General
Filename(s) sub-01_ses-anodalpre_task-attentionalblink_eeg.eeg
MNE object type RawBrainVision
Measurement date Unknown
Participant sub-01
Experimenter Unknown
Acquisition
Duration 00:20:09 (HH:MM:SS)
Sampling frequency 512.00 Hz
Time points 619,008
Channels
EEG and
EOG
misc
Stimulus
Head & sensor digitization 67 points
Filters
Highpass 0.00 Hz
Lowpass 256.00 Hz
Time series
Segment 1 of 5
Time series
Segment 2 of 5
Time series
Segment 3 of 5
Time series
Segment 4 of 5
Time series
Segment 5 of 5
PSD
General
Filename(s) sub-01_ses-anodalpre_task-attentionalblink_eeg.eeg
MNE object type RawBrainVision
Measurement date Unknown
Participant sub-01
Experimenter Unknown
Acquisition
Duration 00:20:09 (HH:MM:SS)
Sampling frequency 512.00 Hz
Time points 619,008
Channels
EEG and
EOG
misc
Stimulus
Head & sensor digitization 67 points
Filters
Highpass 0.30 Hz
Lowpass 40.00 Hz
Time series
Segment 1 of 5
Time series
Segment 2 of 5
Time series
Segment 3 of 5
Time series
Segment 4 of 5
Time series
Segment 5 of 5
PSD
Events
General
MNE object type Epochs
Measurement date Unknown
Participant sub-01
Experimenter Unknown
Acquisition
Total number of events 267
Events counts 61450: 178
61511: 89
Time range -0.199 – 0.500 s
Baseline off
Sampling frequency 512.00 Hz
Time points 359
Channels
EEG and
EOG
misc
Stimulus
Head & sensor digitization 67 points
Filters
Highpass 0.30 Hz
Lowpass 40.00 Hz
Projections Average EEG reference (off)
Epoch # event_name 61440 61450 61463 61468 61471 61472 61480 61490 61500 61501 61510 61511 61694
0 61450 0.000
1 61450 0.000
2 61450 0.000
3 61511 0.250 0.000
4 61450 0.000
5 61450 0.000
6 61450 0.000
7 61511 0.250 0.000
8 61450 0.000
9 61450 0.000
10 61511 0.250 0.000
11 61450 0.000
12 61450 0.000
13 61511 0.250 0.000
14 61450 0.000
15 61450 0.000
16 61450 0.000
17 61511 0.250 0.000
18 61450 0.000
19 61450 0.000
20 61511 0.250 0.000
21 61450 0.000
22 61511 0.250 0.000
23 61450 0.000
24 61450 0.000
25 61450 0.000
26 61450 0.000
27 61450 0.000
28 61450 0.000
29 61450 0.000
30 61450 0.000
31 61450 0.000
32 61511 0.250 0.000
33 61450 0.000
34 61511 0.250 0.000
35 61450 0.000
36 61450 0.000
37 61450 0.000
38 61450 0.000
39 61511 0.250 0.000
40 61450 0.000
41 61450 0.000
42 61511 0.250 0.000
43 61450 0.000
44 61450 0.000
45 61450 0.000
46 61511 0.250 0.000
47 61450 0.000
48 61511 0.250 0.000
49 61450 0.000
50 61511 0.250 0.000
51 61450 0.000
52 61511 0.250 0.000
53 61450 0.000
54 61511 0.000
55 61450 0.000
56 61450 0.000
57 61450 0.000
58 61511 0.250 0.000
59 61450 0.000
60 61450 0.000
61 61511 0.250 0.000
62 61450 0.000
63 61511 0.250 0.000
64 61450 0.000
65 61450 0.000
66 61511 0.250 0.000
67 61450 0.000
68 61511 0.250 0.000
69 61450 0.000
70 61511 0.250 0.000
71 61450 0.000
72 61511 0.250 0.000
73 61450 0.000
74 61511 0.250 0.000
75 61450 0.000
76 61511 0.250 0.000
77 61450 0.000
78 61511 0.250 0.000
79 61450 0.000
80 61450 0.000
81 61511 0.250 0.000
82 61450 0.000
83 61511 0.250 0.000
84 61450 0.000
85 61450 0.000
86 61511 0.250 0.000
87 61450 0.000
88 61450 0.000
89 61450 0.000
90 61511 0.250 0.000
91 61450 0.000
92 61450 0.000
93 61450 0.000
94 61511 0.250 0.000
95 61450 0.000
96 61511 0.250 0.000
97 61450 0.000
98 61450 0.000
99 61450 0.000
100 61450 0.000
101 61450 0.000
102 61511 0.250 0.000
103 61450 0.000
104 61511 0.250 0.000
105 61450 0.000
106 61450 0.000
107 61450 0.000
108 61450 0.000
109 61450 0.000
110 61450 0.000
111 61511 0.250 0.000
112 61450 0.000
113 61450 0.000
114 61511 0.250 0.000
115 61450 0.000
116 61511 0.250 0.000
117 61450 0.000
118 61450 0.000
119 61511 0.250 0.000
120 61450 0.000
121 61511 0.250 0.000
122 61450 0.000
123 61511 0.250 0.000
124 61450 0.000
125 61511 0.250 0.000
126 61450 0.000
127 61450 0.000
128 61511 0.250 0.000
129 61450 0.000
130 61511 0.250 0.000
131 61450 0.000
132 61511 0.250 0.000
133 61450 0.000
134 61450 0.000
135 61511 0.250 0.000
136 61450 0.000
137 61450 0.000
138 61511 0.250 0.000
139 61450 0.000
140 61511 0.250 0.000
141 61450 0.000
142 61450 0.000
143 61511 0.250 0.000
144 61450 0.000
145 61511 0.250 0.000
146 61450 0.000
147 61450 0.000
148 61511 0.250 0.000
149 61450 0.000
150 61450 0.000
151 61511 0.250 0.000
152 61450 0.000
153 61450 0.000
154 61450 0.000
155 61450 0.000
156 61511 0.250 0.000
157 61450 0.000
158 61450 0.000
159 61450 0.000
160 61450 0.000
161 61450 0.000
162 61511 0.250 0.000
163 61450 0.000
164 61511 0.250 0.000
165 61450 0.000
166 61450 0.000
167 61450 0.000
168 61511 0.250 0.000
169 61450 0.000
170 61511 0.250 0.000
171 61450 0.000
172 61450 0.000
173 61450 0.000
174 61511 0.250 0.000
175 61450 0.000
176 61511 0.250 0.000
177 61450 0.000
178 61450 0.000
179 61450 0.000
180 61511 0.250 0.000
181 61450 0.000
182 61511 0.250 0.000
183 61450 0.000
184 61511 0.250 0.000
185 61450 0.000
186 61450 0.000
187 61450 0.000
188 61450 0.000
189 61450 0.000
190 61511 0.250 0.000
191 61450 0.000
192 61511 0.250 0.000
193 61450 0.000
194 61511 0.250 0.000
195 61450 0.000
196 61511 0.250 0.000
197 61450 0.000
198 61511 0.250 0.000
199 61450 0.000
200 61450 0.000
201 61450 0.000
202 61511 0.250 0.000
203 61450 0.000
204 61450 0.000
205 61511 0.250 0.000
206 61450 0.000
207 61511 0.250 0.000
208 61450 0.000
209 61450 0.000
210 61450 0.000
211 61450 0.000
212 61450 0.000
213 61511 0.250 0.000
214 61450 0.000
215 61450 0.000
216 61511 0.250 0.000
217 61450 0.000
218 61511 0.250 0.000
219 61450 0.000
220 61511 0.250 0.000
221 61450 0.000
222 61450 0.000
223 61450 0.000
224 61511 0.250 0.000
225 61450 0.000
226 61511 0.250 0.000
227 61450 0.000
228 61511 0.250 0.000
229 61450 0.000
230 61450 0.000
231 61511 0.250 0.000
232 61450 0.000
233 61511 0.000
234 61450 0.000
235 61450 0.000
236 61511 0.250 0.000
237 61450 0.000
238 61511 0.250 0.000
239 61450 0.000
240 61511 0.250 0.000
241 61450 0.000
242 61450 0.000
243 61450 0.000
244 61511 0.250 0.000
245 61450 0.000
246 61511 0.250 0.000
247 61450 0.000
248 61450 0.000
249 61511 0.250 0.000
250 61450 0.000
251 61511 0.250 0.000
252 61450 0.000
253 61450 0.000
254 61511 0.250 0.000
255 61450 0.000
256 61450 0.000
257 61450 0.000
258 61450 0.000
259 61511 0.250 0.000
260 61450 0.000
261 61511 0.250 0.000
262 61450 0.000
263 61511 0.250 0.000
264 61450 0.000
265 61450 0.000
266 61450 0.000

267 rows × 15 columns

ERP image (EEG)
Drop log
PSD
PSD calculated from 43 epochs (30.1 s).
{'eeg': 0.0001}
General
Filename(s) sub-01_ses-anodalpre_task-attentionalblink_epo.fif
MNE object type EpochsFIF
Measurement date Unknown
Participant sub-01
Experimenter Unknown
Acquisition
Total number of events 98
Events counts 61450: 70
61511: 28
Time range -0.199 – 0.500 s
Baseline -0.199 – 0.000 s
Sampling frequency 512.00 Hz
Time points 359
Channels
EEG and
EOG
misc
Stimulus
Head & sensor digitization 67 points
Filters
Highpass 0.30 Hz
Lowpass 40.00 Hz
Projections Average EEG reference (on)
Epoch # event_name 61440 61450 61463 61468 61471 61472 61480 61490 61500 61501 61510 61511 61694
0 61450 None 0.000 None None None None None None None None None None
1 61450 None 0.000 None None None None None None None None None None
2 61450 None 0.000 None None None None None None None None None None
4 61450 None 0.000 None None None None None None None None None None
5 61450 None 0.000 None None None None None None None None None None
7 61511 None 0.250 None None None None None None None None None 0.000 None
8 61450 None 0.000 None None None None None None None None None None
10 61511 None 0.250 None None None None None None None None None 0.000 None
11 61450 None 0.000 None None None None None None None None None None
12 61450 None 0.000 None None None None None None None None None None
16 61450 None 0.000 None None None None None None None None None None
17 61511 None 0.250 None None None None None None None None None 0.000 None
19 61450 None 0.000 None None None None None None None None None None
20 61511 None 0.250 None None None None None None None None None 0.000 None
21 61450 None 0.000 None None None None None None None None None None
22 61511 None 0.250 None None None None None None None None None 0.000 None
23 61450 None 0.000 None None None None None None None None None None
24 61450 None 0.000 None None None None None None None None None None
27 61450 None 0.000 None None None None None None None None None None
29 61450 None 0.000 None None None None None None None None None None
30 61450 None 0.000 None None None None None None None None None None
31 61450 None 0.000 None None None None None None None None None None
33 61450 None 0.000 None None None None None None None None None None
34 61511 None 0.250 None None None None None None None None None 0.000 None
35 61450 None 0.000 None None None None None None None None None None
36 61450 None 0.000 None None None None None None None None None None
37 61450 None 0.000 None None None None None None None None None None
40 61450 None 0.000 None None None None None None None None None None
41 61450 None 0.000 None None None None None None None None None None
42 61511 None 0.250 None None None None None None None None None 0.000 None
44 61450 None 0.000 None None None None None None None None None None
45 61450 None 0.000 None None None None None None None None None None
46 61511 None 0.250 None None None None None None None None None 0.000 None
47 61450 None 0.000 None None None None None None None None None None
49 61450 None 0.000 None None None None None None None None None None
50 61511 None 0.250 None None None None None None None None None 0.000 None
51 61450 None 0.000 None None None None None None None None None None
52 61511 None 0.250 None None None None None None None None None 0.000 None
53 61450 None 0.000 None None None None None None None None None None
54 61511 None None None None None None None None None None 0.000 None
55 61450 None 0.000 None None None None None None None None None None
56 61450 None 0.000 None None None None None None None None None None
57 61450 None 0.000 None None None None None None None None None None
58 61511 None 0.250 None None None None None None None None None 0.000 None
59 61450 None 0.000 None None None None None None None None None None
61 61511 None 0.250 None None None None None None None None None 0.000 None
62 61450 None 0.000 None None None None None None None None None None
63 61511 None 0.250 None None None None None None None None None 0.000 None
64 61450 None 0.000 None None None None None None None None None None
66 61511 None 0.250 None None None None None None None None None 0.000 None
68 61511 None 0.250 None None None None None None None None None 0.000 None
69 61450 None 0.000 None None None None None None None None None None
72 61511 None 0.250 None None None None None None None None None 0.000 None
80 61450 None 0.000 None None None None None None None None None None
83 61511 None 0.250 None None None None None None None None None 0.000 None
84 61450 None 0.000 None None None None None None None None None None
85 61450 None 0.000 None None None None None None None None None None
88 61450 None 0.000 None None None None None None None None None None
91 61450 None 0.000 None None None None None None None None None None
93 61450 None 0.000 None None None None None None None None None None
100 61450 None 0.000 None None None None None None None None None None
101 61450 None 0.000 None None None None None None None None None None
102 61511 None 0.250 None None None None None None None None None 0.000 None
104 61511 None 0.250 None None None None None None None None None 0.000 None
105 61450 None 0.000 None None None None None None None None None None
108 61450 None 0.000 None None None None None None None None None None
113 61450 None 0.000 None None None None None None None None None None
115 61450 None 0.000 None None None None None None None None None None
116 61511 None 0.250 None None None None None None None None None 0.000 None
117 61450 None 0.000 None None None None None None None None None None
134 61450 None 0.000 None None None None None None None None None None
137 61450 None 0.000 None None None None None None None None None None
147 61450 None 0.000 None None None None None None None None None None
148 61511 None 0.250 None None None None None None None None None 0.000 None
149 61450 None 0.000 None None None None None None None None None None
155 61450 None 0.000 None None None None None None None None None None
161 61450 None 0.000 None None None None None None None None None None
172 61450 None 0.000 None None None None None None None None None None
173 61450 None 0.000 None None None None None None None None None None
174 61511 None 0.250 None None None None None None None None None 0.000 None
175 61450 None 0.000 None None None None None None None None None None
181 61450 None 0.000 None None None None None None None None None None
190 61511 None 0.250 None None None None None None None None None 0.000 None
210 61450 None 0.000 None None None None None None None None None None
212 61450 None 0.000 None None None None None None None None None None
217 61450 None 0.000 None None None None None None None None None None
218 61511 None 0.250 None None None None None None None None None 0.000 None
219 61450 None 0.000 None None None None None None None None None None
231 61511 None 0.250 None None None None None None None None None 0.000 None
232 61450 None 0.000 None None None None None None None None None None
234 61450 None 0.000 None None None None None None None None None None
243 61450 None 0.000 None None None None None None None None None None
247 61450 None 0.000 None None None None None None None None None None
249 61511 None 0.250 None None None None None None None None None 0.000 None
250 61450 None 0.000 None None None None None None None None None None
253 61450 None 0.000 None None None None None None None None None None
254 61511 None 0.250 None None None None None None None None None 0.000 None
255 61450 None 0.000 None None None None None None None None None None

98 rows × 15 columns

ERP image (EEG)
Drop log
PSD
PSD calculated from 43 epochs (30.1 s).
General
MNE object type EvokedArray
Measurement date Unknown
Participant sub-01
Experimenter Unknown
Acquisition
Aggregation average of 70 epochs
Condition 61450
Time range -0.199 – 0.500 s
Baseline -0.199 – 0.000 s
Sampling frequency 512.00 Hz
Time points 359
Channels
EEG and
Head & sensor digitization 67 points
Filters
Highpass 0.30 Hz
Lowpass 40.00 Hz
Projections Average EEG reference (on)
Time course (EEG)
Topographies
Time point: -0.199 s
Topographies
Time point: -0.164 s
Topographies
Time point: -0.129 s
Topographies
Time point: -0.094 s
Topographies
Time point: -0.059 s
Topographies
Time point: -0.024 s
Topographies
Time point: 0.011 s
Topographies
Time point: 0.046 s
Topographies
Time point: 0.080 s
Topographies
Time point: 0.115 s
Topographies
Time point: 0.150 s
Topographies
Time point: 0.185 s
Topographies
Time point: 0.220 s
Topographies
Time point: 0.255 s
Topographies
Time point: 0.290 s
Topographies
Time point: 0.325 s
Topographies
Time point: 0.360 s
Topographies
Time point: 0.395 s
Topographies
Time point: 0.430 s
Topographies
Time point: 0.465 s
Topographies
Time point: 0.500 s
Global field power
General
MNE object type EvokedArray
Measurement date Unknown
Participant sub-01
Experimenter Unknown
Acquisition
Aggregation average of 28 epochs
Condition 61511
Time range -0.199 – 0.500 s
Baseline -0.199 – 0.000 s
Sampling frequency 512.00 Hz
Time points 359
Channels
EEG and
Head & sensor digitization 67 points
Filters
Highpass 0.30 Hz
Lowpass 40.00 Hz
Projections Average EEG reference (on)
Time course (EEG)
Topographies
Time point: -0.199 s
Topographies
Time point: -0.164 s
Topographies
Time point: -0.129 s
Topographies
Time point: -0.094 s
Topographies
Time point: -0.059 s
Topographies
Time point: -0.024 s
Topographies
Time point: 0.011 s
Topographies
Time point: 0.046 s
Topographies
Time point: 0.080 s
Topographies
Time point: 0.115 s
Topographies
Time point: 0.150 s
Topographies
Time point: 0.185 s
Topographies
Time point: 0.220 s
Topographies
Time point: 0.255 s
Topographies
Time point: 0.290 s
Topographies
Time point: 0.325 s
Topographies
Time point: 0.360 s
Topographies
Time point: 0.395 s
Topographies
Time point: 0.430 s
Topographies
Time point: 0.465 s
Topographies
Time point: 0.500 s
Global field power
General
MNE object type EvokedArray
Measurement date Unknown
Participant sub-01
Experimenter Unknown
Acquisition
Aggregation average of 20 epochs
Condition 61450 - 61511
Time range -0.199 – 0.500 s
Baseline -0.199 – 0.000 s
Sampling frequency 512.00 Hz
Time points 359
Channels
EEG and
Head & sensor digitization 67 points
Filters
Highpass 0.30 Hz
Lowpass 40.00 Hz
Projections Average EEG reference (on)
Time course (EEG)
Topographies
Time point: -0.199 s
Topographies
Time point: -0.164 s
Topographies
Time point: -0.129 s
Topographies
Time point: -0.094 s
Topographies
Time point: -0.059 s
Topographies
Time point: -0.024 s
Topographies
Time point: 0.011 s
Topographies
Time point: 0.046 s
Topographies
Time point: 0.080 s
Topographies
Time point: 0.115 s
Topographies
Time point: 0.150 s
Topographies
Time point: 0.185 s
Topographies
Time point: 0.220 s
Topographies
Time point: 0.255 s
Topographies
Time point: 0.290 s
Topographies
Time point: 0.325 s
Topographies
Time point: 0.360 s
Topographies
Time point: 0.395 s
Topographies
Time point: 0.430 s
Topographies
Time point: 0.465 s
Topographies
Time point: 0.500 s
Global field power
Full-epochs decoding
Each black dot represents the single cross-validation score. The red cross is the mean of all 3 cross-validation scores. The dashed line is expected chance performance.
Decoding over time: 61450 vs. 61511
Time-by-time decoding: 70 × 61450 vs. 28 × 61511
Covariance matrix
Singular values
Whitening: 61450
Whitening: 61511
Whitening: 61450+61511 
  """tDCS EEG."""

bids_root = "~/mne_data/ds001810"
deriv_root = "~/mne_data/derivatives/mne-bids-pipeline/ds001810"

task = "attentionalblink"
interactive = False
ch_types = ["eeg"]
eeg_template_montage = "biosemi64"
reject = dict(eeg=100e-6)
baseline = (None, 0)
conditions = ["61450", "61511"]
contrasts = [("61450", "61511")]
decode = True
decoding_n_splits = 3  # only for testing, use 5 otherwise

l_freq = 0.3

subjects = ["01"]
sessions = "all"

interpolate_bads_grand_average = False
n_jobs = 4


  Platform             Linux-5.15.0-1057-aws-x86_64-with-glibc2.35
Python               3.10.12 (main, Nov 20 2023, 15:14:05) [GCC 11.4.0]
Executable           /home/circleci/python_env/bin/python3.10
CPU                  x86_64 (36 cores)
Memory               68.6 GB

Core
├☑ mne               1.8.0.dev79+gcaba81b9f (devel, latest release is 1.7.1)
├☑ numpy             2.0.0 (OpenBLAS 0.3.27 with 1 thread)
├☑ scipy             1.13.1
└☑ matplotlib        3.9.0 (backend=agg)

Numerical (optional)
├☑ sklearn           1.5.0
├☑ numba             0.60.0
├☑ nibabel           5.2.1
├☑ pandas            2.2.2
├☑ h5io              0.2.3
├☑ h5py              3.11.0
└☐ unavailable       nilearn, dipy, openmeeg, cupy

Visualization (optional)
├☑ pyvista           0.43.10 (OpenGL 4.5 (Core Profile) Mesa 23.2.1-1ubuntu3.1~22.04.2 via llvmpipe (LLVM 15.0.7, 256 bits))
├☑ pyvistaqt         0.11.1
├☑ vtk               9.3.0
├☑ qtpy              2.4.1 (PyQt6=6.7.1)
└☐ unavailable       ipympl, pyqtgraph, mne-qt-browser, ipywidgets, trame_client, trame_server, trame_vtk, trame_vuetify

Ecosystem (optional)
├☑ mne-bids          0.16.0.dev3+g0e3cbc66a
├☑ mne-bids-pipeline 1.9.0
├☑ eeglabio          0.0.2-4
├☑ edfio             0.4.2
├☑ pybv              0.7.5
└☐ unavailable       mne-nirs, mne-features, mne-connectivity, mne-icalabel, neo, mffpy