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from spikeinterface.generation.session_displacement_generator import generate_session_displacement_recordings | ||
import numpy as np | ||
import plotting | ||
import alignment_utils | ||
import matplotlib.pyplot as plt | ||
import pickle | ||
scalings = [np.ones(10), np.r_[np.zeros(3), np.ones(7)]] | ||
|
||
SAVE = True | ||
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||
if SAVE: | ||
recordings_list, _ = generate_session_displacement_recordings( | ||
non_rigid_gradient=None, | ||
num_units=35, | ||
recording_durations=(100, 100), | ||
recording_shifts=( | ||
(0, 0), (0, 0), | ||
), | ||
recording_amplitude_scalings=None, # {"method": "by_amplitude_and_firing_rate", "scalings": scalings}, | ||
seed=None, | ||
) | ||
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peaks_list = [] | ||
peak_locations_list = [] | ||
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||
for recording in recordings_list: | ||
peaks, peak_locations = alignment_utils.prep_recording( | ||
recording, plot=False, | ||
) | ||
peaks_list.append(peaks) | ||
peak_locations_list.append(peak_locations) | ||
|
||
# something relatively easy, only 15 units | ||
with open('all_recordings.pickle', 'wb') as handle: | ||
pickle.dump((recordings_list, peaks_list, peak_locations_list), | ||
handle, protocol=pickle.HIGHEST_PROTOCOL) | ||
|
||
with open('all_recordings.pickle', 'rb') as handle: | ||
recordings_list, peaks_list, peak_locations_list = pickle.load(handle) | ||
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bin_um = 2 | ||
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# TODO: own function | ||
min_y = np.min([np.min(locs["y"]) for locs in peak_locations_list]) | ||
max_y = np.max([np.max(locs["y"]) for locs in peak_locations_list]) | ||
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spatial_bin_edges = np.arange(min_y, max_y + bin_um, bin_um) # TODO: expose a margin... | ||
spatial_bin_centers = alignment_utils.get_bin_centers(spatial_bin_edges) # TODO: own function | ||
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session_histogram_list = [] | ||
for recording, peaks, peak_locations in zip(recordings_list, peaks_list, peak_locations_list): | ||
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hist, temp, spat = alignment_utils.get_entire_session_hist(recording, peaks, peak_locations, spatial_bin_edges, log_scale=False) | ||
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session_histogram_list.append( | ||
hist | ||
) | ||
# TODO: need to get all outputs and check are same size | ||
plotting.SessionAlignmentWidget( | ||
recordings_list, | ||
peaks_list, | ||
peak_locations_list, | ||
session_histogram_list, | ||
histogram_spatial_bin_centers=spatial_bin_centers, | ||
) | ||
plt.show() |
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