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

Model BOLD-response using glover

function taken from nipy


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>

Function to create EV matrix for a single participant

The EV matrix is of size (n_deciseconds, n_evs). The columns are boxcar functions of the events The returned matrix X is of size (n_deciseconds, n_evs), and is the EV matrix convolved with the HRF


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

Function to plot an individual participant's design


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']

Evaluating the design matrix

Plot correlation matrix first


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>

Calculate efficiency


In [ ]: