thbndi commited on
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9a5761f
1 Parent(s): 6bd714d

Delete check_config.py

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  1. check_config.py +0 -120
check_config.py DELETED
@@ -1,120 +0,0 @@
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- import yaml
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- import sys
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-
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- def check_config_file(task,config_file):
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- with open(config_file) as f:
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- config = yaml.safe_load(f)
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-
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- if task=='Phenotype':
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- disease_label = config['disease_label']
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- else :
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- disease_label = ""
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- time = config['timePrediction']
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- label = task
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- timeW = config['timeWindow']
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- include=int(timeW.split()[1])
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- bucket = config['timebucket']
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- radimp = config['radimp']
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- predW = config['predW']
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- disease_filter = config['disease_filter']
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- icu_no_icu = config['icu_no_icu']
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- groupingDiag = config['groupingDiag']
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-
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- assert( icu_no_icu in ['ICU','Non-ICU' ], "Chossen data should be one of the following: ICU, Non-ICU")
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- data_icu = icu_no_icu=='ICU'
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-
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- if data_icu:
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- chart_flag = config['chart']
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- output_flag = config['output']
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- select_chart = config['select_chart']
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- lab_flag = False
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- select_lab = False
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- else:
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- lab_flag =config['lab']
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- select_lab = config['select_lab']
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- groupingMed = config['groupingMed']
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- groupingProc = config['groupingProc']
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- chart_flag = False
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- output_flag = False
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- select_chart = False
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-
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-
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- diag_flag= config['diagnosis']
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- proc_flag = config['proc']
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- meds_flag = config['meds']
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- select_diag= config['select_diag']
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- select_med= config['select_med']
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- select_proc= config['select_proc']
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- select_out = config['select_out']
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-
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- outlier_removal=config['outlier_removal']
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- thresh=config['outlier']
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- left_thresh=config['left_outlier']
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-
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- if data_icu:
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- assert (isinstance(select_diag,bool) and isinstance(select_med,bool) and isinstance(select_proc,bool) and isinstance(select_out,bool) and isinstance(select_chart,bool), " select_diag, select_chart, select_med, select_proc, select_out should be boolean")
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- assert (isinstance(chart_flag,bool) and isinstance(output_flag,bool) and isinstance(diag_flag,bool) and isinstance(proc_flag,bool) and isinstance(meds_flag,bool), "chart_flag, output_flag, diag_flag, proc_flag, meds_flag should be boolean")
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-
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- else:
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- assert (isinstance(select_diag,bool) and isinstance(select_med,bool) and isinstance(select_proc,bool) and isinstance(select_out,bool) and isinstance(select_lab,bool), " select_diag, select_lab, select_med, select_proc, select_out should be boolean")
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- assert (isinstance(lab_flag,bool) and isinstance(diag_flag,bool) and isinstance(proc_flag,bool) and isinstance(meds_flag,bool), "lab_flag, diag_flag, proc_flag, meds_flag should be boolean")
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-
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- if task=='Phenotype':
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- if disease_label=='Heart Failure':
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- label='Readmission'
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- time=30
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- disease_label='I50'
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- elif disease_label=='CAD':
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- label='Readmission'
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- time=30
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- disease_label='I25'
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- elif disease_label=='CKD':
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- label='Readmission'
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- time=30
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- disease_label='N18'
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- elif disease_label=='COPD':
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- label='Readmission'
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- time=30
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- disease_label='J44'
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- else :
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- raise ValueError('Disease label not correct provide one in the list: Heart Failure, CAD, CKD, COPD')
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- predW=0
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- assert (timeW[0]=='Last' and include<=72 and include>=24, "Time window should be between Last 24 and Last 72")
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-
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- elif task=='Mortality':
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- time=0
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- label= 'Mortality'
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- assert (predW<=8 and predW>=2, "Prediction window should be between 2 and 8")
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- assert (timeW[0]=='Fisrt' and include<=72 and include>=24, "Time window should be between First 24 and First 72")
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-
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- elif task=='Length_of_Stay':
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- label= 'Length of Stay'
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- assert (timeW[0]=='Fisrt' and include<=72 and include>=24, "Time window should be between Fisrt 24 and Fisrt 72")
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- assert (time<=10 and time>=1, "Length of stay should be between 1 and 10")
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- predW=0
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-
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- elif task=='Readmission':
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- label= 'Readmission'
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- assert (timeW[0]=='Last' and include<=72 and include>=24, "Time window should be between Last 24 and Last 72")
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- assert (time<=150 and time>=10 and time%10==0, "Readmission window should be between 10 and 150 with a step of 10")
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- predW=0
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-
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- else:
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- raise ValueError('Task not correct')
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-
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- assert( disease_filter in ['Heart Failure','COPD','CKD','CAD',""], "Disease filter should be one of the following: Heart Failure, COPD, CKD, CAD or empty")
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- assert( groupingDiag in ['Convert ICD-9 to ICD-10 and group ICD-10 codes','Keep both ICD-9 and ICD-10 codes','Convert ICD-9 to ICD-10 codes'], "Grouping ICD should be one of the following: Convert ICD-9 to ICD-10 and group ICD-10 codes, Keep both ICD-9 and ICD-10 codes, Convert ICD-9 to ICD-10 codes")
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- assert (bucket<=6 and bucket>=1 and isinstance(bucket, int), "Time bucket should be between 1 and 6 and an integer")
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- assert (radimp in ['No Imputation', 'forward fill and mean','forward fill and median'], "imputation should be one of the following: No Imputation, forward fill and mean, forward fill and median")
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- if chart_flag:
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- assert (left_thresh>=0 and left_thresh<=10 and isinstance(left_thresh, int), "Left outlier threshold should be between 0 and 10 and an integer")
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- assert (thresh>=90 and thresh<=99 and isinstance(thresh, int), "Outlier threshold should be between 90 and 99 and an integer")
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- assert (outlier_removal in ['No outlier detection','Impute Outlier (default:98)','Remove outliers (default:98)'], "Outlier removal should be one of the following: No outlier detection, Impute Outlier (default:98), Remove outliers (default:98)")
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- if lab_flag:
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- assert (left_thresh>=0 and left_thresh<=10 and isinstance(left_thresh, int), "Left outlier threshold should be between 0 and 10 and an integer")
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- assert (thresh>=90 and thresh<=99 and isinstance(thresh, int), "Outlier threshold should be between 90 and 99 and an integer")
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- assert (outlier_removal in ['No outlier detection','Impute Outlier (default:98)','Remove outliers (default:98)'], "Outlier removal should be one of the following: No outlier detection, Impute Outlier (default:98), Remove outliers (default:98)")
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- assert (groupingProc in ['ICD-9 and ICD-10','ICD-10'], "Grouping procedure should be one of the following: ICD-9 and ICD-10, ICD-10")
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- assert (groupingMed in ['Yes','No'], "Do you want to group Medication codes to use Non propietary names? : Grouping medication should be one of the following: Yes, No")
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-
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- return label, time, disease_label, predW