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@ -42,7 +42,7 @@ def load_data_RH_logger(filepath, every=1):
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return df.iloc[::every]
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return df.iloc[::every]
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def process_data_RH_logger(filepath, every, diff_period=1_000, SG_window=10_000):
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def process_data_RH_logger(filepath, every, diff_period=1_000, SG_window_short=100, SG_window_long=10_000):
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df = load_data_RH_logger(filepath, every=1)
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df = load_data_RH_logger(filepath, every=1)
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df = df.drop(columns=['time'])
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df = df.drop(columns=['time'])
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@ -56,10 +56,12 @@ def process_data_RH_logger(filepath, every, diff_period=1_000, SG_window=10_000)
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# Derivative
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# Derivative
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delta = np.mean(df['time'].diff())
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delta = np.mean(df['time'].diff())
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df['dMdt_SG'] = savgol_filter(df['M'], window_length=SG_window, polyorder=1, deriv=1, delta=delta)
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df['dMdt_SG_short'] = savgol_filter(df['M'], window_length=SG_window_short, polyorder=1, deriv=1, delta=delta)
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df['dMdt_SG_long'] = savgol_filter(df['M'], window_length=SG_window_long, polyorder=1, deriv=1, delta=delta)
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df['dMdt_diff'] = df['M'].diff(periods=diff_period) / df['time'].diff(periods=diff_period)
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df['dMdt_diff'] = df['M'].diff(periods=diff_period) / df['time'].diff(periods=diff_period)
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df['dmdt_SG'] = savgol_filter(df['m'], window_length=SG_window, polyorder=1, deriv=1, delta=delta)
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df['dmdt_SG_short'] = savgol_filter(df['m'], window_length=SG_window_short, polyorder=1, deriv=1, delta=delta)
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df['dmdt_SG_long'] = savgol_filter(df['m'], window_length=SG_window_long, polyorder=1, deriv=1, delta=delta)
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df['dmdt_diff'] = df['m'].diff(periods=diff_period) / df['time'].diff(periods=diff_period)
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df['dmdt_diff'] = df['m'].diff(periods=diff_period) / df['time'].diff(periods=diff_period)
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h5path = os.path.splitext(filepath)[0]
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h5path = os.path.splitext(filepath)[0]
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