In [1]:
import numpy as np
import pandas as pd
import nipy
from nipy.modalities.fmri import hrf, utils
from pprint import pprint
import os
import seaborn as sns
import matplotlib.pyplot as plt
import matplotlib.ticker as tkr # has classes for tick-locating and -formatting
%matplotlib inline
def numfmt(x, pos): # your custom formatter function: divide by 100.0
s = '{}'.format(x / 10.0)
return s
In [2]:
# hrf.glover is a symbolic function; get a function of time to work on arrays
hrf_func = utils.lambdify_t(hrf.glover(utils.T))
# Time array
t = np.linspace(0,25,200)
# plot BOLD as function of time
plt.plot(t, hrf_func(t))
a=plt.gca()
a.set_xlabel(r'$t$')
a.set_ylabel(r'$h_{can}(t)$')
Out[2]:
<matplotlib.text.Text at 0x11a3b83d0>
In [15]:
def stim_to_design(pp_design, block=None):
# Check if we only need to do a subset of the design
if block is not None:
pp_design = pp_design.loc[pp_design['block'] == block]
# Get rid of null trials
pp_design = pp_design.loc[pp_design['null_trial'] == False,:]
# hrf.glover is a symbolic function; get a function of time to work on arrays
hrf_func = utils.lambdify_t(hrf.glover(utils.T))
n_conditions = len(np.unique(pp_design['cue']))
max_time = np.ceil((pp_design['stimulus_onset_time'].max()+25)*10)
if 0 in pp_design['block'].unique():
block0_trials = pp_design.loc[pp_design['block'] == 0]
# Get cue-types and response types for the first block
loc_cue_vec = np.zeros(shape=(int(max_time), 4))
response_vec = np.zeros(shape=(int(max_time), 4))
loc_cue_names = []
response_names = []
i = -1
for effector_type in block0_trials['response_modality'].unique():
for cue_type in block0_trials['cue'].unique():
subset = pp_design.loc[(pp_design['block'] == 0 ) &
(pp_design['response_modality'] == effector_type) &
(pp_design['cue'] == cue_type)]
i += 1
response_names.append('resp_%s_%s' % (effector_type, cue_type))
loc_cue_names.append('cue_%s_%s' % (effector_type, cue_type))
# Get cue onsets & durations
onsets = subset['cue_onset_time'].values*10
durations = subset['phase_2'].values*10
for onset, duration in zip(onsets, durations):
loc_cue_vec[np.arange(onset, onset+duration, dtype='int'), i] = 1
# Get response onsets & durations
onsets = subset['stimulus_onset_time'].values*10
durations = subset['phase_4'].values*10
for onset, duration in zip(onsets, durations):
response_vec[np.arange(onset, onset+duration, dtype='int'), i] = 1
# For all further EVs, make sure not to include the localizer trials.
pp_design = pp_design.loc[pp_design['block'] > 0]
# 10 types of stimuli
stim_vec = np.zeros(shape=(int(max_time), 10))
stim_names = []
# Get stimulus onsets and durations
i = -1
for stim_type in pp_design['correct_answer'].unique():
for cue_type in pp_design['cue'].unique():
i += 1
stim_names.append('stimulus_' + str(int(stim_type)) + '_' + cue_type)
subset = pp_design.loc[(pp_design['correct_answer'] == stim_type) &
(pp_design['cue'] == cue_type)]
stim_onsets = subset['stimulus_onset_time'].values*10
stim_durations = subset['phase_4'].values*10
for onset, duration in zip(stim_onsets, stim_durations):
stim_vec[np.arange(onset, onset+duration, dtype='int'), i] = 1
# Get cue onsets by cue type
cue_names = []
cue_vec = np.zeros(shape=(int(max_time), n_conditions)) # A column per cue type condition
i = -1
for condition in pp_design['cue'].unique():
i += 1
cue_names.append('cue_' + condition)
# Find cue onsets
onsets = pp_design.loc[pp_design['cue'] == condition, 'cue_onset_time'].values*10
durations = pp_design.loc[pp_design['cue'] == condition, 'phase_2'].values*10
for onset, duration in zip(onsets, durations):
cue_vec[np.arange(onset, onset+duration, dtype='int'), i] = 1
# Combine everything in a single array
ev_vec = np.hstack((loc_cue_vec, response_vec, cue_vec, stim_vec))
ev_names = loc_cue_names + response_names + cue_names + stim_names
# Create hrf to convolve with
hrf_full = hrf_func(np.linspace(0, stop=int(max_time/10), num=int(max_time)))
# Pre-allocate output. This will be an n_timepoints x n_conditions+1 matrix.
X = np.empty(shape=(int(max_time), ev_vec.shape[1]))
# Convolve everything: the stimulus first, the cues afterwards.
for i, ev_name in enumerate(ev_names):
print('Convolving %s...' % ev_name)
X[:, i] = np.convolve(hrf_full, ev_vec[:, i])[:int(max_time)]
return X, ev_names
In [16]:
def plot_participant_design(pp_design, pp_num, block=None, X=None, ev_names=None, null_onsets=None):
if X is None:
X, ev_names = stim_to_design(pp_design, block)
n_evs = len(ev_names)
print(ev_names)
X = pd.DataFrame(X, columns=ev_names)
plot_order = ['cue_eye_LEFT', 'cue_eye_RIGHT', 'cue_hand_LEFT', 'cue_hand_RIGHT',
'resp_hand_LEFT', 'resp_hand_RIGHT', 'resp_eye_LEFT', 'resp_eye_RIGHT',
'cue_SPD', 'cue_ACC', 'cue_LEFT', 'cue_NEU', 'cue_RIGHT',
'stimulus_0_SPD', 'stimulus_0_ACC',
'stimulus_0_LEFT', 'stimulus_0_NEU', 'stimulus_0_RIGHT',
'stimulus_1_SPD', 'stimulus_1_ACC',
'stimulus_1_LEFT', 'stimulus_1_NEU', 'stimulus_1_RIGHT']
X = X[plot_order].values
# Get nulls
nulls = pp_design.loc[pp_design['null_trial'] == True]
null_onsets = nulls['trial_start_time'].values*10
# Get block start times
block_start_times = pp_design.loc[pp_design['block_trial_ID'] == 0, 'trial_start_time'].values*10
yfmt = tkr.FuncFormatter(numfmt) # create custom formatter function (re-format y-axis for seconds instead of 1/10th secs)
# Plot
X_plot = X/np.max(X)
f = plt.figure(figsize=(10, 40))
for plot in range(n_evs):
plt.plot(X_plot[:, plot] + plot, np.arange(X.shape[0]))
# Set y-axis
plt.ylabel('Time (s)')
plt.ylim((pp_design['cue_onset_time'].min()*10, X.shape[0]))
ax = plt.gca()
# Plot null trial locations
xlims = ax.get_xlim()
for y_loc in null_onsets:
plt.axhline(y=y_loc, xmin=xlims[0], xmax=xlims[1], linewidth=1, color='k', ls='dashed')
# Plot block start locations (except for the first)
for y_loc in block_start_times[1:]:
plt.axhline(y=y_loc, xmin=xlims[0], xmax=xlims[1], linewidth=1, color='k')
ax.invert_yaxis()
ax.yaxis.set_major_formatter(yfmt)
# Set x-axis
plt.xticks(np.arange(len(ev_names)), plot_order, rotation=70)
ax.xaxis.tick_top()
f.set_size_inches(10, 40)
plt.savefig('pp_%s_design.png' % str(pp_num).zfill(3), bbox_inches='tight')
In [12]:
overwrite = True
pps = range(1, 49)
if overwrite:
for pp in pps:
print('Processing participant %d' % pp)
pp_num = str(pp).zfill(3)
pp_dir = os.path.join('pp_%s' % pp_num, 'all_blocks')
design_this_pp = pd.read_csv(os.path.join(pp_dir, 'trials.csv'))
design_this_pp = design_this_pp[['trial_type', 'correct_answer','response_modality', 'block_trial_ID', 'block', 'phase_2', 'phase_4', 'cue', 'cue_onset_time', 'stimulus_onset_time', 'trial_start_time', 'null_trial']]
plot_participant_design(design_this_pp, pp)
Processing participant 1
trial_type correct_answer response_modality block_trial_ID block \
24 1.0 1.0 hand 0 1
25 2.0 0.0 hand 1 1
26 1.0 1.0 hand 2 1
27 0.0 0.0 hand 3 1
29 0.0 0.0 hand 5 1
30 0.0 0.0 hand 6 1
31 2.0 0.0 hand 7 1
32 3.0 1.0 hand 8 1
33 1.0 1.0 hand 9 1
34 0.0 0.0 hand 10 1
36 2.0 0.0 hand 12 1
37 2.0 0.0 hand 13 1
38 0.0 0.0 hand 14 1
39 3.0 1.0 hand 15 1
40 0.0 0.0 hand 16 1
41 0.0 0.0 hand 17 1
42 0.0 0.0 hand 18 1
43 0.0 0.0 hand 19 1
44 3.0 1.0 hand 20 1
45 1.0 1.0 hand 21 1
46 3.0 1.0 hand 22 1
47 3.0 1.0 hand 23 1
49 0.0 0.0 hand 25 1
50 0.0 0.0 hand 26 1
51 1.0 1.0 hand 27 1
52 1.0 1.0 hand 28 1
53 3.0 1.0 hand 29 1
54 0.0 0.0 hand 30 1
55 2.0 0.0 hand 31 1
56 0.0 0.0 hand 32 1
.. ... ... ... ... ...
412 3.0 1.0 hand 73 4
413 4.0 0.0 hand 74 4
414 1.0 1.0 hand 75 4
415 0.0 0.0 hand 76 4
417 1.0 1.0 hand 78 4
418 2.0 0.0 hand 79 4
419 5.0 1.0 hand 80 4
420 2.0 0.0 hand 81 4
421 3.0 1.0 hand 82 4
422 3.0 1.0 hand 83 4
423 5.0 1.0 hand 84 4
424 5.0 1.0 hand 85 4
425 4.0 0.0 hand 86 4
426 5.0 1.0 hand 87 4
427 1.0 1.0 hand 88 4
428 0.0 0.0 hand 89 4
430 1.0 1.0 hand 91 4
431 3.0 1.0 hand 92 4
432 4.0 0.0 hand 93 4
433 2.0 0.0 hand 94 4
434 3.0 1.0 hand 95 4
435 1.0 1.0 hand 96 4
436 5.0 1.0 hand 97 4
437 0.0 0.0 hand 98 4
438 1.0 1.0 hand 99 4
439 3.0 1.0 hand 100 4
440 0.0 0.0 hand 101 4
441 3.0 1.0 hand 102 4
442 2.0 0.0 hand 103 4
443 2.0 0.0 hand 104 4
phase_2 phase_4 cue cue_onset_time stimulus_onset_time \
24 4.8 1.5 SPD 370.0 376.3
25 4.8 1.5 ACC 381.0 386.3
26 4.8 1.5 SPD 391.5 396.3
27 4.8 1.5 SPD 401.5 406.3
29 4.8 1.5 SPD 421.5 426.8
30 4.8 1.5 SPD 431.0 436.3
31 4.8 1.5 ACC 440.0 445.8
32 4.8 1.5 ACC 448.0 452.8
33 4.8 1.5 SPD 457.0 463.3
34 4.8 1.5 SPD 466.5 471.8
36 4.8 1.5 ACC 485.0 489.8
37 4.8 1.5 ACC 493.5 498.8
38 4.8 1.5 SPD 503.0 508.8
39 4.8 1.5 ACC 513.5 518.3
40 4.8 1.5 SPD 523.5 529.3
41 4.8 1.5 SPD 532.0 537.3
42 4.8 1.5 SPD 540.0 544.8
43 4.8 1.5 SPD 549.5 555.8
44 4.8 1.5 ACC 559.0 564.3
45 4.8 1.5 SPD 568.5 573.3
46 4.8 1.5 ACC 576.0 581.8
47 4.8 1.5 ACC 585.0 590.8
49 4.8 1.5 SPD 604.5 610.8
50 4.8 1.5 SPD 615.5 621.3
51 4.8 1.5 SPD 624.5 629.3
52 4.8 1.5 SPD 632.5 638.8
53 4.8 1.5 ACC 642.0 646.8
54 4.8 1.5 SPD 650.0 655.3
55 4.8 1.5 ACC 659.0 664.8
56 4.8 1.5 SPD 668.0 672.8
.. ... ... ... ... ...
412 4.8 1.5 LEFT 3996.0 4000.8
413 4.8 1.5 RIGHT 4004.0 4009.8
414 4.8 1.5 NEU 4013.0 4019.3
415 4.8 1.5 NEU 4023.5 4029.3
417 4.8 1.5 NEU 4043.0 4047.8
418 4.8 1.5 LEFT 4050.5 4056.8
419 4.8 1.5 RIGHT 4061.5 4066.8
420 4.8 1.5 LEFT 4070.5 4075.8
421 4.8 1.5 LEFT 4079.0 4084.8
422 4.8 1.5 LEFT 4089.5 4095.3
423 4.8 1.5 RIGHT 4099.0 4105.3
424 4.8 1.5 RIGHT 4109.5 4114.3
425 4.8 1.5 RIGHT 4119.0 4125.3
426 4.8 1.5 RIGHT 4128.5 4134.3
427 4.8 1.5 NEU 4138.0 4143.8
428 4.8 1.5 NEU 4146.5 4152.8
430 4.8 1.5 NEU 4164.0 4170.3
431 4.8 1.5 LEFT 4175.0 4180.3
432 4.8 1.5 RIGHT 4185.0 4190.3
433 4.8 1.5 LEFT 4195.5 4201.3
434 4.8 1.5 LEFT 4205.5 4210.3
435 4.8 1.5 NEU 4214.5 4220.3
436 4.8 1.5 RIGHT 4224.0 4229.3
437 4.8 1.5 NEU 4233.0 4238.3
438 4.8 1.5 NEU 4242.5 4248.3
439 4.8 1.5 LEFT 4253.0 4258.8
440 4.8 1.5 NEU 4263.0 4268.8
441 4.8 1.5 LEFT 4273.5 4279.3
442 4.8 1.5 LEFT 4282.0 4288.3
443 4.8 1.5 LEFT 4292.5 4297.3
trial_start_time null_trial
24 370.0 False
25 380.0 False
26 390.0 False
27 400.0 False
29 420.0 False
30 430.0 False
31 440.0 False
32 448.0 False
33 456.0 False
34 466.0 False
36 484.0 False
37 492.0 False
38 502.0 False
39 512.0 False
40 522.0 False
41 532.0 False
42 540.0 False
43 548.0 False
44 558.0 False
45 568.0 False
46 576.0 False
47 584.0 False
49 604.0 False
50 614.0 False
51 624.0 False
52 632.0 False
53 642.0 False
54 650.0 False
55 658.0 False
56 668.0 False
.. ... ...
412 3996.0 False
413 4004.0 False
414 4012.0 False
415 4022.0 False
417 4042.0 False
418 4050.0 False
419 4060.0 False
420 4070.0 False
421 4078.0 False
422 4088.0 False
423 4098.0 False
424 4108.0 False
425 4118.0 False
426 4128.0 False
427 4138.0 False
428 4146.0 False
430 4164.0 False
431 4174.0 False
432 4184.0 False
433 4194.0 False
434 4204.0 False
435 4214.0 False
436 4224.0 False
437 4232.0 False
438 4242.0 False
439 4252.0 False
440 4262.0 False
441 4272.0 False
442 4282.0 False
443 4292.0 False
[384 rows x 12 columns]
Convolving cue_hand_LEFT...
Convolving cue_hand_RIGHT...
Convolving cue_eye_LEFT...
Convolving cue_eye_RIGHT...
Convolving resp_hand_LEFT...
Convolving resp_hand_RIGHT...
Convolving resp_eye_LEFT...
Convolving resp_eye_RIGHT...
Convolving cue_SPD...
Convolving cue_ACC...
Convolving cue_RIGHT...
Convolving cue_LEFT...
Convolving cue_NEU...
Convolving stimulus_1_SPD...
Convolving stimulus_1_ACC...
Convolving stimulus_1_RIGHT...
Convolving stimulus_1_LEFT...
Convolving stimulus_1_NEU...
Convolving stimulus_0_SPD...
Convolving stimulus_0_ACC...
Convolving stimulus_0_RIGHT...
Convolving stimulus_0_LEFT...
Convolving stimulus_0_NEU...
['cue_hand_LEFT', 'cue_hand_RIGHT', 'cue_eye_LEFT', 'cue_eye_RIGHT', 'resp_hand_LEFT', 'resp_hand_RIGHT', 'resp_eye_LEFT', 'resp_eye_RIGHT', 'cue_SPD', 'cue_ACC', 'cue_RIGHT', 'cue_LEFT', 'cue_NEU', 'stimulus_1_SPD', 'stimulus_1_ACC', 'stimulus_1_RIGHT', 'stimulus_1_LEFT', 'stimulus_1_NEU', 'stimulus_0_SPD', 'stimulus_0_ACC', 'stimulus_0_RIGHT', 'stimulus_0_LEFT', 'stimulus_0_NEU']
Processing participant 2
trial_type correct_answer response_modality block_trial_ID block \
24 0.0 0.0 hand 0 1
25 2.0 0.0 hand 1 1
26 1.0 1.0 hand 2 1
27 1.0 1.0 hand 3 1
28 2.0 0.0 hand 4 1
29 2.0 0.0 hand 5 1
31 3.0 1.0 hand 7 1
32 1.0 1.0 hand 8 1
33 0.0 0.0 hand 9 1
34 1.0 1.0 hand 10 1
35 2.0 0.0 hand 11 1
36 3.0 1.0 hand 12 1
37 2.0 0.0 hand 13 1
38 1.0 1.0 hand 14 1
39 2.0 0.0 hand 15 1
40 3.0 1.0 hand 16 1
41 2.0 0.0 hand 17 1
42 0.0 0.0 hand 18 1
43 2.0 0.0 hand 19 1
44 0.0 0.0 hand 20 1
45 1.0 1.0 hand 21 1
47 2.0 0.0 hand 23 1
48 3.0 1.0 hand 24 1
49 3.0 1.0 hand 25 1
50 1.0 1.0 hand 26 1
51 0.0 0.0 hand 27 1
52 1.0 1.0 hand 28 1
53 2.0 0.0 hand 29 1
55 2.0 0.0 hand 31 1
56 1.0 1.0 hand 32 1
.. ... ... ... ... ...
411 1.0 1.0 eye 72 4
412 2.0 0.0 eye 73 4
414 3.0 1.0 eye 75 4
415 1.0 1.0 eye 76 4
416 0.0 0.0 eye 77 4
417 1.0 1.0 eye 78 4
418 4.0 0.0 eye 79 4
419 3.0 1.0 eye 80 4
421 1.0 1.0 eye 82 4
422 1.0 1.0 eye 83 4
423 1.0 1.0 eye 84 4
424 2.0 0.0 eye 85 4
425 3.0 1.0 eye 86 4
426 5.0 1.0 eye 87 4
427 3.0 1.0 eye 88 4
429 2.0 0.0 eye 90 4
430 5.0 1.0 eye 91 4
431 2.0 0.0 eye 92 4
432 3.0 1.0 eye 93 4
433 4.0 0.0 eye 94 4
434 4.0 0.0 eye 95 4
435 1.0 1.0 eye 96 4
436 3.0 1.0 eye 97 4
437 2.0 0.0 eye 98 4
438 3.0 1.0 eye 99 4
439 2.0 0.0 eye 100 4
440 4.0 0.0 eye 101 4
441 1.0 1.0 eye 102 4
442 4.0 0.0 eye 103 4
443 5.0 1.0 eye 104 4
phase_2 phase_4 cue cue_onset_time stimulus_onset_time \
24 4.8 1.5 SPD 366.0 372.3
25 4.8 1.5 ACC 376.5 381.8
26 4.8 1.5 SPD 385.0 390.8
27 4.8 1.5 SPD 394.5 399.3
28 4.8 1.5 ACC 403.0 409.3
29 4.8 1.5 ACC 412.5 418.8
31 4.8 1.5 ACC 433.5 439.3
32 4.8 1.5 SPD 443.0 448.8
33 4.8 1.5 SPD 453.0 458.3
34 4.8 1.5 SPD 462.5 468.3
35 4.8 1.5 ACC 473.0 478.3
36 4.8 1.5 ACC 482.0 487.8
37 4.8 1.5 ACC 490.0 496.3
38 4.8 1.5 SPD 501.0 506.8
39 4.8 1.5 ACC 511.0 516.3
40 4.8 1.5 ACC 520.5 525.3
41 4.8 1.5 ACC 528.0 534.3
42 4.8 1.5 SPD 538.0 543.3
43 4.8 1.5 ACC 546.5 551.3
44 4.8 1.5 SPD 555.0 560.8
45 4.8 1.5 SPD 565.5 570.8
47 4.8 1.5 ACC 584.5 590.8
48 4.8 1.5 ACC 595.0 601.3
49 4.8 1.5 ACC 605.5 610.3
50 4.8 1.5 SPD 615.5 621.8
51 4.8 1.5 SPD 625.5 630.8
52 4.8 1.5 SPD 634.5 639.3
53 4.8 1.5 ACC 642.5 648.3
55 4.8 1.5 ACC 661.0 665.8
56 4.8 1.5 SPD 668.0 673.3
.. ... ... ... ... ...
411 4.8 1.5 NEU 3954.0 3959.3
412 4.8 1.5 LEFT 3963.5 3969.8
414 4.8 1.5 LEFT 3982.0 3986.8
415 4.8 1.5 NEU 3991.5 3997.3
416 4.8 1.5 NEU 4000.5 4006.3
417 4.8 1.5 NEU 4011.0 4017.3
418 4.8 1.5 RIGHT 4020.0 4025.3
419 4.8 1.5 LEFT 4028.5 4034.8
421 4.8 1.5 NEU 4049.0 4054.3
422 4.8 1.5 NEU 4059.5 4064.3
423 4.8 1.5 NEU 4068.0 4073.8
424 4.8 1.5 LEFT 4077.5 4083.3
425 4.8 1.5 LEFT 4086.5 4091.8
426 4.8 1.5 RIGHT 4094.5 4100.3
427 4.8 1.5 LEFT 4105.5 4110.3
429 4.8 1.5 LEFT 4125.0 4129.8
430 4.8 1.5 RIGHT 4132.5 4137.3
431 4.8 1.5 LEFT 4140.5 4146.8
432 4.8 1.5 LEFT 4150.0 4155.8
433 4.8 1.5 RIGHT 4158.5 4163.8
434 4.8 1.5 RIGHT 4167.0 4171.8
435 4.8 1.5 NEU 4174.5 4180.8
436 4.8 1.5 LEFT 4184.0 4189.3
437 4.8 1.5 LEFT 4193.0 4199.3
438 4.8 1.5 LEFT 4202.5 4208.8
439 4.8 1.5 LEFT 4213.0 4218.3
440 4.8 1.5 RIGHT 4222.0 4227.3
441 4.8 1.5 NEU 4231.0 4237.3
442 4.8 1.5 RIGHT 4241.0 4246.8
443 4.8 1.5 RIGHT 4250.5 4256.3
trial_start_time null_trial
24 366.0 False
25 376.0 False
26 384.0 False
27 394.0 False
28 402.0 False
29 412.0 False
31 432.0 False
32 442.0 False
33 452.0 False
34 462.0 False
35 472.0 False
36 482.0 False
37 490.0 False
38 500.0 False
39 510.0 False
40 520.0 False
41 528.0 False
42 538.0 False
43 546.0 False
44 554.0 False
45 564.0 False
47 584.0 False
48 594.0 False
49 604.0 False
50 614.0 False
51 624.0 False
52 634.0 False
53 642.0 False
55 660.0 False
56 668.0 False
.. ... ...
411 3954.0 False
412 3962.0 False
414 3982.0 False
415 3990.0 False
416 4000.0 False
417 4010.0 False
418 4020.0 False
419 4028.0 False
421 4048.0 False
422 4058.0 False
423 4068.0 False
424 4076.0 False
425 4086.0 False
426 4094.0 False
427 4104.0 False
429 4124.0 False
430 4132.0 False
431 4140.0 False
432 4150.0 False
433 4158.0 False
434 4166.0 False
435 4174.0 False
436 4184.0 False
437 4192.0 False
438 4202.0 False
439 4212.0 False
440 4222.0 False
441 4230.0 False
442 4240.0 False
443 4250.0 False
[384 rows x 12 columns]
Convolving cue_hand_LEFT...
Convolving cue_hand_RIGHT...
Convolving cue_eye_LEFT...
Convolving cue_eye_RIGHT...
Convolving resp_hand_LEFT...
Convolving resp_hand_RIGHT...
Convolving resp_eye_LEFT...
Convolving resp_eye_RIGHT...
Convolving cue_SPD...
Convolving cue_ACC...
Convolving cue_LEFT...
Convolving cue_RIGHT...
Convolving cue_NEU...
Convolving stimulus_0_SPD...
Convolving stimulus_0_ACC...
Convolving stimulus_0_LEFT...
Convolving stimulus_0_RIGHT...
Convolving stimulus_0_NEU...
Convolving stimulus_1_SPD...
Convolving stimulus_1_ACC...
Convolving stimulus_1_LEFT...
Convolving stimulus_1_RIGHT...
Convolving stimulus_1_NEU...
['cue_hand_LEFT', 'cue_hand_RIGHT', 'cue_eye_LEFT', 'cue_eye_RIGHT', 'resp_hand_LEFT', 'resp_hand_RIGHT', 'resp_eye_LEFT', 'resp_eye_RIGHT', 'cue_SPD', 'cue_ACC', 'cue_LEFT', 'cue_RIGHT', 'cue_NEU', 'stimulus_0_SPD', 'stimulus_0_ACC', 'stimulus_0_LEFT', 'stimulus_0_RIGHT', 'stimulus_0_NEU', 'stimulus_1_SPD', 'stimulus_1_ACC', 'stimulus_1_LEFT', 'stimulus_1_RIGHT', 'stimulus_1_NEU']
Processing participant 3
trial_type correct_answer response_modality block_trial_ID block \
24 3.0 1.0 hand 0 1
25 3.0 1.0 hand 1 1
26 3.0 1.0 hand 2 1
27 1.0 1.0 hand 3 1
28 1.0 1.0 hand 4 1
30 0.0 0.0 hand 6 1
31 2.0 0.0 hand 7 1
32 3.0 1.0 hand 8 1
33 0.0 0.0 hand 9 1
34 1.0 1.0 hand 10 1
35 0.0 0.0 hand 11 1
37 3.0 1.0 hand 13 1
38 1.0 1.0 hand 14 1
39 3.0 1.0 hand 15 1
40 2.0 0.0 hand 16 1
41 3.0 1.0 hand 17 1
42 0.0 0.0 hand 18 1
43 2.0 0.0 hand 19 1
45 0.0 0.0 hand 21 1
46 0.0 0.0 hand 22 1
47 3.0 1.0 hand 23 1
48 3.0 1.0 hand 24 1
49 1.0 1.0 hand 25 1
50 2.0 0.0 hand 26 1
51 1.0 1.0 hand 27 1
53 2.0 0.0 hand 29 1
54 2.0 0.0 hand 30 1
55 1.0 1.0 hand 31 1
56 1.0 1.0 hand 32 1
57 3.0 1.0 hand 33 1
.. ... ... ... ... ...
411 1.0 1.0 eye 72 4
412 2.0 0.0 eye 73 4
414 1.0 1.0 eye 75 4
415 1.0 1.0 eye 76 4
416 3.0 1.0 eye 77 4
417 0.0 0.0 eye 78 4
418 0.0 0.0 eye 79 4
419 0.0 0.0 eye 80 4
420 0.0 0.0 eye 81 4
422 3.0 1.0 eye 83 4
423 0.0 0.0 eye 84 4
424 1.0 1.0 eye 85 4
425 3.0 1.0 eye 86 4
426 2.0 0.0 eye 87 4
427 1.0 1.0 eye 88 4
428 0.0 0.0 eye 89 4
429 0.0 0.0 eye 90 4
431 0.0 0.0 eye 92 4
432 3.0 1.0 eye 93 4
433 1.0 1.0 eye 94 4
434 0.0 0.0 eye 95 4
435 1.0 1.0 eye 96 4
436 3.0 1.0 eye 97 4
437 2.0 0.0 eye 98 4
438 1.0 1.0 eye 99 4
439 3.0 1.0 eye 100 4
440 3.0 1.0 eye 101 4
441 2.0 0.0 eye 102 4
442 2.0 0.0 eye 103 4
443 0.0 0.0 eye 104 4
phase_2 phase_4 cue cue_onset_time stimulus_onset_time \
24 4.8 1.5 ACC 370.5 375.3
25 4.8 1.5 ACC 378.5 383.3
26 4.8 1.5 ACC 387.0 391.8
27 4.8 1.5 SPD 394.5 400.8
28 4.8 1.5 SPD 404.0 409.8
30 4.8 1.5 SPD 422.5 428.8
31 4.8 1.5 ACC 433.5 439.8
32 4.8 1.5 ACC 443.5 449.8
33 4.8 1.5 SPD 452.5 457.8
34 4.8 1.5 SPD 461.5 466.3
35 4.8 1.5 SPD 471.0 476.3
37 4.8 1.5 ACC 488.0 494.3
38 4.8 1.5 SPD 499.5 504.8
39 4.8 1.5 ACC 509.5 514.3
40 4.8 1.5 ACC 519.0 523.8
41 4.8 1.5 ACC 526.0 531.8
42 4.8 1.5 SPD 535.5 540.8
43 4.8 1.5 ACC 544.5 550.3
45 4.8 1.5 SPD 564.0 569.3
46 4.8 1.5 SPD 572.5 578.3
47 4.8 1.5 ACC 583.0 588.3
48 4.8 1.5 ACC 592.0 597.8
49 4.8 1.5 SPD 601.0 607.3
50 4.8 1.5 ACC 611.0 616.3
51 4.8 1.5 SPD 620.5 626.8
53 4.8 1.5 ACC 640.0 646.3
54 4.8 1.5 ACC 651.5 657.8
55 4.8 1.5 SPD 660.0 665.3
56 4.8 1.5 SPD 668.5 673.8
57 4.8 1.5 ACC 676.0 680.8
.. ... ... ... ... ...
411 4.8 1.5 SPD 3968.0 3973.8
412 4.8 1.5 ACC 3977.0 3982.8
414 4.8 1.5 SPD 3996.5 4002.3
415 4.8 1.5 SPD 4007.0 4012.3
416 4.8 1.5 ACC 4017.0 4022.8
417 4.8 1.5 SPD 4027.5 4033.8
418 4.8 1.5 SPD 4037.0 4042.3
419 4.8 1.5 SPD 4047.5 4052.3
420 4.8 1.5 SPD 4057.5 4062.8
422 4.8 1.5 ACC 4074.5 4079.8
423 4.8 1.5 SPD 4082.5 4088.3
424 4.8 1.5 SPD 4093.5 4099.3
425 4.8 1.5 ACC 4102.5 4108.3
426 4.8 1.5 ACC 4112.0 4117.3
427 4.8 1.5 SPD 4121.0 4126.3
428 4.8 1.5 SPD 4130.5 4136.8
429 4.8 1.5 SPD 4141.0 4147.3
431 4.8 1.5 SPD 4161.5 4167.3
432 4.8 1.5 ACC 4171.5 4176.3
433 4.8 1.5 SPD 4181.5 4186.8
434 4.8 1.5 SPD 4191.5 4197.3
435 4.8 1.5 SPD 4201.5 4207.3
436 4.8 1.5 ACC 4210.0 4216.3
437 4.8 1.5 ACC 4221.5 4226.8
438 4.8 1.5 SPD 4230.5 4236.8
439 4.8 1.5 ACC 4241.5 4247.3
440 4.8 1.5 ACC 4251.0 4256.8
441 4.8 1.5 ACC 4260.5 4265.8
442 4.8 1.5 ACC 4269.0 4273.8
443 4.8 1.5 SPD 4276.0 4282.3
trial_start_time null_trial
24 370.0 False
25 378.0 False
26 386.0 False
27 394.0 False
28 404.0 False
30 422.0 False
31 432.0 False
32 442.0 False
33 452.0 False
34 460.0 False
35 470.0 False
37 488.0 False
38 498.0 False
39 508.0 False
40 518.0 False
41 526.0 False
42 534.0 False
43 544.0 False
45 564.0 False
46 572.0 False
47 582.0 False
48 592.0 False
49 600.0 False
50 610.0 False
51 620.0 False
53 640.0 False
54 650.0 False
55 660.0 False
56 668.0 False
57 676.0 False
.. ... ...
411 3968.0 False
412 3976.0 False
414 3996.0 False
415 4006.0 False
416 4016.0 False
417 4026.0 False
418 4036.0 False
419 4046.0 False
420 4056.0 False
422 4074.0 False
423 4082.0 False
424 4092.0 False
425 4102.0 False
426 4112.0 False
427 4120.0 False
428 4130.0 False
429 4140.0 False
431 4160.0 False
432 4170.0 False
433 4180.0 False
434 4190.0 False
435 4200.0 False
436 4210.0 False
437 4220.0 False
438 4230.0 False
439 4240.0 False
440 4250.0 False
441 4260.0 False
442 4268.0 False
443 4276.0 False
[384 rows x 12 columns]
Convolving cue_hand_LEFT...
Convolving cue_hand_RIGHT...
Convolving cue_eye_LEFT...
Convolving cue_eye_RIGHT...
Convolving resp_hand_LEFT...
Convolving resp_hand_RIGHT...
Convolving resp_eye_LEFT...
Convolving resp_eye_RIGHT...
Convolving cue_ACC...
Convolving cue_SPD...
Convolving cue_NEU...
Convolving cue_RIGHT...
Convolving cue_LEFT...
Convolving stimulus_1_ACC...
Convolving stimulus_1_SPD...
Convolving stimulus_1_NEU...
Convolving stimulus_1_RIGHT...
Convolving stimulus_1_LEFT...
Convolving stimulus_0_ACC...
Convolving stimulus_0_SPD...
Convolving stimulus_0_NEU...
Convolving stimulus_0_RIGHT...
Convolving stimulus_0_LEFT...
['cue_hand_LEFT', 'cue_hand_RIGHT', 'cue_eye_LEFT', 'cue_eye_RIGHT', 'resp_hand_LEFT', 'resp_hand_RIGHT', 'resp_eye_LEFT', 'resp_eye_RIGHT', 'cue_ACC', 'cue_SPD', 'cue_NEU', 'cue_RIGHT', 'cue_LEFT', 'stimulus_1_ACC', 'stimulus_1_SPD', 'stimulus_1_NEU', 'stimulus_1_RIGHT', 'stimulus_1_LEFT', 'stimulus_0_ACC', 'stimulus_0_SPD', 'stimulus_0_NEU', 'stimulus_0_RIGHT', 'stimulus_0_LEFT']
Processing participant 4
trial_type correct_answer response_modality block_trial_ID block \
24 0.0 0.0 hand 0 1
25 3.0 1.0 hand 1 1
26 3.0 1.0 hand 2 1
27 1.0 1.0 hand 3 1
29 3.0 1.0 hand 5 1
30 0.0 0.0 hand 6 1
31 3.0 1.0 hand 7 1
32 0.0 0.0 hand 8 1
33 1.0 1.0 hand 9 1
34 2.0 0.0 hand 10 1
35 1.0 1.0 hand 11 1
36 1.0 1.0 hand 12 1
37 3.0 1.0 hand 13 1
38 1.0 1.0 hand 14 1
39 2.0 0.0 hand 15 1
40 1.0 1.0 hand 16 1
41 1.0 1.0 hand 17 1
42 0.0 0.0 hand 18 1
43 2.0 0.0 hand 19 1
44 2.0 0.0 hand 20 1
45 1.0 1.0 hand 21 1
47 0.0 0.0 hand 23 1
48 3.0 1.0 hand 24 1
49 0.0 0.0 hand 25 1
50 1.0 1.0 hand 26 1
51 2.0 0.0 hand 27 1
52 3.0 1.0 hand 28 1
53 3.0 1.0 hand 29 1
54 2.0 0.0 hand 30 1
55 0.0 0.0 hand 31 1
.. ... ... ... ... ...
412 0.0 0.0 hand 73 4
413 0.0 0.0 hand 74 4
414 5.0 1.0 hand 75 4
415 0.0 0.0 hand 76 4
417 5.0 1.0 hand 78 4
418 0.0 0.0 hand 79 4
419 2.0 0.0 hand 80 4
420 2.0 0.0 hand 81 4
421 1.0 1.0 hand 82 4
422 1.0 1.0 hand 83 4
423 3.0 1.0 hand 84 4
424 5.0 1.0 hand 85 4
425 4.0 0.0 hand 86 4
427 4.0 0.0 hand 88 4
428 3.0 1.0 hand 89 4
429 3.0 1.0 hand 90 4
430 5.0 1.0 hand 91 4
431 2.0 0.0 hand 92 4
432 0.0 0.0 hand 93 4
433 0.0 0.0 hand 94 4
434 2.0 0.0 hand 95 4
435 5.0 1.0 hand 96 4
436 3.0 1.0 hand 97 4
437 4.0 0.0 hand 98 4
438 1.0 1.0 hand 99 4
439 4.0 0.0 hand 100 4
440 3.0 1.0 hand 101 4
441 3.0 1.0 hand 102 4
442 5.0 1.0 hand 103 4
443 1.0 1.0 hand 104 4
phase_2 phase_4 cue cue_onset_time stimulus_onset_time \
24 4.8 1.5 SPD 372.0 378.3
25 4.8 1.5 ACC 382.5 387.8
26 4.8 1.5 ACC 391.0 397.3
27 4.8 1.5 SPD 401.0 407.3
29 4.8 1.5 ACC 421.0 427.3
30 4.8 1.5 SPD 431.5 436.3
31 4.8 1.5 ACC 440.5 446.8
32 4.8 1.5 SPD 451.0 456.3
33 4.8 1.5 SPD 461.0 465.8
34 4.8 1.5 ACC 468.5 473.3
35 4.8 1.5 SPD 476.5 482.3
36 4.8 1.5 SPD 487.5 492.8
37 4.8 1.5 ACC 497.5 502.8
38 4.8 1.5 SPD 506.5 511.8
39 4.8 1.5 ACC 514.5 519.8
40 4.8 1.5 SPD 522.0 528.3
41 4.8 1.5 SPD 533.5 538.8
42 4.8 1.5 SPD 543.0 548.8
43 4.8 1.5 ACC 552.5 558.8
44 4.8 1.5 ACC 563.0 568.3
45 4.8 1.5 SPD 573.0 579.3
47 4.8 1.5 SPD 592.5 597.8
48 4.8 1.5 ACC 601.0 606.8
49 4.8 1.5 SPD 611.0 616.8
50 4.8 1.5 SPD 621.0 627.3
51 4.8 1.5 ACC 631.0 636.3
52 4.8 1.5 ACC 641.5 646.8
53 4.8 1.5 ACC 650.0 656.3
54 4.8 1.5 ACC 660.0 666.3
55 4.8 1.5 SPD 671.5 677.8
.. ... ... ... ... ...
412 4.8 1.5 NEU 3966.0 3971.3
413 4.8 1.5 NEU 3975.0 3981.3
414 4.8 1.5 RIGHT 3984.5 3990.8
415 4.8 1.5 NEU 3995.5 4000.8
417 4.8 1.5 RIGHT 4014.0 4018.8
418 4.8 1.5 NEU 4022.0 4027.8
419 4.8 1.5 LEFT 4031.0 4036.3
420 4.8 1.5 LEFT 4041.0 4046.3
421 4.8 1.5 NEU 4050.5 4056.8
422 4.8 1.5 NEU 4060.5 4065.8
423 4.8 1.5 LEFT 4069.0 4073.8
424 4.8 1.5 RIGHT 4077.0 4082.3
425 4.8 1.5 RIGHT 4087.0 4093.3
427 4.8 1.5 RIGHT 4106.0 4112.3
428 4.8 1.5 LEFT 4117.0 4121.8
429 4.8 1.5 LEFT 4124.5 4130.3
430 4.8 1.5 RIGHT 4135.0 4140.8
431 4.8 1.5 LEFT 4144.5 4150.3
432 4.8 1.5 NEU 4154.5 4159.3
433 4.8 1.5 NEU 4162.5 4167.3
434 4.8 1.5 LEFT 4171.5 4177.3
435 4.8 1.5 RIGHT 4180.5 4185.8
436 4.8 1.5 LEFT 4189.5 4194.3
437 4.8 1.5 RIGHT 4199.5 4204.8
438 4.8 1.5 NEU 4209.5 4215.8
439 4.8 1.5 RIGHT 4218.5 4223.3
440 4.8 1.5 LEFT 4227.5 4233.8
441 4.8 1.5 LEFT 4237.5 4243.8
442 4.8 1.5 RIGHT 4246.0 4252.3
443 4.8 1.5 NEU 4257.0 4263.3
trial_start_time null_trial
24 372.0 False
25 382.0 False
26 390.0 False
27 400.0 False
29 420.0 False
30 430.0 False
31 440.0 False
32 450.0 False
33 460.0 False
34 468.0 False
35 476.0 False
36 486.0 False
37 496.0 False
38 506.0 False
39 514.0 False
40 522.0 False
41 532.0 False
42 542.0 False
43 552.0 False
44 562.0 False
45 572.0 False
47 592.0 False
48 600.0 False
49 610.0 False
50 620.0 False
51 630.0 False
52 640.0 False
53 650.0 False
54 660.0 False
55 670.0 False
.. ... ...
412 3966.0 False
413 3974.0 False
414 3984.0 False
415 3994.0 False
417 4014.0 False
418 4022.0 False
419 4030.0 False
420 4040.0 False
421 4050.0 False
422 4060.0 False
423 4068.0 False
424 4076.0 False
425 4086.0 False
427 4106.0 False
428 4116.0 False
429 4124.0 False
430 4134.0 False
431 4144.0 False
432 4154.0 False
433 4162.0 False
434 4170.0 False
435 4180.0 False
436 4188.0 False
437 4198.0 False
438 4208.0 False
439 4218.0 False
440 4226.0 False
441 4236.0 False
442 4246.0 False
443 4256.0 False
[384 rows x 12 columns]
Convolving cue_hand_LEFT...
Convolving cue_hand_RIGHT...
Convolving cue_eye_LEFT...
Convolving cue_eye_RIGHT...
Convolving resp_hand_LEFT...
Convolving resp_hand_RIGHT...
Convolving resp_eye_LEFT...
Convolving resp_eye_RIGHT...
Convolving cue_SPD...
Convolving cue_ACC...
Convolving cue_LEFT...
Convolving cue_RIGHT...
Convolving cue_NEU...
Convolving stimulus_0_SPD...
Convolving stimulus_0_ACC...
Convolving stimulus_0_LEFT...
Convolving stimulus_0_RIGHT...
Convolving stimulus_0_NEU...
Convolving stimulus_1_SPD...
Convolving stimulus_1_ACC...
Convolving stimulus_1_LEFT...
Convolving stimulus_1_RIGHT...
Convolving stimulus_1_NEU...
['cue_hand_LEFT', 'cue_hand_RIGHT', 'cue_eye_LEFT', 'cue_eye_RIGHT', 'resp_hand_LEFT', 'resp_hand_RIGHT', 'resp_eye_LEFT', 'resp_eye_RIGHT', 'cue_SPD', 'cue_ACC', 'cue_LEFT', 'cue_RIGHT', 'cue_NEU', 'stimulus_0_SPD', 'stimulus_0_ACC', 'stimulus_0_LEFT', 'stimulus_0_RIGHT', 'stimulus_0_NEU', 'stimulus_1_SPD', 'stimulus_1_ACC', 'stimulus_1_LEFT', 'stimulus_1_RIGHT', 'stimulus_1_NEU']
Processing participant 5
trial_type correct_answer response_modality block_trial_ID block \
24 2.0 0.0 hand 0 1
25 2.0 0.0 hand 1 1
26 0.0 0.0 hand 2 1
27 3.0 1.0 hand 3 1
28 1.0 1.0 hand 4 1
29 1.0 1.0 hand 5 1
30 2.0 0.0 hand 6 1
31 1.0 1.0 hand 7 1
32 0.0 0.0 hand 8 1
33 1.0 1.0 hand 9 1
34 2.0 0.0 hand 10 1
35 0.0 0.0 hand 11 1
37 3.0 1.0 hand 13 1
38 0.0 0.0 hand 14 1
39 3.0 1.0 hand 15 1
40 0.0 0.0 hand 16 1
41 1.0 1.0 hand 17 1
42 0.0 0.0 hand 18 1
43 1.0 1.0 hand 19 1
44 3.0 1.0 hand 20 1
45 1.0 1.0 hand 21 1
47 2.0 0.0 hand 23 1
48 3.0 1.0 hand 24 1
49 1.0 1.0 hand 25 1
50 1.0 1.0 hand 26 1
51 3.0 1.0 hand 27 1
52 0.0 0.0 hand 28 1
54 2.0 0.0 hand 30 1
55 2.0 0.0 hand 31 1
56 0.0 0.0 hand 32 1
.. ... ... ... ... ...
413 3.0 1.0 eye 74 4
414 2.0 0.0 eye 75 4
415 0.0 0.0 eye 76 4
416 2.0 0.0 eye 77 4
417 3.0 1.0 eye 78 4
418 2.0 0.0 eye 79 4
419 3.0 1.0 eye 80 4
420 1.0 1.0 eye 81 4
421 3.0 1.0 eye 82 4
422 2.0 0.0 eye 83 4
423 2.0 0.0 eye 84 4
424 1.0 1.0 eye 85 4
425 2.0 0.0 eye 86 4
427 1.0 1.0 eye 88 4
428 0.0 0.0 eye 89 4
429 3.0 1.0 eye 90 4
430 0.0 0.0 eye 91 4
431 3.0 1.0 eye 92 4
432 2.0 0.0 eye 93 4
433 2.0 0.0 eye 94 4
434 2.0 0.0 eye 95 4
435 1.0 1.0 eye 96 4
436 2.0 0.0 eye 97 4
437 2.0 0.0 eye 98 4
438 1.0 1.0 eye 99 4
439 3.0 1.0 eye 100 4
440 3.0 1.0 eye 101 4
441 1.0 1.0 eye 102 4
442 2.0 0.0 eye 103 4
443 1.0 1.0 eye 104 4
phase_2 phase_4 cue cue_onset_time stimulus_onset_time \
24 4.8 1.5 ACC 371.5 376.8
25 4.8 1.5 ACC 380.0 385.3
26 4.8 1.5 SPD 388.5 393.8
27 4.8 1.5 ACC 396.5 402.8
28 4.8 1.5 SPD 406.5 412.3
29 4.8 1.5 SPD 417.5 422.3
30 4.8 1.5 ACC 426.0 431.3
31 4.8 1.5 SPD 434.5 440.8
32 4.8 1.5 SPD 445.0 450.8
33 4.8 1.5 SPD 455.5 460.3
34 4.8 1.5 ACC 465.0 470.3
35 4.8 1.5 SPD 474.5 480.8
37 4.8 1.5 ACC 493.5 499.8
38 4.8 1.5 SPD 502.0 508.3
39 4.8 1.5 ACC 513.0 518.3
40 4.8 1.5 SPD 523.5 528.3
41 4.8 1.5 SPD 533.5 538.8
42 4.8 1.5 SPD 542.0 547.3
43 4.8 1.5 SPD 551.0 555.8
44 4.8 1.5 ACC 558.5 564.8
45 4.8 1.5 SPD 569.5 574.3
47 4.8 1.5 ACC 586.5 592.8
48 4.8 1.5 ACC 596.5 601.8
49 4.8 1.5 SPD 604.0 609.3
50 4.8 1.5 SPD 612.5 617.3
51 4.8 1.5 ACC 620.5 625.3
52 4.8 1.5 SPD 628.5 633.8
54 4.8 1.5 ACC 644.5 649.8
55 4.8 1.5 ACC 652.5 657.8
56 4.8 1.5 SPD 661.0 666.8
.. ... ... ... ... ...
413 4.8 1.5 ACC 3971.0 3977.3
414 4.8 1.5 ACC 3981.5 3986.3
415 4.8 1.5 SPD 3990.5 3995.3
416 4.8 1.5 ACC 3999.5 4005.8
417 4.8 1.5 ACC 4009.0 4013.8
418 4.8 1.5 ACC 4016.0 4020.8
419 4.8 1.5 ACC 4024.5 4029.8
420 4.8 1.5 SPD 4032.5 4037.3
421 4.8 1.5 ACC 4041.0 4047.3
422 4.8 1.5 ACC 4050.0 4056.3
423 4.8 1.5 ACC 4060.0 4065.8
424 4.8 1.5 SPD 4069.5 4075.3
425 4.8 1.5 ACC 4079.5 4085.8
427 4.8 1.5 SPD 4098.5 4104.8
428 4.8 1.5 SPD 4108.5 4114.3
429 4.8 1.5 ACC 4119.5 4124.3
430 4.8 1.5 SPD 4129.0 4134.3
431 4.8 1.5 ACC 4138.0 4143.3
432 4.8 1.5 ACC 4146.5 4152.8
433 4.8 1.5 ACC 4157.0 4162.8
434 4.8 1.5 ACC 4166.0 4170.8
435 4.8 1.5 SPD 4175.0 4180.3
436 4.8 1.5 ACC 4185.0 4191.3
437 4.8 1.5 ACC 4195.5 4201.8
438 4.8 1.5 SPD 4204.5 4210.3
439 4.8 1.5 ACC 4215.0 4221.3
440 4.8 1.5 ACC 4224.0 4228.8
441 4.8 1.5 SPD 4233.0 4238.8
442 4.8 1.5 ACC 4242.5 4247.8
443 4.8 1.5 SPD 4251.5 4257.8
trial_start_time null_trial
24 370.0 False
25 380.0 False
26 388.0 False
27 396.0 False
28 406.0 False
29 416.0 False
30 426.0 False
31 434.0 False
32 444.0 False
33 454.0 False
34 464.0 False
35 474.0 False
37 492.0 False
38 502.0 False
39 512.0 False
40 522.0 False
41 532.0 False
42 542.0 False
43 550.0 False
44 558.0 False
45 568.0 False
47 586.0 False
48 596.0 False
49 604.0 False
50 612.0 False
51 620.0 False
52 628.0 False
54 644.0 False
55 652.0 False
56 660.0 False
.. ... ...
413 3970.0 False
414 3980.0 False
415 3990.0 False
416 3998.0 False
417 4008.0 False
418 4016.0 False
419 4024.0 False
420 4032.0 False
421 4040.0 False
422 4050.0 False
423 4060.0 False
424 4068.0 False
425 4078.0 False
427 4098.0 False
428 4108.0 False
429 4118.0 False
430 4128.0 False
431 4138.0 False
432 4146.0 False
433 4156.0 False
434 4166.0 False
435 4174.0 False
436 4184.0 False
437 4194.0 False
438 4204.0 False
439 4214.0 False
440 4224.0 False
441 4232.0 False
442 4242.0 False
443 4250.0 False
[384 rows x 12 columns]
Convolving cue_hand_LEFT...
Convolving cue_hand_RIGHT...
Convolving cue_eye_LEFT...
Convolving cue_eye_RIGHT...
Convolving resp_hand_LEFT...
Convolving resp_hand_RIGHT...
Convolving resp_eye_LEFT...
Convolving resp_eye_RIGHT...
Convolving cue_ACC...
Convolving cue_SPD...
Convolving cue_NEU...
Convolving cue_RIGHT...
Convolving cue_LEFT...
Convolving stimulus_0_ACC...
Convolving stimulus_0_SPD...
Convolving stimulus_0_NEU...
Convolving stimulus_0_RIGHT...
Convolving stimulus_0_LEFT...
Convolving stimulus_1_ACC...
Convolving stimulus_1_SPD...
Convolving stimulus_1_NEU...
Convolving stimulus_1_RIGHT...
Convolving stimulus_1_LEFT...
['cue_hand_LEFT', 'cue_hand_RIGHT', 'cue_eye_LEFT', 'cue_eye_RIGHT', 'resp_hand_LEFT', 'resp_hand_RIGHT', 'resp_eye_LEFT', 'resp_eye_RIGHT', 'cue_ACC', 'cue_SPD', 'cue_NEU', 'cue_RIGHT', 'cue_LEFT', 'stimulus_0_ACC', 'stimulus_0_SPD', 'stimulus_0_NEU', 'stimulus_0_RIGHT', 'stimulus_0_LEFT', 'stimulus_1_ACC', 'stimulus_1_SPD', 'stimulus_1_NEU', 'stimulus_1_RIGHT', 'stimulus_1_LEFT']
Processing participant 6
trial_type correct_answer response_modality block_trial_ID block \
24 1.0 1.0 eye 0 1
25 2.0 0.0 eye 1 1
26 0.0 0.0 eye 2 1
27 0.0 0.0 eye 3 1
29 3.0 1.0 eye 5 1
30 0.0 0.0 eye 6 1
31 2.0 0.0 eye 7 1
32 3.0 1.0 eye 8 1
33 2.0 0.0 eye 9 1
34 2.0 0.0 eye 10 1
35 0.0 0.0 eye 11 1
36 2.0 0.0 eye 12 1
37 3.0 1.0 eye 13 1
38 3.0 1.0 eye 14 1
40 2.0 0.0 eye 16 1
41 1.0 1.0 eye 17 1
42 2.0 0.0 eye 18 1
43 2.0 0.0 eye 19 1
44 3.0 1.0 eye 20 1
45 0.0 0.0 eye 21 1
46 2.0 0.0 eye 22 1
47 0.0 0.0 eye 23 1
48 0.0 0.0 eye 24 1
49 3.0 1.0 eye 25 1
50 0.0 0.0 eye 26 1
51 1.0 1.0 eye 27 1
53 1.0 1.0 eye 29 1
54 3.0 1.0 eye 30 1
55 3.0 1.0 eye 31 1
56 2.0 0.0 eye 32 1
.. ... ... ... ... ...
412 0.0 0.0 eye 73 4
413 5.0 1.0 eye 74 4
414 0.0 0.0 eye 75 4
415 0.0 0.0 eye 76 4
416 5.0 1.0 eye 77 4
417 1.0 1.0 eye 78 4
419 3.0 1.0 eye 80 4
420 5.0 1.0 eye 81 4
421 4.0 0.0 eye 82 4
422 3.0 1.0 eye 83 4
423 4.0 0.0 eye 84 4
424 0.0 0.0 eye 85 4
426 1.0 1.0 eye 87 4
427 1.0 1.0 eye 88 4
428 0.0 0.0 eye 89 4
429 5.0 1.0 eye 90 4
430 2.0 0.0 eye 91 4
431 3.0 1.0 eye 92 4
432 1.0 1.0 eye 93 4
433 0.0 0.0 eye 94 4
434 2.0 0.0 eye 95 4
435 5.0 1.0 eye 96 4
436 5.0 1.0 eye 97 4
437 2.0 0.0 eye 98 4
438 4.0 0.0 eye 99 4
439 1.0 1.0 eye 100 4
440 0.0 0.0 eye 101 4
441 5.0 1.0 eye 102 4
442 5.0 1.0 eye 103 4
443 1.0 1.0 eye 104 4
phase_2 phase_4 cue cue_onset_time stimulus_onset_time \
24 4.8 1.5 SPD 372.0 377.3
25 4.8 1.5 ACC 380.0 385.3
26 4.8 1.5 SPD 389.5 395.8
27 4.8 1.5 SPD 398.0 404.3
29 4.8 1.5 ACC 417.0 421.8
30 4.8 1.5 SPD 424.0 429.3
31 4.8 1.5 ACC 432.5 437.8
32 4.8 1.5 ACC 441.0 446.3
33 4.8 1.5 ACC 450.5 456.3
34 4.8 1.5 ACC 461.0 466.3
35 4.8 1.5 SPD 471.0 476.3
36 4.8 1.5 ACC 481.0 486.3
37 4.8 1.5 ACC 490.5 495.3
38 4.8 1.5 ACC 499.0 504.8
40 4.8 1.5 ACC 517.0 522.8
41 4.8 1.5 SPD 526.0 531.3
42 4.8 1.5 ACC 534.5 539.3
43 4.8 1.5 ACC 542.5 547.3
44 4.8 1.5 ACC 551.5 556.8
45 4.8 1.5 SPD 560.0 564.8
46 4.8 1.5 ACC 568.5 574.3
47 4.8 1.5 SPD 578.0 583.8
48 4.8 1.5 SPD 587.5 592.8
49 4.8 1.5 ACC 597.0 602.3
50 4.8 1.5 SPD 607.5 612.8
51 4.8 1.5 SPD 617.0 621.8
53 4.8 1.5 SPD 632.0 637.8
54 4.8 1.5 ACC 641.0 647.3
55 4.8 1.5 ACC 650.5 655.8
56 4.8 1.5 ACC 659.0 665.3
.. ... ... ... ... ...
412 4.8 1.5 NEU 3927.0 3932.3
413 4.8 1.5 RIGHT 3936.0 3940.8
414 4.8 1.5 NEU 3944.5 3949.3
415 4.8 1.5 NEU 3952.0 3958.3
416 4.8 1.5 RIGHT 3963.0 3969.3
417 4.8 1.5 NEU 3972.0 3976.8
419 4.8 1.5 LEFT 3989.5 3994.8
420 4.8 1.5 RIGHT 3998.5 4004.8
421 4.8 1.5 RIGHT 4009.0 4014.3
422 4.8 1.5 LEFT 4019.5 4024.8
423 4.8 1.5 RIGHT 4028.0 4033.3
424 4.8 1.5 NEU 4036.5 4042.8
426 4.8 1.5 NEU 4057.0 4062.8
427 4.8 1.5 NEU 4066.0 4072.3
428 4.8 1.5 NEU 4077.0 4081.8
429 4.8 1.5 RIGHT 4085.0 4091.3
430 4.8 1.5 LEFT 4095.0 4099.8
431 4.8 1.5 LEFT 4103.0 4108.3
432 4.8 1.5 NEU 4113.0 4118.8
433 4.8 1.5 NEU 4123.5 4129.8
434 4.8 1.5 LEFT 4133.5 4139.8
435 4.8 1.5 RIGHT 4143.5 4148.8
436 4.8 1.5 RIGHT 4153.5 4158.3
437 4.8 1.5 LEFT 4163.0 4169.3
438 4.8 1.5 RIGHT 4173.5 4179.3
439 4.8 1.5 NEU 4183.0 4189.3
440 4.8 1.5 NEU 4192.0 4196.8
441 4.8 1.5 RIGHT 4201.5 4206.3
442 4.8 1.5 RIGHT 4210.5 4216.8
443 4.8 1.5 NEU 4220.0 4224.8
trial_start_time null_trial
24 372.0 False
25 380.0 False
26 388.0 False
27 398.0 False
29 416.0 False
30 424.0 False
31 432.0 False
32 440.0 False
33 450.0 False
34 460.0 False
35 470.0 False
36 480.0 False
37 490.0 False
38 498.0 False
40 516.0 False
41 526.0 False
42 534.0 False
43 542.0 False
44 550.0 False
45 560.0 False
46 568.0 False
47 578.0 False
48 586.0 False
49 596.0 False
50 606.0 False
51 616.0 False
53 632.0 False
54 640.0 False
55 650.0 False
56 658.0 False
.. ... ...
412 3926.0 False
413 3936.0 False
414 3944.0 False
415 3952.0 False
416 3962.0 False
417 3972.0 False
419 3988.0 False
420 3998.0 False
421 4008.0 False
422 4018.0 False
423 4028.0 False
424 4036.0 False
426 4056.0 False
427 4066.0 False
428 4076.0 False
429 4084.0 False
430 4094.0 False
431 4102.0 False
432 4112.0 False
433 4122.0 False
434 4132.0 False
435 4142.0 False
436 4152.0 False
437 4162.0 False
438 4172.0 False
439 4182.0 False
440 4192.0 False
441 4200.0 False
442 4210.0 False
443 4220.0 False
[384 rows x 12 columns]
Convolving cue_hand_LEFT...
Convolving cue_hand_RIGHT...
Convolving cue_eye_LEFT...
Convolving cue_eye_RIGHT...
Convolving resp_hand_LEFT...
Convolving resp_hand_RIGHT...
Convolving resp_eye_LEFT...
Convolving resp_eye_RIGHT...
Convolving cue_SPD...
Convolving cue_ACC...
Convolving cue_RIGHT...
Convolving cue_LEFT...
Convolving cue_NEU...
Convolving stimulus_1_SPD...
Convolving stimulus_1_ACC...
Convolving stimulus_1_RIGHT...
Convolving stimulus_1_LEFT...
Convolving stimulus_1_NEU...
Convolving stimulus_0_SPD...
Convolving stimulus_0_ACC...
Convolving stimulus_0_RIGHT...
Convolving stimulus_0_LEFT...
Convolving stimulus_0_NEU...
['cue_hand_LEFT', 'cue_hand_RIGHT', 'cue_eye_LEFT', 'cue_eye_RIGHT', 'resp_hand_LEFT', 'resp_hand_RIGHT', 'resp_eye_LEFT', 'resp_eye_RIGHT', 'cue_SPD', 'cue_ACC', 'cue_RIGHT', 'cue_LEFT', 'cue_NEU', 'stimulus_1_SPD', 'stimulus_1_ACC', 'stimulus_1_RIGHT', 'stimulus_1_LEFT', 'stimulus_1_NEU', 'stimulus_0_SPD', 'stimulus_0_ACC', 'stimulus_0_RIGHT', 'stimulus_0_LEFT', 'stimulus_0_NEU']
Processing participant 7
trial_type correct_answer response_modality block_trial_ID block \
24 2.0 0.0 eye 0 1
25 0.0 0.0 eye 1 1
26 2.0 0.0 eye 2 1
27 2.0 0.0 eye 3 1
29 3.0 1.0 eye 5 1
30 1.0 1.0 eye 6 1
31 1.0 1.0 eye 7 1
32 0.0 0.0 eye 8 1
33 2.0 0.0 eye 9 1
34 0.0 0.0 eye 10 1
35 0.0 0.0 eye 11 1
36 3.0 1.0 eye 12 1
38 0.0 0.0 eye 14 1
39 2.0 0.0 eye 15 1
40 3.0 1.0 eye 16 1
41 0.0 0.0 eye 17 1
42 3.0 1.0 eye 18 1
43 1.0 1.0 eye 19 1
44 1.0 1.0 eye 20 1
45 0.0 0.0 eye 21 1
46 0.0 0.0 eye 22 1
47 2.0 0.0 eye 23 1
49 3.0 1.0 eye 25 1
50 0.0 0.0 eye 26 1
51 1.0 1.0 eye 27 1
52 0.0 0.0 eye 28 1
53 3.0 1.0 eye 29 1
54 1.0 1.0 eye 30 1
55 3.0 1.0 eye 31 1
56 2.0 0.0 eye 32 1
.. ... ... ... ... ...
412 3.0 1.0 hand 73 4
413 5.0 1.0 hand 74 4
414 4.0 0.0 hand 75 4
416 1.0 1.0 hand 77 4
417 2.0 0.0 hand 78 4
418 5.0 1.0 hand 79 4
419 1.0 1.0 hand 80 4
420 2.0 0.0 hand 81 4
421 5.0 1.0 hand 82 4
422 3.0 1.0 hand 83 4
423 4.0 0.0 hand 84 4
424 0.0 0.0 hand 85 4
426 5.0 1.0 hand 87 4
427 2.0 0.0 hand 88 4
428 3.0 1.0 hand 89 4
429 2.0 0.0 hand 90 4
430 1.0 1.0 hand 91 4
431 4.0 0.0 hand 92 4
432 2.0 0.0 hand 93 4
433 0.0 0.0 hand 94 4
434 2.0 0.0 hand 95 4
435 5.0 1.0 hand 96 4
436 0.0 0.0 hand 97 4
437 5.0 1.0 hand 98 4
438 3.0 1.0 hand 99 4
439 4.0 0.0 hand 100 4
440 2.0 0.0 hand 101 4
441 0.0 0.0 hand 102 4
442 1.0 1.0 hand 103 4
443 2.0 0.0 hand 104 4
phase_2 phase_4 cue cue_onset_time stimulus_onset_time \
24 4.8 1.5 ACC 374.5 379.3
25 4.8 1.5 SPD 382.5 388.8
26 4.8 1.5 ACC 393.0 397.8
27 4.8 1.5 ACC 400.5 406.3
29 4.8 1.5 ACC 420.0 425.3
30 4.8 1.5 SPD 429.0 434.3
31 4.8 1.5 SPD 439.0 444.3
32 4.8 1.5 SPD 449.0 454.8
33 4.8 1.5 ACC 459.0 464.3
34 4.8 1.5 SPD 469.0 474.3
35 4.8 1.5 SPD 479.5 484.8
36 4.8 1.5 ACC 488.5 493.8
38 4.8 1.5 SPD 506.5 511.3
39 4.8 1.5 ACC 515.0 520.3
40 4.8 1.5 ACC 524.5 529.8
41 4.8 1.5 SPD 532.0 537.3
42 4.8 1.5 ACC 541.5 546.3
43 4.8 1.5 SPD 551.0 555.8
44 4.8 1.5 SPD 559.5 564.3
45 4.8 1.5 SPD 569.5 574.3
46 4.8 1.5 SPD 579.0 584.3
47 4.8 1.5 ACC 588.0 593.3
49 4.8 1.5 ACC 607.5 613.8
50 4.8 1.5 SPD 617.0 622.8
51 4.8 1.5 SPD 627.0 632.8
52 4.8 1.5 SPD 636.0 642.3
53 4.8 1.5 ACC 647.5 653.3
54 4.8 1.5 SPD 656.0 662.3
55 4.8 1.5 ACC 666.0 671.8
56 4.8 1.5 ACC 675.0 680.3
.. ... ... ... ... ...
412 4.8 1.5 LEFT 3988.5 3993.8
413 4.8 1.5 RIGHT 3997.5 4003.8
414 4.8 1.5 RIGHT 4006.5 4011.8
416 4.8 1.5 NEU 4025.5 4031.3
417 4.8 1.5 LEFT 4035.5 4040.3
418 4.8 1.5 RIGHT 4044.5 4049.3
419 4.8 1.5 NEU 4052.0 4057.8
420 4.8 1.5 LEFT 4060.5 4066.3
421 4.8 1.5 RIGHT 4071.0 4076.8
422 4.8 1.5 LEFT 4081.0 4086.3
423 4.8 1.5 RIGHT 4090.0 4095.3
424 4.8 1.5 NEU 4099.5 4105.8
426 4.8 1.5 RIGHT 4117.5 4122.3
427 4.8 1.5 LEFT 4127.5 4133.8
428 4.8 1.5 LEFT 4137.0 4141.8
429 4.8 1.5 LEFT 4145.0 4150.8
430 4.8 1.5 NEU 4154.5 4159.8
431 4.8 1.5 RIGHT 4162.5 4167.3
432 4.8 1.5 LEFT 4170.0 4174.8
433 4.8 1.5 NEU 4179.5 4184.8
434 4.8 1.5 LEFT 4188.0 4193.8
435 4.8 1.5 RIGHT 4196.5 4201.8
436 4.8 1.5 NEU 4205.5 4211.3
437 4.8 1.5 RIGHT 4214.0 4220.3
438 4.8 1.5 LEFT 4224.5 4230.8
439 4.8 1.5 RIGHT 4234.5 4240.3
440 4.8 1.5 LEFT 4245.5 4250.8
441 4.8 1.5 NEU 4255.0 4260.3
442 4.8 1.5 NEU 4265.5 4271.8
443 4.8 1.5 LEFT 4274.0 4279.3
trial_start_time null_trial
24 374.0 False
25 382.0 False
26 392.0 False
27 400.0 False
29 420.0 False
30 428.0 False
31 438.0 False
32 448.0 False
33 458.0 False
34 468.0 False
35 478.0 False
36 488.0 False
38 506.0 False
39 514.0 False
40 524.0 False
41 532.0 False
42 540.0 False
43 550.0 False
44 558.0 False
45 568.0 False
46 578.0 False
47 588.0 False
49 606.0 False
50 616.0 False
51 626.0 False
52 636.0 False
53 646.0 False
54 656.0 False
55 666.0 False
56 674.0 False
.. ... ...
412 3988.0 False
413 3996.0 False
414 4006.0 False
416 4024.0 False
417 4034.0 False
418 4044.0 False
419 4052.0 False
420 4060.0 False
421 4070.0 False
422 4080.0 False
423 4090.0 False
424 4098.0 False
426 4116.0 False
427 4126.0 False
428 4136.0 False
429 4144.0 False
430 4154.0 False
431 4162.0 False
432 4170.0 False
433 4178.0 False
434 4188.0 False
435 4196.0 False
436 4204.0 False
437 4214.0 False
438 4224.0 False
439 4234.0 False
440 4244.0 False
441 4254.0 False
442 4264.0 False
443 4274.0 False
[384 rows x 12 columns]
Convolving cue_hand_LEFT...
Convolving cue_hand_RIGHT...
Convolving cue_eye_LEFT...
Convolving cue_eye_RIGHT...
Convolving resp_hand_LEFT...
Convolving resp_hand_RIGHT...
Convolving resp_eye_LEFT...
Convolving resp_eye_RIGHT...
Convolving cue_ACC...
Convolving cue_SPD...
Convolving cue_RIGHT...
Convolving cue_NEU...
Convolving cue_LEFT...
Convolving stimulus_0_ACC...
Convolving stimulus_0_SPD...
Convolving stimulus_0_RIGHT...
Convolving stimulus_0_NEU...
Convolving stimulus_0_LEFT...
Convolving stimulus_1_ACC...
Convolving stimulus_1_SPD...
Convolving stimulus_1_RIGHT...
Convolving stimulus_1_NEU...
Convolving stimulus_1_LEFT...
['cue_hand_LEFT', 'cue_hand_RIGHT', 'cue_eye_LEFT', 'cue_eye_RIGHT', 'resp_hand_LEFT', 'resp_hand_RIGHT', 'resp_eye_LEFT', 'resp_eye_RIGHT', 'cue_ACC', 'cue_SPD', 'cue_RIGHT', 'cue_NEU', 'cue_LEFT', 'stimulus_0_ACC', 'stimulus_0_SPD', 'stimulus_0_RIGHT', 'stimulus_0_NEU', 'stimulus_0_LEFT', 'stimulus_1_ACC', 'stimulus_1_SPD', 'stimulus_1_RIGHT', 'stimulus_1_NEU', 'stimulus_1_LEFT']
Processing participant 8
trial_type correct_answer response_modality block_trial_ID block \
24 2.0 0.0 eye 0 1
25 1.0 1.0 eye 1 1
26 2.0 0.0 eye 2 1
27 2.0 0.0 eye 3 1
28 2.0 0.0 eye 4 1
29 0.0 0.0 eye 5 1
30 3.0 1.0 eye 6 1
32 1.0 1.0 eye 8 1
33 0.0 0.0 eye 9 1
34 2.0 0.0 eye 10 1
35 1.0 1.0 eye 11 1
36 2.0 0.0 eye 12 1
37 0.0 0.0 eye 13 1
39 1.0 1.0 eye 15 1
40 3.0 1.0 eye 16 1
41 1.0 1.0 eye 17 1
42 1.0 1.0 eye 18 1
43 0.0 0.0 eye 19 1
44 0.0 0.0 eye 20 1
46 3.0 1.0 eye 22 1
47 3.0 1.0 eye 23 1
48 2.0 0.0 eye 24 1
49 0.0 0.0 eye 25 1
50 1.0 1.0 eye 26 1
51 2.0 0.0 eye 27 1
52 0.0 0.0 eye 28 1
53 3.0 1.0 eye 29 1
54 3.0 1.0 eye 30 1
55 0.0 0.0 eye 31 1
56 1.0 1.0 eye 32 1
.. ... ... ... ... ...
412 3.0 1.0 eye 73 4
413 2.0 0.0 eye 74 4
415 2.0 0.0 eye 76 4
416 1.0 1.0 eye 77 4
417 5.0 1.0 eye 78 4
418 1.0 1.0 eye 79 4
419 3.0 1.0 eye 80 4
420 4.0 0.0 eye 81 4
421 1.0 1.0 eye 82 4
422 2.0 0.0 eye 83 4
423 3.0 1.0 eye 84 4
424 4.0 0.0 eye 85 4
426 2.0 0.0 eye 87 4
427 5.0 1.0 eye 88 4
428 0.0 0.0 eye 89 4
429 5.0 1.0 eye 90 4
430 4.0 0.0 eye 91 4
431 4.0 0.0 eye 92 4
432 5.0 1.0 eye 93 4
433 0.0 0.0 eye 94 4
434 5.0 1.0 eye 95 4
435 0.0 0.0 eye 96 4
436 3.0 1.0 eye 97 4
437 5.0 1.0 eye 98 4
438 5.0 1.0 eye 99 4
439 0.0 0.0 eye 100 4
440 2.0 0.0 eye 101 4
441 1.0 1.0 eye 102 4
442 1.0 1.0 eye 103 4
443 5.0 1.0 eye 104 4
phase_2 phase_4 cue cue_onset_time stimulus_onset_time \
24 4.8 1.5 ACC 372.0 377.3
25 4.8 1.5 SPD 380.5 386.8
26 4.8 1.5 ACC 390.5 395.3
27 4.8 1.5 ACC 398.5 404.3
28 4.8 1.5 ACC 408.5 414.8
29 4.8 1.5 SPD 418.0 422.8
30 4.8 1.5 ACC 426.0 431.8
32 4.8 1.5 SPD 445.0 449.8
33 4.8 1.5 SPD 453.0 458.3
34 4.8 1.5 ACC 463.5 469.3
35 4.8 1.5 SPD 472.5 477.8
36 4.8 1.5 ACC 480.5 485.8
37 4.8 1.5 SPD 489.5 494.8
39 4.8 1.5 SPD 509.0 514.3
40 4.8 1.5 ACC 518.5 524.3
41 4.8 1.5 SPD 529.5 535.3
42 4.8 1.5 SPD 538.5 544.8
43 4.8 1.5 SPD 548.0 554.3
44 4.8 1.5 SPD 559.0 563.8
46 4.8 1.5 ACC 575.5 581.3
47 4.8 1.5 ACC 585.0 589.8
48 4.8 1.5 ACC 592.0 596.8
49 4.8 1.5 SPD 600.5 606.8
50 4.8 1.5 SPD 611.0 616.3
51 4.8 1.5 ACC 621.5 626.8
52 4.8 1.5 SPD 631.5 637.3
53 4.8 1.5 ACC 640.5 645.8
54 4.8 1.5 ACC 648.0 652.8
55 4.8 1.5 SPD 657.5 662.8
56 4.8 1.5 SPD 666.0 671.3
.. ... ... ... ... ...
412 4.8 1.5 LEFT 3955.0 3960.8
413 4.8 1.5 LEFT 3964.5 3970.3
415 4.8 1.5 LEFT 3982.0 3986.8
416 4.8 1.5 NEU 3991.5 3996.3
417 4.8 1.5 RIGHT 4000.0 4004.8
418 4.8 1.5 NEU 4008.5 4013.8
419 4.8 1.5 LEFT 4016.5 4022.3
420 4.8 1.5 RIGHT 4026.0 4031.3
421 4.8 1.5 NEU 4035.5 4041.8
422 4.8 1.5 LEFT 4045.0 4051.3
423 4.8 1.5 LEFT 4054.5 4060.8
424 4.8 1.5 RIGHT 4064.0 4068.8
426 4.8 1.5 LEFT 4083.5 4088.8
427 4.8 1.5 RIGHT 4092.5 4098.3
428 4.8 1.5 NEU 4102.5 4107.3
429 4.8 1.5 RIGHT 4111.5 4116.8
430 4.8 1.5 RIGHT 4121.0 4126.8
431 4.8 1.5 RIGHT 4130.5 4135.3
432 4.8 1.5 RIGHT 4139.5 4144.8
433 4.8 1.5 NEU 4149.0 4153.8
434 4.8 1.5 RIGHT 4157.0 4162.8
435 4.8 1.5 NEU 4167.5 4172.3
436 4.8 1.5 LEFT 4176.0 4180.8
437 4.8 1.5 RIGHT 4184.5 4189.3
438 4.8 1.5 RIGHT 4193.0 4198.3
439 4.8 1.5 NEU 4202.0 4208.3
440 4.8 1.5 LEFT 4212.0 4218.3
441 4.8 1.5 NEU 4223.5 4229.3
442 4.8 1.5 NEU 4233.5 4238.8
443 4.8 1.5 RIGHT 4242.0 4248.3
trial_start_time null_trial
24 372.0 False
25 380.0 False
26 390.0 False
27 398.0 False
28 408.0 False
29 418.0 False
30 426.0 False
32 444.0 False
33 452.0 False
34 462.0 False
35 472.0 False
36 480.0 False
37 488.0 False
39 508.0 False
40 518.0 False
41 528.0 False
42 538.0 False
43 548.0 False
44 558.0 False
46 574.0 False
47 584.0 False
48 592.0 False
49 600.0 False
50 610.0 False
51 620.0 False
52 630.0 False
53 640.0 False
54 648.0 False
55 656.0 False
56 666.0 False
.. ... ...
412 3954.0 False
413 3964.0 False
415 3982.0 False
416 3990.0 False
417 4000.0 False
418 4008.0 False
419 4016.0 False
420 4026.0 False
421 4034.0 False
422 4044.0 False
423 4054.0 False
424 4064.0 False
426 4082.0 False
427 4092.0 False
428 4102.0 False
429 4110.0 False
430 4120.0 False
431 4130.0 False
432 4138.0 False
433 4148.0 False
434 4156.0 False
435 4166.0 False
436 4176.0 False
437 4184.0 False
438 4192.0 False
439 4202.0 False
440 4212.0 False
441 4222.0 False
442 4232.0 False
443 4242.0 False
[384 rows x 12 columns]
Convolving cue_hand_LEFT...
Convolving cue_hand_RIGHT...
Convolving cue_eye_LEFT...
Convolving cue_eye_RIGHT...
Convolving resp_hand_LEFT...
Convolving resp_hand_RIGHT...
Convolving resp_eye_LEFT...
Convolving resp_eye_RIGHT...
Convolving cue_ACC...
Convolving cue_SPD...
Convolving cue_LEFT...
Convolving cue_RIGHT...
Convolving cue_NEU...
Convolving stimulus_0_ACC...
Convolving stimulus_0_SPD...
Convolving stimulus_0_LEFT...
Convolving stimulus_0_RIGHT...
Convolving stimulus_0_NEU...
Convolving stimulus_1_ACC...
Convolving stimulus_1_SPD...
Convolving stimulus_1_LEFT...
Convolving stimulus_1_RIGHT...
Convolving stimulus_1_NEU...
['cue_hand_LEFT', 'cue_hand_RIGHT', 'cue_eye_LEFT', 'cue_eye_RIGHT', 'resp_hand_LEFT', 'resp_hand_RIGHT', 'resp_eye_LEFT', 'resp_eye_RIGHT', 'cue_ACC', 'cue_SPD', 'cue_LEFT', 'cue_RIGHT', 'cue_NEU', 'stimulus_0_ACC', 'stimulus_0_SPD', 'stimulus_0_LEFT', 'stimulus_0_RIGHT', 'stimulus_0_NEU', 'stimulus_1_ACC', 'stimulus_1_SPD', 'stimulus_1_LEFT', 'stimulus_1_RIGHT', 'stimulus_1_NEU']
Processing participant 9
trial_type correct_answer response_modality block_trial_ID block \
24 0.0 0.0 eye 0 1
25 3.0 1.0 eye 1 1
26 0.0 0.0 eye 2 1
27 1.0 1.0 eye 3 1
28 2.0 0.0 eye 4 1
30 2.0 0.0 eye 6 1
31 1.0 1.0 eye 7 1
32 3.0 1.0 eye 8 1
33 1.0 1.0 eye 9 1
34 0.0 0.0 eye 10 1
35 0.0 0.0 eye 11 1
37 0.0 0.0 eye 13 1
38 2.0 0.0 eye 14 1
39 1.0 1.0 eye 15 1
40 1.0 1.0 eye 16 1
41 2.0 0.0 eye 17 1
42 2.0 0.0 eye 18 1
43 1.0 1.0 eye 19 1
44 0.0 0.0 eye 20 1
45 0.0 0.0 eye 21 1
46 3.0 1.0 eye 22 1
48 2.0 0.0 eye 24 1
49 2.0 0.0 eye 25 1
50 3.0 1.0 eye 26 1
51 1.0 1.0 eye 27 1
52 2.0 0.0 eye 28 1
53 3.0 1.0 eye 29 1
54 0.0 0.0 eye 30 1
55 1.0 1.0 eye 31 1
56 3.0 1.0 eye 32 1
.. ... ... ... ... ...
412 2.0 0.0 hand 73 4
413 1.0 1.0 hand 74 4
414 1.0 1.0 hand 75 4
415 0.0 0.0 hand 76 4
416 2.0 0.0 hand 77 4
417 2.0 0.0 hand 78 4
418 3.0 1.0 hand 79 4
419 1.0 1.0 hand 80 4
421 1.0 1.0 hand 82 4
422 1.0 1.0 hand 83 4
423 0.0 0.0 hand 84 4
424 3.0 1.0 hand 85 4
425 0.0 0.0 hand 86 4
426 3.0 1.0 hand 87 4
427 2.0 0.0 hand 88 4
429 1.0 1.0 hand 90 4
430 3.0 1.0 hand 91 4
431 1.0 1.0 hand 92 4
432 1.0 1.0 hand 93 4
433 2.0 0.0 hand 94 4
434 2.0 0.0 hand 95 4
435 1.0 1.0 hand 96 4
436 0.0 0.0 hand 97 4
437 3.0 1.0 hand 98 4
438 2.0 0.0 hand 99 4
439 1.0 1.0 hand 100 4
440 3.0 1.0 hand 101 4
441 1.0 1.0 hand 102 4
442 0.0 0.0 hand 103 4
443 3.0 1.0 hand 104 4
phase_2 phase_4 cue cue_onset_time stimulus_onset_time \
24 4.8 1.5 SPD 362.0 368.3
25 4.8 1.5 ACC 372.5 378.3
26 4.8 1.5 SPD 383.0 389.3
27 4.8 1.5 SPD 393.5 398.3
28 4.8 1.5 ACC 402.0 407.3
30 4.8 1.5 ACC 418.5 424.3
31 4.8 1.5 SPD 429.0 434.8
32 4.8 1.5 ACC 438.0 442.8
33 4.8 1.5 SPD 446.5 451.3
34 4.8 1.5 SPD 455.0 459.8
35 4.8 1.5 SPD 463.5 468.3
37 4.8 1.5 SPD 481.5 486.3
38 4.8 1.5 ACC 490.0 495.3
39 4.8 1.5 SPD 499.5 505.3
40 4.8 1.5 SPD 509.5 515.3
41 4.8 1.5 ACC 518.0 523.3
42 4.8 1.5 ACC 527.0 533.3
43 4.8 1.5 SPD 537.0 542.3
44 4.8 1.5 SPD 547.5 553.3
45 4.8 1.5 SPD 557.5 562.3
46 4.8 1.5 ACC 566.5 572.3
48 4.8 1.5 ACC 586.5 592.8
49 4.8 1.5 ACC 596.5 602.3
50 4.8 1.5 ACC 607.5 612.8
51 4.8 1.5 SPD 616.0 622.3
52 4.8 1.5 ACC 626.0 631.8
53 4.8 1.5 ACC 634.5 640.8
54 4.8 1.5 SPD 645.0 649.8
55 4.8 1.5 SPD 652.0 658.3
56 4.8 1.5 ACC 662.0 668.3
.. ... ... ... ... ...
412 4.8 1.5 ACC 3958.0 3962.8
413 4.8 1.5 SPD 3967.0 3971.8
414 4.8 1.5 SPD 3974.0 3978.8
415 4.8 1.5 SPD 3982.0 3987.3
416 4.8 1.5 ACC 3991.5 3997.8
417 4.8 1.5 ACC 4001.5 4007.3
418 4.8 1.5 ACC 4010.0 4015.3
419 4.8 1.5 SPD 4019.0 4024.3
421 4.8 1.5 SPD 4038.5 4044.3
422 4.8 1.5 SPD 4048.0 4052.8
423 4.8 1.5 SPD 4056.5 4061.3
424 4.8 1.5 ACC 4065.0 4070.3
425 4.8 1.5 SPD 4075.0 4080.8
426 4.8 1.5 ACC 4085.0 4089.8
427 4.8 1.5 ACC 4092.5 4097.3
429 4.8 1.5 SPD 4110.5 4116.3
430 4.8 1.5 ACC 4120.0 4125.8
431 4.8 1.5 SPD 4128.5 4134.8
432 4.8 1.5 SPD 4139.5 4144.3
433 4.8 1.5 ACC 4149.5 4154.3
434 4.8 1.5 ACC 4159.0 4164.3
435 4.8 1.5 SPD 4168.0 4174.3
436 4.8 1.5 SPD 4178.5 4184.3
437 4.8 1.5 ACC 4189.5 4195.8
438 4.8 1.5 ACC 4198.0 4203.8
439 4.8 1.5 SPD 4206.5 4211.8
440 4.8 1.5 ACC 4215.5 4220.8
441 4.8 1.5 SPD 4224.0 4230.3
442 4.8 1.5 SPD 4235.5 4241.8
443 4.8 1.5 ACC 4244.0 4249.8
trial_start_time null_trial
24 362.0 False
25 372.0 False
26 382.0 False
27 392.0 False
28 402.0 False
30 418.0 False
31 428.0 False
32 438.0 False
33 446.0 False
34 454.0 False
35 462.0 False
37 480.0 False
38 490.0 False
39 498.0 False
40 508.0 False
41 518.0 False
42 526.0 False
43 536.0 False
44 546.0 False
45 556.0 False
46 566.0 False
48 586.0 False
49 596.0 False
50 606.0 False
51 616.0 False
52 626.0 False
53 634.0 False
54 644.0 False
55 652.0 False
56 662.0 False
.. ... ...
412 3958.0 False
413 3966.0 False
414 3974.0 False
415 3982.0 False
416 3990.0 False
417 4000.0 False
418 4010.0 False
419 4018.0 False
421 4038.0 False
422 4048.0 False
423 4056.0 False
424 4064.0 False
425 4074.0 False
426 4084.0 False
427 4092.0 False
429 4110.0 False
430 4120.0 False
431 4128.0 False
432 4138.0 False
433 4148.0 False
434 4158.0 False
435 4168.0 False
436 4178.0 False
437 4188.0 False
438 4198.0 False
439 4206.0 False
440 4214.0 False
441 4224.0 False
442 4234.0 False
443 4244.0 False
[384 rows x 12 columns]
Convolving cue_hand_LEFT...
Convolving cue_hand_RIGHT...
Convolving cue_eye_LEFT...
Convolving cue_eye_RIGHT...
Convolving resp_hand_LEFT...
Convolving resp_hand_RIGHT...
Convolving resp_eye_LEFT...
Convolving resp_eye_RIGHT...
Convolving cue_SPD...
Convolving cue_ACC...
Convolving cue_NEU...
Convolving cue_RIGHT...
Convolving cue_LEFT...
Convolving stimulus_0_SPD...
Convolving stimulus_0_ACC...
Convolving stimulus_0_NEU...
Convolving stimulus_0_RIGHT...
Convolving stimulus_0_LEFT...
Convolving stimulus_1_SPD...
Convolving stimulus_1_ACC...
Convolving stimulus_1_NEU...
Convolving stimulus_1_RIGHT...
Convolving stimulus_1_LEFT...
['cue_hand_LEFT', 'cue_hand_RIGHT', 'cue_eye_LEFT', 'cue_eye_RIGHT', 'resp_hand_LEFT', 'resp_hand_RIGHT', 'resp_eye_LEFT', 'resp_eye_RIGHT', 'cue_SPD', 'cue_ACC', 'cue_NEU', 'cue_RIGHT', 'cue_LEFT', 'stimulus_0_SPD', 'stimulus_0_ACC', 'stimulus_0_NEU', 'stimulus_0_RIGHT', 'stimulus_0_LEFT', 'stimulus_1_SPD', 'stimulus_1_ACC', 'stimulus_1_NEU', 'stimulus_1_RIGHT', 'stimulus_1_LEFT']
Processing participant 10
trial_type correct_answer response_modality block_trial_ID block \
24 1.0 1.0 eye 0 1
25 1.0 1.0 eye 1 1
26 3.0 1.0 eye 2 1
27 0.0 0.0 eye 3 1
28 1.0 1.0 eye 4 1
29 1.0 1.0 eye 5 1
30 0.0 0.0 eye 6 1
31 2.0 0.0 eye 7 1
32 2.0 0.0 eye 8 1
34 0.0 0.0 eye 10 1
35 3.0 1.0 eye 11 1
36 1.0 1.0 eye 12 1
37 0.0 0.0 eye 13 1
38 0.0 0.0 eye 14 1
39 1.0 1.0 eye 15 1
40 2.0 0.0 eye 16 1
41 0.0 0.0 eye 17 1
43 1.0 1.0 eye 19 1
44 3.0 1.0 eye 20 1
45 1.0 1.0 eye 21 1
46 2.0 0.0 eye 22 1
47 3.0 1.0 eye 23 1
48 0.0 0.0 eye 24 1
49 2.0 0.0 eye 25 1
51 2.0 0.0 eye 27 1
52 3.0 1.0 eye 28 1
53 2.0 0.0 eye 29 1
54 0.0 0.0 eye 30 1
55 2.0 0.0 eye 31 1
56 1.0 1.0 eye 32 1
.. ... ... ... ... ...
412 0.0 0.0 hand 73 4
413 5.0 1.0 hand 74 4
414 5.0 1.0 hand 75 4
415 1.0 1.0 hand 76 4
416 5.0 1.0 hand 77 4
417 0.0 0.0 hand 78 4
418 5.0 1.0 hand 79 4
419 3.0 1.0 hand 80 4
421 1.0 1.0 hand 82 4
422 0.0 0.0 hand 83 4
423 5.0 1.0 hand 84 4
424 5.0 1.0 hand 85 4
425 2.0 0.0 hand 86 4
426 4.0 0.0 hand 87 4
427 0.0 0.0 hand 88 4
428 3.0 1.0 hand 89 4
430 4.0 0.0 hand 91 4
431 0.0 0.0 hand 92 4
432 5.0 1.0 hand 93 4
433 2.0 0.0 hand 94 4
434 4.0 0.0 hand 95 4
435 4.0 0.0 hand 96 4
436 5.0 1.0 hand 97 4
437 2.0 0.0 hand 98 4
438 3.0 1.0 hand 99 4
439 2.0 0.0 hand 100 4
440 3.0 1.0 hand 101 4
441 0.0 0.0 hand 102 4
442 2.0 0.0 hand 103 4
443 0.0 0.0 hand 104 4
phase_2 phase_4 cue cue_onset_time stimulus_onset_time \
24 4.8 1.5 SPD 371.5 376.8
25 4.8 1.5 SPD 381.0 386.8
26 4.8 1.5 ACC 391.0 396.8
27 4.8 1.5 SPD 401.5 406.3
28 4.8 1.5 SPD 410.0 416.3
29 4.8 1.5 SPD 420.5 426.8
30 4.8 1.5 SPD 430.0 436.3
31 4.8 1.5 ACC 440.0 445.8
32 4.8 1.5 ACC 449.5 454.8
34 4.8 1.5 SPD 466.5 472.3
35 4.8 1.5 ACC 476.5 481.8
36 4.8 1.5 SPD 484.5 490.8
37 4.8 1.5 SPD 494.5 500.3
38 4.8 1.5 SPD 504.0 509.8
39 4.8 1.5 SPD 512.0 518.3
40 4.8 1.5 ACC 522.0 528.3
41 4.8 1.5 SPD 532.5 538.8
43 4.8 1.5 SPD 552.5 558.8
44 4.8 1.5 ACC 562.5 567.8
45 4.8 1.5 SPD 570.5 576.8
46 4.8 1.5 ACC 581.0 585.8
47 4.8 1.5 ACC 589.5 594.3
48 4.8 1.5 SPD 598.5 604.3
49 4.8 1.5 ACC 608.5 613.8
51 4.8 1.5 ACC 624.5 630.3
52 4.8 1.5 ACC 634.5 640.3
53 4.8 1.5 ACC 644.0 649.3
54 4.8 1.5 SPD 652.0 658.3
55 4.8 1.5 ACC 662.5 668.3
56 4.8 1.5 SPD 673.5 679.3
.. ... ... ... ... ...
412 4.8 1.5 NEU 4005.5 4010.3
413 4.8 1.5 RIGHT 4014.5 4019.8
414 4.8 1.5 RIGHT 4022.5 4028.3
415 4.8 1.5 NEU 4033.5 4038.8
416 4.8 1.5 RIGHT 4042.0 4048.3
417 4.8 1.5 NEU 4052.0 4057.8
418 4.8 1.5 RIGHT 4060.0 4064.8
419 4.8 1.5 LEFT 4068.0 4073.3
421 4.8 1.5 NEU 4087.0 4092.8
422 4.8 1.5 NEU 4097.0 4101.8
423 4.8 1.5 RIGHT 4104.0 4109.3
424 4.8 1.5 RIGHT 4113.0 4118.3
425 4.8 1.5 LEFT 4122.0 4127.3
426 4.8 1.5 RIGHT 4131.5 4136.3
427 4.8 1.5 NEU 4141.0 4146.8
428 4.8 1.5 LEFT 4151.0 4156.3
430 4.8 1.5 RIGHT 4171.0 4176.8
431 4.8 1.5 NEU 4180.0 4186.3
432 4.8 1.5 RIGHT 4191.5 4197.3
433 4.8 1.5 LEFT 4200.5 4205.8
434 4.8 1.5 RIGHT 4208.0 4213.8
435 4.8 1.5 RIGHT 4217.5 4222.3
436 4.8 1.5 RIGHT 4226.0 4232.3
437 4.8 1.5 LEFT 4236.5 4241.3
438 4.8 1.5 LEFT 4245.0 4250.3
439 4.8 1.5 LEFT 4254.0 4260.3
440 4.8 1.5 LEFT 4264.5 4269.3
441 4.8 1.5 NEU 4272.5 4278.3
442 4.8 1.5 LEFT 4283.5 4288.8
443 4.8 1.5 NEU 4293.5 4299.3
trial_start_time null_trial
24 370.0 False
25 380.0 False
26 390.0 False
27 400.0 False
28 410.0 False
29 420.0 False
30 430.0 False
31 440.0 False
32 448.0 False
34 466.0 False
35 476.0 False
36 484.0 False
37 494.0 False
38 504.0 False
39 512.0 False
40 522.0 False
41 532.0 False
43 552.0 False
44 562.0 False
45 570.0 False
46 580.0 False
47 588.0 False
48 598.0 False
49 608.0 False
51 624.0 False
52 634.0 False
53 644.0 False
54 652.0 False
55 662.0 False
56 672.0 False
.. ... ...
412 4004.0 False
413 4014.0 False
414 4022.0 False
415 4032.0 False
416 4042.0 False
417 4052.0 False
418 4060.0 False
419 4068.0 False
421 4086.0 False
422 4096.0 False
423 4104.0 False
424 4112.0 False
425 4122.0 False
426 4130.0 False
427 4140.0 False
428 4150.0 False
430 4170.0 False
431 4180.0 False
432 4190.0 False
433 4200.0 False
434 4208.0 False
435 4216.0 False
436 4226.0 False
437 4236.0 False
438 4244.0 False
439 4254.0 False
440 4264.0 False
441 4272.0 False
442 4282.0 False
443 4292.0 False
[384 rows x 12 columns]
Convolving cue_hand_LEFT...
Convolving cue_hand_RIGHT...
Convolving cue_eye_LEFT...
Convolving cue_eye_RIGHT...
Convolving resp_hand_LEFT...
Convolving resp_hand_RIGHT...
Convolving resp_eye_LEFT...
Convolving resp_eye_RIGHT...
Convolving cue_SPD...
Convolving cue_ACC...
Convolving cue_RIGHT...
Convolving cue_LEFT...
Convolving cue_NEU...
Convolving stimulus_1_SPD...
Convolving stimulus_1_ACC...
Convolving stimulus_1_RIGHT...
Convolving stimulus_1_LEFT...
Convolving stimulus_1_NEU...
Convolving stimulus_0_SPD...
Convolving stimulus_0_ACC...
Convolving stimulus_0_RIGHT...
Convolving stimulus_0_LEFT...
Convolving stimulus_0_NEU...
['cue_hand_LEFT', 'cue_hand_RIGHT', 'cue_eye_LEFT', 'cue_eye_RIGHT', 'resp_hand_LEFT', 'resp_hand_RIGHT', 'resp_eye_LEFT', 'resp_eye_RIGHT', 'cue_SPD', 'cue_ACC', 'cue_RIGHT', 'cue_LEFT', 'cue_NEU', 'stimulus_1_SPD', 'stimulus_1_ACC', 'stimulus_1_RIGHT', 'stimulus_1_LEFT', 'stimulus_1_NEU', 'stimulus_0_SPD', 'stimulus_0_ACC', 'stimulus_0_RIGHT', 'stimulus_0_LEFT', 'stimulus_0_NEU']
Processing participant 11
trial_type correct_answer response_modality block_trial_ID block \
24 2.0 0.0 eye 0 1
25 1.0 1.0 eye 1 1
26 2.0 0.0 eye 2 1
27 3.0 1.0 eye 3 1
28 1.0 1.0 eye 4 1
29 2.0 0.0 eye 5 1
30 3.0 1.0 eye 6 1
31 3.0 1.0 eye 7 1
32 2.0 0.0 eye 8 1
33 0.0 0.0 eye 9 1
34 2.0 0.0 eye 10 1
35 1.0 1.0 eye 11 1
36 3.0 1.0 eye 12 1
38 3.0 1.0 eye 14 1
39 3.0 1.0 eye 15 1
40 2.0 0.0 eye 16 1
41 1.0 1.0 eye 17 1
42 0.0 0.0 eye 18 1
43 0.0 0.0 eye 19 1
44 0.0 0.0 eye 20 1
46 2.0 0.0 eye 22 1
47 1.0 1.0 eye 23 1
48 0.0 0.0 eye 24 1
49 1.0 1.0 eye 25 1
50 1.0 1.0 eye 26 1
51 3.0 1.0 eye 27 1
52 2.0 0.0 eye 28 1
53 0.0 0.0 eye 29 1
54 2.0 0.0 eye 30 1
55 1.0 1.0 eye 31 1
.. ... ... ... ... ...
412 2.0 0.0 hand 73 4
413 1.0 1.0 hand 74 4
414 1.0 1.0 hand 75 4
415 3.0 1.0 hand 76 4
416 1.0 1.0 hand 77 4
417 2.0 0.0 hand 78 4
418 2.0 0.0 hand 79 4
420 3.0 1.0 hand 81 4
421 3.0 1.0 hand 82 4
422 0.0 0.0 hand 83 4
423 2.0 0.0 hand 84 4
424 2.0 0.0 hand 85 4
425 1.0 1.0 hand 86 4
427 2.0 0.0 hand 88 4
428 3.0 1.0 hand 89 4
429 0.0 0.0 hand 90 4
430 1.0 1.0 hand 91 4
431 3.0 1.0 hand 92 4
432 1.0 1.0 hand 93 4
433 3.0 1.0 hand 94 4
434 0.0 0.0 hand 95 4
435 1.0 1.0 hand 96 4
436 2.0 0.0 hand 97 4
437 2.0 0.0 hand 98 4
438 3.0 1.0 hand 99 4
439 3.0 1.0 hand 100 4
440 0.0 0.0 hand 101 4
441 3.0 1.0 hand 102 4
442 2.0 0.0 hand 103 4
443 0.0 0.0 hand 104 4
phase_2 phase_4 cue cue_onset_time stimulus_onset_time \
24 4.8 1.5 ACC 366.5 371.3
25 4.8 1.5 SPD 375.5 381.3
26 4.8 1.5 ACC 384.0 389.8
27 4.8 1.5 ACC 393.5 399.3
28 4.8 1.5 SPD 403.5 409.8
29 4.8 1.5 ACC 413.5 419.8
30 4.8 1.5 ACC 423.0 427.8
31 4.8 1.5 ACC 430.5 435.8
32 4.8 1.5 ACC 439.5 445.8
33 4.8 1.5 SPD 448.5 453.3
34 4.8 1.5 ACC 457.0 462.3
35 4.8 1.5 SPD 466.5 471.3
36 4.8 1.5 ACC 474.0 478.8
38 4.8 1.5 ACC 493.0 498.8
39 4.8 1.5 ACC 503.0 508.8
40 4.8 1.5 ACC 513.0 519.3
41 4.8 1.5 SPD 523.0 527.8
42 4.8 1.5 SPD 530.5 536.3
43 4.8 1.5 SPD 541.5 547.8
44 4.8 1.5 SPD 551.5 557.8
46 4.8 1.5 ACC 570.0 574.8
47 4.8 1.5 SPD 578.5 583.8
48 4.8 1.5 SPD 586.0 592.3
49 4.8 1.5 SPD 597.0 602.8
50 4.8 1.5 SPD 607.0 612.8
51 4.8 1.5 ACC 617.0 621.8
52 4.8 1.5 ACC 625.5 631.8
53 4.8 1.5 SPD 634.5 640.3
54 4.8 1.5 ACC 645.0 651.3
55 4.8 1.5 SPD 655.0 660.8
.. ... ... ... ... ...
412 4.8 1.5 ACC 3941.5 3946.8
413 4.8 1.5 SPD 3951.5 3956.8
414 4.8 1.5 SPD 3960.0 3965.3
415 4.8 1.5 ACC 3969.5 3975.8
416 4.8 1.5 SPD 3979.5 3984.8
417 4.8 1.5 ACC 3988.5 3993.8
418 4.8 1.5 ACC 3997.5 4002.8
420 4.8 1.5 ACC 4017.5 4022.3
421 4.8 1.5 ACC 4026.5 4031.3
422 4.8 1.5 SPD 4035.0 4040.8
423 4.8 1.5 ACC 4044.5 4049.3
424 4.8 1.5 ACC 4053.5 4058.3
425 4.8 1.5 SPD 4062.0 4067.8
427 4.8 1.5 ACC 4081.5 4086.8
428 4.8 1.5 ACC 4090.5 4095.3
429 4.8 1.5 SPD 4099.5 4105.3
430 4.8 1.5 SPD 4108.0 4114.3
431 4.8 1.5 ACC 4119.0 4125.3
432 4.8 1.5 SPD 4128.0 4133.3
433 4.8 1.5 ACC 4137.5 4143.3
434 4.8 1.5 SPD 4146.5 4152.8
435 4.8 1.5 SPD 4157.0 4162.8
436 4.8 1.5 ACC 4166.0 4171.8
437 4.8 1.5 ACC 4175.0 4179.8
438 4.8 1.5 ACC 4183.5 4188.3
439 4.8 1.5 ACC 4193.5 4198.3
440 4.8 1.5 SPD 4203.0 4208.8
441 4.8 1.5 ACC 4212.5 4218.8
442 4.8 1.5 ACC 4222.5 4228.8
443 4.8 1.5 SPD 4232.0 4238.3
trial_start_time null_trial
24 366.0 False
25 374.0 False
26 384.0 False
27 392.0 False
28 402.0 False
29 412.0 False
30 422.0 False
31 430.0 False
32 438.0 False
33 448.0 False
34 456.0 False
35 466.0 False
36 474.0 False
38 492.0 False
39 502.0 False
40 512.0 False
41 522.0 False
42 530.0 False
43 540.0 False
44 550.0 False
46 570.0 False
47 578.0 False
48 586.0 False
49 596.0 False
50 606.0 False
51 616.0 False
52 624.0 False
53 634.0 False
54 644.0 False
55 654.0 False
.. ... ...
412 3940.0 False
413 3950.0 False
414 3960.0 False
415 3968.0 False
416 3978.0 False
417 3988.0 False
418 3996.0 False
420 4016.0 False
421 4026.0 False
422 4034.0 False
423 4044.0 False
424 4052.0 False
425 4062.0 False
427 4080.0 False
428 4090.0 False
429 4098.0 False
430 4108.0 False
431 4118.0 False
432 4128.0 False
433 4136.0 False
434 4146.0 False
435 4156.0 False
436 4166.0 False
437 4174.0 False
438 4182.0 False
439 4192.0 False
440 4202.0 False
441 4212.0 False
442 4222.0 False
443 4232.0 False
[384 rows x 12 columns]
Convolving cue_hand_LEFT...
Convolving cue_hand_RIGHT...
Convolving cue_eye_LEFT...
Convolving cue_eye_RIGHT...
Convolving resp_hand_LEFT...
Convolving resp_hand_RIGHT...
Convolving resp_eye_LEFT...
Convolving resp_eye_RIGHT...
Convolving cue_ACC...
Convolving cue_SPD...
Convolving cue_RIGHT...
Convolving cue_LEFT...
Convolving cue_NEU...
Convolving stimulus_0_ACC...
Convolving stimulus_0_SPD...
Convolving stimulus_0_RIGHT...
Convolving stimulus_0_LEFT...
Convolving stimulus_0_NEU...
Convolving stimulus_1_ACC...
Convolving stimulus_1_SPD...
Convolving stimulus_1_RIGHT...
Convolving stimulus_1_LEFT...
Convolving stimulus_1_NEU...
['cue_hand_LEFT', 'cue_hand_RIGHT', 'cue_eye_LEFT', 'cue_eye_RIGHT', 'resp_hand_LEFT', 'resp_hand_RIGHT', 'resp_eye_LEFT', 'resp_eye_RIGHT', 'cue_ACC', 'cue_SPD', 'cue_RIGHT', 'cue_LEFT', 'cue_NEU', 'stimulus_0_ACC', 'stimulus_0_SPD', 'stimulus_0_RIGHT', 'stimulus_0_LEFT', 'stimulus_0_NEU', 'stimulus_1_ACC', 'stimulus_1_SPD', 'stimulus_1_RIGHT', 'stimulus_1_LEFT', 'stimulus_1_NEU']
Processing participant 12
trial_type correct_answer response_modality block_trial_ID block \
24 1.0 1.0 hand 0 1
25 1.0 1.0 hand 1 1
26 1.0 1.0 hand 2 1
27 2.0 0.0 hand 3 1
28 3.0 1.0 hand 4 1
29 4.0 0.0 hand 5 1
31 0.0 0.0 hand 7 1
32 1.0 1.0 hand 8 1
33 3.0 1.0 hand 9 1
34 5.0 1.0 hand 10 1
35 3.0 1.0 hand 11 1
36 2.0 0.0 hand 12 1
38 0.0 0.0 hand 14 1
39 2.0 0.0 hand 15 1
40 1.0 1.0 hand 16 1
41 1.0 1.0 hand 17 1
42 2.0 0.0 hand 18 1
43 2.0 0.0 hand 19 1
44 5.0 1.0 hand 20 1
45 0.0 0.0 hand 21 1
46 0.0 0.0 hand 22 1
47 5.0 1.0 hand 23 1
48 3.0 1.0 hand 24 1
50 3.0 1.0 hand 26 1
51 3.0 1.0 hand 27 1
52 0.0 0.0 hand 28 1
53 1.0 1.0 hand 29 1
54 4.0 0.0 hand 30 1
55 3.0 1.0 hand 31 1
57 2.0 0.0 hand 33 1
.. ... ... ... ... ...
412 5.0 1.0 eye 73 4
413 1.0 1.0 eye 74 4
414 4.0 0.0 eye 75 4
415 1.0 1.0 eye 76 4
416 0.0 0.0 eye 77 4
417 3.0 1.0 eye 78 4
419 2.0 0.0 eye 80 4
420 2.0 0.0 eye 81 4
421 1.0 1.0 eye 82 4
422 5.0 1.0 eye 83 4
423 1.0 1.0 eye 84 4
424 4.0 0.0 eye 85 4
425 3.0 1.0 eye 86 4
427 5.0 1.0 eye 88 4
428 0.0 0.0 eye 89 4
429 0.0 0.0 eye 90 4
430 2.0 0.0 eye 91 4
431 1.0 1.0 eye 92 4
432 5.0 1.0 eye 93 4
433 0.0 0.0 eye 94 4
434 1.0 1.0 eye 95 4
435 5.0 1.0 eye 96 4
436 5.0 1.0 eye 97 4
437 3.0 1.0 eye 98 4
438 2.0 0.0 eye 99 4
439 5.0 1.0 eye 100 4
440 0.0 0.0 eye 101 4
441 1.0 1.0 eye 102 4
442 3.0 1.0 eye 103 4
443 1.0 1.0 eye 104 4
phase_2 phase_4 cue cue_onset_time stimulus_onset_time \
24 4.8 1.5 NEU 375.0 381.3
25 4.8 1.5 NEU 385.0 390.8
26 4.8 1.5 NEU 394.0 400.3
27 4.8 1.5 LEFT 405.5 410.3
28 4.8 1.5 LEFT 415.5 421.8
29 4.8 1.5 RIGHT 424.0 429.3
31 4.8 1.5 NEU 443.5 449.3
32 4.8 1.5 NEU 453.0 457.8
33 4.8 1.5 LEFT 460.5 466.8
34 4.8 1.5 RIGHT 470.0 475.8
35 4.8 1.5 LEFT 479.0 484.3
36 4.8 1.5 LEFT 489.5 495.3
38 4.8 1.5 NEU 509.0 514.3
39 4.8 1.5 LEFT 519.5 524.8
40 4.8 1.5 NEU 528.0 534.3
41 4.8 1.5 NEU 539.0 545.3
42 4.8 1.5 LEFT 549.0 554.8
43 4.8 1.5 LEFT 558.0 563.3
44 4.8 1.5 RIGHT 566.5 571.8
45 4.8 1.5 NEU 575.5 581.8
46 4.8 1.5 NEU 585.5 591.8
47 4.8 1.5 RIGHT 595.5 600.3
48 4.8 1.5 LEFT 604.5 609.8
50 4.8 1.5 LEFT 621.5 627.3
51 4.8 1.5 LEFT 630.5 635.8
52 4.8 1.5 NEU 638.5 643.3
53 4.8 1.5 NEU 647.0 652.8
54 4.8 1.5 RIGHT 656.5 662.3
55 4.8 1.5 LEFT 667.5 673.8
57 4.8 1.5 LEFT 686.0 691.3
.. ... ... ... ... ...
412 4.8 1.5 RIGHT 3965.0 3971.3
413 4.8 1.5 NEU 3975.0 3980.3
414 4.8 1.5 RIGHT 3984.0 3989.3
415 4.8 1.5 NEU 3993.5 3999.3
416 4.8 1.5 NEU 4002.5 4007.3
417 4.8 1.5 LEFT 4011.0 4017.3
419 4.8 1.5 LEFT 4029.5 4034.3
420 4.8 1.5 LEFT 4038.0 4043.8
421 4.8 1.5 NEU 4047.5 4053.8
422 4.8 1.5 RIGHT 4057.5 4062.8
423 4.8 1.5 NEU 4066.0 4072.3
424 4.8 1.5 RIGHT 4076.5 4081.8
425 4.8 1.5 LEFT 4085.0 4090.3
427 4.8 1.5 RIGHT 4105.5 4110.3
428 4.8 1.5 NEU 4114.5 4120.3
429 4.8 1.5 NEU 4125.5 4130.3
430 4.8 1.5 LEFT 4134.0 4138.8
431 4.8 1.5 NEU 4143.5 4149.8
432 4.8 1.5 RIGHT 4153.0 4159.3
433 4.8 1.5 NEU 4162.0 4167.8
434 4.8 1.5 NEU 4170.0 4175.3
435 4.8 1.5 RIGHT 4178.0 4183.8
436 4.8 1.5 RIGHT 4187.5 4193.8
437 4.8 1.5 LEFT 4196.5 4202.8
438 4.8 1.5 LEFT 4207.5 4213.8
439 4.8 1.5 RIGHT 4217.5 4222.3
440 4.8 1.5 NEU 4226.0 4230.8
441 4.8 1.5 NEU 4234.5 4239.8
442 4.8 1.5 LEFT 4243.0 4248.8
443 4.8 1.5 NEU 4253.0 4258.8
trial_start_time null_trial
24 374.0 False
25 384.0 False
26 394.0 False
27 404.0 False
28 414.0 False
29 424.0 False
31 442.0 False
32 452.0 False
33 460.0 False
34 470.0 False
35 478.0 False
36 488.0 False
38 508.0 False
39 518.0 False
40 528.0 False
41 538.0 False
42 548.0 False
43 558.0 False
44 566.0 False
45 574.0 False
46 584.0 False
47 594.0 False
48 604.0 False
50 620.0 False
51 630.0 False
52 638.0 False
53 646.0 False
54 656.0 False
55 666.0 False
57 686.0 False
.. ... ...
412 3964.0 False
413 3974.0 False
414 3984.0 False
415 3992.0 False
416 4002.0 False
417 4010.0 False
419 4028.0 False
420 4038.0 False
421 4046.0 False
422 4056.0 False
423 4066.0 False
424 4076.0 False
425 4084.0 False
427 4104.0 False
428 4114.0 False
429 4124.0 False
430 4134.0 False
431 4142.0 False
432 4152.0 False
433 4162.0 False
434 4170.0 False
435 4178.0 False
436 4186.0 False
437 4196.0 False
438 4206.0 False
439 4216.0 False
440 4226.0 False
441 4234.0 False
442 4242.0 False
443 4252.0 False
[384 rows x 12 columns]
Convolving cue_hand_LEFT...
Convolving cue_hand_RIGHT...
Convolving cue_eye_LEFT...
Convolving cue_eye_RIGHT...
Convolving resp_hand_LEFT...
Convolving resp_hand_RIGHT...
Convolving resp_eye_LEFT...
Convolving resp_eye_RIGHT...
Convolving cue_NEU...
Convolving cue_LEFT...
Convolving cue_RIGHT...
Convolving cue_ACC...
Convolving cue_SPD...
Convolving stimulus_1_NEU...
Convolving stimulus_1_LEFT...
Convolving stimulus_1_RIGHT...
Convolving stimulus_1_ACC...
Convolving stimulus_1_SPD...
Convolving stimulus_0_NEU...
Convolving stimulus_0_LEFT...
Convolving stimulus_0_RIGHT...
Convolving stimulus_0_ACC...
Convolving stimulus_0_SPD...
['cue_hand_LEFT', 'cue_hand_RIGHT', 'cue_eye_LEFT', 'cue_eye_RIGHT', 'resp_hand_LEFT', 'resp_hand_RIGHT', 'resp_eye_LEFT', 'resp_eye_RIGHT', 'cue_NEU', 'cue_LEFT', 'cue_RIGHT', 'cue_ACC', 'cue_SPD', 'stimulus_1_NEU', 'stimulus_1_LEFT', 'stimulus_1_RIGHT', 'stimulus_1_ACC', 'stimulus_1_SPD', 'stimulus_0_NEU', 'stimulus_0_LEFT', 'stimulus_0_RIGHT', 'stimulus_0_ACC', 'stimulus_0_SPD']
Processing participant 13
trial_type correct_answer response_modality block_trial_ID block \
24 1.0 1.0 hand 0 1
25 5.0 1.0 hand 1 1
26 0.0 0.0 hand 2 1
27 0.0 0.0 hand 3 1
28 3.0 1.0 hand 4 1
29 2.0 0.0 hand 5 1
30 5.0 1.0 hand 6 1
31 0.0 0.0 hand 7 1
32 2.0 0.0 hand 8 1
33 0.0 0.0 hand 9 1
34 4.0 0.0 hand 10 1
35 3.0 1.0 hand 11 1
37 0.0 0.0 hand 13 1
38 4.0 0.0 hand 14 1
39 3.0 1.0 hand 15 1
40 5.0 1.0 hand 16 1
41 5.0 1.0 hand 17 1
42 2.0 0.0 hand 18 1
43 3.0 1.0 hand 19 1
44 1.0 1.0 hand 20 1
45 0.0 0.0 hand 21 1
47 1.0 1.0 hand 23 1
48 2.0 0.0 hand 24 1
49 3.0 1.0 hand 25 1
50 2.0 0.0 hand 26 1
51 3.0 1.0 hand 27 1
52 0.0 0.0 hand 28 1
53 1.0 1.0 hand 29 1
55 3.0 1.0 hand 31 1
56 5.0 1.0 hand 32 1
.. ... ... ... ... ...
412 2.0 0.0 eye 73 4
413 3.0 1.0 eye 74 4
414 3.0 1.0 eye 75 4
415 0.0 0.0 eye 76 4
416 3.0 1.0 eye 77 4
417 2.0 0.0 eye 78 4
418 3.0 1.0 eye 79 4
419 3.0 1.0 eye 80 4
420 0.0 0.0 eye 81 4
421 2.0 0.0 eye 82 4
423 3.0 1.0 eye 84 4
424 3.0 1.0 eye 85 4
425 0.0 0.0 eye 86 4
426 1.0 1.0 eye 87 4
427 2.0 0.0 eye 88 4
428 1.0 1.0 eye 89 4
429 2.0 0.0 eye 90 4
431 3.0 1.0 eye 92 4
432 1.0 1.0 eye 93 4
433 1.0 1.0 eye 94 4
434 0.0 0.0 eye 95 4
435 1.0 1.0 eye 96 4
436 3.0 1.0 eye 97 4
437 2.0 0.0 eye 98 4
438 0.0 0.0 eye 99 4
439 2.0 0.0 eye 100 4
440 0.0 0.0 eye 101 4
441 3.0 1.0 eye 102 4
442 3.0 1.0 eye 103 4
443 0.0 0.0 eye 104 4
phase_2 phase_4 cue cue_onset_time stimulus_onset_time \
24 4.8 1.5 NEU 377.5 382.3
25 4.8 1.5 RIGHT 387.0 392.8
26 4.8 1.5 NEU 397.0 401.8
27 4.8 1.5 NEU 405.5 410.3
28 4.8 1.5 LEFT 414.0 418.8
29 4.8 1.5 LEFT 423.5 428.8
30 4.8 1.5 RIGHT 433.5 439.8
31 4.8 1.5 NEU 442.5 447.3
32 4.8 1.5 LEFT 450.0 454.8
33 4.8 1.5 NEU 459.5 465.8
34 4.8 1.5 RIGHT 469.0 473.8
35 4.8 1.5 LEFT 476.5 481.8
37 4.8 1.5 NEU 494.5 499.8
38 4.8 1.5 RIGHT 502.0 508.3
39 4.8 1.5 LEFT 512.0 518.3
40 4.8 1.5 RIGHT 522.0 528.3
41 4.8 1.5 RIGHT 532.0 538.3
42 4.8 1.5 LEFT 543.0 547.8
43 4.8 1.5 LEFT 551.5 557.8
44 4.8 1.5 NEU 561.5 566.8
45 4.8 1.5 NEU 571.0 577.3
47 4.8 1.5 NEU 589.5 594.3
48 4.8 1.5 LEFT 598.5 604.3
49 4.8 1.5 LEFT 609.5 614.8
50 4.8 1.5 LEFT 618.5 623.3
51 4.8 1.5 LEFT 626.0 631.8
52 4.8 1.5 NEU 634.5 640.8
53 4.8 1.5 NEU 644.0 650.3
55 4.8 1.5 LEFT 664.5 669.8
56 4.8 1.5 RIGHT 673.0 678.8
.. ... ... ... ... ...
412 4.8 1.5 ACC 3949.0 3953.8
413 4.8 1.5 ACC 3957.0 3962.3
414 4.8 1.5 ACC 3966.0 3970.8
415 4.8 1.5 SPD 3974.5 3979.3
416 4.8 1.5 ACC 3983.0 3987.8
417 4.8 1.5 ACC 3990.5 3996.8
418 4.8 1.5 ACC 4001.5 4006.8
419 4.8 1.5 ACC 4011.5 4016.8
420 4.8 1.5 SPD 4021.5 4026.8
421 4.8 1.5 ACC 4030.5 4036.8
423 4.8 1.5 ACC 4048.5 4054.3
424 4.8 1.5 ACC 4058.0 4063.3
425 4.8 1.5 SPD 4067.5 4072.8
426 4.8 1.5 SPD 4076.5 4082.8
427 4.8 1.5 ACC 4086.0 4091.3
428 4.8 1.5 SPD 4095.5 4101.8
429 4.8 1.5 ACC 4105.5 4110.3
431 4.8 1.5 ACC 4124.5 4130.8
432 4.8 1.5 SPD 4135.5 4140.3
433 4.8 1.5 SPD 4144.0 4150.3
434 4.8 1.5 SPD 4155.0 4160.3
435 4.8 1.5 SPD 4165.5 4170.3
436 4.8 1.5 ACC 4174.0 4179.3
437 4.8 1.5 ACC 4182.0 4188.3
438 4.8 1.5 SPD 4193.0 4198.8
439 4.8 1.5 ACC 4202.0 4207.8
440 4.8 1.5 SPD 4211.5 4216.3
441 4.8 1.5 ACC 4220.0 4226.3
442 4.8 1.5 ACC 4230.5 4235.3
443 4.8 1.5 SPD 4239.5 4245.3
trial_start_time null_trial
24 376.0 False
25 386.0 False
26 396.0 False
27 404.0 False
28 414.0 False
29 422.0 False
30 432.0 False
31 442.0 False
32 450.0 False
33 458.0 False
34 468.0 False
35 476.0 False
37 494.0 False
38 502.0 False
39 512.0 False
40 522.0 False
41 532.0 False
42 542.0 False
43 550.0 False
44 560.0 False
45 570.0 False
47 588.0 False
48 598.0 False
49 608.0 False
50 618.0 False
51 626.0 False
52 634.0 False
53 644.0 False
55 664.0 False
56 672.0 False
.. ... ...
412 3948.0 False
413 3956.0 False
414 3966.0 False
415 3974.0 False
416 3982.0 False
417 3990.0 False
418 4000.0 False
419 4010.0 False
420 4020.0 False
421 4030.0 False
423 4048.0 False
424 4058.0 False
425 4066.0 False
426 4076.0 False
427 4086.0 False
428 4094.0 False
429 4104.0 False
431 4124.0 False
432 4134.0 False
433 4144.0 False
434 4154.0 False
435 4164.0 False
436 4174.0 False
437 4182.0 False
438 4192.0 False
439 4202.0 False
440 4210.0 False
441 4220.0 False
442 4230.0 False
443 4238.0 False
[384 rows x 12 columns]
Convolving cue_hand_LEFT...
Convolving cue_hand_RIGHT...
Convolving cue_eye_LEFT...
Convolving cue_eye_RIGHT...
Convolving resp_hand_LEFT...
Convolving resp_hand_RIGHT...
Convolving resp_eye_LEFT...
Convolving resp_eye_RIGHT...
Convolving cue_NEU...
Convolving cue_RIGHT...
Convolving cue_LEFT...
Convolving cue_ACC...
Convolving cue_SPD...
Convolving stimulus_1_NEU...
Convolving stimulus_1_RIGHT...
Convolving stimulus_1_LEFT...
Convolving stimulus_1_ACC...
Convolving stimulus_1_SPD...
Convolving stimulus_0_NEU...
Convolving stimulus_0_RIGHT...
Convolving stimulus_0_LEFT...
Convolving stimulus_0_ACC...
Convolving stimulus_0_SPD...
['cue_hand_LEFT', 'cue_hand_RIGHT', 'cue_eye_LEFT', 'cue_eye_RIGHT', 'resp_hand_LEFT', 'resp_hand_RIGHT', 'resp_eye_LEFT', 'resp_eye_RIGHT', 'cue_NEU', 'cue_RIGHT', 'cue_LEFT', 'cue_ACC', 'cue_SPD', 'stimulus_1_NEU', 'stimulus_1_RIGHT', 'stimulus_1_LEFT', 'stimulus_1_ACC', 'stimulus_1_SPD', 'stimulus_0_NEU', 'stimulus_0_RIGHT', 'stimulus_0_LEFT', 'stimulus_0_ACC', 'stimulus_0_SPD']
Processing participant 14
trial_type correct_answer response_modality block_trial_ID block \
24 2.0 0.0 hand 0 1
25 4.0 0.0 hand 1 1
26 2.0 0.0 hand 2 1
27 0.0 0.0 hand 3 1
28 3.0 1.0 hand 4 1
29 3.0 1.0 hand 5 1
30 2.0 0.0 hand 6 1
31 3.0 1.0 hand 7 1
33 1.0 1.0 hand 9 1
34 0.0 0.0 hand 10 1
35 1.0 1.0 hand 11 1
36 5.0 1.0 hand 12 1
37 0.0 0.0 hand 13 1
38 2.0 0.0 hand 14 1
39 0.0 0.0 hand 15 1
40 5.0 1.0 hand 16 1
41 0.0 0.0 hand 17 1
42 0.0 0.0 hand 18 1
43 3.0 1.0 hand 19 1
45 3.0 1.0 hand 21 1
46 5.0 1.0 hand 22 1
47 5.0 1.0 hand 23 1
48 2.0 0.0 hand 24 1
49 5.0 1.0 hand 25 1
50 1.0 1.0 hand 26 1
51 0.0 0.0 hand 27 1
53 1.0 1.0 hand 29 1
54 1.0 1.0 hand 30 1
55 4.0 0.0 hand 31 1
56 4.0 0.0 hand 32 1
.. ... ... ... ... ...
411 5.0 1.0 eye 72 4
413 4.0 0.0 eye 74 4
414 3.0 1.0 eye 75 4
415 3.0 1.0 eye 76 4
416 1.0 1.0 eye 77 4
417 4.0 0.0 eye 78 4
418 2.0 0.0 eye 79 4
419 1.0 1.0 eye 80 4
421 3.0 1.0 eye 82 4
422 2.0 0.0 eye 83 4
423 0.0 0.0 eye 84 4
424 3.0 1.0 eye 85 4
425 2.0 0.0 eye 86 4
426 0.0 0.0 eye 87 4
427 2.0 0.0 eye 88 4
428 3.0 1.0 eye 89 4
430 5.0 1.0 eye 91 4
431 5.0 1.0 eye 92 4
432 5.0 1.0 eye 93 4
433 4.0 0.0 eye 94 4
434 2.0 0.0 eye 95 4
435 4.0 0.0 eye 96 4
436 1.0 1.0 eye 97 4
437 1.0 1.0 eye 98 4
438 0.0 0.0 eye 99 4
439 0.0 0.0 eye 100 4
440 3.0 1.0 eye 101 4
441 3.0 1.0 eye 102 4
442 5.0 1.0 eye 103 4
443 5.0 1.0 eye 104 4
phase_2 phase_4 cue cue_onset_time stimulus_onset_time \
24 4.8 1.5 LEFT 375.0 381.3
25 4.8 1.5 RIGHT 385.0 389.8
26 4.8 1.5 LEFT 392.5 397.3
27 4.8 1.5 NEU 400.0 404.8
28 4.8 1.5 LEFT 409.0 414.8
29 4.8 1.5 LEFT 418.0 424.3
30 4.8 1.5 LEFT 429.0 435.3
31 4.8 1.5 LEFT 438.0 443.8
33 4.8 1.5 NEU 456.5 462.3
34 4.8 1.5 NEU 467.0 473.3
35 4.8 1.5 NEU 477.0 482.8
36 4.8 1.5 RIGHT 486.0 490.8
37 4.8 1.5 NEU 494.5 499.3
38 4.8 1.5 LEFT 502.0 507.8
39 4.8 1.5 NEU 510.0 514.8
40 4.8 1.5 RIGHT 519.5 524.3
41 4.8 1.5 NEU 529.0 534.8
42 4.8 1.5 NEU 538.0 543.8
43 4.8 1.5 LEFT 547.0 552.3
45 4.8 1.5 LEFT 564.0 568.8
46 4.8 1.5 RIGHT 573.5 579.3
47 4.8 1.5 RIGHT 582.0 587.8
48 4.8 1.5 LEFT 590.5 596.8
49 4.8 1.5 RIGHT 600.0 605.8
50 4.8 1.5 NEU 608.5 613.8
51 4.8 1.5 NEU 617.5 622.8
53 4.8 1.5 NEU 636.0 641.8
54 4.8 1.5 NEU 644.0 648.8
55 4.8 1.5 RIGHT 652.5 658.8
56 4.8 1.5 RIGHT 662.0 666.8
.. ... ... ... ... ...
411 4.8 1.5 RIGHT 3943.0 3948.8
413 4.8 1.5 RIGHT 3960.0 3966.3
414 4.8 1.5 LEFT 3971.5 3977.3
415 4.8 1.5 LEFT 3980.5 3985.8
416 4.8 1.5 NEU 3989.5 3995.3
417 4.8 1.5 RIGHT 3998.5 4004.8
418 4.8 1.5 LEFT 4008.5 4014.3
419 4.8 1.5 NEU 4019.0 4025.3
421 4.8 1.5 LEFT 4036.0 4041.3
422 4.8 1.5 LEFT 4044.5 4050.3
423 4.8 1.5 NEU 4055.5 4061.3
424 4.8 1.5 LEFT 4064.0 4068.8
425 4.8 1.5 LEFT 4072.5 4078.3
426 4.8 1.5 NEU 4082.5 4087.3
427 4.8 1.5 LEFT 4090.0 4094.8
428 4.8 1.5 LEFT 4098.5 4103.3
430 4.8 1.5 RIGHT 4117.0 4122.3
431 4.8 1.5 RIGHT 4126.5 4131.8
432 4.8 1.5 RIGHT 4135.0 4141.3
433 4.8 1.5 RIGHT 4145.5 4151.8
434 4.8 1.5 LEFT 4154.0 4159.3
435 4.8 1.5 RIGHT 4163.5 4168.8
436 4.8 1.5 NEU 4172.0 4177.3
437 4.8 1.5 NEU 4180.0 4185.3
438 4.8 1.5 NEU 4188.5 4193.3
439 4.8 1.5 NEU 4197.0 4203.3
440 4.8 1.5 LEFT 4206.5 4211.3
441 4.8 1.5 LEFT 4215.5 4221.3
442 4.8 1.5 RIGHT 4224.5 4229.8
443 4.8 1.5 RIGHT 4233.0 4239.3
trial_start_time null_trial
24 374.0 False
25 384.0 False
26 392.0 False
27 400.0 False
28 408.0 False
29 418.0 False
30 428.0 False
31 438.0 False
33 456.0 False
34 466.0 False
35 476.0 False
36 486.0 False
37 494.0 False
38 502.0 False
39 510.0 False
40 518.0 False
41 528.0 False
42 538.0 False
43 546.0 False
45 564.0 False
46 572.0 False
47 582.0 False
48 590.0 False
49 600.0 False
50 608.0 False
51 616.0 False
53 636.0 False
54 644.0 False
55 652.0 False
56 662.0 False
.. ... ...
411 3942.0 False
413 3960.0 False
414 3970.0 False
415 3980.0 False
416 3988.0 False
417 3998.0 False
418 4008.0 False
419 4018.0 False
421 4036.0 False
422 4044.0 False
423 4054.0 False
424 4064.0 False
425 4072.0 False
426 4082.0 False
427 4090.0 False
428 4098.0 False
430 4116.0 False
431 4126.0 False
432 4134.0 False
433 4144.0 False
434 4154.0 False
435 4162.0 False
436 4172.0 False
437 4180.0 False
438 4188.0 False
439 4196.0 False
440 4206.0 False
441 4214.0 False
442 4224.0 False
443 4232.0 False
[384 rows x 12 columns]
Convolving cue_hand_LEFT...
Convolving cue_hand_RIGHT...
Convolving cue_eye_LEFT...
Convolving cue_eye_RIGHT...
Convolving resp_hand_LEFT...
Convolving resp_hand_RIGHT...
Convolving resp_eye_LEFT...
Convolving resp_eye_RIGHT...
Convolving cue_LEFT...
Convolving cue_RIGHT...
Convolving cue_NEU...
Convolving cue_ACC...
Convolving cue_SPD...
Convolving stimulus_0_LEFT...
Convolving stimulus_0_RIGHT...
Convolving stimulus_0_NEU...
Convolving stimulus_0_ACC...
Convolving stimulus_0_SPD...
Convolving stimulus_1_LEFT...
Convolving stimulus_1_RIGHT...
Convolving stimulus_1_NEU...
Convolving stimulus_1_ACC...
Convolving stimulus_1_SPD...
['cue_hand_LEFT', 'cue_hand_RIGHT', 'cue_eye_LEFT', 'cue_eye_RIGHT', 'resp_hand_LEFT', 'resp_hand_RIGHT', 'resp_eye_LEFT', 'resp_eye_RIGHT', 'cue_LEFT', 'cue_RIGHT', 'cue_NEU', 'cue_ACC', 'cue_SPD', 'stimulus_0_LEFT', 'stimulus_0_RIGHT', 'stimulus_0_NEU', 'stimulus_0_ACC', 'stimulus_0_SPD', 'stimulus_1_LEFT', 'stimulus_1_RIGHT', 'stimulus_1_NEU', 'stimulus_1_ACC', 'stimulus_1_SPD']
Processing participant 15
trial_type correct_answer response_modality block_trial_ID block \
24 0.0 0.0 hand 0 1
25 0.0 0.0 hand 1 1
26 4.0 0.0 hand 2 1
27 3.0 1.0 hand 3 1
28 4.0 0.0 hand 4 1
29 2.0 0.0 hand 5 1
30 1.0 1.0 hand 6 1
32 5.0 1.0 hand 8 1
33 2.0 0.0 hand 9 1
34 2.0 0.0 hand 10 1
35 3.0 1.0 hand 11 1
36 4.0 0.0 hand 12 1
37 1.0 1.0 hand 13 1
38 2.0 0.0 hand 14 1
39 3.0 1.0 hand 15 1
40 3.0 1.0 hand 16 1
41 4.0 0.0 hand 17 1
43 2.0 0.0 hand 19 1
44 1.0 1.0 hand 20 1
45 5.0 1.0 hand 21 1
46 0.0 0.0 hand 22 1
47 3.0 1.0 hand 23 1
48 0.0 0.0 hand 24 1
49 5.0 1.0 hand 25 1
51 3.0 1.0 hand 27 1
52 2.0 0.0 hand 28 1
53 1.0 1.0 hand 29 1
54 3.0 1.0 hand 30 1
55 5.0 1.0 hand 31 1
56 2.0 0.0 hand 32 1
.. ... ... ... ... ...
411 2.0 0.0 hand 72 4
412 3.0 1.0 hand 73 4
413 2.0 0.0 hand 74 4
414 1.0 1.0 hand 75 4
416 0.0 0.0 hand 77 4
417 3.0 1.0 hand 78 4
418 2.0 0.0 hand 79 4
419 3.0 1.0 hand 80 4
420 1.0 1.0 hand 81 4
421 3.0 1.0 hand 82 4
423 3.0 1.0 hand 84 4
424 0.0 0.0 hand 85 4
425 1.0 1.0 hand 86 4
426 3.0 1.0 hand 87 4
427 2.0 0.0 hand 88 4
428 2.0 0.0 hand 89 4
429 1.0 1.0 hand 90 4
431 0.0 0.0 hand 92 4
432 0.0 0.0 hand 93 4
433 2.0 0.0 hand 94 4
434 3.0 1.0 hand 95 4
435 0.0 0.0 hand 96 4
436 3.0 1.0 hand 97 4
437 1.0 1.0 hand 98 4
438 2.0 0.0 hand 99 4
439 2.0 0.0 hand 100 4
440 1.0 1.0 hand 101 4
441 3.0 1.0 hand 102 4
442 1.0 1.0 hand 103 4
443 3.0 1.0 hand 104 4
phase_2 phase_4 cue cue_onset_time stimulus_onset_time \
24 4.8 1.5 NEU 364.5 370.3
25 4.8 1.5 NEU 374.0 379.3
26 4.8 1.5 RIGHT 382.0 386.8
27 4.8 1.5 LEFT 390.5 396.3
28 4.8 1.5 RIGHT 401.5 407.3
29 4.8 1.5 LEFT 410.5 415.8
30 4.8 1.5 NEU 418.5 423.8
32 4.8 1.5 RIGHT 436.5 442.3
33 4.8 1.5 LEFT 446.5 452.8
34 4.8 1.5 LEFT 457.5 462.3
35 4.8 1.5 LEFT 467.0 472.8
36 4.8 1.5 RIGHT 477.5 483.3
37 4.8 1.5 NEU 486.0 490.8
38 4.8 1.5 LEFT 494.0 499.3
39 4.8 1.5 LEFT 502.0 507.8
40 4.8 1.5 LEFT 511.5 516.8
41 4.8 1.5 RIGHT 521.5 527.3
43 4.8 1.5 LEFT 541.5 547.3
44 4.8 1.5 NEU 551.5 556.8
45 4.8 1.5 RIGHT 560.5 565.3
46 4.8 1.5 NEU 568.0 573.8
47 4.8 1.5 LEFT 576.5 582.8
48 4.8 1.5 NEU 587.0 593.3
49 4.8 1.5 RIGHT 596.5 602.8
51 4.8 1.5 LEFT 617.5 623.3
52 4.8 1.5 LEFT 626.0 631.8
53 4.8 1.5 NEU 634.5 640.8
54 4.8 1.5 LEFT 645.0 649.8
55 4.8 1.5 RIGHT 652.0 657.8
56 4.8 1.5 LEFT 660.5 666.8
.. ... ... ... ... ...
411 4.8 1.5 ACC 3949.0 3954.3
412 4.8 1.5 ACC 3959.0 3964.8
413 4.8 1.5 ACC 3969.5 3975.3
414 4.8 1.5 SPD 3979.5 3985.8
416 4.8 1.5 SPD 3999.5 4005.8
417 4.8 1.5 ACC 4009.0 4014.3
418 4.8 1.5 ACC 4018.0 4023.3
419 4.8 1.5 ACC 4027.5 4032.8
420 4.8 1.5 SPD 4037.0 4042.3
421 4.8 1.5 ACC 4047.5 4053.8
423 4.8 1.5 ACC 4065.0 4071.3
424 4.8 1.5 SPD 4075.0 4081.3
425 4.8 1.5 SPD 4084.5 4089.8
426 4.8 1.5 ACC 4092.0 4097.8
427 4.8 1.5 ACC 4101.5 4106.3
428 4.8 1.5 ACC 4111.5 4117.8
429 4.8 1.5 SPD 4121.0 4126.8
431 4.8 1.5 SPD 4139.0 4144.3
432 4.8 1.5 SPD 4149.0 4154.8
433 4.8 1.5 ACC 4158.0 4164.3
434 4.8 1.5 ACC 4169.0 4174.3
435 4.8 1.5 SPD 4179.5 4185.8
436 4.8 1.5 ACC 4189.0 4194.3
437 4.8 1.5 SPD 4199.5 4204.3
438 4.8 1.5 ACC 4209.5 4214.3
439 4.8 1.5 ACC 4219.0 4224.3
440 4.8 1.5 SPD 4229.5 4235.8
441 4.8 1.5 ACC 4238.5 4243.8
442 4.8 1.5 SPD 4247.0 4253.3
443 4.8 1.5 ACC 4257.0 4263.3
trial_start_time null_trial
24 364.0 False
25 374.0 False
26 382.0 False
27 390.0 False
28 400.0 False
29 410.0 False
30 418.0 False
32 436.0 False
33 446.0 False
34 456.0 False
35 466.0 False
36 476.0 False
37 486.0 False
38 494.0 False
39 502.0 False
40 510.0 False
41 520.0 False
43 540.0 False
44 550.0 False
45 560.0 False
46 568.0 False
47 576.0 False
48 586.0 False
49 596.0 False
51 616.0 False
52 626.0 False
53 634.0 False
54 644.0 False
55 652.0 False
56 660.0 False
.. ... ...
411 3948.0 False
412 3958.0 False
413 3968.0 False
414 3978.0 False
416 3998.0 False
417 4008.0 False
418 4018.0 False
419 4026.0 False
420 4036.0 False
421 4046.0 False
423 4064.0 False
424 4074.0 False
425 4084.0 False
426 4092.0 False
427 4100.0 False
428 4110.0 False
429 4120.0 False
431 4138.0 False
432 4148.0 False
433 4158.0 False
434 4168.0 False
435 4178.0 False
436 4188.0 False
437 4198.0 False
438 4208.0 False
439 4218.0 False
440 4228.0 False
441 4238.0 False
442 4246.0 False
443 4256.0 False
[384 rows x 12 columns]
Convolving cue_hand_LEFT...
Convolving cue_hand_RIGHT...
Convolving cue_eye_LEFT...
Convolving cue_eye_RIGHT...
Convolving resp_hand_LEFT...
Convolving resp_hand_RIGHT...
Convolving resp_eye_LEFT...
Convolving resp_eye_RIGHT...
Convolving cue_NEU...
Convolving cue_RIGHT...
Convolving cue_LEFT...
Convolving cue_SPD...
Convolving cue_ACC...
Convolving stimulus_0_NEU...
Convolving stimulus_0_RIGHT...
Convolving stimulus_0_LEFT...
Convolving stimulus_0_SPD...
Convolving stimulus_0_ACC...
Convolving stimulus_1_NEU...
Convolving stimulus_1_RIGHT...
Convolving stimulus_1_LEFT...
Convolving stimulus_1_SPD...
Convolving stimulus_1_ACC...
['cue_hand_LEFT', 'cue_hand_RIGHT', 'cue_eye_LEFT', 'cue_eye_RIGHT', 'resp_hand_LEFT', 'resp_hand_RIGHT', 'resp_eye_LEFT', 'resp_eye_RIGHT', 'cue_NEU', 'cue_RIGHT', 'cue_LEFT', 'cue_SPD', 'cue_ACC', 'stimulus_0_NEU', 'stimulus_0_RIGHT', 'stimulus_0_LEFT', 'stimulus_0_SPD', 'stimulus_0_ACC', 'stimulus_1_NEU', 'stimulus_1_RIGHT', 'stimulus_1_LEFT', 'stimulus_1_SPD', 'stimulus_1_ACC']
Processing participant 16
trial_type correct_answer response_modality block_trial_ID block \
24 3.0 1.0 hand 0 1
25 5.0 1.0 hand 1 1
26 1.0 1.0 hand 2 1
27 2.0 0.0 hand 3 1
28 5.0 1.0 hand 4 1
30 0.0 0.0 hand 6 1
31 2.0 0.0 hand 7 1
32 0.0 0.0 hand 8 1
33 5.0 1.0 hand 9 1
34 4.0 0.0 hand 10 1
35 0.0 0.0 hand 11 1
37 1.0 1.0 hand 13 1
38 5.0 1.0 hand 14 1
39 4.0 0.0 hand 15 1
40 2.0 0.0 hand 16 1
41 2.0 0.0 hand 17 1
42 0.0 0.0 hand 18 1
43 5.0 1.0 hand 19 1
45 3.0 1.0 hand 21 1
46 0.0 0.0 hand 22 1
47 3.0 1.0 hand 23 1
48 4.0 0.0 hand 24 1
49 2.0 0.0 hand 25 1
50 1.0 1.0 hand 26 1
51 3.0 1.0 hand 27 1
52 4.0 0.0 hand 28 1
54 0.0 0.0 hand 30 1
55 3.0 1.0 hand 31 1
56 5.0 1.0 hand 32 1
57 4.0 0.0 hand 33 1
.. ... ... ... ... ...
412 0.0 0.0 eye 73 4
413 3.0 1.0 eye 74 4
414 1.0 1.0 eye 75 4
415 0.0 0.0 eye 76 4
416 2.0 0.0 eye 77 4
417 0.0 0.0 eye 78 4
418 3.0 1.0 eye 79 4
420 2.0 0.0 eye 81 4
421 0.0 0.0 eye 82 4
422 0.0 0.0 eye 83 4
423 3.0 1.0 eye 84 4
424 3.0 1.0 eye 85 4
425 1.0 1.0 eye 86 4
426 1.0 1.0 eye 87 4
427 2.0 0.0 eye 88 4
428 3.0 1.0 eye 89 4
430 1.0 1.0 eye 91 4
431 0.0 0.0 eye 92 4
432 1.0 1.0 eye 93 4
433 0.0 0.0 eye 94 4
434 3.0 1.0 eye 95 4
435 2.0 0.0 eye 96 4
436 1.0 1.0 eye 97 4
437 3.0 1.0 eye 98 4
438 1.0 1.0 eye 99 4
439 2.0 0.0 eye 100 4
440 3.0 1.0 eye 101 4
441 1.0 1.0 eye 102 4
442 3.0 1.0 eye 103 4
443 3.0 1.0 eye 104 4
phase_2 phase_4 cue cue_onset_time stimulus_onset_time \
24 4.8 1.5 LEFT 368.5 374.8
25 4.8 1.5 RIGHT 379.5 385.3
26 4.8 1.5 NEU 389.0 395.3
27 4.8 1.5 LEFT 398.5 404.3
28 4.8 1.5 RIGHT 409.0 414.3
30 4.8 1.5 NEU 426.0 432.3
31 4.8 1.5 LEFT 437.0 442.8
32 4.8 1.5 NEU 446.5 451.8
33 4.8 1.5 RIGHT 454.0 460.3
34 4.8 1.5 RIGHT 465.5 471.8
35 4.8 1.5 NEU 475.0 480.8
37 4.8 1.5 NEU 493.0 498.8
38 4.8 1.5 RIGHT 503.0 509.3
39 4.8 1.5 RIGHT 513.5 518.3
40 4.8 1.5 LEFT 523.5 528.8
41 4.8 1.5 LEFT 532.5 537.8
42 4.8 1.5 NEU 540.0 544.8
43 4.8 1.5 RIGHT 549.5 555.8
45 4.8 1.5 LEFT 569.5 574.8
46 4.8 1.5 NEU 578.5 583.3
47 4.8 1.5 LEFT 587.5 592.8
48 4.8 1.5 RIGHT 597.0 603.3
49 4.8 1.5 LEFT 606.0 612.3
50 4.8 1.5 NEU 616.0 621.3
51 4.8 1.5 LEFT 624.5 630.8
52 4.8 1.5 RIGHT 634.0 639.3
54 4.8 1.5 NEU 652.0 657.8
55 4.8 1.5 LEFT 660.5 666.8
56 4.8 1.5 RIGHT 671.0 675.8
57 4.8 1.5 RIGHT 678.5 683.3
.. ... ... ... ... ...
412 4.8 1.5 SPD 3963.5 3968.8
413 4.8 1.5 ACC 3972.5 3978.3
414 4.8 1.5 SPD 3982.5 3987.8
415 4.8 1.5 SPD 3991.5 3997.8
416 4.8 1.5 ACC 4001.0 4006.8
417 4.8 1.5 SPD 4010.0 4015.8
418 4.8 1.5 ACC 4018.5 4024.8
420 4.8 1.5 ACC 4039.0 4043.8
421 4.8 1.5 SPD 4046.5 4051.8
422 4.8 1.5 SPD 4054.0 4058.8
423 4.8 1.5 ACC 4063.5 4069.3
424 4.8 1.5 ACC 4073.0 4079.3
425 4.8 1.5 SPD 4083.5 4089.8
426 4.8 1.5 SPD 4092.5 4098.8
427 4.8 1.5 ACC 4103.5 4108.3
428 4.8 1.5 ACC 4112.5 4118.3
430 4.8 1.5 SPD 4133.0 4137.8
431 4.8 1.5 SPD 4141.0 4146.3
432 4.8 1.5 SPD 4151.0 4156.3
433 4.8 1.5 SPD 4161.0 4166.3
434 4.8 1.5 ACC 4170.5 4175.8
435 4.8 1.5 ACC 4179.0 4184.8
436 4.8 1.5 SPD 4188.5 4193.3
437 4.8 1.5 ACC 4196.0 4202.3
438 4.8 1.5 SPD 4206.0 4212.3
439 4.8 1.5 ACC 4216.0 4221.8
440 4.8 1.5 ACC 4224.0 4230.3
441 4.8 1.5 SPD 4234.0 4239.8
442 4.8 1.5 ACC 4243.0 4248.8
443 4.8 1.5 ACC 4252.5 4257.3
trial_start_time null_trial
24 368.0 False
25 378.0 False
26 388.0 False
27 398.0 False
28 408.0 False
30 426.0 False
31 436.0 False
32 446.0 False
33 454.0 False
34 464.0 False
35 474.0 False
37 492.0 False
38 502.0 False
39 512.0 False
40 522.0 False
41 532.0 False
42 540.0 False
43 548.0 False
45 568.0 False
46 578.0 False
47 586.0 False
48 596.0 False
49 606.0 False
50 616.0 False
51 624.0 False
52 634.0 False
54 652.0 False
55 660.0 False
56 670.0 False
57 678.0 False
.. ... ...
412 3962.0 False
413 3972.0 False
414 3982.0 False
415 3990.0 False
416 4000.0 False
417 4010.0 False
418 4018.0 False
420 4038.0 False
421 4046.0 False
422 4054.0 False
423 4062.0 False
424 4072.0 False
425 4082.0 False
426 4092.0 False
427 4102.0 False
428 4112.0 False
430 4132.0 False
431 4140.0 False
432 4150.0 False
433 4160.0 False
434 4170.0 False
435 4178.0 False
436 4188.0 False
437 4196.0 False
438 4206.0 False
439 4216.0 False
440 4224.0 False
441 4234.0 False
442 4242.0 False
443 4252.0 False
[384 rows x 12 columns]
Convolving cue_hand_LEFT...
Convolving cue_hand_RIGHT...
Convolving cue_eye_LEFT...
Convolving cue_eye_RIGHT...
Convolving resp_hand_LEFT...
Convolving resp_hand_RIGHT...
Convolving resp_eye_LEFT...
Convolving resp_eye_RIGHT...
Convolving cue_LEFT...
Convolving cue_RIGHT...
Convolving cue_NEU...
Convolving cue_SPD...
Convolving cue_ACC...
Convolving stimulus_1_LEFT...
Convolving stimulus_1_RIGHT...
Convolving stimulus_1_NEU...
Convolving stimulus_1_SPD...
Convolving stimulus_1_ACC...
Convolving stimulus_0_LEFT...
Convolving stimulus_0_RIGHT...
Convolving stimulus_0_NEU...
Convolving stimulus_0_SPD...
Convolving stimulus_0_ACC...
['cue_hand_LEFT', 'cue_hand_RIGHT', 'cue_eye_LEFT', 'cue_eye_RIGHT', 'resp_hand_LEFT', 'resp_hand_RIGHT', 'resp_eye_LEFT', 'resp_eye_RIGHT', 'cue_LEFT', 'cue_RIGHT', 'cue_NEU', 'cue_SPD', 'cue_ACC', 'stimulus_1_LEFT', 'stimulus_1_RIGHT', 'stimulus_1_NEU', 'stimulus_1_SPD', 'stimulus_1_ACC', 'stimulus_0_LEFT', 'stimulus_0_RIGHT', 'stimulus_0_NEU', 'stimulus_0_SPD', 'stimulus_0_ACC']
Processing participant 17
trial_type correct_answer response_modality block_trial_ID block \
24 1.0 1.0 hand 0 1
25 5.0 1.0 hand 1 1
26 3.0 1.0 hand 2 1
27 1.0 1.0 hand 3 1
29 3.0 1.0 hand 5 1
30 4.0 0.0 hand 6 1
31 3.0 1.0 hand 7 1
32 1.0 1.0 hand 8 1
33 4.0 0.0 hand 9 1
34 5.0 1.0 hand 10 1
36 0.0 0.0 hand 12 1
37 4.0 0.0 hand 13 1
38 5.0 1.0 hand 14 1
39 0.0 0.0 hand 15 1
40 4.0 0.0 hand 16 1
41 2.0 0.0 hand 17 1
42 2.0 0.0 hand 18 1
43 1.0 1.0 hand 19 1
44 1.0 1.0 hand 20 1
46 2.0 0.0 hand 22 1
47 0.0 0.0 hand 23 1
48 2.0 0.0 hand 24 1
49 0.0 0.0 hand 25 1
50 1.0 1.0 hand 26 1
51 0.0 0.0 hand 27 1
52 3.0 1.0 hand 28 1
53 4.0 0.0 hand 29 1
54 1.0 1.0 hand 30 1
55 0.0 0.0 hand 31 1
56 2.0 0.0 hand 32 1
.. ... ... ... ... ...
411 3.0 1.0 hand 72 4
413 2.0 0.0 hand 74 4
414 3.0 1.0 hand 75 4
415 2.0 0.0 hand 76 4
416 0.0 0.0 hand 77 4
417 0.0 0.0 hand 78 4
418 1.0 1.0 hand 79 4
419 0.0 0.0 hand 80 4
421 3.0 1.0 hand 82 4
422 2.0 0.0 hand 83 4
423 0.0 0.0 hand 84 4
424 0.0 0.0 hand 85 4
425 2.0 0.0 hand 86 4
426 3.0 1.0 hand 87 4
427 1.0 1.0 hand 88 4
428 1.0 1.0 hand 89 4
429 2.0 0.0 hand 90 4
431 3.0 1.0 hand 92 4
432 2.0 0.0 hand 93 4
433 0.0 0.0 hand 94 4
434 1.0 1.0 hand 95 4
435 1.0 1.0 hand 96 4
436 2.0 0.0 hand 97 4
437 1.0 1.0 hand 98 4
438 3.0 1.0 hand 99 4
439 2.0 0.0 hand 100 4
440 3.0 1.0 hand 101 4
441 0.0 0.0 hand 102 4
442 2.0 0.0 hand 103 4
443 0.0 0.0 hand 104 4
phase_2 phase_4 cue cue_onset_time stimulus_onset_time \
24 4.8 1.5 NEU 371.0 375.8
25 4.8 1.5 RIGHT 379.0 384.8
26 4.8 1.5 LEFT 388.5 394.8
27 4.8 1.5 NEU 398.5 403.3
29 4.8 1.5 LEFT 416.0 421.8
30 4.8 1.5 RIGHT 424.5 429.3
31 4.8 1.5 LEFT 433.0 438.8
32 4.8 1.5 NEU 442.5 448.8
33 4.8 1.5 RIGHT 453.5 458.3
34 4.8 1.5 RIGHT 462.5 468.3
36 4.8 1.5 NEU 483.0 488.3
37 4.8 1.5 RIGHT 493.0 499.3
38 4.8 1.5 RIGHT 502.0 507.3
39 4.8 1.5 NEU 510.5 515.8
40 4.8 1.5 RIGHT 518.0 523.3
41 4.8 1.5 LEFT 527.0 533.3
42 4.8 1.5 LEFT 536.5 541.3
43 4.8 1.5 NEU 545.0 549.8
44 4.8 1.5 NEU 553.5 558.3
46 4.8 1.5 LEFT 572.5 577.8
47 4.8 1.5 NEU 580.0 586.3
48 4.8 1.5 LEFT 591.0 597.3
49 4.8 1.5 NEU 600.0 605.8
50 4.8 1.5 NEU 608.0 612.8
51 4.8 1.5 NEU 617.5 622.3
52 4.8 1.5 LEFT 626.0 631.3
53 4.8 1.5 RIGHT 635.0 640.3
54 4.8 1.5 NEU 645.5 651.8
55 4.8 1.5 NEU 655.5 661.8
56 4.8 1.5 LEFT 665.0 670.3
.. ... ... ... ... ...
411 4.8 1.5 ACC 3930.5 3935.3
413 4.8 1.5 ACC 3948.0 3954.3
414 4.8 1.5 ACC 3959.0 3964.8
415 4.8 1.5 ACC 3968.5 3973.3
416 4.8 1.5 SPD 3977.5 3982.8
417 4.8 1.5 SPD 3986.5 3991.8
418 4.8 1.5 SPD 3995.5 4000.3
419 4.8 1.5 SPD 4004.0 4009.3
421 4.8 1.5 ACC 4022.5 4027.3
422 4.8 1.5 ACC 4030.5 4035.8
423 4.8 1.5 SPD 4039.0 4043.8
424 4.8 1.5 SPD 4047.5 4052.8
425 4.8 1.5 ACC 4057.0 4062.3
426 4.8 1.5 ACC 4066.5 4072.8
427 4.8 1.5 SPD 4076.0 4081.8
428 4.8 1.5 SPD 4084.5 4089.3
429 4.8 1.5 ACC 4093.0 4099.3
431 4.8 1.5 ACC 4112.0 4117.8
432 4.8 1.5 ACC 4121.0 4125.8
433 4.8 1.5 SPD 4128.0 4132.8
434 4.8 1.5 SPD 4136.0 4141.8
435 4.8 1.5 SPD 4145.0 4151.3
436 4.8 1.5 ACC 4155.0 4159.8
437 4.8 1.5 SPD 4162.5 4168.3
438 4.8 1.5 ACC 4173.5 4179.8
439 4.8 1.5 ACC 4183.5 4188.3
440 4.8 1.5 ACC 4193.0 4199.3
441 4.8 1.5 SPD 4203.5 4209.3
442 4.8 1.5 ACC 4212.0 4218.3
443 4.8 1.5 SPD 4222.5 4228.8
trial_start_time null_trial
24 370.0 False
25 378.0 False
26 388.0 False
27 398.0 False
29 416.0 False
30 424.0 False
31 432.0 False
32 442.0 False
33 452.0 False
34 462.0 False
36 482.0 False
37 492.0 False
38 502.0 False
39 510.0 False
40 518.0 False
41 526.0 False
42 536.0 False
43 544.0 False
44 552.0 False
46 572.0 False
47 580.0 False
48 590.0 False
49 600.0 False
50 608.0 False
51 616.0 False
52 626.0 False
53 634.0 False
54 644.0 False
55 654.0 False
56 664.0 False
.. ... ...
411 3930.0 False
413 3948.0 False
414 3958.0 False
415 3968.0 False
416 3976.0 False
417 3986.0 False
418 3994.0 False
419 4004.0 False
421 4022.0 False
422 4030.0 False
423 4038.0 False
424 4046.0 False
425 4056.0 False
426 4066.0 False
427 4076.0 False
428 4084.0 False
429 4092.0 False
431 4112.0 False
432 4120.0 False
433 4128.0 False
434 4136.0 False
435 4144.0 False
436 4154.0 False
437 4162.0 False
438 4172.0 False
439 4182.0 False
440 4192.0 False
441 4202.0 False
442 4212.0 False
443 4222.0 False
[384 rows x 12 columns]
Convolving cue_hand_LEFT...
Convolving cue_hand_RIGHT...
Convolving cue_eye_LEFT...
Convolving cue_eye_RIGHT...
Convolving resp_hand_LEFT...
Convolving resp_hand_RIGHT...
Convolving resp_eye_LEFT...
Convolving resp_eye_RIGHT...
Convolving cue_NEU...
Convolving cue_RIGHT...
Convolving cue_LEFT...
Convolving cue_SPD...
Convolving cue_ACC...
Convolving stimulus_1_NEU...
Convolving stimulus_1_RIGHT...
Convolving stimulus_1_LEFT...
Convolving stimulus_1_SPD...
Convolving stimulus_1_ACC...
Convolving stimulus_0_NEU...
Convolving stimulus_0_RIGHT...
Convolving stimulus_0_LEFT...
Convolving stimulus_0_SPD...
Convolving stimulus_0_ACC...
['cue_hand_LEFT', 'cue_hand_RIGHT', 'cue_eye_LEFT', 'cue_eye_RIGHT', 'resp_hand_LEFT', 'resp_hand_RIGHT', 'resp_eye_LEFT', 'resp_eye_RIGHT', 'cue_NEU', 'cue_RIGHT', 'cue_LEFT', 'cue_SPD', 'cue_ACC', 'stimulus_1_NEU', 'stimulus_1_RIGHT', 'stimulus_1_LEFT', 'stimulus_1_SPD', 'stimulus_1_ACC', 'stimulus_0_NEU', 'stimulus_0_RIGHT', 'stimulus_0_LEFT', 'stimulus_0_SPD', 'stimulus_0_ACC']
Processing participant 18
trial_type correct_answer response_modality block_trial_ID block \
24 5.0 1.0 eye 0 1
25 4.0 0.0 eye 1 1
26 2.0 0.0 eye 2 1
27 3.0 1.0 eye 3 1
28 5.0 1.0 eye 4 1
29 1.0 1.0 eye 5 1
30 5.0 1.0 eye 6 1
32 0.0 0.0 eye 8 1
33 1.0 1.0 eye 9 1
34 3.0 1.0 eye 10 1
35 4.0 0.0 eye 11 1
36 0.0 0.0 eye 12 1
37 1.0 1.0 eye 13 1
39 4.0 0.0 eye 15 1
40 0.0 0.0 eye 16 1
41 2.0 0.0 eye 17 1
42 3.0 1.0 eye 18 1
43 1.0 1.0 eye 19 1
44 4.0 0.0 eye 20 1
45 1.0 1.0 eye 21 1
46 3.0 1.0 eye 22 1
47 3.0 1.0 eye 23 1
48 4.0 0.0 eye 24 1
49 2.0 0.0 eye 25 1
50 4.0 0.0 eye 26 1
51 5.0 1.0 eye 27 1
52 5.0 1.0 eye 28 1
53 1.0 1.0 eye 29 1
55 3.0 1.0 eye 31 1
56 2.0 0.0 eye 32 1
.. ... ... ... ... ...
413 2.0 0.0 hand 74 4
414 2.0 0.0 hand 75 4
415 2.0 0.0 hand 76 4
416 5.0 1.0 hand 77 4
417 3.0 1.0 hand 78 4
418 0.0 0.0 hand 79 4
419 0.0 0.0 hand 80 4
420 4.0 0.0 hand 81 4
421 4.0 0.0 hand 82 4
422 3.0 1.0 hand 83 4
423 3.0 1.0 hand 84 4
424 5.0 1.0 hand 85 4
425 3.0 1.0 hand 86 4
426 0.0 0.0 hand 87 4
427 1.0 1.0 hand 88 4
428 1.0 1.0 hand 89 4
429 0.0 0.0 hand 90 4
431 3.0 1.0 hand 92 4
432 0.0 0.0 hand 93 4
433 5.0 1.0 hand 94 4
434 0.0 0.0 hand 95 4
435 4.0 0.0 hand 96 4
436 5.0 1.0 hand 97 4
437 3.0 1.0 hand 98 4
438 2.0 0.0 hand 99 4
439 2.0 0.0 hand 100 4
440 5.0 1.0 hand 101 4
441 1.0 1.0 hand 102 4
442 2.0 0.0 hand 103 4
443 1.0 1.0 hand 104 4
phase_2 phase_4 cue cue_onset_time stimulus_onset_time \
24 4.8 1.5 RIGHT 370.5 375.3
25 4.8 1.5 RIGHT 378.0 382.8
26 4.8 1.5 LEFT 387.5 392.3
27 4.8 1.5 LEFT 397.0 402.3
28 4.8 1.5 RIGHT 406.5 412.3
29 4.8 1.5 NEU 417.0 422.3
30 4.8 1.5 RIGHT 426.0 431.8
32 4.8 1.5 NEU 445.5 450.3
33 4.8 1.5 NEU 455.0 461.3
34 4.8 1.5 LEFT 465.5 471.3
35 4.8 1.5 RIGHT 475.5 481.3
36 4.8 1.5 NEU 485.5 491.8
37 4.8 1.5 NEU 495.0 501.3
39 4.8 1.5 RIGHT 514.0 518.8
40 4.8 1.5 NEU 523.5 528.8
41 4.8 1.5 LEFT 533.5 539.3
42 4.8 1.5 LEFT 543.5 548.8
43 4.8 1.5 NEU 552.5 557.3
44 4.8 1.5 RIGHT 561.5 567.8
45 4.8 1.5 NEU 570.5 576.3
46 4.8 1.5 LEFT 581.0 586.8
47 4.8 1.5 LEFT 590.0 595.8
48 4.8 1.5 RIGHT 598.5 603.8
49 4.8 1.5 LEFT 606.0 612.3
50 4.8 1.5 RIGHT 616.0 620.8
51 4.8 1.5 RIGHT 624.5 630.8
52 4.8 1.5 RIGHT 635.5 640.8
53 4.8 1.5 NEU 645.5 651.3
55 4.8 1.5 LEFT 662.5 668.3
56 4.8 1.5 LEFT 673.5 678.3
.. ... ... ... ... ...
413 4.8 1.5 LEFT 3974.5 3979.3
414 4.8 1.5 LEFT 3982.5 3987.3
415 4.8 1.5 LEFT 3991.0 3996.8
416 4.8 1.5 RIGHT 4000.0 4005.3
417 4.8 1.5 LEFT 4008.0 4013.8
418 4.8 1.5 NEU 4017.5 4022.8
419 4.8 1.5 NEU 4026.5 4032.8
420 4.8 1.5 RIGHT 4037.0 4042.8
421 4.8 1.5 RIGHT 4047.0 4053.3
422 4.8 1.5 LEFT 4056.5 4062.3
423 4.8 1.5 LEFT 4066.5 4071.3
424 4.8 1.5 RIGHT 4075.0 4081.3
425 4.8 1.5 LEFT 4084.0 4088.8
426 4.8 1.5 NEU 4092.0 4097.3
427 4.8 1.5 NEU 4100.0 4105.3
428 4.8 1.5 NEU 4108.0 4114.3
429 4.8 1.5 NEU 4119.0 4125.3
431 4.8 1.5 LEFT 4139.5 4144.8
432 4.8 1.5 NEU 4149.0 4154.3
433 4.8 1.5 RIGHT 4158.5 4163.3
434 4.8 1.5 NEU 4166.0 4171.3
435 4.8 1.5 RIGHT 4174.5 4179.8
436 4.8 1.5 RIGHT 4182.5 4187.8
437 4.8 1.5 LEFT 4191.5 4196.3
438 4.8 1.5 LEFT 4201.0 4206.3
439 4.8 1.5 LEFT 4211.5 4217.8
440 4.8 1.5 RIGHT 4220.0 4226.3
441 4.8 1.5 NEU 4230.0 4235.3
442 4.8 1.5 LEFT 4239.5 4244.3
443 4.8 1.5 NEU 4248.0 4253.3
trial_start_time null_trial
24 370.0 False
25 378.0 False
26 386.0 False
27 396.0 False
28 406.0 False
29 416.0 False
30 426.0 False
32 444.0 False
33 454.0 False
34 464.0 False
35 474.0 False
36 484.0 False
37 494.0 False
39 514.0 False
40 522.0 False
41 532.0 False
42 542.0 False
43 552.0 False
44 560.0 False
45 570.0 False
46 580.0 False
47 590.0 False
48 598.0 False
49 606.0 False
50 616.0 False
51 624.0 False
52 634.0 False
53 644.0 False
55 662.0 False
56 672.0 False
.. ... ...
413 3974.0 False
414 3982.0 False
415 3990.0 False
416 4000.0 False
417 4008.0 False
418 4016.0 False
419 4026.0 False
420 4036.0 False
421 4046.0 False
422 4056.0 False
423 4066.0 False
424 4074.0 False
425 4084.0 False
426 4092.0 False
427 4100.0 False
428 4108.0 False
429 4118.0 False
431 4138.0 False
432 4148.0 False
433 4158.0 False
434 4166.0 False
435 4174.0 False
436 4182.0 False
437 4190.0 False
438 4200.0 False
439 4210.0 False
440 4220.0 False
441 4230.0 False
442 4238.0 False
443 4248.0 False
[384 rows x 12 columns]
Convolving cue_hand_LEFT...
Convolving cue_hand_RIGHT...
Convolving cue_eye_LEFT...
Convolving cue_eye_RIGHT...
Convolving resp_hand_LEFT...
Convolving resp_hand_RIGHT...
Convolving resp_eye_LEFT...
Convolving resp_eye_RIGHT...
Convolving cue_RIGHT...
Convolving cue_LEFT...
Convolving cue_NEU...
Convolving cue_SPD...
Convolving cue_ACC...
Convolving stimulus_1_RIGHT...
Convolving stimulus_1_LEFT...
Convolving stimulus_1_NEU...
Convolving stimulus_1_SPD...
Convolving stimulus_1_ACC...
Convolving stimulus_0_RIGHT...
Convolving stimulus_0_LEFT...
Convolving stimulus_0_NEU...
Convolving stimulus_0_SPD...
Convolving stimulus_0_ACC...
['cue_hand_LEFT', 'cue_hand_RIGHT', 'cue_eye_LEFT', 'cue_eye_RIGHT', 'resp_hand_LEFT', 'resp_hand_RIGHT', 'resp_eye_LEFT', 'resp_eye_RIGHT', 'cue_RIGHT', 'cue_LEFT', 'cue_NEU', 'cue_SPD', 'cue_ACC', 'stimulus_1_RIGHT', 'stimulus_1_LEFT', 'stimulus_1_NEU', 'stimulus_1_SPD', 'stimulus_1_ACC', 'stimulus_0_RIGHT', 'stimulus_0_LEFT', 'stimulus_0_NEU', 'stimulus_0_SPD', 'stimulus_0_ACC']
Processing participant 19
trial_type correct_answer response_modality block_trial_ID block \
24 5.0 1.0 eye 0 1
25 3.0 1.0 eye 1 1
26 3.0 1.0 eye 2 1
27 2.0 0.0 eye 3 1
28 3.0 1.0 eye 4 1
29 1.0 1.0 eye 5 1
31 4.0 0.0 eye 7 1
32 5.0 1.0 eye 8 1
33 0.0 0.0 eye 9 1
34 1.0 1.0 eye 10 1
35 0.0 0.0 eye 11 1
36 1.0 1.0 eye 12 1
37 2.0 0.0 eye 13 1
38 2.0 0.0 eye 14 1
39 5.0 1.0 eye 15 1
40 2.0 0.0 eye 16 1
41 4.0 0.0 eye 17 1
42 5.0 1.0 eye 18 1
43 3.0 1.0 eye 19 1
45 1.0 1.0 eye 21 1
46 1.0 1.0 eye 22 1
47 0.0 0.0 eye 23 1
48 0.0 0.0 eye 24 1
49 4.0 0.0 eye 25 1
50 5.0 1.0 eye 26 1
51 3.0 1.0 eye 27 1
53 2.0 0.0 eye 29 1
54 1.0 1.0 eye 30 1
55 5.0 1.0 eye 31 1
56 0.0 0.0 eye 32 1
.. ... ... ... ... ...
412 2.0 0.0 eye 73 4
413 0.0 0.0 eye 74 4
414 1.0 1.0 eye 75 4
415 0.0 0.0 eye 76 4
416 2.0 0.0 eye 77 4
417 0.0 0.0 eye 78 4
418 3.0 1.0 eye 79 4
419 2.0 0.0 eye 80 4
420 3.0 1.0 eye 81 4
422 3.0 1.0 eye 83 4
423 0.0 0.0 eye 84 4
424 0.0 0.0 eye 85 4
425 1.0 1.0 eye 86 4
426 3.0 1.0 eye 87 4
427 1.0 1.0 eye 88 4
428 2.0 0.0 eye 89 4
430 0.0 0.0 eye 91 4
431 3.0 1.0 eye 92 4
432 1.0 1.0 eye 93 4
433 0.0 0.0 eye 94 4
434 3.0 1.0 eye 95 4
435 3.0 1.0 eye 96 4
436 2.0 0.0 eye 97 4
437 2.0 0.0 eye 98 4
438 1.0 1.0 eye 99 4
439 2.0 0.0 eye 100 4
440 2.0 0.0 eye 101 4
441 1.0 1.0 eye 102 4
442 3.0 1.0 eye 103 4
443 3.0 1.0 eye 104 4
phase_2 phase_4 cue cue_onset_time stimulus_onset_time \
24 4.8 1.5 RIGHT 372.0 378.3
25 4.8 1.5 LEFT 382.0 388.3
26 4.8 1.5 LEFT 393.5 399.3
27 4.8 1.5 LEFT 402.0 407.3
28 4.8 1.5 LEFT 411.0 415.8
29 4.8 1.5 NEU 418.0 423.3
31 4.8 1.5 RIGHT 436.5 441.8
32 4.8 1.5 RIGHT 445.5 451.3
33 4.8 1.5 NEU 455.5 460.3
34 4.8 1.5 NEU 465.5 470.3
35 4.8 1.5 NEU 475.5 480.3
36 4.8 1.5 NEU 484.5 489.8
37 4.8 1.5 LEFT 492.5 497.3
38 4.8 1.5 LEFT 500.0 505.8
39 4.8 1.5 RIGHT 509.0 514.3
40 4.8 1.5 LEFT 518.5 523.3
41 4.8 1.5 RIGHT 527.5 533.3
42 4.8 1.5 RIGHT 536.5 542.8
43 4.8 1.5 LEFT 546.5 552.3
45 4.8 1.5 NEU 567.0 573.3
46 4.8 1.5 NEU 577.0 583.3
47 4.8 1.5 NEU 586.0 592.3
48 4.8 1.5 NEU 597.0 601.8
49 4.8 1.5 RIGHT 604.0 609.3
50 4.8 1.5 RIGHT 612.0 616.8
51 4.8 1.5 LEFT 621.0 625.8
53 4.8 1.5 LEFT 637.5 642.3
54 4.8 1.5 NEU 646.5 652.3
55 4.8 1.5 RIGHT 656.5 662.3
56 4.8 1.5 NEU 666.0 672.3
.. ... ... ... ... ...
412 4.8 1.5 ACC 3956.5 3961.8
413 4.8 1.5 SPD 3964.0 3968.8
414 4.8 1.5 SPD 3973.0 3977.8
415 4.8 1.5 SPD 3980.5 3986.8
416 4.8 1.5 ACC 3991.5 3996.8
417 4.8 1.5 SPD 4001.5 4007.8
418 4.8 1.5 ACC 4010.5 4015.8
419 4.8 1.5 ACC 4019.0 4024.3
420 4.8 1.5 ACC 4029.5 4035.3
422 4.8 1.5 ACC 4046.0 4051.3
423 4.8 1.5 SPD 4055.0 4061.3
424 4.8 1.5 SPD 4064.0 4070.3
425 4.8 1.5 SPD 4075.5 4080.3
426 4.8 1.5 ACC 4084.5 4090.8
427 4.8 1.5 SPD 4095.5 4100.3
428 4.8 1.5 ACC 4104.5 4109.3
430 4.8 1.5 SPD 4123.0 4128.8
431 4.8 1.5 ACC 4133.5 4138.3
432 4.8 1.5 SPD 4142.0 4148.3
433 4.8 1.5 SPD 4153.0 4157.8
434 4.8 1.5 ACC 4160.5 4165.3
435 4.8 1.5 ACC 4168.0 4172.8
436 4.8 1.5 ACC 4176.5 4182.3
437 4.8 1.5 ACC 4187.5 4192.3
438 4.8 1.5 SPD 4197.0 4202.8
439 4.8 1.5 ACC 4207.5 4213.3
440 4.8 1.5 ACC 4216.0 4222.3
441 4.8 1.5 SPD 4226.5 4232.8
442 4.8 1.5 ACC 4236.5 4242.3
443 4.8 1.5 ACC 4247.5 4252.8
trial_start_time null_trial
24 372.0 False
25 382.0 False
26 392.0 False
27 402.0 False
28 410.0 False
29 418.0 False
31 436.0 False
32 444.0 False
33 454.0 False
34 464.0 False
35 474.0 False
36 484.0 False
37 492.0 False
38 500.0 False
39 508.0 False
40 518.0 False
41 526.0 False
42 536.0 False
43 546.0 False
45 566.0 False
46 576.0 False
47 586.0 False
48 596.0 False
49 604.0 False
50 612.0 False
51 620.0 False
53 636.0 False
54 646.0 False
55 656.0 False
56 666.0 False
.. ... ...
412 3956.0 False
413 3964.0 False
414 3972.0 False
415 3980.0 False
416 3990.0 False
417 4000.0 False
418 4010.0 False
419 4018.0 False
420 4028.0 False
422 4046.0 False
423 4054.0 False
424 4064.0 False
425 4074.0 False
426 4084.0 False
427 4094.0 False
428 4104.0 False
430 4122.0 False
431 4132.0 False
432 4142.0 False
433 4152.0 False
434 4160.0 False
435 4168.0 False
436 4176.0 False
437 4186.0 False
438 4196.0 False
439 4206.0 False
440 4216.0 False
441 4226.0 False
442 4236.0 False
443 4246.0 False
[384 rows x 12 columns]
Convolving cue_hand_LEFT...
Convolving cue_hand_RIGHT...
Convolving cue_eye_LEFT...
Convolving cue_eye_RIGHT...
Convolving resp_hand_LEFT...
Convolving resp_hand_RIGHT...
Convolving resp_eye_LEFT...
Convolving resp_eye_RIGHT...
Convolving cue_RIGHT...
Convolving cue_LEFT...
Convolving cue_NEU...
Convolving cue_SPD...
Convolving cue_ACC...
Convolving stimulus_1_RIGHT...
Convolving stimulus_1_LEFT...
Convolving stimulus_1_NEU...
Convolving stimulus_1_SPD...
Convolving stimulus_1_ACC...
Convolving stimulus_0_RIGHT...
Convolving stimulus_0_LEFT...
Convolving stimulus_0_NEU...
Convolving stimulus_0_SPD...
Convolving stimulus_0_ACC...
['cue_hand_LEFT', 'cue_hand_RIGHT', 'cue_eye_LEFT', 'cue_eye_RIGHT', 'resp_hand_LEFT', 'resp_hand_RIGHT', 'resp_eye_LEFT', 'resp_eye_RIGHT', 'cue_RIGHT', 'cue_LEFT', 'cue_NEU', 'cue_SPD', 'cue_ACC', 'stimulus_1_RIGHT', 'stimulus_1_LEFT', 'stimulus_1_NEU', 'stimulus_1_SPD', 'stimulus_1_ACC', 'stimulus_0_RIGHT', 'stimulus_0_LEFT', 'stimulus_0_NEU', 'stimulus_0_SPD', 'stimulus_0_ACC']
Processing participant 20
trial_type correct_answer response_modality block_trial_ID block \
24 0.0 0.0 eye 0 1
25 4.0 0.0 eye 1 1
26 5.0 1.0 eye 2 1
27 1.0 1.0 eye 3 1
28 0.0 0.0 eye 4 1
29 5.0 1.0 eye 5 1
30 0.0 0.0 eye 6 1
31 4.0 0.0 eye 7 1
32 4.0 0.0 eye 8 1
33 3.0 1.0 eye 9 1
34 4.0 0.0 eye 10 1
36 2.0 0.0 eye 12 1
37 5.0 1.0 eye 13 1
38 2.0 0.0 eye 14 1
39 5.0 1.0 eye 15 1
40 0.0 0.0 eye 16 1
41 3.0 1.0 eye 17 1
42 0.0 0.0 eye 18 1
43 3.0 1.0 eye 19 1
45 0.0 0.0 eye 21 1
46 1.0 1.0 eye 22 1
47 4.0 0.0 eye 23 1
48 5.0 1.0 eye 24 1
49 3.0 1.0 eye 25 1
50 5.0 1.0 eye 26 1
51 4.0 0.0 eye 27 1
52 2.0 0.0 eye 28 1
53 4.0 0.0 eye 29 1
54 2.0 0.0 eye 30 1
55 1.0 1.0 eye 31 1
.. ... ... ... ... ...
412 1.0 1.0 hand 73 4
413 0.0 0.0 hand 74 4
414 2.0 0.0 hand 75 4
415 1.0 1.0 hand 76 4
416 1.0 1.0 hand 77 4
417 3.0 1.0 hand 78 4
418 0.0 0.0 hand 79 4
420 1.0 1.0 hand 81 4
421 4.0 0.0 hand 82 4
422 4.0 0.0 hand 83 4
423 2.0 0.0 hand 84 4
424 2.0 0.0 hand 85 4
425 5.0 1.0 hand 86 4
426 5.0 1.0 hand 87 4
427 1.0 1.0 hand 88 4
429 3.0 1.0 hand 90 4
430 2.0 0.0 hand 91 4
431 3.0 1.0 hand 92 4
432 3.0 1.0 hand 93 4
433 4.0 0.0 hand 94 4
434 4.0 0.0 hand 95 4
435 3.0 1.0 hand 96 4
436 3.0 1.0 hand 97 4
437 5.0 1.0 hand 98 4
438 4.0 0.0 hand 99 4
439 3.0 1.0 hand 100 4
440 4.0 0.0 hand 101 4
441 1.0 1.0 hand 102 4
442 1.0 1.0 hand 103 4
443 4.0 0.0 hand 104 4
phase_2 phase_4 cue cue_onset_time stimulus_onset_time \
24 4.8 1.5 NEU 375.0 380.3
25 4.8 1.5 RIGHT 384.5 390.3
26 4.8 1.5 RIGHT 394.5 399.8
27 4.8 1.5 NEU 403.5 408.3
28 4.8 1.5 NEU 413.0 418.3
29 4.8 1.5 RIGHT 423.5 428.8
30 4.8 1.5 NEU 433.5 439.8
31 4.8 1.5 RIGHT 443.0 449.3
32 4.8 1.5 RIGHT 452.5 457.8
33 4.8 1.5 LEFT 461.5 467.3
34 4.8 1.5 RIGHT 470.0 475.3
36 4.8 1.5 LEFT 488.0 493.3
37 4.8 1.5 RIGHT 496.0 502.3
38 4.8 1.5 LEFT 507.0 511.8
39 4.8 1.5 RIGHT 514.5 519.3
40 4.8 1.5 NEU 523.5 528.8
41 4.8 1.5 LEFT 533.5 538.3
42 4.8 1.5 NEU 542.5 548.8
43 4.8 1.5 LEFT 552.5 558.3
45 4.8 1.5 NEU 571.0 576.8
46 4.8 1.5 NEU 581.0 586.3
47 4.8 1.5 RIGHT 590.5 596.3
48 4.8 1.5 RIGHT 601.5 607.8
49 4.8 1.5 LEFT 611.5 616.8
50 4.8 1.5 RIGHT 620.0 624.8
51 4.8 1.5 RIGHT 629.5 634.8
52 4.8 1.5 LEFT 638.5 644.8
53 4.8 1.5 RIGHT 649.0 655.3
54 4.8 1.5 LEFT 659.0 665.3
55 4.8 1.5 NEU 668.0 673.3
.. ... ... ... ... ...
412 4.8 1.5 NEU 3960.0 3965.8
413 4.8 1.5 NEU 3969.5 3974.8
414 4.8 1.5 LEFT 3979.5 3985.3
415 4.8 1.5 NEU 3989.0 3995.3
416 4.8 1.5 NEU 3998.5 4003.8
417 4.8 1.5 LEFT 4007.5 4012.8
418 4.8 1.5 NEU 4016.5 4021.8
420 4.8 1.5 NEU 4032.5 4037.8
421 4.8 1.5 RIGHT 4040.0 4046.3
422 4.8 1.5 RIGHT 4051.5 4057.3
423 4.8 1.5 LEFT 4060.0 4064.8
424 4.8 1.5 LEFT 4069.5 4075.8
425 4.8 1.5 RIGHT 4078.0 4083.3
426 4.8 1.5 RIGHT 4086.0 4090.8
427 4.8 1.5 NEU 4095.0 4099.8
429 4.8 1.5 LEFT 4110.0 4115.3
430 4.8 1.5 LEFT 4119.5 4125.8
431 4.8 1.5 LEFT 4128.5 4134.3
432 4.8 1.5 LEFT 4138.5 4143.8
433 4.8 1.5 RIGHT 4147.5 4153.3
434 4.8 1.5 RIGHT 4156.5 4161.3
435 4.8 1.5 LEFT 4164.5 4169.3
436 4.8 1.5 LEFT 4173.5 4179.3
437 4.8 1.5 RIGHT 4182.5 4187.8
438 4.8 1.5 RIGHT 4191.0 4195.8
439 4.8 1.5 LEFT 4199.0 4204.8
440 4.8 1.5 RIGHT 4208.5 4214.8
441 4.8 1.5 NEU 4218.0 4222.8
442 4.8 1.5 NEU 4226.5 4231.3
443 4.8 1.5 RIGHT 4234.5 4240.8
trial_start_time null_trial
24 374.0 False
25 384.0 False
26 394.0 False
27 402.0 False
28 412.0 False
29 422.0 False
30 432.0 False
31 442.0 False
32 452.0 False
33 460.0 False
34 470.0 False
36 488.0 False
37 496.0 False
38 506.0 False
39 514.0 False
40 522.0 False
41 532.0 False
42 542.0 False
43 552.0 False
45 570.0 False
46 580.0 False
47 590.0 False
48 600.0 False
49 610.0 False
50 620.0 False
51 628.0 False
52 638.0 False
53 648.0 False
54 658.0 False
55 668.0 False
.. ... ...
412 3960.0 False
413 3968.0 False
414 3978.0 False
415 3988.0 False
416 3998.0 False
417 4006.0 False
418 4016.0 False
420 4032.0 False
421 4040.0 False
422 4050.0 False
423 4060.0 False
424 4068.0 False
425 4078.0 False
426 4086.0 False
427 4094.0 False
429 4110.0 False
430 4118.0 False
431 4128.0 False
432 4138.0 False
433 4146.0 False
434 4156.0 False
435 4164.0 False
436 4172.0 False
437 4182.0 False
438 4190.0 False
439 4198.0 False
440 4208.0 False
441 4218.0 False
442 4226.0 False
443 4234.0 False
[384 rows x 12 columns]
Convolving cue_hand_LEFT...
Convolving cue_hand_RIGHT...
Convolving cue_eye_LEFT...
Convolving cue_eye_RIGHT...
Convolving resp_hand_LEFT...
Convolving resp_hand_RIGHT...
Convolving resp_eye_LEFT...
Convolving resp_eye_RIGHT...
Convolving cue_NEU...
Convolving cue_RIGHT...
Convolving cue_LEFT...
Convolving cue_ACC...
Convolving cue_SPD...
Convolving stimulus_0_NEU...
Convolving stimulus_0_RIGHT...
Convolving stimulus_0_LEFT...
Convolving stimulus_0_ACC...
Convolving stimulus_0_SPD...
Convolving stimulus_1_NEU...
Convolving stimulus_1_RIGHT...
Convolving stimulus_1_LEFT...
Convolving stimulus_1_ACC...
Convolving stimulus_1_SPD...
['cue_hand_LEFT', 'cue_hand_RIGHT', 'cue_eye_LEFT', 'cue_eye_RIGHT', 'resp_hand_LEFT', 'resp_hand_RIGHT', 'resp_eye_LEFT', 'resp_eye_RIGHT', 'cue_NEU', 'cue_RIGHT', 'cue_LEFT', 'cue_ACC', 'cue_SPD', 'stimulus_0_NEU', 'stimulus_0_RIGHT', 'stimulus_0_LEFT', 'stimulus_0_ACC', 'stimulus_0_SPD', 'stimulus_1_NEU', 'stimulus_1_RIGHT', 'stimulus_1_LEFT', 'stimulus_1_ACC', 'stimulus_1_SPD']
Processing participant 21
trial_type correct_answer response_modality block_trial_ID block \
24 0.0 0.0 eye 0 1
25 4.0 0.0 eye 1 1
26 2.0 0.0 eye 2 1
27 0.0 0.0 eye 3 1
28 2.0 0.0 eye 4 1
30 1.0 1.0 eye 6 1
31 3.0 1.0 eye 7 1
32 1.0 1.0 eye 8 1
33 4.0 0.0 eye 9 1
34 4.0 0.0 eye 10 1
35 2.0 0.0 eye 11 1
36 1.0 1.0 eye 12 1
37 2.0 0.0 eye 13 1
38 2.0 0.0 eye 14 1
40 1.0 1.0 eye 16 1
41 3.0 1.0 eye 17 1
42 0.0 0.0 eye 18 1
43 3.0 1.0 eye 19 1
44 3.0 1.0 eye 20 1
45 1.0 1.0 eye 21 1
46 2.0 0.0 eye 22 1
48 3.0 1.0 eye 24 1
49 2.0 0.0 eye 25 1
50 3.0 1.0 eye 26 1
51 5.0 1.0 eye 27 1
52 5.0 1.0 eye 28 1
53 3.0 1.0 eye 29 1
54 0.0 0.0 eye 30 1
55 0.0 0.0 eye 31 1
57 5.0 1.0 eye 33 1
.. ... ... ... ... ...
412 3.0 1.0 hand 73 4
413 3.0 1.0 hand 74 4
414 2.0 0.0 hand 75 4
415 1.0 1.0 hand 76 4
417 2.0 0.0 hand 78 4
418 0.0 0.0 hand 79 4
419 3.0 1.0 hand 80 4
420 2.0 0.0 hand 81 4
421 0.0 0.0 hand 82 4
422 1.0 1.0 hand 83 4
423 3.0 1.0 hand 84 4
424 2.0 0.0 hand 85 4
426 2.0 0.0 hand 87 4
427 0.0 0.0 hand 88 4
428 2.0 0.0 hand 89 4
429 3.0 1.0 hand 90 4
430 2.0 0.0 hand 91 4
431 0.0 0.0 hand 92 4
432 1.0 1.0 hand 93 4
433 1.0 1.0 hand 94 4
434 1.0 1.0 hand 95 4
435 3.0 1.0 hand 96 4
436 2.0 0.0 hand 97 4
437 2.0 0.0 hand 98 4
438 0.0 0.0 hand 99 4
439 0.0 0.0 hand 100 4
440 1.0 1.0 hand 101 4
441 1.0 1.0 hand 102 4
442 3.0 1.0 hand 103 4
443 1.0 1.0 hand 104 4
phase_2 phase_4 cue cue_onset_time stimulus_onset_time \
24 4.8 1.5 NEU 379.0 385.3
25 4.8 1.5 RIGHT 389.0 394.8
26 4.8 1.5 LEFT 398.0 402.8
27 4.8 1.5 NEU 406.0 412.3
28 4.8 1.5 LEFT 417.5 423.8
30 4.8 1.5 NEU 434.0 439.8
31 4.8 1.5 LEFT 443.0 448.8
32 4.8 1.5 NEU 453.5 458.8
33 4.8 1.5 RIGHT 462.5 467.3
34 4.8 1.5 RIGHT 471.5 477.8
35 4.8 1.5 LEFT 480.0 486.3
36 4.8 1.5 NEU 490.0 496.3
37 4.8 1.5 LEFT 501.5 507.3
38 4.8 1.5 LEFT 510.5 515.3
40 4.8 1.5 NEU 528.5 533.8
41 4.8 1.5 LEFT 537.5 542.3
42 4.8 1.5 NEU 547.0 553.3
43 4.8 1.5 LEFT 556.5 561.3
44 4.8 1.5 LEFT 564.5 570.8
45 4.8 1.5 NEU 575.0 580.8
46 4.8 1.5 LEFT 584.5 590.8
48 4.8 1.5 LEFT 602.0 607.3
49 4.8 1.5 LEFT 611.5 616.3
50 4.8 1.5 LEFT 621.0 625.8
51 4.8 1.5 RIGHT 629.5 635.8
52 4.8 1.5 RIGHT 638.5 644.8
53 4.8 1.5 LEFT 648.5 653.8
54 4.8 1.5 NEU 657.5 663.8
55 4.8 1.5 NEU 667.0 673.3
57 4.8 1.5 RIGHT 684.5 689.3
.. ... ... ... ... ...
412 4.8 1.5 ACC 3972.0 3976.8
413 4.8 1.5 ACC 3980.5 3986.8
414 4.8 1.5 ACC 3991.5 3997.8
415 4.8 1.5 SPD 4000.0 4005.8
417 4.8 1.5 ACC 4018.0 4023.8
418 4.8 1.5 SPD 4026.0 4030.8
419 4.8 1.5 ACC 4035.5 4040.8
420 4.8 1.5 ACC 4044.0 4048.8
421 4.8 1.5 SPD 4053.0 4058.8
422 4.8 1.5 SPD 4062.5 4067.3
423 4.8 1.5 ACC 4071.0 4076.3
424 4.8 1.5 ACC 4080.5 4085.3
426 4.8 1.5 ACC 4099.0 4105.3
427 4.8 1.5 SPD 4108.0 4114.3
428 4.8 1.5 ACC 4119.0 4124.3
429 4.8 1.5 ACC 4129.5 4135.8
430 4.8 1.5 ACC 4139.0 4144.8
431 4.8 1.5 SPD 4149.0 4154.3
432 4.8 1.5 SPD 4158.5 4164.3
433 4.8 1.5 SPD 4169.0 4174.3
434 4.8 1.5 SPD 4178.5 4184.3
435 4.8 1.5 ACC 4188.0 4192.8
436 4.8 1.5 ACC 4197.5 4203.3
437 4.8 1.5 ACC 4207.5 4212.3
438 4.8 1.5 SPD 4216.0 4222.3
439 4.8 1.5 SPD 4226.0 4231.3
440 4.8 1.5 SPD 4235.5 4240.3
441 4.8 1.5 SPD 4245.0 4251.3
442 4.8 1.5 ACC 4255.5 4261.3
443 4.8 1.5 SPD 4264.0 4268.8
trial_start_time null_trial
24 378.0 False
25 388.0 False
26 398.0 False
27 406.0 False
28 416.0 False
30 434.0 False
31 442.0 False
32 452.0 False
33 462.0 False
34 470.0 False
35 480.0 False
36 490.0 False
37 500.0 False
38 510.0 False
40 528.0 False
41 536.0 False
42 546.0 False
43 556.0 False
44 564.0 False
45 574.0 False
46 584.0 False
48 602.0 False
49 610.0 False
50 620.0 False
51 628.0 False
52 638.0 False
53 648.0 False
54 656.0 False
55 666.0 False
57 684.0 False
.. ... ...
412 3972.0 False
413 3980.0 False
414 3990.0 False
415 4000.0 False
417 4018.0 False
418 4026.0 False
419 4034.0 False
420 4044.0 False
421 4052.0 False
422 4062.0 False
423 4070.0 False
424 4080.0 False
426 4098.0 False
427 4108.0 False
428 4118.0 False
429 4128.0 False
430 4138.0 False
431 4148.0 False
432 4158.0 False
433 4168.0 False
434 4178.0 False
435 4188.0 False
436 4196.0 False
437 4206.0 False
438 4216.0 False
439 4226.0 False
440 4234.0 False
441 4244.0 False
442 4254.0 False
443 4264.0 False
[384 rows x 12 columns]
Convolving cue_hand_LEFT...
Convolving cue_hand_RIGHT...
Convolving cue_eye_LEFT...
Convolving cue_eye_RIGHT...
Convolving resp_hand_LEFT...
Convolving resp_hand_RIGHT...
Convolving resp_eye_LEFT...
Convolving resp_eye_RIGHT...
Convolving cue_NEU...
Convolving cue_RIGHT...
Convolving cue_LEFT...
Convolving cue_SPD...
Convolving cue_ACC...
Convolving stimulus_0_NEU...
Convolving stimulus_0_RIGHT...
Convolving stimulus_0_LEFT...
Convolving stimulus_0_SPD...
Convolving stimulus_0_ACC...
Convolving stimulus_1_NEU...
Convolving stimulus_1_RIGHT...
Convolving stimulus_1_LEFT...
Convolving stimulus_1_SPD...
Convolving stimulus_1_ACC...
['cue_hand_LEFT', 'cue_hand_RIGHT', 'cue_eye_LEFT', 'cue_eye_RIGHT', 'resp_hand_LEFT', 'resp_hand_RIGHT', 'resp_eye_LEFT', 'resp_eye_RIGHT', 'cue_NEU', 'cue_RIGHT', 'cue_LEFT', 'cue_SPD', 'cue_ACC', 'stimulus_0_NEU', 'stimulus_0_RIGHT', 'stimulus_0_LEFT', 'stimulus_0_SPD', 'stimulus_0_ACC', 'stimulus_1_NEU', 'stimulus_1_RIGHT', 'stimulus_1_LEFT', 'stimulus_1_SPD', 'stimulus_1_ACC']
Processing participant 22
trial_type correct_answer response_modality block_trial_ID block \
24 1.0 1.0 eye 0 1
25 4.0 0.0 eye 1 1
26 5.0 1.0 eye 2 1
27 3.0 1.0 eye 3 1
28 2.0 0.0 eye 4 1
29 4.0 0.0 eye 5 1
30 2.0 0.0 eye 6 1
32 4.0 0.0 eye 8 1
33 1.0 1.0 eye 9 1
34 0.0 0.0 eye 10 1
35 2.0 0.0 eye 11 1
36 2.0 0.0 eye 12 1
37 3.0 1.0 eye 13 1
38 5.0 1.0 eye 14 1
40 5.0 1.0 eye 16 1
41 4.0 0.0 eye 17 1
42 4.0 0.0 eye 18 1
43 2.0 0.0 eye 19 1
44 2.0 0.0 eye 20 1
45 3.0 1.0 eye 21 1
46 5.0 1.0 eye 22 1
47 3.0 1.0 eye 23 1
48 3.0 1.0 eye 24 1
49 0.0 0.0 eye 25 1
50 4.0 0.0 eye 26 1
51 5.0 1.0 eye 27 1
52 1.0 1.0 eye 28 1
54 1.0 1.0 eye 30 1
55 2.0 0.0 eye 31 1
56 4.0 0.0 eye 32 1
.. ... ... ... ... ...
412 0.0 0.0 eye 73 4
413 0.0 0.0 eye 74 4
414 2.0 0.0 eye 75 4
415 3.0 1.0 eye 76 4
416 0.0 0.0 eye 77 4
417 1.0 1.0 eye 78 4
419 3.0 1.0 eye 80 4
420 1.0 1.0 eye 81 4
421 3.0 1.0 eye 82 4
422 2.0 0.0 eye 83 4
423 1.0 1.0 eye 84 4
424 1.0 1.0 eye 85 4
425 1.0 1.0 eye 86 4
426 3.0 1.0 eye 87 4
427 2.0 0.0 eye 88 4
428 0.0 0.0 eye 89 4
429 2.0 0.0 eye 90 4
431 0.0 0.0 eye 92 4
432 1.0 1.0 eye 93 4
433 0.0 0.0 eye 94 4
434 3.0 1.0 eye 95 4
435 3.0 1.0 eye 96 4
436 2.0 0.0 eye 97 4
437 3.0 1.0 eye 98 4
438 0.0 0.0 eye 99 4
439 0.0 0.0 eye 100 4
440 0.0 0.0 eye 101 4
441 0.0 0.0 eye 102 4
442 3.0 1.0 eye 103 4
443 2.0 0.0 eye 104 4
phase_2 phase_4 cue cue_onset_time stimulus_onset_time \
24 4.8 1.5 NEU 370.0 375.8
25 4.8 1.5 RIGHT 378.0 383.8
26 4.8 1.5 RIGHT 386.5 391.8
27 4.8 1.5 LEFT 394.0 399.8
28 4.8 1.5 LEFT 403.5 408.8
29 4.8 1.5 RIGHT 412.0 417.8
30 4.8 1.5 LEFT 421.0 426.3
32 4.8 1.5 RIGHT 441.0 447.3
33 4.8 1.5 NEU 450.5 456.8
34 4.8 1.5 NEU 461.5 466.8
35 4.8 1.5 LEFT 471.5 477.8
36 4.8 1.5 LEFT 481.0 486.8
37 4.8 1.5 LEFT 490.0 495.8
38 4.8 1.5 RIGHT 499.5 504.8
40 4.8 1.5 RIGHT 519.5 525.8
41 4.8 1.5 RIGHT 528.5 533.8
42 4.8 1.5 RIGHT 537.5 543.8
43 4.8 1.5 LEFT 547.5 553.3
44 4.8 1.5 LEFT 557.0 562.3
45 4.8 1.5 LEFT 567.5 573.8
46 4.8 1.5 RIGHT 577.0 583.3
47 4.8 1.5 LEFT 586.5 592.3
48 4.8 1.5 LEFT 596.5 601.3
49 4.8 1.5 NEU 605.0 609.8
50 4.8 1.5 RIGHT 613.0 619.3
51 4.8 1.5 RIGHT 622.5 627.3
52 4.8 1.5 NEU 631.0 637.3
54 4.8 1.5 NEU 650.5 655.8
55 4.8 1.5 LEFT 659.5 664.8
56 4.8 1.5 RIGHT 668.0 673.8
.. ... ... ... ... ...
412 4.8 1.5 SPD 3958.5 3963.8
413 4.8 1.5 SPD 3966.5 3971.8
414 4.8 1.5 ACC 3974.0 3980.3
415 4.8 1.5 ACC 3984.0 3989.8
416 4.8 1.5 SPD 3992.0 3997.8
417 4.8 1.5 SPD 4000.0 4004.8
419 4.8 1.5 ACC 4019.5 4025.8
420 4.8 1.5 SPD 4029.0 4035.3
421 4.8 1.5 ACC 4039.5 4045.8
422 4.8 1.5 ACC 4049.0 4053.8
423 4.8 1.5 SPD 4056.0 4061.3
424 4.8 1.5 SPD 4065.5 4070.3
425 4.8 1.5 SPD 4075.0 4079.8
426 4.8 1.5 ACC 4083.5 4088.8
427 4.8 1.5 ACC 4092.0 4097.8
428 4.8 1.5 SPD 4100.0 4104.8
429 4.8 1.5 ACC 4108.5 4114.8
431 4.8 1.5 SPD 4128.5 4134.3
432 4.8 1.5 SPD 4138.5 4143.3
433 4.8 1.5 SPD 4146.5 4151.8
434 4.8 1.5 ACC 4155.0 4160.8
435 4.8 1.5 ACC 4164.5 4169.8
436 4.8 1.5 ACC 4172.5 4178.8
437 4.8 1.5 ACC 4182.0 4188.3
438 4.8 1.5 SPD 4192.0 4196.8
439 4.8 1.5 SPD 4201.5 4207.3
440 4.8 1.5 SPD 4210.5 4216.3
441 4.8 1.5 SPD 4220.5 4226.8
442 4.8 1.5 ACC 4231.5 4236.3
443 4.8 1.5 ACC 4240.5 4245.3
trial_start_time null_trial
24 370.0 False
25 378.0 False
26 386.0 False
27 394.0 False
28 402.0 False
29 412.0 False
30 420.0 False
32 440.0 False
33 450.0 False
34 460.0 False
35 470.0 False
36 480.0 False
37 490.0 False
38 498.0 False
40 518.0 False
41 528.0 False
42 536.0 False
43 546.0 False
44 556.0 False
45 566.0 False
46 576.0 False
47 586.0 False
48 596.0 False
49 604.0 False
50 612.0 False
51 622.0 False
52 630.0 False
54 650.0 False
55 658.0 False
56 668.0 False
.. ... ...
412 3958.0 False
413 3966.0 False
414 3974.0 False
415 3984.0 False
416 3992.0 False
417 4000.0 False
419 4018.0 False
420 4028.0 False
421 4038.0 False
422 4048.0 False
423 4056.0 False
424 4064.0 False
425 4074.0 False
426 4082.0 False
427 4092.0 False
428 4100.0 False
429 4108.0 False
431 4128.0 False
432 4138.0 False
433 4146.0 False
434 4154.0 False
435 4164.0 False
436 4172.0 False
437 4182.0 False
438 4192.0 False
439 4200.0 False
440 4210.0 False
441 4220.0 False
442 4230.0 False
443 4240.0 False
[384 rows x 12 columns]
Convolving cue_hand_LEFT...
Convolving cue_hand_RIGHT...
Convolving cue_eye_LEFT...
Convolving cue_eye_RIGHT...
Convolving resp_hand_LEFT...
Convolving resp_hand_RIGHT...
Convolving resp_eye_LEFT...
Convolving resp_eye_RIGHT...
Convolving cue_NEU...
Convolving cue_RIGHT...
Convolving cue_LEFT...
Convolving cue_ACC...
Convolving cue_SPD...
Convolving stimulus_1_NEU...
Convolving stimulus_1_RIGHT...
Convolving stimulus_1_LEFT...
Convolving stimulus_1_ACC...
Convolving stimulus_1_SPD...
Convolving stimulus_0_NEU...
Convolving stimulus_0_RIGHT...
Convolving stimulus_0_LEFT...
Convolving stimulus_0_ACC...
Convolving stimulus_0_SPD...
['cue_hand_LEFT', 'cue_hand_RIGHT', 'cue_eye_LEFT', 'cue_eye_RIGHT', 'resp_hand_LEFT', 'resp_hand_RIGHT', 'resp_eye_LEFT', 'resp_eye_RIGHT', 'cue_NEU', 'cue_RIGHT', 'cue_LEFT', 'cue_ACC', 'cue_SPD', 'stimulus_1_NEU', 'stimulus_1_RIGHT', 'stimulus_1_LEFT', 'stimulus_1_ACC', 'stimulus_1_SPD', 'stimulus_0_NEU', 'stimulus_0_RIGHT', 'stimulus_0_LEFT', 'stimulus_0_ACC', 'stimulus_0_SPD']
Processing participant 23
trial_type correct_answer response_modality block_trial_ID block \
24 0.0 0.0 eye 0 1
25 0.0 0.0 eye 1 1
26 4.0 0.0 eye 2 1
27 0.0 0.0 eye 3 1
28 0.0 0.0 eye 4 1
29 5.0 1.0 eye 5 1
31 0.0 0.0 eye 7 1
32 5.0 1.0 eye 8 1
33 1.0 1.0 eye 9 1
34 0.0 0.0 eye 10 1
35 1.0 1.0 eye 11 1
36 0.0 0.0 eye 12 1
37 2.0 0.0 eye 13 1
38 5.0 1.0 eye 14 1
39 1.0 1.0 eye 15 1
41 1.0 1.0 eye 17 1
42 4.0 0.0 eye 18 1
43 2.0 0.0 eye 19 1
44 2.0 0.0 eye 20 1
45 4.0 0.0 eye 21 1
46 5.0 1.0 eye 22 1
47 0.0 0.0 eye 23 1
49 2.0 0.0 eye 25 1
50 0.0 0.0 eye 26 1
51 2.0 0.0 eye 27 1
52 3.0 1.0 eye 28 1
53 5.0 1.0 eye 29 1
54 2.0 0.0 eye 30 1
55 5.0 1.0 eye 31 1
56 4.0 0.0 eye 32 1
.. ... ... ... ... ...
413 1.0 1.0 hand 74 4
414 3.0 1.0 hand 75 4
415 1.0 1.0 hand 76 4
416 1.0 1.0 hand 77 4
417 0.0 0.0 hand 78 4
418 0.0 0.0 hand 79 4
420 2.0 0.0 hand 81 4
421 3.0 1.0 hand 82 4
422 2.0 0.0 hand 83 4
423 3.0 1.0 hand 84 4
424 0.0 0.0 hand 85 4
425 0.0 0.0 hand 86 4
426 0.0 0.0 hand 87 4
427 1.0 1.0 hand 88 4
428 3.0 1.0 hand 89 4
429 3.0 1.0 hand 90 4
430 3.0 1.0 hand 91 4
431 2.0 0.0 hand 92 4
432 0.0 0.0 hand 93 4
433 1.0 1.0 hand 94 4
434 1.0 1.0 hand 95 4
435 1.0 1.0 hand 96 4
436 3.0 1.0 hand 97 4
437 2.0 0.0 hand 98 4
438 1.0 1.0 hand 99 4
439 0.0 0.0 hand 100 4
440 1.0 1.0 hand 101 4
441 2.0 0.0 hand 102 4
442 2.0 0.0 hand 103 4
443 1.0 1.0 hand 104 4
phase_2 phase_4 cue cue_onset_time stimulus_onset_time \
24 4.8 1.5 NEU 368.5 374.8
25 4.8 1.5 NEU 379.0 385.3
26 4.8 1.5 RIGHT 388.0 393.3
27 4.8 1.5 NEU 396.5 402.8
28 4.8 1.5 NEU 407.0 412.3
29 4.8 1.5 RIGHT 416.0 421.3
31 4.8 1.5 NEU 432.5 437.8
32 4.8 1.5 RIGHT 440.0 446.3
33 4.8 1.5 NEU 451.5 457.8
34 4.8 1.5 NEU 461.5 467.3
35 4.8 1.5 NEU 470.0 476.3
36 4.8 1.5 NEU 480.5 486.8
37 4.8 1.5 LEFT 491.5 496.8
38 4.8 1.5 RIGHT 501.5 506.3
39 4.8 1.5 NEU 510.5 516.8
41 4.8 1.5 NEU 530.0 535.8
42 4.8 1.5 RIGHT 539.0 545.3
43 4.8 1.5 LEFT 548.0 553.3
44 4.8 1.5 LEFT 556.5 561.3
45 4.8 1.5 RIGHT 564.5 570.8
46 4.8 1.5 RIGHT 575.0 580.8
47 4.8 1.5 NEU 585.5 590.8
49 4.8 1.5 LEFT 605.5 610.3
50 4.8 1.5 NEU 614.5 620.3
51 4.8 1.5 LEFT 624.5 629.3
52 4.8 1.5 LEFT 633.5 639.8
53 4.8 1.5 RIGHT 642.5 648.8
54 4.8 1.5 LEFT 653.5 659.8
55 4.8 1.5 RIGHT 663.0 668.3
56 4.8 1.5 RIGHT 673.0 678.8
.. ... ... ... ... ...
413 4.8 1.5 SPD 3983.5 3989.3
414 4.8 1.5 ACC 3992.0 3996.8
415 4.8 1.5 SPD 4000.0 4004.8
416 4.8 1.5 SPD 4008.0 4012.8
417 4.8 1.5 SPD 4016.0 4021.3
418 4.8 1.5 SPD 4025.0 4029.8
420 4.8 1.5 ACC 4043.0 4047.8
421 4.8 1.5 ACC 4051.5 4056.3
422 4.8 1.5 ACC 4060.0 4066.3
423 4.8 1.5 ACC 4070.5 4076.3
424 4.8 1.5 SPD 4081.0 4086.3
425 4.8 1.5 SPD 4091.5 4097.3
426 4.8 1.5 SPD 4100.0 4104.8
427 4.8 1.5 SPD 4109.0 4113.8
428 4.8 1.5 ACC 4116.5 4121.8
429 4.8 1.5 ACC 4125.0 4130.3
430 4.8 1.5 ACC 4135.0 4140.8
431 4.8 1.5 ACC 4144.5 4150.8
432 4.8 1.5 SPD 4155.5 4161.8
433 4.8 1.5 SPD 4165.5 4170.3
434 4.8 1.5 SPD 4174.5 4179.8
435 4.8 1.5 SPD 4182.0 4187.3
436 4.8 1.5 ACC 4190.0 4195.3
437 4.8 1.5 ACC 4199.5 4204.3
438 4.8 1.5 SPD 4208.0 4212.8
439 4.8 1.5 SPD 4217.5 4223.3
440 4.8 1.5 SPD 4227.5 4233.8
441 4.8 1.5 ACC 4236.5 4242.8
442 4.8 1.5 ACC 4247.5 4253.3
443 4.8 1.5 SPD 4256.0 4262.3
trial_start_time null_trial
24 368.0 False
25 378.0 False
26 388.0 False
27 396.0 False
28 406.0 False
29 416.0 False
31 432.0 False
32 440.0 False
33 450.0 False
34 460.0 False
35 470.0 False
36 480.0 False
37 490.0 False
38 500.0 False
39 510.0 False
41 530.0 False
42 538.0 False
43 548.0 False
44 556.0 False
45 564.0 False
46 574.0 False
47 584.0 False
49 604.0 False
50 614.0 False
51 624.0 False
52 632.0 False
53 642.0 False
54 652.0 False
55 662.0 False
56 672.0 False
.. ... ...
413 3982.0 False
414 3992.0 False
415 4000.0 False
416 4008.0 False
417 4016.0 False
418 4024.0 False
420 4042.0 False
421 4050.0 False
422 4060.0 False
423 4070.0 False
424 4080.0 False
425 4090.0 False
426 4100.0 False
427 4108.0 False
428 4116.0 False
429 4124.0 False
430 4134.0 False
431 4144.0 False
432 4154.0 False
433 4164.0 False
434 4174.0 False
435 4182.0 False
436 4190.0 False
437 4198.0 False
438 4208.0 False
439 4216.0 False
440 4226.0 False
441 4236.0 False
442 4246.0 False
443 4256.0 False
[384 rows x 12 columns]
Convolving cue_hand_LEFT...
Convolving cue_hand_RIGHT...
Convolving cue_eye_LEFT...
Convolving cue_eye_RIGHT...
Convolving resp_hand_LEFT...
Convolving resp_hand_RIGHT...
Convolving resp_eye_LEFT...
Convolving resp_eye_RIGHT...
Convolving cue_NEU...
Convolving cue_RIGHT...
Convolving cue_LEFT...
Convolving cue_ACC...
Convolving cue_SPD...
Convolving stimulus_0_NEU...
Convolving stimulus_0_RIGHT...
Convolving stimulus_0_LEFT...
Convolving stimulus_0_ACC...
Convolving stimulus_0_SPD...
Convolving stimulus_1_NEU...
Convolving stimulus_1_RIGHT...
Convolving stimulus_1_LEFT...
Convolving stimulus_1_ACC...
Convolving stimulus_1_SPD...
['cue_hand_LEFT', 'cue_hand_RIGHT', 'cue_eye_LEFT', 'cue_eye_RIGHT', 'resp_hand_LEFT', 'resp_hand_RIGHT', 'resp_eye_LEFT', 'resp_eye_RIGHT', 'cue_NEU', 'cue_RIGHT', 'cue_LEFT', 'cue_ACC', 'cue_SPD', 'stimulus_0_NEU', 'stimulus_0_RIGHT', 'stimulus_0_LEFT', 'stimulus_0_ACC', 'stimulus_0_SPD', 'stimulus_1_NEU', 'stimulus_1_RIGHT', 'stimulus_1_LEFT', 'stimulus_1_ACC', 'stimulus_1_SPD']
Processing participant 24
trial_type correct_answer response_modality block_trial_ID block \
24 1.0 1.0 hand 0 1
25 0.0 0.0 hand 1 1
26 0.0 0.0 hand 2 1
27 0.0 0.0 hand 3 1
28 3.0 1.0 hand 4 1
29 0.0 0.0 hand 5 1
30 1.0 1.0 hand 6 1
32 2.0 0.0 hand 8 1
33 1.0 1.0 hand 9 1
34 3.0 1.0 hand 10 1
35 3.0 1.0 hand 11 1
36 2.0 0.0 hand 12 1
37 0.0 0.0 hand 13 1
38 2.0 0.0 hand 14 1
39 3.0 1.0 hand 15 1
40 0.0 0.0 hand 16 1
41 0.0 0.0 hand 17 1
42 2.0 0.0 hand 18 1
43 3.0 1.0 hand 19 1
44 1.0 1.0 hand 20 1
45 3.0 1.0 hand 21 1
46 0.0 0.0 hand 22 1
47 1.0 1.0 hand 23 1
48 3.0 1.0 hand 24 1
49 1.0 1.0 hand 25 1
51 3.0 1.0 hand 27 1
52 2.0 0.0 hand 28 1
53 1.0 1.0 hand 29 1
54 1.0 1.0 hand 30 1
55 3.0 1.0 hand 31 1
.. ... ... ... ... ...
412 4.0 0.0 eye 73 4
413 4.0 0.0 eye 74 4
414 3.0 1.0 eye 75 4
415 5.0 1.0 eye 76 4
417 0.0 0.0 eye 78 4
418 0.0 0.0 eye 79 4
419 2.0 0.0 eye 80 4
420 2.0 0.0 eye 81 4
421 3.0 1.0 eye 82 4
422 3.0 1.0 eye 83 4
424 1.0 1.0 eye 85 4
425 1.0 1.0 eye 86 4
426 0.0 0.0 eye 87 4
427 1.0 1.0 eye 88 4
428 5.0 1.0 eye 89 4
429 1.0 1.0 eye 90 4
430 5.0 1.0 eye 91 4
431 4.0 0.0 eye 92 4
432 2.0 0.0 eye 93 4
433 1.0 1.0 eye 94 4
434 3.0 1.0 eye 95 4
435 0.0 0.0 eye 96 4
436 5.0 1.0 eye 97 4
437 2.0 0.0 eye 98 4
438 2.0 0.0 eye 99 4
439 2.0 0.0 eye 100 4
440 5.0 1.0 eye 101 4
441 5.0 1.0 eye 102 4
442 3.0 1.0 eye 103 4
443 1.0 1.0 eye 104 4
phase_2 phase_4 cue cue_onset_time stimulus_onset_time \
24 4.8 1.5 SPD 377.5 382.3
25 4.8 1.5 SPD 386.0 391.8
26 4.8 1.5 SPD 395.0 400.8
27 4.8 1.5 SPD 404.5 409.3
28 4.8 1.5 ACC 412.5 418.3
29 4.8 1.5 SPD 423.0 427.8
30 4.8 1.5 SPD 430.5 436.3
32 4.8 1.5 ACC 451.5 456.8
33 4.8 1.5 SPD 461.5 466.3
34 4.8 1.5 ACC 470.5 475.3
35 4.8 1.5 ACC 478.5 484.8
36 4.8 1.5 ACC 489.5 495.3
37 4.8 1.5 SPD 499.0 503.8
38 4.8 1.5 ACC 507.5 512.8
39 4.8 1.5 ACC 516.5 522.8
40 4.8 1.5 SPD 526.5 532.3
41 4.8 1.5 SPD 537.5 543.8
42 4.8 1.5 ACC 547.5 553.3
43 4.8 1.5 ACC 556.0 562.3
44 4.8 1.5 SPD 566.0 571.3
45 4.8 1.5 ACC 575.5 580.3
46 4.8 1.5 SPD 584.5 589.8
47 4.8 1.5 SPD 593.5 598.3
48 4.8 1.5 ACC 603.5 609.3
49 4.8 1.5 SPD 612.5 618.3
51 4.8 1.5 ACC 630.5 635.8
52 4.8 1.5 ACC 638.5 643.8
53 4.8 1.5 SPD 646.0 652.3
54 4.8 1.5 SPD 657.5 662.8
55 4.8 1.5 ACC 666.5 672.3
.. ... ... ... ... ...
412 4.8 1.5 RIGHT 3975.0 3980.8
413 4.8 1.5 RIGHT 3984.0 3990.3
414 4.8 1.5 LEFT 3994.0 4000.3
415 4.8 1.5 RIGHT 4004.5 4009.8
417 4.8 1.5 NEU 4022.0 4027.3
418 4.8 1.5 NEU 4030.5 4036.3
419 4.8 1.5 LEFT 4041.0 4045.8
420 4.8 1.5 LEFT 4048.0 4054.3
421 4.8 1.5 LEFT 4058.0 4062.8
422 4.8 1.5 LEFT 4066.5 4072.8
424 4.8 1.5 NEU 4085.0 4090.3
425 4.8 1.5 NEU 4095.5 4101.3
426 4.8 1.5 NEU 4104.0 4109.3
427 4.8 1.5 NEU 4113.0 4119.3
428 4.8 1.5 RIGHT 4123.0 4129.3
429 4.8 1.5 NEU 4133.5 4139.3
430 4.8 1.5 RIGHT 4143.0 4147.8
431 4.8 1.5 RIGHT 4150.0 4156.3
432 4.8 1.5 LEFT 4161.5 4167.8
433 4.8 1.5 NEU 4170.5 4175.3
434 4.8 1.5 LEFT 4179.5 4185.8
435 4.8 1.5 NEU 4188.5 4193.3
436 4.8 1.5 RIGHT 4196.0 4201.3
437 4.8 1.5 LEFT 4204.0 4209.8
438 4.8 1.5 LEFT 4213.0 4218.3
439 4.8 1.5 LEFT 4223.0 4227.8
440 4.8 1.5 RIGHT 4230.5 4236.8
441 4.8 1.5 RIGHT 4240.0 4246.3
442 4.8 1.5 LEFT 4250.0 4256.3
443 4.8 1.5 NEU 4261.0 4267.3
trial_start_time null_trial
24 376.0 False
25 386.0 False
26 394.0 False
27 404.0 False
28 412.0 False
29 422.0 False
30 430.0 False
32 450.0 False
33 460.0 False
34 470.0 False
35 478.0 False
36 488.0 False
37 498.0 False
38 506.0 False
39 516.0 False
40 526.0 False
41 536.0 False
42 546.0 False
43 556.0 False
44 566.0 False
45 574.0 False
46 584.0 False
47 592.0 False
48 602.0 False
49 612.0 False
51 630.0 False
52 638.0 False
53 646.0 False
54 656.0 False
55 666.0 False
.. ... ...
412 3974.0 False
413 3984.0 False
414 3994.0 False
415 4004.0 False
417 4022.0 False
418 4030.0 False
419 4040.0 False
420 4048.0 False
421 4058.0 False
422 4066.0 False
424 4084.0 False
425 4094.0 False
426 4104.0 False
427 4112.0 False
428 4122.0 False
429 4132.0 False
430 4142.0 False
431 4150.0 False
432 4160.0 False
433 4170.0 False
434 4178.0 False
435 4188.0 False
436 4196.0 False
437 4204.0 False
438 4212.0 False
439 4222.0 False
440 4230.0 False
441 4240.0 False
442 4250.0 False
443 4260.0 False
[384 rows x 12 columns]
Convolving cue_hand_LEFT...
Convolving cue_hand_RIGHT...
Convolving cue_eye_LEFT...
Convolving cue_eye_RIGHT...
Convolving resp_hand_LEFT...
Convolving resp_hand_RIGHT...
Convolving resp_eye_LEFT...
Convolving resp_eye_RIGHT...
Convolving cue_SPD...
Convolving cue_ACC...
Convolving cue_LEFT...
Convolving cue_RIGHT...
Convolving cue_NEU...
Convolving stimulus_1_SPD...
Convolving stimulus_1_ACC...
Convolving stimulus_1_LEFT...
Convolving stimulus_1_RIGHT...
Convolving stimulus_1_NEU...
Convolving stimulus_0_SPD...
Convolving stimulus_0_ACC...
Convolving stimulus_0_LEFT...
Convolving stimulus_0_RIGHT...
Convolving stimulus_0_NEU...
['cue_hand_LEFT', 'cue_hand_RIGHT', 'cue_eye_LEFT', 'cue_eye_RIGHT', 'resp_hand_LEFT', 'resp_hand_RIGHT', 'resp_eye_LEFT', 'resp_eye_RIGHT', 'cue_SPD', 'cue_ACC', 'cue_LEFT', 'cue_RIGHT', 'cue_NEU', 'stimulus_1_SPD', 'stimulus_1_ACC', 'stimulus_1_LEFT', 'stimulus_1_RIGHT', 'stimulus_1_NEU', 'stimulus_0_SPD', 'stimulus_0_ACC', 'stimulus_0_LEFT', 'stimulus_0_RIGHT', 'stimulus_0_NEU']
Processing participant 25
trial_type correct_answer response_modality block_trial_ID block \
24 3.0 1.0 hand 0 1
25 1.0 1.0 hand 1 1
26 3.0 1.0 hand 2 1
27 2.0 0.0 hand 3 1
29 3.0 1.0 hand 5 1
30 1.0 1.0 hand 6 1
31 3.0 1.0 hand 7 1
32 0.0 0.0 hand 8 1
33 1.0 1.0 hand 9 1
34 1.0 1.0 hand 10 1
35 0.0 0.0 hand 11 1
36 2.0 0.0 hand 12 1
37 0.0 0.0 hand 13 1
38 0.0 0.0 hand 14 1
39 3.0 1.0 hand 15 1
40 1.0 1.0 hand 16 1
42 1.0 1.0 hand 18 1
43 2.0 0.0 hand 19 1
44 3.0 1.0 hand 20 1
45 1.0 1.0 hand 21 1
46 0.0 0.0 hand 22 1
47 2.0 0.0 hand 23 1
48 3.0 1.0 hand 24 1
50 2.0 0.0 hand 26 1
51 3.0 1.0 hand 27 1
52 0.0 0.0 hand 28 1
53 3.0 1.0 hand 29 1
54 0.0 0.0 hand 30 1
55 1.0 1.0 hand 31 1
56 3.0 1.0 hand 32 1
.. ... ... ... ... ...
413 3.0 1.0 hand 74 4
414 1.0 1.0 hand 75 4
415 1.0 1.0 hand 76 4
416 2.0 0.0 hand 77 4
417 2.0 0.0 hand 78 4
418 4.0 0.0 hand 79 4
420 5.0 1.0 hand 81 4
421 2.0 0.0 hand 82 4
422 1.0 1.0 hand 83 4
423 3.0 1.0 hand 84 4
424 1.0 1.0 hand 85 4
425 3.0 1.0 hand 86 4
426 0.0 0.0 hand 87 4
427 3.0 1.0 hand 88 4
428 2.0 0.0 hand 89 4
429 3.0 1.0 hand 90 4
430 1.0 1.0 hand 91 4
431 2.0 0.0 hand 92 4
432 1.0 1.0 hand 93 4
433 1.0 1.0 hand 94 4
434 2.0 0.0 hand 95 4
435 0.0 0.0 hand 96 4
436 4.0 0.0 hand 97 4
437 4.0 0.0 hand 98 4
438 3.0 1.0 hand 99 4
439 2.0 0.0 hand 100 4
440 3.0 1.0 hand 101 4
441 5.0 1.0 hand 102 4
442 1.0 1.0 hand 103 4
443 5.0 1.0 hand 104 4
phase_2 phase_4 cue cue_onset_time stimulus_onset_time \
24 4.8 1.5 ACC 372.5 378.8
25 4.8 1.5 SPD 382.5 388.3
26 4.8 1.5 ACC 393.0 399.3
27 4.8 1.5 ACC 402.5 407.8
29 4.8 1.5 ACC 420.5 426.3
30 4.8 1.5 SPD 431.0 436.3
31 4.8 1.5 ACC 441.5 446.8
32 4.8 1.5 SPD 450.5 456.3
33 4.8 1.5 SPD 461.0 465.8
34 4.8 1.5 SPD 468.5 473.3
35 4.8 1.5 SPD 477.5 483.3
36 4.8 1.5 ACC 487.5 493.3
37 4.8 1.5 SPD 496.0 502.3
38 4.8 1.5 SPD 507.5 513.3
39 4.8 1.5 ACC 517.0 522.8
40 4.8 1.5 SPD 527.5 532.8
42 4.8 1.5 SPD 547.0 551.8
43 4.8 1.5 ACC 554.0 560.3
44 4.8 1.5 ACC 565.0 570.8
45 4.8 1.5 SPD 574.5 579.3
46 4.8 1.5 SPD 582.5 587.3
47 4.8 1.5 ACC 590.5 595.3
48 4.8 1.5 ACC 598.5 603.8
50 4.8 1.5 ACC 616.0 621.8
51 4.8 1.5 ACC 625.0 631.3
52 4.8 1.5 SPD 635.0 641.3
53 4.8 1.5 ACC 644.0 649.3
54 4.8 1.5 SPD 653.5 658.8
55 4.8 1.5 SPD 663.5 669.8
56 4.8 1.5 ACC 672.0 677.3
.. ... ... ... ... ...
413 4.8 1.5 LEFT 3996.5 4001.8
414 4.8 1.5 NEU 4004.5 4009.8
415 4.8 1.5 NEU 4012.0 4017.8
416 4.8 1.5 LEFT 4021.0 4026.8
417 4.8 1.5 LEFT 4031.0 4036.3
418 4.8 1.5 RIGHT 4040.0 4045.3
420 4.8 1.5 RIGHT 4059.0 4064.3
421 4.8 1.5 LEFT 4068.5 4074.8
422 4.8 1.5 NEU 4078.5 4083.8
423 4.8 1.5 LEFT 4086.5 4092.8
424 4.8 1.5 NEU 4096.5 4102.3
425 4.8 1.5 LEFT 4107.5 4113.3
426 4.8 1.5 NEU 4116.0 4120.8
427 4.8 1.5 LEFT 4125.5 4130.8
428 4.8 1.5 LEFT 4135.0 4139.8
429 4.8 1.5 LEFT 4143.5 4149.8
430 4.8 1.5 NEU 4152.0 4158.3
431 4.8 1.5 LEFT 4162.5 4167.8
432 4.8 1.5 NEU 4170.5 4175.8
433 4.8 1.5 NEU 4179.5 4185.3
434 4.8 1.5 LEFT 4189.0 4193.8
435 4.8 1.5 NEU 4196.0 4201.3
436 4.8 1.5 RIGHT 4205.0 4211.3
437 4.8 1.5 RIGHT 4214.5 4219.3
438 4.8 1.5 LEFT 4222.5 4228.3
439 4.8 1.5 LEFT 4232.5 4238.3
440 4.8 1.5 LEFT 4243.5 4249.3
441 4.8 1.5 RIGHT 4253.5 4259.3
442 4.8 1.5 NEU 4262.0 4267.8
443 4.8 1.5 RIGHT 4270.0 4275.3
trial_start_time null_trial
24 372.0 False
25 382.0 False
26 392.0 False
27 402.0 False
29 420.0 False
30 430.0 False
31 440.0 False
32 450.0 False
33 460.0 False
34 468.0 False
35 476.0 False
36 486.0 False
37 496.0 False
38 506.0 False
39 516.0 False
40 526.0 False
42 546.0 False
43 554.0 False
44 564.0 False
45 574.0 False
46 582.0 False
47 590.0 False
48 598.0 False
50 616.0 False
51 624.0 False
52 634.0 False
53 644.0 False
54 652.0 False
55 662.0 False
56 672.0 False
.. ... ...
413 3996.0 False
414 4004.0 False
415 4012.0 False
416 4020.0 False
417 4030.0 False
418 4040.0 False
420 4058.0 False
421 4068.0 False
422 4078.0 False
423 4086.0 False
424 4096.0 False
425 4106.0 False
426 4116.0 False
427 4124.0 False
428 4134.0 False
429 4142.0 False
430 4152.0 False
431 4162.0 False
432 4170.0 False
433 4178.0 False
434 4188.0 False
435 4196.0 False
436 4204.0 False
437 4214.0 False
438 4222.0 False
439 4232.0 False
440 4242.0 False
441 4252.0 False
442 4262.0 False
443 4270.0 False
[384 rows x 12 columns]
Convolving cue_hand_LEFT...
Convolving cue_hand_RIGHT...
Convolving cue_eye_LEFT...
Convolving cue_eye_RIGHT...
Convolving resp_hand_LEFT...
Convolving resp_hand_RIGHT...
Convolving resp_eye_LEFT...
Convolving resp_eye_RIGHT...
Convolving cue_ACC...
Convolving cue_SPD...
Convolving cue_RIGHT...
Convolving cue_LEFT...
Convolving cue_NEU...
Convolving stimulus_1_ACC...
Convolving stimulus_1_SPD...
Convolving stimulus_1_RIGHT...
Convolving stimulus_1_LEFT...
Convolving stimulus_1_NEU...
Convolving stimulus_0_ACC...
Convolving stimulus_0_SPD...
Convolving stimulus_0_RIGHT...
Convolving stimulus_0_LEFT...
Convolving stimulus_0_NEU...
['cue_hand_LEFT', 'cue_hand_RIGHT', 'cue_eye_LEFT', 'cue_eye_RIGHT', 'resp_hand_LEFT', 'resp_hand_RIGHT', 'resp_eye_LEFT', 'resp_eye_RIGHT', 'cue_ACC', 'cue_SPD', 'cue_RIGHT', 'cue_LEFT', 'cue_NEU', 'stimulus_1_ACC', 'stimulus_1_SPD', 'stimulus_1_RIGHT', 'stimulus_1_LEFT', 'stimulus_1_NEU', 'stimulus_0_ACC', 'stimulus_0_SPD', 'stimulus_0_RIGHT', 'stimulus_0_LEFT', 'stimulus_0_NEU']
Processing participant 26
trial_type correct_answer response_modality block_trial_ID block \
24 1.0 1.0 hand 0 1
25 1.0 1.0 hand 1 1
26 0.0 0.0 hand 2 1
27 1.0 1.0 hand 3 1
28 0.0 0.0 hand 4 1
29 3.0 1.0 hand 5 1
30 1.0 1.0 hand 6 1
32 1.0 1.0 hand 8 1
33 1.0 1.0 hand 9 1
34 2.0 0.0 hand 10 1
35 0.0 0.0 hand 11 1
36 0.0 0.0 hand 12 1
37 2.0 0.0 hand 13 1
38 3.0 1.0 hand 14 1
40 3.0 1.0 hand 16 1
41 3.0 1.0 hand 17 1
42 0.0 0.0 hand 18 1
43 1.0 1.0 hand 19 1
44 0.0 0.0 hand 20 1
45 3.0 1.0 hand 21 1
46 1.0 1.0 hand 22 1
47 0.0 0.0 hand 23 1
48 1.0 1.0 hand 24 1
49 0.0 0.0 hand 25 1
50 2.0 0.0 hand 26 1
51 1.0 1.0 hand 27 1
52 0.0 0.0 hand 28 1
54 2.0 0.0 hand 30 1
55 2.0 0.0 hand 31 1
56 2.0 0.0 hand 32 1
.. ... ... ... ... ...
412 3.0 1.0 eye 73 4
413 2.0 0.0 eye 74 4
414 5.0 1.0 eye 75 4
416 1.0 1.0 eye 77 4
417 3.0 1.0 eye 78 4
418 3.0 1.0 eye 79 4
419 4.0 0.0 eye 80 4
420 5.0 1.0 eye 81 4
421 5.0 1.0 eye 82 4
422 0.0 0.0 eye 83 4
423 3.0 1.0 eye 84 4
424 3.0 1.0 eye 85 4
425 5.0 1.0 eye 86 4
426 4.0 0.0 eye 87 4
427 2.0 0.0 eye 88 4
429 3.0 1.0 eye 90 4
430 2.0 0.0 eye 91 4
431 5.0 1.0 eye 92 4
432 2.0 0.0 eye 93 4
433 4.0 0.0 eye 94 4
434 1.0 1.0 eye 95 4
435 1.0 1.0 eye 96 4
436 5.0 1.0 eye 97 4
437 0.0 0.0 eye 98 4
438 1.0 1.0 eye 99 4
439 2.0 0.0 eye 100 4
440 0.0 0.0 eye 101 4
441 2.0 0.0 eye 102 4
442 5.0 1.0 eye 103 4
443 5.0 1.0 eye 104 4
phase_2 phase_4 cue cue_onset_time stimulus_onset_time \
24 4.8 1.5 SPD 372.0 378.3
25 4.8 1.5 SPD 383.5 388.8
26 4.8 1.5 SPD 393.0 398.8
27 4.8 1.5 SPD 402.0 407.8
28 4.8 1.5 SPD 411.0 416.8
29 4.8 1.5 ACC 421.5 427.8
30 4.8 1.5 SPD 431.5 436.3
32 4.8 1.5 SPD 450.0 456.3
33 4.8 1.5 SPD 460.0 465.8
34 4.8 1.5 ACC 469.0 473.8
35 4.8 1.5 SPD 476.5 481.3
36 4.8 1.5 SPD 484.0 490.3
37 4.8 1.5 ACC 495.5 501.8
38 4.8 1.5 ACC 505.0 510.3
40 4.8 1.5 ACC 524.5 530.3
41 4.8 1.5 ACC 535.5 540.3
42 4.8 1.5 SPD 544.0 549.8
43 4.8 1.5 SPD 553.5 558.3
44 4.8 1.5 SPD 562.5 568.3
45 4.8 1.5 ACC 573.5 578.8
46 4.8 1.5 SPD 583.5 589.8
47 4.8 1.5 SPD 592.5 598.3
48 4.8 1.5 SPD 603.0 608.3
49 4.8 1.5 SPD 613.0 618.8
50 4.8 1.5 ACC 622.0 626.8
51 4.8 1.5 SPD 631.0 637.3
52 4.8 1.5 SPD 640.5 645.3
54 4.8 1.5 ACC 659.0 665.3
55 4.8 1.5 ACC 669.0 674.8
56 4.8 1.5 ACC 678.0 684.3
.. ... ... ... ... ...
412 4.8 1.5 LEFT 3938.0 3943.8
413 4.8 1.5 LEFT 3947.0 3951.8
414 4.8 1.5 RIGHT 3954.0 3959.8
416 4.8 1.5 NEU 3970.5 3975.3
417 4.8 1.5 LEFT 3979.5 3984.3
418 4.8 1.5 LEFT 3989.0 3994.3
419 4.8 1.5 RIGHT 3999.5 4004.3
420 4.8 1.5 RIGHT 4008.5 4014.3
421 4.8 1.5 RIGHT 4019.5 4025.8
422 4.8 1.5 NEU 4028.5 4034.3
423 4.8 1.5 LEFT 4039.0 4044.8
424 4.8 1.5 LEFT 4048.5 4053.8
425 4.8 1.5 RIGHT 4056.0 4062.3
426 4.8 1.5 RIGHT 4067.0 4071.8
427 4.8 1.5 LEFT 4075.5 4081.3
429 4.8 1.5 LEFT 4094.0 4099.8
430 4.8 1.5 LEFT 4103.0 4108.3
431 4.8 1.5 RIGHT 4113.5 4119.3
432 4.8 1.5 LEFT 4123.0 4128.8
433 4.8 1.5 RIGHT 4132.0 4137.3
434 4.8 1.5 NEU 4141.0 4145.8
435 4.8 1.5 NEU 4149.5 4154.8
436 4.8 1.5 RIGHT 4158.5 4163.8
437 4.8 1.5 NEU 4167.0 4172.3
438 4.8 1.5 NEU 4177.0 4182.3
439 4.8 1.5 LEFT 4186.5 4191.3
440 4.8 1.5 NEU 4194.5 4199.3
441 4.8 1.5 LEFT 4202.0 4207.3
442 4.8 1.5 RIGHT 4210.5 4216.3
443 4.8 1.5 RIGHT 4220.0 4226.3
trial_start_time null_trial
24 372.0 False
25 382.0 False
26 392.0 False
27 402.0 False
28 410.0 False
29 420.0 False
30 430.0 False
32 450.0 False
33 460.0 False
34 468.0 False
35 476.0 False
36 484.0 False
37 494.0 False
38 504.0 False
40 524.0 False
41 534.0 False
42 544.0 False
43 552.0 False
44 562.0 False
45 572.0 False
46 582.0 False
47 592.0 False
48 602.0 False
49 612.0 False
50 622.0 False
51 630.0 False
52 640.0 False
54 658.0 False
55 668.0 False
56 678.0 False
.. ... ...
412 3938.0 False
413 3946.0 False
414 3954.0 False
416 3970.0 False
417 3978.0 False
418 3988.0 False
419 3998.0 False
420 4008.0 False
421 4018.0 False
422 4028.0 False
423 4038.0 False
424 4048.0 False
425 4056.0 False
426 4066.0 False
427 4074.0 False
429 4094.0 False
430 4102.0 False
431 4112.0 False
432 4122.0 False
433 4132.0 False
434 4140.0 False
435 4148.0 False
436 4158.0 False
437 4166.0 False
438 4176.0 False
439 4186.0 False
440 4194.0 False
441 4202.0 False
442 4210.0 False
443 4220.0 False
[384 rows x 12 columns]
Convolving cue_hand_LEFT...
Convolving cue_hand_RIGHT...
Convolving cue_eye_LEFT...
Convolving cue_eye_RIGHT...
Convolving resp_hand_LEFT...
Convolving resp_hand_RIGHT...
Convolving resp_eye_LEFT...
Convolving resp_eye_RIGHT...
Convolving cue_SPD...
Convolving cue_ACC...
Convolving cue_NEU...
Convolving cue_RIGHT...
Convolving cue_LEFT...
Convolving stimulus_1_SPD...
Convolving stimulus_1_ACC...
Convolving stimulus_1_NEU...
Convolving stimulus_1_RIGHT...
Convolving stimulus_1_LEFT...
Convolving stimulus_0_SPD...
Convolving stimulus_0_ACC...
Convolving stimulus_0_NEU...
Convolving stimulus_0_RIGHT...
Convolving stimulus_0_LEFT...
['cue_hand_LEFT', 'cue_hand_RIGHT', 'cue_eye_LEFT', 'cue_eye_RIGHT', 'resp_hand_LEFT', 'resp_hand_RIGHT', 'resp_eye_LEFT', 'resp_eye_RIGHT', 'cue_SPD', 'cue_ACC', 'cue_NEU', 'cue_RIGHT', 'cue_LEFT', 'stimulus_1_SPD', 'stimulus_1_ACC', 'stimulus_1_NEU', 'stimulus_1_RIGHT', 'stimulus_1_LEFT', 'stimulus_0_SPD', 'stimulus_0_ACC', 'stimulus_0_NEU', 'stimulus_0_RIGHT', 'stimulus_0_LEFT']
Processing participant 27
trial_type correct_answer response_modality block_trial_ID block \
24 1.0 1.0 hand 0 1
25 0.0 0.0 hand 1 1
26 3.0 1.0 hand 2 1
27 2.0 0.0 hand 3 1
29 0.0 0.0 hand 5 1
30 1.0 1.0 hand 6 1
31 3.0 1.0 hand 7 1
32 0.0 0.0 hand 8 1
33 3.0 1.0 hand 9 1
34 2.0 0.0 hand 10 1
35 2.0 0.0 hand 11 1
36 1.0 1.0 hand 12 1
37 2.0 0.0 hand 13 1
38 1.0 1.0 hand 14 1
39 1.0 1.0 hand 15 1
40 1.0 1.0 hand 16 1
41 0.0 0.0 hand 17 1
42 2.0 0.0 hand 18 1
43 3.0 1.0 hand 19 1
45 2.0 0.0 hand 21 1
46 0.0 0.0 hand 22 1
47 2.0 0.0 hand 23 1
48 1.0 1.0 hand 24 1
49 1.0 1.0 hand 25 1
50 0.0 0.0 hand 26 1
51 1.0 1.0 hand 27 1
52 2.0 0.0 hand 28 1
53 0.0 0.0 hand 29 1
54 2.0 0.0 hand 30 1
56 0.0 0.0 hand 32 1
.. ... ... ... ... ...
412 0.0 0.0 eye 73 4
413 0.0 0.0 eye 74 4
414 1.0 1.0 eye 75 4
415 2.0 0.0 eye 76 4
416 3.0 1.0 eye 77 4
417 2.0 0.0 eye 78 4
419 3.0 1.0 eye 80 4
420 0.0 0.0 eye 81 4
421 0.0 0.0 eye 82 4
422 0.0 0.0 eye 83 4
423 2.0 0.0 eye 84 4
424 3.0 1.0 eye 85 4
425 3.0 1.0 eye 86 4
426 0.0 0.0 eye 87 4
427 3.0 1.0 eye 88 4
429 3.0 1.0 eye 90 4
430 3.0 1.0 eye 91 4
431 2.0 0.0 eye 92 4
432 0.0 0.0 eye 93 4
433 1.0 1.0 eye 94 4
434 0.0 0.0 eye 95 4
435 1.0 1.0 eye 96 4
436 3.0 1.0 eye 97 4
437 3.0 1.0 eye 98 4
438 0.0 0.0 eye 99 4
439 0.0 0.0 eye 100 4
440 0.0 0.0 eye 101 4
441 2.0 0.0 eye 102 4
442 3.0 1.0 eye 103 4
443 1.0 1.0 eye 104 4
phase_2 phase_4 cue cue_onset_time stimulus_onset_time \
24 4.8 1.5 SPD 369.5 374.8
25 4.8 1.5 SPD 379.5 385.8
26 4.8 1.5 ACC 388.5 394.3
27 4.8 1.5 ACC 399.0 404.3
29 4.8 1.5 SPD 419.0 424.8
30 4.8 1.5 SPD 428.5 434.8
31 4.8 1.5 ACC 439.5 444.3
32 4.8 1.5 SPD 449.5 454.3
33 4.8 1.5 ACC 459.0 464.8
34 4.8 1.5 ACC 469.0 475.3
35 4.8 1.5 ACC 479.5 485.3
36 4.8 1.5 SPD 489.0 494.3
37 4.8 1.5 ACC 498.0 502.8
38 4.8 1.5 SPD 507.5 512.8
39 4.8 1.5 SPD 517.0 523.3
40 4.8 1.5 SPD 526.5 532.3
41 4.8 1.5 SPD 536.5 542.8
42 4.8 1.5 ACC 546.0 550.8
43 4.8 1.5 ACC 554.5 560.8
45 4.8 1.5 ACC 575.5 581.8
46 4.8 1.5 SPD 585.0 589.8
47 4.8 1.5 ACC 593.0 598.3
48 4.8 1.5 SPD 602.0 606.8
49 4.8 1.5 SPD 610.5 616.3
50 4.8 1.5 SPD 621.5 627.3
51 4.8 1.5 SPD 630.0 635.3
52 4.8 1.5 ACC 639.0 644.8
53 4.8 1.5 SPD 648.5 654.3
54 4.8 1.5 ACC 658.5 664.3
56 4.8 1.5 SPD 678.0 684.3
.. ... ... ... ... ...
412 4.8 1.5 SPD 3966.0 3971.8
413 4.8 1.5 SPD 3974.0 3978.8
414 4.8 1.5 SPD 3983.5 3988.3
415 4.8 1.5 ACC 3993.0 3998.3
416 4.8 1.5 ACC 4002.5 4007.8
417 4.8 1.5 ACC 4011.0 4015.8
419 4.8 1.5 ACC 4027.5 4032.3
420 4.8 1.5 SPD 4036.0 4040.8
421 4.8 1.5 SPD 4044.0 4048.8
422 4.8 1.5 SPD 4053.0 4058.8
423 4.8 1.5 ACC 4063.5 4069.8
424 4.8 1.5 ACC 4073.5 4078.3
425 4.8 1.5 ACC 4082.5 4087.8
426 4.8 1.5 SPD 4090.5 4095.3
427 4.8 1.5 ACC 4099.5 4104.8
429 4.8 1.5 ACC 4117.0 4122.8
430 4.8 1.5 ACC 4126.5 4131.3
431 4.8 1.5 ACC 4134.0 4139.8
432 4.8 1.5 SPD 4143.5 4148.3
433 4.8 1.5 SPD 4152.5 4157.3
434 4.8 1.5 SPD 4161.0 4167.3
435 4.8 1.5 SPD 4170.0 4176.3
436 4.8 1.5 ACC 4181.0 4186.8
437 4.8 1.5 ACC 4191.5 4196.3
438 4.8 1.5 SPD 4200.5 4205.8
439 4.8 1.5 SPD 4208.5 4213.3
440 4.8 1.5 SPD 4217.5 4223.8
441 4.8 1.5 ACC 4226.0 4231.3
442 4.8 1.5 ACC 4234.5 4240.8
443 4.8 1.5 SPD 4244.5 4249.3
trial_start_time null_trial
24 368.0 False
25 378.0 False
26 388.0 False
27 398.0 False
29 418.0 False
30 428.0 False
31 438.0 False
32 448.0 False
33 458.0 False
34 468.0 False
35 478.0 False
36 488.0 False
37 498.0 False
38 506.0 False
39 516.0 False
40 526.0 False
41 536.0 False
42 546.0 False
43 554.0 False
45 574.0 False
46 584.0 False
47 592.0 False
48 602.0 False
49 610.0 False
50 620.0 False
51 630.0 False
52 638.0 False
53 648.0 False
54 658.0 False
56 678.0 False
.. ... ...
412 3966.0 False
413 3974.0 False
414 3982.0 False
415 3992.0 False
416 4002.0 False
417 4010.0 False
419 4026.0 False
420 4036.0 False
421 4044.0 False
422 4052.0 False
423 4062.0 False
424 4072.0 False
425 4082.0 False
426 4090.0 False
427 4098.0 False
429 4116.0 False
430 4126.0 False
431 4134.0 False
432 4142.0 False
433 4152.0 False
434 4160.0 False
435 4170.0 False
436 4180.0 False
437 4190.0 False
438 4200.0 False
439 4208.0 False
440 4216.0 False
441 4226.0 False
442 4234.0 False
443 4244.0 False
[384 rows x 12 columns]
Convolving cue_hand_LEFT...
Convolving cue_hand_RIGHT...
Convolving cue_eye_LEFT...
Convolving cue_eye_RIGHT...
Convolving resp_hand_LEFT...
Convolving resp_hand_RIGHT...
Convolving resp_eye_LEFT...
Convolving resp_eye_RIGHT...
Convolving cue_SPD...
Convolving cue_ACC...
Convolving cue_NEU...
Convolving cue_LEFT...
Convolving cue_RIGHT...
Convolving stimulus_1_SPD...
Convolving stimulus_1_ACC...
Convolving stimulus_1_NEU...
Convolving stimulus_1_LEFT...
Convolving stimulus_1_RIGHT...
Convolving stimulus_0_SPD...
Convolving stimulus_0_ACC...
Convolving stimulus_0_NEU...
Convolving stimulus_0_LEFT...
Convolving stimulus_0_RIGHT...
['cue_hand_LEFT', 'cue_hand_RIGHT', 'cue_eye_LEFT', 'cue_eye_RIGHT', 'resp_hand_LEFT', 'resp_hand_RIGHT', 'resp_eye_LEFT', 'resp_eye_RIGHT', 'cue_SPD', 'cue_ACC', 'cue_NEU', 'cue_LEFT', 'cue_RIGHT', 'stimulus_1_SPD', 'stimulus_1_ACC', 'stimulus_1_NEU', 'stimulus_1_LEFT', 'stimulus_1_RIGHT', 'stimulus_0_SPD', 'stimulus_0_ACC', 'stimulus_0_NEU', 'stimulus_0_LEFT', 'stimulus_0_RIGHT']
Processing participant 28
trial_type correct_answer response_modality block_trial_ID block \
24 3.0 1.0 hand 0 1
25 0.0 0.0 hand 1 1
26 3.0 1.0 hand 2 1
27 3.0 1.0 hand 3 1
28 2.0 0.0 hand 4 1
29 3.0 1.0 hand 5 1
30 1.0 1.0 hand 6 1
31 1.0 1.0 hand 7 1
32 3.0 1.0 hand 8 1
34 2.0 0.0 hand 10 1
35 0.0 0.0 hand 11 1
36 2.0 0.0 hand 12 1
37 3.0 1.0 hand 13 1
38 2.0 0.0 hand 14 1
39 2.0 0.0 hand 15 1
40 1.0 1.0 hand 16 1
41 0.0 0.0 hand 17 1
42 2.0 0.0 hand 18 1
43 3.0 1.0 hand 19 1
44 1.0 1.0 hand 20 1
46 3.0 1.0 hand 22 1
47 2.0 0.0 hand 23 1
48 1.0 1.0 hand 24 1
49 3.0 1.0 hand 25 1
50 0.0 0.0 hand 26 1
51 1.0 1.0 hand 27 1
53 2.0 0.0 hand 29 1
54 2.0 0.0 hand 30 1
55 0.0 0.0 hand 31 1
56 0.0 0.0 hand 32 1
.. ... ... ... ... ...
413 0.0 0.0 hand 74 4
414 0.0 0.0 hand 75 4
415 0.0 0.0 hand 76 4
416 2.0 0.0 hand 77 4
417 3.0 1.0 hand 78 4
418 1.0 1.0 hand 79 4
419 2.0 0.0 hand 80 4
420 5.0 1.0 hand 81 4
422 3.0 1.0 hand 83 4
423 0.0 0.0 hand 84 4
424 5.0 1.0 hand 85 4
425 5.0 1.0 hand 86 4
426 0.0 0.0 hand 87 4
427 1.0 1.0 hand 88 4
428 5.0 1.0 hand 89 4
429 3.0 1.0 hand 90 4
430 4.0 0.0 hand 91 4
431 5.0 1.0 hand 92 4
432 3.0 1.0 hand 93 4
433 2.0 0.0 hand 94 4
434 3.0 1.0 hand 95 4
435 1.0 1.0 hand 96 4
436 2.0 0.0 hand 97 4
437 1.0 1.0 hand 98 4
438 0.0 0.0 hand 99 4
439 2.0 0.0 hand 100 4
440 2.0 0.0 hand 101 4
441 3.0 1.0 hand 102 4
442 0.0 0.0 hand 103 4
443 0.0 0.0 hand 104 4
phase_2 phase_4 cue cue_onset_time stimulus_onset_time \
24 4.8 1.5 ACC 376.5 381.8
25 4.8 1.5 SPD 384.0 388.8
26 4.8 1.5 ACC 393.5 399.8
27 4.8 1.5 ACC 403.0 407.8
28 4.8 1.5 ACC 410.5 416.8
29 4.8 1.5 ACC 420.0 424.8
30 4.8 1.5 SPD 428.0 432.8
31 4.8 1.5 SPD 437.5 443.3
32 4.8 1.5 ACC 447.0 452.3
34 4.8 1.5 ACC 466.5 471.8
35 4.8 1.5 SPD 475.0 480.3
36 4.8 1.5 ACC 485.0 490.8
37 4.8 1.5 ACC 495.5 501.8
38 4.8 1.5 ACC 505.5 511.3
39 4.8 1.5 ACC 515.5 521.3
40 4.8 1.5 SPD 524.0 529.8
41 4.8 1.5 SPD 532.0 536.8
42 4.8 1.5 ACC 540.0 544.8
43 4.8 1.5 ACC 548.5 554.3
44 4.8 1.5 SPD 558.5 563.8
46 4.8 1.5 ACC 576.0 581.3
47 4.8 1.5 ACC 585.0 591.3
48 4.8 1.5 SPD 595.5 600.8
49 4.8 1.5 ACC 605.0 609.8
50 4.8 1.5 SPD 612.0 618.3
51 4.8 1.5 SPD 623.5 629.8
53 4.8 1.5 ACC 643.5 648.8
54 4.8 1.5 ACC 652.5 658.3
55 4.8 1.5 SPD 663.0 669.3
56 4.8 1.5 SPD 673.5 679.8
.. ... ... ... ... ...
413 4.8 1.5 NEU 3963.5 3968.8
414 4.8 1.5 NEU 3973.0 3977.8
415 4.8 1.5 NEU 3980.0 3985.8
416 4.8 1.5 LEFT 3989.5 3995.8
417 4.8 1.5 LEFT 3999.5 4004.3
418 4.8 1.5 NEU 4009.5 4015.8
419 4.8 1.5 LEFT 4019.0 4023.8
420 4.8 1.5 RIGHT 4026.5 4032.3
422 4.8 1.5 LEFT 4044.5 4049.8
423 4.8 1.5 NEU 4052.0 4058.3
424 4.8 1.5 RIGHT 4063.0 4068.8
425 4.8 1.5 RIGHT 4073.5 4079.3
426 4.8 1.5 NEU 4082.0 4087.8
427 4.8 1.5 NEU 4090.5 4095.8
428 4.8 1.5 RIGHT 4098.0 4102.8
429 4.8 1.5 LEFT 4106.0 4110.8
430 4.8 1.5 RIGHT 4114.0 4118.8
431 4.8 1.5 RIGHT 4123.5 4128.8
432 4.8 1.5 LEFT 4132.0 4136.8
433 4.8 1.5 LEFT 4140.0 4145.3
434 4.8 1.5 LEFT 4148.5 4153.3
435 4.8 1.5 NEU 4157.0 4162.8
436 4.8 1.5 LEFT 4166.0 4171.3
437 4.8 1.5 NEU 4175.0 4180.8
438 4.8 1.5 NEU 4184.0 4189.8
439 4.8 1.5 LEFT 4193.5 4199.3
440 4.8 1.5 LEFT 4202.0 4206.8
441 4.8 1.5 LEFT 4210.5 4216.3
442 4.8 1.5 NEU 4221.0 4227.3
443 4.8 1.5 NEU 4230.5 4236.3
trial_start_time null_trial
24 376.0 False
25 384.0 False
26 392.0 False
27 402.0 False
28 410.0 False
29 420.0 False
30 428.0 False
31 436.0 False
32 446.0 False
34 466.0 False
35 474.0 False
36 484.0 False
37 494.0 False
38 504.0 False
39 514.0 False
40 524.0 False
41 532.0 False
42 540.0 False
43 548.0 False
44 558.0 False
46 576.0 False
47 584.0 False
48 594.0 False
49 604.0 False
50 612.0 False
51 622.0 False
53 642.0 False
54 652.0 False
55 662.0 False
56 672.0 False
.. ... ...
413 3962.0 False
414 3972.0 False
415 3980.0 False
416 3988.0 False
417 3998.0 False
418 4008.0 False
419 4018.0 False
420 4026.0 False
422 4044.0 False
423 4052.0 False
424 4062.0 False
425 4072.0 False
426 4082.0 False
427 4090.0 False
428 4098.0 False
429 4106.0 False
430 4114.0 False
431 4122.0 False
432 4132.0 False
433 4140.0 False
434 4148.0 False
435 4156.0 False
436 4166.0 False
437 4174.0 False
438 4184.0 False
439 4192.0 False
440 4202.0 False
441 4210.0 False
442 4220.0 False
443 4230.0 False
[384 rows x 12 columns]
Convolving cue_hand_LEFT...
Convolving cue_hand_RIGHT...
Convolving cue_eye_LEFT...
Convolving cue_eye_RIGHT...
Convolving resp_hand_LEFT...
Convolving resp_hand_RIGHT...
Convolving resp_eye_LEFT...
Convolving resp_eye_RIGHT...
Convolving cue_ACC...
Convolving cue_SPD...
Convolving cue_NEU...
Convolving cue_LEFT...
Convolving cue_RIGHT...
Convolving stimulus_1_ACC...
Convolving stimulus_1_SPD...
Convolving stimulus_1_NEU...
Convolving stimulus_1_LEFT...
Convolving stimulus_1_RIGHT...
Convolving stimulus_0_ACC...
Convolving stimulus_0_SPD...
Convolving stimulus_0_NEU...
Convolving stimulus_0_LEFT...
Convolving stimulus_0_RIGHT...
['cue_hand_LEFT', 'cue_hand_RIGHT', 'cue_eye_LEFT', 'cue_eye_RIGHT', 'resp_hand_LEFT', 'resp_hand_RIGHT', 'resp_eye_LEFT', 'resp_eye_RIGHT', 'cue_ACC', 'cue_SPD', 'cue_NEU', 'cue_LEFT', 'cue_RIGHT', 'stimulus_1_ACC', 'stimulus_1_SPD', 'stimulus_1_NEU', 'stimulus_1_LEFT', 'stimulus_1_RIGHT', 'stimulus_0_ACC', 'stimulus_0_SPD', 'stimulus_0_NEU', 'stimulus_0_LEFT', 'stimulus_0_RIGHT']
Processing participant 29
trial_type correct_answer response_modality block_trial_ID block \
24 1.0 1.0 hand 0 1
25 0.0 0.0 hand 1 1
26 3.0 1.0 hand 2 1
27 2.0 0.0 hand 3 1
28 0.0 0.0 hand 4 1
29 3.0 1.0 hand 5 1
30 3.0 1.0 hand 6 1
31 1.0 1.0 hand 7 1
32 1.0 1.0 hand 8 1
33 0.0 0.0 hand 9 1
34 0.0 0.0 hand 10 1
35 2.0 0.0 hand 11 1
36 3.0 1.0 hand 12 1
37 2.0 0.0 hand 13 1
38 2.0 0.0 hand 14 1
40 1.0 1.0 hand 16 1
41 2.0 0.0 hand 17 1
42 0.0 0.0 hand 18 1
43 3.0 1.0 hand 19 1
44 0.0 0.0 hand 20 1
45 0.0 0.0 hand 21 1
46 2.0 0.0 hand 22 1
47 3.0 1.0 hand 23 1
48 2.0 0.0 hand 24 1
49 2.0 0.0 hand 25 1
51 0.0 0.0 hand 27 1
52 1.0 1.0 hand 28 1
53 2.0 0.0 hand 29 1
54 1.0 1.0 hand 30 1
55 3.0 1.0 hand 31 1
.. ... ... ... ... ...
412 3.0 1.0 eye 73 4
413 0.0 0.0 eye 74 4
414 1.0 1.0 eye 75 4
415 3.0 1.0 eye 76 4
416 1.0 1.0 eye 77 4
417 3.0 1.0 eye 78 4
418 0.0 0.0 eye 79 4
419 1.0 1.0 eye 80 4
420 3.0 1.0 eye 81 4
422 0.0 0.0 eye 83 4
423 2.0 0.0 eye 84 4
424 0.0 0.0 eye 85 4
425 0.0 0.0 eye 86 4
426 1.0 1.0 eye 87 4
427 0.0 0.0 eye 88 4
429 2.0 0.0 eye 90 4
430 0.0 0.0 eye 91 4
431 2.0 0.0 eye 92 4
432 1.0 1.0 eye 93 4
433 1.0 1.0 eye 94 4
434 0.0 0.0 eye 95 4
435 2.0 0.0 eye 96 4
436 0.0 0.0 eye 97 4
437 0.0 0.0 eye 98 4
438 3.0 1.0 eye 99 4
439 3.0 1.0 eye 100 4
440 0.0 0.0 eye 101 4
441 1.0 1.0 eye 102 4
442 0.0 0.0 eye 103 4
443 2.0 0.0 eye 104 4
phase_2 phase_4 cue cue_onset_time stimulus_onset_time \
24 4.8 1.5 SPD 378.0 382.8
25 4.8 1.5 SPD 387.0 393.3
26 4.8 1.5 ACC 397.5 403.3
27 4.8 1.5 ACC 406.5 412.8
28 4.8 1.5 SPD 417.0 422.3
29 4.8 1.5 ACC 426.5 432.3
30 4.8 1.5 ACC 436.0 440.8
31 4.8 1.5 SPD 444.0 449.8
32 4.8 1.5 SPD 452.0 456.8
33 4.8 1.5 SPD 460.5 465.8
34 4.8 1.5 SPD 468.0 473.3
35 4.8 1.5 ACC 477.0 483.3
36 4.8 1.5 ACC 486.5 491.8
37 4.8 1.5 ACC 494.0 500.3
38 4.8 1.5 ACC 504.5 509.3
40 4.8 1.5 SPD 521.0 526.8
41 4.8 1.5 ACC 530.0 534.8
42 4.8 1.5 SPD 539.5 545.8
43 4.8 1.5 ACC 548.5 553.3
44 4.8 1.5 SPD 556.0 562.3
45 4.8 1.5 SPD 567.0 572.3
46 4.8 1.5 ACC 576.5 581.3
47 4.8 1.5 ACC 585.5 591.8
48 4.8 1.5 ACC 594.0 599.3
49 4.8 1.5 ACC 602.5 608.3
51 4.8 1.5 SPD 620.5 626.8
52 4.8 1.5 SPD 630.5 636.8
53 4.8 1.5 ACC 641.5 647.3
54 4.8 1.5 SPD 650.5 656.8
55 4.8 1.5 ACC 660.0 665.3
.. ... ... ... ... ...
412 4.8 1.5 ACC 3989.0 3993.8
413 4.8 1.5 SPD 3996.5 4001.3
414 4.8 1.5 SPD 4005.5 4010.3
415 4.8 1.5 ACC 4015.5 4020.8
416 4.8 1.5 SPD 4025.0 4030.3
417 4.8 1.5 ACC 4034.0 4040.3
418 4.8 1.5 SPD 4045.5 4051.3
419 4.8 1.5 SPD 4055.5 4061.8
420 4.8 1.5 ACC 4065.5 4071.8
422 4.8 1.5 SPD 4084.0 4089.3
423 4.8 1.5 ACC 4092.0 4097.8
424 4.8 1.5 SPD 4100.0 4105.8
425 4.8 1.5 SPD 4108.5 4113.3
426 4.8 1.5 SPD 4117.5 4123.8
427 4.8 1.5 SPD 4126.5 4132.3
429 4.8 1.5 ACC 4146.5 4151.3
430 4.8 1.5 SPD 4154.5 4160.3
431 4.8 1.5 ACC 4165.0 4170.8
432 4.8 1.5 SPD 4174.0 4178.8
433 4.8 1.5 SPD 4183.0 4188.3
434 4.8 1.5 SPD 4193.5 4199.8
435 4.8 1.5 ACC 4203.0 4207.8
436 4.8 1.5 SPD 4210.5 4215.8
437 4.8 1.5 SPD 4219.0 4225.3
438 4.8 1.5 ACC 4228.0 4233.3
439 4.8 1.5 ACC 4237.5 4243.3
440 4.8 1.5 SPD 4247.0 4252.3
441 4.8 1.5 SPD 4256.5 4262.3
442 4.8 1.5 SPD 4267.5 4273.8
443 4.8 1.5 ACC 4277.0 4281.8
trial_start_time null_trial
24 378.0 False
25 386.0 False
26 396.0 False
27 406.0 False
28 416.0 False
29 426.0 False
30 436.0 False
31 444.0 False
32 452.0 False
33 460.0 False
34 468.0 False
35 476.0 False
36 486.0 False
37 494.0 False
38 504.0 False
40 520.0 False
41 530.0 False
42 538.0 False
43 548.0 False
44 556.0 False
45 566.0 False
46 576.0 False
47 584.0 False
48 594.0 False
49 602.0 False
51 620.0 False
52 630.0 False
53 640.0 False
54 650.0 False
55 660.0 False
.. ... ...
412 3988.0 False
413 3996.0 False
414 4004.0 False
415 4014.0 False
416 4024.0 False
417 4034.0 False
418 4044.0 False
419 4054.0 False
420 4064.0 False
422 4084.0 False
423 4092.0 False
424 4100.0 False
425 4108.0 False
426 4116.0 False
427 4126.0 False
429 4146.0 False
430 4154.0 False
431 4164.0 False
432 4174.0 False
433 4182.0 False
434 4192.0 False
435 4202.0 False
436 4210.0 False
437 4218.0 False
438 4228.0 False
439 4236.0 False
440 4246.0 False
441 4256.0 False
442 4266.0 False
443 4276.0 False
[384 rows x 12 columns]
Convolving cue_hand_LEFT...
Convolving cue_hand_RIGHT...
Convolving cue_eye_LEFT...
Convolving cue_eye_RIGHT...
Convolving resp_hand_LEFT...
Convolving resp_hand_RIGHT...
Convolving resp_eye_LEFT...
Convolving resp_eye_RIGHT...
Convolving cue_SPD...
Convolving cue_ACC...
Convolving cue_LEFT...
Convolving cue_NEU...
Convolving cue_RIGHT...
Convolving stimulus_1_SPD...
Convolving stimulus_1_ACC...
Convolving stimulus_1_LEFT...
Convolving stimulus_1_NEU...
Convolving stimulus_1_RIGHT...
Convolving stimulus_0_SPD...
Convolving stimulus_0_ACC...
Convolving stimulus_0_LEFT...
Convolving stimulus_0_NEU...
Convolving stimulus_0_RIGHT...
['cue_hand_LEFT', 'cue_hand_RIGHT', 'cue_eye_LEFT', 'cue_eye_RIGHT', 'resp_hand_LEFT', 'resp_hand_RIGHT', 'resp_eye_LEFT', 'resp_eye_RIGHT', 'cue_SPD', 'cue_ACC', 'cue_LEFT', 'cue_NEU', 'cue_RIGHT', 'stimulus_1_SPD', 'stimulus_1_ACC', 'stimulus_1_LEFT', 'stimulus_1_NEU', 'stimulus_1_RIGHT', 'stimulus_0_SPD', 'stimulus_0_ACC', 'stimulus_0_LEFT', 'stimulus_0_NEU', 'stimulus_0_RIGHT']
Processing participant 30
trial_type correct_answer response_modality block_trial_ID block \
24 3.0 1.0 eye 0 1
25 0.0 0.0 eye 1 1
26 2.0 0.0 eye 2 1
27 0.0 0.0 eye 3 1
28 1.0 1.0 eye 4 1
29 0.0 0.0 eye 5 1
31 2.0 0.0 eye 7 1
32 1.0 1.0 eye 8 1
33 2.0 0.0 eye 9 1
34 0.0 0.0 eye 10 1
35 3.0 1.0 eye 11 1
36 2.0 0.0 eye 12 1
37 1.0 1.0 eye 13 1
38 1.0 1.0 eye 14 1
39 2.0 0.0 eye 15 1
40 0.0 0.0 eye 16 1
41 3.0 1.0 eye 17 1
42 0.0 0.0 eye 18 1
43 2.0 0.0 eye 19 1
44 0.0 0.0 eye 20 1
45 3.0 1.0 eye 21 1
46 3.0 1.0 eye 22 1
48 0.0 0.0 eye 24 1
49 1.0 1.0 eye 25 1
50 2.0 0.0 eye 26 1
51 2.0 0.0 eye 27 1
52 0.0 0.0 eye 28 1
53 2.0 0.0 eye 29 1
54 3.0 1.0 eye 30 1
55 3.0 1.0 eye 31 1
.. ... ... ... ... ...
412 0.0 0.0 eye 73 4
414 0.0 0.0 eye 75 4
415 2.0 0.0 eye 76 4
416 2.0 0.0 eye 77 4
417 3.0 1.0 eye 78 4
418 3.0 1.0 eye 79 4
419 4.0 0.0 eye 80 4
420 4.0 0.0 eye 81 4
421 0.0 0.0 eye 82 4
422 1.0 1.0 eye 83 4
423 0.0 0.0 eye 84 4
424 3.0 1.0 eye 85 4
425 4.0 0.0 eye 86 4
426 5.0 1.0 eye 87 4
427 3.0 1.0 eye 88 4
429 2.0 0.0 eye 90 4
430 4.0 0.0 eye 91 4
431 3.0 1.0 eye 92 4
432 1.0 1.0 eye 93 4
433 2.0 0.0 eye 94 4
434 1.0 1.0 eye 95 4
435 1.0 1.0 eye 96 4
436 5.0 1.0 eye 97 4
437 3.0 1.0 eye 98 4
438 2.0 0.0 eye 99 4
439 2.0 0.0 eye 100 4
440 2.0 0.0 eye 101 4
441 1.0 1.0 eye 102 4
442 1.0 1.0 eye 103 4
443 3.0 1.0 eye 104 4
phase_2 phase_4 cue cue_onset_time stimulus_onset_time \
24 4.8 1.5 ACC 376.5 381.3
25 4.8 1.5 SPD 385.0 389.8
26 4.8 1.5 ACC 392.5 397.8
27 4.8 1.5 SPD 400.5 405.3
28 4.8 1.5 SPD 409.0 414.8
29 4.8 1.5 SPD 418.0 422.8
31 4.8 1.5 ACC 437.5 442.8
32 4.8 1.5 SPD 447.5 453.8
33 4.8 1.5 ACC 457.0 462.3
34 4.8 1.5 SPD 466.0 471.8
35 4.8 1.5 ACC 475.0 479.8
36 4.8 1.5 ACC 483.0 487.8
37 4.8 1.5 SPD 491.5 497.3
38 4.8 1.5 SPD 500.0 505.8
39 4.8 1.5 ACC 509.0 514.3
40 4.8 1.5 SPD 519.5 524.3
41 4.8 1.5 ACC 529.5 535.8
42 4.8 1.5 SPD 539.0 544.8
43 4.8 1.5 ACC 549.0 553.8
44 4.8 1.5 SPD 556.0 562.3
45 4.8 1.5 ACC 566.5 572.3
46 4.8 1.5 ACC 576.0 581.3
48 4.8 1.5 SPD 594.5 600.3
49 4.8 1.5 SPD 605.5 610.8
50 4.8 1.5 ACC 614.5 619.3
51 4.8 1.5 ACC 623.0 627.8
52 4.8 1.5 SPD 631.5 636.3
53 4.8 1.5 ACC 641.0 645.8
54 4.8 1.5 ACC 649.5 655.3
55 4.8 1.5 ACC 658.0 663.3
.. ... ... ... ... ...
412 4.8 1.5 NEU 3954.5 3960.3
414 4.8 1.5 NEU 3975.0 3979.8
415 4.8 1.5 LEFT 3982.5 3987.8
416 4.8 1.5 LEFT 3991.5 3996.8
417 4.8 1.5 LEFT 4001.0 4006.3
418 4.8 1.5 LEFT 4011.0 4016.8
419 4.8 1.5 RIGHT 4020.0 4024.8
420 4.8 1.5 RIGHT 4029.5 4035.8
421 4.8 1.5 NEU 4038.5 4043.8
422 4.8 1.5 NEU 4047.0 4053.3
423 4.8 1.5 NEU 4057.0 4061.8
424 4.8 1.5 LEFT 4065.0 4069.8
425 4.8 1.5 RIGHT 4072.0 4078.3
426 4.8 1.5 RIGHT 4082.0 4087.3
427 4.8 1.5 LEFT 4090.0 4095.3
429 4.8 1.5 LEFT 4109.0 4114.8
430 4.8 1.5 RIGHT 4119.0 4124.3
431 4.8 1.5 LEFT 4128.5 4134.3
432 4.8 1.5 NEU 4138.5 4143.3
433 4.8 1.5 LEFT 4146.0 4151.8
434 4.8 1.5 NEU 4154.5 4160.8
435 4.8 1.5 NEU 4164.5 4169.8
436 4.8 1.5 RIGHT 4172.5 4177.8
437 4.8 1.5 LEFT 4180.0 4185.3
438 4.8 1.5 LEFT 4189.0 4194.3
439 4.8 1.5 LEFT 4199.0 4203.8
440 4.8 1.5 LEFT 4207.0 4213.3
441 4.8 1.5 NEU 4217.5 4222.3
442 4.8 1.5 NEU 4226.0 4231.8
443 4.8 1.5 LEFT 4234.5 4239.8
trial_start_time null_trial
24 376.0 False
25 384.0 False
26 392.0 False
27 400.0 False
28 408.0 False
29 418.0 False
31 436.0 False
32 446.0 False
33 456.0 False
34 466.0 False
35 474.0 False
36 482.0 False
37 490.0 False
38 500.0 False
39 508.0 False
40 518.0 False
41 528.0 False
42 538.0 False
43 548.0 False
44 556.0 False
45 566.0 False
46 576.0 False
48 594.0 False
49 604.0 False
50 614.0 False
51 622.0 False
52 630.0 False
53 640.0 False
54 648.0 False
55 658.0 False
.. ... ...
412 3954.0 False
414 3974.0 False
415 3982.0 False
416 3990.0 False
417 4000.0 False
418 4010.0 False
419 4020.0 False
420 4028.0 False
421 4038.0 False
422 4046.0 False
423 4056.0 False
424 4064.0 False
425 4072.0 False
426 4082.0 False
427 4090.0 False
429 4108.0 False
430 4118.0 False
431 4128.0 False
432 4138.0 False
433 4146.0 False
434 4154.0 False
435 4164.0 False
436 4172.0 False
437 4180.0 False
438 4188.0 False
439 4198.0 False
440 4206.0 False
441 4216.0 False
442 4226.0 False
443 4234.0 False
[384 rows x 12 columns]
Convolving cue_hand_LEFT...
Convolving cue_hand_RIGHT...
Convolving cue_eye_LEFT...
Convolving cue_eye_RIGHT...
Convolving resp_hand_LEFT...
Convolving resp_hand_RIGHT...
Convolving resp_eye_LEFT...
Convolving resp_eye_RIGHT...
Convolving cue_ACC...
Convolving cue_SPD...
Convolving cue_LEFT...
Convolving cue_RIGHT...
Convolving cue_NEU...
Convolving stimulus_1_ACC...
Convolving stimulus_1_SPD...
Convolving stimulus_1_LEFT...
Convolving stimulus_1_RIGHT...
Convolving stimulus_1_NEU...
Convolving stimulus_0_ACC...
Convolving stimulus_0_SPD...
Convolving stimulus_0_LEFT...
Convolving stimulus_0_RIGHT...
Convolving stimulus_0_NEU...
['cue_hand_LEFT', 'cue_hand_RIGHT', 'cue_eye_LEFT', 'cue_eye_RIGHT', 'resp_hand_LEFT', 'resp_hand_RIGHT', 'resp_eye_LEFT', 'resp_eye_RIGHT', 'cue_ACC', 'cue_SPD', 'cue_LEFT', 'cue_RIGHT', 'cue_NEU', 'stimulus_1_ACC', 'stimulus_1_SPD', 'stimulus_1_LEFT', 'stimulus_1_RIGHT', 'stimulus_1_NEU', 'stimulus_0_ACC', 'stimulus_0_SPD', 'stimulus_0_LEFT', 'stimulus_0_RIGHT', 'stimulus_0_NEU']
Processing participant 31
trial_type correct_answer response_modality block_trial_ID block \
24 0.0 0.0 eye 0 1
25 2.0 0.0 eye 1 1
26 0.0 0.0 eye 2 1
27 1.0 1.0 eye 3 1
28 3.0 1.0 eye 4 1
30 3.0 1.0 eye 6 1
31 2.0 0.0 eye 7 1
32 2.0 0.0 eye 8 1
33 0.0 0.0 eye 9 1
34 1.0 1.0 eye 10 1
35 1.0 1.0 eye 11 1
36 3.0 1.0 eye 12 1
37 1.0 1.0 eye 13 1
39 0.0 0.0 eye 15 1
40 0.0 0.0 eye 16 1
41 2.0 0.0 eye 17 1
42 3.0 1.0 eye 18 1
43 3.0 1.0 eye 19 1
44 1.0 1.0 eye 20 1
45 1.0 1.0 eye 21 1
46 0.0 0.0 eye 22 1
47 3.0 1.0 eye 23 1
48 3.0 1.0 eye 24 1
49 2.0 0.0 eye 25 1
50 1.0 1.0 eye 26 1
51 2.0 0.0 eye 27 1
52 1.0 1.0 eye 28 1
53 1.0 1.0 eye 29 1
54 2.0 0.0 eye 30 1
56 0.0 0.0 eye 32 1
.. ... ... ... ... ...
412 0.0 0.0 hand 73 4
413 0.0 0.0 hand 74 4
414 1.0 1.0 hand 75 4
415 3.0 1.0 hand 76 4
416 4.0 0.0 hand 77 4
417 0.0 0.0 hand 78 4
418 0.0 0.0 hand 79 4
419 4.0 0.0 hand 80 4
421 1.0 1.0 hand 82 4
422 2.0 0.0 hand 83 4
423 2.0 0.0 hand 84 4
424 1.0 1.0 hand 85 4
425 2.0 0.0 hand 86 4
426 5.0 1.0 hand 87 4
427 1.0 1.0 hand 88 4
429 3.0 1.0 hand 90 4
430 0.0 0.0 hand 91 4
431 5.0 1.0 hand 92 4
432 4.0 0.0 hand 93 4
433 5.0 1.0 hand 94 4
434 3.0 1.0 hand 95 4
435 1.0 1.0 hand 96 4
436 1.0 1.0 hand 97 4
437 4.0 0.0 hand 98 4
438 5.0 1.0 hand 99 4
439 3.0 1.0 hand 100 4
440 4.0 0.0 hand 101 4
441 5.0 1.0 hand 102 4
442 3.0 1.0 hand 103 4
443 5.0 1.0 hand 104 4
phase_2 phase_4 cue cue_onset_time stimulus_onset_time \
24 4.8 1.5 SPD 379.0 384.8
25 4.8 1.5 ACC 389.5 395.3
26 4.8 1.5 SPD 399.0 404.3
27 4.8 1.5 SPD 409.0 415.3
28 4.8 1.5 ACC 418.5 424.8
30 4.8 1.5 ACC 439.0 443.8
31 4.8 1.5 ACC 447.5 452.8
32 4.8 1.5 ACC 456.0 460.8
33 4.8 1.5 SPD 464.0 470.3
34 4.8 1.5 SPD 475.0 481.3
35 4.8 1.5 SPD 484.0 488.8
36 4.8 1.5 ACC 492.5 498.8
37 4.8 1.5 SPD 503.0 509.3
39 4.8 1.5 SPD 520.5 526.8
40 4.8 1.5 SPD 530.0 535.3
41 4.8 1.5 ACC 538.0 544.3
42 4.8 1.5 ACC 548.5 554.8
43 4.8 1.5 ACC 558.5 563.8
44 4.8 1.5 SPD 567.5 573.8
45 4.8 1.5 SPD 577.0 582.3
46 4.8 1.5 SPD 586.5 591.3
47 4.8 1.5 ACC 595.0 600.8
48 4.8 1.5 ACC 605.5 611.3
49 4.8 1.5 ACC 615.5 620.8
50 4.8 1.5 SPD 624.5 629.3
51 4.8 1.5 ACC 632.5 638.8
52 4.8 1.5 SPD 642.0 647.3
53 4.8 1.5 SPD 651.5 657.8
54 4.8 1.5 ACC 661.5 667.8
56 4.8 1.5 SPD 681.5 686.8
.. ... ... ... ... ...
412 4.8 1.5 NEU 3958.0 3964.3
413 4.8 1.5 NEU 3969.0 3973.8
414 4.8 1.5 NEU 3977.0 3982.8
415 4.8 1.5 LEFT 3986.0 3990.8
416 4.8 1.5 RIGHT 3995.0 4000.3
417 4.8 1.5 NEU 4004.0 4010.3
418 4.8 1.5 NEU 4014.5 4019.3
419 4.8 1.5 RIGHT 4022.5 4027.3
421 4.8 1.5 NEU 4039.0 4043.8
422 4.8 1.5 LEFT 4046.0 4050.8
423 4.8 1.5 LEFT 4055.5 4061.3
424 4.8 1.5 NEU 4065.0 4070.3
425 4.8 1.5 LEFT 4074.5 4080.3
426 4.8 1.5 RIGHT 4085.0 4090.3
427 4.8 1.5 NEU 4095.5 4101.8
429 4.8 1.5 LEFT 4114.5 4120.3
430 4.8 1.5 NEU 4125.0 4130.8
431 4.8 1.5 RIGHT 4135.5 4140.3
432 4.8 1.5 RIGHT 4144.5 4149.8
433 4.8 1.5 RIGHT 4153.0 4157.8
434 4.8 1.5 LEFT 4160.5 4166.3
435 4.8 1.5 NEU 4171.5 4177.3
436 4.8 1.5 NEU 4181.5 4187.8
437 4.8 1.5 RIGHT 4191.0 4195.8
438 4.8 1.5 RIGHT 4198.0 4203.3
439 4.8 1.5 LEFT 4206.5 4211.8
440 4.8 1.5 RIGHT 4215.5 4220.8
441 4.8 1.5 RIGHT 4225.0 4230.8
442 4.8 1.5 LEFT 4235.0 4241.3
443 4.8 1.5 RIGHT 4244.0 4249.3
trial_start_time null_trial
24 378.0 False
25 388.0 False
26 398.0 False
27 408.0 False
28 418.0 False
30 438.0 False
31 446.0 False
32 456.0 False
33 464.0 False
34 474.0 False
35 484.0 False
36 492.0 False
37 502.0 False
39 520.0 False
40 530.0 False
41 538.0 False
42 548.0 False
43 558.0 False
44 566.0 False
45 576.0 False
46 586.0 False
47 594.0 False
48 604.0 False
49 614.0 False
50 624.0 False
51 632.0 False
52 642.0 False
53 650.0 False
54 660.0 False
56 680.0 False
.. ... ...
412 3958.0 False
413 3968.0 False
414 3976.0 False
415 3986.0 False
416 3994.0 False
417 4004.0 False
418 4014.0 False
419 4022.0 False
421 4038.0 False
422 4046.0 False
423 4054.0 False
424 4064.0 False
425 4074.0 False
426 4084.0 False
427 4094.0 False
429 4114.0 False
430 4124.0 False
431 4134.0 False
432 4144.0 False
433 4152.0 False
434 4160.0 False
435 4170.0 False
436 4180.0 False
437 4190.0 False
438 4198.0 False
439 4206.0 False
440 4214.0 False
441 4224.0 False
442 4234.0 False
443 4244.0 False
[384 rows x 12 columns]
Convolving cue_hand_LEFT...
Convolving cue_hand_RIGHT...
Convolving cue_eye_LEFT...
Convolving cue_eye_RIGHT...
Convolving resp_hand_LEFT...
Convolving resp_hand_RIGHT...
Convolving resp_eye_LEFT...
Convolving resp_eye_RIGHT...
Convolving cue_SPD...
Convolving cue_ACC...
Convolving cue_LEFT...
Convolving cue_NEU...
Convolving cue_RIGHT...
Convolving stimulus_0_SPD...
Convolving stimulus_0_ACC...
Convolving stimulus_0_LEFT...
Convolving stimulus_0_NEU...
Convolving stimulus_0_RIGHT...
Convolving stimulus_1_SPD...
Convolving stimulus_1_ACC...
Convolving stimulus_1_LEFT...
Convolving stimulus_1_NEU...
Convolving stimulus_1_RIGHT...
['cue_hand_LEFT', 'cue_hand_RIGHT', 'cue_eye_LEFT', 'cue_eye_RIGHT', 'resp_hand_LEFT', 'resp_hand_RIGHT', 'resp_eye_LEFT', 'resp_eye_RIGHT', 'cue_SPD', 'cue_ACC', 'cue_LEFT', 'cue_NEU', 'cue_RIGHT', 'stimulus_0_SPD', 'stimulus_0_ACC', 'stimulus_0_LEFT', 'stimulus_0_NEU', 'stimulus_0_RIGHT', 'stimulus_1_SPD', 'stimulus_1_ACC', 'stimulus_1_LEFT', 'stimulus_1_NEU', 'stimulus_1_RIGHT']
Processing participant 32
trial_type correct_answer response_modality block_trial_ID block \
24 0.0 0.0 eye 0 1
25 2.0 0.0 eye 1 1
26 1.0 1.0 eye 2 1
27 0.0 0.0 eye 3 1
29 3.0 1.0 eye 5 1
30 3.0 1.0 eye 6 1
31 0.0 0.0 eye 7 1
32 1.0 1.0 eye 8 1
33 2.0 0.0 eye 9 1
34 2.0 0.0 eye 10 1
35 2.0 0.0 eye 11 1
36 0.0 0.0 eye 12 1
37 1.0 1.0 eye 13 1
38 2.0 0.0 eye 14 1
40 3.0 1.0 eye 16 1
41 3.0 1.0 eye 17 1
42 1.0 1.0 eye 18 1
43 0.0 0.0 eye 19 1
44 2.0 0.0 eye 20 1
45 2.0 0.0 eye 21 1
46 3.0 1.0 eye 22 1
48 3.0 1.0 eye 24 1
49 0.0 0.0 eye 25 1
50 0.0 0.0 eye 26 1
51 0.0 0.0 eye 27 1
52 3.0 1.0 eye 28 1
53 2.0 0.0 eye 29 1
54 1.0 1.0 eye 30 1
55 1.0 1.0 eye 31 1
56 3.0 1.0 eye 32 1
.. ... ... ... ... ...
412 5.0 1.0 eye 73 4
413 2.0 0.0 eye 74 4
414 4.0 0.0 eye 75 4
415 5.0 1.0 eye 76 4
416 4.0 0.0 eye 77 4
417 4.0 0.0 eye 78 4
418 1.0 1.0 eye 79 4
419 1.0 1.0 eye 80 4
421 2.0 0.0 eye 82 4
422 4.0 0.0 eye 83 4
423 3.0 1.0 eye 84 4
424 0.0 0.0 eye 85 4
425 0.0 0.0 eye 86 4
426 5.0 1.0 eye 87 4
427 3.0 1.0 eye 88 4
429 4.0 0.0 eye 90 4
430 5.0 1.0 eye 91 4
431 5.0 1.0 eye 92 4
432 2.0 0.0 eye 93 4
433 1.0 1.0 eye 94 4
434 2.0 0.0 eye 95 4
435 1.0 1.0 eye 96 4
436 2.0 0.0 eye 97 4
437 2.0 0.0 eye 98 4
438 3.0 1.0 eye 99 4
439 3.0 1.0 eye 100 4
440 0.0 0.0 eye 101 4
441 4.0 0.0 eye 102 4
442 4.0 0.0 eye 103 4
443 5.0 1.0 eye 104 4
phase_2 phase_4 cue cue_onset_time stimulus_onset_time \
24 4.8 1.5 SPD 372.5 377.8
25 4.8 1.5 ACC 381.0 385.8
26 4.8 1.5 SPD 389.5 395.8
27 4.8 1.5 SPD 399.5 405.3
29 4.8 1.5 ACC 417.0 422.8
30 4.8 1.5 ACC 426.5 432.8
31 4.8 1.5 SPD 437.5 442.8
32 4.8 1.5 SPD 447.5 452.3
33 4.8 1.5 ACC 457.5 463.8
34 4.8 1.5 ACC 466.5 472.8
35 4.8 1.5 ACC 476.0 481.8
36 4.8 1.5 SPD 485.0 489.8
37 4.8 1.5 SPD 492.0 497.8
38 4.8 1.5 ACC 501.0 505.8
40 4.8 1.5 ACC 516.5 522.3
41 4.8 1.5 ACC 527.0 532.3
42 4.8 1.5 SPD 537.5 543.3
43 4.8 1.5 SPD 547.0 551.8
44 4.8 1.5 ACC 555.5 560.3
45 4.8 1.5 ACC 565.5 571.3
46 4.8 1.5 ACC 575.5 580.8
48 4.8 1.5 ACC 594.0 599.8
49 4.8 1.5 SPD 602.5 607.3
50 4.8 1.5 SPD 610.0 615.8
51 4.8 1.5 SPD 619.5 625.3
52 4.8 1.5 ACC 629.0 635.3
53 4.8 1.5 ACC 638.0 643.3
54 4.8 1.5 SPD 646.5 651.8
55 4.8 1.5 SPD 654.5 659.3
56 4.8 1.5 ACC 662.5 668.8
.. ... ... ... ... ...
412 4.8 1.5 RIGHT 3967.5 3972.3
413 4.8 1.5 LEFT 3977.5 3982.8
414 4.8 1.5 RIGHT 3986.5 3991.8
415 4.8 1.5 RIGHT 3994.0 3999.8
416 4.8 1.5 RIGHT 4002.0 4007.3
417 4.8 1.5 RIGHT 4011.0 4016.3
418 4.8 1.5 NEU 4020.0 4026.3
419 4.8 1.5 NEU 4030.0 4034.8
421 4.8 1.5 LEFT 4049.0 4053.8
422 4.8 1.5 RIGHT 4057.0 4062.8
423 4.8 1.5 LEFT 4066.5 4071.8
424 4.8 1.5 NEU 4074.5 4080.3
425 4.8 1.5 NEU 4085.5 4090.8
426 4.8 1.5 RIGHT 4094.5 4100.3
427 4.8 1.5 LEFT 4104.0 4110.3
429 4.8 1.5 RIGHT 4124.0 4129.3
430 4.8 1.5 RIGHT 4133.0 4138.3
431 4.8 1.5 RIGHT 4142.5 4148.8
432 4.8 1.5 LEFT 4153.0 4159.3
433 4.8 1.5 NEU 4162.5 4167.3
434 4.8 1.5 LEFT 4171.0 4175.8
435 4.8 1.5 NEU 4179.5 4185.8
436 4.8 1.5 LEFT 4188.5 4194.3
437 4.8 1.5 LEFT 4199.0 4204.8
438 4.8 1.5 LEFT 4209.5 4214.8
439 4.8 1.5 LEFT 4218.0 4222.8
440 4.8 1.5 NEU 4227.0 4232.8
441 4.8 1.5 RIGHT 4236.0 4241.3
442 4.8 1.5 RIGHT 4244.5 4249.8
443 4.8 1.5 RIGHT 4253.5 4259.8
trial_start_time null_trial
24 372.0 False
25 380.0 False
26 388.0 False
27 398.0 False
29 416.0 False
30 426.0 False
31 436.0 False
32 446.0 False
33 456.0 False
34 466.0 False
35 476.0 False
36 484.0 False
37 492.0 False
38 500.0 False
40 516.0 False
41 526.0 False
42 536.0 False
43 546.0 False
44 554.0 False
45 564.0 False
46 574.0 False
48 594.0 False
49 602.0 False
50 610.0 False
51 618.0 False
52 628.0 False
53 638.0 False
54 646.0 False
55 654.0 False
56 662.0 False
.. ... ...
412 3966.0 False
413 3976.0 False
414 3986.0 False
415 3994.0 False
416 4002.0 False
417 4010.0 False
418 4020.0 False
419 4030.0 False
421 4048.0 False
422 4056.0 False
423 4066.0 False
424 4074.0 False
425 4084.0 False
426 4094.0 False
427 4104.0 False
429 4124.0 False
430 4132.0 False
431 4142.0 False
432 4152.0 False
433 4162.0 False
434 4170.0 False
435 4178.0 False
436 4188.0 False
437 4198.0 False
438 4208.0 False
439 4218.0 False
440 4226.0 False
441 4236.0 False
442 4244.0 False
443 4252.0 False
[384 rows x 12 columns]
Convolving cue_hand_LEFT...
Convolving cue_hand_RIGHT...
Convolving cue_eye_LEFT...
Convolving cue_eye_RIGHT...
Convolving resp_hand_LEFT...
Convolving resp_hand_RIGHT...
Convolving resp_eye_LEFT...
Convolving resp_eye_RIGHT...
Convolving cue_SPD...
Convolving cue_ACC...
Convolving cue_RIGHT...
Convolving cue_NEU...
Convolving cue_LEFT...
Convolving stimulus_0_SPD...
Convolving stimulus_0_ACC...
Convolving stimulus_0_RIGHT...
Convolving stimulus_0_NEU...
Convolving stimulus_0_LEFT...
Convolving stimulus_1_SPD...
Convolving stimulus_1_ACC...
Convolving stimulus_1_RIGHT...
Convolving stimulus_1_NEU...
Convolving stimulus_1_LEFT...
['cue_hand_LEFT', 'cue_hand_RIGHT', 'cue_eye_LEFT', 'cue_eye_RIGHT', 'resp_hand_LEFT', 'resp_hand_RIGHT', 'resp_eye_LEFT', 'resp_eye_RIGHT', 'cue_SPD', 'cue_ACC', 'cue_RIGHT', 'cue_NEU', 'cue_LEFT', 'stimulus_0_SPD', 'stimulus_0_ACC', 'stimulus_0_RIGHT', 'stimulus_0_NEU', 'stimulus_0_LEFT', 'stimulus_1_SPD', 'stimulus_1_ACC', 'stimulus_1_RIGHT', 'stimulus_1_NEU', 'stimulus_1_LEFT']
Processing participant 33
trial_type correct_answer response_modality block_trial_ID block \
24 1.0 1.0 eye 0 1
25 3.0 1.0 eye 1 1
26 1.0 1.0 eye 2 1
27 3.0 1.0 eye 3 1
28 2.0 0.0 eye 4 1
29 0.0 0.0 eye 5 1
31 0.0 0.0 eye 7 1
32 2.0 0.0 eye 8 1
33 1.0 1.0 eye 9 1
34 3.0 1.0 eye 10 1
35 3.0 1.0 eye 11 1
36 0.0 0.0 eye 12 1
37 3.0 1.0 eye 13 1
38 1.0 1.0 eye 14 1
39 0.0 0.0 eye 15 1
41 2.0 0.0 eye 17 1
42 1.0 1.0 eye 18 1
43 1.0 1.0 eye 19 1
44 0.0 0.0 eye 20 1
45 2.0 0.0 eye 21 1
46 2.0 0.0 eye 22 1
47 2.0 0.0 eye 23 1
48 3.0 1.0 eye 24 1
49 1.0 1.0 eye 25 1
50 3.0 1.0 eye 26 1
51 3.0 1.0 eye 27 1
53 2.0 0.0 eye 29 1
54 3.0 1.0 eye 30 1
55 0.0 0.0 eye 31 1
56 2.0 0.0 eye 32 1
.. ... ... ... ... ...
411 0.0 0.0 hand 72 4
412 1.0 1.0 hand 73 4
413 1.0 1.0 hand 74 4
414 1.0 1.0 hand 75 4
415 3.0 1.0 hand 76 4
417 2.0 0.0 hand 78 4
418 0.0 0.0 hand 79 4
419 3.0 1.0 hand 80 4
420 3.0 1.0 hand 81 4
421 0.0 0.0 hand 82 4
422 1.0 1.0 hand 83 4
424 2.0 0.0 hand 85 4
425 3.0 1.0 hand 86 4
426 1.0 1.0 hand 87 4
427 0.0 0.0 hand 88 4
428 3.0 1.0 hand 89 4
429 2.0 0.0 hand 90 4
431 2.0 0.0 hand 92 4
432 2.0 0.0 hand 93 4
433 0.0 0.0 hand 94 4
434 3.0 1.0 hand 95 4
435 3.0 1.0 hand 96 4
436 3.0 1.0 hand 97 4
437 3.0 1.0 hand 98 4
438 0.0 0.0 hand 99 4
439 0.0 0.0 hand 100 4
440 1.0 1.0 hand 101 4
441 1.0 1.0 hand 102 4
442 3.0 1.0 hand 103 4
443 1.0 1.0 hand 104 4
phase_2 phase_4 cue cue_onset_time stimulus_onset_time \
24 4.8 1.5 SPD 369.0 374.8
25 4.8 1.5 ACC 379.5 385.3
26 4.8 1.5 SPD 388.5 393.8
27 4.8 1.5 ACC 397.5 403.8
28 4.8 1.5 ACC 406.0 412.3
29 4.8 1.5 SPD 417.5 423.8
31 4.8 1.5 SPD 435.0 440.8
32 4.8 1.5 ACC 444.5 449.3
33 4.8 1.5 SPD 452.5 458.3
34 4.8 1.5 ACC 462.0 467.3
35 4.8 1.5 ACC 470.5 476.8
36 4.8 1.5 SPD 480.5 486.8
37 4.8 1.5 ACC 491.0 496.3
38 4.8 1.5 SPD 500.0 504.8
39 4.8 1.5 SPD 508.0 512.8
41 4.8 1.5 ACC 527.0 532.3
42 4.8 1.5 SPD 537.5 543.3
43 4.8 1.5 SPD 547.0 553.3
44 4.8 1.5 SPD 557.0 562.3
45 4.8 1.5 ACC 567.5 572.8
46 4.8 1.5 ACC 577.0 582.8
47 4.8 1.5 ACC 587.5 593.3
48 4.8 1.5 ACC 597.5 603.8
49 4.8 1.5 SPD 607.0 613.3
50 4.8 1.5 ACC 616.5 622.3
51 4.8 1.5 ACC 627.5 632.8
53 4.8 1.5 ACC 645.0 650.3
54 4.8 1.5 ACC 654.5 659.3
55 4.8 1.5 SPD 662.0 667.8
56 4.8 1.5 ACC 670.0 675.3
.. ... ... ... ... ...
411 4.8 1.5 SPD 3970.0 3976.3
412 4.8 1.5 SPD 3980.0 3986.3
413 4.8 1.5 SPD 3990.5 3995.8
414 4.8 1.5 SPD 3998.5 4004.8
415 4.8 1.5 ACC 4009.0 4015.3
417 4.8 1.5 ACC 4029.0 4034.8
418 4.8 1.5 SPD 4038.5 4044.8
419 4.8 1.5 ACC 4048.5 4054.3
420 4.8 1.5 ACC 4059.0 4063.8
421 4.8 1.5 SPD 4066.5 4072.3
422 4.8 1.5 SPD 4077.5 4083.3
424 4.8 1.5 ACC 4096.5 4101.3
425 4.8 1.5 ACC 4105.5 4110.3
426 4.8 1.5 SPD 4115.0 4121.3
427 4.8 1.5 SPD 4124.5 4130.3
428 4.8 1.5 ACC 4135.0 4140.3
429 4.8 1.5 ACC 4144.5 4150.8
431 4.8 1.5 ACC 4162.0 4166.8
432 4.8 1.5 ACC 4171.5 4176.8
433 4.8 1.5 SPD 4181.5 4187.3
434 4.8 1.5 ACC 4190.5 4196.8
435 4.8 1.5 ACC 4201.5 4206.8
436 4.8 1.5 ACC 4210.5 4215.8
437 4.8 1.5 ACC 4219.5 4225.3
438 4.8 1.5 SPD 4228.0 4233.3
439 4.8 1.5 SPD 4237.0 4241.8
440 4.8 1.5 SPD 4245.0 4250.3
441 4.8 1.5 SPD 4254.0 4258.8
442 4.8 1.5 ACC 4262.0 4267.3
443 4.8 1.5 SPD 4270.5 4276.3
trial_start_time null_trial
24 368.0 False
25 378.0 False
26 388.0 False
27 396.0 False
28 406.0 False
29 416.0 False
31 434.0 False
32 444.0 False
33 452.0 False
34 462.0 False
35 470.0 False
36 480.0 False
37 490.0 False
38 500.0 False
39 508.0 False
41 526.0 False
42 536.0 False
43 546.0 False
44 556.0 False
45 566.0 False
46 576.0 False
47 586.0 False
48 596.0 False
49 606.0 False
50 616.0 False
51 626.0 False
53 644.0 False
54 654.0 False
55 662.0 False
56 670.0 False
.. ... ...
411 3970.0 False
412 3980.0 False
413 3990.0 False
414 3998.0 False
415 4008.0 False
417 4028.0 False
418 4038.0 False
419 4048.0 False
420 4058.0 False
421 4066.0 False
422 4076.0 False
424 4096.0 False
425 4104.0 False
426 4114.0 False
427 4124.0 False
428 4134.0 False
429 4144.0 False
431 4162.0 False
432 4170.0 False
433 4180.0 False
434 4190.0 False
435 4200.0 False
436 4210.0 False
437 4218.0 False
438 4228.0 False
439 4236.0 False
440 4244.0 False
441 4254.0 False
442 4262.0 False
443 4270.0 False
[384 rows x 12 columns]
Convolving cue_hand_LEFT...
Convolving cue_hand_RIGHT...
Convolving cue_eye_LEFT...
Convolving cue_eye_RIGHT...
Convolving resp_hand_LEFT...
Convolving resp_hand_RIGHT...
Convolving resp_eye_LEFT...
Convolving resp_eye_RIGHT...
Convolving cue_SPD...
Convolving cue_ACC...
Convolving cue_RIGHT...
Convolving cue_LEFT...
Convolving cue_NEU...
Convolving stimulus_1_SPD...
Convolving stimulus_1_ACC...
Convolving stimulus_1_RIGHT...
Convolving stimulus_1_LEFT...
Convolving stimulus_1_NEU...
Convolving stimulus_0_SPD...
Convolving stimulus_0_ACC...
Convolving stimulus_0_RIGHT...
Convolving stimulus_0_LEFT...
Convolving stimulus_0_NEU...
['cue_hand_LEFT', 'cue_hand_RIGHT', 'cue_eye_LEFT', 'cue_eye_RIGHT', 'resp_hand_LEFT', 'resp_hand_RIGHT', 'resp_eye_LEFT', 'resp_eye_RIGHT', 'cue_SPD', 'cue_ACC', 'cue_RIGHT', 'cue_LEFT', 'cue_NEU', 'stimulus_1_SPD', 'stimulus_1_ACC', 'stimulus_1_RIGHT', 'stimulus_1_LEFT', 'stimulus_1_NEU', 'stimulus_0_SPD', 'stimulus_0_ACC', 'stimulus_0_RIGHT', 'stimulus_0_LEFT', 'stimulus_0_NEU']
Processing participant 34
trial_type correct_answer response_modality block_trial_ID block \
24 3.0 1.0 eye 0 1
25 2.0 0.0 eye 1 1
26 2.0 0.0 eye 2 1
27 1.0 1.0 eye 3 1
28 0.0 0.0 eye 4 1
30 0.0 0.0 eye 6 1
31 2.0 0.0 eye 7 1
32 3.0 1.0 eye 8 1
33 3.0 1.0 eye 9 1
34 1.0 1.0 eye 10 1
35 3.0 1.0 eye 11 1
36 2.0 0.0 eye 12 1
37 3.0 1.0 eye 13 1
38 3.0 1.0 eye 14 1
39 1.0 1.0 eye 15 1
40 3.0 1.0 eye 16 1
41 2.0 0.0 eye 17 1
43 3.0 1.0 eye 19 1
44 2.0 0.0 eye 20 1
45 0.0 0.0 eye 21 1
46 0.0 0.0 eye 22 1
47 3.0 1.0 eye 23 1
48 3.0 1.0 eye 24 1
49 1.0 1.0 eye 25 1
51 0.0 0.0 eye 27 1
52 3.0 1.0 eye 28 1
53 1.0 1.0 eye 29 1
54 1.0 1.0 eye 30 1
55 2.0 0.0 eye 31 1
56 0.0 0.0 eye 32 1
.. ... ... ... ... ...
412 0.0 0.0 hand 73 4
413 3.0 1.0 hand 74 4
414 4.0 0.0 hand 75 4
415 1.0 1.0 hand 76 4
416 1.0 1.0 hand 77 4
417 2.0 0.0 hand 78 4
418 1.0 1.0 hand 79 4
419 5.0 1.0 hand 80 4
420 4.0 0.0 hand 81 4
421 2.0 0.0 hand 82 4
422 3.0 1.0 hand 83 4
424 3.0 1.0 hand 85 4
425 4.0 0.0 hand 86 4
426 3.0 1.0 hand 87 4
427 5.0 1.0 hand 88 4
428 5.0 1.0 hand 89 4
429 5.0 1.0 hand 90 4
431 0.0 0.0 hand 92 4
432 4.0 0.0 hand 93 4
433 0.0 0.0 hand 94 4
434 0.0 0.0 hand 95 4
435 1.0 1.0 hand 96 4
436 5.0 1.0 hand 97 4
437 4.0 0.0 hand 98 4
438 4.0 0.0 hand 99 4
439 2.0 0.0 hand 100 4
440 4.0 0.0 hand 101 4
441 5.0 1.0 hand 102 4
442 3.0 1.0 hand 103 4
443 1.0 1.0 hand 104 4
phase_2 phase_4 cue cue_onset_time stimulus_onset_time \
24 4.8 1.5 ACC 368.5 374.3
25 4.8 1.5 ACC 379.0 385.3
26 4.8 1.5 ACC 389.5 395.3
27 4.8 1.5 SPD 398.5 404.3
28 4.8 1.5 SPD 409.5 414.8
30 4.8 1.5 SPD 427.5 433.8
31 4.8 1.5 ACC 437.0 443.3
32 4.8 1.5 ACC 447.5 452.8
33 4.8 1.5 ACC 457.0 462.3
34 4.8 1.5 SPD 466.0 472.3
35 4.8 1.5 ACC 477.0 481.8
36 4.8 1.5 ACC 485.0 490.8
37 4.8 1.5 ACC 495.5 500.8
38 4.8 1.5 ACC 504.5 509.3
39 4.8 1.5 SPD 513.5 519.3
40 4.8 1.5 ACC 522.0 527.8
41 4.8 1.5 ACC 530.0 536.3
43 4.8 1.5 ACC 551.0 555.8
44 4.8 1.5 ACC 558.5 563.3
45 4.8 1.5 SPD 566.5 571.3
46 4.8 1.5 SPD 574.0 578.8
47 4.8 1.5 ACC 583.5 588.8
48 4.8 1.5 ACC 592.5 598.3
49 4.8 1.5 SPD 603.0 607.8
51 4.8 1.5 SPD 618.0 623.8
52 4.8 1.5 ACC 627.0 631.8
53 4.8 1.5 SPD 635.0 641.3
54 4.8 1.5 SPD 645.5 651.3
55 4.8 1.5 ACC 654.5 659.3
56 4.8 1.5 SPD 663.0 668.3
.. ... ... ... ... ...
412 4.8 1.5 NEU 3926.5 3931.3
413 4.8 1.5 LEFT 3934.0 3940.3
414 4.8 1.5 RIGHT 3944.0 3949.3
415 4.8 1.5 NEU 3952.0 3957.3
416 4.8 1.5 NEU 3961.0 3965.8
417 4.8 1.5 LEFT 3968.0 3973.8
418 4.8 1.5 NEU 3976.0 3981.8
419 4.8 1.5 RIGHT 3984.0 3989.3
420 4.8 1.5 RIGHT 3992.5 3997.3
421 4.8 1.5 LEFT 4000.0 4005.8
422 4.8 1.5 LEFT 4009.0 4013.8
424 4.8 1.5 LEFT 4025.5 4030.3
425 4.8 1.5 RIGHT 4034.0 4039.8
426 4.8 1.5 LEFT 4042.5 4047.3
427 4.8 1.5 RIGHT 4051.5 4057.8
428 4.8 1.5 RIGHT 4061.5 4066.8
429 4.8 1.5 RIGHT 4070.5 4076.3
431 4.8 1.5 NEU 4089.5 4094.8
432 4.8 1.5 RIGHT 4098.5 4103.3
433 4.8 1.5 NEU 4107.0 4112.8
434 4.8 1.5 NEU 4116.0 4120.8
435 4.8 1.5 NEU 4125.5 4131.3
436 4.8 1.5 RIGHT 4135.5 4141.3
437 4.8 1.5 RIGHT 4144.0 4148.8
438 4.8 1.5 RIGHT 4152.0 4157.8
439 4.8 1.5 LEFT 4160.5 4165.3
440 4.8 1.5 RIGHT 4168.0 4173.8
441 4.8 1.5 RIGHT 4176.0 4181.8
442 4.8 1.5 LEFT 4185.5 4191.3
443 4.8 1.5 NEU 4195.5 4201.8
trial_start_time null_trial
24 368.0 False
25 378.0 False
26 388.0 False
27 398.0 False
28 408.0 False
30 426.0 False
31 436.0 False
32 446.0 False
33 456.0 False
34 466.0 False
35 476.0 False
36 484.0 False
37 494.0 False
38 504.0 False
39 512.0 False
40 522.0 False
41 530.0 False
43 550.0 False
44 558.0 False
45 566.0 False
46 574.0 False
47 582.0 False
48 592.0 False
49 602.0 False
51 618.0 False
52 626.0 False
53 634.0 False
54 644.0 False
55 654.0 False
56 662.0 False
.. ... ...
412 3926.0 False
413 3934.0 False
414 3944.0 False
415 3952.0 False
416 3960.0 False
417 3968.0 False
418 3976.0 False
419 3984.0 False
420 3992.0 False
421 4000.0 False
422 4008.0 False
424 4024.0 False
425 4034.0 False
426 4042.0 False
427 4050.0 False
428 4060.0 False
429 4070.0 False
431 4088.0 False
432 4098.0 False
433 4106.0 False
434 4116.0 False
435 4124.0 False
436 4134.0 False
437 4144.0 False
438 4152.0 False
439 4160.0 False
440 4168.0 False
441 4176.0 False
442 4184.0 False
443 4194.0 False
[384 rows x 12 columns]
Convolving cue_hand_LEFT...
Convolving cue_hand_RIGHT...
Convolving cue_eye_LEFT...
Convolving cue_eye_RIGHT...
Convolving resp_hand_LEFT...
Convolving resp_hand_RIGHT...
Convolving resp_eye_LEFT...
Convolving resp_eye_RIGHT...
Convolving cue_ACC...
Convolving cue_SPD...
Convolving cue_LEFT...
Convolving cue_NEU...
Convolving cue_RIGHT...
Convolving stimulus_1_ACC...
Convolving stimulus_1_SPD...
Convolving stimulus_1_LEFT...
Convolving stimulus_1_NEU...
Convolving stimulus_1_RIGHT...
Convolving stimulus_0_ACC...
Convolving stimulus_0_SPD...
Convolving stimulus_0_LEFT...
Convolving stimulus_0_NEU...
Convolving stimulus_0_RIGHT...
['cue_hand_LEFT', 'cue_hand_RIGHT', 'cue_eye_LEFT', 'cue_eye_RIGHT', 'resp_hand_LEFT', 'resp_hand_RIGHT', 'resp_eye_LEFT', 'resp_eye_RIGHT', 'cue_ACC', 'cue_SPD', 'cue_LEFT', 'cue_NEU', 'cue_RIGHT', 'stimulus_1_ACC', 'stimulus_1_SPD', 'stimulus_1_LEFT', 'stimulus_1_NEU', 'stimulus_1_RIGHT', 'stimulus_0_ACC', 'stimulus_0_SPD', 'stimulus_0_LEFT', 'stimulus_0_NEU', 'stimulus_0_RIGHT']
Processing participant 35
trial_type correct_answer response_modality block_trial_ID block \
24 3.0 1.0 eye 0 1
25 3.0 1.0 eye 1 1
26 1.0 1.0 eye 2 1
27 3.0 1.0 eye 3 1
28 3.0 1.0 eye 4 1
29 0.0 0.0 eye 5 1
31 0.0 0.0 eye 7 1
32 1.0 1.0 eye 8 1
33 2.0 0.0 eye 9 1
34 2.0 0.0 eye 10 1
35 1.0 1.0 eye 11 1
36 3.0 1.0 eye 12 1
37 2.0 0.0 eye 13 1
39 2.0 0.0 eye 15 1
40 0.0 0.0 eye 16 1
41 3.0 1.0 eye 17 1
42 0.0 0.0 eye 18 1
43 3.0 1.0 eye 19 1
44 2.0 0.0 eye 20 1
45 1.0 1.0 eye 21 1
47 3.0 1.0 eye 23 1
48 0.0 0.0 eye 24 1
49 3.0 1.0 eye 25 1
50 1.0 1.0 eye 26 1
51 3.0 1.0 eye 27 1
52 0.0 0.0 eye 28 1
53 1.0 1.0 eye 29 1
54 3.0 1.0 eye 30 1
55 0.0 0.0 eye 31 1
57 3.0 1.0 eye 33 1
.. ... ... ... ... ...
413 3.0 1.0 hand 74 4
414 3.0 1.0 hand 75 4
415 1.0 1.0 hand 76 4
416 1.0 1.0 hand 77 4
417 0.0 0.0 hand 78 4
418 2.0 0.0 hand 79 4
420 2.0 0.0 hand 81 4
421 2.0 0.0 hand 82 4
422 1.0 1.0 hand 83 4
423 3.0 1.0 hand 84 4
424 2.0 0.0 hand 85 4
425 3.0 1.0 hand 86 4
426 0.0 0.0 hand 87 4
427 1.0 1.0 hand 88 4
428 0.0 0.0 hand 89 4
429 2.0 0.0 hand 90 4
430 3.0 1.0 hand 91 4
431 3.0 1.0 hand 92 4
432 0.0 0.0 hand 93 4
433 0.0 0.0 hand 94 4
434 0.0 0.0 hand 95 4
435 1.0 1.0 hand 96 4
436 2.0 0.0 hand 97 4
437 1.0 1.0 hand 98 4
438 3.0 1.0 hand 99 4
439 3.0 1.0 hand 100 4
440 2.0 0.0 hand 101 4
441 0.0 0.0 hand 102 4
442 0.0 0.0 hand 103 4
443 0.0 0.0 hand 104 4
phase_2 phase_4 cue cue_onset_time stimulus_onset_time \
24 4.8 1.5 ACC 377.5 382.8
25 4.8 1.5 ACC 386.5 391.8
26 4.8 1.5 SPD 395.5 400.3
27 4.8 1.5 ACC 405.0 410.3
28 4.8 1.5 ACC 415.5 420.3
29 4.8 1.5 SPD 425.0 430.8
31 4.8 1.5 SPD 443.0 448.3
32 4.8 1.5 SPD 453.5 459.3
33 4.8 1.5 ACC 463.5 469.3
34 4.8 1.5 ACC 472.5 477.8
35 4.8 1.5 SPD 480.0 484.8
36 4.8 1.5 ACC 488.5 494.8
37 4.8 1.5 ACC 499.5 504.8
39 4.8 1.5 ACC 519.5 525.8
40 4.8 1.5 SPD 528.0 532.8
41 4.8 1.5 ACC 536.5 541.8
42 4.8 1.5 SPD 544.0 549.8
43 4.8 1.5 ACC 552.5 558.8
44 4.8 1.5 ACC 563.5 568.3
45 4.8 1.5 SPD 573.5 579.8
47 4.8 1.5 ACC 591.5 596.3
48 4.8 1.5 SPD 601.0 605.8
49 4.8 1.5 ACC 609.0 615.3
50 4.8 1.5 SPD 618.0 622.8
51 4.8 1.5 ACC 626.0 632.3
52 4.8 1.5 SPD 636.0 640.8
53 4.8 1.5 SPD 644.5 649.8
54 4.8 1.5 ACC 653.0 659.3
55 4.8 1.5 SPD 662.0 668.3
57 4.8 1.5 ACC 681.0 686.3
.. ... ... ... ... ...
413 4.8 1.5 ACC 3976.0 3980.8
414 4.8 1.5 ACC 3984.5 3990.8
415 4.8 1.5 SPD 3995.0 3999.8
416 4.8 1.5 SPD 4002.5 4007.3
417 4.8 1.5 SPD 4011.0 4015.8
418 4.8 1.5 ACC 4018.5 4023.8
420 4.8 1.5 ACC 4035.5 4041.8
421 4.8 1.5 ACC 4044.5 4049.8
422 4.8 1.5 SPD 4052.0 4056.8
423 4.8 1.5 ACC 4061.5 4066.3
424 4.8 1.5 ACC 4071.5 4077.3
425 4.8 1.5 ACC 4081.0 4086.3
426 4.8 1.5 SPD 4090.0 4095.3
427 4.8 1.5 SPD 4099.0 4104.8
428 4.8 1.5 SPD 4109.5 4115.8
429 4.8 1.5 ACC 4118.0 4123.3
430 4.8 1.5 ACC 4127.0 4131.8
431 4.8 1.5 ACC 4134.5 4139.3
432 4.8 1.5 SPD 4143.5 4148.3
433 4.8 1.5 SPD 4153.0 4157.8
434 4.8 1.5 SPD 4161.5 4167.3
435 4.8 1.5 SPD 4170.0 4175.3
436 4.8 1.5 ACC 4178.5 4184.8
437 4.8 1.5 SPD 4188.5 4193.3
438 4.8 1.5 ACC 4196.5 4201.8
439 4.8 1.5 ACC 4205.5 4211.8
440 4.8 1.5 ACC 4214.0 4219.8
441 4.8 1.5 SPD 4223.0 4227.8
442 4.8 1.5 SPD 4231.5 4236.3
443 4.8 1.5 SPD 4241.5 4246.8
trial_start_time null_trial
24 376.0 False
25 386.0 False
26 394.0 False
27 404.0 False
28 414.0 False
29 424.0 False
31 442.0 False
32 452.0 False
33 462.0 False
34 472.0 False
35 480.0 False
36 488.0 False
37 498.0 False
39 518.0 False
40 528.0 False
41 536.0 False
42 544.0 False
43 552.0 False
44 562.0 False
45 572.0 False
47 590.0 False
48 600.0 False
49 608.0 False
50 618.0 False
51 626.0 False
52 636.0 False
53 644.0 False
54 652.0 False
55 662.0 False
57 680.0 False
.. ... ...
413 3976.0 False
414 3984.0 False
415 3994.0 False
416 4002.0 False
417 4010.0 False
418 4018.0 False
420 4034.0 False
421 4044.0 False
422 4052.0 False
423 4060.0 False
424 4070.0 False
425 4080.0 False
426 4090.0 False
427 4098.0 False
428 4108.0 False
429 4118.0 False
430 4126.0 False
431 4134.0 False
432 4142.0 False
433 4152.0 False
434 4160.0 False
435 4170.0 False
436 4178.0 False
437 4188.0 False
438 4196.0 False
439 4204.0 False
440 4214.0 False
441 4222.0 False
442 4230.0 False
443 4240.0 False
[384 rows x 12 columns]
Convolving cue_hand_LEFT...
Convolving cue_hand_RIGHT...
Convolving cue_eye_LEFT...
Convolving cue_eye_RIGHT...
Convolving resp_hand_LEFT...
Convolving resp_hand_RIGHT...
Convolving resp_eye_LEFT...
Convolving resp_eye_RIGHT...
Convolving cue_ACC...
Convolving cue_SPD...
Convolving cue_LEFT...
Convolving cue_NEU...
Convolving cue_RIGHT...
Convolving stimulus_1_ACC...
Convolving stimulus_1_SPD...
Convolving stimulus_1_LEFT...
Convolving stimulus_1_NEU...
Convolving stimulus_1_RIGHT...
Convolving stimulus_0_ACC...
Convolving stimulus_0_SPD...
Convolving stimulus_0_LEFT...
Convolving stimulus_0_NEU...
Convolving stimulus_0_RIGHT...
['cue_hand_LEFT', 'cue_hand_RIGHT', 'cue_eye_LEFT', 'cue_eye_RIGHT', 'resp_hand_LEFT', 'resp_hand_RIGHT', 'resp_eye_LEFT', 'resp_eye_RIGHT', 'cue_ACC', 'cue_SPD', 'cue_LEFT', 'cue_NEU', 'cue_RIGHT', 'stimulus_1_ACC', 'stimulus_1_SPD', 'stimulus_1_LEFT', 'stimulus_1_NEU', 'stimulus_1_RIGHT', 'stimulus_0_ACC', 'stimulus_0_SPD', 'stimulus_0_LEFT', 'stimulus_0_NEU', 'stimulus_0_RIGHT']
Processing participant 36
trial_type correct_answer response_modality block_trial_ID block \
24 0.0 0.0 hand 0 1
25 2.0 0.0 hand 1 1
26 4.0 0.0 hand 2 1
27 1.0 1.0 hand 3 1
29 1.0 1.0 hand 5 1
30 5.0 1.0 hand 6 1
31 3.0 1.0 hand 7 1
32 2.0 0.0 hand 8 1
33 1.0 1.0 hand 9 1
34 3.0 1.0 hand 10 1
35 5.0 1.0 hand 11 1
36 1.0 1.0 hand 12 1
37 0.0 0.0 hand 13 1
39 2.0 0.0 hand 15 1
40 0.0 0.0 hand 16 1
41 4.0 0.0 hand 17 1
42 3.0 1.0 hand 18 1
43 2.0 0.0 hand 19 1
44 2.0 0.0 hand 20 1
45 0.0 0.0 hand 21 1
46 4.0 0.0 hand 22 1
47 1.0 1.0 hand 23 1
48 4.0 0.0 hand 24 1
49 0.0 0.0 hand 25 1
50 5.0 1.0 hand 26 1
51 3.0 1.0 hand 27 1
52 2.0 0.0 hand 28 1
53 2.0 0.0 hand 29 1
54 2.0 0.0 hand 30 1
56 1.0 1.0 hand 32 1
.. ... ... ... ... ...
412 4.0 0.0 eye 73 4
413 5.0 1.0 eye 74 4
414 4.0 0.0 eye 75 4
415 3.0 1.0 eye 76 4
416 5.0 1.0 eye 77 4
418 2.0 0.0 eye 79 4
419 0.0 0.0 eye 80 4
420 3.0 1.0 eye 81 4
421 5.0 1.0 eye 82 4
422 2.0 0.0 eye 83 4
423 1.0 1.0 eye 84 4
424 0.0 0.0 eye 85 4
425 0.0 0.0 eye 86 4
426 3.0 1.0 eye 87 4
427 5.0 1.0 eye 88 4
428 1.0 1.0 eye 89 4
429 3.0 1.0 eye 90 4
431 0.0 0.0 eye 92 4
432 3.0 1.0 eye 93 4
433 1.0 1.0 eye 94 4
434 5.0 1.0 eye 95 4
435 5.0 1.0 eye 96 4
436 2.0 0.0 eye 97 4
437 1.0 1.0 eye 98 4
438 1.0 1.0 eye 99 4
439 2.0 0.0 eye 100 4
440 4.0 0.0 eye 101 4
441 1.0 1.0 eye 102 4
442 4.0 0.0 eye 103 4
443 3.0 1.0 eye 104 4
phase_2 phase_4 cue cue_onset_time stimulus_onset_time \
24 4.8 1.5 NEU 376.5 381.8
25 4.8 1.5 LEFT 384.5 389.3
26 4.8 1.5 RIGHT 392.0 398.3
27 4.8 1.5 NEU 402.5 408.3
29 4.8 1.5 NEU 421.0 426.8
30 4.8 1.5 RIGHT 431.5 437.8
31 4.8 1.5 LEFT 440.5 446.3
32 4.8 1.5 LEFT 450.5 455.3
33 4.8 1.5 NEU 458.0 464.3
34 4.8 1.5 LEFT 468.5 474.3
35 4.8 1.5 RIGHT 478.5 484.3
36 4.8 1.5 NEU 488.0 494.3
37 4.8 1.5 NEU 498.5 503.3
39 4.8 1.5 LEFT 517.5 523.8
40 4.8 1.5 NEU 527.0 532.3
41 4.8 1.5 RIGHT 537.5 542.3
42 4.8 1.5 LEFT 546.5 552.8
43 4.8 1.5 LEFT 557.0 563.3
44 4.8 1.5 LEFT 567.5 573.8
45 4.8 1.5 NEU 576.0 581.8
46 4.8 1.5 RIGHT 584.0 588.8
47 4.8 1.5 NEU 593.5 599.8
48 4.8 1.5 RIGHT 603.5 608.8
49 4.8 1.5 NEU 612.5 617.8
50 4.8 1.5 RIGHT 620.0 625.8
51 4.8 1.5 LEFT 629.0 633.8
52 4.8 1.5 LEFT 636.5 641.8
53 4.8 1.5 LEFT 644.0 648.8
54 4.8 1.5 LEFT 652.0 658.3
56 4.8 1.5 NEU 670.0 675.8
.. ... ... ... ... ...
412 4.8 1.5 RIGHT 3995.5 4001.3
413 4.8 1.5 RIGHT 4005.0 4010.3
414 4.8 1.5 RIGHT 4014.0 4018.8
415 4.8 1.5 LEFT 4022.5 4027.8
416 4.8 1.5 RIGHT 4030.5 4036.8
418 4.8 1.5 LEFT 4050.0 4054.8
419 4.8 1.5 NEU 4059.5 4065.8
420 4.8 1.5 LEFT 4069.5 4075.8
421 4.8 1.5 RIGHT 4078.5 4083.8
422 4.8 1.5 LEFT 4087.5 4092.3
423 4.8 1.5 NEU 4097.0 4101.8
424 4.8 1.5 NEU 4105.5 4110.3
425 4.8 1.5 NEU 4114.0 4119.3
426 4.8 1.5 LEFT 4122.0 4127.3
427 4.8 1.5 RIGHT 4130.5 4135.8
428 4.8 1.5 NEU 4139.0 4144.8
429 4.8 1.5 LEFT 4149.5 4154.3
431 4.8 1.5 NEU 4168.5 4174.8
432 4.8 1.5 LEFT 4178.5 4184.3
433 4.8 1.5 NEU 4188.0 4194.3
434 4.8 1.5 RIGHT 4198.5 4203.3
435 4.8 1.5 RIGHT 4207.5 4212.3
436 4.8 1.5 LEFT 4216.5 4222.8
437 4.8 1.5 NEU 4226.5 4231.3
438 4.8 1.5 NEU 4235.5 4240.3
439 4.8 1.5 LEFT 4244.0 4250.3
440 4.8 1.5 RIGHT 4255.5 4260.8
441 4.8 1.5 NEU 4265.0 4270.3
442 4.8 1.5 RIGHT 4275.5 4280.3
443 4.8 1.5 LEFT 4284.5 4290.8
trial_start_time null_trial
24 376.0 False
25 384.0 False
26 392.0 False
27 402.0 False
29 420.0 False
30 430.0 False
31 440.0 False
32 450.0 False
33 458.0 False
34 468.0 False
35 478.0 False
36 488.0 False
37 498.0 False
39 516.0 False
40 526.0 False
41 536.0 False
42 546.0 False
43 556.0 False
44 566.0 False
45 576.0 False
46 584.0 False
47 592.0 False
48 602.0 False
49 612.0 False
50 620.0 False
51 628.0 False
52 636.0 False
53 644.0 False
54 652.0 False
56 670.0 False
.. ... ...
412 3994.0 False
413 4004.0 False
414 4014.0 False
415 4022.0 False
416 4030.0 False
418 4050.0 False
419 4058.0 False
420 4068.0 False
421 4078.0 False
422 4086.0 False
423 4096.0 False
424 4104.0 False
425 4114.0 False
426 4122.0 False
427 4130.0 False
428 4138.0 False
429 4148.0 False
431 4168.0 False
432 4178.0 False
433 4188.0 False
434 4198.0 False
435 4206.0 False
436 4216.0 False
437 4226.0 False
438 4234.0 False
439 4244.0 False
440 4254.0 False
441 4264.0 False
442 4274.0 False
443 4284.0 False
[384 rows x 12 columns]
Convolving cue_hand_LEFT...
Convolving cue_hand_RIGHT...
Convolving cue_eye_LEFT...
Convolving cue_eye_RIGHT...
Convolving resp_hand_LEFT...
Convolving resp_hand_RIGHT...
Convolving resp_eye_LEFT...
Convolving resp_eye_RIGHT...
Convolving cue_NEU...
Convolving cue_LEFT...
Convolving cue_RIGHT...
Convolving cue_ACC...
Convolving cue_SPD...
Convolving stimulus_0_NEU...
Convolving stimulus_0_LEFT...
Convolving stimulus_0_RIGHT...
Convolving stimulus_0_ACC...
Convolving stimulus_0_SPD...
Convolving stimulus_1_NEU...
Convolving stimulus_1_LEFT...
Convolving stimulus_1_RIGHT...
Convolving stimulus_1_ACC...
Convolving stimulus_1_SPD...
['cue_hand_LEFT', 'cue_hand_RIGHT', 'cue_eye_LEFT', 'cue_eye_RIGHT', 'resp_hand_LEFT', 'resp_hand_RIGHT', 'resp_eye_LEFT', 'resp_eye_RIGHT', 'cue_NEU', 'cue_LEFT', 'cue_RIGHT', 'cue_ACC', 'cue_SPD', 'stimulus_0_NEU', 'stimulus_0_LEFT', 'stimulus_0_RIGHT', 'stimulus_0_ACC', 'stimulus_0_SPD', 'stimulus_1_NEU', 'stimulus_1_LEFT', 'stimulus_1_RIGHT', 'stimulus_1_ACC', 'stimulus_1_SPD']
Processing participant 37
trial_type correct_answer response_modality block_trial_ID block \
24 1.0 1.0 hand 0 1
25 4.0 0.0 hand 1 1
26 5.0 1.0 hand 2 1
27 3.0 1.0 hand 3 1
28 4.0 0.0 hand 4 1
29 4.0 0.0 hand 5 1
30 3.0 1.0 hand 6 1
31 2.0 0.0 hand 7 1
33 2.0 0.0 hand 9 1
34 4.0 0.0 hand 10 1
35 0.0 0.0 hand 11 1
36 1.0 1.0 hand 12 1
37 0.0 0.0 hand 13 1
38 0.0 0.0 hand 14 1
40 2.0 0.0 hand 16 1
41 2.0 0.0 hand 17 1
42 1.0 1.0 hand 18 1
43 4.0 0.0 hand 19 1
44 5.0 1.0 hand 20 1
45 0.0 0.0 hand 21 1
46 3.0 1.0 hand 22 1
47 5.0 1.0 hand 23 1
48 0.0 0.0 hand 24 1
50 4.0 0.0 hand 26 1
51 4.0 0.0 hand 27 1
52 5.0 1.0 hand 28 1
53 3.0 1.0 hand 29 1
54 3.0 1.0 hand 30 1
55 2.0 0.0 hand 31 1
56 2.0 0.0 hand 32 1
.. ... ... ... ... ...
413 2.0 0.0 eye 74 4
414 2.0 0.0 eye 75 4
415 0.0 0.0 eye 76 4
416 3.0 1.0 eye 77 4
418 0.0 0.0 eye 79 4
419 1.0 1.0 eye 80 4
420 0.0 0.0 eye 81 4
421 2.0 0.0 eye 82 4
422 0.0 0.0 eye 83 4
423 2.0 0.0 eye 84 4
424 1.0 1.0 eye 85 4
425 0.0 0.0 eye 86 4
426 0.0 0.0 eye 87 4
427 0.0 0.0 eye 88 4
428 3.0 1.0 eye 89 4
429 0.0 0.0 eye 90 4
430 3.0 1.0 eye 91 4
431 0.0 0.0 eye 92 4
432 3.0 1.0 eye 93 4
433 3.0 1.0 eye 94 4
434 2.0 0.0 eye 95 4
435 1.0 1.0 eye 96 4
436 3.0 1.0 eye 97 4
437 3.0 1.0 eye 98 4
438 0.0 0.0 eye 99 4
439 1.0 1.0 eye 100 4
440 0.0 0.0 eye 101 4
441 2.0 0.0 eye 102 4
442 0.0 0.0 eye 103 4
443 1.0 1.0 eye 104 4
phase_2 phase_4 cue cue_onset_time stimulus_onset_time \
24 4.8 1.5 NEU 374.0 380.3
25 4.8 1.5 RIGHT 384.0 390.3
26 4.8 1.5 RIGHT 394.5 400.3
27 4.8 1.5 LEFT 405.5 411.3
28 4.8 1.5 RIGHT 415.5 420.3
29 4.8 1.5 RIGHT 424.5 429.8
30 4.8 1.5 LEFT 433.5 438.8
31 4.8 1.5 LEFT 442.5 448.8
33 4.8 1.5 LEFT 462.5 468.3
34 4.8 1.5 RIGHT 472.5 477.3
35 4.8 1.5 NEU 480.5 485.3
36 4.8 1.5 NEU 489.5 494.3
37 4.8 1.5 NEU 499.5 504.8
38 4.8 1.5 NEU 508.0 513.8
40 4.8 1.5 LEFT 527.5 532.3
41 4.8 1.5 LEFT 537.5 542.3
42 4.8 1.5 NEU 546.5 552.3
43 4.8 1.5 RIGHT 556.0 561.3
44 4.8 1.5 RIGHT 564.5 569.8
45 4.8 1.5 NEU 573.0 577.8
46 4.8 1.5 LEFT 580.5 585.3
47 4.8 1.5 RIGHT 588.0 592.8
48 4.8 1.5 NEU 596.0 602.3
50 4.8 1.5 RIGHT 617.0 622.8
51 4.8 1.5 RIGHT 627.0 632.8
52 4.8 1.5 RIGHT 637.0 642.8
53 4.8 1.5 LEFT 647.0 651.8
54 4.8 1.5 LEFT 654.5 660.3
55 4.8 1.5 LEFT 664.5 670.8
56 4.8 1.5 LEFT 675.5 680.8
.. ... ... ... ... ...
413 4.8 1.5 ACC 3953.5 3958.3
414 4.8 1.5 ACC 3963.5 3969.8
415 4.8 1.5 SPD 3973.5 3978.3
416 4.8 1.5 ACC 3983.0 3988.3
418 4.8 1.5 SPD 4003.5 4009.8
419 4.8 1.5 SPD 4012.0 4017.8
420 4.8 1.5 SPD 4021.5 4027.8
421 4.8 1.5 ACC 4031.0 4036.3
422 4.8 1.5 SPD 4041.5 4046.8
423 4.8 1.5 ACC 4050.5 4055.3
424 4.8 1.5 SPD 4058.5 4063.3
425 4.8 1.5 SPD 4067.5 4073.8
426 4.8 1.5 SPD 4076.5 4081.3
427 4.8 1.5 SPD 4085.0 4090.8
428 4.8 1.5 ACC 4095.5 4100.8
429 4.8 1.5 SPD 4105.0 4111.3
430 4.8 1.5 ACC 4115.0 4119.8
431 4.8 1.5 SPD 4122.0 4127.3
432 4.8 1.5 ACC 4130.5 4135.8
433 4.8 1.5 ACC 4138.5 4144.8
434 4.8 1.5 ACC 4148.0 4154.3
435 4.8 1.5 SPD 4159.5 4165.8
436 4.8 1.5 ACC 4169.5 4174.3
437 4.8 1.5 ACC 4178.0 4182.8
438 4.8 1.5 SPD 4187.0 4193.3
439 4.8 1.5 SPD 4196.5 4202.8
440 4.8 1.5 SPD 4206.0 4211.3
441 4.8 1.5 ACC 4215.0 4220.3
442 4.8 1.5 SPD 4225.0 4230.8
443 4.8 1.5 SPD 4234.0 4240.3
trial_start_time null_trial
24 374.0 False
25 384.0 False
26 394.0 False
27 404.0 False
28 414.0 False
29 424.0 False
30 432.0 False
31 442.0 False
33 462.0 False
34 472.0 False
35 480.0 False
36 488.0 False
37 498.0 False
38 508.0 False
40 526.0 False
41 536.0 False
42 546.0 False
43 556.0 False
44 564.0 False
45 572.0 False
46 580.0 False
47 588.0 False
48 596.0 False
50 616.0 False
51 626.0 False
52 636.0 False
53 646.0 False
54 654.0 False
55 664.0 False
56 674.0 False
.. ... ...
413 3952.0 False
414 3962.0 False
415 3972.0 False
416 3982.0 False
418 4002.0 False
419 4012.0 False
420 4020.0 False
421 4030.0 False
422 4040.0 False
423 4050.0 False
424 4058.0 False
425 4066.0 False
426 4076.0 False
427 4084.0 False
428 4094.0 False
429 4104.0 False
430 4114.0 False
431 4122.0 False
432 4130.0 False
433 4138.0 False
434 4148.0 False
435 4158.0 False
436 4168.0 False
437 4178.0 False
438 4186.0 False
439 4196.0 False
440 4206.0 False
441 4214.0 False
442 4224.0 False
443 4234.0 False
[384 rows x 12 columns]
Convolving cue_hand_LEFT...
Convolving cue_hand_RIGHT...
Convolving cue_eye_LEFT...
Convolving cue_eye_RIGHT...
Convolving resp_hand_LEFT...
Convolving resp_hand_RIGHT...
Convolving resp_eye_LEFT...
Convolving resp_eye_RIGHT...
Convolving cue_NEU...
Convolving cue_RIGHT...
Convolving cue_LEFT...
Convolving cue_ACC...
Convolving cue_SPD...
Convolving stimulus_1_NEU...
Convolving stimulus_1_RIGHT...
Convolving stimulus_1_LEFT...
Convolving stimulus_1_ACC...
Convolving stimulus_1_SPD...
Convolving stimulus_0_NEU...
Convolving stimulus_0_RIGHT...
Convolving stimulus_0_LEFT...
Convolving stimulus_0_ACC...
Convolving stimulus_0_SPD...
['cue_hand_LEFT', 'cue_hand_RIGHT', 'cue_eye_LEFT', 'cue_eye_RIGHT', 'resp_hand_LEFT', 'resp_hand_RIGHT', 'resp_eye_LEFT', 'resp_eye_RIGHT', 'cue_NEU', 'cue_RIGHT', 'cue_LEFT', 'cue_ACC', 'cue_SPD', 'stimulus_1_NEU', 'stimulus_1_RIGHT', 'stimulus_1_LEFT', 'stimulus_1_ACC', 'stimulus_1_SPD', 'stimulus_0_NEU', 'stimulus_0_RIGHT', 'stimulus_0_LEFT', 'stimulus_0_ACC', 'stimulus_0_SPD']
Processing participant 38
trial_type correct_answer response_modality block_trial_ID block \
24 0.0 0.0 hand 0 1
25 1.0 1.0 hand 1 1
26 4.0 0.0 hand 2 1
27 3.0 1.0 hand 3 1
28 3.0 1.0 hand 4 1
29 3.0 1.0 hand 5 1
30 1.0 1.0 hand 6 1
31 4.0 0.0 hand 7 1
32 3.0 1.0 hand 8 1
33 5.0 1.0 hand 9 1
35 5.0 1.0 hand 11 1
36 2.0 0.0 hand 12 1
37 5.0 1.0 hand 13 1
38 5.0 1.0 hand 14 1
39 3.0 1.0 hand 15 1
40 3.0 1.0 hand 16 1
41 4.0 0.0 hand 17 1
42 4.0 0.0 hand 18 1
43 0.0 0.0 hand 19 1
44 2.0 0.0 hand 20 1
46 3.0 1.0 hand 22 1
47 1.0 1.0 hand 23 1
48 1.0 1.0 hand 24 1
49 4.0 0.0 hand 25 1
50 3.0 1.0 hand 26 1
51 2.0 0.0 hand 27 1
53 1.0 1.0 hand 29 1
54 1.0 1.0 hand 30 1
55 3.0 1.0 hand 31 1
56 0.0 0.0 hand 32 1
.. ... ... ... ... ...
411 1.0 1.0 eye 72 4
412 5.0 1.0 eye 73 4
414 2.0 0.0 eye 75 4
415 3.0 1.0 eye 76 4
416 2.0 0.0 eye 77 4
417 2.0 0.0 eye 78 4
418 1.0 1.0 eye 79 4
419 5.0 1.0 eye 80 4
420 2.0 0.0 eye 81 4
421 0.0 0.0 eye 82 4
423 1.0 1.0 eye 84 4
424 1.0 1.0 eye 85 4
425 2.0 0.0 eye 86 4
426 0.0 0.0 eye 87 4
427 0.0 0.0 eye 88 4
428 4.0 0.0 eye 89 4
429 3.0 1.0 eye 90 4
431 4.0 0.0 eye 92 4
432 5.0 1.0 eye 93 4
433 2.0 0.0 eye 94 4
434 0.0 0.0 eye 95 4
435 3.0 1.0 eye 96 4
436 1.0 1.0 eye 97 4
437 3.0 1.0 eye 98 4
438 0.0 0.0 eye 99 4
439 1.0 1.0 eye 100 4
440 4.0 0.0 eye 101 4
441 4.0 0.0 eye 102 4
442 5.0 1.0 eye 103 4
443 5.0 1.0 eye 104 4
phase_2 phase_4 cue cue_onset_time stimulus_onset_time \
24 4.8 1.5 NEU 373.0 379.3
25 4.8 1.5 NEU 382.0 387.3
26 4.8 1.5 RIGHT 390.0 395.8
27 4.8 1.5 LEFT 398.5 403.8
28 4.8 1.5 LEFT 407.0 412.8
29 4.8 1.5 LEFT 416.5 422.8
30 4.8 1.5 NEU 427.0 431.8
31 4.8 1.5 RIGHT 434.5 439.3
32 4.8 1.5 LEFT 443.5 449.8
33 4.8 1.5 RIGHT 452.0 457.3
35 4.8 1.5 RIGHT 468.5 473.8
36 4.8 1.5 LEFT 476.0 481.8
37 4.8 1.5 RIGHT 485.0 489.8
38 4.8 1.5 RIGHT 493.0 499.3
39 4.8 1.5 LEFT 503.0 507.8
40 4.8 1.5 LEFT 511.5 516.3
41 4.8 1.5 RIGHT 520.5 525.3
42 4.8 1.5 RIGHT 529.5 534.8
43 4.8 1.5 NEU 539.5 544.8
44 4.8 1.5 LEFT 548.5 554.3
46 4.8 1.5 LEFT 567.0 573.3
47 4.8 1.5 NEU 576.0 581.8
48 4.8 1.5 NEU 585.5 591.3
49 4.8 1.5 RIGHT 594.0 599.8
50 4.8 1.5 LEFT 602.5 608.8
51 4.8 1.5 LEFT 613.5 618.3
53 4.8 1.5 NEU 633.0 639.3
54 4.8 1.5 NEU 642.0 646.8
55 4.8 1.5 LEFT 650.5 655.8
56 4.8 1.5 NEU 659.5 665.8
.. ... ... ... ... ...
411 4.8 1.5 NEU 3965.5 3971.3
412 4.8 1.5 RIGHT 3975.5 3981.3
414 4.8 1.5 LEFT 3992.5 3997.8
415 4.8 1.5 LEFT 4000.5 4006.8
416 4.8 1.5 LEFT 4011.5 4016.8
417 4.8 1.5 LEFT 4020.5 4025.8
418 4.8 1.5 NEU 4029.5 4035.8
419 4.8 1.5 RIGHT 4038.0 4042.8
420 4.8 1.5 LEFT 4046.5 4052.3
421 4.8 1.5 NEU 4056.0 4061.3
423 4.8 1.5 NEU 4073.0 4078.3
424 4.8 1.5 NEU 4083.5 4088.3
425 4.8 1.5 LEFT 4093.5 4099.3
426 4.8 1.5 NEU 4103.5 4109.3
427 4.8 1.5 NEU 4112.5 4118.8
428 4.8 1.5 RIGHT 4123.5 4128.8
429 4.8 1.5 LEFT 4133.0 4139.3
431 4.8 1.5 RIGHT 4151.0 4155.8
432 4.8 1.5 RIGHT 4158.0 4164.3
433 4.8 1.5 LEFT 4169.5 4175.8
434 4.8 1.5 NEU 4179.0 4183.8
435 4.8 1.5 LEFT 4186.5 4191.8
436 4.8 1.5 NEU 4194.0 4198.8
437 4.8 1.5 LEFT 4203.0 4208.8
438 4.8 1.5 NEU 4212.5 4217.3
439 4.8 1.5 NEU 4221.0 4227.3
440 4.8 1.5 RIGHT 4231.5 4237.8
441 4.8 1.5 RIGHT 4241.0 4247.3
442 4.8 1.5 RIGHT 4251.0 4256.8
443 4.8 1.5 RIGHT 4260.5 4266.8
trial_start_time null_trial
24 372.0 False
25 382.0 False
26 390.0 False
27 398.0 False
28 406.0 False
29 416.0 False
30 426.0 False
31 434.0 False
32 442.0 False
33 452.0 False
35 468.0 False
36 476.0 False
37 484.0 False
38 492.0 False
39 502.0 False
40 510.0 False
41 520.0 False
42 528.0 False
43 538.0 False
44 548.0 False
46 566.0 False
47 576.0 False
48 584.0 False
49 594.0 False
50 602.0 False
51 612.0 False
53 632.0 False
54 642.0 False
55 650.0 False
56 658.0 False
.. ... ...
411 3964.0 False
412 3974.0 False
414 3992.0 False
415 4000.0 False
416 4010.0 False
417 4020.0 False
418 4028.0 False
419 4038.0 False
420 4046.0 False
421 4056.0 False
423 4072.0 False
424 4082.0 False
425 4092.0 False
426 4102.0 False
427 4112.0 False
428 4122.0 False
429 4132.0 False
431 4150.0 False
432 4158.0 False
433 4168.0 False
434 4178.0 False
435 4186.0 False
436 4194.0 False
437 4202.0 False
438 4212.0 False
439 4220.0 False
440 4230.0 False
441 4240.0 False
442 4250.0 False
443 4260.0 False
[384 rows x 12 columns]
Convolving cue_hand_LEFT...
Convolving cue_hand_RIGHT...
Convolving cue_eye_LEFT...
Convolving cue_eye_RIGHT...
Convolving resp_hand_LEFT...
Convolving resp_hand_RIGHT...
Convolving resp_eye_LEFT...
Convolving resp_eye_RIGHT...
Convolving cue_NEU...
Convolving cue_RIGHT...
Convolving cue_LEFT...
Convolving cue_ACC...
Convolving cue_SPD...
Convolving stimulus_0_NEU...
Convolving stimulus_0_RIGHT...
Convolving stimulus_0_LEFT...
Convolving stimulus_0_ACC...
Convolving stimulus_0_SPD...
Convolving stimulus_1_NEU...
Convolving stimulus_1_RIGHT...
Convolving stimulus_1_LEFT...
Convolving stimulus_1_ACC...
Convolving stimulus_1_SPD...
['cue_hand_LEFT', 'cue_hand_RIGHT', 'cue_eye_LEFT', 'cue_eye_RIGHT', 'resp_hand_LEFT', 'resp_hand_RIGHT', 'resp_eye_LEFT', 'resp_eye_RIGHT', 'cue_NEU', 'cue_RIGHT', 'cue_LEFT', 'cue_ACC', 'cue_SPD', 'stimulus_0_NEU', 'stimulus_0_RIGHT', 'stimulus_0_LEFT', 'stimulus_0_ACC', 'stimulus_0_SPD', 'stimulus_1_NEU', 'stimulus_1_RIGHT', 'stimulus_1_LEFT', 'stimulus_1_ACC', 'stimulus_1_SPD']
Processing participant 39
trial_type correct_answer response_modality block_trial_ID block \
24 2.0 0.0 hand 0 1
25 0.0 0.0 hand 1 1
26 2.0 0.0 hand 2 1
27 4.0 0.0 hand 3 1
28 0.0 0.0 hand 4 1
30 3.0 1.0 hand 6 1
31 1.0 1.0 hand 7 1
32 4.0 0.0 hand 8 1
33 5.0 1.0 hand 9 1
34 0.0 0.0 hand 10 1
35 1.0 1.0 hand 11 1
36 1.0 1.0 hand 12 1
37 1.0 1.0 hand 13 1
38 2.0 0.0 hand 14 1
39 2.0 0.0 hand 15 1
40 0.0 0.0 hand 16 1
41 1.0 1.0 hand 17 1
42 5.0 1.0 hand 18 1
43 2.0 0.0 hand 19 1
44 3.0 1.0 hand 20 1
45 1.0 1.0 hand 21 1
46 2.0 0.0 hand 22 1
47 2.0 0.0 hand 23 1
48 1.0 1.0 hand 24 1
49 5.0 1.0 hand 25 1
50 5.0 1.0 hand 26 1
51 1.0 1.0 hand 27 1
53 2.0 0.0 hand 29 1
54 1.0 1.0 hand 30 1
55 5.0 1.0 hand 31 1
.. ... ... ... ... ...
412 0.0 0.0 hand 73 4
413 1.0 1.0 hand 74 4
414 3.0 1.0 hand 75 4
415 0.0 0.0 hand 76 4
416 2.0 0.0 hand 77 4
418 0.0 0.0 hand 79 4
419 2.0 0.0 hand 80 4
420 1.0 1.0 hand 81 4
421 0.0 0.0 hand 82 4
422 0.0 0.0 hand 83 4
423 3.0 1.0 hand 84 4
424 0.0 0.0 hand 85 4
425 3.0 1.0 hand 86 4
426 1.0 1.0 hand 87 4
427 2.0 0.0 hand 88 4
428 2.0 0.0 hand 89 4
430 2.0 0.0 hand 91 4
431 1.0 1.0 hand 92 4
432 1.0 1.0 hand 93 4
433 2.0 0.0 hand 94 4
434 0.0 0.0 hand 95 4
435 2.0 0.0 hand 96 4
436 2.0 0.0 hand 97 4
437 1.0 1.0 hand 98 4
438 2.0 0.0 hand 99 4
439 2.0 0.0 hand 100 4
440 1.0 1.0 hand 101 4
441 3.0 1.0 hand 102 4
442 3.0 1.0 hand 103 4
443 2.0 0.0 hand 104 4
phase_2 phase_4 cue cue_onset_time stimulus_onset_time \
24 4.8 1.5 LEFT 376.5 381.8
25 4.8 1.5 NEU 384.5 389.8
26 4.8 1.5 LEFT 392.0 398.3
27 4.8 1.5 RIGHT 402.5 407.8
28 4.8 1.5 NEU 411.5 417.3
30 4.8 1.5 LEFT 428.0 434.3
31 4.8 1.5 NEU 438.5 443.3
32 4.8 1.5 RIGHT 446.0 451.3
33 4.8 1.5 RIGHT 454.0 459.8
34 4.8 1.5 NEU 463.0 469.3
35 4.8 1.5 NEU 473.0 477.8
36 4.8 1.5 NEU 480.5 485.8
37 4.8 1.5 NEU 488.0 493.3
38 4.8 1.5 LEFT 496.0 502.3
39 4.8 1.5 LEFT 506.5 511.3
40 4.8 1.5 NEU 515.5 520.8
41 4.8 1.5 NEU 524.5 529.3
42 4.8 1.5 RIGHT 532.5 537.3
43 4.8 1.5 LEFT 540.5 546.8
44 4.8 1.5 LEFT 551.0 556.3
45 4.8 1.5 NEU 560.5 566.8
46 4.8 1.5 LEFT 571.5 577.3
47 4.8 1.5 LEFT 581.0 586.8
48 4.8 1.5 NEU 591.5 597.3
49 4.8 1.5 RIGHT 601.0 606.8
50 4.8 1.5 RIGHT 610.0 615.3
51 4.8 1.5 NEU 618.5 624.3
53 4.8 1.5 LEFT 639.5 645.8
54 4.8 1.5 NEU 649.5 655.8
55 4.8 1.5 RIGHT 659.5 664.8
.. ... ... ... ... ...
412 4.8 1.5 SPD 3994.5 3999.8
413 4.8 1.5 SPD 4002.0 4008.3
414 4.8 1.5 ACC 4012.0 4016.8
415 4.8 1.5 SPD 4020.0 4024.8
416 4.8 1.5 ACC 4029.0 4033.8
418 4.8 1.5 SPD 4046.5 4051.3
419 4.8 1.5 ACC 4055.0 4059.8
420 4.8 1.5 SPD 4062.0 4068.3
421 4.8 1.5 SPD 4072.0 4076.8
422 4.8 1.5 SPD 4080.5 4085.8
423 4.8 1.5 ACC 4089.0 4094.3
424 4.8 1.5 SPD 4098.0 4102.8
425 4.8 1.5 ACC 4107.5 4113.3
426 4.8 1.5 SPD 4116.0 4121.8
427 4.8 1.5 ACC 4124.5 4130.3
428 4.8 1.5 ACC 4135.0 4141.3
430 4.8 1.5 ACC 4152.5 4157.3
431 4.8 1.5 SPD 4161.5 4166.8
432 4.8 1.5 SPD 4170.0 4176.3
433 4.8 1.5 ACC 4180.5 4185.3
434 4.8 1.5 SPD 4189.0 4194.3
435 4.8 1.5 ACC 4198.0 4204.3
436 4.8 1.5 ACC 4209.0 4215.3
437 4.8 1.5 SPD 4219.5 4224.8
438 4.8 1.5 ACC 4229.5 4235.3
439 4.8 1.5 ACC 4238.0 4244.3
440 4.8 1.5 SPD 4249.0 4254.8
441 4.8 1.5 ACC 4259.5 4264.3
442 4.8 1.5 ACC 4269.5 4274.8
443 4.8 1.5 ACC 4278.5 4283.3
trial_start_time null_trial
24 376.0 False
25 384.0 False
26 392.0 False
27 402.0 False
28 410.0 False
30 428.0 False
31 438.0 False
32 446.0 False
33 454.0 False
34 462.0 False
35 472.0 False
36 480.0 False
37 488.0 False
38 496.0 False
39 506.0 False
40 514.0 False
41 524.0 False
42 532.0 False
43 540.0 False
44 550.0 False
45 560.0 False
46 570.0 False
47 580.0 False
48 590.0 False
49 600.0 False
50 610.0 False
51 618.0 False
53 638.0 False
54 648.0 False
55 658.0 False
.. ... ...
412 3994.0 False
413 4002.0 False
414 4012.0 False
415 4020.0 False
416 4028.0 False
418 4046.0 False
419 4054.0 False
420 4062.0 False
421 4072.0 False
422 4080.0 False
423 4088.0 False
424 4098.0 False
425 4106.0 False
426 4116.0 False
427 4124.0 False
428 4134.0 False
430 4152.0 False
431 4160.0 False
432 4170.0 False
433 4180.0 False
434 4188.0 False
435 4198.0 False
436 4208.0 False
437 4218.0 False
438 4228.0 False
439 4238.0 False
440 4248.0 False
441 4258.0 False
442 4268.0 False
443 4278.0 False
[384 rows x 12 columns]
Convolving cue_hand_LEFT...
Convolving cue_hand_RIGHT...
Convolving cue_eye_LEFT...
Convolving cue_eye_RIGHT...
Convolving resp_hand_LEFT...
Convolving resp_hand_RIGHT...
Convolving resp_eye_LEFT...
Convolving resp_eye_RIGHT...
Convolving cue_LEFT...
Convolving cue_NEU...
Convolving cue_RIGHT...
Convolving cue_ACC...
Convolving cue_SPD...
Convolving stimulus_0_LEFT...
Convolving stimulus_0_NEU...
Convolving stimulus_0_RIGHT...
Convolving stimulus_0_ACC...
Convolving stimulus_0_SPD...
Convolving stimulus_1_LEFT...
Convolving stimulus_1_NEU...
Convolving stimulus_1_RIGHT...
Convolving stimulus_1_ACC...
Convolving stimulus_1_SPD...
['cue_hand_LEFT', 'cue_hand_RIGHT', 'cue_eye_LEFT', 'cue_eye_RIGHT', 'resp_hand_LEFT', 'resp_hand_RIGHT', 'resp_eye_LEFT', 'resp_eye_RIGHT', 'cue_LEFT', 'cue_NEU', 'cue_RIGHT', 'cue_ACC', 'cue_SPD', 'stimulus_0_LEFT', 'stimulus_0_NEU', 'stimulus_0_RIGHT', 'stimulus_0_ACC', 'stimulus_0_SPD', 'stimulus_1_LEFT', 'stimulus_1_NEU', 'stimulus_1_RIGHT', 'stimulus_1_ACC', 'stimulus_1_SPD']
Processing participant 40
trial_type correct_answer response_modality block_trial_ID block \
24 5.0 1.0 hand 0 1
25 1.0 1.0 hand 1 1
26 3.0 1.0 hand 2 1
27 0.0 0.0 hand 3 1
28 2.0 0.0 hand 4 1
29 2.0 0.0 hand 5 1
30 1.0 1.0 hand 6 1
31 1.0 1.0 hand 7 1
32 5.0 1.0 hand 8 1
34 2.0 0.0 hand 10 1
35 5.0 1.0 hand 11 1
36 5.0 1.0 hand 12 1
37 4.0 0.0 hand 13 1
38 5.0 1.0 hand 14 1
39 3.0 1.0 hand 15 1
40 5.0 1.0 hand 16 1
42 4.0 0.0 hand 18 1
43 3.0 1.0 hand 19 1
44 2.0 0.0 hand 20 1
45 2.0 0.0 hand 21 1
46 3.0 1.0 hand 22 1
47 1.0 1.0 hand 23 1
48 3.0 1.0 hand 24 1
49 1.0 1.0 hand 25 1
50 0.0 0.0 hand 26 1
51 4.0 0.0 hand 27 1
52 2.0 0.0 hand 28 1
54 4.0 0.0 hand 30 1
55 5.0 1.0 hand 31 1
56 4.0 0.0 hand 32 1
.. ... ... ... ... ...
412 3.0 1.0 eye 73 4
413 0.0 0.0 eye 74 4
414 2.0 0.0 eye 75 4
416 3.0 1.0 eye 77 4
417 1.0 1.0 eye 78 4
418 3.0 1.0 eye 79 4
419 2.0 0.0 eye 80 4
420 2.0 0.0 eye 81 4
421 0.0 0.0 eye 82 4
422 3.0 1.0 eye 83 4
423 0.0 0.0 eye 84 4
424 1.0 1.0 eye 85 4
425 1.0 1.0 eye 86 4
426 2.0 0.0 eye 87 4
427 3.0 1.0 eye 88 4
428 2.0 0.0 eye 89 4
429 1.0 1.0 eye 90 4
431 0.0 0.0 eye 92 4
432 2.0 0.0 eye 93 4
433 0.0 0.0 eye 94 4
434 0.0 0.0 eye 95 4
435 3.0 1.0 eye 96 4
436 1.0 1.0 eye 97 4
437 0.0 0.0 eye 98 4
438 1.0 1.0 eye 99 4
439 3.0 1.0 eye 100 4
440 1.0 1.0 eye 101 4
441 0.0 0.0 eye 102 4
442 2.0 0.0 eye 103 4
443 0.0 0.0 eye 104 4
phase_2 phase_4 cue cue_onset_time stimulus_onset_time \
24 4.8 1.5 RIGHT 371.0 375.8
25 4.8 1.5 NEU 379.5 385.3
26 4.8 1.5 LEFT 389.0 394.3
27 4.8 1.5 NEU 398.0 403.3
28 4.8 1.5 LEFT 407.5 412.3
29 4.8 1.5 LEFT 416.0 421.8
30 4.8 1.5 NEU 425.0 430.3
31 4.8 1.5 NEU 435.0 439.8
32 4.8 1.5 RIGHT 443.5 449.8
34 4.8 1.5 LEFT 462.5 468.8
35 4.8 1.5 RIGHT 473.0 478.8
36 4.8 1.5 RIGHT 483.0 488.8
37 4.8 1.5 RIGHT 493.5 499.8
38 4.8 1.5 RIGHT 502.5 508.3
39 4.8 1.5 LEFT 512.5 517.8
40 4.8 1.5 RIGHT 520.5 525.8
42 4.8 1.5 RIGHT 538.5 543.8
43 4.8 1.5 LEFT 547.0 552.8
44 4.8 1.5 LEFT 556.0 561.8
45 4.8 1.5 LEFT 564.5 570.3
46 4.8 1.5 LEFT 575.5 580.3
47 4.8 1.5 NEU 585.0 590.3
48 4.8 1.5 LEFT 595.0 600.8
49 4.8 1.5 NEU 605.5 611.8
50 4.8 1.5 NEU 615.0 620.8
51 4.8 1.5 RIGHT 624.0 629.3
52 4.8 1.5 LEFT 632.0 637.3
54 4.8 1.5 RIGHT 649.5 655.8
55 4.8 1.5 RIGHT 659.0 663.8
56 4.8 1.5 RIGHT 667.0 672.8
.. ... ... ... ... ...
412 4.8 1.5 ACC 3939.5 3945.8
413 4.8 1.5 SPD 3949.5 3955.8
414 4.8 1.5 ACC 3958.5 3963.8
416 4.8 1.5 ACC 3977.5 3983.8
417 4.8 1.5 SPD 3986.0 3990.8
418 4.8 1.5 ACC 3994.5 3999.8
419 4.8 1.5 ACC 4003.0 4007.8
420 4.8 1.5 ACC 4011.0 4016.8
421 4.8 1.5 SPD 4021.5 4026.3
422 4.8 1.5 ACC 4031.5 4037.8
423 4.8 1.5 SPD 4041.5 4046.3
424 4.8 1.5 SPD 4051.0 4055.8
425 4.8 1.5 SPD 4059.5 4064.8
426 4.8 1.5 ACC 4069.0 4074.3
427 4.8 1.5 ACC 4079.5 4085.8
428 4.8 1.5 ACC 4088.0 4094.3
429 4.8 1.5 SPD 4098.5 4104.3
431 4.8 1.5 SPD 4116.0 4120.8
432 4.8 1.5 ACC 4124.5 4129.8
433 4.8 1.5 SPD 4132.5 4137.3
434 4.8 1.5 SPD 4140.5 4145.8
435 4.8 1.5 ACC 4148.5 4153.8
436 4.8 1.5 SPD 4156.5 4162.3
437 4.8 1.5 SPD 4167.5 4173.3
438 4.8 1.5 SPD 4176.5 4182.3
439 4.8 1.5 ACC 4186.0 4192.3
440 4.8 1.5 SPD 4197.0 4203.3
441 4.8 1.5 SPD 4207.0 4211.8
442 4.8 1.5 ACC 4214.5 4220.3
443 4.8 1.5 SPD 4225.5 4231.3
trial_start_time null_trial
24 370.0 False
25 378.0 False
26 388.0 False
27 398.0 False
28 406.0 False
29 416.0 False
30 424.0 False
31 434.0 False
32 442.0 False
34 462.0 False
35 472.0 False
36 482.0 False
37 492.0 False
38 502.0 False
39 512.0 False
40 520.0 False
42 538.0 False
43 546.0 False
44 556.0 False
45 564.0 False
46 574.0 False
47 584.0 False
48 594.0 False
49 604.0 False
50 614.0 False
51 624.0 False
52 632.0 False
54 648.0 False
55 658.0 False
56 666.0 False
.. ... ...
412 3938.0 False
413 3948.0 False
414 3958.0 False
416 3976.0 False
417 3986.0 False
418 3994.0 False
419 4002.0 False
420 4010.0 False
421 4020.0 False
422 4030.0 False
423 4040.0 False
424 4050.0 False
425 4058.0 False
426 4068.0 False
427 4078.0 False
428 4088.0 False
429 4098.0 False
431 4116.0 False
432 4124.0 False
433 4132.0 False
434 4140.0 False
435 4148.0 False
436 4156.0 False
437 4166.0 False
438 4176.0 False
439 4186.0 False
440 4196.0 False
441 4206.0 False
442 4214.0 False
443 4224.0 False
[384 rows x 12 columns]
Convolving cue_hand_LEFT...
Convolving cue_hand_RIGHT...
Convolving cue_eye_LEFT...
Convolving cue_eye_RIGHT...
Convolving resp_hand_LEFT...
Convolving resp_hand_RIGHT...
Convolving resp_eye_LEFT...
Convolving resp_eye_RIGHT...
Convolving cue_RIGHT...
Convolving cue_NEU...
Convolving cue_LEFT...
Convolving cue_ACC...
Convolving cue_SPD...
Convolving stimulus_1_RIGHT...
Convolving stimulus_1_NEU...
Convolving stimulus_1_LEFT...
Convolving stimulus_1_ACC...
Convolving stimulus_1_SPD...
Convolving stimulus_0_RIGHT...
Convolving stimulus_0_NEU...
Convolving stimulus_0_LEFT...
Convolving stimulus_0_ACC...
Convolving stimulus_0_SPD...
['cue_hand_LEFT', 'cue_hand_RIGHT', 'cue_eye_LEFT', 'cue_eye_RIGHT', 'resp_hand_LEFT', 'resp_hand_RIGHT', 'resp_eye_LEFT', 'resp_eye_RIGHT', 'cue_RIGHT', 'cue_NEU', 'cue_LEFT', 'cue_ACC', 'cue_SPD', 'stimulus_1_RIGHT', 'stimulus_1_NEU', 'stimulus_1_LEFT', 'stimulus_1_ACC', 'stimulus_1_SPD', 'stimulus_0_RIGHT', 'stimulus_0_NEU', 'stimulus_0_LEFT', 'stimulus_0_ACC', 'stimulus_0_SPD']
Processing participant 41
trial_type correct_answer response_modality block_trial_ID block \
24 4.0 0.0 hand 0 1
25 5.0 1.0 hand 1 1
26 1.0 1.0 hand 2 1
27 4.0 0.0 hand 3 1
28 0.0 0.0 hand 4 1
29 3.0 1.0 hand 5 1
30 1.0 1.0 hand 6 1
31 0.0 0.0 hand 7 1
33 5.0 1.0 hand 9 1
34 0.0 0.0 hand 10 1
35 4.0 0.0 hand 11 1
36 3.0 1.0 hand 12 1
37 5.0 1.0 hand 13 1
38 5.0 1.0 hand 14 1
40 1.0 1.0 hand 16 1
41 0.0 0.0 hand 17 1
42 4.0 0.0 hand 18 1
43 0.0 0.0 hand 19 1
44 4.0 0.0 hand 20 1
45 3.0 1.0 hand 21 1
46 2.0 0.0 hand 22 1
47 4.0 0.0 hand 23 1
48 0.0 0.0 hand 24 1
50 2.0 0.0 hand 26 1
51 5.0 1.0 hand 27 1
52 0.0 0.0 hand 28 1
53 2.0 0.0 hand 29 1
54 2.0 0.0 hand 30 1
55 4.0 0.0 hand 31 1
56 5.0 1.0 hand 32 1
.. ... ... ... ... ...
413 0.0 0.0 hand 74 4
415 3.0 1.0 hand 76 4
416 1.0 1.0 hand 77 4
417 2.0 0.0 hand 78 4
418 2.0 0.0 hand 79 4
419 0.0 0.0 hand 80 4
420 1.0 1.0 hand 81 4
421 2.0 0.0 hand 82 4
422 3.0 1.0 hand 83 4
423 3.0 1.0 hand 84 4
424 0.0 0.0 hand 85 4
425 1.0 1.0 hand 86 4
426 3.0 1.0 hand 87 4
427 3.0 1.0 hand 88 4
428 2.0 0.0 hand 89 4
429 0.0 0.0 hand 90 4
430 1.0 1.0 hand 91 4
431 1.0 1.0 hand 92 4
432 1.0 1.0 hand 93 4
433 3.0 1.0 hand 94 4
434 2.0 0.0 hand 95 4
435 0.0 0.0 hand 96 4
436 0.0 0.0 hand 97 4
437 3.0 1.0 hand 98 4
438 3.0 1.0 hand 99 4
439 1.0 1.0 hand 100 4
440 0.0 0.0 hand 101 4
441 3.0 1.0 hand 102 4
442 3.0 1.0 hand 103 4
443 0.0 0.0 hand 104 4
phase_2 phase_4 cue cue_onset_time stimulus_onset_time \
24 4.8 1.5 RIGHT 372.0 376.8
25 4.8 1.5 RIGHT 380.0 386.3
26 4.8 1.5 NEU 391.5 397.3
27 4.8 1.5 RIGHT 401.0 406.8
28 4.8 1.5 NEU 411.5 416.3
29 4.8 1.5 LEFT 420.0 425.3
30 4.8 1.5 NEU 428.0 433.8
31 4.8 1.5 NEU 436.5 441.3
33 4.8 1.5 RIGHT 453.5 459.8
34 4.8 1.5 NEU 462.5 467.8
35 4.8 1.5 RIGHT 471.0 476.8
36 4.8 1.5 LEFT 480.5 485.8
37 4.8 1.5 RIGHT 488.0 492.8
38 4.8 1.5 RIGHT 497.0 503.3
40 4.8 1.5 NEU 515.5 520.3
41 4.8 1.5 NEU 524.0 530.3
42 4.8 1.5 RIGHT 535.5 541.3
43 4.8 1.5 NEU 544.0 549.3
44 4.8 1.5 RIGHT 553.5 558.3
45 4.8 1.5 LEFT 563.5 569.8
46 4.8 1.5 LEFT 573.0 579.3
47 4.8 1.5 RIGHT 583.0 588.3
48 4.8 1.5 NEU 592.5 598.3
50 4.8 1.5 LEFT 610.5 616.8
51 4.8 1.5 RIGHT 620.5 626.8
52 4.8 1.5 NEU 630.0 635.8
53 4.8 1.5 LEFT 639.5 644.8
54 4.8 1.5 LEFT 649.5 654.3
55 4.8 1.5 RIGHT 658.0 663.8
56 4.8 1.5 RIGHT 667.0 671.8
.. ... ... ... ... ...
413 4.8 1.5 SPD 3993.0 3998.8
415 4.8 1.5 ACC 4012.5 4017.8
416 4.8 1.5 SPD 4021.5 4026.3
417 4.8 1.5 ACC 4031.0 4037.3
418 4.8 1.5 ACC 4040.5 4046.8
419 4.8 1.5 SPD 4050.0 4055.3
420 4.8 1.5 SPD 4058.0 4062.8
421 4.8 1.5 ACC 4066.5 4072.8
422 4.8 1.5 ACC 4076.5 4081.3
423 4.8 1.5 ACC 4084.5 4089.8
424 4.8 1.5 SPD 4092.0 4098.3
425 4.8 1.5 SPD 4103.5 4109.3
426 4.8 1.5 ACC 4113.0 4118.3
427 4.8 1.5 ACC 4122.0 4128.3
428 4.8 1.5 ACC 4133.5 4139.3
429 4.8 1.5 SPD 4143.5 4149.8
430 4.8 1.5 SPD 4152.0 4157.8
431 4.8 1.5 SPD 4161.0 4166.3
432 4.8 1.5 SPD 4171.0 4177.3
433 4.8 1.5 ACC 4180.0 4185.3
434 4.8 1.5 ACC 4189.0 4193.8
435 4.8 1.5 SPD 4197.5 4203.8
436 4.8 1.5 SPD 4206.0 4212.3
437 4.8 1.5 ACC 4217.5 4222.3
438 4.8 1.5 ACC 4226.0 4230.8
439 4.8 1.5 SPD 4234.5 4239.3
440 4.8 1.5 SPD 4243.5 4249.8
441 4.8 1.5 ACC 4252.0 4258.3
442 4.8 1.5 ACC 4263.5 4269.8
443 4.8 1.5 SPD 4272.0 4277.8
trial_start_time null_trial
24 372.0 False
25 380.0 False
26 390.0 False
27 400.0 False
28 410.0 False
29 420.0 False
30 428.0 False
31 436.0 False
33 452.0 False
34 462.0 False
35 470.0 False
36 480.0 False
37 488.0 False
38 496.0 False
40 514.0 False
41 524.0 False
42 534.0 False
43 544.0 False
44 552.0 False
45 562.0 False
46 572.0 False
47 582.0 False
48 592.0 False
50 610.0 False
51 620.0 False
52 630.0 False
53 638.0 False
54 648.0 False
55 658.0 False
56 666.0 False
.. ... ...
413 3992.0 False
415 4012.0 False
416 4020.0 False
417 4030.0 False
418 4040.0 False
419 4050.0 False
420 4058.0 False
421 4066.0 False
422 4076.0 False
423 4084.0 False
424 4092.0 False
425 4102.0 False
426 4112.0 False
427 4122.0 False
428 4132.0 False
429 4142.0 False
430 4152.0 False
431 4160.0 False
432 4170.0 False
433 4180.0 False
434 4188.0 False
435 4196.0 False
436 4206.0 False
437 4216.0 False
438 4226.0 False
439 4234.0 False
440 4242.0 False
441 4252.0 False
442 4262.0 False
443 4272.0 False
[384 rows x 12 columns]
Convolving cue_hand_LEFT...
Convolving cue_hand_RIGHT...
Convolving cue_eye_LEFT...
Convolving cue_eye_RIGHT...
Convolving resp_hand_LEFT...
Convolving resp_hand_RIGHT...
Convolving resp_eye_LEFT...
Convolving resp_eye_RIGHT...
Convolving cue_RIGHT...
Convolving cue_NEU...
Convolving cue_LEFT...
Convolving cue_ACC...
Convolving cue_SPD...
Convolving stimulus_0_RIGHT...
Convolving stimulus_0_NEU...
Convolving stimulus_0_LEFT...
Convolving stimulus_0_ACC...
Convolving stimulus_0_SPD...
Convolving stimulus_1_RIGHT...
Convolving stimulus_1_NEU...
Convolving stimulus_1_LEFT...
Convolving stimulus_1_ACC...
Convolving stimulus_1_SPD...
['cue_hand_LEFT', 'cue_hand_RIGHT', 'cue_eye_LEFT', 'cue_eye_RIGHT', 'resp_hand_LEFT', 'resp_hand_RIGHT', 'resp_eye_LEFT', 'resp_eye_RIGHT', 'cue_RIGHT', 'cue_NEU', 'cue_LEFT', 'cue_ACC', 'cue_SPD', 'stimulus_0_RIGHT', 'stimulus_0_NEU', 'stimulus_0_LEFT', 'stimulus_0_ACC', 'stimulus_0_SPD', 'stimulus_1_RIGHT', 'stimulus_1_NEU', 'stimulus_1_LEFT', 'stimulus_1_ACC', 'stimulus_1_SPD']
Processing participant 42
trial_type correct_answer response_modality block_trial_ID block \
24 5.0 1.0 eye 0 1
25 3.0 1.0 eye 1 1
26 3.0 1.0 eye 2 1
27 2.0 0.0 eye 3 1
28 3.0 1.0 eye 4 1
29 0.0 0.0 eye 5 1
30 5.0 1.0 eye 6 1
32 0.0 0.0 eye 8 1
33 5.0 1.0 eye 9 1
34 4.0 0.0 eye 10 1
35 2.0 0.0 eye 11 1
36 3.0 1.0 eye 12 1
37 3.0 1.0 eye 13 1
39 2.0 0.0 eye 15 1
40 4.0 0.0 eye 16 1
41 3.0 1.0 eye 17 1
42 3.0 1.0 eye 18 1
43 4.0 0.0 eye 19 1
44 1.0 1.0 eye 20 1
45 4.0 0.0 eye 21 1
46 2.0 0.0 eye 22 1
48 0.0 0.0 eye 24 1
49 1.0 1.0 eye 25 1
50 4.0 0.0 eye 26 1
51 5.0 1.0 eye 27 1
52 4.0 0.0 eye 28 1
53 0.0 0.0 eye 29 1
54 2.0 0.0 eye 30 1
55 2.0 0.0 eye 31 1
57 3.0 1.0 eye 33 1
.. ... ... ... ... ...
412 0.0 0.0 hand 73 4
413 2.0 0.0 hand 74 4
414 0.0 0.0 hand 75 4
415 3.0 1.0 hand 76 4
416 2.0 0.0 hand 77 4
417 0.0 0.0 hand 78 4
418 1.0 1.0 hand 79 4
420 2.0 0.0 hand 81 4
421 4.0 0.0 hand 82 4
422 5.0 1.0 hand 83 4
423 3.0 1.0 hand 84 4
424 3.0 1.0 hand 85 4
425 5.0 1.0 hand 86 4
427 0.0 0.0 hand 88 4
428 3.0 1.0 hand 89 4
429 0.0 0.0 hand 90 4
430 3.0 1.0 hand 91 4
431 4.0 0.0 hand 92 4
432 4.0 0.0 hand 93 4
433 1.0 1.0 hand 94 4
434 4.0 0.0 hand 95 4
435 2.0 0.0 hand 96 4
436 1.0 1.0 hand 97 4
437 2.0 0.0 hand 98 4
438 0.0 0.0 hand 99 4
439 4.0 0.0 hand 100 4
440 1.0 1.0 hand 101 4
441 5.0 1.0 hand 102 4
442 1.0 1.0 hand 103 4
443 5.0 1.0 hand 104 4
phase_2 phase_4 cue cue_onset_time stimulus_onset_time \
24 4.8 1.5 RIGHT 369.0 374.3
25 4.8 1.5 LEFT 378.5 383.8
26 4.8 1.5 LEFT 386.0 391.3
27 4.8 1.5 LEFT 395.0 399.8
28 4.8 1.5 LEFT 402.0 407.3
29 4.8 1.5 NEU 410.5 415.8
30 4.8 1.5 RIGHT 418.5 423.8
32 4.8 1.5 NEU 434.0 439.3
33 4.8 1.5 RIGHT 442.5 447.3
34 4.8 1.5 RIGHT 451.0 457.3
35 4.8 1.5 LEFT 461.0 466.3
36 4.8 1.5 LEFT 471.5 477.8
37 4.8 1.5 LEFT 481.5 486.3
39 4.8 1.5 LEFT 500.5 506.8
40 4.8 1.5 RIGHT 510.5 515.3
41 4.8 1.5 LEFT 518.0 523.3
42 4.8 1.5 LEFT 526.5 531.8
43 4.8 1.5 RIGHT 535.0 540.8
44 4.8 1.5 NEU 544.0 548.8
45 4.8 1.5 RIGHT 552.0 557.3
46 4.8 1.5 LEFT 561.5 566.8
48 4.8 1.5 NEU 580.5 586.8
49 4.8 1.5 NEU 591.5 597.8
50 4.8 1.5 RIGHT 600.5 605.3
51 4.8 1.5 RIGHT 608.5 614.8
52 4.8 1.5 RIGHT 619.0 625.3
53 4.8 1.5 NEU 629.0 634.3
54 4.8 1.5 LEFT 639.0 644.3
55 4.8 1.5 LEFT 648.5 653.8
57 4.8 1.5 LEFT 666.5 672.8
.. ... ... ... ... ...
412 4.8 1.5 NEU 3965.5 3971.3
413 4.8 1.5 LEFT 3975.0 3980.8
414 4.8 1.5 NEU 3985.0 3989.8
415 4.8 1.5 LEFT 3993.5 3998.3
416 4.8 1.5 LEFT 4003.5 4009.3
417 4.8 1.5 NEU 4012.0 4017.8
418 4.8 1.5 NEU 4020.0 4025.8
420 4.8 1.5 LEFT 4037.5 4043.3
421 4.8 1.5 RIGHT 4047.0 4052.3
422 4.8 1.5 RIGHT 4057.0 4063.3
423 4.8 1.5 LEFT 4066.0 4070.8
424 4.8 1.5 LEFT 4074.0 4078.8
425 4.8 1.5 RIGHT 4083.0 4089.3
427 4.8 1.5 NEU 4100.5 4106.3
428 4.8 1.5 LEFT 4111.0 4117.3
429 4.8 1.5 NEU 4121.5 4127.3
430 4.8 1.5 LEFT 4131.0 4137.3
431 4.8 1.5 RIGHT 4141.5 4147.8
432 4.8 1.5 RIGHT 4151.5 4156.8
433 4.8 1.5 NEU 4161.0 4166.8
434 4.8 1.5 RIGHT 4171.5 4176.8
435 4.8 1.5 LEFT 4180.0 4185.3
436 4.8 1.5 NEU 4188.5 4193.3
437 4.8 1.5 LEFT 4196.0 4201.3
438 4.8 1.5 NEU 4204.5 4210.8
439 4.8 1.5 RIGHT 4214.5 4220.8
440 4.8 1.5 NEU 4224.0 4230.3
441 4.8 1.5 RIGHT 4234.0 4238.8
442 4.8 1.5 NEU 4242.5 4248.8
443 4.8 1.5 RIGHT 4253.0 4258.3
trial_start_time null_trial
24 368.0 False
25 378.0 False
26 386.0 False
27 394.0 False
28 402.0 False
29 410.0 False
30 418.0 False
32 434.0 False
33 442.0 False
34 450.0 False
35 460.0 False
36 470.0 False
37 480.0 False
39 500.0 False
40 510.0 False
41 518.0 False
42 526.0 False
43 534.0 False
44 544.0 False
45 552.0 False
46 560.0 False
48 580.0 False
49 590.0 False
50 600.0 False
51 608.0 False
52 618.0 False
53 628.0 False
54 638.0 False
55 648.0 False
57 666.0 False
.. ... ...
412 3964.0 False
413 3974.0 False
414 3984.0 False
415 3992.0 False
416 4002.0 False
417 4012.0 False
418 4020.0 False
420 4036.0 False
421 4046.0 False
422 4056.0 False
423 4066.0 False
424 4074.0 False
425 4082.0 False
427 4100.0 False
428 4110.0 False
429 4120.0 False
430 4130.0 False
431 4140.0 False
432 4150.0 False
433 4160.0 False
434 4170.0 False
435 4180.0 False
436 4188.0 False
437 4196.0 False
438 4204.0 False
439 4214.0 False
440 4224.0 False
441 4234.0 False
442 4242.0 False
443 4252.0 False
[384 rows x 12 columns]
Convolving cue_hand_LEFT...
Convolving cue_hand_RIGHT...
Convolving cue_eye_LEFT...
Convolving cue_eye_RIGHT...
Convolving resp_hand_LEFT...
Convolving resp_hand_RIGHT...
Convolving resp_eye_LEFT...
Convolving resp_eye_RIGHT...
Convolving cue_RIGHT...
Convolving cue_LEFT...
Convolving cue_NEU...
Convolving cue_SPD...
Convolving cue_ACC...
Convolving stimulus_1_RIGHT...
Convolving stimulus_1_LEFT...
Convolving stimulus_1_NEU...
Convolving stimulus_1_SPD...
Convolving stimulus_1_ACC...
Convolving stimulus_0_RIGHT...
Convolving stimulus_0_LEFT...
Convolving stimulus_0_NEU...
Convolving stimulus_0_SPD...
Convolving stimulus_0_ACC...
['cue_hand_LEFT', 'cue_hand_RIGHT', 'cue_eye_LEFT', 'cue_eye_RIGHT', 'resp_hand_LEFT', 'resp_hand_RIGHT', 'resp_eye_LEFT', 'resp_eye_RIGHT', 'cue_RIGHT', 'cue_LEFT', 'cue_NEU', 'cue_SPD', 'cue_ACC', 'stimulus_1_RIGHT', 'stimulus_1_LEFT', 'stimulus_1_NEU', 'stimulus_1_SPD', 'stimulus_1_ACC', 'stimulus_0_RIGHT', 'stimulus_0_LEFT', 'stimulus_0_NEU', 'stimulus_0_SPD', 'stimulus_0_ACC']
Processing participant 43
trial_type correct_answer response_modality block_trial_ID block \
24 0.0 0.0 eye 0 1
25 4.0 0.0 eye 1 1
26 5.0 1.0 eye 2 1
27 2.0 0.0 eye 3 1
28 3.0 1.0 eye 4 1
29 2.0 0.0 eye 5 1
31 2.0 0.0 eye 7 1
32 4.0 0.0 eye 8 1
33 1.0 1.0 eye 9 1
34 4.0 0.0 eye 10 1
35 4.0 0.0 eye 11 1
36 2.0 0.0 eye 12 1
37 3.0 1.0 eye 13 1
38 1.0 1.0 eye 14 1
39 1.0 1.0 eye 15 1
41 2.0 0.0 eye 17 1
42 1.0 1.0 eye 18 1
43 5.0 1.0 eye 19 1
44 5.0 1.0 eye 20 1
45 3.0 1.0 eye 21 1
46 0.0 0.0 eye 22 1
48 5.0 1.0 eye 24 1
49 1.0 1.0 eye 25 1
50 4.0 0.0 eye 26 1
51 3.0 1.0 eye 27 1
52 0.0 0.0 eye 28 1
53 5.0 1.0 eye 29 1
55 1.0 1.0 eye 31 1
56 3.0 1.0 eye 32 1
57 1.0 1.0 eye 33 1
.. ... ... ... ... ...
413 3.0 1.0 eye 74 4
414 3.0 1.0 eye 75 4
415 0.0 0.0 eye 76 4
416 2.0 0.0 eye 77 4
417 0.0 0.0 eye 78 4
418 0.0 0.0 eye 79 4
419 1.0 1.0 eye 80 4
420 3.0 1.0 eye 81 4
421 2.0 0.0 eye 82 4
422 2.0 0.0 eye 83 4
423 1.0 1.0 eye 84 4
424 1.0 1.0 eye 85 4
425 1.0 1.0 eye 86 4
426 1.0 1.0 eye 87 4
427 2.0 0.0 eye 88 4
428 0.0 0.0 eye 89 4
429 2.0 0.0 eye 90 4
431 0.0 0.0 eye 92 4
432 1.0 1.0 eye 93 4
433 3.0 1.0 eye 94 4
434 3.0 1.0 eye 95 4
435 0.0 0.0 eye 96 4
436 1.0 1.0 eye 97 4
437 0.0 0.0 eye 98 4
438 2.0 0.0 eye 99 4
439 0.0 0.0 eye 100 4
440 0.0 0.0 eye 101 4
441 3.0 1.0 eye 102 4
442 1.0 1.0 eye 103 4
443 0.0 0.0 eye 104 4
phase_2 phase_4 cue cue_onset_time stimulus_onset_time \
24 4.8 1.5 NEU 376.5 381.8
25 4.8 1.5 RIGHT 385.5 390.3
26 4.8 1.5 RIGHT 394.0 398.8
27 4.8 1.5 LEFT 402.0 407.8
28 4.8 1.5 LEFT 411.0 416.3
29 4.8 1.5 LEFT 421.5 426.3
31 4.8 1.5 LEFT 441.5 446.3
32 4.8 1.5 RIGHT 450.5 455.3
33 4.8 1.5 NEU 458.5 464.8
34 4.8 1.5 RIGHT 468.5 473.3
35 4.8 1.5 RIGHT 477.5 482.8
36 4.8 1.5 LEFT 487.5 493.3
37 4.8 1.5 LEFT 497.0 502.8
38 4.8 1.5 NEU 506.0 512.3
39 4.8 1.5 NEU 517.5 522.3
41 4.8 1.5 LEFT 534.0 539.8
42 4.8 1.5 NEU 542.5 547.8
43 4.8 1.5 RIGHT 551.0 555.8
44 4.8 1.5 RIGHT 558.5 563.3
45 4.8 1.5 LEFT 567.5 573.8
46 4.8 1.5 NEU 577.0 582.8
48 4.8 1.5 RIGHT 596.5 602.3
49 4.8 1.5 NEU 607.5 613.3
50 4.8 1.5 RIGHT 617.5 622.8
51 4.8 1.5 LEFT 626.0 631.8
52 4.8 1.5 NEU 635.0 640.3
53 4.8 1.5 RIGHT 644.0 649.3
55 4.8 1.5 NEU 661.0 665.8
56 4.8 1.5 LEFT 668.0 673.8
57 4.8 1.5 NEU 676.5 681.8
.. ... ... ... ... ...
413 4.8 1.5 ACC 3991.0 3997.3
414 4.8 1.5 ACC 4000.5 4006.8
415 4.8 1.5 SPD 4011.0 4015.8
416 4.8 1.5 ACC 4019.5 4024.8
417 4.8 1.5 SPD 4028.0 4033.3
418 4.8 1.5 SPD 4036.0 4042.3
419 4.8 1.5 SPD 4047.5 4053.3
420 4.8 1.5 ACC 4056.5 4061.8
421 4.8 1.5 ACC 4065.5 4071.8
422 4.8 1.5 ACC 4074.0 4080.3
423 4.8 1.5 SPD 4085.5 4091.3
424 4.8 1.5 SPD 4094.5 4099.8
425 4.8 1.5 SPD 4103.0 4107.8
426 4.8 1.5 SPD 4110.5 4115.3
427 4.8 1.5 ACC 4118.5 4123.3
428 4.8 1.5 SPD 4127.5 4132.3
429 4.8 1.5 ACC 4137.5 4142.8
431 4.8 1.5 SPD 4157.5 4162.3
432 4.8 1.5 SPD 4167.5 4172.8
433 4.8 1.5 ACC 4177.5 4183.3
434 4.8 1.5 ACC 4186.0 4192.3
435 4.8 1.5 SPD 4197.0 4203.3
436 4.8 1.5 SPD 4207.0 4211.8
437 4.8 1.5 SPD 4214.0 4219.8
438 4.8 1.5 ACC 4223.5 4229.3
439 4.8 1.5 SPD 4232.0 4237.8
440 4.8 1.5 SPD 4241.5 4246.8
441 4.8 1.5 ACC 4250.5 4256.8
442 4.8 1.5 SPD 4261.5 4267.3
443 4.8 1.5 SPD 4270.0 4275.3
trial_start_time null_trial
24 376.0 False
25 384.0 False
26 394.0 False
27 402.0 False
28 410.0 False
29 420.0 False
31 440.0 False
32 450.0 False
33 458.0 False
34 468.0 False
35 476.0 False
36 486.0 False
37 496.0 False
38 506.0 False
39 516.0 False
41 534.0 False
42 542.0 False
43 550.0 False
44 558.0 False
45 566.0 False
46 576.0 False
48 596.0 False
49 606.0 False
50 616.0 False
51 626.0 False
52 634.0 False
53 644.0 False
55 660.0 False
56 668.0 False
57 676.0 False
.. ... ...
413 3990.0 False
414 4000.0 False
415 4010.0 False
416 4018.0 False
417 4028.0 False
418 4036.0 False
419 4046.0 False
420 4056.0 False
421 4064.0 False
422 4074.0 False
423 4084.0 False
424 4094.0 False
425 4102.0 False
426 4110.0 False
427 4118.0 False
428 4126.0 False
429 4136.0 False
431 4156.0 False
432 4166.0 False
433 4176.0 False
434 4186.0 False
435 4196.0 False
436 4206.0 False
437 4214.0 False
438 4222.0 False
439 4232.0 False
440 4240.0 False
441 4250.0 False
442 4260.0 False
443 4270.0 False
[384 rows x 12 columns]
Convolving cue_hand_LEFT...
Convolving cue_hand_RIGHT...
Convolving cue_eye_LEFT...
Convolving cue_eye_RIGHT...
Convolving resp_hand_LEFT...
Convolving resp_hand_RIGHT...
Convolving resp_eye_LEFT...
Convolving resp_eye_RIGHT...
Convolving cue_NEU...
Convolving cue_RIGHT...
Convolving cue_LEFT...
Convolving cue_SPD...
Convolving cue_ACC...
Convolving stimulus_0_NEU...
Convolving stimulus_0_RIGHT...
Convolving stimulus_0_LEFT...
Convolving stimulus_0_SPD...
Convolving stimulus_0_ACC...
Convolving stimulus_1_NEU...
Convolving stimulus_1_RIGHT...
Convolving stimulus_1_LEFT...
Convolving stimulus_1_SPD...
Convolving stimulus_1_ACC...
['cue_hand_LEFT', 'cue_hand_RIGHT', 'cue_eye_LEFT', 'cue_eye_RIGHT', 'resp_hand_LEFT', 'resp_hand_RIGHT', 'resp_eye_LEFT', 'resp_eye_RIGHT', 'cue_NEU', 'cue_RIGHT', 'cue_LEFT', 'cue_SPD', 'cue_ACC', 'stimulus_0_NEU', 'stimulus_0_RIGHT', 'stimulus_0_LEFT', 'stimulus_0_SPD', 'stimulus_0_ACC', 'stimulus_1_NEU', 'stimulus_1_RIGHT', 'stimulus_1_LEFT', 'stimulus_1_SPD', 'stimulus_1_ACC']
Processing participant 44
trial_type correct_answer response_modality block_trial_ID block \
24 5.0 1.0 eye 0 1
25 3.0 1.0 eye 1 1
26 1.0 1.0 eye 2 1
27 1.0 1.0 eye 3 1
29 1.0 1.0 eye 5 1
30 4.0 0.0 eye 6 1
31 3.0 1.0 eye 7 1
32 4.0 0.0 eye 8 1
33 2.0 0.0 eye 9 1
34 4.0 0.0 eye 10 1
35 5.0 1.0 eye 11 1
36 1.0 1.0 eye 12 1
37 0.0 0.0 eye 13 1
39 1.0 1.0 eye 15 1
40 0.0 0.0 eye 16 1
41 4.0 0.0 eye 17 1
42 1.0 1.0 eye 18 1
43 2.0 0.0 eye 19 1
44 2.0 0.0 eye 20 1
45 3.0 1.0 eye 21 1
46 4.0 0.0 eye 22 1
47 2.0 0.0 eye 23 1
49 5.0 1.0 eye 25 1
50 2.0 0.0 eye 26 1
51 0.0 0.0 eye 27 1
52 2.0 0.0 eye 28 1
53 0.0 0.0 eye 29 1
54 3.0 1.0 eye 30 1
55 0.0 0.0 eye 31 1
56 1.0 1.0 eye 32 1
.. ... ... ... ... ...
413 3.0 1.0 hand 74 4
414 5.0 1.0 hand 75 4
415 2.0 0.0 hand 76 4
416 3.0 1.0 hand 77 4
417 1.0 1.0 hand 78 4
418 0.0 0.0 hand 79 4
419 1.0 1.0 hand 80 4
420 5.0 1.0 hand 81 4
421 3.0 1.0 hand 82 4
423 1.0 1.0 hand 84 4
424 2.0 0.0 hand 85 4
425 0.0 0.0 hand 86 4
426 2.0 0.0 hand 87 4
427 5.0 1.0 hand 88 4
428 3.0 1.0 hand 89 4
429 5.0 1.0 hand 90 4
430 4.0 0.0 hand 91 4
431 5.0 1.0 hand 92 4
432 4.0 0.0 hand 93 4
433 3.0 1.0 hand 94 4
434 2.0 0.0 hand 95 4
435 2.0 0.0 hand 96 4
436 0.0 0.0 hand 97 4
437 1.0 1.0 hand 98 4
438 3.0 1.0 hand 99 4
439 1.0 1.0 hand 100 4
440 4.0 0.0 hand 101 4
441 5.0 1.0 hand 102 4
442 4.0 0.0 hand 103 4
443 5.0 1.0 hand 104 4
phase_2 phase_4 cue cue_onset_time stimulus_onset_time \
24 4.8 1.5 RIGHT 374.0 378.8
25 4.8 1.5 LEFT 383.0 389.3
26 4.8 1.5 NEU 393.5 398.8
27 4.8 1.5 NEU 403.5 408.8
29 4.8 1.5 NEU 421.0 427.3
30 4.8 1.5 RIGHT 431.0 436.3
31 4.8 1.5 LEFT 440.5 445.8
32 4.8 1.5 RIGHT 449.0 454.8
33 4.8 1.5 LEFT 458.0 462.8
34 4.8 1.5 RIGHT 467.5 473.8
35 4.8 1.5 RIGHT 477.0 483.3
36 4.8 1.5 NEU 487.5 493.3
37 4.8 1.5 NEU 497.5 502.3
39 4.8 1.5 NEU 517.5 523.3
40 4.8 1.5 NEU 526.5 532.8
41 4.8 1.5 RIGHT 537.0 543.3
42 4.8 1.5 NEU 546.5 551.8
43 4.8 1.5 LEFT 555.5 560.3
44 4.8 1.5 LEFT 564.0 570.3
45 4.8 1.5 LEFT 575.5 581.3
46 4.8 1.5 RIGHT 585.5 590.3
47 4.8 1.5 LEFT 595.5 601.8
49 4.8 1.5 RIGHT 614.0 619.8
50 4.8 1.5 LEFT 622.5 627.8
51 4.8 1.5 NEU 631.5 636.3
52 4.8 1.5 LEFT 640.5 646.8
53 4.8 1.5 NEU 651.5 657.8
54 4.8 1.5 LEFT 661.0 666.3
55 4.8 1.5 NEU 670.0 675.3
56 4.8 1.5 NEU 678.5 684.8
.. ... ... ... ... ...
413 4.8 1.5 LEFT 3966.5 3971.3
414 4.8 1.5 RIGHT 3974.0 3980.3
415 4.8 1.5 LEFT 3985.5 3990.3
416 4.8 1.5 LEFT 3995.5 4001.3
417 4.8 1.5 NEU 4005.5 4011.3
418 4.8 1.5 NEU 4015.0 4019.8
419 4.8 1.5 NEU 4023.5 4028.3
420 4.8 1.5 RIGHT 4033.5 4039.3
421 4.8 1.5 LEFT 4043.5 4049.8
423 4.8 1.5 NEU 4063.0 4069.3
424 4.8 1.5 LEFT 4073.5 4079.3
425 4.8 1.5 NEU 4083.5 4088.3
426 4.8 1.5 LEFT 4092.5 4098.3
427 4.8 1.5 RIGHT 4103.5 4108.3
428 4.8 1.5 LEFT 4112.5 4118.8
429 4.8 1.5 RIGHT 4123.0 4127.8
430 4.8 1.5 RIGHT 4131.0 4136.3
431 4.8 1.5 RIGHT 4141.5 4146.3
432 4.8 1.5 RIGHT 4150.5 4156.8
433 4.8 1.5 LEFT 4161.0 4167.3
434 4.8 1.5 LEFT 4171.0 4175.8
435 4.8 1.5 LEFT 4179.5 4184.8
436 4.8 1.5 NEU 4189.5 4194.3
437 4.8 1.5 NEU 4198.0 4204.3
438 4.8 1.5 LEFT 4209.0 4214.3
439 4.8 1.5 NEU 4219.0 4223.8
440 4.8 1.5 RIGHT 4227.0 4231.8
441 4.8 1.5 RIGHT 4234.5 4240.3
442 4.8 1.5 RIGHT 4244.5 4249.8
443 4.8 1.5 RIGHT 4252.0 4256.8
trial_start_time null_trial
24 374.0 False
25 382.0 False
26 392.0 False
27 402.0 False
29 420.0 False
30 430.0 False
31 440.0 False
32 448.0 False
33 458.0 False
34 466.0 False
35 476.0 False
36 486.0 False
37 496.0 False
39 516.0 False
40 526.0 False
41 536.0 False
42 546.0 False
43 554.0 False
44 564.0 False
45 574.0 False
46 584.0 False
47 594.0 False
49 614.0 False
50 622.0 False
51 630.0 False
52 640.0 False
53 650.0 False
54 660.0 False
55 670.0 False
56 678.0 False
.. ... ...
413 3966.0 False
414 3974.0 False
415 3984.0 False
416 3994.0 False
417 4004.0 False
418 4014.0 False
419 4022.0 False
420 4032.0 False
421 4042.0 False
423 4062.0 False
424 4072.0 False
425 4082.0 False
426 4092.0 False
427 4102.0 False
428 4112.0 False
429 4122.0 False
430 4130.0 False
431 4140.0 False
432 4150.0 False
433 4160.0 False
434 4170.0 False
435 4178.0 False
436 4188.0 False
437 4198.0 False
438 4208.0 False
439 4218.0 False
440 4226.0 False
441 4234.0 False
442 4244.0 False
443 4252.0 False
[384 rows x 12 columns]
Convolving cue_hand_LEFT...
Convolving cue_hand_RIGHT...
Convolving cue_eye_LEFT...
Convolving cue_eye_RIGHT...
Convolving resp_hand_LEFT...
Convolving resp_hand_RIGHT...
Convolving resp_eye_LEFT...
Convolving resp_eye_RIGHT...
Convolving cue_RIGHT...
Convolving cue_LEFT...
Convolving cue_NEU...
Convolving cue_ACC...
Convolving cue_SPD...
Convolving stimulus_1_RIGHT...
Convolving stimulus_1_LEFT...
Convolving stimulus_1_NEU...
Convolving stimulus_1_ACC...
Convolving stimulus_1_SPD...
Convolving stimulus_0_RIGHT...
Convolving stimulus_0_LEFT...
Convolving stimulus_0_NEU...
Convolving stimulus_0_ACC...
Convolving stimulus_0_SPD...
['cue_hand_LEFT', 'cue_hand_RIGHT', 'cue_eye_LEFT', 'cue_eye_RIGHT', 'resp_hand_LEFT', 'resp_hand_RIGHT', 'resp_eye_LEFT', 'resp_eye_RIGHT', 'cue_RIGHT', 'cue_LEFT', 'cue_NEU', 'cue_ACC', 'cue_SPD', 'stimulus_1_RIGHT', 'stimulus_1_LEFT', 'stimulus_1_NEU', 'stimulus_1_ACC', 'stimulus_1_SPD', 'stimulus_0_RIGHT', 'stimulus_0_LEFT', 'stimulus_0_NEU', 'stimulus_0_ACC', 'stimulus_0_SPD']
Processing participant 45
trial_type correct_answer response_modality block_trial_ID block \
24 0.0 0.0 eye 0 1
25 2.0 0.0 eye 1 1
26 3.0 1.0 eye 2 1
27 4.0 0.0 eye 3 1
28 1.0 1.0 eye 4 1
29 2.0 0.0 eye 5 1
30 0.0 0.0 eye 6 1
32 4.0 0.0 eye 8 1
33 5.0 1.0 eye 9 1
34 4.0 0.0 eye 10 1
35 2.0 0.0 eye 11 1
36 1.0 1.0 eye 12 1
37 3.0 1.0 eye 13 1
38 3.0 1.0 eye 14 1
39 5.0 1.0 eye 15 1
40 4.0 0.0 eye 16 1
41 4.0 0.0 eye 17 1
42 2.0 0.0 eye 18 1
43 4.0 0.0 eye 19 1
44 5.0 1.0 eye 20 1
45 1.0 1.0 eye 21 1
46 2.0 0.0 eye 22 1
48 0.0 0.0 eye 24 1
49 3.0 1.0 eye 25 1
50 5.0 1.0 eye 26 1
51 0.0 0.0 eye 27 1
52 0.0 0.0 eye 28 1
53 5.0 1.0 eye 29 1
54 4.0 0.0 eye 30 1
55 2.0 0.0 eye 31 1
.. ... ... ... ... ...
412 0.0 0.0 hand 73 4
413 0.0 0.0 hand 74 4
414 1.0 1.0 hand 75 4
416 2.0 0.0 hand 77 4
417 3.0 1.0 hand 78 4
418 3.0 1.0 hand 79 4
419 3.0 1.0 hand 80 4
420 0.0 0.0 hand 81 4
421 2.0 0.0 hand 82 4
422 1.0 1.0 hand 83 4
423 3.0 1.0 hand 84 4
424 0.0 0.0 hand 85 4
426 2.0 0.0 hand 87 4
427 1.0 1.0 hand 88 4
428 1.0 1.0 hand 89 4
429 0.0 0.0 hand 90 4
430 0.0 0.0 hand 91 4
431 2.0 0.0 hand 92 4
432 2.0 0.0 hand 93 4
433 1.0 1.0 hand 94 4
434 3.0 1.0 hand 95 4
435 1.0 1.0 hand 96 4
436 0.0 0.0 hand 97 4
437 0.0 0.0 hand 98 4
438 3.0 1.0 hand 99 4
439 3.0 1.0 hand 100 4
440 1.0 1.0 hand 101 4
441 3.0 1.0 hand 102 4
442 0.0 0.0 hand 103 4
443 0.0 0.0 hand 104 4
phase_2 phase_4 cue cue_onset_time stimulus_onset_time \
24 4.8 1.5 NEU 370.0 375.8
25 4.8 1.5 LEFT 378.0 383.8
26 4.8 1.5 LEFT 387.5 392.3
27 4.8 1.5 RIGHT 397.0 401.8
28 4.8 1.5 NEU 405.5 411.3
29 4.8 1.5 LEFT 414.0 419.3
30 4.8 1.5 NEU 422.0 427.8
32 4.8 1.5 RIGHT 441.0 447.3
33 4.8 1.5 RIGHT 450.5 455.3
34 4.8 1.5 RIGHT 459.5 464.8
35 4.8 1.5 LEFT 468.5 474.8
36 4.8 1.5 NEU 478.0 483.8
37 4.8 1.5 LEFT 487.0 493.3
38 4.8 1.5 LEFT 496.5 501.3
39 4.8 1.5 RIGHT 505.5 511.3
40 4.8 1.5 RIGHT 514.0 519.8
41 4.8 1.5 RIGHT 523.0 527.8
42 4.8 1.5 LEFT 530.0 535.8
43 4.8 1.5 RIGHT 538.5 544.3
44 4.8 1.5 RIGHT 548.0 553.3
45 4.8 1.5 NEU 556.5 562.8
46 4.8 1.5 LEFT 566.0 571.3
48 4.8 1.5 NEU 583.5 588.3
49 4.8 1.5 LEFT 592.5 597.8
50 4.8 1.5 RIGHT 601.5 607.3
51 4.8 1.5 NEU 611.0 616.8
52 4.8 1.5 NEU 620.5 625.8
53 4.8 1.5 RIGHT 629.0 634.3
54 4.8 1.5 RIGHT 638.5 643.8
55 4.8 1.5 LEFT 647.0 653.3
.. ... ... ... ... ...
412 4.8 1.5 SPD 3950.5 3955.8
413 4.8 1.5 SPD 3959.5 3964.3
414 4.8 1.5 SPD 3969.0 3975.3
416 4.8 1.5 ACC 3988.0 3993.8
417 4.8 1.5 ACC 3996.5 4002.3
418 4.8 1.5 ACC 4007.0 4011.8
419 4.8 1.5 ACC 4014.0 4019.3
420 4.8 1.5 SPD 4022.0 4027.8
421 4.8 1.5 ACC 4030.5 4036.8
422 4.8 1.5 SPD 4041.5 4046.3
423 4.8 1.5 ACC 4050.0 4056.3
424 4.8 1.5 SPD 4060.0 4066.3
426 4.8 1.5 ACC 4081.0 4087.3
427 4.8 1.5 SPD 4091.0 4096.8
428 4.8 1.5 SPD 4101.5 4106.3
429 4.8 1.5 SPD 4110.5 4116.8
430 4.8 1.5 SPD 4121.5 4126.8
431 4.8 1.5 ACC 4131.0 4135.8
432 4.8 1.5 ACC 4138.0 4142.8
433 4.8 1.5 SPD 4147.0 4152.3
434 4.8 1.5 ACC 4157.0 4162.8
435 4.8 1.5 SPD 4166.0 4171.3
436 4.8 1.5 SPD 4174.0 4180.3
437 4.8 1.5 SPD 4185.5 4191.8
438 4.8 1.5 ACC 4195.0 4200.3
439 4.8 1.5 ACC 4205.0 4210.3
440 4.8 1.5 SPD 4214.0 4219.8
441 4.8 1.5 ACC 4223.0 4228.3
442 4.8 1.5 SPD 4232.5 4237.3
443 4.8 1.5 SPD 4240.0 4245.8
trial_start_time null_trial
24 370.0 False
25 378.0 False
26 386.0 False
27 396.0 False
28 404.0 False
29 414.0 False
30 422.0 False
32 440.0 False
33 450.0 False
34 458.0 False
35 468.0 False
36 478.0 False
37 486.0 False
38 496.0 False
39 504.0 False
40 514.0 False
41 522.0 False
42 530.0 False
43 538.0 False
44 548.0 False
45 556.0 False
46 566.0 False
48 582.0 False
49 592.0 False
50 600.0 False
51 610.0 False
52 620.0 False
53 628.0 False
54 638.0 False
55 646.0 False
.. ... ...
412 3950.0 False
413 3958.0 False
414 3968.0 False
416 3988.0 False
417 3996.0 False
418 4006.0 False
419 4014.0 False
420 4022.0 False
421 4030.0 False
422 4040.0 False
423 4050.0 False
424 4060.0 False
426 4080.0 False
427 4090.0 False
428 4100.0 False
429 4110.0 False
430 4120.0 False
431 4130.0 False
432 4138.0 False
433 4146.0 False
434 4156.0 False
435 4166.0 False
436 4174.0 False
437 4184.0 False
438 4194.0 False
439 4204.0 False
440 4214.0 False
441 4222.0 False
442 4232.0 False
443 4240.0 False
[384 rows x 12 columns]
Convolving cue_hand_LEFT...
Convolving cue_hand_RIGHT...
Convolving cue_eye_LEFT...
Convolving cue_eye_RIGHT...
Convolving resp_hand_LEFT...
Convolving resp_hand_RIGHT...
Convolving resp_eye_LEFT...
Convolving resp_eye_RIGHT...
Convolving cue_NEU...
Convolving cue_LEFT...
Convolving cue_RIGHT...
Convolving cue_ACC...
Convolving cue_SPD...
Convolving stimulus_0_NEU...
Convolving stimulus_0_LEFT...
Convolving stimulus_0_RIGHT...
Convolving stimulus_0_ACC...
Convolving stimulus_0_SPD...
Convolving stimulus_1_NEU...
Convolving stimulus_1_LEFT...
Convolving stimulus_1_RIGHT...
Convolving stimulus_1_ACC...
Convolving stimulus_1_SPD...
['cue_hand_LEFT', 'cue_hand_RIGHT', 'cue_eye_LEFT', 'cue_eye_RIGHT', 'resp_hand_LEFT', 'resp_hand_RIGHT', 'resp_eye_LEFT', 'resp_eye_RIGHT', 'cue_NEU', 'cue_LEFT', 'cue_RIGHT', 'cue_ACC', 'cue_SPD', 'stimulus_0_NEU', 'stimulus_0_LEFT', 'stimulus_0_RIGHT', 'stimulus_0_ACC', 'stimulus_0_SPD', 'stimulus_1_NEU', 'stimulus_1_LEFT', 'stimulus_1_RIGHT', 'stimulus_1_ACC', 'stimulus_1_SPD']
Processing participant 46
trial_type correct_answer response_modality block_trial_ID block \
24 1.0 1.0 eye 0 1
25 5.0 1.0 eye 1 1
26 3.0 1.0 eye 2 1
27 1.0 1.0 eye 3 1
28 0.0 0.0 eye 4 1
29 5.0 1.0 eye 5 1
30 5.0 1.0 eye 6 1
32 0.0 0.0 eye 8 1
33 4.0 0.0 eye 9 1
34 1.0 1.0 eye 10 1
35 5.0 1.0 eye 11 1
36 3.0 1.0 eye 12 1
37 1.0 1.0 eye 13 1
39 4.0 0.0 eye 15 1
40 0.0 0.0 eye 16 1
41 3.0 1.0 eye 17 1
42 5.0 1.0 eye 18 1
43 0.0 0.0 eye 19 1
44 4.0 0.0 eye 20 1
45 5.0 1.0 eye 21 1
46 3.0 1.0 eye 22 1
47 2.0 0.0 eye 23 1
48 5.0 1.0 eye 24 1
49 0.0 0.0 eye 25 1
50 4.0 0.0 eye 26 1
51 0.0 0.0 eye 27 1
53 3.0 1.0 eye 29 1
54 4.0 0.0 eye 30 1
55 2.0 0.0 eye 31 1
56 3.0 1.0 eye 32 1
.. ... ... ... ... ...
412 2.0 0.0 eye 73 4
413 1.0 1.0 eye 74 4
414 1.0 1.0 eye 75 4
415 2.0 0.0 eye 76 4
416 1.0 1.0 eye 77 4
417 2.0 0.0 eye 78 4
418 1.0 1.0 eye 79 4
419 2.0 0.0 eye 80 4
420 1.0 1.0 eye 81 4
421 0.0 0.0 eye 82 4
422 2.0 0.0 eye 83 4
424 3.0 1.0 eye 85 4
425 3.0 1.0 eye 86 4
426 1.0 1.0 eye 87 4
427 2.0 0.0 eye 88 4
428 2.0 0.0 eye 89 4
429 0.0 0.0 eye 90 4
431 2.0 0.0 eye 92 4
432 3.0 1.0 eye 93 4
433 1.0 1.0 eye 94 4
434 3.0 1.0 eye 95 4
435 0.0 0.0 eye 96 4
436 0.0 0.0 eye 97 4
437 1.0 1.0 eye 98 4
438 3.0 1.0 eye 99 4
439 2.0 0.0 eye 100 4
440 1.0 1.0 eye 101 4
441 1.0 1.0 eye 102 4
442 1.0 1.0 eye 103 4
443 2.0 0.0 eye 104 4
phase_2 phase_4 cue cue_onset_time stimulus_onset_time \
24 4.8 1.5 NEU 377.0 383.3
25 4.8 1.5 RIGHT 387.0 391.8
26 4.8 1.5 LEFT 395.5 401.3
27 4.8 1.5 NEU 404.0 409.3
28 4.8 1.5 NEU 412.5 417.3
29 4.8 1.5 RIGHT 421.0 426.3
30 4.8 1.5 RIGHT 430.5 436.3
32 4.8 1.5 NEU 448.0 454.3
33 4.8 1.5 RIGHT 458.0 463.8
34 4.8 1.5 NEU 466.5 472.8
35 4.8 1.5 RIGHT 476.5 481.3
36 4.8 1.5 LEFT 485.5 491.3
37 4.8 1.5 NEU 495.0 499.8
39 4.8 1.5 RIGHT 510.0 515.3
40 4.8 1.5 NEU 519.0 524.3
41 4.8 1.5 LEFT 528.0 532.8
42 4.8 1.5 RIGHT 536.5 542.8
43 4.8 1.5 NEU 546.5 551.8
44 4.8 1.5 RIGHT 555.0 559.8
45 4.8 1.5 RIGHT 562.5 567.8
46 4.8 1.5 LEFT 570.5 576.8
47 4.8 1.5 LEFT 580.0 585.8
48 4.8 1.5 RIGHT 588.5 593.8
49 4.8 1.5 NEU 596.0 601.8
50 4.8 1.5 RIGHT 604.5 609.3
51 4.8 1.5 NEU 613.5 618.3
53 4.8 1.5 LEFT 631.5 636.8
54 4.8 1.5 RIGHT 641.0 646.3
55 4.8 1.5 LEFT 651.5 657.3
56 4.8 1.5 LEFT 661.0 666.8
.. ... ... ... ... ...
412 4.8 1.5 ACC 3956.0 3961.8
413 4.8 1.5 SPD 3965.0 3971.3
414 4.8 1.5 SPD 3974.0 3979.3
415 4.8 1.5 ACC 3983.0 3988.8
416 4.8 1.5 SPD 3993.5 3998.3
417 4.8 1.5 ACC 4002.5 4008.8
418 4.8 1.5 SPD 4012.5 4018.3
419 4.8 1.5 ACC 4023.5 4029.3
420 4.8 1.5 SPD 4033.0 4039.3
421 4.8 1.5 SPD 4043.5 4048.8
422 4.8 1.5 ACC 4052.0 4057.3
424 4.8 1.5 ACC 4071.5 4077.8
425 4.8 1.5 ACC 4081.0 4087.3
426 4.8 1.5 SPD 4091.5 4096.8
427 4.8 1.5 ACC 4100.5 4105.3
428 4.8 1.5 ACC 4108.5 4114.8
429 4.8 1.5 SPD 4118.5 4124.3
431 4.8 1.5 ACC 4138.0 4142.8
432 4.8 1.5 ACC 4147.5 4153.3
433 4.8 1.5 SPD 4157.0 4161.8
434 4.8 1.5 ACC 4165.0 4170.8
435 4.8 1.5 SPD 4174.0 4178.8
436 4.8 1.5 SPD 4183.0 4189.3
437 4.8 1.5 SPD 4193.5 4199.8
438 4.8 1.5 ACC 4202.5 4208.8
439 4.8 1.5 ACC 4213.0 4219.3
440 4.8 1.5 SPD 4222.0 4226.8
441 4.8 1.5 SPD 4231.0 4237.3
442 4.8 1.5 SPD 4240.0 4246.3
443 4.8 1.5 ACC 4250.0 4254.8
trial_start_time null_trial
24 376.0 False
25 386.0 False
26 394.0 False
27 404.0 False
28 412.0 False
29 420.0 False
30 430.0 False
32 448.0 False
33 458.0 False
34 466.0 False
35 476.0 False
36 484.0 False
37 494.0 False
39 510.0 False
40 518.0 False
41 528.0 False
42 536.0 False
43 546.0 False
44 554.0 False
45 562.0 False
46 570.0 False
47 580.0 False
48 588.0 False
49 596.0 False
50 604.0 False
51 612.0 False
53 630.0 False
54 640.0 False
55 650.0 False
56 660.0 False
.. ... ...
412 3956.0 False
413 3964.0 False
414 3974.0 False
415 3982.0 False
416 3992.0 False
417 4002.0 False
418 4012.0 False
419 4022.0 False
420 4032.0 False
421 4042.0 False
422 4052.0 False
424 4070.0 False
425 4080.0 False
426 4090.0 False
427 4100.0 False
428 4108.0 False
429 4118.0 False
431 4138.0 False
432 4146.0 False
433 4156.0 False
434 4164.0 False
435 4174.0 False
436 4182.0 False
437 4192.0 False
438 4202.0 False
439 4212.0 False
440 4222.0 False
441 4230.0 False
442 4240.0 False
443 4250.0 False
[384 rows x 12 columns]
Convolving cue_hand_LEFT...
Convolving cue_hand_RIGHT...
Convolving cue_eye_LEFT...
Convolving cue_eye_RIGHT...
Convolving resp_hand_LEFT...
Convolving resp_hand_RIGHT...
Convolving resp_eye_LEFT...
Convolving resp_eye_RIGHT...
Convolving cue_NEU...
Convolving cue_RIGHT...
Convolving cue_LEFT...
Convolving cue_SPD...
Convolving cue_ACC...
Convolving stimulus_1_NEU...
Convolving stimulus_1_RIGHT...
Convolving stimulus_1_LEFT...
Convolving stimulus_1_SPD...
Convolving stimulus_1_ACC...
Convolving stimulus_0_NEU...
Convolving stimulus_0_RIGHT...
Convolving stimulus_0_LEFT...
Convolving stimulus_0_SPD...
Convolving stimulus_0_ACC...
['cue_hand_LEFT', 'cue_hand_RIGHT', 'cue_eye_LEFT', 'cue_eye_RIGHT', 'resp_hand_LEFT', 'resp_hand_RIGHT', 'resp_eye_LEFT', 'resp_eye_RIGHT', 'cue_NEU', 'cue_RIGHT', 'cue_LEFT', 'cue_SPD', 'cue_ACC', 'stimulus_1_NEU', 'stimulus_1_RIGHT', 'stimulus_1_LEFT', 'stimulus_1_SPD', 'stimulus_1_ACC', 'stimulus_0_NEU', 'stimulus_0_RIGHT', 'stimulus_0_LEFT', 'stimulus_0_SPD', 'stimulus_0_ACC']
Processing participant 47
trial_type correct_answer response_modality block_trial_ID block \
24 5.0 1.0 eye 0 1
25 5.0 1.0 eye 1 1
26 4.0 0.0 eye 2 1
27 1.0 1.0 eye 3 1
29 2.0 0.0 eye 5 1
30 5.0 1.0 eye 6 1
31 0.0 0.0 eye 7 1
32 3.0 1.0 eye 8 1
33 4.0 0.0 eye 9 1
34 1.0 1.0 eye 10 1
35 2.0 0.0 eye 11 1
36 1.0 1.0 eye 12 1
37 0.0 0.0 eye 13 1
39 5.0 1.0 eye 15 1
40 0.0 0.0 eye 16 1
41 0.0 0.0 eye 17 1
42 3.0 1.0 eye 18 1
43 4.0 0.0 eye 19 1
44 1.0 1.0 eye 20 1
45 5.0 1.0 eye 21 1
46 3.0 1.0 eye 22 1
47 2.0 0.0 eye 23 1
48 5.0 1.0 eye 24 1
49 4.0 0.0 eye 25 1
50 0.0 0.0 eye 26 1
51 1.0 1.0 eye 27 1
52 0.0 0.0 eye 28 1
54 2.0 0.0 eye 30 1
55 1.0 1.0 eye 31 1
56 4.0 0.0 eye 32 1
.. ... ... ... ... ...
412 1.0 1.0 hand 73 4
413 2.0 0.0 hand 74 4
414 0.0 0.0 hand 75 4
415 0.0 0.0 hand 76 4
416 1.0 1.0 hand 77 4
417 3.0 1.0 hand 78 4
418 0.0 0.0 hand 79 4
419 2.0 0.0 hand 80 4
421 0.0 0.0 hand 82 4
422 3.0 1.0 hand 83 4
423 1.0 1.0 hand 84 4
424 2.0 0.0 hand 85 4
425 0.0 0.0 hand 86 4
426 3.0 1.0 hand 87 4
427 2.0 0.0 hand 88 4
428 0.0 0.0 hand 89 4
429 3.0 1.0 hand 90 4
431 2.0 0.0 hand 92 4
432 3.0 1.0 hand 93 4
433 3.0 1.0 hand 94 4
434 1.0 1.0 hand 95 4
435 2.0 0.0 hand 96 4
436 2.0 0.0 hand 97 4
437 1.0 1.0 hand 98 4
438 3.0 1.0 hand 99 4
439 2.0 0.0 hand 100 4
440 0.0 0.0 hand 101 4
441 0.0 0.0 hand 102 4
442 1.0 1.0 hand 103 4
443 1.0 1.0 hand 104 4
phase_2 phase_4 cue cue_onset_time stimulus_onset_time \
24 4.8 1.5 RIGHT 368.0 372.8
25 4.8 1.5 RIGHT 376.5 382.8
26 4.8 1.5 RIGHT 387.5 393.8
27 4.8 1.5 NEU 397.5 403.8
29 4.8 1.5 LEFT 415.5 421.3
30 4.8 1.5 RIGHT 424.0 429.3
31 4.8 1.5 NEU 433.0 439.3
32 4.8 1.5 LEFT 442.0 448.3
33 4.8 1.5 RIGHT 452.0 457.3
34 4.8 1.5 NEU 460.5 465.8
35 4.8 1.5 LEFT 468.5 474.3
36 4.8 1.5 NEU 479.5 485.8
37 4.8 1.5 NEU 489.0 494.8
39 4.8 1.5 RIGHT 508.0 512.8
40 4.8 1.5 NEU 516.5 521.8
41 4.8 1.5 NEU 525.0 530.3
42 4.8 1.5 LEFT 535.5 540.8
43 4.8 1.5 RIGHT 544.5 550.3
44 4.8 1.5 NEU 554.0 559.8
45 4.8 1.5 RIGHT 563.5 568.3
46 4.8 1.5 LEFT 573.5 578.3
47 4.8 1.5 LEFT 583.0 587.8
48 4.8 1.5 RIGHT 590.5 596.8
49 4.8 1.5 RIGHT 600.0 605.8
50 4.8 1.5 NEU 608.5 613.3
51 4.8 1.5 NEU 617.5 622.3
52 4.8 1.5 NEU 626.5 631.3
54 4.8 1.5 LEFT 643.0 648.8
55 4.8 1.5 NEU 652.5 657.8
56 4.8 1.5 RIGHT 661.5 667.3
.. ... ... ... ... ...
412 4.8 1.5 SPD 3977.5 3982.3
413 4.8 1.5 ACC 3987.0 3991.8
414 4.8 1.5 SPD 3995.0 4001.3
415 4.8 1.5 SPD 4005.5 4011.3
416 4.8 1.5 SPD 4015.5 4020.8
417 4.8 1.5 ACC 4025.0 4030.3
418 4.8 1.5 SPD 4035.0 4040.8
419 4.8 1.5 ACC 4044.5 4049.8
421 4.8 1.5 SPD 4062.0 4067.8
422 4.8 1.5 ACC 4070.5 4076.8
423 4.8 1.5 SPD 4081.5 4086.8
424 4.8 1.5 ACC 4090.0 4095.8
425 4.8 1.5 SPD 4098.0 4102.8
426 4.8 1.5 ACC 4106.5 4111.8
427 4.8 1.5 ACC 4114.5 4120.8
428 4.8 1.5 SPD 4124.5 4130.8
429 4.8 1.5 ACC 4135.5 4140.3
431 4.8 1.5 ACC 4153.5 4159.8
432 4.8 1.5 ACC 4162.5 4168.3
433 4.8 1.5 ACC 4172.0 4178.3
434 4.8 1.5 SPD 4182.0 4187.3
435 4.8 1.5 ACC 4190.0 4196.3
436 4.8 1.5 ACC 4200.5 4206.8
437 4.8 1.5 SPD 4211.0 4215.8
438 4.8 1.5 ACC 4219.0 4225.3
439 4.8 1.5 ACC 4229.0 4234.3
440 4.8 1.5 SPD 4239.0 4244.3
441 4.8 1.5 SPD 4249.0 4255.3
442 4.8 1.5 SPD 4259.5 4264.3
443 4.8 1.5 SPD 4269.0 4275.3
trial_start_time null_trial
24 368.0 False
25 376.0 False
26 386.0 False
27 396.0 False
29 414.0 False
30 424.0 False
31 432.0 False
32 442.0 False
33 452.0 False
34 460.0 False
35 468.0 False
36 478.0 False
37 488.0 False
39 508.0 False
40 516.0 False
41 524.0 False
42 534.0 False
43 544.0 False
44 554.0 False
45 562.0 False
46 572.0 False
47 582.0 False
48 590.0 False
49 600.0 False
50 608.0 False
51 616.0 False
52 626.0 False
54 642.0 False
55 652.0 False
56 660.0 False
.. ... ...
412 3976.0 False
413 3986.0 False
414 3994.0 False
415 4004.0 False
416 4014.0 False
417 4024.0 False
418 4034.0 False
419 4044.0 False
421 4062.0 False
422 4070.0 False
423 4080.0 False
424 4090.0 False
425 4098.0 False
426 4106.0 False
427 4114.0 False
428 4124.0 False
429 4134.0 False
431 4152.0 False
432 4162.0 False
433 4172.0 False
434 4182.0 False
435 4190.0 False
436 4200.0 False
437 4210.0 False
438 4218.0 False
439 4228.0 False
440 4238.0 False
441 4248.0 False
442 4258.0 False
443 4268.0 False
[384 rows x 12 columns]
Convolving cue_hand_LEFT...
Convolving cue_hand_RIGHT...
Convolving cue_eye_LEFT...
Convolving cue_eye_RIGHT...
Convolving resp_hand_LEFT...
Convolving resp_hand_RIGHT...
Convolving resp_eye_LEFT...
Convolving resp_eye_RIGHT...
Convolving cue_RIGHT...
Convolving cue_NEU...
Convolving cue_LEFT...
Convolving cue_ACC...
Convolving cue_SPD...
Convolving stimulus_1_RIGHT...
Convolving stimulus_1_NEU...
Convolving stimulus_1_LEFT...
Convolving stimulus_1_ACC...
Convolving stimulus_1_SPD...
Convolving stimulus_0_RIGHT...
Convolving stimulus_0_NEU...
Convolving stimulus_0_LEFT...
Convolving stimulus_0_ACC...
Convolving stimulus_0_SPD...
['cue_hand_LEFT', 'cue_hand_RIGHT', 'cue_eye_LEFT', 'cue_eye_RIGHT', 'resp_hand_LEFT', 'resp_hand_RIGHT', 'resp_eye_LEFT', 'resp_eye_RIGHT', 'cue_RIGHT', 'cue_NEU', 'cue_LEFT', 'cue_ACC', 'cue_SPD', 'stimulus_1_RIGHT', 'stimulus_1_NEU', 'stimulus_1_LEFT', 'stimulus_1_ACC', 'stimulus_1_SPD', 'stimulus_0_RIGHT', 'stimulus_0_NEU', 'stimulus_0_LEFT', 'stimulus_0_ACC', 'stimulus_0_SPD']
Processing participant 48
trial_type correct_answer response_modality block_trial_ID block \
24 0.0 0.0 hand 0 1
25 0.0 0.0 hand 1 1
26 1.0 1.0 hand 2 1
27 3.0 1.0 hand 3 1
28 1.0 1.0 hand 4 1
29 3.0 1.0 hand 5 1
30 0.0 0.0 hand 6 1
31 2.0 0.0 hand 7 1
32 2.0 0.0 hand 8 1
33 0.0 0.0 hand 9 1
34 1.0 1.0 hand 10 1
35 2.0 0.0 hand 11 1
36 3.0 1.0 hand 12 1
37 3.0 1.0 hand 13 1
38 3.0 1.0 hand 14 1
40 1.0 1.0 hand 16 1
41 0.0 0.0 hand 17 1
42 2.0 0.0 hand 18 1
43 0.0 0.0 hand 19 1
44 1.0 1.0 hand 20 1
45 1.0 1.0 hand 21 1
46 3.0 1.0 hand 22 1
47 2.0 0.0 hand 23 1
49 1.0 1.0 hand 25 1
50 0.0 0.0 hand 26 1
51 0.0 0.0 hand 27 1
52 0.0 0.0 hand 28 1
53 2.0 0.0 hand 29 1
54 3.0 1.0 hand 30 1
55 0.0 0.0 hand 31 1
.. ... ... ... ... ...
412 5.0 1.0 eye 73 4
413 3.0 1.0 eye 74 4
414 5.0 1.0 eye 75 4
415 2.0 0.0 eye 76 4
416 4.0 0.0 eye 77 4
417 1.0 1.0 eye 78 4
418 2.0 0.0 eye 79 4
419 4.0 0.0 eye 80 4
420 4.0 0.0 eye 81 4
421 4.0 0.0 eye 82 4
423 5.0 1.0 eye 84 4
424 1.0 1.0 eye 85 4
425 4.0 0.0 eye 86 4
426 5.0 1.0 eye 87 4
427 1.0 1.0 eye 88 4
428 4.0 0.0 eye 89 4
430 3.0 1.0 eye 91 4
431 3.0 1.0 eye 92 4
432 2.0 0.0 eye 93 4
433 0.0 0.0 eye 94 4
434 1.0 1.0 eye 95 4
435 5.0 1.0 eye 96 4
436 4.0 0.0 eye 97 4
437 4.0 0.0 eye 98 4
438 1.0 1.0 eye 99 4
439 2.0 0.0 eye 100 4
440 4.0 0.0 eye 101 4
441 2.0 0.0 eye 102 4
442 0.0 0.0 eye 103 4
443 5.0 1.0 eye 104 4
phase_2 phase_4 cue cue_onset_time stimulus_onset_time \
24 4.8 1.5 SPD 379.0 384.3
25 4.8 1.5 SPD 389.0 395.3
26 4.8 1.5 SPD 398.0 404.3
27 4.8 1.5 ACC 408.5 413.3
28 4.8 1.5 SPD 416.5 421.8
29 4.8 1.5 ACC 425.0 430.8
30 4.8 1.5 SPD 435.0 440.3
31 4.8 1.5 ACC 445.0 450.8
32 4.8 1.5 ACC 454.0 459.8
33 4.8 1.5 SPD 463.0 469.3
34 4.8 1.5 SPD 472.0 476.8
35 4.8 1.5 ACC 480.0 485.3
36 4.8 1.5 ACC 488.5 494.8
37 4.8 1.5 ACC 499.0 505.3
38 4.8 1.5 ACC 509.0 515.3
40 4.8 1.5 SPD 527.0 531.8
41 4.8 1.5 SPD 535.0 541.3
42 4.8 1.5 ACC 544.0 548.8
43 4.8 1.5 SPD 552.5 557.8
44 4.8 1.5 SPD 560.5 566.8
45 4.8 1.5 SPD 571.0 577.3
46 4.8 1.5 ACC 580.0 584.8
47 4.8 1.5 ACC 589.5 594.8
49 4.8 1.5 SPD 608.0 614.3
50 4.8 1.5 SPD 618.5 623.3
51 4.8 1.5 SPD 626.0 631.8
52 4.8 1.5 SPD 634.5 640.8
53 4.8 1.5 ACC 644.0 649.3
54 4.8 1.5 ACC 653.0 657.8
55 4.8 1.5 SPD 660.0 666.3
.. ... ... ... ... ...
412 4.8 1.5 RIGHT 3931.0 3936.8
413 4.8 1.5 LEFT 3940.5 3946.3
414 4.8 1.5 RIGHT 3951.0 3956.8
415 4.8 1.5 LEFT 3961.0 3966.8
416 4.8 1.5 RIGHT 3971.0 3976.8
417 4.8 1.5 NEU 3980.5 3985.3
418 4.8 1.5 LEFT 3988.5 3993.8
419 4.8 1.5 RIGHT 3996.0 4000.8
420 4.8 1.5 RIGHT 4005.5 4011.3
421 4.8 1.5 RIGHT 4014.0 4019.3
423 4.8 1.5 RIGHT 4033.5 4039.8
424 4.8 1.5 NEU 4043.5 4048.3
425 4.8 1.5 RIGHT 4053.5 4059.3
426 4.8 1.5 RIGHT 4062.5 4068.3
427 4.8 1.5 NEU 4073.5 4078.8
428 4.8 1.5 RIGHT 4083.5 4089.8
430 4.8 1.5 LEFT 4102.5 4108.8
431 4.8 1.5 LEFT 4112.0 4117.8
432 4.8 1.5 LEFT 4121.5 4127.8
433 4.8 1.5 NEU 4131.0 4137.3
434 4.8 1.5 NEU 4140.5 4145.3
435 4.8 1.5 RIGHT 4148.0 4153.8
436 4.8 1.5 RIGHT 4157.5 4162.8
437 4.8 1.5 RIGHT 4166.5 4171.3
438 4.8 1.5 NEU 4175.0 4180.3
439 4.8 1.5 LEFT 4185.0 4191.3
440 4.8 1.5 RIGHT 4195.0 4199.8
441 4.8 1.5 LEFT 4202.5 4207.3
442 4.8 1.5 NEU 4211.5 4217.8
443 4.8 1.5 RIGHT 4221.0 4227.3
trial_start_time null_trial
24 378.0 False
25 388.0 False
26 398.0 False
27 408.0 False
28 416.0 False
29 424.0 False
30 434.0 False
31 444.0 False
32 454.0 False
33 462.0 False
34 472.0 False
35 480.0 False
36 488.0 False
37 498.0 False
38 508.0 False
40 526.0 False
41 534.0 False
42 544.0 False
43 552.0 False
44 560.0 False
45 570.0 False
46 580.0 False
47 588.0 False
49 608.0 False
50 618.0 False
51 626.0 False
52 634.0 False
53 644.0 False
54 652.0 False
55 660.0 False
.. ... ...
412 3930.0 False
413 3940.0 False
414 3950.0 False
415 3960.0 False
416 3970.0 False
417 3980.0 False
418 3988.0 False
419 3996.0 False
420 4004.0 False
421 4014.0 False
423 4032.0 False
424 4042.0 False
425 4052.0 False
426 4062.0 False
427 4072.0 False
428 4082.0 False
430 4102.0 False
431 4112.0 False
432 4120.0 False
433 4130.0 False
434 4140.0 False
435 4148.0 False
436 4156.0 False
437 4166.0 False
438 4174.0 False
439 4184.0 False
440 4194.0 False
441 4202.0 False
442 4210.0 False
443 4220.0 False
[384 rows x 12 columns]
Convolving cue_hand_LEFT...
Convolving cue_hand_RIGHT...
Convolving cue_eye_LEFT...
Convolving cue_eye_RIGHT...
Convolving resp_hand_LEFT...
Convolving resp_hand_RIGHT...
Convolving resp_eye_LEFT...
Convolving resp_eye_RIGHT...
Convolving cue_SPD...
Convolving cue_ACC...
Convolving cue_LEFT...
Convolving cue_NEU...
Convolving cue_RIGHT...
Convolving stimulus_0_SPD...
Convolving stimulus_0_ACC...
Convolving stimulus_0_LEFT...
Convolving stimulus_0_NEU...
Convolving stimulus_0_RIGHT...
Convolving stimulus_1_SPD...
Convolving stimulus_1_ACC...
Convolving stimulus_1_LEFT...
Convolving stimulus_1_NEU...
Convolving stimulus_1_RIGHT...
['cue_hand_LEFT', 'cue_hand_RIGHT', 'cue_eye_LEFT', 'cue_eye_RIGHT', 'resp_hand_LEFT', 'resp_hand_RIGHT', 'resp_eye_LEFT', 'resp_eye_RIGHT', 'cue_SPD', 'cue_ACC', 'cue_LEFT', 'cue_NEU', 'cue_RIGHT', 'stimulus_0_SPD', 'stimulus_0_ACC', 'stimulus_0_LEFT', 'stimulus_0_NEU', 'stimulus_0_RIGHT', 'stimulus_1_SPD', 'stimulus_1_ACC', 'stimulus_1_LEFT', 'stimulus_1_NEU', 'stimulus_1_RIGHT']
In [17]:
# Select pp num and load design
pp_num = 1
pp_str = str(1).zfill(3)
pp_dir = os.path.join('pp_%s' % pp_str, 'all_blocks', 'trials.csv')
pp_design = pd.read_csv(pp_dir) # Load design
# Calculate design matrix
X, ev_names = stim_to_design(pp_design)
print(X.shape)
print(ev_names)
X = np.hstack((np.ones(shape=(X.shape[0], 1)), X)) # Add column of ones to design matrix? for 'event' in general/baseline?
Convolving cue_hand_LEFT...
Convolving cue_hand_RIGHT...
Convolving cue_eye_LEFT...
Convolving cue_eye_RIGHT...
Convolving resp_hand_LEFT...
Convolving resp_hand_RIGHT...
Convolving resp_eye_LEFT...
Convolving resp_eye_RIGHT...
Convolving cue_SPD...
Convolving cue_ACC...
Convolving cue_RIGHT...
Convolving cue_LEFT...
Convolving cue_NEU...
Convolving stimulus_1_SPD...
Convolving stimulus_1_ACC...
Convolving stimulus_1_RIGHT...
Convolving stimulus_1_LEFT...
Convolving stimulus_1_NEU...
Convolving stimulus_0_SPD...
Convolving stimulus_0_ACC...
Convolving stimulus_0_RIGHT...
Convolving stimulus_0_LEFT...
Convolving stimulus_0_NEU...
(43223, 23)
['cue_hand_LEFT', 'cue_hand_RIGHT', 'cue_eye_LEFT', 'cue_eye_RIGHT', 'resp_hand_LEFT', 'resp_hand_RIGHT', 'resp_eye_LEFT', 'resp_eye_RIGHT', 'cue_SPD', 'cue_ACC', 'cue_RIGHT', 'cue_LEFT', 'cue_NEU', 'stimulus_1_SPD', 'stimulus_1_ACC', 'stimulus_1_RIGHT', 'stimulus_1_LEFT', 'stimulus_1_NEU', 'stimulus_0_SPD', 'stimulus_0_ACC', 'stimulus_0_RIGHT', 'stimulus_0_LEFT', 'stimulus_0_NEU']
In [18]:
# Calculate correlation matrix
df = pd.DataFrame(X[:,1:], columns=ev_names).corr()
corr = np.abs(df).corr()
# Plot
sns.heatmap(corr, vmax=1, vmin=0, center=.5, cmap='gray',
square=True, linewidths=0.00, cbar_kws={"shrink": .5})
Out[18]:
<matplotlib.axes._subplots.AxesSubplot at 0x134788b10>
In [ ]:
Content source: StevenM1/flashtask
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