plot winner loser chirp counts
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@ -36,8 +36,6 @@ class Behavior:
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"""
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"""
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def __init__(self, folder_path: str) -> None:
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def __init__(self, folder_path: str) -> None:
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LED_on_time_BORIS = np.load(os.path.join(folder_path, 'LED_on_time.npy'), allow_pickle=True)
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LED_on_time_BORIS = np.load(os.path.join(folder_path, 'LED_on_time.npy'), allow_pickle=True)
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csv_filename = [f for f in os.listdir(folder_path) if f.endswith('.csv')][0]
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csv_filename = [f for f in os.listdir(folder_path) if f.endswith('.csv')][0]
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@ -45,7 +43,7 @@ class Behavior:
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self.dataframe = read_csv(os.path.join(folder_path, csv_filename))
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self.dataframe = read_csv(os.path.join(folder_path, csv_filename))
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self.chirps = np.load(os.path.join(folder_path, 'chirps.npy'), allow_pickle=True)
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self.chirps = np.load(os.path.join(folder_path, 'chirps.npy'), allow_pickle=True)
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self.chirps_ids = np.load(os.path.join(folder_path, 'chirps_ids.npy'), allow_pickle=True)
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self.chirps_ids = np.load(os.path.join(folder_path, 'chirp_ids.npy'), allow_pickle=True)
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self.ident = np.load(os.path.join(folder_path, 'ident_v.npy'), allow_pickle=True)
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self.ident = np.load(os.path.join(folder_path, 'ident_v.npy'), allow_pickle=True)
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self.idx = np.load(os.path.join(folder_path, 'idx_v.npy'), allow_pickle=True)
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self.idx = np.load(os.path.join(folder_path, 'idx_v.npy'), allow_pickle=True)
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@ -70,6 +68,8 @@ class Behavior:
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self.stop_s = (self.stop_s - shift) / factor
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self.stop_s = (self.stop_s - shift) / factor
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def correct_chasing_events(
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def correct_chasing_events(
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category: np.ndarray,
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category: np.ndarray,
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timestamps: np.ndarray
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timestamps: np.ndarray
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@ -80,59 +80,87 @@ def correct_chasing_events(
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offset_ids = np.arange(
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offset_ids = np.arange(
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len(category))[category == 1]
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len(category))[category == 1]
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woring_bh = np.arange(len(category))[category!=2][:-1][np.diff(category[category!=2])==0]
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if onset_ids[0] > offset_ids[0]:
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offset_ids = np.delete(offset_ids, 0)
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help_index = offset_ids[0]
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woring_bh = np.append(woring_bh, help_index)
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category = np.delete(category, woring_bh)
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timestamps = np.delete(timestamps, woring_bh)
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# Check whether on- or offset is longer and calculate length difference
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# Check whether on- or offset is longer and calculate length difference
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if len(onset_ids) > len(offset_ids):
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if len(onset_ids) > len(offset_ids):
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len_diff = len(onset_ids) - len(offset_ids)
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len_diff = len(onset_ids) - len(offset_ids)
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longer_array = onset_ids
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shorter_array = offset_ids
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logger.info(f'Onsets are greater than offsets by {len_diff}')
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logger.info(f'Onsets are greater than offsets by {len_diff}')
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elif len(onset_ids) < len(offset_ids):
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elif len(onset_ids) < len(offset_ids):
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len_diff = len(offset_ids) - len(onset_ids)
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len_diff = len(offset_ids) - len(onset_ids)
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longer_array = offset_ids
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logger.info(f'Offsets are greater than onsets by {len_diff}')
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shorter_array = onset_ids
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logger.info(f'Offsets are greater than offsets by {len_diff}')
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elif len(onset_ids) == len(offset_ids):
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elif len(onset_ids) == len(offset_ids):
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logger.info('Chasing events are equal')
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logger.info('Chasing events are equal')
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return category, timestamps
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# Correct the wrong chasing events; delete double events
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wrong_ids = []
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for i in range(len(longer_array)-(len_diff+1)):
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if (shorter_array[i] > longer_array[i]) & (shorter_array[i] < longer_array[i+1]):
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pass
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else:
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wrong_ids.append(longer_array[i])
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longer_array = np.delete(longer_array, i)
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category = np.delete(
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category, wrong_ids)
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timestamps = np.delete(
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timestamps, wrong_ids)
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return category, timestamps
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return category, timestamps
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def main(datapath: str):
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def main(datapath: str):
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# behabvior is pandas dataframe with all the data
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bh = Behavior(datapath)
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foldernames = [datapath + x + '/' for x in os.listdir(datapath) if os.path.isdir(datapath+x)]
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# chirps are not sorted in time (presumably due to prior groupings)
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path_to_csv = ('/').join(foldernames[0].split('/')[:-2]) + '/order_meta.csv'
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# get and sort chirps and corresponding fish_ids of the chirps
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chirps = bh.chirps[np.argsort(bh.chirps)]
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chirps_fish_ids = bh.chirps_ids[np.argsort(bh.chirps)]
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category = bh.behavior
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timestamps = bh.start_s
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# Correct for doubles in chasing on- and offsets to get the right on-/offset pairs
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# Get rid of tracking faults (two onsets or two offsets after another)
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category, timestamps = correct_chasing_events(category, timestamps)
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path_to_csv = ('/').join(datapath.split('/')[:-2]) + '/order_meta.csv'
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folder_name = datapath.split('/')[-2]
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meta_id = read_csv(path_to_csv)
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meta_id = read_csv(path_to_csv)
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meta_id['recording'] = meta_id['recording'].str[1:-1]
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meta_id['recording'] = meta_id['recording'].str[1:-1]
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winner_id = meta_id[meta_id['recording'] == folder_name]['winner'].values[0]
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chirps_winner = []
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chirps_loser = []
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for foldername in foldernames:
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# behabvior is pandas dataframe with all the data
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if foldername == '../data/mount_data/2020-05-12-10_00/':
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continue
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bh = Behavior(foldername)
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# chirps are not sorted in time (presumably due to prior groupings)
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# get and sort chirps and corresponding fish_ids of the chirps
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category = bh.behavior
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timestamps = bh.start_s
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# Correct for doubles in chasing on- and offsets to get the right on-/offset pairs
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# Get rid of tracking faults (two onsets or two offsets after another)
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category, timestamps = correct_chasing_events(category, timestamps)
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folder_name = foldername.split('/')[-2]
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winner_row = meta_id[meta_id['recording'] == folder_name]
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winner = winner_row['winner'].values[0].astype(int)
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winner_fish1 = winner_row['fish1'].values[0].astype(int)
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winner_fish2 = winner_row['fish2'].values[0].astype(int)
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if winner == winner_fish1:
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winner_fish_id = winner_row['rec_id1'].values[0]
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loser_fish_id = winner_row['rec_id2'].values[0]
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elif winner == winner_fish2:
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winner_fish_id = winner_row['rec_id2'].values[0]
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loser_fish_id = winner_row['rec_id1'].values[0]
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else:
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continue
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print(foldername)
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all_fish_ids = np.unique(bh.chirps_ids)
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chirp_loser = len(bh.chirps[bh.chirps_ids == loser_fish_id])
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chirp_winner = len(bh.chirps[bh.chirps_ids == winner_fish_id])
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chirps_winner.append(chirp_winner)
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chirps_loser.append(chirp_loser)
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fish1_id = all_fish_ids[0]
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fish2_id = all_fish_ids[1]
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print(winner_fish_id)
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print(all_fish_ids)
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fig, ax = plt.subplots()
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ax.boxplot([chirps_winner, chirps_loser])
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ax.set_xticklabels(['winner', 'loser'])
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ax.set_ylabel('Chirpscount per trial')
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plt.show()
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@ -144,6 +172,6 @@ def main(datapath: str):
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if __name__ == '__main__':
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if __name__ == '__main__':
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# Path to the data
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# Path to the data
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datapath = '../data/mount_data/2020-05-13-10_00/'
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datapath = '../data/mount_data/'
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main(datapath)
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main(datapath)
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