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ThonyPrice/violin-plt-1.py

Created April 25, 2019 20:06
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Medium - Get started analysing your CGM data
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violin-plt-1.py
z = df.copy(deep=True)
z = z.join(pd.get_dummies(z['Status']), how='left')
day_map = ['Mon', 'Tues', 'Wed', 'Thurs', 'Fri', 'Sat', 'Sun']
z['weekday'] = z.index.weekday
z = z[['weekday', 'glucose']]
z = z.resample('D').mean()
z.sort_values('weekday', inplace=True)
z.dropna(inplace=True)
z['weekday'] = z['weekday'].apply(lambda x: day_map[int(x)])
_ = plt.figure(figsize=(16, 6))
ax = sns.violinplot(x="weekday", y="glucose", data=z)
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