thbndi commited on
Commit
1410ca4
1 Parent(s): 3838254

Update Mimic4Dataset.py

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Files changed (1) hide show
  1. Mimic4Dataset.py +42 -4
Mimic4Dataset.py CHANGED
@@ -76,7 +76,26 @@ class Mimic4Dataset(datasets.GeneratorBasedBuilder):
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  "ethnicity": datasets.Value("string"),
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  "age": datasets.Value("int32"),
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  "COND": datasets.Sequence(datasets.Value("string")),
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-
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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  "PROC": {
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  "id": datasets.Sequence(datasets.Value("int32")),
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  "value": datasets.Sequence(datasets.Sequence(datasets.Value("float32")))
@@ -150,15 +169,34 @@ class Mimic4Dataset(datasets.GeneratorBasedBuilder):
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  "value": values_chart_val}
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  charts = {"signal" : chart_sig,
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  "val" : chart_val}
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-
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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  yield int(hid), {
 
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  "gender" : gender,
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  "ethnicity" : eth,
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  "age" : age,
 
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  "PROC" : procs,
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  "CHART" : charts,
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  "OUT" : outs,
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- "COND" : cond_features,
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- "label" : label
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  }
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  "ethnicity": datasets.Value("string"),
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  "age": datasets.Value("int32"),
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  "COND": datasets.Sequence(datasets.Value("string")),
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+ "MEDS": {
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+ "signal": datasets.Sequence(
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+ {
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+ "id": datasets.Sequence(datasets.Value("int32")),
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+ "value": datasets.Sequence(datasets.Value("float32"))
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+ }
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+ ),
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+ "rate": datasets.Sequence(
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+ {
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+ "id": datasets.Value("int32"),
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+ "value": datasets.Sequence(datasets.Value("float32"))
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+ }
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+ ),
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+ "amount": datasets.Sequence(
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+ {
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+ "id": datasets.Value("int32"),
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+ "value": datasets.Sequence(datasets.Value("float32"))
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+ }
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+ )
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+ },
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  "PROC": {
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  "id": datasets.Sequence(datasets.Value("int32")),
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  "value": datasets.Sequence(datasets.Sequence(datasets.Value("float32")))
 
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  "value": values_chart_val}
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  charts = {"signal" : chart_sig,
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  "val" : chart_val}
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+
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+ #meds signal
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+ items_meds_sig = list(meds_features['signal'].keys())
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+ values_meds_sig =[meds_features['signal'][i] for i in items_meds_sig ]
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+ meds_sig = {"id" : items_meds_sig,
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+ "value": values_meds_sig}
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+ #meds rate
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+ items_meds_rate = list(meds_features['rate'].keys())
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+ values_meds_rate =[meds_features['rate'][i] for i in items_meds_rate ]
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+ meds_rate = {"id" : items_meds_rate,
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+ "value": values_meds_rate}
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+ #meds amount
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+ items_meds_amount = list(meds_features['amount'].keys())
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+ values_meds_amount =[meds_features['amount'][i] for i in items_meds_amount ]
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+ meds_amount = {"id" : items_meds_amount,
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+ "value": values_meds_amount}
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+ meds = {"signal" : meds_sig,
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+ "rate" : meds_rate,
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+ "amount" : meds_amount}
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  yield int(hid), {
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+ "label" : label,
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  "gender" : gender,
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  "ethnicity" : eth,
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  "age" : age,
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+ "COND" : cond_features,
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  "PROC" : procs,
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  "CHART" : charts,
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  "OUT" : outs,
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+ "MEDS" : meds
 
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  }
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