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Commit f3f7fe03 authored by Shengpu Tang (tangsp)'s avatar Shengpu Tang (tangsp)
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fix all shallow models

parent f071e1bb
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Showing with 2 additions and 2 deletions
mimic3_experiments/3_ML_models/lib/data.py
View file @ f3f7fe03
......@@ -161,7 +161,7 @@ class _Mimic3Reader(object):
self.timestep = timestep
start_time = time.time()
self.df_label = pd.read_csv(data_path + 'population/{}_{}h.csv'.format(task, duration)).rename(columns={'{}_LABEL'.format(task): 'LABEL'})
self.df_label = pd.read_csv(data_path + 'population/{}_{}h.csv'.format(task, duration)).rename(columns={'ID': 'ICUSTAY_ID', '{}_LABEL'.format(task): 'LABEL'})
self.df_subjects = pd.read_csv(data_path + 'prep/icustays_MV.csv').merge(self.df_label, on='ICUSTAY_ID', how='right')
self.df_subject_label = self.df_subjects[['SUBJECT_ID', 'ICUSTAY_ID']] \
.merge(self.df_label, on='ICUSTAY_ID', how='right') \
......
mimic3_experiments/3_ML_models/run_shallow_all.sh
View file @ f3f7fe03
......@@ -6,7 +6,7 @@ mkdir -p output
python run_shallow.py --outcome=mortality --T=48.0 --dt=1.0 --model_type=LR \
> >(tee 'log/outcome=mortality,T=48.0,dt=1.0,LR.out') \
2> >(tee 'log/outcome=mortality,T=48.0,dt=1.0,LR.err' >&2)
python run_shallow.py --outcome=mortality --T=48.0. --dt=1.0 --model_type=RF \
python run_shallow.py --outcome=mortality --T=48.0 --dt=1.0 --model_type=RF \
> >(tee 'log/outcome=mortality,T=48.0,dt=1.0,RF.out') \
2> >(tee 'log/outcome=mortality,T=48.0,dt=1.0,RF.err' >&2)
......
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