def get_blink_ten_ds():
path_blink_ten_csv = "C:/testeeg/testeeg/eeg_data/face/edf/converted_csv/blink-ten/blink_10.csv"
path_blink_ten_target = "C:/testeeg/testeeg/eeg_data/face/edf/converted_csv/blink-ten/blink_10_targets.txt"
gyro_x, gyro_y, electrodes, sample_numbers, time_ms, time_s = edf.importfile(path_blink_ten_csv)
train_y = edf.get_targets_by_ms(path_blink_ten_target, time_ms)
return [gyro_x, gyro_y, electrodes, sample_numbers, time_ms, time_s], train_y
def get_blink_twice_ds():
path_blink_twice_csv = "C:/testeeg/testeeg/eeg_data/face/edf/converted_csv/blink-twice/blink-twice-1-03.02.16.19.40.57.csv"
path_blink_twice_target = "C:/testeeg/testeeg/eeg_data/face/edf/converted_csv/blink-twice/blink-twice-1-03.02.16.19.40.57.txt"
gyro_x, gyro_y, electrodes, sample_numbers, time_ms, time_s = edf.importfile(path_blink_twice_csv)
train_y = edf.get_targets_by_ms(path_blink_twice_target, time_ms)
return [gyro_x, gyro_y, electrodes, sample_numbers, time_ms, time_s], train_y
def get_eyes_closed_ds():
path_eyes_closed_csv = "C:/testeeg/testeeg/eeg_data/face/edf/converted_csv/eyes-closed"
files = os.listdir(path_eyes_closed_csv)
electrodes_all = []
gyro_x_all = []
gyro_y_all = []
sample_numbers_all = []
time_ms_all = []
time_s_all = []
print("\nGetting eye-closed datasets...")
for file in files:
print("\tLoading " + file)
path_file = path_eyes_closed_csv + '/' + file
gyro_x, gyro_y, electrodes, sample_numbers, time_ms, time_s = edf.importfile(path_file)
electrodes_all = addfiles(electrodes_all, electrodes)
gyro_x_all = addfiles(gyro_x_all, gyro_x)
gyro_y_all = addfiles(gyro_y_all, gyro_y)
sample_numbers_all = addfiles(sample_numbers_all, sample_numbers)
time_ms_all = addfiles(time_ms_all, time_ms)
time_s_all = addfiles(time_s_all, time_s)
return [gyro_x_all, gyro_y_all, electrodes_all, sample_numbers_all, time_ms_all, time_s_all]
def get_eye_states_test_ds():
path_eyes_closed_csv = "C:/Users/SourabhKatti/Documents/engine/eeg_data/face/edf/converted_csv/eyes-closed"
path_eyes_open_csv = "C:/Users/SourabhKatti/Documents/engine/eeg_data/face/edf/converted_csv/eyes-open"
electrodes = []
eyes_open_ds = os.listdir(path_eyes_open_csv)
random_eyes_open_ds = random.choice(eyes_open_ds)
path_random_eyes_open_ds = path_eyes_open_csv + '/' + random_eyes_open_ds
eyes_closed_ds = os.listdir(path_eyes_closed_csv)
random_eyes_closed_ds = random.choice(eyes_closed_ds)
path_random_eyes_closed_ds = path_eyes_closed_csv + '/' + random_eyes_closed_ds
gyro_x_open, gyro_y_open, electrodes_open, sample_numbers_open, time_ms_open, time_s_open = edf.importfile(
path_random_eyes_open_ds)
gyro_x_closed, gyro_y_closed, electrodes_closed, sample_numbers_closed, time_ms_closed, time_s_closed = edf.importfile(
path_random_eyes_closed_ds)
dataset_open_size = electrodes_open.__len__()
for i in range(dataset_open_size):
electrodes.append(electrodes_open[i])
dataset_closed_size = electrodes_closed.__len__()
for i in range(dataset_closed_size):
electrodes.append(electrodes_closed[i])
return electrodes