFO PatientLevelPrediction fitPythonModel data Y length: 72 with 27 outcomes 2023-08-23 11:58:49 [Main thread] INFO PatientLevelPrediction fitPythonModel ntrees:500 criterion:gini maxDepth:10 minSamplesSplit:2 minSamplesLeaf:1 minWeightFractionLeaf:0 mtries:log2 maxLeafNodes:null minImpurityDecrease:0 bootstrap:TRUE oobScore:FALSE nJobs:null seed:8011 classWeight:null maxSamples:null 2023-08-23 11:58:49 [Main thread] INFO PatientLevelPrediction fitPythonModel Training model took (mins): 0.00804539918899536 2023-08-23 11:58:49 [Main thread] INFO PatientLevelPrediction Calculating predictions on left out fold set... 2023-08-23 11:58:49 [Main thread] INFO PatientLevelPrediction Fold 3 2023-08-23 11:58:49 [Main thread] INFO PatientLevelPrediction fitPythonModel data X dim: 73x71 2023-08-23 11:58:49 [Main thread] INFO PatientLevelPrediction fitPythonModel data Y length: 73 with 28 outcomes 2023-08-23 11:58:49 [Main thread] INFO PatientLevelPrediction fitPythonModel ntrees:500 criterion:gini maxDepth:10 minSamplesSplit:2 minSamplesLeaf:1 minWeightFractionLeaf:0 mtries:log2 maxLeafNodes:null minImpurityDecrease:0 bootstrap:TRUE oobScore:FALSE nJobs:null seed:8011 classWeight:null maxSamples:null 2023-08-23 11:58:50 [Main thread] INFO PatientLevelPrediction fitPythonModel Training model took (mins): 0.00825011730194092 2023-08-23 11:58:50 [Main thread] INFO PatientLevelPrediction Calculating predictions on left out fold set... 2023-08-23 11:58:50 [Main thread] INFO PatientLevelPrediction Max fold: 3 2023-08-23 11:58:50 [Main thread] INFO PatientLevelPrediction Fold 1 2023-08-23 11:58:50 [Main thread] INFO PatientLevelPrediction fitPythonModel data X dim: 71x71 2023-08-23 11:58:50 [Main thread] INFO PatientLevelPrediction fitPythonModel data Y length: 71 with 27 outcomes 2023-08-23 11:58:50 [Main thread] INFO PatientLevelPrediction fitPythonModel ntrees:100 criterion:gini maxDepth:17 minSamplesSplit:2 minSamplesLeaf:1 minWeightFractionLeaf:0 mtries:log2 maxLeafNodes:null minImpurityDecrease:0 bootstrap:TRUE oobScore:FALSE nJobs:null seed:8011 classWeight:null maxSamples:null 2023-08-23 11:58:50 [Main thread] INFO PatientLevelPrediction fitPythonModel Training model took (mins): 0.00188554922739665 2023-08-23 11:58:50 [Main thread] INFO PatientLevelPrediction Calculating predictions on left out fold set... 2023-08-23 11:58:50 [Main thread] INFO PatientLevelPrediction Fold 2 2023-08-23 11:58:50 [Main thread] INFO PatientLevelPrediction fitPythonModel data X dim: 72x71 2023-08-23 11:58:50 [Main thread] INFO PatientLevelPrediction fitPythonModel data Y length: 72 with 27 outcomes 2023-08-23 11:58:50 [Main thread] INFO PatientLevelPrediction fitPythonModel ntrees:100 criterion:gini maxDepth:17 minSamplesSplit:2 minSamplesLeaf:1 minWeightFractionLeaf:0 mtries:log2 maxLeafNodes:null minImpurityDecrease:0 bootstrap:TRUE oobScore:FALSE nJobs:null seed:8011 classWeight:null maxSamples:null 2023-08-23 11:58:50 [Main thread] INFO PatientLevelPrediction fitPythonModel Training model took (mins): 0.00180403391520182 2023-08-23 11:58:50 [Main thread] INFO PatientLevelPrediction Calculating predictions on left out fold set... 2023-08-23 11:58:50 [Main thread] INFO PatientLevelPrediction Fold 3 2023-08-23 11:58:50 [Main thread] INFO PatientLevelPrediction fitPythonModel data X dim: 73x71 2023-08-23 11:58:50 [Main thread] INFO PatientLevelPrediction fitPythonModel data Y length: 73 with 28 outcomes 2023-08-23 11:58:50 [Main thread] INFO PatientLevelPrediction fitPythonModel ntrees:100 criterion:gini maxDepth:17 minSamplesSplit:2 minSamplesLeaf:1 minWeightFractionLeaf:0 mtries:log2 maxLeafNodes:null minImpurityDecrease:0 bootstrap:TRUE oobScore:FALSE nJobs:null seed:8011 classWeight:null maxSamples:null 2023-08-23 11:58:50 [Main thread] INFO PatientLevelPrediction fitPythonModel Training model took (mins): 0.00182634989420573 2023-08-23 11:58:50 [Main thread] INFO PatientLevelPrediction Calculating predictions on left out fold set... 2023-08-23 11:58:50 [Main thread] INFO PatientLevelPrediction Max fold: 3 2023-08-23 11:58:50 [Main thread] INFO PatientLevelPrediction Fold 1 2023-08-23 11:58:50 [Main thread] INFO PatientLevelPrediction fitPythonModel data X dim: 71x71 2023-08-23 11:58:50 [Main thread] INFO PatientLevelPrediction fitPythonModel data Y length: 71 with 27 outcomes 2023-08-23 11:58:50 [Main thread] INFO PatientLevelPrediction fitPythonModel ntrees:500 criterion:gini maxDepth:17 minSamplesSplit:2 minSamplesLeaf:1 minWeightFractionLeaf:0 mtries:log2 maxLeafNodes:null minImpurityDecrease:0 bootstrap:TRUE oobScore:FALSE nJobs:null seed:8011 classWeight:null maxSamples:null 2023-08-23 11:58:51 [Main thread] INFO PatientLevelPrediction fitPythonModel Training model took (mins): 0.00756716728210449 2023-08-23 11:58:51 [Main thread] INFO PatientLevelPrediction Calculating predictions on left out fold set... 2023-08-23 11:58:51 [Main thread] INFO PatientLevelPrediction Fold 2 2023-08-23 11:58:51 [Main thread] INFO PatientLevelPrediction fitPythonModel data X dim: 72x71 2023-08-23 11:58:51 [Main thread] INFO PatientLevelPrediction fitPythonModel data Y length: 72 with 27 outcomes 2023-08-23 11:58:51 [Main thread] INFO PatientLevelPrediction fitPythonModel ntrees:500 criterion:gini maxDepth:17 minSamplesSplit:2 minSamplesLeaf:1 minWeightFractionLeaf:0 mtries:log2 maxLeafNodes:null minImpurityDecrease:0 bootstrap:TRUE oobScore:FALSE nJobs:null seed:8011 classWeight:null maxSamples:null 2023-08-23 11:58:51 [Main thread] INFO PatientLevelPrediction fitPythonModel Training model took (mins): 0.00784380038579305 2023-08-23 11:58:51 [Main thread] INFO PatientLevelPrediction Calculating predictions on left out fold set... 2023-08-23 11:58:51 [Main thread] INFO PatientLevelPrediction Fold 3 2023-08-23 11:58:51 [Main thread] INFO PatientLevelPrediction fitPythonModel data X dim: 73x71 2023-08-23 11:58:51 [Main thread] INFO PatientLevelPrediction fitPythonModel data Y length: 73 with 28 outcomes 2023-08-23 11:58:51 [Main thread] INFO PatientLevelPrediction fitPythonModel ntrees:500 criterion:gini maxDepth:17 minSamplesSplit:2 minSamplesLeaf:1 minWeightFractionLeaf:0 mtries:log2 maxLeafNodes:null minImpurityDecrease:0 bootstrap:TRUE oobScore:FALSE nJobs:null seed:8011 classWeight:null maxSamples:null 2023-08-23 11:58:52 [Main thread] INFO PatientLevelPrediction fitPythonModel Training model took (mins): 0.00782703558603923 2023-08-23 11:58:52 [Main thread] INFO PatientLevelPrediction Calculating predictions on left out fold set... 2023-08-23 11:58:52 [Main thread] INFO PatientLevelPrediction Max fold: 3 2023-08-23 11:58:52 [Main thread] INFO PatientLevelPrediction Fold 1 2023-08-23 11:58:52 [Main thread] INFO PatientLevelPrediction fitPythonModel data X dim: 71x71 2023-08-23 11:58:52 [Main thread] INFO PatientLevelPrediction fitPythonModel data Y length: 71 with 27 outcomes 2023-08-23 11:58:52 [Main thread] INFO PatientLevelPrediction fitPythonModel ntrees:100 criterion:gini maxDepth:4 minSamplesSplit:5 minSamplesLeaf:1 minWeightFractionLeaf:0 mtries:log2 maxLeafNodes:null minImpurityDecrease:0 bootstrap:TRUE oobScore:FALSE nJobs:null seed:8011 classWeight:null maxSamples:null 2023-08-23 11:58:52 [Main thread] INFO PatientLevelPrediction fitPythonModel Training model took (mins): 0.00504438479741414 2023-08-23 11:58:52 [Main thread] INFO PatientLevelPrediction Calculating predictions on left out fold set... 2023-08-23 11:58:52 [Main thread] INFO PatientLevelPrediction Fold 2 2023-08-23 11:58:52 [Main thread] INFO PatientLevelPrediction fitPythonModel data X dim: 72x71 2023-08-23 11:58:52 [Main thread] INFO PatientLevelPrediction fitPythonModel data Y length: 72 with 27 outcomes 2023-08-23 11:58:52 [Main thread] INFO PatientLevelPrediction fitPythonModel ntrees:100 criterion:gini maxDepth:4 minSamplesSplit:5 minSamplesLeaf:1 minWeightFractionLeaf:0 mtries:log2 maxLeafNodes:null minImpurityDecrease:0 bootstrap:TRUE oobScore:FALSE nJobs:null seed:8011 classWeight:null maxSamples:null 2023-08-23 11:58:52 [Main thread] INFO PatientLevelPrediction fitPythonModel Training model took (mins): 0.00356229941050212 2023-08-23 11:58:52 [Main thread] INFO PatientLevelPrediction Calculating predictions on left out fold set... 2023-08-23 11:58:52 [Main thread] INFO PatientLevelPrediction Fold 3 2023-08-23 11:58:52 [Main thread] INFO PatientLevelPrediction fitPythonModel data X dim: 73x71 2023-08-23 11:58:52 [Main thread] INFO PatientLevelPrediction fitPythonModel data Y length: 73 with 28 outcomes 2023-08-23 11:58:52 [Main thread] INFO PatientLevelPrediction fitPythonModel ntrees:100 criterion:gini maxDepth:4 minSamplesSplit:5 minSamplesLeaf:1 minWeightFractionLeaf:0 mtries:log2 maxLeafNodes:null minImpurityDecrease:0 bootstrap:TRUE oobScore:FALSE nJobs:null seed:8011 classWeight:null maxSamples:null 2023-08-23 11:58:53 [Main thread] INFO PatientLevelPrediction fitPythonModel Training model took (mins): 0.00271888176600138 2023-08-23 11:58:53 [Main thread] INFO PatientLevelPrediction Calculating predictions on left out fold set... 2023-08-23 11:58:53 [Main thread] INFO PatientLevelPrediction Max fold: 3 2023-08-23 11:58:53 [Main thread] INFO PatientLevelPrediction Fold 1 2023-08-23 11:58:53 [Main thread] INFO PatientLevelPrediction fitPythonModel data X dim: 71x71 2023-08-23 11:58:53 [Main thread] INFO PatientLevelPrediction fitPythonModel data Y length: 71 with 27 outcomes 2023-08-23 11:58:53 [Main thread] INFO PatientLevelPrediction fitPythonModel ntrees:500 criterion:gini maxDepth:4 minSamplesSplit:5 minSamplesLeaf:1 minWeightFractionLeaf:0 mtries:log2 maxLeafNodes:null minImpurityDecrease:0 bootstrap:TRUE oobScore:FALSE nJobs:null seed:8011 classWeight:null maxSamples:null 2023-08-23 11:58:53 [Main thread] INFO PatientLevelPrediction fitPythonModel Training model took (mins): 0.0102920492490133 2023-08-23 11:58:53 [Main thread] INFO PatientLevelPrediction Calculating predictions on left out fold set... 2023-08-23 11:58:53 [Main thread] INFO PatientLevelPrediction Fold 2 2023-08-23 11:58:53 [Main thread] INFO PatientLevelPrediction fitPythonModel data X dim: 72x71 2023-08-23 11:58:53 [Main thread] INFO PatientLevelPrediction fitPythonModel data Y length: 72 with 27 outcomes 2023-08-23 11:58:53 [Main thread] INFO PatientLevelPrediction fitPythonModel ntrees:500 criterion:gini maxDepth:4 minSamplesSplit:5 minSamplesLeaf:1 minWeightFractionLeaf:0 mtries:log2 maxLeafNodes:null minImpurityDecrease:0 bootstrap:TRUE oobScore:FALSE nJobs:null seed:8011 classWeight:null maxSamples:null 2023-08-23 11:58:54 [Main thread] INFO PatientLevelPrediction fitPythonModel Training model took (mins): 0.0112024307250977 2023-08-23 11:58:54 [Main thread] INFO PatientLevelPrediction Calculating predictions on left out fold set... 2023-08-23 11:58:54 [Main thread] INFO PatientLevelPrediction Fold 3 2023-08-23 11:58:54 [Main thread] INFO PatientLevelPrediction fitPythonModel data X dim: 73x71 2023-08-23 11:58:54 [Main thread] INFO PatientLevelPrediction fitPythonModel data Y length: 73 with 28 outcomes 2023-08-23 11:58:54 [Main thread] INFO PatientLevelPrediction fitPythonModel ntrees:500 criterion:gini maxDepth:4 minSamplesSplit:5 minSamplesLeaf:1 minWeightFractionLeaf:0 mtries:log2 maxLeafNodes:null minImpurityDecrease:0 bootstrap:TRUE oobScore:FALSE nJobs:null seed:8011 classWeight:null maxSamples:null 2023-08-23 11:58:55 [Main thread] INFO PatientLevelPrediction fitPythonModel Training model took (mins): 0.0119771480560303 2023-08-23 11:58:55 [Main thread] INFO PatientLevelPrediction Calculating predictions on left out fold set... 2023-08-23 11:58:55 [Main thread] INFO PatientLevelPrediction Max fold: 3 2023-08-23 11:58:55 [Main thread] INFO PatientLevelPrediction Fold 1 2023-08-23 11:58:55 [Main thread] INFO PatientLevelPrediction fitPythonModel data X dim: 71x71 2023-08-23 11:58:55 [Main thread] INFO PatientLevelPrediction fitPythonModel data Y length: 71 with 27 outcomes 2023-08-23 11:58:55 [Main thread] INFO PatientLevelPrediction fitPythonModel ntrees:100 criterion:gini maxDepth:10 minSamplesSplit:5 minSamplesLeaf:1 minWeightFractionLeaf:0 mtries:log2 maxLeafNodes:null minImpurityDecrease:0 bootstrap:TRUE oobScore:FALSE nJobs:null seed:8011 classWeight:null maxSamples:null 2023-08-23 11:58:55 [Main thread] INFO PatientLevelPrediction fitPythonModel Training model took (mins): 0.0016623854637146 2023-08-23 11:58:55 [Main thread] INFO PatientLevelPrediction Calculating predictions on left out fold set... 2023-08-23 11:58:55 [Main thread] INFO PatientLevelPrediction Fold 2 2023-08-23 11:58:55 [Main thread] INFO PatientLevelPrediction fitPythonModel data X dim: 72x71 2023-08-23 11:58:55 [Main thread] INFO PatientLevelPrediction fitPythonModel data Y length: 72 with 27 outcomes 2023-08-23 11:58:55 [Main thread] INFO PatientLevelPrediction fitPythonModel ntrees:100 criterion:gini maxDepth:10 minSamplesSplit:5 minSamplesLeaf:1 minWeightFractionLeaf:0 mtries:log2 maxLeafNodes:null minImpurityDecrease:0 bootstrap:TRUE oobScore:FALSE nJobs:null seed:8011 classWeight:null maxSamples:null 2023-08-23 11:58:55 [Main thread] INFO PatientLevelPrediction fitPythonModel Training model took (mins): 0.00170424779256185 2023-08-23 11:58:55 [Main thread] INFO PatientLevelPrediction Calculating predictions on left out fold set... 2023-08-23 11:58:55 [Main thread] INFO PatientLevelPrediction Fold 3 2023-08-23 11:58:55 [Main thread] INFO PatientLevelPrediction fitPythonModel data X dim: 73x71 2023-08-23 11:58:55 [Main thread] INFO PatientLevelPrediction fitPythonModel data Y length: 73 with 28 outcomes 2023-08-23 11:58:55 [Main thread] INFO PatientLevelPrediction fitPythonModel ntrees:100 criterion:gini maxDepth:10 minSamplesSplit:5 minSamplesLeaf:1 minWeightFractionLeaf:0 mtries:log2 maxLeafNodes:null minImpurityDecrease:0 bootstrap:TRUE oobScore:FALSE nJobs:null seed:8011 classWeight:null maxSamples:null 2023-08-23 11:58:55 [Main thread] INFO PatientLevelPrediction fitPythonModel Training model took (mins): 0.00203668276468913 2023-08-23 11:58:55 [Main thread] INFO PatientLevelPrediction Calculating predictions on left out fold set... 2023-08-23 11:58:55 [Main thread] INFO PatientLevelPrediction Max fold: 3 2023-08-23 11:58:55 [Main thread] INFO PatientLevelPrediction Fold 1 2023-08-23 11:58:55 [Main thread] INFO PatientLevelPrediction fitPythonModel data X dim: 71x71 2023-08-23 11:58:55 [Main thread] INFO PatientLevelPrediction fitPythonModel data Y length: 71 with 27 outcomes 2023-08-23 11:58:55 [Main thread] INFO PatientLevelPrediction fitPythonModel ntrees:500 criterion:gini maxDepth:10 minSamplesSplit:5 minSamplesLeaf:1 minWeightFractionLeaf:0 mtries:log2 maxLeafNodes:null minImpurityDecrease:0 bootstrap:TRUE oobScore:FALSE nJobs:null seed:8011 classWeight:null maxSamples:null 2023-08-23 11:58:56 [Main thread] INFO PatientLevelPrediction fitPythonModel Training model took (mins): 0.00749213298161825 2023-08-23 11:58:56 [Main thread] INFO PatientLevelPrediction Calculating predictions on left out fold set... 2023-08-23 11:58:56 [Main thread] INFO PatientLevelPrediction Fold 2 2023-08-23 11:58:56 [Main thread] INFO PatientLevelPrediction fitPythonModel data X dim: 72x71 2023-08-23 11:58:56 [Main thread] INFO PatientLevelPrediction fitPythonModel data Y length: 72 with 27 outcomes 2023-08-23 11:58:56 [Main thread] INFO PatientLevelPrediction fitPythonModel ntrees:500 criterion:gini maxDepth:10 minSamplesSplit:5 minSamplesLeaf:1 minWeightFractionLeaf:0 mtries:log2 maxLeafNodes:null minImpurityDecrease:0 bootstrap:TRUE oobScore:FALSE nJobs:null seed:8011 classWeight:null maxSamples:null 2023-08-23 11:58:56 [Main thread] INFO PatientLevelPrediction fitPythonModel Training model took (mins): 0.00756755272547404 2023-08-23 11:58:56 [Main thread] INFO PatientLevelPrediction Calculating predictions on left out fold set... 2023-08-23 11:58:56 [Main thread] INFO PatientLevelPrediction Fold 3 2023-08-23 11:58:56 [Main thread] INFO PatientLevelPrediction fitPythonModel data X dim: 73x71 2023-08-23 11:58:56 [Main thread] INFO PatientLevelPrediction fitPythonModel data Y length: 73 with 28 outcomes 2023-08-23 11:58:56 [Main thread] INFO PatientLevelPrediction fitPythonModel ntrees:500 criterion:gini maxDepth:10 minSamplesSplit:5 minSamplesLeaf:1 minWeightFractionLeaf:0 mtries:log2 maxLeafNodes:null minImpurityDecrease:0 bootstrap:TRUE oobScore:FALSE nJobs:null seed:8011 classWeight:null maxSamples:null 2023-08-23 11:58:57 [Main thread] INFO PatientLevelPrediction fitPythonModel Training model took (mins): 0.00792668263117472 2023-08-23 11:58:57 [Main thread] INFO PatientLevelPrediction Calculating predictions on left out fold set... 2023-08-23 11:58:57 [Main thread] INFO PatientLevelPrediction Max fold: 3 2023-08-23 11:58:57 [Main thread] INFO PatientLevelPrediction Fold 1 2023-08-23 11:58:57 [Main thread] INFO PatientLevelPrediction fitPythonModel data X dim: 71x71 2023-08-23 11:58:57 [Main thread] INFO PatientLevelPrediction fitPythonModel data Y length: 71 with 27 outcomes 2023-08-23 11:58:57 [Main thread] INFO PatientLevelPrediction fitPythonModel ntrees:100 criterion:gini maxDepth:17 minSamplesSplit:5 minSamplesLeaf:1 minWeightFractionLeaf:0 mtries:log2 maxLeafNodes:null minImpurityDecrease:0 bootstrap:TRUE oobScore:FALSE nJobs:null seed:8011 classWeight:null maxSamples:null 2023-08-23 11:58:57 [Main thread] INFO PatientLevelPrediction fitPythonModel Training model took (mins): 0.00180890162785848 2023-08-23 11:58:57 [Main thread] INFO PatientLevelPrediction Calculating predictions on left out fold set... 2023-08-23 11:58:57 [Main thread] INFO PatientLevelPrediction Fold 2 2023-08-23 11:58:57 [Main thread] INFO PatientLevelPrediction fitPythonModel data X dim: 72x71 2023-08-23 11:58:57 [Main thread] INFO PatientLevelPrediction fitPythonModel data Y length: 72 with 27 outcomes 2023-08-23 11:58:57 [Main thread] INFO PatientLevelPrediction fitPythonModel ntrees:100 criterion:gini maxDepth:17 minSamplesSplit:5 minSamplesLeaf:1 minWeightFractionLeaf:0 mtries:log2 maxLeafNodes:null minImpurityDecrease:0 bootstrap:TRUE oobScore:FALSE nJobs:null seed:8011 classWeight:null maxSamples:null 2023-08-23 11:58:57 [Main thread] INFO PatientLevelPrediction fitPythonModel Training model took (mins): 0.00175603230794271 2023-08-23 11:58:57 [Main thread] INFO PatientLevelPrediction Calculating predictions on left out fold set... 2023-08-23 11:58:57 [Main thread] INFO PatientLevelPrediction Fold 3 2023-08-23 11:58:57 [Main thread] INFO PatientLevelPrediction fitPythonModel data X dim: 73x71 2023-08-23 11:58:57 [Main thread] INFO PatientLevelPrediction fitPythonModel data Y length: 73 with 28 outcomes 2023-08-23 11:58:57 [Main thread] INFO PatientLevelPrediction fitPythonModel ntrees:100 criterion:gini maxDepth:17 minSamplesSplit:5 minSamplesLeaf:1 minWeightFractionLeaf:0 mtries:log2 maxLeafNodes:null minImpurityDecrease:0 bootstrap:TRUE oobScore:FALSE nJobs:null seed:8011 classWeight:null maxSamples:null 2023-08-23 11:58:57 [Main thread] INFO PatientLevelPrediction fitPythonModel Training model took (mins): 0.00185385147730509 2023-08-23 11:58:57 [Main thread] INFO PatientLevelPrediction Calculating predictions on left out fold set... 2023-08-23 11:58:57 [Main thread] INFO PatientLevelPrediction Max fold: 3 2023-08-23 11:58:57 [Main thread] INFO PatientLevelPrediction Fold 1 2023-08-23 11:58:57 [Main thread] INFO PatientLevelPrediction fitPythonModel data X dim: 71x71 2023-08-23 11:58:57 [Main thread] INFO PatientLevelPrediction fitPythonModel data Y length: 71 with 27 outcomes 2023-08-23 11:58:57 [Main thread] INFO PatientLevelPrediction fitPythonModel ntrees:500 criterion:gini maxDepth:17 minSamplesSplit:5 minSamplesLeaf:1 minWeightFractionLeaf:0 mtries:log2 maxLeafNodes:null minImpurityDecrease:0 bootstrap:TRUE oobScore:FALSE nJobs:null seed:8011 classWeight:null maxSamples:null 2023-08-23 11:58:58 [Main thread] INFO PatientLevelPrediction fitPythonModel Training model took (mins): 0.00784899791081746 2023-08-23 11:58:58 [Main thread] INFO PatientLevelPrediction Calculating predictions on left out fold set... 2023-08-23 11:58:58 [Main thread] INFO PatientLevelPrediction Fold 2 2023-08-23 11:58:58 [Main thread] INFO PatientLevelPrediction fitPythonModel data X dim: 72x71 2023-08-23 11:58:58 [Main thread] INFO PatientLevelPrediction fitPythonModel data Y length: 72 with 27 outcomes 2023-08-23 11:58:58 [Main thread] INFO PatientLevelPrediction fitPythonModel ntrees:500 criterion:gini maxDepth:17 minSamplesSplit:5 minSamplesLeaf:1 minWeightFractionLeaf:0 mtries:log2 maxLeafNodes:null minImpurityDecrease:0 bootstrap:TRUE oobScore:FALSE nJobs:null seed:8011 classWeight:null maxSamples:null 2023-08-23 11:58:58 [Main thread] INFO PatientLevelPrediction fitPythonModel Training model took (mins): 0.00874073505401611 2023-08-23 11:58:58 [Main thread] INFO PatientLevelPrediction Calculating predictions on left out fold set... 2023-08-23 11:58:58 [Main thread] INFO PatientLevelPrediction Fold 3 2023-08-23 11:58:58 [Main thread] INFO PatientLevelPrediction fitPythonModel data X dim: 73x71 2023-08-23 11:58:58 [Main thread] INFO PatientLevelPrediction fitPythonModel data Y length: 73 with 28 outcomes 2023-08-23 11:58:58 [Main thread] INFO PatientLevelPrediction fitPythonModel ntrees:500 criterion:gini maxDepth:17 minSamplesSplit:5 minSamplesLeaf:1 minWeightFractionLeaf:0 mtries:log2 maxLeafNodes:null minImpurityDecrease:0 bootstrap:TRUE oobScore:FALSE nJobs:null seed:8011 classWeight:null maxSamples:null 2023-08-23 11:58:59 [Main thread] INFO PatientLevelPrediction fitPythonModel Training model took (mins): 0.00822103420893351 2023-08-23 11:58:59 [Main thread] INFO PatientLevelPrediction Calculating predictions on left out fold set... 2023-08-23 11:58:59 [Main thread] INFO PatientLevelPrediction Max fold: 3 2023-08-23 11:58:59 [Main thread] INFO PatientLevelPrediction Fold 1 2023-08-23 11:58:59 [Main thread] INFO PatientLevelPrediction fitPythonModel data X dim: 71x71 2023-08-23 11:58:59 [Main thread] INFO PatientLevelPrediction fitPythonModel data Y length: 71 with 27 outcomes 2023-08-23 11:58:59 [Main thread] INFO PatientLevelPrediction fitPythonModel ntrees:100 criterion:gini maxDepth:4 minSamplesSplit:2 minSamplesLeaf:10 minWeightFractionLeaf:0 mtries:log2 maxLeafNodes:null minImpurityDecrease:0 bootstrap:TRUE oobScore:FALSE nJobs:null seed:8011 classWeight:null maxSamples:null 2023-08-23 11:58:59 [Main thread] INFO PatientLevelPrediction fitPythonModel Training model took (mins): 0.00143858194351196 2023-08-23 11:58:59 [Main thread] INFO PatientLevelPrediction Calculating predictions on left out fold set... 2023-08-23 11:58:59 [Main thread] INFO PatientLevelPrediction Fold 2 2023-08-23 11:58:59 [Main thread] INFO PatientLevelPrediction fitPythonModel data X dim: 72x71 2023-08-23 11:58:59 [Main thread] INFO PatientLevelPrediction fitPythonModel data Y length: 72 with 27 outcomes 2023-08-23 11:58:59 [Main thread] INFO PatientLevelPrediction fitPythonModel ntrees:100 criterion:gini maxDepth:4 minSamplesSplit:2 minSamplesLeaf:10 minWeightFractionLeaf:0 mtries:log2 maxLeafNodes:null minImpurityDecrease:0 bootstrap:TRUE oobScore:FALSE nJobs:null seed:8011 classWeight:null maxSamples:null 2023-08-23 11:58:59 [Main thread] INFO PatientLevelPrediction fitPythonModel Training model took (mins): 0.0014881173769633 2023-08-23 11:58:59 [Main thread] INFO PatientLevelPrediction Calculating predictions on left out fold set... 2023-08-23 11:58:59 [Main thread] INFO PatientLevelPrediction Fold 3 2023-08-23 11:58:59 [Main thread] INFO PatientLevelPrediction fitPythonModel data X dim: 73x71 2023-08-23 11:58:59 [Main thread] INFO PatientLevelPrediction fitPythonModel data Y length: 73 with 28 outcomes 2023-08-23 11:58:59 [Main thread] INFO PatientLevelPrediction fitPythonModel ntrees:100 criterion:gini maxDepth:4 minSamplesSplit:2 minSamplesLeaf:10 minWeightFractionLeaf:0 mtries:log2 maxLeafNodes:null minImpurityDecrease:0 bootstrap:TRUE oobScore:FALSE nJobs:null seed:8011 classWeight:null maxSamples:null 2023-08-23 11:58:59 [Main thread] INFO PatientLevelPrediction fitPythonModel Training model took (mins): 0.00231546958287557 2023-08-23 11:58:59 [Main thread] INFO PatientLevelPrediction Calculating predictions on left out fold set... 2023-08-23 11:58:59 [Main thread] INFO PatientLevelPrediction Max fold: 3 2023-08-23 11:58:59 [Main thread] INFO PatientLevelPrediction Fold 1 2023-08-23 11:58:59 [Main thread] INFO PatientLevelPrediction fitPythonModel data X dim: 71x71 2023-08-23 11:58:59 [Main thread] INFO PatientLevelPrediction fitPythonModel data Y length: 71 with 27 outcomes 2023-08-23 11:58:59 [Main thread] INFO PatientLevelPrediction fitPythonModel ntrees:500 criterion:gini maxDepth:4 minSamplesSplit:2 minSamplesLeaf:10 minWeightFractionLeaf:0 mtries:log2 maxLeafNodes:null minImpurityDecrease:0 bootstrap:TRUE oobScore:FALSE nJobs:null seed:8011 classWeight:null maxSamples:null 2023-08-23 11:59:00 [Main thread] INFO PatientLevelPrediction fitPythonModel Training model took (mins): 0.00649015108744303 2023-08-23 11:59:00 [Main thread] INFO PatientLevelPrediction Calculating predictions on left out fold set... 2023-08-23 11:59:00 [Main thread] INFO PatientLevelPrediction Fold 2 2023-08-23 11:59:00 [Main thread] INFO PatientLevelPrediction fitPythonModel data X dim: 72x71 2023-08-23 11:59:00 [Main thread] INFO PatientLevelPrediction fitPythonModel data Y length: 72 with 27 outcomes 2023-08-23 11:59:00 [Main thread] INFO PatientLevelPrediction fitPythonModel ntrees:500 criterion:gini maxDepth:4 minSamplesSplit:2 minSamplesLeaf:10 minWeightFractionLeaf:0 mtries:log2 maxLeafNodes:null minImpurityDecrease:0 bootstrap:TRUE oobScore:FALSE nJobs:null seed:8011 classWeight:null maxSamples:null 2023-08-23 11:59:00 [Main thread] INFO PatientLevelPrediction fitPythonModel Training model took (mins): 0.00676196416219076 2023-08-23 11:59:00 [Main thread] INFO PatientLevelPrediction Calculating predictions on left out fold set... 2023-08-23 11:59:00 [Main thread] INFO PatientLevelPrediction Fold 3 2023-08-23 11:59:00 [Main thread] INFO PatientLevelPrediction fitPythonModel data X dim: 73x71 2023-08-23 11:59:00 [Main thread] INFO PatientLevelPrediction fitPythonModel data Y length: 73 with 28 outcomes 2023-08-23 11:59:00 [Main thread] INFO PatientLevelPrediction fitPythonModel ntrees:500 criterion:gini maxDepth:4 minSamplesSplit:2 minSamplesLeaf:10 minWeightFractionLeaf:0 mtries:log2 maxLeafNodes:null minImpurityDecrease:0 bootstrap:TRUE oobScore:FALSE nJobs:null seed:8011 classWeight:null maxSamples:null 2023-08-23 11:59:00 [Main thread] INFO PatientLevelPrediction fitPythonModel Training model took (mins): 0.00757933060328166 2023-08-23 11:59:00 [Main thread] INFO PatientLevelPrediction Calculating predictions on left out fold set... 2023-08-23 11:59:00 [Main thread] INFO PatientLevelPrediction Max fold: 3 2023-08-23 11:59:01 [Main thread] INFO PatientLevelPrediction Fold 1 2023-08-23 11:59:01 [Main thread] INFO PatientLevelPrediction fitPythonModel data X dim: 71x71 2023-08-23 11:59:01 [Main thread] INFO PatientLevelPrediction fitPythonModel data Y length: 71 with 27 outcomes 2023-08-23 11:59:01 [Main thread] INFO PatientLevelPrediction fitPythonModel ntrees:100 criterion:gini maxDepth:10 minSamplesSplit:2 minSamplesLeaf:10 minWeightFractionLeaf:0 mtries:log2 maxLeafNodes:null minImpurityDecrease:0 bootstrap:TRUE oobScore:FALSE nJobs:null seed:8011 classWeight:null maxSamples:null 2023-08-23 11:59:01 [Main thread] INFO PatientLevelPrediction fitPythonModel Training model took (mins): 0.00172290007273356 2023-08-23 11:59:01 [Main thread] INFO PatientLevelPrediction Calculating predictions on left out fold set... 2023-08-23 11:59:01 [Main thread] INFO PatientLevelPrediction Fold 2 2023-08-23 11:59:01 [Main thread] INFO PatientLevelPrediction fitPythonModel data X dim: 72x71 2023-08-23 11:59:01 [Main thread] INFO PatientLevelPrediction fitPythonModel data Y length: 72 with 27 outcomes 2023-08-23 11:59:01 [Main thread] INFO PatientLevelPrediction fitPythonModel ntrees:100 criterion:gini maxDepth:10 minSamplesSplit:2 minSamplesLeaf:10 minWeightFractionLeaf:0 mtries:log2 maxLeafNodes:null minImpurityDecrease:0 bootstrap:TRUE oobScore:FALSE nJobs:null seed:8011 classWeight:null maxSamples:null 2023-08-23 11:59:01 [Main thread] INFO PatientLevelPrediction fitPythonModel Training model took (mins): 0.00153289635976156 2023-08-23 11:59:01 [Main thread] INFO PatientLevelPrediction Calculating predictions on left out fold set... 2023-08-23 11:59:01 [Main thread] INFO PatientLevelPrediction Fold 3 2023-08-23 11:59:01 [Main thread] INFO PatientLevelPrediction fitPythonModel data X dim: 73x71 2023-08-23 11:59:01 [Main thread] INFO PatientLevelPrediction fitPythonModel data Y length: 73 with 28 outcomes 2023-08-23 11:59:01 [Main thread] INFO PatientLevelPrediction fitPythonModel ntrees:100 criterion:gini maxDepth:10 minSamplesSplit:2 minSamplesLeaf:10 minWeightFractionLeaf:0 mtries:log2 maxLeafNodes:null minImpurityDecrease:0 bootstrap:TRUE oobScore:FALSE nJobs:null seed:8011 classWeight:null maxSamples:null 2023-08-23 11:59:01 [Main thread] INFO PatientLevelPrediction fitPythonModel Training model took (mins): 0.00157711903254191 2023-08-23 11:59:01 [Main thread] INFO PatientLevelPrediction Calculating predictions on left out fold set... 2023-08-23 11:59:01 [Main thread] INFO PatientLevelPrediction Max fold: 3 2023-08-23 11:59:01 [Main thread] INFO PatientLevelPrediction Fold 1 2023-08-23 11:59:01 [Main thread] INFO PatientLevelPrediction fitPythonModel data X dim: 71x71 2023-08-23 11:59:01 [Main thread] INFO PatientLevelPrediction fitPythonModel data Y length: 71 with 27 outcomes 2023-08-23 11:59:01 [Main thread] INFO PatientLevelPrediction fitPythonModel ntrees:500 criterion:gini maxDepth:10 minSamplesSplit:2 minSamplesLeaf:10 minWeightFractionLeaf:0 mtries:log2 maxLeafNodes:null minImpurityDecrease:0 bootstrap:TRUE oobScore:FALSE nJobs:null seed:8011 classWeight:null maxSamples:null 2023-08-23 11:59:01 [Main thread] INFO PatientLevelPrediction fitPythonModel Training model took (mins): 0.00715786616007487 2023-08-23 11:59:01 [Main thread] INFO PatientLevelPrediction Calculating predictions on left out fold set... 2023-08-23 11:59:01 [Main thread] INFO PatientLevelPrediction Fold 2 2023-08-23 11:59:01 [Main thread] INFO PatientLevelPrediction fitPythonModel data X dim: 72x71 2023-08-23 11:59:01 [Main thread] INFO PatientLevelPrediction fitPythonModel data Y length: 72 with 27 outcomes 2023-08-23 11:59:01 [Main thread] INFO PatientLevelPrediction fitPythonModel ntrees:500 criterion:gini maxDepth:10 minSamplesSplit:2 minSamplesLeaf:10 minWeightFractionLeaf:0 mtries:log2 maxLeafNodes:null minImpurityDecrease:0 bootstrap:TRUE oobScore:FALSE nJobs:null seed:8011 classWeight:null maxSamples:null 2023-08-23 11:59:02 [Main thread] INFO PatientLevelPrediction fitPythonModel Training model took (mins): 0.00696039994557699 2023-08-23 11:59:02 [Main thread] INFO PatientLevelPrediction Calculating predictions on left out fold set... 2023-08-23 11:59:02 [Main thread] INFO PatientLevelPrediction Fold 3 2023-08-23 11:59:02 [Main thread] INFO PatientLevelPrediction fitPythonModel data X dim: 73x71 2023-08-23 11:59:02 [Main thread] INFO PatientLevelPrediction fitPythonModel data Y length: 73 with 28 outcomes 2023-08-23 11:59:02 [Main thread] INFO PatientLevelPrediction fitPythonModel ntrees:500 criterion:gini maxDepth:10 minSamplesSplit:2 minSamplesLeaf:10 minWeightFractionLeaf:0 mtries:log2 maxLeafNodes:null minImpurityDecrease:0 bootstrap:TRUE oobScore:FALSE nJobs:null seed:8011 classWeight:null maxSamples:null 2023-08-23 11:59:02 [Main thread] INFO PatientLevelPrediction fitPythonModel Training model took (mins): 0.00694135030110677 2023-08-23 11:59:02 [Main thread] INFO PatientLevelPrediction Calculating predictions on left out fold set... 2023-08-23 11:59:02 [Main thread] INFO PatientLevelPrediction Max fold: 3 2023-08-23 11:59:02 [Main thread] INFO PatientLevelPrediction Fold 1 2023-08-23 11:59:02 [Main thread] INFO PatientLevelPrediction fitPythonModel data X dim: 71x71 2023-08-23 11:59:02 [Main thread] INFO PatientLevelPrediction fitPythonModel data Y length: 71 with 27 outcomes 2023-08-23 11:59:02 [Main thread] INFO PatientLevelPrediction fitPythonModel ntrees:100 criterion:gini maxDepth:17 minSamplesSplit:2 minSamplesLeaf:10 minWeightFractionLeaf:0 mtries:log2 maxLeafNodes:null minImpurityDecrease:0 bootstrap:TRUE oobScore:FALSE nJobs:null seed:8011 classWeight:null maxSamples:null 2023-08-23 11:59:02 [Main thread] INFO PatientLevelPrediction fitPythonModel Training model took (mins): 0.00159166653951009 2023-08-23 11:59:02 [Main thread] INFO PatientLevelPrediction Calculating predictions on left out fold set... 2023-08-23 11:59:02 [Main thread] INFO PatientLevelPrediction Fold 2 2023-08-23 11:59:02 [Main thread] INFO PatientLevelPrediction fitPythonModel data X dim: 72x71 2023-08-23 11:59:02 [Main thread] INFO PatientLevelPrediction fitPythonModel data Y length: 72 with 27 outcomes 2023-08-23 11:59:02 [Main thread] INFO PatientLevelPrediction fitPythonModel ntrees:100 criterion:gini maxDepth:17 minSamplesSplit:2 minSamplesLeaf:10 minWeightFractionLeaf:0 mtries:log2 maxLeafNodes:null minImpurityDecrease:0 bootstrap:TRUE oobScore:FALSE nJobs:null seed:8011 classWeight:null maxSamples:null 2023-08-23 11:59:02 [Main thread] INFO PatientLevelPrediction fitPythonModel Training model took (mins): 0.0014995813369751 2023-08-23 11:59:02 [Main thread] INFO PatientLevelPrediction Calculating predictions on left out fold set... 2023-08-23 11:59:02 [Main thread] INFO PatientLevelPrediction Fold 3 2023-08-23 11:59:02 [Main thread] INFO PatientLevelPrediction fitPythonModel data X dim: 73x71 2023-08-23 11:59:02 [Main thread] INFO PatientLevelPrediction fitPythonModel data Y length: 73 with 28 outcomes 2023-08-23 11:59:02 [Main thread] INFO PatientLevelPrediction fitPythonModel ntrees:100 criterion:gini maxDepth:17 minSamplesSplit:2 minSamplesLeaf:10 minWeightFractionLeaf:0 mtries:log2 maxLeafNodes:null minImpurityDecrease:0 bootstrap:TRUE oobScore:FALSE nJobs:null seed:8011 classWeight:null maxSamples:null 2023-08-23 11:59:03 [Main thread] INFO PatientLevelPrediction fitPythonModel Training model took (mins): 0.00166779756546021 2023-08-23 11:59:03 [Main thread] INFO PatientLevelPrediction Calculating predictions on left out fold set... 2023-08-23 11:59:03 [Main thread] INFO PatientLevelPrediction Max fold: 3 2023-08-23 11:59:03 [Main thread] INFO PatientLevelPrediction Fold 1 2023-08-23 11:59:03 [Main thread] INFO PatientLevelPrediction fitPythonModel data X dim: 71x71 2023-08-23 11:59:03 [Main thread] INFO PatientLevelPrediction fitPythonModel data Y length: 71 with 27 outcomes 2023-08-23 11:59:03 [Main thread] INFO PatientLevelPrediction fitPythonModel ntrees:500 criterion:gini maxDepth:17 minSamplesSplit:2 minSamplesLeaf:10 minWeightFractionLeaf:0 mtries:log2 maxLeafNodes:null minImpurityDecrease:0 bootstrap:TRUE oobScore:FALSE nJobs:null seed:8011 classWeight:null maxSamples:null 2023-08-23 11:59:03 [Main thread] INFO PatientLevelPrediction fitPythonModel Training model took (mins): 0.00677161614100138 2023-08-23 11:59:03 [Main thread] INFO PatientLevelPrediction Calculating predictions on left out fold set... 2023-08-23 11:59:03 [Main thread] INFO PatientLevelPrediction Fold 2 2023-08-23 11:59:03 [Main thread] INFO PatientLevelPrediction fitPythonModel data X dim: 72x71 2023-08-23 11:59:03 [Main thread] INFO PatientLevelPrediction fitPythonModel data Y length: 72 with 27 outcomes 2023-08-23 11:59:03 [Main thread] INFO PatientLevelPrediction fitPythonModel ntrees:500 criterion:gini maxDepth:17 minSamplesSplit:2 minSamplesLeaf:10 minWeightFractionLeaf:0 mtries:log2 maxLeafNodes:null minImpurityDecrease:0 bootstrap:TRUE oobScore:FALSE nJobs:null seed:8011 classWeight:null maxSamples:null 2023-08-23 11:59:03 [Main thread] INFO PatientLevelPrediction fitPythonModel Training model took (mins): 0.00658735036849976 2023-08-23 11:59:03 [Main thread] INFO PatientLevelPrediction Calculating predictions on left out fold set... 2023-08-23 11:59:03 [Main thread] INFO PatientLevelPrediction Fold 3 2023-08-23 11:59:03 [Main thread] INFO PatientLevelPrediction fitPythonModel data X dim: 73x71 2023-08-23 11:59:03 [Main thread] INFO PatientLevelPrediction fitPythonModel data Y length: 73 with 28 outcomes 2023-08-23 11:59:03 [Main thread] INFO PatientLevelPrediction fitPythonModel ntrees:500 criterion:gini maxDepth:17 minSamplesSplit:2 minSamplesLeaf:10 minWeightFractionLeaf:0 mtries:log2 maxLeafNodes:null minImpurityDecrease:0 bootstrap:TRUE oobScore:FALSE nJobs:null seed:8011 classWeight:null maxSamples:null 2023-08-23 11:59:04 [Main thread] INFO PatientLevelPrediction fitPythonModel Training model took (mins): 0.00766209761301676 2023-08-23 11:59:04 [Main thread] INFO PatientLevelPrediction Calculating predictions on left out fold set... 2023-08-23 11:59:04 [Main thread] INFO PatientLevelPrediction Max fold: 3 2023-08-23 11:59:04 [Main thread] INFO PatientLevelPrediction Fold 1 2023-08-23 11:59:04 [Main thread] INFO PatientLevelPrediction fitPythonModel data X dim: 71x71 2023-08-23 11:59:04 [Main thread] INFO PatientLevelPrediction fitPythonModel data Y length: 71 with 27 outcomes 2023-08-23 11:59:04 [Main thread] INFO PatientLevelPrediction fitPythonModel ntrees:100 criterion:gini maxDepth:4 minSamplesSplit:5 minSamplesLeaf:10 minWeightFractionLeaf:0 mtries:log2 maxLeafNodes:null minImpurityDecrease:0 bootstrap:TRUE oobScore:FALSE nJobs:null seed:8011 classWeight:null maxSamples:null 2023-08-23 11:59:04 [Main thread] INFO PatientLevelPrediction fitPythonModel Training model took (mins): 0.00177239974339803 2023-08-23 11:59:04 [Main thread] INFO PatientLevelPrediction Calculating predictions on left out fold set... 2023-08-23 11:59:04 [Main thread] INFO PatientLevelPrediction Fold 2 2023-08-23 11:59:04 [Main thread] INFO PatientLevelPrediction fitPythonModel data X dim: 72x71 2023-08-23 11:59:04 [Main thread] INFO PatientLevelPrediction fitPythonModel data Y length: 72 with 27 outcomes 2023-08-23 11:59:04 [Main thread] INFO PatientLevelPrediction fitPythonModel ntrees:100 criterion:gini maxDepth:4 minSamplesSplit:5 minSamplesLeaf:10 minWeightFractionLeaf:0 mtries:log2 maxLeafNodes:null minImpurityDecrease:0 bootstrap:TRUE oobScore:FALSE nJobs:null seed:8011 classWeight:null maxSamples:null 2023-08-23 11:59:04 [Main thread] INFO PatientLevelPrediction fitPythonModel Training model took (mins): 0.00155433416366577 2023-08-23 11:59:04 [Main thread] INFO PatientLevelPrediction Calculating predictions on left out fold set... 2023-08-23 11:59:04 [Main thread] INFO PatientLevelPrediction Fold 3 2023-08-23 11:59:04 [Main thread] INFO PatientLevelPrediction fitPythonModel data X dim: 73x71 2023-08-23 11:59:04 [Main thread] INFO PatientLevelPrediction fitPythonModel data Y length: 73 with 28 outcomes 2023-08-23 11:59:04 [Main thread] INFO PatientLevelPrediction fitPythonModel ntrees:100 criterion:gini maxDepth:4 minSamplesSplit:5 minSamplesLeaf:10 minWeightFractionLeaf:0 mtries:log2 maxLeafNodes:null minImpurityDecrease:0 bootstrap:TRUE oobScore:FALSE nJobs:null seed:8011 classWeight:null maxSamples:null 2023-08-23 11:59:04 [Main thread] INFO PatientLevelPrediction fitPythonModel Training model took (mins): 0.00159424940745036 2023-08-23 11:59:04 [Main thread] INFO PatientLevelPrediction Calculating predictions on left out fold set... 2023-08-23 11:59:04 [Main thread] INFO PatientLevelPrediction Max fold: 3 2023-08-23 11:59:04 [Main thread] INFO PatientLevelPrediction Fold 1 2023-08-23 11:59:04 [Main thread] INFO PatientLevelPrediction fitPythonModel data X dim: 71x71 2023-08-23 11:59:04 [Main thread] INFO PatientLevelPrediction fitPythonModel data Y length: 71 with 27 outcomes 2023-08-23 11:59:04 [Main thread] INFO PatientLevelPrediction fitPythonModel ntrees:500 criterion:gini maxDepth:4 minSamplesSplit:5 minSamplesLeaf:10 minWeightFractionLeaf:0 mtries:log2 maxLeafNodes:null minImpurityDecrease:0 bootstrap:TRUE oobScore:FALSE nJobs:null seed:8011 classWeight:null maxSamples:null 2023-08-23 11:59:05 [Main thread] INFO PatientLevelPrediction fitPythonModel Training model took (mins): 0.00681518316268921 2023-08-23 11:59:05 [Main thread] INFO PatientLevelPrediction Calculating predictions on left out fold set... 2023-08-23 11:59:05 [Main thread] INFO PatientLevelPrediction Fold 2 2023-08-23 11:59:05 [Main thread] INFO PatientLevelPrediction fitPythonModel data X dim: 72x71 2023-08-23 11:59:05 [Main thread] INFO PatientLevelPrediction fitPythonModel data Y length: 72 with 27 outcomes 2023-08-23 11:59:05 [Main thread] INFO PatientLevelPrediction fitPythonModel ntrees:500 criterion:gini maxDepth:4 minSamplesSplit:5 minSamplesLeaf:10 minWeightFractionLeaf:0 mtries:log2 maxLeafNodes:null minImpurityDecrease:0 bootstrap:TRUE oobScore:FALSE nJobs:null seed:8011 classWeight:null maxSamples:null 2023-08-23 11:59:05 [Main thread] INFO PatientLevelPrediction fitPythonModel Training model took (mins): 0.00689088503519694 2023-08-23 11:59:05 [Main thread] INFO PatientLevelPrediction Calculating predictions on left out fold set... 2023-08-23 11:59:05 [Main thread] INFO PatientLevelPrediction Fold 3 2023-08-23 11:59:05 [Main thread] INFO PatientLevelPrediction fitPythonModel data X dim: 73x71 2023-08-23 11:59:05 [Main thread] INFO PatientLevelPrediction fitPythonModel data Y length: 73 with 28 outcomes 2023-08-23 11:59:05 [Main thread] INFO PatientLevelPrediction fitPythonModel ntrees:500 criterion:gini maxDepth:4 minSamplesSplit:5 minSamplesLeaf:10 minWeightFractionLeaf:0 mtries:log2 maxLeafNodes:null minImpurityDecrease:0 bootstrap:TRUE oobScore:FALSE nJobs:null seed:8011 classWeight:null maxSamples:null 2023-08-23 11:59:06 [Main thread] INFO PatientLevelPrediction fitPythonModel Training model took (mins): 0.00644553105036418 2023-08-23 11:59:06 [Main thread] INFO PatientLevelPrediction Calculating predictions on left out fold set... 2023-08-23 11:59:06 [Main thread] INFO PatientLevelPrediction Max fold: 3 2023-08-23 11:59:06 [Main thread] INFO PatientLevelPrediction Fold 1 2023-08-23 11:59:06 [Main thread] INFO PatientLevelPrediction fitPythonModel data X dim: 71x71 2023-08-23 11:59:06 [Main thread] INFO PatientLevelPrediction fitPythonModel data Y length: 71 with 27 outcomes 2023-08-23 11:59:06 [Main thread] INFO PatientLevelPrediction fitPythonModel ntrees:100 criterion:gini maxDepth:10 minSamplesSplit:5 minSamplesLeaf:10 minWeightFractionLeaf:0 mtries:log2 maxLeafNodes:null minImpurityDecrease:0 bootstrap:TRUE oobScore:FALSE nJobs:null seed:8011 classWeight:null maxSamples:null 2023-08-23 11:59:06 [Main thread] INFO PatientLevelPrediction fitPythonModel Training model took (mins): 0.00151403347651164 2023-08-23 11:59:06 [Main thread] INFO PatientLevelPrediction Calculating predictions on left out fold set... 2023-08-23 11:59:06 [Main thread] INFO PatientLevelPrediction Fold 2 2023-08-23 11:59:06 [Main thread] INFO PatientLevelPrediction fitPythonModel data X dim: 72x71 2023-08-23 11:59:06 [Main thread] INFO PatientLevelPrediction fitPythonModel data Y length: 72 with 27 outcomes 2023-08-23 11:59:06 [Main thread] INFO PatientLevelPrediction fitPythonModel ntrees:100 criterion:gini maxDepth:10 minSamplesSplit:5 minSamplesLeaf:10 minWeightFractionLeaf:0 mtries:log2 maxLeafNodes:null minImpurityDecrease:0 bootstrap:TRUE oobScore:FALSE nJobs:null seed:8011 classWeight:null maxSamples:null 2023-08-23 11:59:06 [Main thread] INFO PatientLevelPrediction fitPythonModel Training model took (mins): 0.00162116686503092 2023-08-23 11:59:06 [Main thread] INFO PatientLevelPrediction Calculating predictions on left out fold set... 2023-08-23 11:59:06 [Main thread] INFO PatientLevelPrediction Fold 3 2023-08-23 11:59:06 [Main thread] INFO PatientLevelPrediction fitPythonModel data X dim: 73x71 2023-08-23 11:59:06 [Main thread] INFO PatientLevelPrediction fitPythonModel data Y length: 73 with 28 outcomes 2023-08-23 11:59:06 [Main thread] INFO PatientLevelPrediction fitPythonModel ntrees:100 criterion:gini maxDepth:10 minSamplesSplit:5 minSamplesLeaf:10 minWeightFractionLeaf:0 mtries:log2 maxLeafNodes:null minImpurityDecrease:0 bootstrap:TRUE oobScore:FALSE nJobs:null seed:8011 classWeight:null maxSamples:null 2023-08-23 11:59:06 [Main thread] INFO PatientLevelPrediction fitPythonModel Training model took (mins): 0.00326054890950521 2023-08-23 11:59:06 [Main thread] INFO PatientLevelPrediction Calculating predictions on left out fold set... 2023-08-23 11:59:06 [Main thread] INFO PatientLevelPrediction Max fold: 3 2023-08-23 11:59:06 [Main thread] INFO PatientLevelPrediction Fold 1 2023-08-23 11:59:06 [Main thread] INFO PatientLevelPrediction fitPythonModel data X dim: 71x71 2023-08-23 11:59:06 [Main thread] INFO PatientLevelPrediction fitPythonModel data Y length: 71 with 27 outcomes 2023-08-23 11:59:06 [Main thread] INFO PatientLevelPrediction fitPythonModel ntrees:500 criterion:gini maxDepth:10 minSamplesSplit:5 minSamplesLeaf:10 minWeightFractionLeaf:0 mtries:log2 maxLeafNodes:null minImpurityDecrease:0 bootstrap:TRUE oobScore:FALSE nJobs:null seed:8011 classWeight:null maxSamples:null 2023-08-23 11:59:07 [Main thread] INFO PatientLevelPrediction fitPythonModel Training model took (mins): 0.0105338017145793 2023-08-23 11:59:07 [Main thread] INFO PatientLevelPrediction Calculating predictions on left out fold set... 2023-08-23 11:59:07 [Main thread] INFO PatientLevelPrediction Fold 2 2023-08-23 11:59:07 [Main thread] INFO PatientLevelPrediction fitPythonModel data X dim: 72x71 2023-08-23 11:59:07 [Main thread] INFO PatientLevelPrediction fitPythonModel data Y length: 72 with 27 outcomes 2023-08-23 11:59:07 [Main thread] INFO PatientLevelPrediction fitPythonModel ntrees:500 criterion:gini maxDepth:10 minSamplesSplit:5 minSamplesLeaf:10 minWeightFractionLeaf:0 mtries:log2 maxLeafNodes:null minImpurityDecrease:0 bootstrap:TRUE oobScore:FALSE nJobs:null seed:8011 classWeight:null maxSamples:null 2023-08-23 11:59:08 [Main thread] INFO PatientLevelPrediction fitPythonModel Training model took (mins): 0.0111250201861064 2023-08-23 11:59:08 [Main thread] INFO PatientLevelPrediction Calculating predictions on left out fold set... 2023-08-23 11:59:08 [Main thread] INFO PatientLevelPrediction Fold 3 2023-08-23 11:59:08 [Main thread] INFO PatientLevelPrediction fitPythonModel data X dim: 73x71 2023-08-23 11:59:08 [Main thread] INFO PatientLevelPrediction fitPythonModel data Y length: 73 with 28 outcomes 2023-08-23 11:59:08 [Main thread] INFO PatientLevelPrediction fitPythonModel ntrees:500 criterion:gini maxDepth:10 minSamplesSplit:5 minSamplesLeaf:10 minWeightFractionLeaf:0 mtries:log2 maxLeafNodes:null minImpurityDecrease:0 bootstrap:TRUE oobScore:FALSE nJobs:null seed:8011 classWeight:null maxSamples:null 2023-08-23 11:59:08 [Main thread] INFO PatientLevelPrediction fitPythonModel Training model took (mins): 0.00881671905517578 2023-08-23 11:59:08 [Main thread] INFO PatientLevelPrediction Calculating predictions on left out fold set... 2023-08-23 11:59:08 [Main thread] INFO PatientLevelPrediction Max fold: 3 2023-08-23 11:59:08 [Main thread] INFO PatientLevelPrediction Fold 1 2023-08-23 11:59:08 [Main thread] INFO PatientLevelPrediction fitPythonModel data X dim: 71x71 2023-08-23 11:59:08 [Main thread] INFO PatientLevelPrediction fitPythonModel data Y length: 71 with 27 outcomes 2023-08-23 11:59:08 [Main thread] INFO PatientLevelPrediction fitPythonModel ntrees:100 criterion:gini maxDepth:17 minSamplesSplit:5 minSamplesLeaf:10 minWeightFractionLeaf:0 mtries:log2 maxLeafNodes:null minImpurityDecrease:0 bootstrap:TRUE oobScore:FALSE nJobs:null seed:8011 classWeight:null maxSamples:null 2023-08-23 11:59:08 [Main thread] INFO PatientLevelPrediction fitPythonModel Training model took (mins): 0.00294175148010254 2023-08-23 11:59:08 [Main thread] INFO PatientLevelPrediction Calculating predictions on left out fold set... 2023-08-23 11:59:08 [Main thread] INFO PatientLevelPrediction Fold 2 2023-08-23 11:59:08 [Main thread] INFO PatientLevelPrediction fitPythonModel data X dim: 72x71 2023-08-23 11:59:08 [Main thread] INFO PatientLevelPrediction fitPythonModel data Y length: 72 with 27 outcomes 2023-08-23 11:59:08 [Main thread] INFO PatientLevelPrediction fitPythonModel ntrees:100 criterion:gini maxDepth:17 minSamplesSplit:5 minSamplesLeaf:10 minWeightFractionLeaf:0 mtries:log2 maxLeafNodes:null minImpurityDecrease:0 bootstrap:TRUE oobScore:FALSE nJobs:null seed:8011 classWeight:null maxSamples:null 2023-08-23 11:59:09 [Main thread] INFO PatientLevelPrediction fitPythonModel Training model took (mins): 0.00299241542816162 2023-08-23 11:59:09 [Main thread] INFO PatientLevelPrediction Calculating predictions on left out fold set... 2023-08-23 11:59:09 [Main thread] INFO PatientLevelPrediction Fold 3 2023-08-23 11:59:09 [Main thread] INFO PatientLevelPrediction fitPythonModel data X dim: 73x71 2023-08-23 11:59:09 [Main thread] INFO PatientLevelPrediction fitPythonModel data Y length: 73 with 28 outcomes 2023-08-23 11:59:09 [Main thread] INFO PatientLevelPrediction fitPythonModel ntrees:100 criterion:gini maxDepth:17 minSamplesSplit:5 minSamplesLeaf:10 minWeightFractionLeaf:0 mtries:log2 maxLeafNodes:null minImpurityDecrease:0 bootstrap:TRUE oobScore:FALSE nJobs:null seed:8011 classWeight:null maxSamples:null 2023-08-23 11:59:09 [Main thread] INFO PatientLevelPrediction fitPythonModel Training model took (mins): 0.00260713497797648 2023-08-23 11:59:09 [Main thread] INFO PatientLevelPrediction Calculating predictions on left out fold set... 2023-08-23 11:59:09 [Main thread] INFO PatientLevelPrediction Max fold: 3 2023-08-23 11:59:09 [Main thread] INFO PatientLevelPrediction Fold 1 2023-08-23 11:59:09 [Main thread] INFO PatientLevelPrediction fitPythonModel data X dim: 71x71 2023-08-23 11:59:09 [Main thread] INFO PatientLevelPrediction fitPythonModel data Y length: 71 with 27 outcomes 2023-08-23 11:59:09 [Main thread] INFO PatientLevelPrediction fitPythonModel ntrees:500 criterion:gini maxDepth:17 minSamplesSplit:5 minSamplesLeaf:10 minWeightFractionLeaf:0 mtries:log2 maxLeafNodes:null minImpurityDecrease:0 bootstrap:TRUE oobScore:FALSE nJobs:null seed:8011 classWeight:null maxSamples:null 2023-08-23 11:59:09 [Main thread] INFO PatientLevelPrediction fitPythonModel Training model took (mins): 0.00931828419367472 2023-08-23 11:59:09 [Main thread] INFO PatientLevelPrediction Calculating predictions on left out fold set... 2023-08-23 11:59:09 [Main thread] INFO PatientLevelPrediction Fold 2 2023-08-23 11:59:09 [Main thread] INFO PatientLevelPrediction fitPythonModel data X dim: 72x71 2023-08-23 11:59:09 [Main thread] INFO PatientLevelPrediction fitPythonModel data Y length: 72 with 27 outcomes 2023-08-23 11:59:09 [Main thread] INFO PatientLevelPrediction fitPythonModel ntrees:500 criterion:gini maxDepth:17 minSamplesSplit:5 minSamplesLeaf:10 minWeightFractionLeaf:0 mtries:log2 maxLeafNodes:null minImpurityDecrease:0 bootstrap:TRUE oobScore:FALSE nJobs:null seed:8011 classWeight:null maxSamples:null 2023-08-23 11:59:10 [Main thread] INFO PatientLevelPrediction fitPythonModel Training model took (mins): 0.00882823467254639 2023-08-23 11:59:10 [Main thread] INFO PatientLevelPrediction Calculating predictions on left out fold set... 2023-08-23 11:59:10 [Main thread] INFO PatientLevelPrediction Fold 3 2023-08-23 11:59:10 [Main thread] INFO PatientLevelPrediction fitPythonModel data X dim: 73x71 2023-08-23 11:59:10 [Main thread] INFO PatientLevelPrediction fitPythonModel data Y length: 73 with 28 outcomes 2023-08-23 11:59:10 [Main thread] INFO PatientLevelPrediction fitPythonModel ntrees:500 criterion:gini maxDepth:17 minSamplesSplit:5 minSamplesLeaf:10 minWeightFractionLeaf:0 mtries:log2 maxLeafNodes:null minImpurityDecrease:0 bootstrap:TRUE oobScore:FALSE nJobs:null seed:8011 classWeight:null maxSamples:null 2023-08-23 11:59:11 [Main thread] INFO PatientLevelPrediction fitPythonModel Training model took (mins): 0.0095005989074707 2023-08-23 11:59:11 [Main thread] INFO PatientLevelPrediction Calculating predictions on left out fold set... 2023-08-23 11:59:11 [Main thread] INFO PatientLevelPrediction Max fold: 3 2023-08-23 11:59:11 [Main thread] INFO PatientLevelPrediction Fold 1 2023-08-23 11:59:11 [Main thread] INFO PatientLevelPrediction fitPythonModel data X dim: 71x71 2023-08-23 11:59:11 [Main thread] INFO PatientLevelPrediction fitPythonModel data Y length: 71 with 27 outcomes 2023-08-23 11:59:11 [Main thread] INFO PatientLevelPrediction fitPythonModel ntrees:100 criterion:gini maxDepth:4 minSamplesSplit:2 minSamplesLeaf:1 minWeightFractionLeaf:0 mtries:sqrt maxLeafNodes:null minImpurityDecrease:0 bootstrap:TRUE oobScore:FALSE nJobs:null seed:8011 classWeight:null maxSamples:0.9 2023-08-23 11:59:11 [Main thread] INFO PatientLevelPrediction fitPythonModel Training model took (mins): 0.0022974173227946 2023-08-23 11:59:11 [Main thread] INFO PatientLevelPrediction Calculating predictions on left out fold set... 2023-08-23 11:59:11 [Main thread] INFO PatientLevelPrediction Fold 2 2023-08-23 11:59:11 [Main thread] INFO PatientLevelPrediction fitPythonModel data X dim: 72x71 2023-08-23 11:59:11 [Main thread] INFO PatientLevelPrediction fitPythonModel data Y length: 72 with 27 outcomes 2023-08-23 11:59:11 [Main thread] INFO PatientLevelPrediction fitPythonModel ntrees:100 criterion:gini maxDepth:4 minSamplesSplit:2 minSamplesLeaf:1 minWeightFractionLeaf:0 mtries:sqrt maxLeafNodes:null minImpurityDecrease:0 bootstrap:TRUE oobScore:FALSE nJobs:null seed:8011 classWeight:null maxSamples:0.9 2023-08-23 11:59:11 [Main thread] INFO PatientLevelPrediction fitPythonModel Training model took (mins): 0.00309100151062012 2023-08-23 11:59:11 [Main thread] INFO PatientLevelPrediction Calculating predictions on left out fold set... 2023-08-23 11:59:11 [Main thread] INFO PatientLevelPrediction Fold 3 2023-08-23 11:59:11 [Main thread] INFO PatientLevelPrediction fitPythonModel data X dim: 73x71 2023-08-23 11:59:11 [Main thread] INFO PatientLevelPrediction fitPythonModel data Y length: 73 with 28 outcomes 2023-08-23 11:59:11 [Main thread] INFO PatientLevelPrediction fitPythonModel ntrees:100 criterion:gini maxDepth:4 minSamplesSplit:2 minSamplesLeaf:1 minWeightFractionLeaf:0 mtries:sqrt maxLeafNodes:null minImpurityDecrease:0 bootstrap:TRUE oobScore:FALSE nJobs:null seed:8011 classWeight:null maxSamples:0.9 2023-08-23 11:59:11 [Main thread] INFO PatientLevelPrediction fitPythonModel Training model took (mins): 0.00285888512929281 2023-08-23 11:59:11 [Main thread] INFO PatientLevelPrediction Calculating predictions on left out fold set... 2023-08-23 11:59:11 [Main thread] INFO PatientLevelPrediction Max fold: 3 2023-08-23 11:59:11 [Main thread] INFO PatientLevelPrediction Fold 1 2023-08-23 11:59:11 [Main thread] INFO PatientLevelPrediction fitPythonModel data X dim: 71x71 2023-08-23 11:59:11 [Main thread] INFO PatientLevelPrediction fitPythonModel data Y length: 71 with 27 outcomes 2023-08-23 11:59:11 [Main thread] INFO PatientLevelPrediction fitPythonModel ntrees:500 criterion:gini maxDepth:4 minSamplesSplit:2 minSamplesLeaf:1 minWeightFractionLeaf:0 mtries:sqrt maxLeafNodes:null minImpurityDecrease:0 bootstrap:TRUE oobScore:FALSE nJobs:null seed:8011 classWeight:null maxSamples:0.9 2023-08-23 11:59:12 [Main thread] INFO PatientLevelPrediction fitPythonModel Training model took (mins): 0.0105426629384359 2023-08-23 11:59:12 [Main thread] INFO PatientLevelPrediction Calculating predictions on left out fold set... 2023-08-23 11:59:12 [Main thread] INFO PatientLevelPrediction Fold 2 2023-08-23 11:59:12 [Main thread] INFO PatientLevelPrediction fitPythonModel data X dim: 72x71 2023-08-23 11:59:12 [Main thread] INFO PatientLevelPrediction fitPythonModel data Y length: 72 with 27 outcomes 2023-08-23 11:59:12 [Main thread] INFO PatientLevelPrediction fitPythonModel ntrees:500 criterion:gini maxDepth:4 minSamplesSplit:2 minSamplesLeaf:1 minWeightFractionLeaf:0 mtries:sqrt maxLeafNodes:null minImpurityDecrease:0 bootstrap:TRUE oobScore:FALSE nJobs:null seed:8011 classWeight:null maxSamples:0.9 2023-08-23 11:59:13 [Main thread] INFO PatientLevelPrediction fitPythonModel Training model took (mins): 0.00992160240809123 2023-08-23 11:59:13 [Main thread] INFO PatientLevelPrediction Calculating predictions on left out fold set... 2023-08-23 11:59:13 [Main thread] INFO PatientLevelPrediction Fold 3 2023-08-23 11:59:13 [Main thread] INFO PatientLevelPrediction fitPythonModel data X dim: 73x71 2023-08-23 11:59:13 [Main thread] INFO PatientLevelPrediction fitPythonModel data Y length: 73 with 28 outcomes 2023-08-23 11:59:13 [Main thread] INFO PatientLevelPrediction fitPythonModel ntrees:500 criterion:gini maxDepth:4 minSamplesSplit:2 minSamplesLeaf:1 minWeightFractionLeaf:0 mtries:sqrt maxLeafNodes:null minImpurityDecrease:0 bootstrap:TRUE oobScore:FALSE nJobs:null seed:8011 classWeight:null maxSamples:0.9 2023-08-23 11:59:13 [Main thread] INFO PatientLevelPrediction fitPythonModel Training model took (mins): 0.0084934671719869 2023-08-23 11:59:13 [Main thread] INFO PatientLevelPrediction Calculating predictions on left out fold set... 2023-08-23 11:59:13 [Main thread] INFO PatientLevelPrediction Max fold: 3 2023-08-23 11:59:13 [Main thread] INFO PatientLevelPrediction Fold 1 2023-08-23 11:59:13 [Main thread] INFO PatientLevelPrediction fitPythonModel data X dim: 71x71 2023-08-23 11:59:13 [Main thread] INFO PatientLevelPrediction fitPythonModel data Y length: 71 with 27 outcomes 2023-08-23 11:59:13 [Main thread] INFO PatientLevelPrediction fitPythonModel ntrees:100 criterion:gini maxDepth:10 minSamplesSplit:2 minSamplesLeaf:1 minWeightFractionLeaf:0 mtries:sqrt maxLeafNodes:null minImpurityDecrease:0 bootstrap:TRUE oobScore:FALSE nJobs:null seed:8011 classWeight:null maxSamples:0.9 2023-08-23 11:59:13 [Main thread] INFO PatientLevelPrediction fitPythonModel Training model took (mins): 0.00341745217641195 2023-08-23 11:59:13 [Main thread] INFO PatientLevelPrediction Calculating predictions on left out fold set... 2023-08-23 11:59:13 [Main thread] INFO PatientLevelPrediction Fold 2 2023-08-23 11:59:13 [Main thread] INFO PatientLevelPrediction fitPythonModel data X dim: 72x71 2023-08-23 11:59:13 [Main thread] INFO PatientLevelPrediction fitPythonModel data Y length: 72 with 27 outcomes 2023-08-23 11:59:13 [Main thread] INFO PatientLevelPrediction fitPythonModel ntrees:100 criterion:gini maxDepth:10 minSamplesSplit:2 minSamplesLeaf:1 minWeightFractionLeaf:0 mtries:sqrt maxLeafNodes:null minImpurityDecrease:0 bootstrap:TRUE oobScore:FALSE nJobs:null seed:8011 classWeight:null maxSamples:0.9 2023-08-23 11:59:13 [Main thread] INFO PatientLevelPrediction fitPythonModel Training model took (mins): 0.00208749771118164 2023-08-23 11:59:13 [Main thread] INFO PatientLevelPrediction Calculating predictions on left out fold set... 2023-08-23 11:59:13 [Main thread] INFO PatientLevelPrediction Fold 3 2023-08-23 11:59:13 [Main thread] INFO PatientLevelPrediction fitPythonModel data X dim: 73x71 2023-08-23 11:59:13 [Main thread] INFO PatientLevelPrediction fitPythonModel data Y length: 73 with 28 outcomes 2023-08-23 11:59:13 [Main thread] INFO PatientLevelPrediction fitPythonModel ntrees:100 criterion:gini maxDepth:10 minSamplesSplit:2 minSamplesLeaf:1 minWeightFractionLeaf:0 mtries:sqrt maxLeafNodes:null minImpurityDecrease:0 bootstrap:TRUE oobScore:FALSE nJobs:null seed:8011 classWeight:null maxSamples:0.9 2023-08-23 11:59:14 [Main thread] INFO PatientLevelPrediction fitPythonModel Training model took (mins): 0.00233244895935059 2023-08-23 11:59:14 [Main thread] INFO PatientLevelPrediction Calculating predictions on left out fold set... 2023-08-23 11:59:14 [Main thread] INFO PatientLevelPrediction Max fold: 3 2023-08-23 11:59:14 [Main thread] INFO PatientLevelPrediction Fold 1 2023-08-23 11:59:14 [Main thread] INFO PatientLevelPrediction fitPythonModel data X dim: 71x71 2023-08-23 11:59:14 [Main thread] INFO PatientLevelPrediction fitPythonModel data Y length: 71 with 27 outcomes 2023-08-23 11:59:14 [Main thread] INFO PatientLevelPrediction fitPythonModel ntrees:500 criterion:gini maxDepth:10 minSamplesSplit:2 minSamplesLeaf:1 minWeightFractionLeaf:0 mtries:sqrt maxLeafNodes:null minImpurityDecrease:0 bootstrap:TRUE oobScore:FALSE nJobs:null seed:8011 classWeight:null maxSamples:0.9 2023-08-23 11:59:14 [Main thread] INFO PatientLevelPrediction fitPythonModel Training model took (mins): 0.00979188283284505 2023-08-23 11:59:14 [Main thread] INFO PatientLevelPrediction Calculating predictions on left out fold set... 2023-08-23 11:59:14 [Main thread] INFO PatientLevelPrediction Fold 2 2023-08-23 11:59:14 [Main thread] INFO PatientLevelPrediction fitPythonModel data X dim: 72x71 2023-08-23 11:59:14 [Main thread] INFO PatientLevelPrediction fitPythonModel data Y length: 72 with 27 outcomes 2023-08-23 11:59:14 [Main thread] INFO PatientLevelPrediction fitPythonModel ntrees:500 criterion:gini maxDepth:10 minSamplesSplit:2 minSamplesLeaf:1 minWeightFractionLeaf:0 mtries:sqrt maxLeafNodes:null minImpurityDecrease:0 bootstrap:TRUE oobScore:FALSE nJobs:null seed:8011 classWeight:null maxSamples:0.9 2023-08-23 11:59:15 [Main thread] INFO PatientLevelPrediction fitPythonModel Training model took (mins): 0.00976698398590088 2023-08-23 11:59:15 [Main thread] INFO PatientLevelPrediction Calculating predictions on left out fold set... 2023-08-23 11:59:15 [Main thread] INFO PatientLevelPrediction Fold 3 2023-08-23 11:59:15 [Main thread] INFO PatientLevelPrediction fitPythonModel data X dim: 73x71 2023-08-23 11:59:15 [Main thread] INFO PatientLevelPrediction fitPythonModel data Y length: 73 with 28 outcomes 2023-08-23 11:59:15 [Main thread] INFO PatientLevelPrediction fitPythonModel ntrees:500 criterion:gini maxDepth:10 minSamplesSplit:2 minSamplesLeaf:1 minWeightFractionLeaf:0 mtries:sqrt maxLeafNodes:null minImpurityDecrease:0 bootstrap:TRUE oobScore:FALSE nJobs:null seed:8011 classWeight:null maxSamples:0.9 2023-08-23 11:59:16 [Main thread] INFO PatientLevelPrediction fitPythonModel Training model took (mins): 0.0102160811424255 2023-08-23 11:59:16 [Main thread] INFO PatientLevelPrediction Calculating predictions on left out fold set... 2023-08-23 11:59:16 [Main thread] INFO PatientLevelPrediction Max fold: 3 2023-08-23 11:59:16 [Main thread] INFO PatientLevelPrediction Fold 1 2023-08-23 11:59:16 [Main thread] INFO PatientLevelPrediction fitPythonModel data X dim: 71x71 2023-08-23 11:59:16 [Main thread] INFO PatientLevelPrediction fitPythonModel data Y length: 71 with 27 outcomes 2023-08-23 11:59:16 [Main thread] INFO PatientLevelPrediction fitPythonModel ntrees:100 criterion:gini maxDepth:17 minSamplesSplit:2 minSamplesLeaf:1 minWeightFractionLeaf:0 mtries:sqrt maxLeafNodes:null minImpurityDecrease:0 bootstrap:TRUE oobScore:FALSE nJobs:null seed:8011 classWeight:null maxSamples:0.9 2023-08-23 11:59:16 [Main thread] INFO PatientLevelPrediction fitPythonModel Training model took (mins): 0.00290900071461995 2023-08-23 11:59:16 [Main thread] INFO PatientLevelPrediction Calculating predictions on left out fold set... 2023-08-23 11:59:16 [Main thread] INFO PatientLevelPrediction Fold 2 2023-08-23 11:59:16 [Main thread] INFO PatientLevelPrediction fitPythonModel data X dim: 72x71 2023-08-23 11:59:16 [Main thread] INFO PatientLevelPrediction fitPythonModel data Y length: 72 with 27 outcomes 2023-08-23 11:59:16 [Main thread] INFO PatientLevelPrediction fitPythonModel ntrees:100 criterion:gini maxDepth:17 minSamplesSplit:2 minSamplesLeaf:1 minWeightFractionLeaf:0 mtries:sqrt maxLeafNodes:null minImpurityDecrease:0 bootstrap:TRUE oobScore:FALSE nJobs:null seed:8011 classWeight:null maxSamples:0.9 2023-08-23 11:59:16 [Main thread] INFO PatientLevelPrediction fitPythonModel Training model took (mins): 0.00235448280970256 2023-08-23 11:59:16 [Main thread] INFO PatientLevelPrediction Calculating predictions on left out fold set... 2023-08-23 11:59:16 [Main thread] INFO PatientLevelPrediction Fold 3 2023-08-23 11:59:16 [Main thread] INFO PatientLevelPrediction fitPythonModel data X dim: 73x71 2023-08-23 11:59:16 [Main thread] INFO PatientLevelPrediction fitPythonModel data Y length: 73 with 28 outcomes 2023-08-23 11:59:16 [Main thread] INFO PatientLevelPrediction fitPythonModel ntrees:100 criterion:gini maxDepth:17 minSamplesSplit:2 minSamplesLeaf:1 minWeightFractionLeaf:0 mtries:sqrt maxLeafNodes:null minImpurityDecrease:0 bootstrap:TRUE oobScore:FALSE nJobs:null seed:8011 classWeight:null maxSamples:0.9 2023-08-23 11:59:16 [Main thread] INFO PatientLevelPrediction fitPythonModel Training model took (mins): 0.00270761648813883 2023-08-23 11:59:16 [Main thread] INFO PatientLevelPrediction Calculating predictions on left out fold set... 2023-08-23 11:59:16 [Main thread] INFO PatientLevelPrediction Max fold: 3 2023-08-23 11:59:16 [Main thread] INFO PatientLevelPrediction Fold 1 2023-08-23 11:59:16 [Main thread] INFO PatientLevelPrediction fitPythonModel data X dim: 71x71 2023-08-23 11:59:16 [Main thread] INFO PatientLevelPrediction fitPythonModel data Y length: 71 with 27 outcomes 2023-08-23 11:59:16 [Main thread] INFO PatientLevelPrediction fitPythonModel ntrees:500 criterion:gini maxDepth:17 minSamplesSplit:2 minSamplesLeaf:1 minWeightFractionLeaf:0 mtries:sqrt maxLeafNodes:null minImpurityDecrease:0 bootstrap:TRUE oobScore:FALSE nJobs:null seed:8011 classWeight:null maxSamples:0.9 2023-08-23 11:59:17 [Main thread] INFO PatientLevelPrediction fitPythonModel Training model took (mins): 0.0100467006365458 2023-08-23 11:59:17 [Main thread] INFO PatientLevelPrediction Calculating predictions on left out fold set... 2023-08-23 11:59:17 [Main thread] INFO PatientLevelPrediction Fold 2 2023-08-23 11:59:17 [Main thread] INFO PatientLevelPrediction fitPythonModel data X dim: 72x71 2023-08-23 11:59:17 [Main thread] INFO PatientLevelPrediction fitPythonModel data Y length: 72 with 27 outcomes 2023-08-23 11:59:17 [Main thread] INFO PatientLevelPrediction fitPythonModel ntrees:500 criterion:gini maxDepth:17 minSamplesSplit:2 minSamplesLeaf:1 minWeightFractionLeaf:0 mtries:sqrt maxLeafNodes:null minImpurityDecrease:0 bootstrap:TRUE oobScore:FALSE nJobs:null seed:8011 classWeight:null maxSamples:0.9 2023-08-23 11:59:18 [Main thread] INFO PatientLevelPrediction fitPythonModel Training model took (mins): 0.0099703311920166 2023-08-23 11:59:18 [Main thread] INFO PatientLevelPrediction Calculating predictions on left out fold set... 2023-08-23 11:59:18 [Main thread] INFO PatientLevelPrediction Fold 3 2023-08-23 11:59:18 [Main thread] INFO PatientLevelPrediction fitPythonModel data X dim: 73x71 2023-08-23 11:59:18 [Main thread] INFO PatientLevelPrediction fitPythonModel data Y length: 73 with 28 outcomes 2023-08-23 11:59:18 [Main thread] INFO PatientLevelPrediction fitPythonModel ntrees:500 criterion:gini maxDepth:17 minSamplesSplit:2 minSamplesLeaf:1 minWeightFractionLeaf:0 mtries:sqrt maxLeafNodes:null minImpurityDecrease:0 bootstrap:TRUE oobScore:FALSE nJobs:null seed:8011 classWeight:null maxSamples:0.9 2023-08-23 11:59:18 [Main thread] INFO PatientLevelPrediction fitPythonModel Training model took (mins): 0.00950773159662882 2023-08-23 11:59:18 [Main thread] INFO PatientLevelPrediction Calculating predictions on left out fold set... 2023-08-23 11:59:18 [Main thread] INFO PatientLevelPrediction Max fold: 3 2023-08-23 11:59:18 [Main thread] INFO PatientLevelPrediction Fold 1 2023-08-23 11:59:18 [Main thread] INFO PatientLevelPrediction fitPythonModel data X dim: 71x71 2023-08-23 11:59:18 [Main thread] INFO PatientLevelPrediction fitPythonModel data Y length: 71 with 27 outcomes 2023-08-23 11:59:18 [Main thread] INFO PatientLevelPrediction fitPythonModel ntrees:100 criterion:gini maxDepth:4 minSamplesSplit:5 minSamplesLeaf:1 minWeightFractionLeaf:0 mtries:sqrt maxLeafNodes:null minImpurityDecrease:0 bootstrap:TRUE oobScore:FALSE nJobs:null seed:8011 classWeight:null maxSamples:0.9 2023-08-23 11:59:18 [Main thread] INFO PatientLevelPrediction fitPythonModel Training model took (mins): 0.0019227663675944 2023-08-23 11:59:18 [Main thread] INFO PatientLevelPrediction Calculating predictions on left out fold set... 2023-08-23 11:59:18 [Main thread] INFO PatientLevelPrediction Fold 2 2023-08-23 11:59:18 [Main thread] INFO PatientLevelPrediction fitPythonModel data X dim: 72x71 2023-08-23 11:59:18 [Main thread] INFO PatientLevelPrediction fitPythonModel data Y length: 72 with 27 outcomes 2023-08-23 11:59:18 [Main thread] INFO PatientLevelPrediction fitPythonModel ntrees:100 criterion:gini maxDepth:4 minSamplesSplit:5 minSamplesLeaf:1 minWeightFractionLeaf:0 mtries:sqrt maxLeafNodes:null minImpurityDecrease:0 bootstrap:TRUE oobScore:FALSE nJobs:null seed:8011 classWeight:null maxSamples:0.9 2023-08-23 11:59:18 [Main thread] INFO PatientLevelPrediction fitPythonModel Training model took (mins): 0.00205278396606445 2023-08-23 11:59:18 [Main thread] INFO PatientLevelPrediction Calculating predictions on left out fold set... 2023-08-23 11:59:18 [Main thread] INFO PatientLevelPrediction Fold 3 2023-08-23 11:59:18 [Main thread] INFO PatientLevelPrediction fitPythonModel data X dim: 73x71 2023-08-23 11:59:18 [Main thread] INFO PatientLevelPrediction fitPythonModel data Y length: 73 with 28 outcomes 2023-08-23 11:59:18 [Main thread] INFO PatientLevelPrediction fitPythonModel ntrees:100 criterion:gini maxDepth:4 minSamplesSplit:5 minSamplesLeaf:1 minWeightFractionLeaf:0 mtries:sqrt maxLeafNodes:null minImpurityDecrease:0 bootstrap:TRUE oobScore:FALSE nJobs:null seed:8011 classWeight:null maxSamples:0.9 2023-08-23 11:59:19 [Main thread] INFO PatientLevelPrediction fitPythonModel Training model took (mins): 0.00228781302769979 2023-08-23 11:59:19 [Main thread] INFO PatientLevelPrediction Calculating predictions on left out fold set... 2023-08-23 11:59:19 [Main thread] INFO PatientLevelPrediction Max fold: 3 2023-08-23 11:59:19 [Main thread] INFO PatientLevelPrediction Fold 1 2023-08-23 11:59:19 [Main thread] INFO PatientLevelPrediction fitPythonModel data X dim: 71x71 2023-08-23 11:59:19 [Main thread] INFO PatientLevelPrediction fitPythonModel data Y length: 71 with 27 outcomes 2023-08-23 11:59:19 [Main thread] INFO PatientLevelPrediction fitPythonModel ntrees:500 criterion:gini maxDepth:4 minSamplesSplit:5 minSamplesLeaf:1 minWeightFractionLeaf:0 mtries:sqrt maxLeafNodes:null minImpurityDecrease:0 bootstrap:TRUE oobScore:FALSE nJobs:null seed:8011 classWeight:null maxSamples:0.9 2023-08-23 11:59:19 [Main thread] INFO PatientLevelPrediction fitPythonModel Training model took (mins): 0.0101953665415446 2023-08-23 11:59:19 [Main thread] INFO PatientLevelPrediction Calculating predictions on left out fold set... 2023-08-23 11:59:19 [Main thread] INFO PatientLevelPrediction Fold 2 2023-08-23 11:59:19 [Main thread] INFO PatientLevelPrediction fitPythonModel data X dim: 72x71 2023-08-23 11:59:19 [Main thread] INFO PatientLevelPrediction fitPythonModel data Y length: 72 with 27 outcomes 2023-08-23 11:59:19 [Main thread] INFO PatientLevelPrediction fitPythonModel ntrees:500 criterion:gini maxDepth:4 minSamplesSplit:5 minSamplesLeaf:1 minWeightFractionLeaf:0 mtries:sqrt maxLeafNodes:null minImpurityDecrease:0 bootstrap:TRUE oobScore:FALSE nJobs:null seed:8011 classWeight:null maxSamples:0.9 2023-08-23 11:59:20 [Main thread] INFO PatientLevelPrediction fitPythonModel Training model took (mins): 0.0102837165196737 2023-08-23 11:59:20 [Main thread] INFO PatientLevelPrediction Calculating predictions on left out fold set... 2023-08-23 11:59:20 [Main thread] INFO PatientLevelPrediction Fold 3 2023-08-23 11:59:20 [Main thread] INFO PatientLevelPrediction fitPythonModel data X dim: 73x71 2023-08-23 11:59:20 [Main thread] INFO PatientLevelPrediction fitPythonModel data Y length: 73 with 28 outcomes 2023-08-23 11:59:20 [Main thread] INFO PatientLevelPrediction fitPythonModel ntrees:500 criterion:gini maxDepth:4 minSamplesSplit:5 minSamplesLeaf:1 minWeightFractionLeaf:0 mtries:sqrt maxLeafNodes:null minImpurityDecrease:0 bootstrap:TRUE oobScore:FALSE nJobs:null seed:8011 classWeight:null maxSamples:0.9 2023-08-23 11:59:20 [Main thread] INFO PatientLevelPrediction fitPythonModel Training model took (mins): 0.00756481488545736 2023-08-23 11:59:20 [Main thread] INFO PatientLevelPrediction Calculating predictions on left out fold set... 2023-08-23 11:59:20 [Main thread] INFO PatientLevelPrediction Max fold: 3 2023-08-23 11:59:20 [Main thread] INFO PatientLevelPrediction Fold 1 2023-08-23 11:59:20 [Main thread] INFO PatientLevelPrediction fitPythonModel data X dim: 71x71 2023-08-23 11:59:20 [Main thread] INFO PatientLevelPrediction fitPythonModel data Y length: 71 with 27 outcomes 2023-08-23 11:59:20 [Main thread] INFO PatientLevelPrediction fitPythonModel ntrees:100 criterion:gini maxDepth:10 minSamplesSplit:5 minSamplesLeaf:1 minWeightFractionLeaf:0 mtries:sqrt maxLeafNodes:null minImpurityDecrease:0 bootstrap:TRUE oobScore:FALSE nJobs:null seed:8011 classWeight:null maxSamples:0.9 2023-08-23 11:59:21 [Main thread] INFO PatientLevelPrediction fitPythonModel Training model took (mins): 0.00238473415374756 2023-08-23 11:59:21 [Main thread] INFO PatientLevelPrediction Calculating predictions on left out fold set... 2023-08-23 11:59:21 [Main thread] INFO PatientLevelPrediction Fold 2 2023-08-23 11:59:21 [Main thread] INFO PatientLevelPrediction fitPythonModel data X dim: 72x71 2023-08-23 11:59:21 [Main thread] INFO PatientLevelPrediction fitPythonModel data Y length: 72 with 27 outcomes 2023-08-23 11:59:21 [Main thread] INFO PatientLevelPrediction fitPythonModel ntrees:100 criterion:gini maxDepth:10 minSamplesSplit:5 minSamplesLeaf:1 minWeightFractionLeaf:0 mtries:sqrt maxLeafNodes:null minImpurityDecrease:0 bootstrap:TRUE oobScore:FALSE nJobs:null seed:8011 classWeight:null maxSamples:0.9 2023-08-23 11:59:21 [Main thread] INFO PatientLevelPrediction fitPythonModel Training model took (mins): 0.00175788402557373 2023-08-23 11:59:21 [Main thread] INFO PatientLevelPrediction Calculating predictions on left out fold set... 2023-08-23 11:59:21 [Main thread] INFO PatientLevelPrediction Fold 3 2023-08-23 11:59:21 [Main thread] INFO PatientLevelPrediction fitPythonModel data X dim: 73x71 2023-08-23 11:59:21 [Main thread] INFO PatientLevelPrediction fitPythonModel data Y length: 73 with 28 outcomes 2023-08-23 11:59:21 [Main thread] INFO PatientLevelPrediction fitPythonModel ntrees:100 criterion:gini maxDepth:10 minSamplesSplit:5 minSamplesLeaf:1 minWeightFractionLeaf:0 mtries:sqrt maxLeafNodes:null minImpurityDecrease:0 bootstrap:TRUE oobScore:FALSE nJobs:null seed:8011 classWeight:null maxSamples:0.9 2023-08-23 11:59:21 [Main thread] INFO PatientLevelPrediction fitPythonModel Training model took (mins): 0.00179135004679362 2023-08-23 11:59:21 [Main thread] INFO PatientLevelPrediction Calculating predictions on left out fold set... 2023-08-23 11:59:21 [Main thread] INFO PatientLevelPrediction Max fold: 3 2023-08-23 11:59:21 [Main thread] INFO PatientLevelPrediction Fold 1 2023-08-23 11:59:21 [Main thread] INFO PatientLevelPrediction fitPythonModel data X dim: 71x71 2023-08-23 11:59:21 [Main thread] INFO PatientLevelPrediction fitPythonModel data Y length: 71 with 27 outcomes 2023-08-23 11:59:21 [Main thread] INFO PatientLevelPrediction fitPythonModel ntrees:500 criterion:gini maxDepth:10 minSamplesSplit:5 minSamplesLeaf:1 minWeightFractionLeaf:0 mtries:sqrt maxLeafNodes:null minImpurityDecrease:0 bootstrap:TRUE oobScore:FALSE nJobs:null seed:8011 classWeight:null maxSamples:0.9 2023-08-23 11:59:21 [Main thread] INFO PatientLevelPrediction fitPythonModel Training model took (mins): 0.00748403072357178 2023-08-23 11:59:21 [Main thread] INFO PatientLevelPrediction Calculating predictions on left out fold set... 2023-08-23 11:59:21 [Main thread] INFO PatientLevelPrediction Fold 2 2023-08-23 11:59:21 [Main thread] INFO PatientLevelPrediction fitPythonModel data X dim: 72x71 2023-08-23 11:59:21 [Main thread] INFO PatientLevelPrediction fitPythonModel data Y length: 72 with 27 outcomes 2023-08-23 11:59:21 [Main thread] INFO PatientLevelPrediction fitPythonModel ntrees:500 criterion:gini maxDepth:10 minSamplesSplit:5 minSamplesLeaf:1 minWeightFractionLeaf:0 mtries:sqrt maxLeafNodes:null minImpurityDecrease:0 bootstrap:TRUE oobScore:FALSE nJobs:null seed:8011 classWeight:null maxSamples:0.9 2023-08-23 11:59:22 [Main thread] INFO PatientLevelPrediction fitPythonModel Training model took (mins): 0.00786120096842448 2023-08-23 11:59:22 [Main thread] INFO PatientLevelPrediction Calculating predictions on left out fold set... 2023-08-23 11:59:22 [Main thread] INFO PatientLevelPrediction Fold 3 2023-08-23 11:59:22 [Main thread] INFO PatientLevelPrediction fitPythonModel data X dim: 73x71 2023-08-23 11:59:22 [Main thread] INFO PatientLevelPrediction fitPythonModel data Y length: 73 with 28 outcomes 2023-08-23 11:59:22 [Main thread] INFO PatientLevelPrediction fitPythonModel ntrees:500 criterion:gini maxDepth:10 minSamplesSplit:5 minSamplesLeaf:1 minWeightFractionLeaf:0 mtries:sqrt maxLeafNodes:null minImpurityDecrease:0 bootstrap:TRUE oobScore:FALSE nJobs:null seed:8011 classWeight:null maxSamples:0.9 2023-08-23 11:59:22 [Main thread] INFO PatientLevelPrediction fitPythonModel Training model took (mins): 0.00792850255966187 2023-08-23 11:59:22 [Main thread] INFO PatientLevelPrediction Calculating predictions on left out fold set... 2023-08-23 11:59:22 [Main thread] INFO PatientLevelPrediction Max fold: 3 2023-08-23 11:59:22 [Main thread] INFO PatientLevelPrediction Fold 1 2023-08-23 11:59:22 [Main thread] INFO PatientLevelPrediction fitPythonModel data X dim: 71x71 2023-08-23 11:59:22 [Main thread] INFO PatientLevelPrediction fitPythonModel data Y length: 71 with 27 outcomes 2023-08-23 11:59:22 [Main thread] INFO PatientLevelPrediction fitPythonModel ntrees:100 criterion:gini maxDepth:17 minSamplesSplit:5 minSamplesLeaf:1 minWeightFractionLeaf:0 mtries:sqrt maxLeafNodes:null minImpurityDecrease:0 bootstrap:TRUE oobScore:FALSE nJobs:null seed:8011 classWeight:null maxSamples:0.9 2023-08-23 11:59:22 [Main thread] INFO PatientLevelPrediction fitPythonModel Training model took (mins): 0.00165665149688721 2023-08-23 11:59:22 [Main thread] INFO PatientLevelPrediction Calculating predictions on left out fold set... 2023-08-23 11:59:23 [Main thread] INFO PatientLevelPrediction Fold 2 2023-08-23 11:59:23 [Main thread] INFO PatientLevelPrediction fitPythonModel data X dim: 72x71 2023-08-23 11:59:23 [Main thread] INFO PatientLevelPrediction fitPythonModel data Y length: 72 with 27 outcomes 2023-08-23 11:59:23 [Main thread] INFO PatientLevelPrediction fitPythonModel ntrees:100 criterion:gini maxDepth:17 minSamplesSplit:5 minSamplesLeaf:1 minWeightFractionLeaf:0 mtries:sqrt maxLeafNodes:null minImpurityDecrease:0 bootstrap:TRUE oobScore:FALSE nJobs:null seed:8011 classWeight:null maxSamples:0.9 2023-08-23 11:59:23 [Main thread] INFO PatientLevelPrediction fitPythonModel Training model took (mins): 0.0017041007677714 2023-08-23 11:59:23 [Main thread] INFO PatientLevelPrediction Calculating predictions on left out fold set... 2023-08-23 11:59:23 [Main thread] INFO PatientLevelPrediction Fold 3 2023-08-23 11:59:23 [Main thread] INFO PatientLevelPrediction fitPythonModel data X dim: 73x71 2023-08-23 11:59:23 [Main thread] INFO PatientLevelPrediction fitPythonModel data Y length: 73 with 28 outcomes 2023-08-23 11:59:23 [Main thread] INFO PatientLevelPrediction fitPythonModel ntrees:100 criterion:gini maxDepth:17 minSamplesSplit:5 minSamplesLeaf:1 minWeightFractionLeaf:0 mtries:sqrt maxLeafNodes:null minImpurityDecrease:0 bootstrap:TRUE oobScore:FALSE nJobs:null seed:8011 classWeight:null maxSamples:0.9 2023-08-23 11:59:23 [Main thread] INFO PatientLevelPrediction fitPythonModel Training model took (mins): 0.00483323335647583 2023-08-23 11:59:23 [Main thread] INFO PatientLevelPrediction Calculating predictions on left out fold set... 2023-08-23 11:59:23 [Main thread] INFO PatientLevelPrediction Max fold: 3 2023-08-23 11:59:23 [Main thread] INFO PatientLevelPrediction Fold 1 2023-08-23 11:59:23 [Main thread] INFO PatientLevelPrediction fitPythonModel data X dim: 71x71 2023-08-23 11:59:23 [Main thread] INFO PatientLevelPrediction fitPythonModel data Y length: 71 with 27 outcomes 2023-08-23 11:59:23 [Main thread] INFO PatientLevelPrediction fitPythonModel ntrees:500 criterion:gini maxDepth:17 minSamplesSplit:5 minSamplesLeaf:1 minWeightFractionLeaf:0 mtries:sqrt maxLeafNodes:null minImpurityDecrease:0 bootstrap:TRUE oobScore:FALSE nJobs:null seed:8011 classWeight:null maxSamples:0.9 2023-08-23 11:59:24 [Main thread] INFO PatientLevelPrediction fitPythonModel Training model took (mins): 0.0118969837824504 2023-08-23 11:59:24 [Main thread] INFO PatientLevelPrediction Calculating predictions on left out fold set... 2023-08-23 11:59:24 [Main thread] INFO PatientLevelPrediction Fold 2 2023-08-23 11:59:24 [Main thread] INFO PatientLevelPrediction fitPythonModel data X dim: 72x71 2023-08-23 11:59:24 [Main thread] INFO PatientLevelPrediction fitPythonModel data Y length: 72 with 27 outcomes 2023-08-23 11:59:24 [Main thread] INFO PatientLevelPrediction fitPythonModel ntrees:500 criterion:gini maxDepth:17 minSamplesSplit:5 minSamplesLeaf:1 minWeightFractionLeaf:0 mtries:sqrt maxLeafNodes:null minImpurityDecrease:0 bootstrap:TRUE oobScore:FALSE nJobs:null seed:8011 classWeight:null maxSamples:0.9 2023-08-23 11:59:24 [Main thread] INFO PatientLevelPrediction fitPythonModel Training model took (mins): 0.0110735654830933 2023-08-23 11:59:24 [Main thread] INFO PatientLevelPrediction Calculating predictions on left out fold set... 2023-08-23 11:59:24 [Main thread] INFO PatientLevelPrediction Fold 3 2023-08-23 11:59:24 [Main thread] INFO PatientLevelPrediction fitPythonModel data X dim: 73x71 2023-08-23 11:59:24 [Main thread] INFO PatientLevelPrediction fitPythonModel data Y length: 73 with 28 outcomes 2023-08-23 11:59:24 [Main thread] INFO PatientLevelPrediction fitPythonModel ntrees:500 criterion:gini maxDepth:17 minSamplesSplit:5 minSamplesLeaf:1 minWeightFractionLeaf:0 mtries:sqrt maxLeafNodes:null minImpurityDecrease:0 bootstrap:TRUE oobScore:FALSE nJobs:null seed:8011 classWeight:null maxSamples:0.9 2023-08-23 11:59:25 [Main thread] INFO PatientLevelPrediction fitPythonModel Training model took (mins): 0.00828918218612671 2023-08-23 11:59:25 [Main thread] INFO PatientLevelPrediction Calculating predictions on left out fold set... 2023-08-23 11:59:25 [Main thread] INFO PatientLevelPrediction Max fold: 3 2023-08-23 11:59:25 [Main thread] INFO PatientLevelPrediction Fold 1 2023-08-23 11:59:25 [Main thread] INFO PatientLevelPrediction fitPythonModel data X dim: 71x71 2023-08-23 11:59:25 [Main thread] INFO PatientLevelPrediction fitPythonModel data Y length: 71 with 27 outcomes 2023-08-23 11:59:25 [Main thread] INFO PatientLevelPrediction fitPythonModel ntrees:100 criterion:gini maxDepth:4 minSamplesSplit:2 minSamplesLeaf:10 minWeightFractionLeaf:0 mtries:sqrt maxLeafNodes:null minImpurityDecrease:0 bootstrap:TRUE oobScore:FALSE nJobs:null seed:8011 classWeight:null maxSamples:0.9 2023-08-23 11:59:25 [Main thread] INFO PatientLevelPrediction fitPythonModel Training model took (mins): 0.00159873167673747 2023-08-23 11:59:25 [Main thread] INFO PatientLevelPrediction Calculating predictions on left out fold set... 2023-08-23 11:59:25 [Main thread] INFO PatientLevelPrediction Fold 2 2023-08-23 11:59:25 [Main thread] INFO PatientLevelPrediction fitPythonModel data X dim: 72x71 2023-08-23 11:59:25 [Main thread] INFO PatientLevelPrediction fitPythonModel data Y length: 72 with 27 outcomes 2023-08-23 11:59:25 [Main thread] INFO PatientLevelPrediction fitPythonModel ntrees:100 criterion:gini maxDepth:4 minSamplesSplit:2 minSamplesLeaf:10 minWeightFractionLeaf:0 mtries:sqrt maxLeafNodes:null minImpurityDecrease:0 bootstrap:TRUE oobScore:FALSE nJobs:null seed:8011 classWeight:null maxSamples:0.9 2023-08-23 11:59:25 [Main thread] INFO PatientLevelPrediction fitPythonModel Training model took (mins): 0.0016417662302653 2023-08-23 11:59:25 [Main thread] INFO PatientLevelPrediction Calculating predictions on left out fold set... 2023-08-23 11:59:25 [Main thread] INFO PatientLevelPrediction Fold 3 2023-08-23 11:59:25 [Main thread] INFO PatientLevelPrediction fitPythonModel data X dim: 73x71 2023-08-23 11:59:25 [Main thread] INFO PatientLevelPrediction fitPythonModel data Y length: 73 with 28 outcomes 2023-08-23 11:59:25 [Main thread] INFO PatientLevelPrediction fitPythonModel ntrees:100 criterion:gini maxDepth:4 minSamplesSplit:2 minSamplesLeaf:10 minWeightFractionLeaf:0 mtries:sqrt maxLeafNodes:null minImpurityDecrease:0 bootstrap:TRUE oobScore:FALSE nJobs:null seed:8011 classWeight:null maxSamples:0.9 2023-08-23 11:59:25 [Main thread] INFO PatientLevelPrediction fitPythonModel Training model took (mins): 0.00161099831263224 2023-08-23 11:59:25 [Main thread] INFO PatientLevelPrediction Calculating predictions on left out fold set... 2023-08-23 11:59:25 [Main thread] INFO PatientLevelPrediction Max fold: 3 2023-08-23 11:59:25 [Main thread] INFO PatientLevelPrediction Fold 1 2023-08-23 11:59:25 [Main thread] INFO PatientLevelPrediction fitPythonModel data X dim: 71x71 2023-08-23 11:59:25 [Main thread] INFO PatientLevelPrediction fitPythonModel data Y length: 71 with 27 outcomes 2023-08-23 11:59:25 [Main thread] INFO PatientLevelPrediction fitPythonModel ntrees:500 criterion:gini maxDepth:4 minSamplesSplit:2 minSamplesLeaf:10 minWeightFractionLeaf:0 mtries:sqrt maxLeafNodes:null minImpurityDecrease:0 bootstrap:TRUE oobScore:FALSE nJobs:null seed:8011 classWeight:null maxSamples:0.9 2023-08-23 11:59:26 [Main thread] INFO PatientLevelPrediction fitPythonModel Training model took (mins): 0.00693668127059937 2023-08-23 11:59:26 [Main thread] INFO PatientLevelPrediction Calculating predictions on left out fold set... 2023-08-23 11:59:26 [Main thread] INFO PatientLevelPrediction Fold 2 2023-08-23 11:59:26 [Main thread] INFO PatientLevelPrediction fitPythonModel data X dim: 72x71 2023-08-23 11:59:26 [Main thread] INFO PatientLevelPrediction fitPythonModel data Y length: 72 with 27 outcomes 2023-08-23 11:59:26 [Main thread] INFO PatientLevelPrediction fitPythonModel ntrees:500 criterion:gini maxDepth:4 minSamplesSplit:2 minSamplesLeaf:10 minWeightFractionLeaf:0 mtries:sqrt maxLeafNodes:null minImpurityDecrease:0 bootstrap:TRUE oobScore:FALSE nJobs:null seed:8011 classWeight:null maxSamples:0.9 2023-08-23 11:59:26 [Main thread] INFO PatientLevelPrediction fitPythonModel Training model took (mins): 0.00886354843775431 2023-08-23 11:59:26 [Main thread] INFO PatientLevelPrediction Calculating predictions on left out fold set... 2023-08-23 11:59:26 [Main thread] INFO PatientLevelPrediction Fold 3 2023-08-23 11:59:26 [Main thread] INFO PatientLevelPrediction fitPythonModel data X dim: 73x71 2023-08-23 11:59:26 [Main thread] INFO PatientLevelPrediction fitPythonModel data Y length: 73 with 28 outcomes 2023-08-23 11:59:26 [Main thread] INFO PatientLevelPrediction fitPythonModel ntrees:500 criterion:gini maxDepth:4 minSamplesSplit:2 minSamplesLeaf:10 minWeightFractionLeaf:0 mtries:sqrt maxLeafNodes:null minImpurityDecrease:0 bootstrap:TRUE oobScore:FALSE nJobs:null seed:8011 classWeight:null maxSamples:0.9 2023-08-23 11:59:27 [Main thread] INFO PatientLevelPrediction fitPythonModel Training model took (mins): 0.0101442694664001 2023-08-23 11:59:27 [Main thread] INFO PatientLevelPrediction Calculating predictions on left out fold set... 2023-08-23 11:59:27 [Main thread] INFO PatientLevelPrediction Max fold: 3 2023-08-23 11:59:27 [Main thread] INFO PatientLevelPrediction Fold 1 2023-08-23 11:59:27 [Main thread] INFO PatientLevelPrediction fitPythonModel data X dim: 71x71 2023-08-23 11:59:27 [Main thread] INFO PatientLevelPrediction fitPythonModel data Y length: 71 with 27 outcomes 2023-08-23 11:59:27 [Main thread] INFO PatientLevelPrediction fitPythonModel ntrees:100 criterion:gini maxDepth:10 minSamplesSplit:2 minSamplesLeaf:10 minWeightFractionLeaf:0 mtries:sqrt maxLeafNodes:null minImpurityDecrease:0 bootstrap:TRUE oobScore:FALSE nJobs:null seed:8011 classWeight:null maxSamples:0.9 2023-08-23 11:59:27 [Main thread] INFO PatientLevelPrediction fitPythonModel Training model took (mins): 0.00223616361618042 2023-08-23 11:59:27 [Main thread] INFO PatientLevelPrediction Calculating predictions on left out fold set... 2023-08-23 11:59:27 [Main thread] INFO PatientLevelPrediction Fold 2 2023-08-23 11:59:27 [Main thread] INFO PatientLevelPrediction fitPythonModel data X dim: 72x71 2023-08-23 11:59:27 [Main thread] INFO PatientLevelPrediction fitPythonModel data Y length: 72 with 27 outcomes 2023-08-23 11:59:27 [Main thread] INFO PatientLevelPrediction fitPythonModel ntrees:100 criterion:gini maxDepth:10 minSamplesSplit:2 minSamplesLeaf:10 minWeightFractionLeaf:0 mtries:sqrt maxLeafNodes:null minImpurityDecrease:0 bootstrap:TRUE oobScore:FALSE nJobs:null seed:8011 classWeight:null maxSamples:0.9 2023-08-23 11:59:27 [Main thread] INFO PatientLevelPrediction fitPythonModel Training model took (mins): 0.00266580184300741 2023-08-23 11:59:27 [Main thread] INFO PatientLevelPrediction Calculating predictions on left out fold set... 2023-08-23 11:59:27 [Main thread] INFO PatientLevelPrediction Fold 3 2023-08-23 11:59:27 [Main thread] INFO PatientLevelPrediction fitPythonModel data X dim: 73x71 2023-08-23 11:59:27 [Main thread] INFO PatientLevelPrediction fitPythonModel data Y length: 73 with 28 outcomes 2023-08-23 11:59:27 [Main thread] INFO PatientLevelPrediction fitPythonModel ntrees:100 criterion:gini maxDepth:10 minSamplesSplit:2 minSamplesLeaf:10 minWeightFractionLeaf:0 mtries:sqrt maxLeafNodes:null minImpurityDecrease:0 bootstrap:TRUE oobScore:FALSE nJobs:null seed:8011 classWeight:null maxSamples:0.9 2023-08-23 11:59:28 [Main thread] INFO PatientLevelPrediction fitPythonModel Training model took (mins): 0.00303568045298258 2023-08-23 11:59:28 [Main thread] INFO PatientLevelPrediction Calculating predictions on left out fold set... 2023-08-23 11:59:28 [Main thread] INFO PatientLevelPrediction Max fold: 3 2023-08-23 11:59:28 [Main thread] INFO PatientLevelPrediction Fold 1 2023-08-23 11:59:28 [Main thread] INFO PatientLevelPrediction fitPythonModel data X dim: 71x71 2023-08-23 11:59:28 [Main thread] INFO PatientLevelPrediction fitPythonModel data Y length: 71 with 27 outcomes 2023-08-23 11:59:28 [Main thread] INFO PatientLevelPrediction fitPythonModel ntrees:500 criterion:gini maxDepth:10 minSamplesSplit:2 minSamplesLeaf:10 minWeightFractionLeaf:0 mtries:sqrt maxLeafNodes:null minImpurityDecrease:0 bootstrap:TRUE oobScore:FALSE nJobs:null seed:8011 classWeight:null maxSamples:0.9 2023-08-23 11:59:28 [Main thread] INFO PatientLevelPrediction fitPythonModel Training model took (mins): 0.0102728684743245 2023-08-23 11:59:28 [Main thread] INFO PatientLevelPrediction Calculating predictions on left out fold set... 2023-08-23 11:59:28 [Main thread] INFO PatientLevelPrediction Fold 2 2023-08-23 11:59:28 [Main thread] INFO PatientLevelPrediction fitPythonModel data X dim: 72x71 2023-08-23 11:59:28 [Main thread] INFO PatientLevelPrediction fitPythonModel data Y length: 72 with 27 outcomes 2023-08-23 11:59:28 [Main thread] INFO PatientLevelPrediction fitPythonModel ntrees:500 criterion:gini maxDepth:10 minSamplesSplit:2 minSamplesLeaf:10 minWeightFractionLeaf:0 mtries:sqrt maxLeafNodes:null minImpurityDecrease:0 bootstrap:TRUE oobScore:FALSE nJobs:null seed:8011 classWeight:null maxSamples:0.9 2023-08-23 11:59:29 [Main thread] INFO PatientLevelPrediction fitPythonModel Training model took (mins): 0.0118543823560079 2023-08-23 11:59:29 [Main thread] INFO PatientLevelPrediction Calculating predictions on left out fold set... 2023-08-23 11:59:29 [Main thread] INFO PatientLevelPrediction Fold 3 2023-08-23 11:59:29 [Main thread] INFO PatientLevelPrediction fitPythonModel data X dim: 73x71 2023-08-23 11:59:29 [Main thread] INFO PatientLevelPrediction fitPythonModel data Y length: 73 with 28 outcomes 2023-08-23 11:59:29 [Main thread] INFO PatientLevelPrediction fitPythonModel ntrees:500 criterion:gini maxDepth:10 minSamplesSplit:2 minSamplesLeaf:10 minWeightFractionLeaf:0 mtries:sqrt maxLeafNodes:null minImpurityDecrease:0 bootstrap:TRUE oobScore:FALSE nJobs:null seed:8011 classWeight:null maxSamples:0.9 2023-08-23 11:59:30 [Main thread] INFO PatientLevelPrediction fitPythonModel Training model took (mins): 0.0118604342142741 2023-08-23 11:59:30 [Main thread] INFO PatientLevelPrediction Calculating predictions on left out fold set... 2023-08-23 11:59:30 [Main thread] INFO PatientLevelPrediction Max fold: 3 2023-08-23 11:59:30 [Main thread] INFO PatientLevelPrediction Fold 1 2023-08-23 11:59:30 [Main thread] INFO PatientLevelPrediction fitPythonModel data X dim: 71x71 2023-08-23 11:59:30 [Main thread] INFO PatientLevelPrediction fitPythonModel data Y length: 71 with 27 outcomes 2023-08-23 11:59:30 [Main thread] INFO PatientLevelPrediction fitPythonModel ntrees:100 criterion:gini maxDepth:17 minSamplesSplit:2 minSamplesLeaf:10 minWeightFractionLeaf:0 mtries:sqrt maxLeafNodes:null minImpurityDecrease:0 bootstrap:TRUE oobScore:FALSE nJobs:null seed:8011 classWeight:null maxSamples:0.9 2023-08-23 11:59:30 [Main thread] INFO PatientLevelPrediction fitPythonModel Training model took (mins): 0.00262600183486938 2023-08-23 11:59:30 [Main thread] INFO PatientLevelPrediction Calculating predictions on left out fold set... 2023-08-23 11:59:30 [Main thread] INFO PatientLevelPrediction Fold 2 2023-08-23 11:59:30 [Main thread] INFO PatientLevelPrediction fitPythonModel data X dim: 72x71 2023-08-23 11:59:30 [Main thread] INFO PatientLevelPrediction fitPythonModel data Y length: 72 with 27 outcomes 2023-08-23 11:59:30 [Main thread] INFO PatientLevelPrediction fitPythonModel ntrees:100 criterion:gini maxDepth:17 minSamplesSplit:2 minSamplesLeaf:10 minWeightFractionLeaf:0 mtries:sqrt maxLeafNodes:null minImpurityDecrease:0 bootstrap:TRUE oobScore:FALSE nJobs:null seed:8011 classWeight:null maxSamples:0.9 2023-08-23 11:59:30 [Main thread] INFO PatientLevelPrediction fitPythonModel Training model took (mins): 0.00241418282190959 2023-08-23 11:59:30 [Main thread] INFO PatientLevelPrediction Calculating predictions on left out fold set... 2023-08-23 11:59:30 [Main thread] INFO PatientLevelPrediction Fold 3 2023-08-23 11:59:30 [Main thread] INFO PatientLevelPrediction fitPythonModel data X dim: 73x71 2023-08-23 11:59:30 [Main thread] INFO PatientLevelPrediction fitPythonModel data Y length: 73 with 28 outcomes 2023-08-23 11:59:30 [Main thread] INFO PatientLevelPrediction fitPythonModel ntrees:100 criterion:gini maxDepth:17 minSamplesSplit:2 minSamplesLeaf:10 minWeightFractionLeaf:0 mtries:sqrt maxLeafNodes:null minImpurityDecrease:0 bootstrap:TRUE oobScore:FALSE nJobs:null seed:8011 classWeight:null maxSamples:0.9 2023-08-23 11:59:30 [Main thread] INFO PatientLevelPrediction fitPythonModel Training model took (mins): 0.00183046658833822 2023-08-23 11:59:30 [Main thread] INFO PatientLevelPrediction Calculating predictions on left out fold set... 2023-08-23 11:59:30 [Main thread] INFO PatientLevelPrediction Max fold: 3 2023-08-23 11:59:30 [Main thread] INFO PatientLevelPrediction Fold 1 2023-08-23 11:59:30 [Main thread] INFO PatientLevelPrediction fitPythonModel data X dim: 71x71 2023-08-23 11:59:30 [Main thread] INFO PatientLevelPrediction fitPythonModel data Y length: 71 with 27 outcomes 2023-08-23 11:59:30 [Main thread] INFO PatientLevelPrediction fitPythonModel ntrees:500 criterion:gini maxDepth:17 minSamplesSplit:2 minSamplesLeaf:10 minWeightFractionLeaf:0 mtries:sqrt maxLeafNodes:null minImpurityDecrease:0 bootstrap:TRUE oobScore:FALSE nJobs:null seed:8011 classWeight:null maxSamples:0.9 2023-08-23 11:59:31 [Main thread] INFO PatientLevelPrediction fitPythonModel Training model took (mins): 0.0109125177065531 2023-08-23 11:59:31 [Main thread] INFO PatientLevelPrediction Calculating predictions on left out fold set... 2023-08-23 11:59:31 [Main thread] INFO PatientLevelPrediction Fold 2 2023-08-23 11:59:31 [Main thread] INFO PatientLevelPrediction fitPythonModel data X dim: 72x71 2023-08-23 11:59:31 [Main thread] INFO PatientLevelPrediction fitPythonModel data Y length: 72 with 27 outcomes 2023-08-23 11:59:31 [Main thread] INFO PatientLevelPrediction fitPythonModel ntrees:500 criterion:gini maxDepth:17 minSamplesSplit:2 minSamplesLeaf:10 minWeightFractionLeaf:0 mtries:sqrt maxLeafNodes:null minImpurityDecrease:0 bootstrap:TRUE oobScore:FALSE nJobs:null seed:8011 classWeight:null maxSamples:0.9 2023-08-23 11:59:32 [Main thread] INFO PatientLevelPrediction fitPythonModel Training model took (mins): 0.00866314967473348 2023-08-23 11:59:32 [Main thread] INFO PatientLevelPrediction Calculating predictions on left out fold set... 2023-08-23 11:59:32 [Main thread] INFO PatientLevelPrediction Fold 3 2023-08-23 11:59:32 [Main thread] INFO PatientLevelPrediction fitPythonModel data X dim: 73x71 2023-08-23 11:59:32 [Main thread] INFO PatientLevelPrediction fitPythonModel data Y length: 73 with 28 outcomes 2023-08-23 11:59:32 [Main thread] INFO PatientLevelPrediction fitPythonModel ntrees:500 criterion:gini maxDepth:17 minSamplesSplit:2 minSamplesLeaf:10 minWeightFractionLeaf:0 mtries:sqrt maxLeafNodes:null minImpurityDecrease:0 bootstrap:TRUE oobScore:FALSE nJobs:null seed:8011 classWeight:null maxSamples:0.9 2023-08-23 11:59:32 [Main thread] INFO PatientLevelPrediction fitPythonModel Training model took (mins): 0.0108282327651978 2023-08-23 11:59:32 [Main thread] INFO PatientLevelPrediction Calculating predictions on left out fold set... 2023-08-23 11:59:32 [Main thread] INFO PatientLevelPrediction Max fold: 3 2023-08-23 11:59:32 [Main thread] INFO PatientLevelPrediction Fold 1 2023-08-23 11:59:32 [Main thread] INFO PatientLevelPrediction fitPythonModel data X dim: 71x71 2023-08-23 11:59:32 [Main thread] INFO PatientLevelPrediction fitPythonModel data Y length: 71 with 27 outcomes 2023-08-23 11:59:32 [Main thread] INFO PatientLevelPrediction fitPythonModel ntrees:100 criterion:gini maxDepth:4 minSamplesSplit:5 minSamplesLeaf:10 minWeightFractionLeaf:0 mtries:sqrt maxLeafNodes:null minImpurityDecrease:0 bootstrap:TRUE oobScore:FALSE nJobs:null seed:8011 classWeight:null maxSamples:0.9 2023-08-23 11:59:33 [Main thread] INFO PatientLevelPrediction fitPythonModel Training model took (mins): 0.00392829974492391 2023-08-23 11:59:33 [Main thread] INFO PatientLevelPrediction Calculating predictions on left out fold set... 2023-08-23 11:59:33 [Main thread] INFO PatientLevelPrediction Fold 2 2023-08-23 11:59:33 [Main thread] INFO PatientLevelPrediction fitPythonModel data X dim: 72x71 2023-08-23 11:59:33 [Main thread] INFO PatientLevelPrediction fitPythonModel data Y length: 72 with 27 outcomes 2023-08-23 11:59:33 [Main thread] INFO PatientLevelPrediction fitPythonModel ntrees:100 criterion:gini maxDepth:4 minSamplesSplit:5 minSamplesLeaf:10 minWeightFractionLeaf:0 mtries:sqrt maxLeafNodes:null minImpurityDecrease:0 bootstrap:TRUE oobScore:FALSE nJobs:null seed:8011 classWeight:null maxSamples:0.9 2023-08-23 11:59:33 [Main thread] INFO PatientLevelPrediction fitPythonModel Training model took (mins): 0.00306346416473389 2023-08-23 11:59:33 [Main thread] INFO PatientLevelPrediction Calculating predictions on left out fold set... 2023-08-23 11:59:33 [Main thread] INFO PatientLevelPrediction Fold 3 2023-08-23 11:59:33 [Main thread] INFO PatientLevelPrediction fitPythonModel data X dim: 73x71 2023-08-23 11:59:33 [Main thread] INFO PatientLevelPrediction fitPythonModel data Y length: 73 with 28 outcomes 2023-08-23 11:59:33 [Main thread] INFO PatientLevelPrediction fitPythonModel ntrees:100 criterion:gini maxDepth:4 minSamplesSplit:5 minSamplesLeaf:10 minWeightFractionLeaf:0 mtries:sqrt maxLeafNodes:null minImpurityDecrease:0 bootstrap:TRUE oobScore:FALSE nJobs:null seed:8011 classWeight:null maxSamples:0.9 2023-08-23 11:59:33 [Main thread] INFO PatientLevelPrediction fitPythonModel Training model took (mins): 0.00515329837799072 2023-08-23 11:59:33 [Main thread] INFO PatientLevelPrediction Calculating predictions on left out fold set... 2023-08-23 11:59:33 [Main thread] INFO PatientLevelPrediction Max fold: 3 2023-08-23 11:59:33 [Main thread] INFO PatientLevelPrediction Fold 1 2023-08-23 11:59:33 [Main thread] INFO PatientLevelPrediction fitPythonModel data X dim: 71x71 2023-08-23 11:59:33 [Main thread] INFO PatientLevelPrediction fitPythonModel data Y length: 71 with 27 outcomes 2023-08-23 11:59:33 [Main thread] INFO PatientLevelPrediction fitPythonModel ntrees:500 criterion:gini maxDepth:4 minSamplesSplit:5 minSamplesLeaf:10 minWeightFractionLeaf:0 mtries:sqrt maxLeafNodes:null minImpurityDecrease:0 bootstrap:TRUE oobScore:FALSE nJobs:null seed:8011 classWeight:null maxSamples:0.9 2023-08-23 11:59:34 [Main thread] INFO PatientLevelPrediction fitPythonModel Training model took (mins): 0.00836313565572103 2023-08-23 11:59:34 [Main thread] INFO PatientLevelPrediction Calculating predictions on left out fold set... 2023-08-23 11:59:34 [Main thread] INFO PatientLevelPrediction Fold 2 2023-08-23 11:59:34 [Main thread] INFO PatientLevelPrediction fitPythonModel data X dim: 72x71 2023-08-23 11:59:34 [Main thread] INFO PatientLevelPrediction fitPythonModel data Y length: 72 with 27 outcomes 2023-08-23 11:59:34 [Main thread] INFO PatientLevelPrediction fitPythonModel ntrees:500 criterion:gini maxDepth:4 minSamplesSplit:5 minSamplesLeaf:10 minWeightFractionLeaf:0 mtries:sqrt maxLeafNodes:null minImpurityDecrease:0 bootstrap:TRUE oobScore:FALSE nJobs:null seed:8011 classWeight:null maxSamples:0.9 2023-08-23 11:59:34 [Main thread] INFO PatientLevelPrediction fitPythonModel Training model took (mins): 0.00687691768010457 2023-08-23 11:59:34 [Main thread] INFO PatientLevelPrediction Calculating predictions on left out fold set... 2023-08-23 11:59:34 [Main thread] INFO PatientLevelPrediction Fold 3 2023-08-23 11:59:34 [Main thread] INFO PatientLevelPrediction fitPythonModel data X dim: 73x71 2023-08-23 11:59:34 [Main thread] INFO PatientLevelPrediction fitPythonModel data Y length: 73 with 28 outcomes 2023-08-23 11:59:34 [Main thread] INFO PatientLevelPrediction fitPythonModel ntrees:500 criterion:gini maxDepth:4 minSamplesSplit:5 minSamplesLeaf:10 minWeightFractionLeaf:0 mtries:sqrt maxLeafNodes:null minImpurityDecrease:0 bootstrap:TRUE oobScore:FALSE nJobs:null seed:8011 classWeight:null maxSamples:0.9 2023-08-23 11:59:35 [Main thread] INFO PatientLevelPrediction fitPythonModel Training model took (mins): 0.00657248099644979 2023-08-23 11:59:35 [Main thread] INFO PatientLevelPrediction Calculating predictions on left out fold set... 2023-08-23 11:59:35 [Main thread] INFO PatientLevelPrediction Max fold: 3 2023-08-23 11:59:35 [Main thread] INFO PatientLevelPrediction Fold 1 2023-08-23 11:59:35 [Main thread] INFO PatientLevelPrediction fitPythonModel data X dim: 71x71 2023-08-23 11:59:35 [Main thread] INFO PatientLevelPrediction fitPythonModel data Y length: 71 with 27 outcomes 2023-08-23 11:59:35 [Main thread] INFO PatientLevelPrediction fitPythonModel ntrees:100 criterion:gini maxDepth:10 minSamplesSplit:5 minSamplesLeaf:10 minWeightFractionLeaf:0 mtries:sqrt maxLeafNodes:null minImpurityDecrease:0 bootstrap:TRUE oobScore:FALSE nJobs:null seed:8011 classWeight:null maxSamples:0.9 2023-08-23 11:59:35 [Main thread] INFO PatientLevelPrediction fitPythonModel Training model took (mins): 0.00170893271764119 2023-08-23 11:59:35 [Main thread] INFO PatientLevelPrediction Calculating predictions on left out fold set... 2023-08-23 11:59:35 [Main thread] INFO PatientLevelPrediction Fold 2 2023-08-23 11:59:35 [Main thread] INFO PatientLevelPrediction fitPythonModel data X dim: 72x71 2023-08-23 11:59:35 [Main thread] INFO PatientLevelPrediction fitPythonModel data Y length: 72 with 27 outcomes 2023-08-23 11:59:35 [Main thread] INFO PatientLevelPrediction fitPythonModel ntrees:100 criterion:gini maxDepth:10 minSamplesSplit:5 minSamplesLeaf:10 minWeightFractionLeaf:0 mtries:sqrt maxLeafNodes:null minImpurityDecrease:0 bootstrap:TRUE oobScore:FALSE nJobs:null seed:8011 classWeight:null maxSamples:0.9 2023-08-23 11:59:35 [Main thread] INFO PatientLevelPrediction fitPythonModel Training model took (mins): 0.00155419905980428 2023-08-23 11:59:35 [Main thread] INFO PatientLevelPrediction Calculating predictions on left out fold set... 2023-08-23 11:59:35 [Main thread] INFO PatientLevelPrediction Fold 3 2023-08-23 11:59:35 [Main thread] INFO PatientLevelPrediction fitPythonModel data X dim: 73x71 2023-08-23 11:59:35 [Main thread] INFO PatientLevelPrediction fitPythonModel data Y length: 73 with 28 outcomes 2023-08-23 11:59:35 [Main thread] INFO PatientLevelPrediction fitPythonModel ntrees:100 criterion:gini maxDepth:10 minSamplesSplit:5 minSamplesLeaf:10 minWeightFractionLeaf:0 mtries:sqrt maxLeafNodes:null minImpurityDecrease:0 bootstrap:TRUE oobScore:FALSE nJobs:null seed:8011 classWeight:null maxSamples:0.9 2023-08-23 11:59:35 [Main thread] INFO PatientLevelPrediction fitPythonModel Training model took (mins): 0.00153341690699259 2023-08-23 11:59:35 [Main thread] INFO PatientLevelPrediction Calculating predictions on left out fold set... 2023-08-23 11:59:35 [Main thread] INFO PatientLevelPrediction Max fold: 3 2023-08-23 11:59:35 [Main thread] INFO PatientLevelPrediction Fold 1 2023-08-23 11:59:35 [Main thread] INFO PatientLevelPrediction fitPythonModel data X dim: 71x71 2023-08-23 11:59:35 [Main thread] INFO PatientLevelPrediction fitPythonModel data Y length: 71 with 27 outcomes 2023-08-23 11:59:35 [Main thread] INFO PatientLevelPrediction fitPythonModel ntrees:500 criterion:gini maxDepth:10 minSamplesSplit:5 minSamplesLeaf:10 minWeightFractionLeaf:0 mtries:sqrt maxLeafNodes:null minImpurityDecrease:0 bootstrap:TRUE oobScore:FALSE nJobs:null seed:8011 classWeight:null maxSamples:0.9 2023-08-23 11:59:35 [Main thread] INFO PatientLevelPrediction fitPythonModel Training model took (mins): 0.00654623508453369 2023-08-23 11:59:35 [Main thread] INFO PatientLevelPrediction Calculating predictions on left out fold set... 2023-08-23 11:59:35 [Main thread] INFO PatientLevelPrediction Fold 2 2023-08-23 11:59:35 [Main thread] INFO PatientLevelPrediction fitPythonModel data X dim: 72x71 2023-08-23 11:59:35 [Main thread] INFO PatientLevelPrediction fitPythonModel data Y length: 72 with 27 outcomes 2023-08-23 11:59:35 [Main thread] INFO PatientLevelPrediction fitPythonModel ntrees:500 criterion:gini maxDepth:10 minSamplesSplit:5 minSamplesLeaf:10 minWeightFractionLeaf:0 mtries:sqrt maxLeafNodes:null minImpurityDecrease:0 bootstrap:TRUE oobScore:FALSE nJobs:null seed:8011 classWeight:null maxSamples:0.9 2023-08-23 11:59:36 [Main thread] INFO PatientLevelPrediction fitPythonModel Training model took (mins): 0.0071349819501241 2023-08-23 11:59:36 [Main thread] INFO PatientLevelPrediction Calculating predictions on left out fold set... 2023-08-23 11:59:36 [Main thread] INFO PatientLevelPrediction Fold 3 2023-08-23 11:59:36 [Main thread] INFO PatientLevelPrediction fitPythonModel data X dim: 73x71 2023-08-23 11:59:36 [Main thread] INFO PatientLevelPrediction fitPythonModel data Y length: 73 with 28 outcomes 2023-08-23 11:59:36 [Main thread] INFO PatientLevelPrediction fitPythonModel ntrees:500 criterion:gini maxDepth:10 minSamplesSplit:5 minSamplesLeaf:10 minWeightFractionLeaf:0 mtries:sqrt maxLeafNodes:null minImpurityDecrease:0 bootstrap:TRUE oobScore:FALSE nJobs:null seed:8011 classWeight:null maxSamples:0.9 2023-08-23 11:59:36 [Main thread] INFO PatientLevelPrediction fitPythonModel Training model took (mins): 0.00687143405278524 2023-08-23 11:59:36 [Main thread] INFO PatientLevelPrediction Calculating predictions on left out fold set... 2023-08-23 11:59:36 [Main thread] INFO PatientLevelPrediction Max fold: 3 2023-08-23 11:59:36 [Main thread] INFO PatientLevelPrediction Fold 1 2023-08-23 11:59:36 [Main thread] INFO PatientLevelPrediction fitPythonModel data X dim: 71x71 2023-08-23 11:59:36 [Main thread] INFO PatientLevelPrediction fitPythonModel data Y length: 71 with 27 outcomes 2023-08-23 11:59:36 [Main thread] INFO PatientLevelPrediction fitPythonModel ntrees:100 criterion:gini maxDepth:17 minSamplesSplit:5 minSamplesLeaf:10 minWeightFractionLeaf:0 mtries:sqrt maxLeafNodes:null minImpurityDecrease:0 bootstrap:TRUE oobScore:FALSE nJobs:null seed:8011 classWeight:null maxSamples:0.9 2023-08-23 11:59:37 [Main thread] INFO PatientLevelPrediction fitPythonModel Training model took (mins): 0.00164510011672974 2023-08-23 11:59:37 [Main thread] INFO PatientLevelPrediction Calculating predictions on left out fold set... 2023-08-23 11:59:37 [Main thread] INFO PatientLevelPrediction Fold 2 2023-08-23 11:59:37 [Main thread] INFO PatientLevelPrediction fitPythonModel data X dim: 72x71 2023-08-23 11:59:37 [Main thread] INFO PatientLevelPrediction fitPythonModel data Y length: 72 with 27 outcomes 2023-08-23 11:59:37 [Main thread] INFO PatientLevelPrediction fitPythonModel ntrees:100 criterion:gini maxDepth:17 minSamplesSplit:5 minSamplesLeaf:10 minWeightFractionLeaf:0 mtries:sqrt maxLeafNodes:null minImpurityDecrease:0 bootstrap:TRUE oobScore:FALSE nJobs:null seed:8011 classWeight:null maxSamples:0.9 2023-08-23 11:59:37 [Main thread] INFO PatientLevelPrediction fitPythonModel Training model took (mins): 0.00151878197987874 2023-08-23 11:59:37 [Main thread] INFO PatientLevelPrediction Calculating predictions on left out fold set... 2023-08-23 11:59:37 [Main thread] INFO PatientLevelPrediction Fold 3 2023-08-23 11:59:37 [Main thread] INFO PatientLevelPrediction fitPythonModel data X dim: 73x71 2023-08-23 11:59:37 [Main thread] INFO PatientLevelPrediction fitPythonModel data Y length: 73 with 28 outcomes 2023-08-23 11:59:37 [Main thread] INFO PatientLevelPrediction fitPythonModel ntrees:100 criterion:gini maxDepth:17 minSamplesSplit:5 minSamplesLeaf:10 minWeightFractionLeaf:0 mtries:sqrt maxLeafNodes:null minImpurityDecrease:0 bootstrap:TRUE oobScore:FALSE nJobs:null seed:8011 classWeight:null maxSamples:0.9 2023-08-23 11:59:37 [Main thread] INFO PatientLevelPrediction fitPythonModel Training model took (mins): 0.00157386859258016 2023-08-23 11:59:37 [Main thread] INFO PatientLevelPrediction Calculating predictions on left out fold set... 2023-08-23 11:59:37 [Main thread] INFO PatientLevelPrediction Max fold: 3 2023-08-23 11:59:37 [Main thread] INFO PatientLevelPrediction Fold 1 2023-08-23 11:59:37 [Main thread] INFO PatientLevelPrediction fitPythonModel data X dim: 71x71 2023-08-23 11:59:37 [Main thread] INFO PatientLevelPrediction fitPythonModel data Y length: 71 with 27 outcomes 2023-08-23 11:59:37 [Main thread] INFO PatientLevelPrediction fitPythonModel ntrees:500 criterion:gini maxDepth:17 minSamplesSplit:5 minSamplesLeaf:10 minWeightFractionLeaf:0 mtries:sqrt maxLeafNodes:null minImpurityDecrease:0 bootstrap:TRUE oobScore:FALSE nJobs:null seed:8011 classWeight:null maxSamples:0.9 2023-08-23 11:59:37 [Main thread] INFO PatientLevelPrediction fitPythonModel Training model took (mins): 0.00720356702804565 2023-08-23 11:59:37 [Main thread] INFO PatientLevelPrediction Calculating predictions on left out fold set... 2023-08-23 11:59:37 [Main thread] INFO PatientLevelPrediction Fold 2 2023-08-23 11:59:37 [Main thread] INFO PatientLevelPrediction fitPythonModel data X dim: 72x71 2023-08-23 11:59:37 [Main thread] INFO PatientLevelPrediction fitPythonModel data Y length: 72 with 27 outcomes 2023-08-23 11:59:37 [Main thread] INFO PatientLevelPrediction fitPythonModel ntrees:500 criterion:gini maxDepth:17 minSamplesSplit:5 minSamplesLeaf:10 minWeightFractionLeaf:0 mtries:sqrt maxLeafNodes:null minImpurityDecrease:0 bootstrap:TRUE oobScore:FALSE nJobs:null seed:8011 classWeight:null maxSamples:0.9 2023-08-23 11:59:38 [Main thread] INFO PatientLevelPrediction fitPythonModel Training model took (mins): 0.00689528385798136 2023-08-23 11:59:38 [Main thread] INFO PatientLevelPrediction Calculating predictions on left out fold set... 2023-08-23 11:59:38 [Main thread] INFO PatientLevelPrediction Fold 3 2023-08-23 11:59:38 [Main thread] INFO PatientLevelPrediction fitPythonModel data X dim: 73x71 2023-08-23 11:59:38 [Main thread] INFO PatientLevelPrediction fitPythonModel data Y length: 73 with 28 outcomes 2023-08-23 11:59:38 [Main thread] INFO PatientLevelPrediction fitPythonModel ntrees:500 criterion:gini maxDepth:17 minSamplesSplit:5 minSamplesLeaf:10 minWeightFractionLeaf:0 mtries:sqrt maxLeafNodes:null minImpurityDecrease:0 bootstrap:TRUE oobScore:FALSE nJobs:null seed:8011 classWeight:null maxSamples:0.9 2023-08-23 11:59:38 [Main thread] INFO PatientLevelPrediction fitPythonModel Training model took (mins): 0.00681283473968506 2023-08-23 11:59:38 [Main thread] INFO PatientLevelPrediction Calculating predictions on left out fold set... 2023-08-23 11:59:38 [Main thread] INFO PatientLevelPrediction Max fold: 3 2023-08-23 11:59:38 [Main thread] INFO PatientLevelPrediction Fold 1 2023-08-23 11:59:38 [Main thread] INFO PatientLevelPrediction fitPythonModel data X dim: 71x71 2023-08-23 11:59:38 [Main thread] INFO PatientLevelPrediction fitPythonModel data Y length: 71 with 27 outcomes 2023-08-23 11:59:38 [Main thread] INFO PatientLevelPrediction fitPythonModel ntrees:100 criterion:gini maxDepth:4 minSamplesSplit:2 minSamplesLeaf:1 minWeightFractionLeaf:0 mtries:log2 maxLeafNodes:null minImpurityDecrease:0 bootstrap:TRUE oobScore:FALSE nJobs:null seed:8011 classWeight:null maxSamples:0.9 2023-08-23 11:59:38 [Main thread] INFO PatientLevelPrediction fitPythonModel Training model took (mins): 0.00169785022735596 2023-08-23 11:59:38 [Main thread] INFO PatientLevelPrediction Calculating predictions on left out fold set... 2023-08-23 11:59:38 [Main thread] INFO PatientLevelPrediction Fold 2 2023-08-23 11:59:38 [Main thread] INFO PatientLevelPrediction fitPythonModel data X dim: 72x71 2023-08-23 11:59:38 [Main thread] INFO PatientLevelPrediction fitPythonModel data Y length: 72 with 27 outcomes 2023-08-23 11:59:38 [Main thread] INFO PatientLevelPrediction fitPythonModel ntrees:100 criterion:gini maxDepth:4 minSamplesSplit:2 minSamplesLeaf:1 minWeightFractionLeaf:0 mtries:log2 maxLeafNodes:null minImpurityDecrease:0 bootstrap:TRUE oobScore:FALSE nJobs:null seed:8011 classWeight:null maxSamples:0.9 2023-08-23 11:59:38 [Main thread] INFO PatientLevelPrediction fitPythonModel Training model took (mins): 0.00166821877161662 2023-08-23 11:59:38 [Main thread] INFO PatientLevelPrediction Calculating predictions on left out fold set... 2023-08-23 11:59:38 [Main thread] INFO PatientLevelPrediction Fold 3 2023-08-23 11:59:38 [Main thread] INFO PatientLevelPrediction fitPythonModel data X dim: 73x71 2023-08-23 11:59:38 [Main thread] INFO PatientLevelPrediction fitPythonModel data Y length: 73 with 28 outcomes 2023-08-23 11:59:38 [Main thread] INFO PatientLevelPrediction fitPythonModel ntrees:100 criterion:gini maxDepth:4 minSamplesSplit:2 minSamplesLeaf:1 minWeightFractionLeaf:0 mtries:log2 maxLeafNodes:null minImpurityDecrease:0 bootstrap:TRUE oobScore:FALSE nJobs:null seed:8011 classWeight:null maxSamples:0.9 2023-08-23 11:59:39 [Main thread] INFO PatientLevelPrediction fitPythonModel Training model took (mins): 0.00222163200378418 2023-08-23 11:59:39 [Main thread] INFO PatientLevelPrediction Calculating predictions on left out fold set... 2023-08-23 11:59:39 [Main thread] INFO PatientLevelPrediction Max fold: 3 2023-08-23 11:59:39 [Main thread] INFO PatientLevelPrediction Fold 1 2023-08-23 11:59:39 [Main thread] INFO PatientLevelPrediction fitPythonModel data X dim: 71x71 2023-08-23 11:59:39 [Main thread] INFO PatientLevelPrediction fitPythonModel data Y length: 71 with 27 outcomes 2023-08-23 11:59:39 [Main thread] INFO PatientLevelPrediction fitPythonModel ntrees:500 criterion:gini maxDepth:4 minSamplesSplit:2 minSamplesLeaf:1 minWeightFractionLeaf:0 mtries:log2 maxLeafNodes:null minImpurityDecrease:0 bootstrap:TRUE oobScore:FALSE nJobs:null seed:8011 classWeight:null maxSamples:0.9 2023-08-23 11:59:39 [Main thread] INFO PatientLevelPrediction fitPythonModel Training model took (mins): 0.00776501496632894 2023-08-23 11:59:39 [Main thread] INFO PatientLevelPrediction Calculating predictions on left out fold set... 2023-08-23 11:59:39 [Main thread] INFO PatientLevelPrediction Fold 2 2023-08-23 11:59:39 [Main thread] INFO PatientLevelPrediction fitPythonModel data X dim: 72x71 2023-08-23 11:59:39 [Main thread] INFO PatientLevelPrediction fitPythonModel data Y length: 72 with 27 outcomes 2023-08-23 11:59:39 [Main thread] INFO PatientLevelPrediction fitPythonModel ntrees:500 criterion:gini maxDepth:4 minSamplesSplit:2 minSamplesLeaf:1 minWeightFractionLeaf:0 mtries:log2 maxLeafNodes:null minImpurityDecrease:0 bootstrap:TRUE oobScore:FALSE nJobs:null seed:8011 classWeight:null maxSamples:0.9 2023-08-23 11:59:40 [Main thread] INFO PatientLevelPrediction fitPythonModel Training model took (mins): 0.00788038571675618 2023-08-23 11:59:40 [Main thread] INFO PatientLevelPrediction Calculating predictions on left out fold set... 2023-08-23 11:59:40 [Main thread] INFO PatientLevelPrediction Fold 3 2023-08-23 11:59:40 [Main thread] INFO PatientLevelPrediction fitPythonModel data X dim: 73x71 2023-08-23 11:59:40 [Main thread] INFO PatientLevelPrediction fitPythonModel data Y length: 73 with 28 outcomes 2023-08-23 11:59:40 [Main thread] INFO PatientLevelPrediction fitPythonModel ntrees:500 criterion:gini maxDepth:4 minSamplesSplit:2 minSamplesLeaf:1 minWeightFractionLeaf:0 mtries:log2 maxLeafNodes:null minImpurityDecrease:0 bootstrap:TRUE oobScore:FALSE nJobs:null seed:8011 classWeight:null maxSamples:0.9 2023-08-23 11:59:40 [Main thread] INFO PatientLevelPrediction fitPythonModel Training model took (mins): 0.00784685214360555 2023-08-23 11:59:40 [Main thread] INFO PatientLevelPrediction Calculating predictions on left out fold set... 2023-08-23 11:59:40 [Main thread] INFO PatientLevelPrediction Max fold: 3 2023-08-23 11:59:40 [Main thread] INFO PatientLevelPrediction Fold 1 2023-08-23 11:59:40 [Main thread] INFO PatientLevelPrediction fitPythonModel data X dim: 71x71 2023-08-23 11:59:40 [Main thread] INFO PatientLevelPrediction fitPythonModel data Y length: 71 with 27 outcomes 2023-08-23 11:59:40 [Main thread] INFO PatientLevelPrediction fitPythonModel ntrees:100 criterion:gini maxDepth:10 minSamplesSplit:2 minSamplesLeaf:1 minWeightFractionLeaf:0 mtries:log2 maxLeafNodes:null minImpurityDecrease:0 bootstrap:TRUE oobScore:FALSE nJobs:null seed:8011 classWeight:null maxSamples:0.9 2023-08-23 11:59:40 [Main thread] INFO PatientLevelPrediction fitPythonModel Training model took (mins): 0.00191789865493774 2023-08-23 11:59:40 [Main thread] INFO PatientLevelPrediction Calculating predictions on left out fold set... 2023-08-23 11:59:40 [Main thread] INFO PatientLevelPrediction Fold 2 2023-08-23 11:59:40 [Main thread] INFO PatientLevelPrediction fitPythonModel data X dim: 72x71 2023-08-23 11:59:40 [Main thread] INFO PatientLevelPrediction fitPythonModel data Y length: 72 with 27 outcomes 2023-08-23 11:59:40 [Main thread] INFO PatientLevelPrediction fitPythonModel ntrees:100 criterion:gini maxDepth:10 minSamplesSplit:2 minSamplesLeaf:1 minWeightFractionLeaf:0 mtries:log2 maxLeafNodes:null minImpurityDecrease:0 bootstrap:TRUE oobScore:FALSE nJobs:null seed:8011 classWeight:null maxSamples:0.9 2023-08-23 11:59:40 [Main thread] INFO PatientLevelPrediction fitPythonModel Training model took (mins): 0.0019036332766215 2023-08-23 11:59:40 [Main thread] INFO PatientLevelPrediction Calculating predictions on left out fold set... 2023-08-23 11:59:40 [Main thread] INFO PatientLevelPrediction Fold 3 2023-08-23 11:59:40 [Main thread] INFO PatientLevelPrediction fitPythonModel data X dim: 73x71 2023-08-23 11:59:40 [Main thread] INFO PatientLevelPrediction fitPythonModel data Y length: 73 with 28 outcomes 2023-08-23 11:59:40 [Main thread] INFO PatientLevelPrediction fitPythonModel ntrees:100 criterion:gini maxDepth:10 minSamplesSplit:2 minSamplesLeaf:1 minWeightFractionLeaf:0 mtries:log2 maxLeafNodes:null minImpurityDecrease:0 bootstrap:TRUE oobScore:FALSE nJobs:null seed:8011 classWeight:null maxSamples:0.9 2023-08-23 11:59:40 [Main thread] INFO PatientLevelPrediction fitPythonModel Training model took (mins): 0.00188165108362834 2023-08-23 11:59:41 [Main thread] INFO PatientLevelPrediction Calculating predictions on left out fold set... 2023-08-23 11:59:41 [Main thread] INFO PatientLevelPrediction Max fold: 3 2023-08-23 11:59:41 [Main thread] INFO PatientLevelPrediction Fold 1 2023-08-23 11:59:41 [Main thread] INFO PatientLevelPrediction fitPythonModel data X dim: 71x71 2023-08-23 11:59:41 [Main thread] INFO PatientLevelPrediction fitPythonModel data Y length: 71 with 27 outcomes 2023-08-23 11:59:41 [Main thread] INFO PatientLevelPrediction fitPythonModel ntrees:500 criterion:gini maxDepth:10 minSamplesSplit:2 minSamplesLeaf:1 minWeightFractionLeaf:0 mtries:log2 maxLeafNodes:null minImpurityDecrease:0 bootstrap:TRUE oobScore:FALSE nJobs:null seed:8011 classWeight:null maxSamples:0.9 2023-08-23 11:59:41 [Main thread] INFO PatientLevelPrediction fitPythonModel Training model took (mins): 0.00788516600926717 2023-08-23 11:59:41 [Main thread] INFO PatientLevelPrediction Calculating predictions on left out fold set... 2023-08-23 11:59:41 [Main thread] INFO PatientLevelPrediction Fold 2 2023-08-23 11:59:41 [Main thread] INFO PatientLevelPrediction fitPythonModel data X dim: 72x71 2023-08-23 11:59:41 [Main thread] INFO PatientLevelPrediction fitPythonModel data Y length: 72 with 27 outcomes 2023-08-23 11:59:41 [Main thread] INFO PatientLevelPrediction fitPythonModel ntrees:500 criterion:gini maxDepth:10 minSamplesSplit:2 minSamplesLeaf:1 minWeightFractionLeaf:0 mtries:log2 maxLeafNodes:null minImpurityDecrease:0 bootstrap:TRUE oobScore:FALSE nJobs:null seed:8011 classWeight:null maxSamples:0.9 2023-08-23 11:59:42 [Main thread] INFO PatientLevelPrediction fitPythonModel Training model took (mins): 0.00841588576634725 2023-08-23 11:59:42 [Main thread] INFO PatientLevelPrediction Calculating predictions on left out fold set... 2023-08-23 11:59:42 [Main thread] INFO PatientLevelPrediction Fold 3 2023-08-23 11:59:42 [Main thread] INFO PatientLevelPrediction fitPythonModel data X dim: 73x71 2023-08-23 11:59:42 [Main thread] INFO PatientLevelPrediction fitPythonModel data Y length: 73 with 28 outcomes 2023-08-23 11:59:42 [Main thread] INFO PatientLevelPrediction fitPythonModel ntrees:500 criterion:gini maxDepth:10 minSamplesSplit:2 minSamplesLeaf:1 minWeightFractionLeaf:0 mtries:log2 maxLeafNodes:null minImpurityDecrease:0 bootstrap:TRUE oobScore:FALSE nJobs:null seed:8011 classWeight:null maxSamples:0.9 2023-08-23 11:59:42 [Main thread] INFO PatientLevelPrediction fitPythonModel Training model took (mins): 0.00834123293558756 2023-08-23 11:59:42 [Main thread] INFO PatientLevelPrediction Calculating predictions on left out fold set... 2023-08-23 11:59:42 [Main thread] INFO PatientLevelPrediction Max fold: 3 2023-08-23 11:59:42 [Main thread] INFO PatientLevelPrediction Fold 1 2023-08-23 11:59:42 [Main thread] INFO PatientLevelPrediction fitPythonModel data X dim: 71x71 2023-08-23 11:59:42 [Main thread] INFO PatientLevelPrediction fitPythonModel data Y length: 71 with 27 outcomes 2023-08-23 11:59:42 [Main thread] INFO PatientLevelPrediction fitPythonModel ntrees:100 criterion:gini maxDepth:17 minSamplesSplit:2 minSamplesLeaf:1 minWeightFractionLeaf:0 mtries:log2 maxLeafNodes:null minImpurityDecrease:0 bootstrap:TRUE oobScore:FALSE nJobs:null seed:8011 classWeight:null maxSamples:0.9 2023-08-23 11:59:42 [Main thread] INFO PatientLevelPrediction fitPythonModel Training model took (mins): 0.00254555145899455 2023-08-23 11:59:42 [Main thread] INFO PatientLevelPrediction Calculating predictions on left out fold set... 2023-08-23 11:59:42 [Main thread] INFO PatientLevelPrediction Fold 2 2023-08-23 11:59:42 [Main thread] INFO PatientLevelPrediction fitPythonModel data X dim: 72x71 2023-08-23 11:59:42 [Main thread] INFO PatientLevelPrediction fitPythonModel data Y length: 72 with 27 outcomes 2023-08-23 11:59:42 [Main thread] INFO PatientLevelPrediction fitPythonModel ntrees:100 criterion:gini maxDepth:17 minSamplesSplit:2 minSamplesLeaf:1 minWeightFractionLeaf:0 mtries:log2 maxLeafNodes:null minImpurityDecrease:0 bootstrap:TRUE oobScore:FALSE nJobs:null seed:8011 classWeight:null maxSamples:0.9 2023-08-23 11:59:42 [Main thread] INFO PatientLevelPrediction fitPythonModel Training model took (mins): 0.0018524169921875 2023-08-23 11:59:42 [Main thread] INFO PatientLevelPrediction Calculating predictions on left out fold set... 2023-08-23 11:59:42 [Main thread] INFO PatientLevelPrediction Fold 3 2023-08-23 11:59:42 [Main thread] INFO PatientLevelPrediction fitPythonModel data X dim: 73x71 2023-08-23 11:59:42 [Main thread] INFO PatientLevelPrediction fitPythonModel data Y length: 73 with 28 outcomes 2023-08-23 11:59:42 [Main thread] INFO PatientLevelPrediction fitPythonModel ntrees:100 criterion:gini maxDepth:17 minSamplesSplit:2 minSamplesLeaf:1 minWeightFractionLeaf:0 mtries:log2 maxLeafNodes:null minImpurityDecrease:0 bootstrap:TRUE oobScore:FALSE nJobs:null seed:8011 classWeight:null maxSamples:0.9 2023-08-23 11:59:43 [Main thread] INFO PatientLevelPrediction fitPythonModel Training model took (mins): 0.00177609920501709 2023-08-23 11:59:43 [Main thread] INFO PatientLevelPrediction Calculating predictions on left out fold set... 2023-08-23 11:59:43 [Main thread] INFO PatientLevelPrediction Max fold: 3 2023-08-23 11:59:43 [Main thread] INFO PatientLevelPrediction Fold 1 2023-08-23 11:59:43 [Main thread] INFO PatientLevelPrediction fitPythonModel data X dim: 71x71 2023-08-23 11:59:43 [Main thread] INFO PatientLevelPrediction fitPythonModel data Y length: 71 with 27 outcomes 2023-08-23 11:59:43 [Main thread] INFO PatientLevelPrediction fitPythonModel ntrees:500 criterion:gini maxDepth:17 minSamplesSplit:2 minSamplesLeaf:1 minWeightFractionLeaf:0 mtries:log2 maxLeafNodes:null minImpurityDecrease:0 bootstrap:TRUE oobScore:FALSE nJobs:null seed:8011 classWeight:null maxSamples:0.9 2023-08-23 11:59:43 [Main thread] INFO PatientLevelPrediction fitPythonModel Training model took (mins): 0.00800755023956299 2023-08-23 11:59:43 [Main thread] INFO PatientLevelPrediction Calculating predictions on left out fold set... 2023-08-23 11:59:43 [Main thread] INFO PatientLevelPrediction Fold 2 2023-08-23 11:59:43 [Main thread] INFO PatientLevelPrediction fitPythonModel data X dim: 72x71 2023-08-23 11:59:43 [Main thread] INFO PatientLevelPrediction fitPythonModel data Y length: 72 with 27 outcomes 2023-08-23 11:59:43 [Main thread] INFO PatientLevelPrediction fitPythonModel ntrees:500 criterion:gini maxDepth:17 minSamplesSplit:2 minSamplesLeaf:1 minWeightFractionLeaf:0 mtries:log2 maxLeafNodes:null minImpurityDecrease:0 bootstrap:TRUE oobScore:FALSE nJobs:null seed:8011 classWeight:null maxSamples:0.9 2023-08-23 11:59:44 [Main thread] INFO PatientLevelPrediction fitPythonModel Training model took (mins): 0.00785526831944783 2023-08-23 11:59:44 [Main thread] INFO PatientLevelPrediction Calculating predictions on left out fold set... 2023-08-23 11:59:44 [Main thread] INFO PatientLevelPrediction Fold 3 2023-08-23 11:59:44 [Main thread] INFO PatientLevelPrediction fitPythonModel data X dim: 73x71 2023-08-23 11:59:44 [Main thread] INFO PatientLevelPrediction fitPythonModel data Y length: 73 with 28 outcomes 2023-08-23 11:59:44 [Main thread] INFO PatientLevelPrediction fitPythonModel ntrees:500 criterion:gini maxDepth:17 minSamplesSplit:2 minSamplesLeaf:1 minWeightFractionLeaf:0 mtries:log2 maxLeafNodes:null minImpurityDecrease:0 bootstrap:TRUE oobScore:FALSE nJobs:null seed:8011 classWeight:null maxSamples:0.9 2023-08-23 11:59:44 [Main thread] INFO PatientLevelPrediction fitPythonModel Training model took (mins): 0.00826326608657837 2023-08-23 11:59:44 [Main thread] INFO PatientLevelPrediction Calculating predictions on left out fold set... 2023-08-23 11:59:44 [Main thread] INFO PatientLevelPrediction Max fold: 3 2023-08-23 11:59:44 [Main thread] INFO PatientLevelPrediction Fold 1 2023-08-23 11:59:44 [Main thread] INFO PatientLevelPrediction fitPythonModel data X dim: 71x71 2023-08-23 11:59:44 [Main thread] INFO PatientLevelPrediction fitPythonModel data Y length: 71 with 27 outcomes 2023-08-23 11:59:44 [Main thread] INFO PatientLevelPrediction fitPythonModel ntrees:100 criterion:gini maxDepth:4 minSamplesSplit:5 minSamplesLeaf:1 minWeightFractionLeaf:0 mtries:log2 maxLeafNodes:null minImpurityDecrease:0 bootstrap:TRUE oobScore:FALSE nJobs:null seed:8011 classWeight:null maxSamples:0.9 2023-08-23 11:59:44 [Main thread] INFO PatientLevelPrediction fitPythonModel Training model took (mins): 0.00161195198694865 2023-08-23 11:59:44 [Main thread] INFO PatientLevelPrediction Calculating predictions on left out fold set... 2023-08-23 11:59:44 [Main thread] INFO PatientLevelPrediction Fold 2 2023-08-23 11:59:44 [Main thread] INFO PatientLevelPrediction fitPythonModel data X dim: 72x71 2023-08-23 11:59:44 [Main thread] INFO PatientLevelPrediction fitPythonModel data Y length: 72 with 27 outcomes 2023-08-23 11:59:44 [Main thread] INFO PatientLevelPrediction fitPythonModel ntrees:100 criterion:gini maxDepth:4 minSamplesSplit:5 minSamplesLeaf:1 minWeightFractionLeaf:0 mtries:log2 maxLeafNodes:null minImpurityDecrease:0 bootstrap:TRUE oobScore:FALSE nJobs:null seed:8011 classWeight:null maxSamples:0.9 2023-08-23 11:59:44 [Main thread] INFO PatientLevelPrediction fitPythonModel Training model took (mins): 0.00158504645029704 2023-08-23 11:59:44 [Main thread] INFO PatientLevelPrediction Calculating predictions on left out fold set... 2023-08-23 11:59:44 [Main thread] INFO PatientLevelPrediction Fold 3 2023-08-23 11:59:44 [Main thread] INFO PatientLevelPrediction fitPythonModel data X dim: 73x71 2023-08-23 11:59:44 [Main thread] INFO PatientLevelPrediction fitPythonModel data Y length: 73 with 28 outcomes 2023-08-23 11:59:44 [Main thread] INFO PatientLevelPrediction fitPythonModel ntrees:100 criterion:gini maxDepth:4 minSamplesSplit:5 minSamplesLeaf:1 minWeightFractionLeaf:0 mtries:log2 maxLeafNodes:null minImpurityDecrease:0 bootstrap:TRUE oobScore:FALSE nJobs:null seed:8011 classWeight:null maxSamples:0.9 2023-08-23 11:59:44 [Main thread] INFO PatientLevelPrediction fitPythonModel Training model took (mins): 0.0016273021697998 2023-08-23 11:59:44 [Main thread] INFO PatientLevelPrediction Calculating predictions on left out fold set... 2023-08-23 11:59:44 [Main thread] INFO PatientLevelPrediction Max fold: 3 2023-08-23 11:59:44 [Main thread] INFO PatientLevelPrediction Fold 1 2023-08-23 11:59:44 [Main thread] INFO PatientLevelPrediction fitPythonModel data X dim: 71x71 2023-08-23 11:59:44 [Main thread] INFO PatientLevelPrediction fitPythonModel data Y length: 71 with 27 outcomes 2023-08-23 11:59:44 [Main thread] INFO PatientLevelPrediction fitPythonModel ntrees:500 criterion:gini maxDepth:4 minSamplesSplit:5 minSamplesLeaf:1 minWeightFractionLeaf:0 mtries:log2 maxLeafNodes:null minImpurityDecrease:0 bootstrap:TRUE oobScore:FALSE nJobs:null seed:8011 classWeight:null maxSamples:0.9 2023-08-23 11:59:45 [Main thread] INFO PatientLevelPrediction fitPythonModel Training model took (mins): 0.0073236346244812 2023-08-23 11:59:45 [Main thread] INFO PatientLevelPrediction Calculating predictions on left out fold set... 2023-08-23 11:59:45 [Main thread] INFO PatientLevelPrediction Fold 2 2023-08-23 11:59:45 [Main thread] INFO PatientLevelPrediction fitPythonModel data X dim: 72x71 2023-08-23 11:59:45 [Main thread] INFO PatientLevelPrediction fitPythonModel data Y length: 72 with 27 outcomes 2023-08-23 11:59:45 [Main thread] INFO PatientLevelPrediction fitPythonModel ntrees:500 criterion:gini maxDepth:4 minSamplesSplit:5 minSamplesLeaf:1 minWeightFractionLeaf:0 mtries:log2 maxLeafNodes:null minImpurityDecrease:0 bootstrap:TRUE oobScore:FALSE nJobs:null seed:8011 classWeight:null maxSamples:0.9 2023-08-23 11:59:45 [Main thread] INFO PatientLevelPrediction fitPythonModel Training model took (mins): 0.00883653561274211 2023-08-23 11:59:45 [Main thread] INFO PatientLevelPrediction Calculating predictions on left out fold set... 2023-08-23 11:59:46 [Main thread] INFO PatientLevelPrediction Fold 3 2023-08-23 11:59:46 [Main thread] INFO PatientLevelPrediction fitPythonModel data X dim: 73x71 2023-08-23 11:59:46 [Main thread] INFO PatientLevelPrediction fitPythonModel data Y length: 73 with 28 outcomes 2023-08-23 11:59:46 [Main thread] INFO PatientLevelPrediction fitPythonModel ntrees:500 criterion:gini maxDepth:4 minSamplesSplit:5 minSamplesLeaf:1 minWeightFractionLeaf:0 mtries:log2 maxLeafNodes:null minImpurityDecrease:0 bootstrap:TRUE oobScore:FALSE nJobs:null seed:8011 classWeight:null maxSamples:0.9 2023-08-23 11:59:46 [Main thread] INFO PatientLevelPrediction fitPythonModel Training model took (mins): 0.00788510243097941 2023-08-23 11:59:46 [Main thread] INFO PatientLevelPrediction Calculating predictions on left out fold set... 2023-08-23 11:59:46 [Main thread] INFO PatientLevelPrediction Max fold: 3 2023-08-23 11:59:46 [Main thread] INFO PatientLevelPrediction Fold 1 2023-08-23 11:59:46 [Main thread] INFO PatientLevelPrediction fitPythonModel data X dim: 71x71 2023-08-23 11:59:46 [Main thread] INFO PatientLevelPrediction fitPythonModel data Y length: 71 with 27 outcomes 2023-08-23 11:59:46 [Main thread] INFO PatientLevelPrediction fitPythonModel ntrees:100 criterion:gini maxDepth:10 minSamplesSplit:5 minSamplesLeaf:1 minWeightFractionLeaf:0 mtries:log2 maxLeafNodes:null minImpurityDecrease:0 bootstrap:TRUE oobScore:FALSE nJobs:null seed:8011 classWeight:null maxSamples:0.9 2023-08-23 11:59:46 [Main thread] INFO PatientLevelPrediction fitPythonModel Training model took (mins): 0.0029664675394694 2023-08-23 11:59:46 [Main thread] INFO PatientLevelPrediction Calculating predictions on left out fold set... 2023-08-23 11:59:46 [Main thread] INFO PatientLevelPrediction Fold 2 2023-08-23 11:59:46 [Main thread] INFO PatientLevelPrediction fitPythonModel data X dim: 72x71 2023-08-23 11:59:46 [Main thread] INFO PatientLevelPrediction fitPythonModel data Y length: 72 with 27 outcomes 2023-08-23 11:59:46 [Main thread] INFO PatientLevelPrediction fitPythonModel ntrees:100 criterion:gini maxDepth:10 minSamplesSplit:5 minSamplesLeaf:1 minWeightFractionLeaf:0 mtries:log2 maxLeafNodes:null minImpurityDecrease:0 bootstrap:TRUE oobScore:FALSE nJobs:null seed:8011 classWeight:null maxSamples:0.9 2023-08-23 11:59:46 [Main thread] INFO PatientLevelPrediction fitPythonModel Training model took (mins): 0.00176366964975993 2023-08-23 11:59:46 [Main thread] INFO PatientLevelPrediction Calculating predictions on left out fold set... 2023-08-23 11:59:46 [Main thread] INFO PatientLevelPrediction Fold 3 2023-08-23 11:59:46 [Main thread] INFO PatientLevelPrediction fitPythonModel data X dim: 73x71 2023-08-23 11:59:46 [Main thread] INFO PatientLevelPrediction fitPythonModel data Y length: 73 with 28 outcomes 2023-08-23 11:59:46 [Main thread] INFO PatientLevelPrediction fitPythonModel ntrees:100 criterion:gini maxDepth:10 minSamplesSplit:5 minSamplesLeaf:1 minWeightFractionLeaf:0 mtries:log2 maxLeafNodes:null minImpurityDecrease:0 bootstrap:TRUE oobScore:FALSE nJobs:null seed:8011 classWeight:null maxSamples:0.9 2023-08-23 11:59:46 [Main thread] INFO PatientLevelPrediction fitPythonModel Training model took (mins): 0.00177538394927979 2023-08-23 11:59:46 [Main thread] INFO PatientLevelPrediction Calculating predictions on left out fold set... 2023-08-23 11:59:46 [Main thread] INFO PatientLevelPrediction Max fold: 3 2023-08-23 11:59:46 [Main thread] INFO PatientLevelPrediction Fold 1 2023-08-23 11:59:46 [Main thread] INFO PatientLevelPrediction fitPythonModel data X dim: 71x71 2023-08-23 11:59:46 [Main thread] INFO PatientLevelPrediction fitPythonModel data Y length: 71 with 27 outcomes 2023-08-23 11:59:46 [Main thread] INFO PatientLevelPrediction fitPythonModel ntrees:500 criterion:gini maxDepth:10 minSamplesSplit:5 minSamplesLeaf:1 minWeightFractionLeaf:0 mtries:log2 maxLeafNodes:null minImpurityDecrease:0 bootstrap:TRUE oobScore:FALSE nJobs:null seed:8011 classWeight:null maxSamples:0.9 2023-08-23 11:59:47 [Main thread] INFO PatientLevelPrediction fitPythonModel Training model took (mins): 0.00792023340861003 2023-08-23 11:59:47 [Main thread] INFO PatientLevelPrediction Calculating predictions on left out fold set... 2023-08-23 11:59:47 [Main thread] INFO PatientLevelPrediction Fold 2 2023-08-23 11:59:47 [Main thread] INFO PatientLevelPrediction fitPythonModel data X dim: 72x71 2023-08-23 11:59:47 [Main thread] INFO PatientLevelPrediction fitPythonModel data Y length: 72 with 27 outcomes 2023-08-23 11:59:47 [Main thread] INFO PatientLevelPrediction fitPythonModel ntrees:500 criterion:gini maxDepth:10 minSamplesSplit:5 minSamplesLeaf:1 minWeightFractionLeaf:0 mtries:log2 maxLeafNodes:null minImpurityDecrease:0 bootstrap:TRUE oobScore:FALSE nJobs:null seed:8011 classWeight:null maxSamples:0.9 2023-08-23 11:59:48 [Main thread] INFO PatientLevelPrediction fitPythonModel Training model took (mins): 0.00765395164489746 2023-08-23 11:59:48 [Main thread] INFO PatientLevelPrediction Calculating predictions on left out fold set... 2023-08-23 11:59:48 [Main thread] INFO PatientLevelPrediction Fold 3 2023-08-23 11:59:48 [Main thread] INFO PatientLevelPrediction fitPythonModel data X dim: 73x71 2023-08-23 11:59:48 [Main thread] INFO PatientLevelPrediction fitPythonModel data Y length: 73 with 28 outcomes 2023-08-23 11:59:48 [Main thread] INFO PatientLevelPrediction fitPythonModel ntrees:500 criterion:gini maxDepth:10 minSamplesSplit:5 minSamplesLeaf:1 minWeightFractionLeaf:0 mtries:log2 maxLeafNodes:null minImpurityDecrease:0 bootstrap:TRUE oobScore:FALSE nJobs:null seed:8011 classWeight:null maxSamples:0.9 2023-08-23 11:59:48 [Main thread] INFO PatientLevelPrediction fitPythonModel Training model took (mins): 0.00841215054194133 2023-08-23 11:59:48 [Main thread] INFO PatientLevelPrediction Calculating predictions on left out fold set... 2023-08-23 11:59:48 [Main thread] INFO PatientLevelPrediction Max fold: 3 2023-08-23 11:59:48 [Main thread] INFO PatientLevelPrediction Fold 1 2023-08-23 11:59:48 [Main thread] INFO PatientLevelPrediction fitPythonModel data X dim: 71x71 2023-08-23 11:59:48 [Main thread] INFO PatientLevelPrediction fitPythonModel data Y length: 71 with 27 outcomes 2023-08-23 11:59:48 [Main thread] INFO PatientLevelPrediction fitPythonModel ntrees:100 criterion:gini maxDepth:17 minSamplesSplit:5 minSamplesLeaf:1 minWeightFractionLeaf:0 mtries:log2 maxLeafNodes:null minImpurityDecrease:0 bootstrap:TRUE oobScore:FALSE nJobs:null seed:8011 classWeight:null maxSamples:0.9 2023-08-23 11:59:48 [Main thread] INFO PatientLevelPrediction fitPythonModel Training model took (mins): 0.00178943077723185 2023-08-23 11:59:48 [Main thread] INFO PatientLevelPrediction Calculating predictions on left out fold set... 2023-08-23 11:59:48 [Main thread] INFO PatientLevelPrediction Fold 2 2023-08-23 11:59:48 [Main thread] INFO PatientLevelPrediction fitPythonModel data X dim: 72x71 2023-08-23 11:59:48 [Main thread] INFO PatientLevelPrediction fitPythonModel data Y length: 72 with 27 outcomes 2023-08-23 11:59:48 [Main thread] INFO PatientLevelPrediction fitPythonModel ntrees:100 criterion:gini maxDepth:17 minSamplesSplit:5 minSamplesLeaf:1 minWeightFractionLeaf:0 mtries:log2 maxLeafNodes:null minImpurityDecrease:0 bootstrap:TRUE oobScore:FALSE nJobs:null seed:8011 classWeight:null maxSamples:0.9 2023-08-23 11:59:48 [Main thread] INFO PatientLevelPrediction fitPythonModel Training model took (mins): 0.00250165065129598 2023-08-23 11:59:48 [Main thread] INFO PatientLevelPrediction Calculating predictions on left out fold set... 2023-08-23 11:59:48 [Main thread] INFO PatientLevelPrediction Fold 3 2023-08-23 11:59:48 [Main thread] INFO PatientLevelPrediction fitPythonModel data X dim: 73x71 2023-08-23 11:59:48 [Main thread] INFO PatientLevelPrediction fitPythonModel data Y length: 73 with 28 outcomes 2023-08-23 11:59:48 [Main thread] INFO PatientLevelPrediction fitPythonModel ntrees:100 criterion:gini maxDepth:17 minSamplesSplit:5 minSamplesLeaf:1 minWeightFractionLeaf:0 mtries:log2 maxLeafNodes:null minImpurityDecrease:0 bootstrap:TRUE oobScore:FALSE nJobs:null seed:8011 classWeight:null maxSamples:0.9 2023-08-23 11:59:48 [Main thread] INFO PatientLevelPrediction fitPythonModel Training model took (mins): 0.00168850024541219 2023-08-23 11:59:48 [Main thread] INFO PatientLevelPrediction Calculating predictions on left out fold set... 2023-08-23 11:59:48 [Main thread] INFO PatientLevelPrediction Max fold: 3 2023-08-23 11:59:48 [Main thread] INFO PatientLevelPrediction Fold 1 2023-08-23 11:59:49 [Main thread] INFO PatientLevelPrediction fitPythonModel data X dim: 71x71 2023-08-23 11:59:49 [Main thread] INFO PatientLevelPrediction fitPythonModel data Y length: 71 with 27 outcomes 2023-08-23 11:59:49 [Main thread] INFO PatientLevelPrediction fitPythonModel ntrees:500 criterion:gini maxDepth:17 minSamplesSplit:5 minSamplesLeaf:1 minWeightFractionLeaf:0 mtries:log2 maxLeafNodes:null minImpurityDecrease:0 bootstrap:TRUE oobScore:FALSE nJobs:null seed:8011 classWeight:null maxSamples:0.9 2023-08-23 11:59:49 [Main thread] INFO PatientLevelPrediction fitPythonModel Training model took (mins): 0.0074384331703186 2023-08-23 11:59:49 [Main thread] INFO PatientLevelPrediction Calculating predictions on left out fold set... 2023-08-23 11:59:49 [Main thread] INFO PatientLevelPrediction Fold 2 2023-08-23 11:59:49 [Main thread] INFO PatientLevelPrediction fitPythonModel data X dim: 72x71 2023-08-23 11:59:49 [Main thread] INFO PatientLevelPrediction fitPythonModel data Y length: 72 with 27 outcomes 2023-08-23 11:59:49 [Main thread] INFO PatientLevelPrediction fitPythonModel ntrees:500 criterion:gini maxDepth:17 minSamplesSplit:5 minSamplesLeaf:1 minWeightFractionLeaf:0 mtries:log2 maxLeafNodes:null minImpurityDecrease:0 bootstrap:TRUE oobScore:FALSE nJobs:null seed:8011 classWeight:null maxSamples:0.9 2023-08-23 11:59:49 [Main thread] INFO PatientLevelPrediction fitPythonModel Training model took (mins): 0.00752949714660645 2023-08-23 11:59:49 [Main thread] INFO PatientLevelPrediction Calculating predictions on left out fold set... 2023-08-23 11:59:49 [Main thread] INFO PatientLevelPrediction Fold 3 2023-08-23 11:59:49 [Main thread] INFO PatientLevelPrediction fitPythonModel data X dim: 73x71 2023-08-23 11:59:49 [Main thread] INFO PatientLevelPrediction fitPythonModel data Y length: 73 with 28 outcomes 2023-08-23 11:59:49 [Main thread] INFO PatientLevelPrediction fitPythonModel ntrees:500 criterion:gini maxDepth:17 minSamplesSplit:5 minSamplesLeaf:1 minWeightFractionLeaf:0 mtries:log2 maxLeafNodes:null minImpurityDecrease:0 bootstrap:TRUE oobScore:FALSE nJobs:null seed:8011 classWeight:null maxSamples:0.9 2023-08-23 11:59:50 [Main thread] INFO PatientLevelPrediction fitPythonModel Training model took (mins): 0.00780838330586751 2023-08-23 11:59:50 [Main thread] INFO PatientLevelPrediction Calculating predictions on left out fold set... 2023-08-23 11:59:50 [Main thread] INFO PatientLevelPrediction Max fold: 3 2023-08-23 11:59:50 [Main thread] INFO PatientLevelPrediction Fold 1 2023-08-23 11:59:50 [Main thread] INFO PatientLevelPrediction fitPythonModel data X dim: 71x71 2023-08-23 11:59:50 [Main thread] INFO PatientLevelPrediction fitPythonModel data Y length: 71 with 27 outcomes 2023-08-23 11:59:50 [Main thread] INFO PatientLevelPrediction fitPythonModel ntrees:100 criterion:gini maxDepth:4 minSamplesSplit:2 minSamplesLeaf:10 minWeightFractionLeaf:0 mtries:log2 maxLeafNodes:null minImpurityDecrease:0 bootstrap:TRUE oobScore:FALSE nJobs:null seed:8011 classWeight:null maxSamples:0.9 2023-08-23 11:59:50 [Main thread] INFO PatientLevelPrediction fitPythonModel Training model took (mins): 0.00148851871490479 2023-08-23 11:59:50 [Main thread] INFO PatientLevelPrediction Calculating predictions on left out fold set... 2023-08-23 11:59:50 [Main thread] INFO PatientLevelPrediction Fold 2 2023-08-23 11:59:50 [Main thread] INFO PatientLevelPrediction fitPythonModel data X dim: 72x71 2023-08-23 11:59:50 [Main thread] INFO PatientLevelPrediction fitPythonModel data Y length: 72 with 27 outcomes 2023-08-23 11:59:50 [Main thread] INFO PatientLevelPrediction fitPythonModel ntrees:100 criterion:gini maxDepth:4 minSamplesSplit:2 minSamplesLeaf:10 minWeightFractionLeaf:0 mtries:log2 maxLeafNodes:null minImpurityDecrease:0 bootstrap:TRUE oobScore:FALSE nJobs:null seed:8011 classWeight:null maxSamples:0.9 2023-08-23 11:59:50 [Main thread] INFO PatientLevelPrediction fitPythonModel Training model took (mins): 0.00142726500829061 2023-08-23 11:59:50 [Main thread] INFO PatientLevelPrediction Calculating predictions on left out fold set... 2023-08-23 11:59:50 [Main thread] INFO PatientLevelPrediction Fold 3 2023-08-23 11:59:50 [Main thread] INFO PatientLevelPrediction fitPythonModel data X dim: 73x71 2023-08-23 11:59:50 [Main thread] INFO PatientLevelPrediction fitPythonModel data Y length: 73 with 28 outcomes 2023-08-23 11:59:50 [Main thread] INFO PatientLevelPrediction fitPythonModel ntrees:100 criterion:gini maxDepth:4 minSamplesSplit:2 minSamplesLeaf:10 minWeightFractionLeaf:0 mtries:log2 maxLeafNodes:null minImpurityDecrease:0 bootstrap:TRUE oobScore:FALSE nJobs:null seed:8011 classWeight:null maxSamples:0.9 2023-08-23 11:59:50 [Main thread] INFO PatientLevelPrediction fitPythonModel Training model took (mins): 0.00147398312886556 2023-08-23 11:59:50 [Main thread] INFO PatientLevelPrediction Calculating predictions on left out fold set... 2023-08-23 11:59:50 [Main thread] INFO PatientLevelPrediction Max fold: 3 2023-08-23 11:59:50 [Main thread] INFO PatientLevelPrediction Fold 1 2023-08-23 11:59:50 [Main thread] INFO PatientLevelPrediction fitPythonModel data X dim: 71x71 2023-08-23 11:59:50 [Main thread] INFO PatientLevelPrediction fitPythonModel data Y length: 71 with 27 outcomes 2023-08-23 11:59:50 [Main thread] INFO PatientLevelPrediction fitPythonModel ntrees:500 criterion:gini maxDepth:4 minSamplesSplit:2 minSamplesLeaf:10 minWeightFractionLeaf:0 mtries:log2 maxLeafNodes:null minImpurityDecrease:0 bootstrap:TRUE oobScore:FALSE nJobs:null seed:8011 classWeight:null maxSamples:0.9 2023-08-23 11:59:51 [Main thread] INFO PatientLevelPrediction fitPythonModel Training model took (mins): 0.00639764865239461 2023-08-23 11:59:51 [Main thread] INFO PatientLevelPrediction Calculating predictions on left out fold set... 2023-08-23 11:59:51 [Main thread] INFO PatientLevelPrediction Fold 2 2023-08-23 11:59:51 [Main thread] INFO PatientLevelPrediction fitPythonModel data X dim: 72x71 2023-08-23 11:59:51 [Main thread] INFO PatientLevelPrediction fitPythonModel data Y length: 72 with 27 outcomes 2023-08-23 11:59:51 [Main thread] INFO PatientLevelPrediction fitPythonModel ntrees:500 criterion:gini maxDepth:4 minSamplesSplit:2 minSamplesLeaf:10 minWeightFractionLeaf:0 mtries:log2 maxLeafNodes:null minImpurityDecrease:0 bootstrap:TRUE oobScore:FALSE nJobs:null seed:8011 classWeight:null maxSamples:0.9 2023-08-23 11:59:51 [Main thread] INFO PatientLevelPrediction fitPythonModel Training model took (mins): 0.00644479990005493 2023-08-23 11:59:51 [Main thread] INFO PatientLevelPrediction Calculating predictions on left out fold set... 2023-08-23 11:59:51 [Main thread] INFO PatientLevelPrediction Fold 3 2023-08-23 11:59:51 [Main thread] INFO PatientLevelPrediction fitPythonModel data X dim: 73x71 2023-08-23 11:59:51 [Main thread] INFO PatientLevelPrediction fitPythonModel data Y length: 73 with 28 outcomes 2023-08-23 11:59:51 [Main thread] INFO PatientLevelPrediction fitPythonModel ntrees:500 criterion:gini maxDepth:4 minSamplesSplit:2 minSamplesLeaf:10 minWeightFractionLeaf:0 mtries:log2 maxLeafNodes:null minImpurityDecrease:0 bootstrap:TRUE oobScore:FALSE nJobs:null seed:8011 classWeight:null maxSamples:0.9 2023-08-23 11:59:52 [Main thread] INFO PatientLevelPrediction fitPythonModel Training model took (mins): 0.00739418268203735 2023-08-23 11:59:52 [Main thread] INFO PatientLevelPrediction Calculating predictions on left out fold set... 2023-08-23 11:59:52 [Main thread] INFO PatientLevelPrediction Max fold: 3 2023-08-23 11:59:52 [Main thread] INFO PatientLevelPrediction Fold 1 2023-08-23 11:59:52 [Main thread] INFO PatientLevelPrediction fitPythonModel data X dim: 71x71 2023-08-23 11:59:52 [Main thread] INFO PatientLevelPrediction fitPythonModel data Y length: 71 with 27 outcomes 2023-08-23 11:59:52 [Main thread] INFO PatientLevelPrediction fitPythonModel ntrees:100 criterion:gini maxDepth:10 minSamplesSplit:2 minSamplesLeaf:10 minWeightFractionLeaf:0 mtries:log2 maxLeafNodes:null minImpurityDecrease:0 bootstrap:TRUE oobScore:FALSE nJobs:null seed:8011 classWeight:null maxSamples:0.9 2023-08-23 11:59:52 [Main thread] INFO PatientLevelPrediction fitPythonModel Training model took (mins): 0.00161616802215576 2023-08-23 11:59:52 [Main thread] INFO PatientLevelPrediction Calculating predictions on left out fold set... 2023-08-23 11:59:52 [Main thread] INFO PatientLevelPrediction Fold 2 2023-08-23 11:59:52 [Main thread] INFO PatientLevelPrediction fitPythonModel data X dim: 72x71 2023-08-23 11:59:52 [Main thread] INFO PatientLevelPrediction fitPythonModel data Y length: 72 with 27 outcomes 2023-08-23 11:59:52 [Main thread] INFO PatientLevelPrediction fitPythonModel ntrees:100 criterion:gini maxDepth:10 minSamplesSplit:2 minSamplesLeaf:10 minWeightFractionLeaf:0 mtries:log2 maxLeafNodes:null minImpurityDecrease:0 bootstrap:TRUE oobScore:FALSE nJobs:null seed:8011 classWeight:null maxSamples:0.9 2023-08-23 11:59:52 [Main thread] INFO PatientLevelPrediction fitPythonModel Training model took (mins): 0.00176995197931925 2023-08-23 11:59:52 [Main thread] INFO PatientLevelPrediction Calculating predictions on left out fold set... 2023-08-23 11:59:52 [Main thread] INFO PatientLevelPrediction Fold 3 2023-08-23 11:59:52 [Main thread] INFO PatientLevelPrediction fitPythonModel data X dim: 73x71 2023-08-23 11:59:52 [Main thread] INFO PatientLevelPrediction fitPythonModel data Y length: 73 with 28 outcomes 2023-08-23 11:59:52 [Main thread] INFO PatientLevelPrediction fitPythonModel ntrees:100 criterion:gini maxDepth:10 minSamplesSplit:2 minSamplesLeaf:10 minWeightFractionLeaf:0 mtries:log2 maxLeafNodes:null minImpurityDecrease:0 bootstrap:TRUE oobScore:FALSE nJobs:null seed:8011 classWeight:null maxSamples:0.9 2023-08-23 11:59:52 [Main thread] INFO PatientLevelPrediction fitPythonModel Training model took (mins): 0.00178176959355672 2023-08-23 11:59:52 [Main thread] INFO PatientLevelPrediction Calculating predictions on left out fold set... 2023-08-23 11:59:52 [Main thread] INFO PatientLevelPrediction Max fold: 3 2023-08-23 11:59:52 [Main thread] INFO PatientLevelPrediction Fold 1 2023-08-23 11:59:52 [Main thread] INFO PatientLevelPrediction fitPythonModel data X dim: 71x71 2023-08-23 11:59:52 [Main thread] INFO PatientLevelPrediction fitPythonModel data Y length: 71 with 27 outcomes 2023-08-23 11:59:52 [Main thread] INFO PatientLevelPrediction fitPythonModel ntrees:500 criterion:gini maxDepth:10 minSamplesSplit:2 minSamplesLeaf:10 minWeightFractionLeaf:0 mtries:log2 maxLeafNodes:null minImpurityDecrease:0 bootstrap:TRUE oobScore:FALSE nJobs:null seed:8011 classWeight:null maxSamples:0.9 2023-08-23 11:59:52 [Main thread] INFO PatientLevelPrediction fitPythonModel Training model took (mins): 0.00712663332621257 2023-08-23 11:59:52 [Main thread] INFO PatientLevelPrediction Calculating predictions on left out fold set... 2023-08-23 11:59:52 [Main thread] INFO PatientLevelPrediction Fold 2 2023-08-23 11:59:53 [Main thread] INFO PatientLevelPrediction fitPythonModel data X dim: 72x71 2023-08-23 11:59:53 [Main thread] INFO PatientLevelPrediction fitPythonModel data Y length: 72 with 27 outcomes 2023-08-23 11:59:53 [Main thread] INFO PatientLevelPrediction fitPythonModel ntrees:500 criterion:gini maxDepth:10 minSamplesSplit:2 minSamplesLeaf:10 minWeightFractionLeaf:0 mtries:log2 maxLeafNodes:null minImpurityDecrease:0 bootstrap:TRUE oobScore:FALSE nJobs:null seed:8011 classWeight:null maxSamples:0.9 2023-08-23 11:59:53 [Main thread] INFO PatientLevelPrediction fitPythonModel Training model took (mins): 0.00698848168055216 2023-08-23 11:59:53 [Main thread] INFO PatientLevelPrediction Calculating predictions on left out fold set... 2023-08-23 11:59:53 [Main thread] INFO PatientLevelPrediction Fold 3 2023-08-23 11:59:53 [Main thread] INFO PatientLevelPrediction fitPythonModel data X dim: 73x71 2023-08-23 11:59:53 [Main thread] INFO PatientLevelPrediction fitPythonModel data Y length: 73 with 28 outcomes 2023-08-23 11:59:53 [Main thread] INFO PatientLevelPrediction fitPythonModel ntrees:500 criterion:gini maxDepth:10 minSamplesSplit:2 minSamplesLeaf:10 minWeightFractionLeaf:0 mtries:log2 maxLeafNodes:null minImpurityDecrease:0 bootstrap:TRUE oobScore:FALSE nJobs:null seed:8011 classWeight:null maxSamples:0.9 2023-08-23 11:59:53 [Main thread] INFO PatientLevelPrediction fitPythonModel Training model took (mins): 0.0068434993426005 2023-08-23 11:59:53 [Main thread] INFO PatientLevelPrediction Calculating predictions on left out fold set... 2023-08-23 11:59:53 [Main thread] INFO PatientLevelPrediction Max fold: 3 2023-08-23 11:59:53 [Main thread] INFO PatientLevelPrediction Fold 1 2023-08-23 11:59:53 [Main thread] INFO PatientLevelPrediction fitPythonModel data X dim: 71x71 2023-08-23 11:59:53 [Main thread] INFO PatientLevelPrediction fitPythonModel data Y length: 71 with 27 outcomes 2023-08-23 11:59:53 [Main thread] INFO PatientLevelPrediction fitPythonModel ntrees:100 criterion:gini maxDepth:17 minSamplesSplit:2 minSamplesLeaf:10 minWeightFractionLeaf:0 mtries:log2 maxLeafNodes:null minImpurityDecrease:0 bootstrap:TRUE oobScore:FALSE nJobs:null seed:8011 classWeight:null maxSamples:0.9 2023-08-23 11:59:54 [Main thread] INFO PatientLevelPrediction fitPythonModel Training model took (mins): 0.00147081613540649 2023-08-23 11:59:54 [Main thread] INFO PatientLevelPrediction Calculating predictions on left out fold set... 2023-08-23 11:59:54 [Main thread] INFO PatientLevelPrediction Fold 2 2023-08-23 11:59:54 [Main thread] INFO PatientLevelPrediction fitPythonModel data X dim: 72x71 2023-08-23 11:59:54 [Main thread] INFO PatientLevelPrediction fitPythonModel data Y length: 72 with 27 outcomes 2023-08-23 11:59:54 [Main thread] INFO PatientLevelPrediction fitPythonModel ntrees:100 criterion:gini maxDepth:17 minSamplesSplit:2 minSamplesLeaf:10 minWeightFractionLeaf:0 mtries:log2 maxLeafNodes:null minImpurityDecrease:0 bootstrap:TRUE oobScore:FALSE nJobs:null seed:8011 classWeight:null maxSamples:0.9 2023-08-23 11:59:54 [Main thread] INFO PatientLevelPrediction fitPythonModel Training model took (mins): 0.00149298111597697 2023-08-23 11:59:54 [Main thread] INFO PatientLevelPrediction Calculating predictions on left out fold set... 2023-08-23 11:59:54 [Main thread] INFO PatientLevelPrediction Fold 3 2023-08-23 11:59:54 [Main thread] INFO PatientLevelPrediction fitPythonModel data X dim: 73x71 2023-08-23 11:59:54 [Main thread] INFO PatientLevelPrediction fitPythonModel data Y length: 73 with 28 outcomes 2023-08-23 11:59:54 [Main thread] INFO PatientLevelPrediction fitPythonModel ntrees:100 criterion:gini maxDepth:17 minSamplesSplit:2 minSamplesLeaf:10 minWeightFractionLeaf:0 mtries:log2 maxLeafNodes:null minImpurityDecrease:0 bootstrap:TRUE oobScore:FALSE nJobs:null seed:8011 classWeight:null maxSamples:0.9 2023-08-23 11:59:54 [Main thread] INFO PatientLevelPrediction fitPythonModel Training model took (mins): 0.00166881481806437 2023-08-23 11:59:54 [Main thread] INFO PatientLevelPrediction Calculating predictions on left out fold set... 2023-08-23 11:59:54 [Main thread] INFO PatientLevelPrediction Max fold: 3 2023-08-23 11:59:54 [Main thread] INFO PatientLevelPrediction Fold 1 2023-08-23 11:59:54 [Main thread] INFO PatientLevelPrediction fitPythonModel data X dim: 71x71 2023-08-23 11:59:54 [Main thread] INFO PatientLevelPrediction fitPythonModel data Y length: 71 with 27 outcomes 2023-08-23 11:59:54 [Main thread] INFO PatientLevelPrediction fitPythonModel ntrees:500 criterion:gini maxDepth:17 minSamplesSplit:2 minSamplesLeaf:10 minWeightFractionLeaf:0 mtries:log2 maxLeafNodes:null minImpurityDecrease:0 bootstrap:TRUE oobScore:FALSE nJobs:null seed:8011 classWeight:null maxSamples:0.9 2023-08-23 11:59:54 [Main thread] INFO PatientLevelPrediction fitPythonModel Training model took (mins): 0.00727213223775228 2023-08-23 11:59:54 [Main thread] INFO PatientLevelPrediction Calculating predictions on left out fold set... 2023-08-23 11:59:54 [Main thread] INFO PatientLevelPrediction Fold 2 2023-08-23 11:59:54 [Main thread] INFO PatientLevelPrediction fitPythonModel data X dim: 72x71 2023-08-23 11:59:54 [Main thread] INFO PatientLevelPrediction fitPythonModel data Y length: 72 with 27 outcomes 2023-08-23 11:59:54 [Main thread] INFO PatientLevelPrediction fitPythonModel ntrees:500 criterion:gini maxDepth:17 minSamplesSplit:2 minSamplesLeaf:10 minWeightFractionLeaf:0 mtries:log2 maxLeafNodes:null minImpurityDecrease:0 bootstrap:TRUE oobScore:FALSE nJobs:null seed:8011 classWeight:null maxSamples:0.9 2023-08-23 11:59:55 [Main thread] INFO PatientLevelPrediction fitPythonModel Training model took (mins): 0.00694336493810018 2023-08-23 11:59:55 [Main thread] INFO PatientLevelPrediction Calculating predictions on left out fold set... 2023-08-23 11:59:55 [Main thread] INFO PatientLevelPrediction Fold 3 2023-08-23 11:59:55 [Main thread] INFO PatientLevelPrediction fitPythonModel data X dim: 73x71 2023-08-23 11:59:55 [Main thread] INFO PatientLevelPrediction fitPythonModel data Y length: 73 with 28 outcomes 2023-08-23 11:59:55 [Main thread] INFO PatientLevelPrediction fitPythonModel ntrees:500 criterion:gini maxDepth:17 minSamplesSplit:2 minSamplesLeaf:10 minWeightFractionLeaf:0 mtries:log2 maxLeafNodes:null minImpurityDecrease:0 bootstrap:TRUE oobScore:FALSE nJobs:null seed:8011 classWeight:null maxSamples:0.9 2023-08-23 11:59:55 [Main thread] INFO PatientLevelPrediction fitPythonModel Training model took (mins): 0.00700385173161825 2023-08-23 11:59:55 [Main thread] INFO PatientLevelPrediction Calculating predictions on left out fold set... 2023-08-23 11:59:55 [Main thread] INFO PatientLevelPrediction Max fold: 3 2023-08-23 11:59:55 [Main thread] INFO PatientLevelPrediction Fold 1 2023-08-23 11:59:55 [Main thread] INFO PatientLevelPrediction fitPythonModel data X dim: 71x71 2023-08-23 11:59:55 [Main thread] INFO PatientLevelPrediction fitPythonModel data Y length: 71 with 27 outcomes 2023-08-23 11:59:55 [Main thread] INFO PatientLevelPrediction fitPythonModel ntrees:100 criterion:gini maxDepth:4 minSamplesSplit:5 minSamplesLeaf:10 minWeightFractionLeaf:0 mtries:log2 maxLeafNodes:null minImpurityDecrease:0 bootstrap:TRUE oobScore:FALSE nJobs:null seed:8011 classWeight:null maxSamples:0.9 2023-08-23 11:59:55 [Main thread] INFO PatientLevelPrediction fitPythonModel Training model took (mins): 0.00163354873657227 2023-08-23 11:59:55 [Main thread] INFO PatientLevelPrediction Calculating predictions on left out fold set... 2023-08-23 11:59:55 [Main thread] INFO PatientLevelPrediction Fold 2 2023-08-23 11:59:55 [Main thread] INFO PatientLevelPrediction fitPythonModel data X dim: 72x71 2023-08-23 11:59:55 [Main thread] INFO PatientLevelPrediction fitPythonModel data Y length: 72 with 27 outcomes 2023-08-23 11:59:55 [Main thread] INFO PatientLevelPrediction fitPythonModel ntrees:100 criterion:gini maxDepth:4 minSamplesSplit:5 minSamplesLeaf:10 minWeightFractionLeaf:0 mtries:log2 maxLeafNodes:null minImpurityDecrease:0 bootstrap:TRUE oobScore:FALSE nJobs:null seed:8011 classWeight:null maxSamples:0.9 2023-08-23 11:59:55 [Main thread] INFO PatientLevelPrediction fitPythonModel Training model took (mins): 0.00152361790339152 2023-08-23 11:59:55 [Main thread] INFO PatientLevelPrediction Calculating predictions on left out fold set... 2023-08-23 11:59:55 [Main thread] INFO PatientLevelPrediction Fold 3 2023-08-23 11:59:55 [Main thread] INFO PatientLevelPrediction fitPythonModel data X dim: 73x71 2023-08-23 11:59:55 [Main thread] INFO PatientLevelPrediction fitPythonModel data Y length: 73 with 28 outcomes 2023-08-23 11:59:55 [Main thread] INFO PatientLevelPrediction fitPythonModel ntrees:100 criterion:gini maxDepth:4 minSamplesSplit:5 minSamplesLeaf:10 minWeightFractionLeaf:0 mtries:log2 maxLeafNodes:null minImpurityDecrease:0 bootstrap:TRUE oobScore:FALSE nJobs:null seed:8011 classWeight:null maxSamples:0.9 2023-08-23 11:59:55 [Main thread] INFO PatientLevelPrediction fitPythonModel Training model took (mins): 0.00138483047485352 2023-08-23 11:59:55 [Main thread] INFO PatientLevelPrediction Calculating predictions on left out fold set... 2023-08-23 11:59:55 [Main thread] INFO PatientLevelPrediction Max fold: 3 2023-08-23 11:59:55 [Main thread] INFO PatientLevelPrediction Fold 1 2023-08-23 11:59:55 [Main thread] INFO PatientLevelPrediction fitPythonModel data X dim: 71x71 2023-08-23 11:59:55 [Main thread] INFO PatientLevelPrediction fitPythonModel data Y length: 71 with 27 outcomes 2023-08-23 11:59:55 [Main thread] INFO PatientLevelPrediction fitPythonModel ntrees:500 criterion:gini maxDepth:4 minSamplesSplit:5 minSamplesLeaf:10 minWeightFractionLeaf:0 mtries:log2 maxLeafNodes:null minImpurityDecrease:0 bootstrap:TRUE oobScore:FALSE nJobs:null seed:8011 classWeight:null maxSamples:0.9 2023-08-23 11:59:56 [Main thread] INFO PatientLevelPrediction fitPythonModel Training model took (mins): 0.00758618116378784 2023-08-23 11:59:56 [Main thread] INFO PatientLevelPrediction Calculating predictions on left out fold set... 2023-08-23 11:59:56 [Main thread] INFO PatientLevelPrediction Fold 2 2023-08-23 11:59:56 [Main thread] INFO PatientLevelPrediction fitPythonModel data X dim: 72x71 2023-08-23 11:59:56 [Main thread] INFO PatientLevelPrediction fitPythonModel data Y length: 72 with 27 outcomes 2023-08-23 11:59:56 [Main thread] INFO PatientLevelPrediction fitPythonModel ntrees:500 criterion:gini maxDepth:4 minSamplesSplit:5 minSamplesLeaf:10 minWeightFractionLeaf:0 mtries:log2 maxLeafNodes:null minImpurityDecrease:0 bootstrap:TRUE oobScore:FALSE nJobs:null seed:8011 classWeight:null maxSamples:0.9 2023-08-23 11:59:57 [Main thread] INFO PatientLevelPrediction fitPythonModel Training model took (mins): 0.00948978265126546 2023-08-23 11:59:57 [Main thread] INFO PatientLevelPrediction Calculating predictions on left out fold set... 2023-08-23 11:59:57 [Main thread] INFO PatientLevelPrediction Fold 3 2023-08-23 11:59:57 [Main thread] INFO PatientLevelPrediction fitPythonModel data X dim: 73x71 2023-08-23 11:59:57 [Main thread] INFO PatientLevelPrediction fitPythonModel data Y length: 73 with 28 outcomes 2023-08-23 11:59:57 [Main thread] INFO PatientLevelPrediction fitPythonModel ntrees:500 criterion:gini maxDepth:4 minSamplesSplit:5 minSamplesLeaf:10 minWeightFractionLeaf:0 mtries:log2 maxLeafNodes:null minImpurityDecrease:0 bootstrap:TRUE oobScore:FALSE nJobs:null seed:8011 classWeight:null maxSamples:0.9 2023-08-23 11:59:57 [Main thread] INFO PatientLevelPrediction fitPythonModel Training model took (mins): 0.0125734488169352 2023-08-23 11:59:57 [Main thread] INFO PatientLevelPrediction Calculating predictions on left out fold set... 2023-08-23 11:59:57 [Main thread] INFO PatientLevelPrediction Max fold: 3 2023-08-23 11:59:57 [Main thread] INFO PatientLevelPrediction Fold 1 2023-08-23 11:59:57 [Main thread] INFO PatientLevelPrediction fitPythonModel data X dim: 71x71 2023-08-23 11:59:57 [Main thread] INFO PatientLevelPrediction fitPythonModel data Y length: 71 with 27 outcomes 2023-08-23 11:59:57 [Main thread] INFO PatientLevelPrediction fitPythonModel ntrees:100 criterion:gini maxDepth:10 minSamplesSplit:5 minSamplesLeaf:10 minWeightFractionLeaf:0 mtries:log2 maxLeafNodes:null minImpurityDecrease:0 bootstrap:TRUE oobScore:FALSE nJobs:null seed:8011 classWeight:null maxSamples:0.9 2023-08-23 11:59:58 [Main thread] INFO PatientLevelPrediction fitPythonModel Training model took (mins): 0.00315921703974406 2023-08-23 11:59:58 [Main thread] INFO PatientLevelPrediction Calculating predictions on left out fold set... 2023-08-23 11:59:58 [Main thread] INFO PatientLevelPrediction Fold 2 2023-08-23 11:59:58 [Main thread] INFO PatientLevelPrediction fitPythonModel data X dim: 72x71 2023-08-23 11:59:58 [Main thread] INFO PatientLevelPrediction fitPythonModel data Y length: 72 with 27 outcomes 2023-08-23 11:59:58 [Main thread] INFO PatientLevelPrediction fitPythonModel ntrees:100 criterion:gini maxDepth:10 minSamplesSplit:5 minSamplesLeaf:10 minWeightFractionLeaf:0 mtries:log2 maxLeafNodes:null minImpurityDecrease:0 bootstrap:TRUE oobScore:FALSE nJobs:null seed:8011 classWeight:null maxSamples:0.9 2023-08-23 11:59:58 [Main thread] INFO PatientLevelPrediction fitPythonModel Training model took (mins): 0.00210464795430501 2023-08-23 11:59:58 [Main thread] INFO PatientLevelPrediction Calculating predictions on left out fold set... 2023-08-23 11:59:58 [Main thread] INFO PatientLevelPrediction Fold 3 2023-08-23 11:59:58 [Main thread] INFO PatientLevelPrediction fitPythonModel data X dim: 73x71 2023-08-23 11:59:58 [Main thread] INFO PatientLevelPrediction fitPythonModel data Y length: 73 with 28 outcomes 2023-08-23 11:59:58 [Main thread] INFO PatientLevelPrediction fitPythonModel ntrees:100 criterion:gini maxDepth:10 minSamplesSplit:5 minSamplesLeaf:10 minWeightFractionLeaf:0 mtries:log2 maxLeafNodes:null minImpurityDecrease:0 bootstrap:TRUE oobScore:FALSE nJobs:null seed:8011 classWeight:null maxSamples:0.9 2023-08-23 11:59:58 [Main thread] INFO PatientLevelPrediction fitPythonModel Training model took (mins): 0.00308203299840291 2023-08-23 11:59:58 [Main thread] INFO PatientLevelPrediction Calculating predictions on left out fold set... 2023-08-23 11:59:58 [Main thread] INFO PatientLevelPrediction Max fold: 3 2023-08-23 11:59:58 [Main thread] INFO PatientLevelPrediction Fold 1 2023-08-23 11:59:58 [Main thread] INFO PatientLevelPrediction fitPythonModel data X dim: 71x71 2023-08-23 11:59:58 [Main thread] INFO PatientLevelPrediction fitPythonModel data Y length: 71 with 27 outcomes 2023-08-23 11:59:58 [Main thread] INFO PatientLevelPrediction fitPythonModel ntrees:500 criterion:gini maxDepth:10 minSamplesSplit:5 minSamplesLeaf:10 minWeightFractionLeaf:0 mtries:log2 maxLeafNodes:null minImpurityDecrease:0 bootstrap:TRUE oobScore:FALSE nJobs:null seed:8011 classWeight:null maxSamples:0.9 2023-08-23 11:59:59 [Main thread] INFO PatientLevelPrediction fitPythonModel Training model took (mins): 0.012458066145579 2023-08-23 11:59:59 [Main thread] INFO PatientLevelPrediction Calculating predictions on left out fold set... 2023-08-23 11:59:59 [Main thread] INFO PatientLevelPrediction Fold 2 2023-08-23 11:59:59 [Main thread] INFO PatientLevelPrediction fitPythonModel data X dim: 72x71 2023-08-23 11:59:59 [Main thread] INFO PatientLevelPrediction fitPythonModel data Y length: 72 with 27 outcomes 2023-08-23 11:59:59 [Main thread] INFO PatientLevelPrediction fitPythonModel ntrees:500 criterion:gini maxDepth:10 minSamplesSplit:5 minSamplesLeaf:10 minWeightFractionLeaf:0 mtries:log2 maxLeafNodes:null minImpurityDecrease:0 bootstrap:TRUE oobScore:FALSE nJobs:null seed:8011 classWeight:null maxSamples:0.9 2023-08-23 12:00:00 [Main thread] INFO PatientLevelPrediction fitPythonModel Training model took (mins): 0.0108831326166789 2023-08-23 12:00:00 [Main thread] INFO PatientLevelPrediction Calculating predictions on left out fold set... 2023-08-23 12:00:00 [Main thread] INFO PatientLevelPrediction Fold 3 2023-08-23 12:00:00 [Main thread] INFO PatientLevelPrediction fitPythonModel data X dim: 73x71 2023-08-23 12:00:00 [Main thread] INFO PatientLevelPrediction fitPythonModel data Y length: 73 with 28 outcomes 2023-08-23 12:00:00 [Main thread] INFO PatientLevelPrediction fitPythonModel ntrees:500 criterion:gini maxDepth:10 minSamplesSplit:5 minSamplesLeaf:10 minWeightFractionLeaf:0 mtries:log2 maxLeafNodes:null minImpurityDecrease:0 bootstrap:TRUE oobScore:FALSE nJobs:null seed:8011 classWeight:null maxSamples:0.9 2023-08-23 12:00:00 [Main thread] INFO PatientLevelPrediction fitPythonModel Training model took (mins): 0.0100262999534607 2023-08-23 12:00:00 [Main thread] INFO PatientLevelPrediction Calculating predictions on left out fold set... 2023-08-23 12:00:00 [Main thread] INFO PatientLevelPrediction Max fold: 3 2023-08-23 12:00:00 [Main thread] INFO PatientLevelPrediction Fold 1 2023-08-23 12:00:00 [Main thread] INFO PatientLevelPrediction fitPythonModel data X dim: 71x71 2023-08-23 12:00:00 [Main thread] INFO PatientLevelPrediction fitPythonModel data Y length: 71 with 27 outcomes 2023-08-23 12:00:00 [Main thread] INFO PatientLevelPrediction fitPythonModel ntrees:100 criterion:gini maxDepth:17 minSamplesSplit:5 minSamplesLeaf:10 minWeightFractionLeaf:0 mtries:log2 maxLeafNodes:null minImpurityDecrease:0 bootstrap:TRUE oobScore:FALSE nJobs:null seed:8011 classWeight:null maxSamples:0.9 2023-08-23 12:00:00 [Main thread] INFO PatientLevelPrediction fitPythonModel Training model took (mins): 0.00150605042775472 2023-08-23 12:00:00 [Main thread] INFO PatientLevelPrediction Calculating predictions on left out fold set... 2023-08-23 12:00:00 [Main thread] INFO PatientLevelPrediction Fold 2 2023-08-23 12:00:00 [Main thread] INFO PatientLevelPrediction fitPythonModel data X dim: 72x71 2023-08-23 12:00:00 [Main thread] INFO PatientLevelPrediction fitPythonModel data Y length: 72 with 27 outcomes 2023-08-23 12:00:00 [Main thread] INFO PatientLevelPrediction fitPythonModel ntrees:100 criterion:gini maxDepth:17 minSamplesSplit:5 minSamplesLeaf:10 minWeightFractionLeaf:0 mtries:log2 maxLeafNodes:null minImpurityDecrease:0 bootstrap:TRUE oobScore:FALSE nJobs:null seed:8011 classWeight:null maxSamples:0.9 2023-08-23 12:00:01 [Main thread] INFO PatientLevelPrediction fitPythonModel Training model took (mins): 0.00234026511510213 2023-08-23 12:00:01 [Main thread] INFO PatientLevelPrediction Calculating predictions on left out fold set... 2023-08-23 12:00:01 [Main thread] INFO PatientLevelPrediction Fold 3 2023-08-23 12:00:01 [Main thread] INFO PatientLevelPrediction fitPythonModel data X dim: 73x71 2023-08-23 12:00:01 [Main thread] INFO PatientLevelPrediction fitPythonModel data Y length: 73 with 28 outcomes 2023-08-23 12:00:01 [Main thread] INFO PatientLevelPrediction fitPythonModel ntrees:100 criterion:gini maxDepth:17 minSamplesSplit:5 minSamplesLeaf:10 minWeightFractionLeaf:0 mtries:log2 maxLeafNodes:null minImpurityDecrease:0 bootstrap:TRUE oobScore:FALSE nJobs:null seed:8011 classWeight:null maxSamples:0.9 2023-08-23 12:00:01 [Main thread] INFO PatientLevelPrediction fitPythonModel Training model took (mins): 0.00166105031967163 2023-08-23 12:00:01 [Main thread] INFO PatientLevelPrediction Calculating predictions on left out fold set... 2023-08-23 12:00:01 [Main thread] INFO PatientLevelPrediction Max fold: 3 2023-08-23 12:00:01 [Main thread] INFO PatientLevelPrediction Fold 1 2023-08-23 12:00:01 [Main thread] INFO PatientLevelPrediction fitPythonModel data X dim: 71x71 2023-08-23 12:00:01 [Main thread] INFO PatientLevelPrediction fitPythonModel data Y length: 71 with 27 outcomes 2023-08-23 12:00:01 [Main thread] INFO PatientLevelPrediction fitPythonModel ntrees:500 criterion:gini maxDepth:17 minSamplesSplit:5 minSamplesLeaf:10 minWeightFractionLeaf:0 mtries:log2 maxLeafNodes:null minImpurityDecrease:0 bootstrap:TRUE oobScore:FALSE nJobs:null seed:8011 classWeight:null maxSamples:0.9 2023-08-23 12:00:01 [Main thread] INFO PatientLevelPrediction fitPythonModel Training model took (mins): 0.00688851674397786 2023-08-23 12:00:01 [Main thread] INFO PatientLevelPrediction Calculating predictions on left out fold set... 2023-08-23 12:00:01 [Main thread] INFO PatientLevelPrediction Fold 2 2023-08-23 12:00:01 [Main thread] INFO PatientLevelPrediction fitPythonModel data X dim: 72x71 2023-08-23 12:00:01 [Main thread] INFO PatientLevelPrediction fitPythonModel data Y length: 72 with 27 outcomes 2023-08-23 12:00:01 [Main thread] INFO PatientLevelPrediction fitPythonModel ntrees:500 criterion:gini maxDepth:17 minSamplesSplit:5 minSamplesLeaf:10 minWeightFractionLeaf:0 mtries:log2 maxLeafNodes:null minImpurityDecrease:0 bootstrap:TRUE oobScore:FALSE nJobs:null seed:8011 classWeight:null maxSamples:0.9 2023-08-23 12:00:02 [Main thread] INFO PatientLevelPrediction fitPythonModel Training model took (mins): 0.00710638364156087 2023-08-23 12:00:02 [Main thread] INFO PatientLevelPrediction Calculating predictions on left out fold set... 2023-08-23 12:00:02 [Main thread] INFO PatientLevelPrediction Fold 3 2023-08-23 12:00:02 [Main thread] INFO PatientLevelPrediction fitPythonModel data X dim: 73x71 2023-08-23 12:00:02 [Main thread] INFO PatientLevelPrediction fitPythonModel data Y length: 73 with 28 outcomes 2023-08-23 12:00:02 [Main thread] INFO PatientLevelPrediction fitPythonModel ntrees:500 criterion:gini maxDepth:17 minSamplesSplit:5 minSamplesLeaf:10 minWeightFractionLeaf:0 mtries:log2 maxLeafNodes:null minImpurityDecrease:0 bootstrap:TRUE oobScore:FALSE nJobs:null seed:8011 classWeight:null maxSamples:0.9 2023-08-23 12:00:02 [Main thread] INFO PatientLevelPrediction fitPythonModel Training model took (mins): 0.00650950272878011 2023-08-23 12:00:02 [Main thread] INFO PatientLevelPrediction Calculating predictions on left out fold set... 2023-08-23 12:00:02 [Main thread] INFO PatientLevelPrediction Training final model using optimal parameters 2023-08-23 12:00:02 [Main thread] INFO PatientLevelPrediction fitPythonModel data X dim: 108x71 2023-08-23 12:00:02 [Main thread] INFO PatientLevelPrediction fitPythonModel data Y length: 108 with 41 outcomes 2023-08-23 12:00:02 [Main thread] INFO PatientLevelPrediction fitPythonModel ntrees:100 criterion:gini maxDepth:4 minSamplesSplit:2 minSamplesLeaf:10 minWeightFractionLeaf:0 mtries:log2 maxLeafNodes:null minImpurityDecrease:0 bootstrap:TRUE oobScore:FALSE nJobs:null seed:8011 classWeight:null maxSamples:null 2023-08-23 12:00:02 [Main thread] INFO PatientLevelPrediction fitPythonModel Training model took (mins): 0.0015748143196106 2023-08-23 12:00:02 [Main thread] INFO PatientLevelPrediction Calculating predictions on all train data... 2023-08-23 12:00:03 [Main thread] INFO PatientLevelPrediction Removing infrequent and redundant covariates and normalizing 2023-08-23 12:00:03 [Main thread] INFO PatientLevelPrediction toSparseM starting toSparseM 2023-08-23 12:00:03 [Main thread] DEBUG PatientLevelPrediction toSparseM Max covariateId in original covariates: 21490733840708 2023-08-23 12:00:03 [Main thread] INFO PatientLevelPrediction MapIds starting to map the columns and rows 2023-08-23 12:00:03 [Main thread] INFO PatientLevelPrediction MapIds finished MapCovariates 2023-08-23 12:00:03 [Main thread] DEBUG PatientLevelPrediction toSparseM # covariates in mapped covariateRef: 71 2023-08-23 12:00:04 [Main thread] DEBUG PatientLevelPrediction toSparseM Max newCovariateId in mapping: 71 2023-08-23 12:00:04 [Main thread] DEBUG PatientLevelPrediction toSparseM Max rowId in new : 35 2023-08-23 12:00:04 [Main thread] INFO PatientLevelPrediction toSparseM toSparseM non temporal used 2023-08-23 12:00:04 [Main thread] INFO PatientLevelPrediction checkRam plpData size estimated to use 0GBs of RAM 2023-08-23 12:00:04 [Main thread] DEBUG PatientLevelPrediction toSparseM Sparse matrix with dimensionality: 35,71 2023-08-23 12:00:04 [Main thread] INFO PatientLevelPrediction toSparseM finishing toSparseM 2023-08-23 12:00:04 [Main thread] ERROR PatientLevelPrediction 3 Error: ValueError: could not assign tuple of length 8 to structure with 7 fields. 2023-08-23 12:00:04 [Main thread] FATAL PatientLevelPrediction runPlp numbers of columns of arguments do not match