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code/eod_freq_beat.py
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39
code/eod_freq_beat.py
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from read_baseline_data import *
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from IPython import embed
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import matplotlib.pyplot as plt
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import numpy as np
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## beat
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data_dir = '../data'
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dataset = '2018-11-09-ad-invivo-1'
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time, eod = read_baseline_eod(os.path.join(data_dir, dataset))
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eod_norm = eod - np.mean(eod)
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# calculate eod times and indices by zero crossings
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threshold = 0
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shift_eod = np.roll(eod_norm, 1)
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eod_times = time[(eod_norm >= threshold) & (shift_eod < threshold)]
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#x = eod_times*40000
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x = np.arange(0., len(eod_times)-1)
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y = np.sin(x*2*np.pi*600)
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eod_freq_beat = 1/(np.diff(eod_times) + y)
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# glätten
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kernel = np.ones(7)/7
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smooth_eod_freq_beat = np.convolve(eod_freq_beat, kernel, mode = 'valid')
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time_axis = np.arange(len(smooth_eod_freq_beat))
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plt.plot(time_axis, smooth_eod_freq_beat)
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plt.show()
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#eod_freq_beat = eod_freq_normal + y
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#smooth_eod_freq_beat = np.convolve(eod_freq_beat, kernel, mode = 'valid')
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#fig = plt.plot(time_axis,smooth_eod_freq_beat)
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#plt.xlabel("time [ms]")
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#plt.ylabel("eod frequency [mV]")
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#plt.show()
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