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Fixed mode issue of heartrate features

pull/95/head
Meng 2020-02-07 13:22:47 -05:00
parent 0840235280
commit d6f2e2d7a3
1 changed files with 3 additions and 3 deletions
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6
src/features/fitbit_heartrate_metrics.py
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@ -29,13 +29,13 @@ if not heartrate_data.empty:
if "medianhr" in metrics: if "medianhr" in metrics:
heartrate_features["heartrate_" + day_segment + "_medianhr"] = heartrate_data.groupby(["local_date"])["heartrate"].median() heartrate_features["heartrate_" + day_segment + "_medianhr"] = heartrate_data.groupby(["local_date"])["heartrate"].median()
if "modehr" in metrics: if "modehr" in metrics:
heartrate_features["heartrate_" + day_segment + "_modehr"] = heartrate_data.groupby(["local_date"])["heartrate"].agg(pd.Series.mode) heartrate_features["heartrate_" + day_segment + "_modehr"] = heartrate_data.groupby(["local_date"])["heartrate"].agg(lambda x: pd.Series.mode(x)[0])
if "stdhr" in metrics: if "stdhr" in metrics:
heartrate_features["heartrate_" + day_segment + "_stdhr"] = heartrate_data.groupby(["local_date"])["heartrate"].std() heartrate_features["heartrate_" + day_segment + "_stdhr"] = heartrate_data.groupby(["local_date"])["heartrate"].std()
if "diffmaxmodehr" in metrics: if "diffmaxmodehr" in metrics:
heartrate_features["heartrate_" + day_segment + "_diffmaxmodehr"] = heartrate_data.groupby(["local_date"])["heartrate"].max() - heartrate_data.groupby(["local_date"])["heartrate"].agg(pd.Series.mode) heartrate_features["heartrate_" + day_segment + "_diffmaxmodehr"] = heartrate_data.groupby(["local_date"])["heartrate"].max() - heartrate_data.groupby(["local_date"])["heartrate"].agg(lambda x: pd.Series.mode(x)[0])
if "diffminmodehr" in metrics: if "diffminmodehr" in metrics:
heartrate_features["heartrate_" + day_segment + "_diffminmodehr"] = heartrate_data.groupby(["local_date"])["heartrate"].agg(pd.Series.mode) - heartrate_data.groupby(["local_date"])["heartrate"].min() heartrate_features["heartrate_" + day_segment + "_diffminmodehr"] = heartrate_data.groupby(["local_date"])["heartrate"].agg(lambda x: pd.Series.mode(x)[0]) - heartrate_data.groupby(["local_date"])["heartrate"].min()
if "entropyhr" in metrics: if "entropyhr" in metrics:
heartrate_features["heartrate_" + day_segment + "_entropyhr"] = heartrate_data.groupby(["local_date"])["heartrate"].agg(entropy) heartrate_features["heartrate_" + day_segment + "_entropyhr"] = heartrate_data.groupby(["local_date"])["heartrate"].agg(entropy)