sub-015, ses-N2pc, task-N2pc

Raw (original) data-quality raw run-None

Info raw run-None data-quality

	General
	Filename(s)	sub-015_ses-N2pc_task-N2pc_eeg.fdt
	MNE object type	RawEEGLAB
	Measurement date	Unknown
	Participant	sub-015
	Experimenter	Unknown
	Acquisition
	Duration	00:10:04 (HH:MM:SS)
	Sampling frequency	1024.00 Hz
	Time points	618,496
	Channels
	EEG	and
	EOG
	Head & sensor digitization	33 points
	Filters
	Highpass	0.00 Hz
	Lowpass	512.00 Hz

Time series raw run-None data-quality

Move the slider or click on the image and use the ← and → keys to browse.

PSD raw run-None data-quality

Raw (filtered) filtered raw run-None

Info raw run-None filtered

	General
	Filename(s)	sub-015_ses-N2pc_task-N2pc_eeg.fdt
	MNE object type	RawEEGLAB
	Measurement date	Unknown
	Participant	sub-015
	Experimenter	Unknown
	Acquisition
	Duration	00:10:04 (HH:MM:SS)
	Sampling frequency	128.00 Hz
	Time points	77,312
	Channels
	EEG	and
	EOG
	Head & sensor digitization	33 points
	Filters
	Highpass	0.10 Hz
	Lowpass	64.00 Hz

Time series raw run-None filtered

Move the slider or click on the image and use the ← and → keys to browse.

PSD raw run-None filtered

ICA: epochs for fitting epochs ica

Info ica epochs

	General
	MNE object type	Epochs
	Measurement date	Unknown
	Participant	sub-015
	Experimenter	Unknown
	Acquisition
	Total number of events	320
	Events counts	stimulus/blue/left: 80 stimulus/blue/right: 80 stimulus/pink/left: 80 stimulus/pink/right: 80
	Time range	-0.203 – 0.797 s
	Baseline	off
	Sampling frequency	128.00 Hz
	Time points	129
	Metadata	320 rows × 7 columns
	Channels
	EEG	and
	EOG
	Head & sensor digitization	33 points
	Filters
	Highpass	1.00 Hz
	Lowpass	64.00 Hz

Metadata ica epochs

Epoch #	event_name	response/correct	response/error	stimulus/blue/left	stimulus/blue/right	stimulus/pink/left	stimulus/pink/right
0	stimulus/blue/left	0.570		0.000
1	stimulus/blue/left		0.391	0.000
2	stimulus/blue/left	0.445		0.000
3	stimulus/blue/right	0.516			0.000
4	stimulus/blue/left	0.469		0.000
5	stimulus/blue/right	0.617			0.000
6	stimulus/blue/right		0.641		0.000
7	stimulus/blue/left	0.602		0.000
8	stimulus/blue/right	0.453			0.000
9	stimulus/blue/right	0.422			0.000
10	stimulus/blue/right	0.570			0.000
11	stimulus/blue/left	0.570		0.000
12	stimulus/blue/left		0.516	0.000
13	stimulus/blue/left	0.469		0.000
14	stimulus/blue/right	0.492			0.000
15	stimulus/blue/right	0.562			0.000
16	stimulus/blue/left	0.586		0.000
17	stimulus/blue/right		0.469		0.000
18	stimulus/blue/right	0.523			0.000
19	stimulus/blue/left	0.461		0.000
20	stimulus/blue/right	0.484			0.000
21	stimulus/blue/left	0.609		0.000
22	stimulus/blue/left	0.438		0.000
23	stimulus/blue/left	0.445		0.000
24	stimulus/blue/right	0.562			0.000
25	stimulus/blue/right	0.516			0.000
26	stimulus/blue/left	0.461		0.000
27	stimulus/blue/right	0.578			0.000
28	stimulus/blue/left	0.484		0.000
29	stimulus/blue/left		0.414	0.000
30	stimulus/blue/right	0.539			0.000
31	stimulus/blue/right	0.508			0.000
32	stimulus/blue/left		0.477	0.000
33	stimulus/blue/left	0.547		0.000
34	stimulus/blue/left	0.461		0.000
35	stimulus/blue/left	0.453		0.000
36	stimulus/blue/right	0.633			0.000
37	stimulus/blue/left		0.445	0.000
38	stimulus/blue/right	0.430			0.000
39	stimulus/blue/right	0.555			0.000
40	stimulus/blue/right	0.570			0.000
41	stimulus/blue/left	0.500		0.000
42	stimulus/blue/right	0.508			0.000
43	stimulus/blue/right	0.453			0.000
44	stimulus/blue/right	0.461			0.000
45	stimulus/blue/right	0.438			0.000
46	stimulus/blue/left	0.445		0.000
47	stimulus/blue/left	0.406		0.000
48	stimulus/blue/left	0.422		0.000
49	stimulus/blue/left	0.469		0.000
50	stimulus/blue/left	0.414		0.000
51	stimulus/blue/right	0.531			0.000
52	stimulus/blue/right		0.414		0.000
53	stimulus/blue/left		0.391	0.000
54	stimulus/blue/left	0.453		0.000
55	stimulus/blue/right	0.586			0.000
56	stimulus/blue/right	0.562			0.000
57	stimulus/blue/right	0.422			0.000
58	stimulus/blue/left	0.406		0.000
59	stimulus/blue/right		0.406		0.000
60	stimulus/blue/right	0.398			0.000
61	stimulus/blue/right	0.375			0.000
62	stimulus/blue/left		0.445	0.000
63	stimulus/blue/right	0.422			0.000
64	stimulus/blue/right	0.414			0.000
65	stimulus/blue/left	0.414		0.000
66	stimulus/blue/left		0.406	0.000
67	stimulus/blue/left	0.492		0.000
68	stimulus/blue/left	0.570		0.000
69	stimulus/blue/left	0.492		0.000
70	stimulus/blue/left	0.500		0.000
71	stimulus/blue/left	0.406		0.000
72	stimulus/blue/right	0.469			0.000
73	stimulus/blue/left	0.477		0.000
74	stimulus/blue/right		0.391		0.000
75	stimulus/blue/left		0.406	0.000
76	stimulus/blue/right	0.633			0.000
77	stimulus/blue/left	0.453		0.000
78	stimulus/blue/left	0.414		0.000
79	stimulus/blue/left	0.414		0.000
80	stimulus/blue/left		0.641	0.000
81	stimulus/blue/right	0.648			0.000
82	stimulus/blue/right	0.555			0.000
83	stimulus/blue/left	0.453		0.000
84	stimulus/blue/right	0.461			0.000
85	stimulus/blue/left	0.438		0.000
86	stimulus/blue/left	0.461		0.000
87	stimulus/blue/left	0.414		0.000
88	stimulus/blue/left		0.477	0.000
89	stimulus/blue/right	0.531			0.000
90	stimulus/blue/right	0.469			0.000
91	stimulus/blue/left	0.516		0.000
92	stimulus/blue/left	0.516		0.000
93	stimulus/blue/left	0.461		0.000
94	stimulus/blue/right	0.398			0.000
95	stimulus/blue/left	0.508		0.000
96	stimulus/blue/right	0.516			0.000
97	stimulus/blue/left		0.445	0.000
98	stimulus/blue/right	0.500			0.000
99	stimulus/blue/right	0.414			0.000
100	stimulus/blue/left	0.594		0.000
101	stimulus/blue/left		0.406	0.000
102	stimulus/blue/left	0.547		0.000
103	stimulus/blue/right	0.422			0.000
104	stimulus/blue/right	0.414			0.000
105	stimulus/blue/right	0.484			0.000
106	stimulus/blue/right	0.391			0.000
107	stimulus/blue/left	0.578		0.000
108	stimulus/blue/right	0.438			0.000
109	stimulus/blue/right		0.492		0.000
110	stimulus/blue/left	0.523		0.000
111	stimulus/blue/left	0.414		0.000
112	stimulus/blue/left	0.461		0.000
113	stimulus/blue/left		0.406	0.000
114	stimulus/blue/right	0.414			0.000
115	stimulus/blue/left	0.469		0.000
116	stimulus/blue/right	0.422			0.000
117	stimulus/blue/left	0.570		0.000
118	stimulus/blue/right	0.500			0.000
119	stimulus/blue/right	0.414			0.000
120	stimulus/blue/left	0.469		0.000
121	stimulus/blue/right	0.445			0.000
122	stimulus/blue/right	0.438			0.000
123	stimulus/blue/right	0.539			0.000
124	stimulus/blue/right	0.492			0.000
125	stimulus/blue/left		0.492	0.000
126	stimulus/blue/right	0.617			0.000
127	stimulus/blue/right	0.484			0.000
128	stimulus/blue/right	0.492			0.000
129	stimulus/blue/left		0.508	0.000
130	stimulus/blue/left	0.508		0.000
131	stimulus/blue/right	0.625			0.000
132	stimulus/blue/right	0.523			0.000
133	stimulus/blue/left		0.453	0.000
134	stimulus/blue/left		0.453	0.000
135	stimulus/blue/right	0.453			0.000
136	stimulus/blue/right	0.484			0.000
137	stimulus/blue/right	0.414			0.000
138	stimulus/blue/left	0.438		0.000
139	stimulus/blue/right		0.398		0.000
140	stimulus/blue/left		0.531	0.000
141	stimulus/blue/right	0.438			0.000
142	stimulus/blue/right	0.414			0.000
143	stimulus/blue/right	0.438			0.000
144	stimulus/blue/right	0.438			0.000
145	stimulus/blue/right	0.523			0.000
146	stimulus/blue/left	0.453		0.000
147	stimulus/blue/left		0.453	0.000
148	stimulus/blue/left	0.453		0.000
149	stimulus/blue/left	0.516		0.000
150	stimulus/blue/right	0.422			0.000
151	stimulus/blue/right	0.422			0.000
152	stimulus/blue/right	0.445			0.000
153	stimulus/blue/right	0.406			0.000
154	stimulus/blue/left	0.492		0.000
155	stimulus/blue/left		0.453	0.000
156	stimulus/blue/right	0.609			0.000
157	stimulus/blue/left	0.477		0.000
158	stimulus/blue/right	0.414			0.000
159	stimulus/blue/left		0.430	0.000
160	stimulus/pink/right	0.555					0.000
161	stimulus/pink/right	0.516					0.000
162	stimulus/pink/right	0.594					0.000
163	stimulus/pink/left	0.641				0.000
164	stimulus/pink/right	0.453					0.000
165	stimulus/pink/right	0.438					0.000
166	stimulus/pink/right	0.383					0.000
167	stimulus/pink/right	0.461					0.000
168	stimulus/pink/right	0.422					0.000
169	stimulus/pink/right		0.461				0.000
170	stimulus/pink/right	0.375					0.000
171	stimulus/pink/right	0.562					0.000
172	stimulus/pink/right	0.594					0.000
173	stimulus/pink/left	0.664				0.000
174	stimulus/pink/left	0.562				0.000
175	stimulus/pink/left	0.531				0.000
176	stimulus/pink/right	0.438					0.000
177	stimulus/pink/left	0.570				0.000
178	stimulus/pink/left	0.445				0.000
179	stimulus/pink/right		0.633				0.000
180	stimulus/pink/left		0.445			0.000
181	stimulus/pink/left	0.516				0.000
182	stimulus/pink/right	0.539					0.000
183	stimulus/pink/left		0.484			0.000
184	stimulus/pink/right	0.680					0.000
185	stimulus/pink/right	0.531					0.000
186	stimulus/pink/right	0.391					0.000
187	stimulus/pink/left		0.406			0.000
188	stimulus/pink/right						0.000
189	stimulus/pink/right	0.406					0.000
190	stimulus/pink/right	0.461					0.000
191	stimulus/pink/left	0.469				0.000
192	stimulus/pink/right		0.398				0.000
193	stimulus/pink/left	0.594				0.000
194	stimulus/pink/right	0.641					0.000
195	stimulus/pink/left	0.500				0.000
196	stimulus/pink/left	0.648				0.000
197	stimulus/pink/left	0.430				0.000
198	stimulus/pink/right	0.602					0.000
199	stimulus/pink/left	0.594				0.000
200	stimulus/pink/right	0.594					0.000
201	stimulus/pink/right	0.648					0.000
202	stimulus/pink/left	0.641				0.000
203	stimulus/pink/right	0.516					0.000
204	stimulus/pink/right	0.383					0.000
205	stimulus/pink/right	0.383					0.000
206	stimulus/pink/right		0.383				0.000
207	stimulus/pink/right		0.391				0.000
208	stimulus/pink/left		0.398			0.000
209	stimulus/pink/right	0.492					0.000
210	stimulus/pink/right	0.445					0.000
211	stimulus/pink/left		0.445			0.000
212	stimulus/pink/left	0.383				0.000
213	stimulus/pink/left	0.492				0.000
214	stimulus/pink/left	0.469				0.000
215	stimulus/pink/left	0.430				0.000
216	stimulus/pink/right	0.523					0.000
217	stimulus/pink/left	0.477				0.000
218	stimulus/pink/left	0.633				0.000
219	stimulus/pink/right	0.719					0.000
220	stimulus/pink/left	0.594				0.000
221	stimulus/pink/right	0.469					0.000
222	stimulus/pink/left	0.617				0.000
223	stimulus/pink/left	0.461				0.000
224	stimulus/pink/right	0.523					0.000
225	stimulus/pink/left	0.586				0.000
226	stimulus/pink/right	0.500					0.000
227	stimulus/pink/right	0.562					0.000
228	stimulus/pink/left	0.594				0.000
229	stimulus/pink/left		0.484			0.000
230	stimulus/pink/right	0.562					0.000
231	stimulus/pink/left	0.469				0.000
232	stimulus/pink/left	0.414				0.000
233	stimulus/pink/right		0.633				0.000
234	stimulus/pink/left	0.500				0.000
235	stimulus/pink/right	0.430					0.000
236	stimulus/pink/left	0.594				0.000
237	stimulus/pink/left	0.531				0.000
238	stimulus/pink/left	0.398				0.000
239	stimulus/pink/right	0.438					0.000
240	stimulus/pink/left	0.586				0.000
241	stimulus/pink/left	0.648				0.000
242	stimulus/pink/right	0.477					0.000
243	stimulus/pink/left	0.484				0.000
244	stimulus/pink/right		0.469				0.000
245	stimulus/pink/left	0.477				0.000
246	stimulus/pink/left	0.539				0.000
247	stimulus/pink/right	0.430					0.000
248	stimulus/pink/left	0.406				0.000
249	stimulus/pink/right	0.484					0.000
250	stimulus/pink/left	0.492				0.000
251	stimulus/pink/right	0.383					0.000
252	stimulus/pink/right	0.523					0.000
253	stimulus/pink/left		0.508			0.000
254	stimulus/pink/right	0.336					0.000
255	stimulus/pink/left		0.477			0.000
256	stimulus/pink/left	0.391				0.000
257	stimulus/pink/left		0.578			0.000
258	stimulus/pink/left	0.430				0.000
259	stimulus/pink/left	0.453				0.000
260	stimulus/pink/right	0.484					0.000
261	stimulus/pink/left	0.680				0.000
262	stimulus/pink/left	0.398				0.000
263	stimulus/pink/left	0.430				0.000
264	stimulus/pink/left	0.398				0.000
265	stimulus/pink/right	0.492					0.000
266	stimulus/pink/right	0.734					0.000
267	stimulus/pink/left	0.508				0.000
268	stimulus/pink/left	0.578				0.000
269	stimulus/pink/right	0.430					0.000
270	stimulus/pink/left	0.539				0.000
271	stimulus/pink/right	0.422					0.000
272	stimulus/pink/left	0.359				0.000
273	stimulus/pink/right	0.422					0.000
274	stimulus/pink/left	0.383				0.000
275	stimulus/pink/left	0.430				0.000
276	stimulus/pink/right	0.656					0.000
277	stimulus/pink/right	0.453					0.000
278	stimulus/pink/left	0.414				0.000
279	stimulus/pink/left	0.484				0.000
280	stimulus/pink/right	0.562					0.000
281	stimulus/pink/right	0.430					0.000
282	stimulus/pink/right	0.523					0.000
283	stimulus/pink/right	0.406					0.000
284	stimulus/pink/right		0.383				0.000
285	stimulus/pink/right		0.445				0.000
286	stimulus/pink/right	0.438					0.000
287	stimulus/pink/right	0.531					0.000
288	stimulus/pink/left	0.672				0.000
289	stimulus/pink/right	0.555					0.000
290	stimulus/pink/right	0.586					0.000
291	stimulus/pink/left		0.594			0.000
292	stimulus/pink/left	0.469				0.000
293	stimulus/pink/right	0.438					0.000
294	stimulus/pink/left	0.477				0.000
295	stimulus/pink/left	0.508				0.000
296	stimulus/pink/left	0.578				0.000
297	stimulus/pink/left	0.648				0.000
298	stimulus/pink/left		0.438			0.000
299	stimulus/pink/right	0.383					0.000
300	stimulus/pink/right	0.469					0.000
301	stimulus/pink/right	0.477					0.000
302	stimulus/pink/right	0.438					0.000
303	stimulus/pink/right	0.445					0.000
304	stimulus/pink/right	0.531					0.000
305	stimulus/pink/left	0.586				0.000
306	stimulus/pink/left	0.453				0.000
307	stimulus/pink/left	0.602				0.000
308	stimulus/pink/left		0.438			0.000
309	stimulus/pink/left	0.555				0.000
310	stimulus/pink/left		0.453			0.000
311	stimulus/pink/left	0.531				0.000
312	stimulus/pink/right	0.453					0.000
313	stimulus/pink/left	0.406				0.000
314	stimulus/pink/right	0.453					0.000
315	stimulus/pink/right		0.531				0.000
316	stimulus/pink/right	0.516					0.000
317	stimulus/pink/left	0.391				0.000
318	stimulus/pink/right	0.438					0.000
319	stimulus/pink/left	0.539				0.000

320 rows × 8 columns

ERP image (EEG) ica epochs

Drop log ica epochs

No epochs exceeded the rejection thresholds. Nothing was dropped.

PSD ica epochs

PSD calculated from 320 epochs (320.0 s).

ICA: components ica

Info ica

Method	picard
Fit parameters	fastica_it=5 max_iter=1000
Fit	113 iterations on epochs (20800 samples)
ICA components	28
Available PCA components	29
Channel types	eeg
ICA components marked for exclusion	ICA000 ICA010 ICA014 ICA018 ICA023

Original and cleaned signal ica

Scores for matching EOG patterns ica

Original and cleaned EOG epochs ica

ICA component topographies ica

Move the slider or click on the image and use the ← and → keys to browse.

ICA component properties ica

Move the slider or click on the image and use the ← and → keys to browse.

Events events

Epochs: before cleaning epochs

Info epochs

	General
	MNE object type	Epochs
	Measurement date	Unknown
	Participant	sub-015
	Experimenter	Unknown
	Acquisition
	Total number of events	320
	Events counts	stimulus/blue/left: 80 stimulus/blue/right: 80 stimulus/pink/left: 80 stimulus/pink/right: 80
	Time range	-0.203 – 0.797 s
	Baseline	off
	Sampling frequency	128.00 Hz
	Time points	129
	Metadata	320 rows × 7 columns
	Channels
	EEG	and
	EOG
	Head & sensor digitization	33 points
	Filters
	Highpass	0.10 Hz
	Lowpass	64.00 Hz

Metadata epochs

Epoch #	event_name	response/correct	response/error	stimulus/blue/left	stimulus/blue/right	stimulus/pink/left	stimulus/pink/right
0	stimulus/blue/left	0.570		0.000
1	stimulus/blue/left		0.391	0.000
2	stimulus/blue/left	0.445		0.000
3	stimulus/blue/right	0.516			0.000
4	stimulus/blue/left	0.469		0.000
5	stimulus/blue/right	0.617			0.000
6	stimulus/blue/right		0.641		0.000
7	stimulus/blue/left	0.602		0.000
8	stimulus/blue/right	0.453			0.000
9	stimulus/blue/right	0.422			0.000
10	stimulus/blue/right	0.570			0.000
11	stimulus/blue/left	0.570		0.000
12	stimulus/blue/left		0.516	0.000
13	stimulus/blue/left	0.469		0.000
14	stimulus/blue/right	0.492			0.000
15	stimulus/blue/right	0.562			0.000
16	stimulus/blue/left	0.586		0.000
17	stimulus/blue/right		0.469		0.000
18	stimulus/blue/right	0.523			0.000
19	stimulus/blue/left	0.461		0.000
20	stimulus/blue/right	0.484			0.000
21	stimulus/blue/left	0.609		0.000
22	stimulus/blue/left	0.438		0.000
23	stimulus/blue/left	0.445		0.000
24	stimulus/blue/right	0.562			0.000
25	stimulus/blue/right	0.516			0.000
26	stimulus/blue/left	0.461		0.000
27	stimulus/blue/right	0.578			0.000
28	stimulus/blue/left	0.484		0.000
29	stimulus/blue/left		0.414	0.000
30	stimulus/blue/right	0.539			0.000
31	stimulus/blue/right	0.508			0.000
32	stimulus/blue/left		0.477	0.000
33	stimulus/blue/left	0.547		0.000
34	stimulus/blue/left	0.461		0.000
35	stimulus/blue/left	0.453		0.000
36	stimulus/blue/right	0.633			0.000
37	stimulus/blue/left		0.445	0.000
38	stimulus/blue/right	0.430			0.000
39	stimulus/blue/right	0.555			0.000
40	stimulus/blue/right	0.570			0.000
41	stimulus/blue/left	0.500		0.000
42	stimulus/blue/right	0.508			0.000
43	stimulus/blue/right	0.453			0.000
44	stimulus/blue/right	0.461			0.000
45	stimulus/blue/right	0.438			0.000
46	stimulus/blue/left	0.445		0.000
47	stimulus/blue/left	0.406		0.000
48	stimulus/blue/left	0.422		0.000
49	stimulus/blue/left	0.469		0.000
50	stimulus/blue/left	0.414		0.000
51	stimulus/blue/right	0.531			0.000
52	stimulus/blue/right		0.414		0.000
53	stimulus/blue/left		0.391	0.000
54	stimulus/blue/left	0.453		0.000
55	stimulus/blue/right	0.586			0.000
56	stimulus/blue/right	0.562			0.000
57	stimulus/blue/right	0.422			0.000
58	stimulus/blue/left	0.406		0.000
59	stimulus/blue/right		0.406		0.000
60	stimulus/blue/right	0.398			0.000
61	stimulus/blue/right	0.375			0.000
62	stimulus/blue/left		0.445	0.000
63	stimulus/blue/right	0.422			0.000
64	stimulus/blue/right	0.414			0.000
65	stimulus/blue/left	0.414		0.000
66	stimulus/blue/left		0.406	0.000
67	stimulus/blue/left	0.492		0.000
68	stimulus/blue/left	0.570		0.000
69	stimulus/blue/left	0.492		0.000
70	stimulus/blue/left	0.500		0.000
71	stimulus/blue/left	0.406		0.000
72	stimulus/blue/right	0.469			0.000
73	stimulus/blue/left	0.477		0.000
74	stimulus/blue/right		0.391		0.000
75	stimulus/blue/left		0.406	0.000
76	stimulus/blue/right	0.633			0.000
77	stimulus/blue/left	0.453		0.000
78	stimulus/blue/left	0.414		0.000
79	stimulus/blue/left	0.414		0.000
80	stimulus/blue/left		0.641	0.000
81	stimulus/blue/right	0.648			0.000
82	stimulus/blue/right	0.555			0.000
83	stimulus/blue/left	0.453		0.000
84	stimulus/blue/right	0.461			0.000
85	stimulus/blue/left	0.438		0.000
86	stimulus/blue/left	0.461		0.000
87	stimulus/blue/left	0.414		0.000
88	stimulus/blue/left		0.477	0.000
89	stimulus/blue/right	0.531			0.000
90	stimulus/blue/right	0.469			0.000
91	stimulus/blue/left	0.516		0.000
92	stimulus/blue/left	0.516		0.000
93	stimulus/blue/left	0.461		0.000
94	stimulus/blue/right	0.398			0.000
95	stimulus/blue/left	0.508		0.000
96	stimulus/blue/right	0.516			0.000
97	stimulus/blue/left		0.445	0.000
98	stimulus/blue/right	0.500			0.000
99	stimulus/blue/right	0.414			0.000
100	stimulus/blue/left	0.594		0.000
101	stimulus/blue/left		0.406	0.000
102	stimulus/blue/left	0.547		0.000
103	stimulus/blue/right	0.422			0.000
104	stimulus/blue/right	0.414			0.000
105	stimulus/blue/right	0.484			0.000
106	stimulus/blue/right	0.391			0.000
107	stimulus/blue/left	0.578		0.000
108	stimulus/blue/right	0.438			0.000
109	stimulus/blue/right		0.492		0.000
110	stimulus/blue/left	0.523		0.000
111	stimulus/blue/left	0.414		0.000
112	stimulus/blue/left	0.461		0.000
113	stimulus/blue/left		0.406	0.000
114	stimulus/blue/right	0.414			0.000
115	stimulus/blue/left	0.469		0.000
116	stimulus/blue/right	0.422			0.000
117	stimulus/blue/left	0.570		0.000
118	stimulus/blue/right	0.500			0.000
119	stimulus/blue/right	0.414			0.000
120	stimulus/blue/left	0.469		0.000
121	stimulus/blue/right	0.445			0.000
122	stimulus/blue/right	0.438			0.000
123	stimulus/blue/right	0.539			0.000
124	stimulus/blue/right	0.492			0.000
125	stimulus/blue/left		0.492	0.000
126	stimulus/blue/right	0.617			0.000
127	stimulus/blue/right	0.484			0.000
128	stimulus/blue/right	0.492			0.000
129	stimulus/blue/left		0.508	0.000
130	stimulus/blue/left	0.508		0.000
131	stimulus/blue/right	0.625			0.000
132	stimulus/blue/right	0.523			0.000
133	stimulus/blue/left		0.453	0.000
134	stimulus/blue/left		0.453	0.000
135	stimulus/blue/right	0.453			0.000
136	stimulus/blue/right	0.484			0.000
137	stimulus/blue/right	0.414			0.000
138	stimulus/blue/left	0.438		0.000
139	stimulus/blue/right		0.398		0.000
140	stimulus/blue/left		0.531	0.000
141	stimulus/blue/right	0.438			0.000
142	stimulus/blue/right	0.414			0.000
143	stimulus/blue/right	0.438			0.000
144	stimulus/blue/right	0.438			0.000
145	stimulus/blue/right	0.523			0.000
146	stimulus/blue/left	0.453		0.000
147	stimulus/blue/left		0.453	0.000
148	stimulus/blue/left	0.453		0.000
149	stimulus/blue/left	0.516		0.000
150	stimulus/blue/right	0.422			0.000
151	stimulus/blue/right	0.422			0.000
152	stimulus/blue/right	0.445			0.000
153	stimulus/blue/right	0.406			0.000
154	stimulus/blue/left	0.492		0.000
155	stimulus/blue/left		0.453	0.000
156	stimulus/blue/right	0.609			0.000
157	stimulus/blue/left	0.477		0.000
158	stimulus/blue/right	0.414			0.000
159	stimulus/blue/left		0.430	0.000
160	stimulus/pink/right	0.555					0.000
161	stimulus/pink/right	0.516					0.000
162	stimulus/pink/right	0.594					0.000
163	stimulus/pink/left	0.641				0.000
164	stimulus/pink/right	0.453					0.000
165	stimulus/pink/right	0.438					0.000
166	stimulus/pink/right	0.383					0.000
167	stimulus/pink/right	0.461					0.000
168	stimulus/pink/right	0.422					0.000
169	stimulus/pink/right		0.461				0.000
170	stimulus/pink/right	0.375					0.000
171	stimulus/pink/right	0.562					0.000
172	stimulus/pink/right	0.594					0.000
173	stimulus/pink/left	0.664				0.000
174	stimulus/pink/left	0.562				0.000
175	stimulus/pink/left	0.531				0.000
176	stimulus/pink/right	0.438					0.000
177	stimulus/pink/left	0.570				0.000
178	stimulus/pink/left	0.445				0.000
179	stimulus/pink/right		0.633				0.000
180	stimulus/pink/left		0.445			0.000
181	stimulus/pink/left	0.516				0.000
182	stimulus/pink/right	0.539					0.000
183	stimulus/pink/left		0.484			0.000
184	stimulus/pink/right	0.680					0.000
185	stimulus/pink/right	0.531					0.000
186	stimulus/pink/right	0.391					0.000
187	stimulus/pink/left		0.406			0.000
188	stimulus/pink/right						0.000
189	stimulus/pink/right	0.406					0.000
190	stimulus/pink/right	0.461					0.000
191	stimulus/pink/left	0.469				0.000
192	stimulus/pink/right		0.398				0.000
193	stimulus/pink/left	0.594				0.000
194	stimulus/pink/right	0.641					0.000
195	stimulus/pink/left	0.500				0.000
196	stimulus/pink/left	0.648				0.000
197	stimulus/pink/left	0.430				0.000
198	stimulus/pink/right	0.602					0.000
199	stimulus/pink/left	0.594				0.000
200	stimulus/pink/right	0.594					0.000
201	stimulus/pink/right	0.648					0.000
202	stimulus/pink/left	0.641				0.000
203	stimulus/pink/right	0.516					0.000
204	stimulus/pink/right	0.383					0.000
205	stimulus/pink/right	0.383					0.000
206	stimulus/pink/right		0.383				0.000
207	stimulus/pink/right		0.391				0.000
208	stimulus/pink/left		0.398			0.000
209	stimulus/pink/right	0.492					0.000
210	stimulus/pink/right	0.445					0.000
211	stimulus/pink/left		0.445			0.000
212	stimulus/pink/left	0.383				0.000
213	stimulus/pink/left	0.492				0.000
214	stimulus/pink/left	0.469				0.000
215	stimulus/pink/left	0.430				0.000
216	stimulus/pink/right	0.523					0.000
217	stimulus/pink/left	0.477				0.000
218	stimulus/pink/left	0.633				0.000
219	stimulus/pink/right	0.719					0.000
220	stimulus/pink/left	0.594				0.000
221	stimulus/pink/right	0.469					0.000
222	stimulus/pink/left	0.617				0.000
223	stimulus/pink/left	0.461				0.000
224	stimulus/pink/right	0.523					0.000
225	stimulus/pink/left	0.586				0.000
226	stimulus/pink/right	0.500					0.000
227	stimulus/pink/right	0.562					0.000
228	stimulus/pink/left	0.594				0.000
229	stimulus/pink/left		0.484			0.000
230	stimulus/pink/right	0.562					0.000
231	stimulus/pink/left	0.469				0.000
232	stimulus/pink/left	0.414				0.000
233	stimulus/pink/right		0.633				0.000
234	stimulus/pink/left	0.500				0.000
235	stimulus/pink/right	0.430					0.000
236	stimulus/pink/left	0.594				0.000
237	stimulus/pink/left	0.531				0.000
238	stimulus/pink/left	0.398				0.000
239	stimulus/pink/right	0.438					0.000
240	stimulus/pink/left	0.586				0.000
241	stimulus/pink/left	0.648				0.000
242	stimulus/pink/right	0.477					0.000
243	stimulus/pink/left	0.484				0.000
244	stimulus/pink/right		0.469				0.000
245	stimulus/pink/left	0.477				0.000
246	stimulus/pink/left	0.539				0.000
247	stimulus/pink/right	0.430					0.000
248	stimulus/pink/left	0.406				0.000
249	stimulus/pink/right	0.484					0.000
250	stimulus/pink/left	0.492				0.000
251	stimulus/pink/right	0.383					0.000
252	stimulus/pink/right	0.523					0.000
253	stimulus/pink/left		0.508			0.000
254	stimulus/pink/right	0.336					0.000
255	stimulus/pink/left		0.477			0.000
256	stimulus/pink/left	0.391				0.000
257	stimulus/pink/left		0.578			0.000
258	stimulus/pink/left	0.430				0.000
259	stimulus/pink/left	0.453				0.000
260	stimulus/pink/right	0.484					0.000
261	stimulus/pink/left	0.680				0.000
262	stimulus/pink/left	0.398				0.000
263	stimulus/pink/left	0.430				0.000
264	stimulus/pink/left	0.398				0.000
265	stimulus/pink/right	0.492					0.000
266	stimulus/pink/right	0.734					0.000
267	stimulus/pink/left	0.508				0.000
268	stimulus/pink/left	0.578				0.000
269	stimulus/pink/right	0.430					0.000
270	stimulus/pink/left	0.539				0.000
271	stimulus/pink/right	0.422					0.000
272	stimulus/pink/left	0.359				0.000
273	stimulus/pink/right	0.422					0.000
274	stimulus/pink/left	0.383				0.000
275	stimulus/pink/left	0.430				0.000
276	stimulus/pink/right	0.656					0.000
277	stimulus/pink/right	0.453					0.000
278	stimulus/pink/left	0.414				0.000
279	stimulus/pink/left	0.484				0.000
280	stimulus/pink/right	0.562					0.000
281	stimulus/pink/right	0.430					0.000
282	stimulus/pink/right	0.523					0.000
283	stimulus/pink/right	0.406					0.000
284	stimulus/pink/right		0.383				0.000
285	stimulus/pink/right		0.445				0.000
286	stimulus/pink/right	0.438					0.000
287	stimulus/pink/right	0.531					0.000
288	stimulus/pink/left	0.672				0.000
289	stimulus/pink/right	0.555					0.000
290	stimulus/pink/right	0.586					0.000
291	stimulus/pink/left		0.594			0.000
292	stimulus/pink/left	0.469				0.000
293	stimulus/pink/right	0.438					0.000
294	stimulus/pink/left	0.477				0.000
295	stimulus/pink/left	0.508				0.000
296	stimulus/pink/left	0.578				0.000
297	stimulus/pink/left	0.648				0.000
298	stimulus/pink/left		0.438			0.000
299	stimulus/pink/right	0.383					0.000
300	stimulus/pink/right	0.469					0.000
301	stimulus/pink/right	0.477					0.000
302	stimulus/pink/right	0.438					0.000
303	stimulus/pink/right	0.445					0.000
304	stimulus/pink/right	0.531					0.000
305	stimulus/pink/left	0.586				0.000
306	stimulus/pink/left	0.453				0.000
307	stimulus/pink/left	0.602				0.000
308	stimulus/pink/left		0.438			0.000
309	stimulus/pink/left	0.555				0.000
310	stimulus/pink/left		0.453			0.000
311	stimulus/pink/left	0.531				0.000
312	stimulus/pink/right	0.453					0.000
313	stimulus/pink/left	0.406				0.000
314	stimulus/pink/right	0.453					0.000
315	stimulus/pink/right		0.531				0.000
316	stimulus/pink/right	0.516					0.000
317	stimulus/pink/left	0.391				0.000
318	stimulus/pink/right	0.438					0.000
319	stimulus/pink/left	0.539				0.000

320 rows × 8 columns

ERP image (EEG) epochs

Drop log epochs

No epochs exceeded the rejection thresholds. Nothing was dropped.

PSD epochs

ICA: removals ica

Info ica

Method	picard
Fit parameters	fastica_it=5 max_iter=1000
Fit	113 iterations on epochs (20800 samples)
ICA components	28
Available PCA components	29
Channel types	eeg
ICA components marked for exclusion	ICA000 ICA010 ICA014 ICA018 ICA023

Original and cleaned signal ica

ICA component topographies ica

ICA component properties ica

Move the slider or click on the image and use the ← and → keys to browse.

Raw (clean) clean raw run-None

Info raw run-None clean

	General
	Filename(s)	sub-015_ses-N2pc_task-N2pc_proc-filt_raw.fif
	MNE object type	Raw
	Measurement date	Unknown
	Participant	sub-015
	Experimenter	Unknown
	Acquisition
	Duration	00:10:04 (HH:MM:SS)
	Sampling frequency	128.00 Hz
	Time points	77,312
	Channels
	EEG	and
	EOG
	Head & sensor digitization	33 points
	Filters
	Highpass	0.10 Hz
	Lowpass	64.00 Hz

Time series raw run-None clean

Move the slider or click on the image and use the ← and → keys to browse.

PSD raw run-None clean

Epochs: after cleaning clean epochs

autoreject_global thresholds epochs clean

{'eeg': np.float64(0.00010151750157474763)}

Info epochs clean

	General
	Filename(s)	sub-015_ses-N2pc_task-N2pc_proc-ica_epo.fif
	MNE object type	EpochsFIF
	Measurement date	Unknown
	Participant	sub-015
	Experimenter	Unknown
	Acquisition
	Total number of events	320
	Events counts	stimulus/blue/left: 80 stimulus/blue/right: 80 stimulus/pink/left: 80 stimulus/pink/right: 80
	Time range	-0.203 – 0.797 s
	Baseline	-0.203 – 0.000 s
	Sampling frequency	128.00 Hz
	Time points	129
	Metadata	320 rows × 7 columns
	Channels
	EEG	and
	EOG
	Head & sensor digitization	33 points
	Filters
	Highpass	0.10 Hz
	Lowpass	64.00 Hz

Metadata epochs clean

Epoch #	event_name	response/correct	response/error	stimulus/blue/left	stimulus/blue/right	stimulus/pink/left	stimulus/pink/right
0	stimulus/blue/left	0.570		0.000
1	stimulus/blue/left		0.391	0.000
2	stimulus/blue/left	0.445		0.000
3	stimulus/blue/right	0.516			0.000
4	stimulus/blue/left	0.469		0.000
5	stimulus/blue/right	0.617			0.000
6	stimulus/blue/right		0.641		0.000
7	stimulus/blue/left	0.602		0.000
8	stimulus/blue/right	0.453			0.000
9	stimulus/blue/right	0.422			0.000
10	stimulus/blue/right	0.570			0.000
11	stimulus/blue/left	0.570		0.000
12	stimulus/blue/left		0.516	0.000
13	stimulus/blue/left	0.469		0.000
14	stimulus/blue/right	0.492			0.000
15	stimulus/blue/right	0.562			0.000
16	stimulus/blue/left	0.586		0.000
17	stimulus/blue/right		0.469		0.000
18	stimulus/blue/right	0.523			0.000
19	stimulus/blue/left	0.461		0.000
20	stimulus/blue/right	0.484			0.000
21	stimulus/blue/left	0.609		0.000
22	stimulus/blue/left	0.438		0.000
23	stimulus/blue/left	0.445		0.000
24	stimulus/blue/right	0.562			0.000
25	stimulus/blue/right	0.516			0.000
26	stimulus/blue/left	0.461		0.000
27	stimulus/blue/right	0.578			0.000
28	stimulus/blue/left	0.484		0.000
29	stimulus/blue/left		0.414	0.000
30	stimulus/blue/right	0.539			0.000
31	stimulus/blue/right	0.508			0.000
32	stimulus/blue/left		0.477	0.000
33	stimulus/blue/left	0.547		0.000
34	stimulus/blue/left	0.461		0.000
35	stimulus/blue/left	0.453		0.000
36	stimulus/blue/right	0.633			0.000
37	stimulus/blue/left		0.445	0.000
38	stimulus/blue/right	0.430			0.000
39	stimulus/blue/right	0.555			0.000
40	stimulus/blue/right	0.570			0.000
41	stimulus/blue/left	0.500		0.000
42	stimulus/blue/right	0.508			0.000
43	stimulus/blue/right	0.453			0.000
44	stimulus/blue/right	0.461			0.000
45	stimulus/blue/right	0.438			0.000
46	stimulus/blue/left	0.445		0.000
47	stimulus/blue/left	0.406		0.000
48	stimulus/blue/left	0.422		0.000
49	stimulus/blue/left	0.469		0.000
50	stimulus/blue/left	0.414		0.000
51	stimulus/blue/right	0.531			0.000
52	stimulus/blue/right		0.414		0.000
53	stimulus/blue/left		0.391	0.000
54	stimulus/blue/left	0.453		0.000
55	stimulus/blue/right	0.586			0.000
56	stimulus/blue/right	0.562			0.000
57	stimulus/blue/right	0.422			0.000
58	stimulus/blue/left	0.406		0.000
59	stimulus/blue/right		0.406		0.000
60	stimulus/blue/right	0.398			0.000
61	stimulus/blue/right	0.375			0.000
62	stimulus/blue/left		0.445	0.000
63	stimulus/blue/right	0.422			0.000
64	stimulus/blue/right	0.414			0.000
65	stimulus/blue/left	0.414		0.000
66	stimulus/blue/left		0.406	0.000
67	stimulus/blue/left	0.492		0.000
68	stimulus/blue/left	0.570		0.000
69	stimulus/blue/left	0.492		0.000
70	stimulus/blue/left	0.500		0.000
71	stimulus/blue/left	0.406		0.000
72	stimulus/blue/right	0.469			0.000
73	stimulus/blue/left	0.477		0.000
74	stimulus/blue/right		0.391		0.000
75	stimulus/blue/left		0.406	0.000
76	stimulus/blue/right	0.633			0.000
77	stimulus/blue/left	0.453		0.000
78	stimulus/blue/left	0.414		0.000
79	stimulus/blue/left	0.414		0.000
80	stimulus/blue/left		0.641	0.000
81	stimulus/blue/right	0.648			0.000
82	stimulus/blue/right	0.555			0.000
83	stimulus/blue/left	0.453		0.000
84	stimulus/blue/right	0.461			0.000
85	stimulus/blue/left	0.438		0.000
86	stimulus/blue/left	0.461		0.000
87	stimulus/blue/left	0.414		0.000
88	stimulus/blue/left		0.477	0.000
89	stimulus/blue/right	0.531			0.000
90	stimulus/blue/right	0.469			0.000
91	stimulus/blue/left	0.516		0.000
92	stimulus/blue/left	0.516		0.000
93	stimulus/blue/left	0.461		0.000
94	stimulus/blue/right	0.398			0.000
95	stimulus/blue/left	0.508		0.000
96	stimulus/blue/right	0.516			0.000
97	stimulus/blue/left		0.445	0.000
98	stimulus/blue/right	0.500			0.000
99	stimulus/blue/right	0.414			0.000
100	stimulus/blue/left	0.594		0.000
101	stimulus/blue/left		0.406	0.000
102	stimulus/blue/left	0.547		0.000
103	stimulus/blue/right	0.422			0.000
104	stimulus/blue/right	0.414			0.000
105	stimulus/blue/right	0.484			0.000
106	stimulus/blue/right	0.391			0.000
107	stimulus/blue/left	0.578		0.000
108	stimulus/blue/right	0.438			0.000
109	stimulus/blue/right		0.492		0.000
110	stimulus/blue/left	0.523		0.000
111	stimulus/blue/left	0.414		0.000
112	stimulus/blue/left	0.461		0.000
113	stimulus/blue/left		0.406	0.000
114	stimulus/blue/right	0.414			0.000
115	stimulus/blue/left	0.469		0.000
116	stimulus/blue/right	0.422			0.000
117	stimulus/blue/left	0.570		0.000
118	stimulus/blue/right	0.500			0.000
119	stimulus/blue/right	0.414			0.000
120	stimulus/blue/left	0.469		0.000
121	stimulus/blue/right	0.445			0.000
122	stimulus/blue/right	0.438			0.000
123	stimulus/blue/right	0.539			0.000
124	stimulus/blue/right	0.492			0.000
125	stimulus/blue/left		0.492	0.000
126	stimulus/blue/right	0.617			0.000
127	stimulus/blue/right	0.484			0.000
128	stimulus/blue/right	0.492			0.000
129	stimulus/blue/left		0.508	0.000
130	stimulus/blue/left	0.508		0.000
131	stimulus/blue/right	0.625			0.000
132	stimulus/blue/right	0.523			0.000
133	stimulus/blue/left		0.453	0.000
134	stimulus/blue/left		0.453	0.000
135	stimulus/blue/right	0.453			0.000
136	stimulus/blue/right	0.484			0.000
137	stimulus/blue/right	0.414			0.000
138	stimulus/blue/left	0.438		0.000
139	stimulus/blue/right		0.398		0.000
140	stimulus/blue/left		0.531	0.000
141	stimulus/blue/right	0.438			0.000
142	stimulus/blue/right	0.414			0.000
143	stimulus/blue/right	0.438			0.000
144	stimulus/blue/right	0.438			0.000
145	stimulus/blue/right	0.523			0.000
146	stimulus/blue/left	0.453		0.000
147	stimulus/blue/left		0.453	0.000
148	stimulus/blue/left	0.453		0.000
149	stimulus/blue/left	0.516		0.000
150	stimulus/blue/right	0.422			0.000
151	stimulus/blue/right	0.422			0.000
152	stimulus/blue/right	0.445			0.000
153	stimulus/blue/right	0.406			0.000
154	stimulus/blue/left	0.492		0.000
155	stimulus/blue/left		0.453	0.000
156	stimulus/blue/right	0.609			0.000
157	stimulus/blue/left	0.477		0.000
158	stimulus/blue/right	0.414			0.000
159	stimulus/blue/left		0.430	0.000
160	stimulus/pink/right	0.555					0.000
161	stimulus/pink/right	0.516					0.000
162	stimulus/pink/right	0.594					0.000
163	stimulus/pink/left	0.641				0.000
164	stimulus/pink/right	0.453					0.000
165	stimulus/pink/right	0.438					0.000
166	stimulus/pink/right	0.383					0.000
167	stimulus/pink/right	0.461					0.000
168	stimulus/pink/right	0.422					0.000
169	stimulus/pink/right		0.461				0.000
170	stimulus/pink/right	0.375					0.000
171	stimulus/pink/right	0.562					0.000
172	stimulus/pink/right	0.594					0.000
173	stimulus/pink/left	0.664				0.000
174	stimulus/pink/left	0.562				0.000
175	stimulus/pink/left	0.531				0.000
176	stimulus/pink/right	0.438					0.000
177	stimulus/pink/left	0.570				0.000
178	stimulus/pink/left	0.445				0.000
179	stimulus/pink/right		0.633				0.000
180	stimulus/pink/left		0.445			0.000
181	stimulus/pink/left	0.516				0.000
182	stimulus/pink/right	0.539					0.000
183	stimulus/pink/left		0.484			0.000
184	stimulus/pink/right	0.680					0.000
185	stimulus/pink/right	0.531					0.000
186	stimulus/pink/right	0.391					0.000
187	stimulus/pink/left		0.406			0.000
188	stimulus/pink/right						0.000
189	stimulus/pink/right	0.406					0.000
190	stimulus/pink/right	0.461					0.000
191	stimulus/pink/left	0.469				0.000
192	stimulus/pink/right		0.398				0.000
193	stimulus/pink/left	0.594				0.000
194	stimulus/pink/right	0.641					0.000
195	stimulus/pink/left	0.500				0.000
196	stimulus/pink/left	0.648				0.000
197	stimulus/pink/left	0.430				0.000
198	stimulus/pink/right	0.602					0.000
199	stimulus/pink/left	0.594				0.000
200	stimulus/pink/right	0.594					0.000
201	stimulus/pink/right	0.648					0.000
202	stimulus/pink/left	0.641				0.000
203	stimulus/pink/right	0.516					0.000
204	stimulus/pink/right	0.383					0.000
205	stimulus/pink/right	0.383					0.000
206	stimulus/pink/right		0.383				0.000
207	stimulus/pink/right		0.391				0.000
208	stimulus/pink/left		0.398			0.000
209	stimulus/pink/right	0.492					0.000
210	stimulus/pink/right	0.445					0.000
211	stimulus/pink/left		0.445			0.000
212	stimulus/pink/left	0.383				0.000
213	stimulus/pink/left	0.492				0.000
214	stimulus/pink/left	0.469				0.000
215	stimulus/pink/left	0.430				0.000
216	stimulus/pink/right	0.523					0.000
217	stimulus/pink/left	0.477				0.000
218	stimulus/pink/left	0.633				0.000
219	stimulus/pink/right	0.719					0.000
220	stimulus/pink/left	0.594				0.000
221	stimulus/pink/right	0.469					0.000
222	stimulus/pink/left	0.617				0.000
223	stimulus/pink/left	0.461				0.000
224	stimulus/pink/right	0.523					0.000
225	stimulus/pink/left	0.586				0.000
226	stimulus/pink/right	0.500					0.000
227	stimulus/pink/right	0.562					0.000
228	stimulus/pink/left	0.594				0.000
229	stimulus/pink/left		0.484			0.000
230	stimulus/pink/right	0.562					0.000
231	stimulus/pink/left	0.469				0.000
232	stimulus/pink/left	0.414				0.000
233	stimulus/pink/right		0.633				0.000
234	stimulus/pink/left	0.500				0.000
235	stimulus/pink/right	0.430					0.000
236	stimulus/pink/left	0.594				0.000
237	stimulus/pink/left	0.531				0.000
238	stimulus/pink/left	0.398				0.000
239	stimulus/pink/right	0.438					0.000
240	stimulus/pink/left	0.586				0.000
241	stimulus/pink/left	0.648				0.000
242	stimulus/pink/right	0.477					0.000
243	stimulus/pink/left	0.484				0.000
244	stimulus/pink/right		0.469				0.000
245	stimulus/pink/left	0.477				0.000
246	stimulus/pink/left	0.539				0.000
247	stimulus/pink/right	0.430					0.000
248	stimulus/pink/left	0.406				0.000
249	stimulus/pink/right	0.484					0.000
250	stimulus/pink/left	0.492				0.000
251	stimulus/pink/right	0.383					0.000
252	stimulus/pink/right	0.523					0.000
253	stimulus/pink/left		0.508			0.000
254	stimulus/pink/right	0.336					0.000
255	stimulus/pink/left		0.477			0.000
256	stimulus/pink/left	0.391				0.000
257	stimulus/pink/left		0.578			0.000
258	stimulus/pink/left	0.430				0.000
259	stimulus/pink/left	0.453				0.000
260	stimulus/pink/right	0.484					0.000
261	stimulus/pink/left	0.680				0.000
262	stimulus/pink/left	0.398				0.000
263	stimulus/pink/left	0.430				0.000
264	stimulus/pink/left	0.398				0.000
265	stimulus/pink/right	0.492					0.000
266	stimulus/pink/right	0.734					0.000
267	stimulus/pink/left	0.508				0.000
268	stimulus/pink/left	0.578				0.000
269	stimulus/pink/right	0.430					0.000
270	stimulus/pink/left	0.539				0.000
271	stimulus/pink/right	0.422					0.000
272	stimulus/pink/left	0.359				0.000
273	stimulus/pink/right	0.422					0.000
274	stimulus/pink/left	0.383				0.000
275	stimulus/pink/left	0.430				0.000
276	stimulus/pink/right	0.656					0.000
277	stimulus/pink/right	0.453					0.000
278	stimulus/pink/left	0.414				0.000
279	stimulus/pink/left	0.484				0.000
280	stimulus/pink/right	0.562					0.000
281	stimulus/pink/right	0.430					0.000
282	stimulus/pink/right	0.523					0.000
283	stimulus/pink/right	0.406					0.000
284	stimulus/pink/right		0.383				0.000
285	stimulus/pink/right		0.445				0.000
286	stimulus/pink/right	0.438					0.000
287	stimulus/pink/right	0.531					0.000
288	stimulus/pink/left	0.672				0.000
289	stimulus/pink/right	0.555					0.000
290	stimulus/pink/right	0.586					0.000
291	stimulus/pink/left		0.594			0.000
292	stimulus/pink/left	0.469				0.000
293	stimulus/pink/right	0.438					0.000
294	stimulus/pink/left	0.477				0.000
295	stimulus/pink/left	0.508				0.000
296	stimulus/pink/left	0.578				0.000
297	stimulus/pink/left	0.648				0.000
298	stimulus/pink/left		0.438			0.000
299	stimulus/pink/right	0.383					0.000
300	stimulus/pink/right	0.469					0.000
301	stimulus/pink/right	0.477					0.000
302	stimulus/pink/right	0.438					0.000
303	stimulus/pink/right	0.445					0.000
304	stimulus/pink/right	0.531					0.000
305	stimulus/pink/left	0.586				0.000
306	stimulus/pink/left	0.453				0.000
307	stimulus/pink/left	0.602				0.000
308	stimulus/pink/left		0.438			0.000
309	stimulus/pink/left	0.555				0.000
310	stimulus/pink/left		0.453			0.000
311	stimulus/pink/left	0.531				0.000
312	stimulus/pink/right	0.453					0.000
313	stimulus/pink/left	0.406				0.000
314	stimulus/pink/right	0.453					0.000
315	stimulus/pink/right		0.531				0.000
316	stimulus/pink/right	0.516					0.000
317	stimulus/pink/left	0.391				0.000
318	stimulus/pink/right	0.438					0.000
319	stimulus/pink/left	0.539				0.000

320 rows × 8 columns

ERP image (EEG) epochs clean

Drop log epochs clean

No epochs exceeded the rejection thresholds. Nothing was dropped.

PSD epochs clean

Condition: stimulus/right evoked stimulus/right

Info evoked stimulus/right

	General
	MNE object type	EvokedArray
	Measurement date	Unknown
	Participant	sub-015
	Experimenter	Unknown
	Acquisition
	Aggregation	average of 160 epochs
	Condition	0.50 × stimulus/blue/right + 0.50 × stimulus/pink/right
	Time range	-0.203 – 0.797 s
	Baseline	-0.203 – 0.000 s
	Sampling frequency	128.00 Hz
	Time points	129
	Channels
	EEG	and
	Head & sensor digitization	33 points
	Filters
	Highpass	0.10 Hz
	Lowpass	64.00 Hz

Time course (EEG) evoked stimulus/right

Topographies evoked stimulus/right

Move the slider or click on the image and use the ← and → keys to browse.

Global field power evoked stimulus/right

Condition: stimulus/left evoked stimulus/left

Info evoked stimulus/left

	General
	MNE object type	EvokedArray
	Measurement date	Unknown
	Participant	sub-015
	Experimenter	Unknown
	Acquisition
	Aggregation	average of 160 epochs
	Condition	0.50 × stimulus/blue/left + 0.50 × stimulus/pink/left
	Time range	-0.203 – 0.797 s
	Baseline	-0.203 – 0.000 s
	Sampling frequency	128.00 Hz
	Time points	129
	Channels
	EEG	and
	Head & sensor digitization	33 points
	Filters
	Highpass	0.10 Hz
	Lowpass	64.00 Hz

Time course (EEG) evoked stimulus/left

Topographies evoked stimulus/left

Move the slider or click on the image and use the ← and → keys to browse.

Global field power evoked stimulus/left

Contrast: stimulus/right+stimulus/left contrast evoked stimulus/right+stimulus/left

Info evoked stimulus/right+stimulus/left contrast

	General
	MNE object type	EvokedArray
	Measurement date	Unknown
	Participant	sub-015
	Experimenter	Unknown
	Acquisition
	Aggregation	average of 80 epochs
	Condition	(0.50 × stimulus/blue/right + 0.50 × stimulus/pink/right) - (0.50 × stimulus/blue/left + 0.50 × stimulus/pink/left)
	Time range	-0.203 – 0.797 s
	Baseline	-0.203 – 0.000 s
	Sampling frequency	128.00 Hz
	Time points	129
	Channels
	EEG	and
	Head & sensor digitization	33 points
	Filters
	Highpass	0.10 Hz
	Lowpass	64.00 Hz

Time course (EEG) evoked stimulus/right+stimulus/left contrast

Topographies evoked stimulus/right+stimulus/left contrast

Move the slider or click on the image and use the ← and → keys to browse.

Global field power evoked stimulus/right+stimulus/left contrast

Decoding: full-epochs contrast decoding epochs stimulus/right–stimulus/left

Full-epochs decoding epochs contrast decoding stimulus/right–stimulus/left

Decoding: time-by-time contrast decoding epochs stimulus/right–stimulus/left

Decoding over time: stimulus/right vs. stimulus/left epochs contrast decoding stimulus/right–stimulus/left

Time generalization: stimulus/right vs. stimulus/left epochs contrast decoding stimulus/right–stimulus/left

Configuration file configuration

  """ERP CORE.

This example demonstrates how to process 5 participants from the
[ERP CORE](https://erpinfo.org/erp-core) dataset. It shows how to obtain 7 ERP
components from a total of 6 experimental tasks:

- N170 (face perception)
- MMN (passive auditory oddball)
- N2pc (visual search)
- N400 (word pair judgment)
- P3b (active visual oddball)
- LRP and ERN (flankers task)

## Dataset information

- **Authors:** Emily S. Kappenman, Jaclyn L. Farrens, Wendy Zhang,
                       Andrew X. Stewart, and Steven J. Luck
- **License:** CC-BY-4.0
- **URL:** [https://erpinfo.org/erp-core](https://erpinfo.org/erp-core)
- **Citation:** Kappenman, E., Farrens, J., Zhang, W., Stewart, A. X.,
                & Luck, S. J. (2021). ERP CORE: An open resource for human
                event-related potential research. *NeuroImage* 225: 117465.
                [https://doi.org/10.1016/j.neuroimage.2020.117465](https://doi.org/10.1016/j.neuroimage.2020.117465)
"""

import argparse
import sys

import mne

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

# Find the --task option
args = [arg for arg in sys.argv if arg.startswith("--task") or not arg.startswith("-")]
parser = argparse.ArgumentParser()
parser.add_argument("ignored", nargs="*")
parser.add_argument(
    "--task", choices=("N400", "ERN", "LRP", "MMN", "N2pc", "N170", "P3"), required=True
)
task = parser.parse_args(args).task
sessions = [task]

subjects = ["015", "016", "017", "018", "019"]

ch_types = ["eeg"]
interactive = False

raw_resample_sfreq = 128
# Suppress "Data file name in EEG.data (sub-019_task-ERN_eeg.fdt) is incorrect..."
read_raw_bids_verbose = "error"

eeg_template_montage = mne.channels.make_standard_montage("standard_1005")
eeg_bipolar_channels = {
    "HEOG": ("HEOG_left", "HEOG_right"),
    "VEOG": ("VEOG_lower", "FP2"),
}
drop_channels = ["HEOG_left", "HEOG_right", "VEOG_lower"]
eog_channels = ["HEOG", "VEOG"]

l_freq = 0.1
h_freq = None
notch_freq = 60

decode = True
decoding_time_generalization = True
decoding_time_generalization_decim = 2

find_breaks = True
min_break_duration = 10
t_break_annot_start_after_previous_event = 3.0
t_break_annot_stop_before_next_event = 1.5

if task == "N400":  # test autoreject local without ICA
    spatial_filter = None
    reject = "autoreject_local"
    autoreject_n_interpolate = [2, 4]
elif task == "N170":  # test autoreject local before ICA
    spatial_filter = "ica"
    ica_reject = "autoreject_local"
    reject = "autoreject_global"
    autoreject_n_interpolate = [2, 4]
else:
    spatial_filter = "ica"
    ica_reject = dict(eeg=350e-6, eog=500e-6)
    reject = "autoreject_global"

# These settings are only used for the cases where spatial_filter="ica"
ica_max_iterations = 1000
ica_eog_threshold = 2
ica_decim = 2  # speed up ICA fitting

run_source_estimation = False
on_rename_missing_events = "ignore"

parallel_backend = "dask"
dask_worker_memory_limit = "2.5G"
n_jobs = 4

if task == "N400":
    dask_open_dashboard = True

    rename_events = {
        "response/201": "response/correct",
        "response/202": "response/error",
        "stimulus/111": "stimulus/prime/related",
        "stimulus/112": "stimulus/prime/related",
        "stimulus/121": "stimulus/prime/unrelated",
        "stimulus/122": "stimulus/prime/unrelated",
        "stimulus/211": "stimulus/target/related",
        "stimulus/212": "stimulus/target/related",
        "stimulus/221": "stimulus/target/unrelated",
        "stimulus/222": "stimulus/target/unrelated",
    }

    eeg_reference = ["P9", "P10"]
    epochs_tmin = -0.2
    epochs_tmax = 0.8
    epochs_metadata_tmin = 0
    epochs_metadata_tmax = 1.5
    epochs_metadata_keep_first = ["stimulus/target", "response"]
    baseline = (None, 0)

    conditions = {
        "related": '`first_stimulus/target` == "related" and '
        'first_response == "correct"',
        "unrelated": '`first_stimulus/target` == "unrelated" and '
        'first_response == "correct"',
    }
    contrasts = [("unrelated", "related")]
    cluster_forming_t_threshold = 1.5  # Only for testing!
    cluster_permutation_p_threshold = 0.2  # Only for testing!
elif task == "ERN":
    rename_events = {
        "stimulus/11": "compatible/left",
        "stimulus/12": "compatible/right",
        "stimulus/21": "incompatible/left",
        "stimulus/22": "incompatible/right",
        "response/111": "response/correct",
        "response/112": "response/incorrect",
        "response/121": "response/correct",
        "response/122": "response/incorrect",
        "response/211": "response/incorrect",
        "response/212": "response/correct",
        "response/221": "response/incorrect",
        "response/222": "response/correct",
    }

    eeg_reference = ["P9", "P10"]
    epochs_tmin = -0.6
    epochs_tmax = 0.4
    baseline = (-0.4, -0.2)
    conditions = ["response/correct", "response/incorrect"]
    contrasts = [("response/incorrect", "response/correct")]
    cluster_forming_t_threshold = 5  # Only for testing!
    cluster_permutation_p_threshold = 0.2  # Only for testing!
    decoding_csp = True
    decoding_csp_freqs = {
        "theta": [4, 7],
        "alpha": [8, 12],
        "beta": [13, 20, 30],
        "gamma": [50, 63],
    }
    decoding_csp_times = [-0.2, 0.0, 0.2, 0.4]
elif task == "LRP":
    rename_events = {
        "stimulus/11": "compatible/left",
        "stimulus/12": "compatible/right",
        "stimulus/21": "incompatible/left",
        "stimulus/22": "incompatible/right",
        "response/111": "response/left/correct",
        "response/112": "response/left/incorrect",
        "response/121": "response/left/correct",
        "response/122": "response/left/incorrect",
        "response/211": "response/right/incorrect",
        "response/212": "response/right/correct",
        "response/221": "response/right/incorrect",
        "response/222": "response/right/correct",
    }

    eeg_reference = ["P9", "P10"]
    epochs_tmin = -0.8
    epochs_tmax = 0.2
    baseline = (None, -0.6)
    conditions = ["response/left", "response/right"]
    contrasts = [("response/right", "response/left")]  # contralateral vs ipsi
elif task == "MMN":
    rename_events = {
        "stimulus/70": "stimulus/deviant",
        "stimulus/80": "stimulus/standard",
    }

    eeg_reference = ["P9", "P10"]
    epochs_tmin = -0.2
    epochs_tmax = 0.8
    baseline = (None, 0)
    conditions = ["stimulus/standard", "stimulus/deviant"]
    contrasts = [("stimulus/deviant", "stimulus/standard")]
elif task == "N2pc":
    rename_events = {
        "response/201": "response/correct",
        "response/202": "response/error",
        "stimulus/111": "stimulus/blue/left",
        "stimulus/112": "stimulus/blue/left",
        "stimulus/121": "stimulus/blue/right",
        "stimulus/122": "stimulus/blue/right",
        "stimulus/211": "stimulus/pink/left",
        "stimulus/212": "stimulus/pink/left",
        "stimulus/221": "stimulus/pink/right",
        "stimulus/222": "stimulus/pink/right",
    }

    eeg_reference = ["P9", "P10"]
    # Analyze all EEG channels -- we only specify the channels here for the purpose of
    # demonstration
    analyze_channels = [
        "FP1",
        "F3",
        "F7",
        "FC3",
        "C3",
        "C5",
        "P3",
        "P7",
        "P9",
        "PO7",
        "PO3",
        "O1",
        "Oz",
        "Pz",
        "CPz",
        "FP2",
        "Fz",
        "F4",
        "F8",
        "FC4",
        "FCz",
        "Cz",
        "C4",
        "C6",
        "P4",
        "P8",
        "P10",
        "PO8",
        "PO4",
        "O2",
    ]

    epochs_tmin = -0.2
    epochs_tmax = 0.8
    baseline = (None, 0)
    conditions = ["stimulus/right", "stimulus/left"]
    contrasts = [("stimulus/right", "stimulus/left")]  # Contralteral vs ipsi
elif task == "N170":
    rename_events = {
        "response/201": "response/correct",
        "response/202": "response/error",
    }

    eeg_reference = "average"
    # Analyze all EEG channels -- we only specify the channels here for the purpose of
    # demonstration
    analyze_channels = [
        "FP1",
        "F3",
        "F7",
        "FC3",
        "C3",
        "C5",
        "P3",
        "P7",
        "P9",
        "PO7",
        "PO3",
        "O1",
        "Oz",
        "Pz",
        "CPz",
        "FP2",
        "Fz",
        "F4",
        "F8",
        "FC4",
        "FCz",
        "Cz",
        "C4",
        "C6",
        "P4",
        "P8",
        "P10",
        "PO8",
        "PO4",
        "O2",
    ]

    ica_n_components = 30 - 1
    for i in range(1, 180 + 1):
        orig_name = f"stimulus/{i}"

        if 1 <= i <= 40:
            new_name = "stimulus/face/normal"
        elif 41 <= i <= 80:
            new_name = "stimulus/car/normal"
        elif 101 <= i <= 140:
            new_name = "stimulus/face/scrambled"
        elif 141 <= i <= 180:
            new_name = "stimulus/car/scrambled"
        else:
            continue

        rename_events[orig_name] = new_name

    epochs_tmin = -0.2
    epochs_tmax = 0.8
    baseline = (None, 0)
    conditions = ["stimulus/face/normal", "stimulus/car/normal"]
    contrasts = [("stimulus/face/normal", "stimulus/car/normal")]
elif task == "P3":
    rename_events = {
        "response/201": "response/correct",
        "response/202": "response/incorrect",
        "stimulus/11": "stimulus/target/11",
        "stimulus/22": "stimulus/target/22",
        "stimulus/33": "stimulus/target/33",
        "stimulus/44": "stimulus/target/44",
        "stimulus/55": "stimulus/target/55",
        "stimulus/21": "stimulus/non-target/21",
        "stimulus/31": "stimulus/non-target/31",
        "stimulus/41": "stimulus/non-target/41",
        "stimulus/51": "stimulus/non-target/51",
        "stimulus/12": "stimulus/non-target/12",
        "stimulus/32": "stimulus/non-target/32",
        "stimulus/42": "stimulus/non-target/42",
        "stimulus/52": "stimulus/non-target/52",
        "stimulus/13": "stimulus/non-target/13",
        "stimulus/23": "stimulus/non-target/23",
        "stimulus/43": "stimulus/non-target/43",
        "stimulus/53": "stimulus/non-target/53",
        "stimulus/14": "stimulus/non-target/14",
        "stimulus/24": "stimulus/non-target/24",
        "stimulus/34": "stimulus/non-target/34",
        "stimulus/54": "stimulus/non-target/54",
        "stimulus/15": "stimulus/non-target/15",
        "stimulus/25": "stimulus/non-target/25",
        "stimulus/35": "stimulus/non-target/35",
        "stimulus/45": "stimulus/non-target/45",
    }

    eeg_reference = ["P9", "P10"]
    epochs_tmin = -0.2
    epochs_tmax = 0.8
    baseline = (None, 0)
    conditions = ["stimulus/target", "stimulus/non-target"]
    contrasts = [("stimulus/target", "stimulus/non-target")]
    cluster_forming_t_threshold = 0.8  # Only for testing!
    cluster_permutation_p_threshold = 0.2  # Only for testing!
else:
    raise RuntimeError(f"Task {task} not currently supported")

System information mne-sysinfo

  Platform             Linux-5.15.0-1057-aws-x86_64-with-glibc2.35
Python               3.12.4 (main, Jun  8 2024, 23:40:19) [GCC 11.4.0]
Executable           /home/circleci/.pyenv/versions/3.12.4/bin/python3.12
CPU                  Intel(R) Xeon(R) Platinum 8124M CPU @ 3.00GHz (36 cores)
Memory               68.6 GiB

Core
├☑ mne               1.9.0.dev59+ged933b8d9 (devel, latest release is 1.8.0)
├☑ numpy             2.0.2 (OpenBLAS 0.3.27 with 2 threads)
├☑ scipy             1.14.1
└☑ matplotlib        3.9.2 (backend=agg)

Numerical (optional)
├☑ sklearn           1.5.2
├☑ numba             0.60.0
├☑ nibabel           5.2.1
├☑ pandas            2.2.3
├☑ h5io              0.2.4
├☑ h5py              3.12.1
└☐ unavailable       nilearn, dipy, openmeeg, cupy

Visualization (optional)
├☑ pyvista           0.44.1 (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               9.3.1
├☑ 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.dev44+g65da1ae78
├☑ mne-bids-pipeline 1.10.0.dev27+g02cdc20
├☑ edfio             0.4.4
├☑ pybv              0.7.5
└☐ unavailable       mne-nirs, mne-features, mne-connectivity, mne-icalabel, neo, eeglabio, mffpy

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