sub-015, ses-LRP, task-LRP

Raw (original) data-quality raw run-None

Info raw run-None data-quality

	General
	Filename(s)	sub-015_ses-LRP_task-LRP_eeg.fdt
	MNE object type	RawEEGLAB
	Measurement date	Unknown
	Participant	sub-015
	Experimenter	Unknown
	Acquisition
	Duration	00:12:09 (HH:MM:SS)
	Sampling frequency	1024.00 Hz
	Time points	746,496
	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

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PSD raw run-None data-quality

Raw (filtered) filtered raw run-None

Info raw run-None filtered

	General
	Filename(s)	sub-015_ses-LRP_task-LRP_eeg.fdt
	MNE object type	RawEEGLAB
	Measurement date	Unknown
	Participant	sub-015
	Experimenter	Unknown
	Acquisition
	Duration	00:12:09 (HH:MM:SS)
	Sampling frequency	128.00 Hz
	Time points	93,312
	Channels
	EEG	and
	EOG
	Head & sensor digitization	33 points
	Filters
	Highpass	0.10 Hz
	Lowpass	64.00 Hz

Time series raw run-None filtered

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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	402
	Events counts	response/left/correct: 185 response/left/incorrect: 34 response/right/correct: 166 response/right/incorrect: 17
	Time range	-0.797 – 0.203 s
	Baseline	off
	Sampling frequency	128.00 Hz
	Time points	129
	Channels
	EEG	and
	EOG
	Head & sensor digitization	33 points
	Filters
	Highpass	1.00 Hz
	Lowpass	64.00 Hz

Metadata ica epochs

Epoch #	event_name	compatible/left	compatible/right	incompatible/left	incompatible/right	response/left/correct	response/left/incorrect	response/right/correct	response/right/incorrect
0	response/right/incorrect								0.000
1	response/left/correct					0.000
2	response/left/correct	-0.430				0.000
3	response/left/correct	-0.375				0.000
4	response/right/correct		-0.383					0.000
5	response/left/correct	-0.414				0.000
6	response/right/correct		-0.391					0.000
7	response/left/correct			-0.570		0.000
8	response/right/correct				-0.461			0.000
9	response/left/correct	-0.391				0.000
10	response/right/correct		-0.383					0.000
11	response/right/correct		-0.320					0.000
12	response/left/incorrect				-0.336		0.000
13	response/left/incorrect				-0.477		0.000
14	response/right/correct		-0.406					0.000
15	response/right/correct				-0.523			0.000
16	response/right/correct		-0.375					0.000
17	response/right/correct		-0.375					0.000
18	response/left/correct	-0.398				0.000
19	response/left/correct			-0.492		0.000
20	response/left/correct			-0.430		0.000
21	response/left/correct	-0.344				0.000
22	response/left/correct	-0.359				0.000
23	response/left/incorrect				-0.273		0.000
24	response/left/correct	-0.312				0.000
25	response/right/correct		-0.344					0.000
26	response/right/correct				-0.461			0.000
27	response/right/correct				-0.422			0.000
28	response/left/correct			-0.414		0.000
29	response/left/correct	-0.453				0.000
30	response/right/correct				-0.422			0.000
31	response/left/correct			-0.602		0.000
32	response/right/correct		-0.383					0.000
33	response/left/correct			-0.414		0.000
34	response/left/correct			-0.469		0.000
35	response/right/correct				-0.445			0.000
36	response/right/correct		-0.406					0.000
37	response/right/correct				-0.438			0.000
38	response/left/correct	-0.320				0.000
39	response/left/correct			-0.469		0.000
40	response/left/correct			-0.344		0.000
41	response/left/correct			-0.477		0.000
42	response/right/correct				-0.422			0.000
43	response/right/incorrect			-0.391					0.000
44	response/left/correct	-0.406				0.000
45	response/right/correct		-0.367					0.000
46	response/left/incorrect				-0.305		0.000
47	response/left/correct			-0.422		0.000
48	response/left/correct			-0.406		0.000
49	response/right/correct		-0.344					0.000
50	response/left/correct	-0.312				0.000
51	response/right/correct		-0.453					0.000
52	response/left/correct	-0.305				0.000
53	response/left/incorrect				-0.344		0.000
54	response/left/correct			-0.422		0.000
55	response/right/correct		-0.312					0.000
56	response/left/correct			-0.359		0.000
57	response/right/correct		-0.445					0.000
58	response/left/correct	-0.305				0.000
59	response/right/correct				-0.398			0.000
60	response/left/correct	-0.281				0.000
61	response/right/correct		-0.383					0.000
62	response/left/correct			-0.375		0.000
63	response/left/correct	-0.281				0.000
64	response/right/correct		-0.344					0.000
65	response/left/incorrect				-0.320		0.000
66	response/left/correct			-0.445		0.000
67	response/left/incorrect				-0.359		0.000
68	response/right/correct				-0.453			0.000
69	response/right/correct				-0.461			0.000
70	response/right/correct				-0.430			0.000
71	response/right/correct		-0.328					0.000
72	response/left/correct			-0.453		0.000
73	response/left/correct	-0.359				0.000
74	response/left/correct	-0.398				0.000
75	response/left/correct			-0.438		0.000
76	response/left/correct	-0.305				0.000
77	response/right/correct		-0.398					0.000
78	response/right/correct				-0.492			0.000
79	response/right/correct		-0.352					0.000
80	response/left/correct	-0.312				0.000
81	response/left/correct			-0.297		0.000
82	response/right/correct				-0.516			0.000
83	response/right/correct				-0.383			0.000
84	response/left/correct	-0.305				0.000
85	response/right/correct				-0.477			0.000
86	response/left/correct	-0.375				0.000
87	response/right/correct		-0.375					0.000
88	response/left/correct	-0.352				0.000
89	response/left/correct			-0.328		0.000
90	response/right/incorrect			-0.367					0.000
91	response/right/correct				-0.445			0.000
92	response/right/correct		-0.430					0.000
93	response/left/correct	-0.391				0.000
94	response/left/correct			-0.398		0.000
95	response/right/correct		-0.391					0.000
96	response/right/correct				-0.383			0.000
97	response/left/correct			-0.336		0.000
98	response/right/correct		-0.328					0.000
99	response/left/correct	-0.273				0.000
100	response/right/incorrect			-0.258					0.000
101	response/left/incorrect				-0.414		0.000
102	response/right/correct				-0.562			0.000
103	response/left/correct	-0.305				0.000
104	response/left/incorrect		-0.305				0.000
105	response/left/correct			-0.414		0.000
106	response/right/incorrect			-0.289					0.000
107	response/right/correct				-0.430			0.000
108	response/left/correct	-0.352				0.000
109	response/left/correct	-0.312				0.000
110	response/left/correct	-0.281				0.000
111	response/right/incorrect			-0.266					0.000
112	response/right/correct				-0.430			0.000
113	response/left/correct			-0.414		0.000
114	response/left/correct			-0.438		0.000
115	response/right/correct		-0.375					0.000
116	response/right/correct		-0.320					0.000
117	response/left/correct	-0.398				0.000
118	response/right/correct		-0.359					0.000
119	response/right/correct		-0.398					0.000
120	response/right/correct				-0.352			0.000
121	response/right/correct		-0.398					0.000
122	response/right/correct				-0.469			0.000
123	response/right/correct		-0.352					0.000
124	response/left/correct			-0.414		0.000
125	response/left/correct	-0.312				0.000
126	response/left/correct	-0.312				0.000
127	response/right/correct		-0.453					0.000
128	response/left/correct			-0.391		0.000
129	response/left/correct			-0.453		0.000
130	response/left/correct	-0.320				0.000
131	response/right/correct		-0.375					0.000
132	response/left/correct			-0.391		0.000
133	response/right/incorrect			-0.344					0.000
134	response/right/correct		-0.406					0.000
135	response/left/incorrect				-0.336		0.000
136	response/left/incorrect				-0.305		0.000
137	response/left/correct	-0.391				0.000
138	response/left/correct	-0.328				0.000
139	response/left/correct			-0.406		0.000
140	response/right/correct		-0.398					0.000
141	response/right/correct		-0.383					0.000
142	response/left/incorrect				-0.289		0.000
143	response/right/correct		-0.344					0.000
144	response/right/correct		-0.406					0.000
145	response/right/correct				-0.531			0.000
146	response/right/correct				-0.406			0.000
147	response/right/correct		-0.375					0.000
148	response/right/correct				-0.352			0.000
149	response/left/correct	-0.352				0.000
150	response/right/incorrect			-0.359					0.000
151	response/left/correct			-0.523		0.000
152	response/left/correct			-0.430		0.000
153	response/left/correct	-0.344				0.000
154	response/right/correct				-0.477			0.000
155	response/right/correct				-0.406			0.000
156	response/left/correct	-0.422				0.000
157	response/left/correct	-0.398				0.000
158	response/left/correct			-0.367		0.000
159	response/left/correct	-0.414				0.000
160	response/right/correct				-0.430			0.000
161	response/right/correct		-0.367					0.000
162	response/left/correct	-0.492				0.000
163	response/right/correct		-0.445					0.000
164	response/right/correct				-0.445			0.000
165	response/left/correct			-0.430		0.000
166	response/right/correct				-0.461			0.000
167	response/left/correct	-0.438				0.000
168	response/left/correct			-0.430		0.000
169	response/left/correct			-0.367		0.000
170	response/left/correct			-0.430		0.000
171	response/right/correct		-0.391					0.000
172	response/right/correct				-0.430			0.000
173	response/left/correct	-0.398				0.000
174	response/left/correct			-0.414		0.000
175	response/left/correct	-0.289				0.000
176	response/right/correct				-0.398			0.000
177	response/left/correct			-0.375		0.000
178	response/right/correct		-0.328					0.000
179	response/left/incorrect				-0.266		0.000
180	response/right/correct				-0.461			0.000
181	response/left/correct	-0.320				0.000
182	response/right/correct				-0.430			0.000
183	response/left/correct	-0.352				0.000
184	response/left/correct	-0.375				0.000
185	response/right/correct				-0.422			0.000
186	response/left/correct			-0.375		0.000
187	response/right/correct		-0.305					0.000
188	response/left/incorrect		-0.227				0.000
189	response/left/correct	-0.305				0.000
190	response/right/correct		-0.320					0.000
191	response/left/correct			-0.375		0.000
192	response/right/correct				-0.453			0.000
193	response/left/correct	-0.297				0.000
194	response/left/incorrect				-0.383		0.000
195	response/right/correct		-0.398					0.000
196	response/right/correct		-0.383					0.000
197	response/right/correct		-0.320					0.000
198	response/left/correct			-0.391		0.000
199	response/left/correct	-0.359				0.000
200	response/right/incorrect			-0.367					0.000
201	response/right/correct		-0.383					0.000
202	response/right/correct		-0.484					0.000
203	response/right/correct				-0.453			0.000
204	response/left/correct			-0.516		0.000
205	response/left/incorrect				-0.375		0.000
206	response/right/correct				-0.492			0.000
207	response/right/correct		-0.352					0.000
208	response/right/correct				-0.477			0.000
209	response/left/correct	-0.461				0.000
210	response/left/correct			-0.398		0.000
211	response/right/correct		-0.422					0.000
212	response/right/correct				-0.492			0.000
213	response/left/correct	-0.336				0.000
214	response/right/correct		-0.359					0.000
215	response/left/correct	-0.367				0.000
216	response/left/correct			-0.336		0.000
217	response/right/incorrect			-0.312					0.000
218	response/right/correct		-0.375					0.000
219	response/left/correct			-0.414		0.000
220	response/left/correct			-0.383		0.000
221	response/left/correct	-0.352				0.000
222	response/left/correct	-0.320				0.000
223	response/right/correct		-0.422					0.000
224	response/right/correct				-0.477			0.000
225	response/right/correct				-0.656			0.000
226	response/left/correct			-0.422		0.000
227	response/right/correct		-0.508					0.000
228	response/left/correct			-0.422		0.000
229	response/right/correct				-0.508			0.000
230	response/right/correct				-0.453			0.000
231	response/left/correct	-0.445				0.000
232	response/left/correct			-0.398		0.000
233	response/left/correct	-0.328				0.000
234	response/right/correct				-0.422			0.000
235	response/left/correct	-0.383				0.000
236	response/left/correct			-0.367		0.000
237	response/right/correct		-0.352					0.000
238	response/left/correct	-0.375				0.000
239	response/right/correct		-0.383					0.000
240	response/right/correct		-0.406					0.000
241	response/left/correct	-0.344				0.000
242	response/right/correct				-0.500			0.000
243	response/left/correct	-0.312				0.000
244	response/right/correct				-0.398			0.000
245	response/left/correct	-0.258				0.000
246	response/right/correct		-0.273					0.000
247	response/left/correct			-0.266		0.000
248	response/left/correct			-0.359		0.000
249	response/right/correct		-0.336					0.000
250	response/left/incorrect				-0.328		0.000
251	response/right/correct				-0.383			0.000
252	response/right/incorrect			-0.344					0.000
253	response/right/incorrect			-0.289					0.000
254	response/right/correct		-0.398					0.000
255	response/left/correct	-0.398				0.000
256	response/right/correct				-0.445			0.000
257	response/left/correct	-0.359				0.000
258	response/right/correct		-0.516					0.000
259	response/left/correct	-0.453				0.000
260	response/left/correct	-0.359				0.000
261	response/left/correct	-0.305				0.000
262	response/left/correct			-0.297		0.000
263	response/left/incorrect				-0.305		0.000
264	response/left/correct			-0.250		0.000
265	response/right/correct		-0.375					0.000
266	response/left/correct	-0.242				0.000
267	response/left/incorrect				-0.281		0.000
268	response/right/correct		-0.328					0.000
269	response/right/correct		-0.359					0.000
270	response/right/correct		-0.312					0.000
271	response/right/incorrect			-0.242					0.000
272	response/right/correct				-0.461			0.000
273	response/left/correct			-0.320		0.000
274	response/right/correct		-0.297					0.000
275	response/left/correct			-0.320		0.000
276	response/left/correct	-0.312				0.000
277	response/left/correct			-0.336		0.000
278	response/left/incorrect				-0.281		0.000
279	response/left/incorrect		-0.203				0.000
280	response/left/incorrect				-0.352		0.000
281	response/left/correct	-0.359				0.000
282	response/left/correct	-0.367				0.000
283	response/left/correct			-0.477		0.000
284	response/left/correct	-0.297				0.000
285	response/left/correct			-0.414		0.000
286	response/left/incorrect				-0.328		0.000
287	response/right/correct				-0.414			0.000
288	response/right/correct				-0.359			0.000
289	response/left/incorrect				-0.336		0.000
290	response/left/correct			-0.430		0.000
291	response/right/correct		-0.406					0.000
292	response/left/correct	-0.289				0.000
293	response/right/correct				-0.609			0.000
294	response/left/correct	-0.430				0.000
295	response/right/correct				-0.375			0.000
296	response/right/correct		-0.375					0.000
297	response/right/correct		-0.344					0.000
298	response/left/correct	-0.359				0.000
299	response/right/correct		-0.375					0.000
300	response/left/correct			-0.406		0.000
301	response/left/correct			-0.398		0.000
302	response/left/correct			-0.438		0.000
303	response/right/correct		-0.406					0.000
304	response/right/correct		-0.375					0.000
305	response/right/correct		-0.328					0.000
306	response/left/correct			-0.359		0.000
307	response/left/correct			-0.398		0.000
308	response/left/correct	-0.344				0.000
309	response/left/correct	-0.297				0.000
310	response/left/correct			-0.477		0.000
311	response/left/correct			-0.414		0.000
312	response/right/correct		-0.406					0.000
313	response/left/incorrect				-0.320		0.000
314	response/right/correct				-0.445			0.000
315	response/left/correct	-0.336				0.000
316	response/left/correct	-0.375				0.000
317	response/right/correct				-0.445			0.000
318	response/right/correct		-0.414					0.000
319	response/left/correct	-0.383				0.000
320	response/right/correct		-0.453					0.000
321	response/right/correct				-0.531			0.000
322	response/left/correct			-0.500		0.000
323	response/right/correct				-0.414			0.000
324	response/left/correct	-0.289				0.000
325	response/left/correct	-0.305				0.000
326	response/right/correct		-0.367					0.000
327	response/right/correct		-0.422					0.000
328	response/left/correct			-0.508		0.000
329	response/right/correct		-0.359					0.000
330	response/left/correct	-0.273				0.000
331	response/left/incorrect				-0.211		0.000
332	response/left/correct	-0.344				0.000
333	response/left/correct			-0.328		0.000
334	response/left/correct	-0.359				0.000
335	response/right/incorrect			-0.297					0.000
336	response/right/correct		-0.328					0.000
337	response/right/incorrect			-0.328					0.000
338	response/left/correct			-0.406		0.000
339	response/right/correct		-0.391					0.000
340	response/left/incorrect				-0.320		0.000
341	response/right/correct		-0.367					0.000
342	response/left/correct			-0.469		0.000
343	response/left/correct	-0.320				0.000
344	response/left/incorrect				-0.352		0.000
345	response/left/correct	-0.305				0.000
346	response/left/correct			-0.438		0.000
347	response/right/correct				-0.453			0.000
348	response/left/correct	-0.398				0.000
349	response/right/correct				-0.484			0.000
350	response/left/correct			-0.367		0.000
351	response/right/correct				-0.398			0.000
352	response/left/incorrect				-0.305		0.000
353	response/left/incorrect				-0.234		0.000
354	response/right/correct		-0.281					0.000
355	response/left/incorrect		-0.242				0.000
356	response/left/correct	-0.383				0.000
357	response/right/correct		-0.391					0.000
358	response/left/correct			-0.297		0.000
359	response/left/incorrect				-0.234		0.000
360	response/right/incorrect	-0.211							0.000
361	response/right/correct		-0.352					0.000
362	response/left/correct			-0.438		0.000
363	response/right/correct				-0.430			0.000
364	response/right/correct		-0.320					0.000
365	response/left/correct	-0.328				0.000
366	response/left/correct			-0.375		0.000
367	response/left/correct			-0.367		0.000
368	response/right/correct		-0.352					0.000
369	response/left/correct	-0.352				0.000
370	response/left/correct			-0.391		0.000
371	response/right/correct		-0.359					0.000
372	response/left/incorrect				-0.336		0.000
373	response/right/correct		-0.391					0.000
374	response/left/correct			-0.367		0.000
375	response/right/correct				-0.484			0.000
376	response/left/correct	-0.453				0.000
377	response/left/correct			-0.484		0.000
378	response/right/correct				-0.422			0.000
379	response/left/correct	-0.297				0.000
380	response/right/correct		-0.352					0.000
381	response/right/correct		-0.383					0.000
382	response/left/correct	-0.328				0.000
383	response/right/correct				-0.453			0.000
384	response/right/incorrect			-0.391					0.000
385	response/left/correct	-0.297				0.000
386	response/left/correct			-0.344		0.000
387	response/left/correct			-0.336		0.000
388	response/left/correct	-0.312				0.000
389	response/right/correct		-0.352					0.000
390	response/left/correct	-0.320				0.000
391	response/right/correct				-0.414			0.000
392	response/left/correct	-0.289				0.000
393	response/left/correct	-0.312				0.000
394	response/right/correct		-0.344					0.000
395	response/left/incorrect				-0.312		0.000
396	response/right/correct		-0.398					0.000
397	response/left/correct			-0.359		0.000
398	response/right/correct		-0.375					0.000
399	response/right/correct				-0.445			0.000
400	response/right/correct				-0.453			0.000
401	response/right/correct				-0.375			0.000

402 rows × 10 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 402 epochs (402.0 s).

ICA: components ica

Info ica

Method	picard
Fit parameters	fastica_it=5 max_iter=1000
Fit	56 iterations on epochs (26130 samples)
ICA components	28
Available PCA components	29
Channel types	eeg
ICA components marked for exclusion	ICA001 ICA002 ICA004 ICA007 ICA011

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	402
	Events counts	response/left/correct: 185 response/left/incorrect: 34 response/right/correct: 166 response/right/incorrect: 17
	Time range	-0.797 – 0.203 s
	Baseline	off
	Sampling frequency	128.00 Hz
	Time points	129
	Channels
	EEG	and
	EOG
	Head & sensor digitization	33 points
	Filters
	Highpass	0.10 Hz
	Lowpass	64.00 Hz

Metadata epochs

Epoch #	event_name	compatible/left	compatible/right	incompatible/left	incompatible/right	response/left/correct	response/left/incorrect	response/right/correct	response/right/incorrect
0	response/right/incorrect								0.000
1	response/left/correct					0.000
2	response/left/correct	-0.430				0.000
3	response/left/correct	-0.375				0.000
4	response/right/correct		-0.383					0.000
5	response/left/correct	-0.414				0.000
6	response/right/correct		-0.391					0.000
7	response/left/correct			-0.570		0.000
8	response/right/correct				-0.461			0.000
9	response/left/correct	-0.391				0.000
10	response/right/correct		-0.383					0.000
11	response/right/correct		-0.320					0.000
12	response/left/incorrect				-0.336		0.000
13	response/left/incorrect				-0.477		0.000
14	response/right/correct		-0.406					0.000
15	response/right/correct				-0.523			0.000
16	response/right/correct		-0.375					0.000
17	response/right/correct		-0.375					0.000
18	response/left/correct	-0.398				0.000
19	response/left/correct			-0.492		0.000
20	response/left/correct			-0.430		0.000
21	response/left/correct	-0.344				0.000
22	response/left/correct	-0.359				0.000
23	response/left/incorrect				-0.273		0.000
24	response/left/correct	-0.312				0.000
25	response/right/correct		-0.344					0.000
26	response/right/correct				-0.461			0.000
27	response/right/correct				-0.422			0.000
28	response/left/correct			-0.414		0.000
29	response/left/correct	-0.453				0.000
30	response/right/correct				-0.422			0.000
31	response/left/correct			-0.602		0.000
32	response/right/correct		-0.383					0.000
33	response/left/correct			-0.414		0.000
34	response/left/correct			-0.469		0.000
35	response/right/correct				-0.445			0.000
36	response/right/correct		-0.406					0.000
37	response/right/correct				-0.438			0.000
38	response/left/correct	-0.320				0.000
39	response/left/correct			-0.469		0.000
40	response/left/correct			-0.344		0.000
41	response/left/correct			-0.477		0.000
42	response/right/correct				-0.422			0.000
43	response/right/incorrect			-0.391					0.000
44	response/left/correct	-0.406				0.000
45	response/right/correct		-0.367					0.000
46	response/left/incorrect				-0.305		0.000
47	response/left/correct			-0.422		0.000
48	response/left/correct			-0.406		0.000
49	response/right/correct		-0.344					0.000
50	response/left/correct	-0.312				0.000
51	response/right/correct		-0.453					0.000
52	response/left/correct	-0.305				0.000
53	response/left/incorrect				-0.344		0.000
54	response/left/correct			-0.422		0.000
55	response/right/correct		-0.312					0.000
56	response/left/correct			-0.359		0.000
57	response/right/correct		-0.445					0.000
58	response/left/correct	-0.305				0.000
59	response/right/correct				-0.398			0.000
60	response/left/correct	-0.281				0.000
61	response/right/correct		-0.383					0.000
62	response/left/correct			-0.375		0.000
63	response/left/correct	-0.281				0.000
64	response/right/correct		-0.344					0.000
65	response/left/incorrect				-0.320		0.000
66	response/left/correct			-0.445		0.000
67	response/left/incorrect				-0.359		0.000
68	response/right/correct				-0.453			0.000
69	response/right/correct				-0.461			0.000
70	response/right/correct				-0.430			0.000
71	response/right/correct		-0.328					0.000
72	response/left/correct			-0.453		0.000
73	response/left/correct	-0.359				0.000
74	response/left/correct	-0.398				0.000
75	response/left/correct			-0.438		0.000
76	response/left/correct	-0.305				0.000
77	response/right/correct		-0.398					0.000
78	response/right/correct				-0.492			0.000
79	response/right/correct		-0.352					0.000
80	response/left/correct	-0.312				0.000
81	response/left/correct			-0.297		0.000
82	response/right/correct				-0.516			0.000
83	response/right/correct				-0.383			0.000
84	response/left/correct	-0.305				0.000
85	response/right/correct				-0.477			0.000
86	response/left/correct	-0.375				0.000
87	response/right/correct		-0.375					0.000
88	response/left/correct	-0.352				0.000
89	response/left/correct			-0.328		0.000
90	response/right/incorrect			-0.367					0.000
91	response/right/correct				-0.445			0.000
92	response/right/correct		-0.430					0.000
93	response/left/correct	-0.391				0.000
94	response/left/correct			-0.398		0.000
95	response/right/correct		-0.391					0.000
96	response/right/correct				-0.383			0.000
97	response/left/correct			-0.336		0.000
98	response/right/correct		-0.328					0.000
99	response/left/correct	-0.273				0.000
100	response/right/incorrect			-0.258					0.000
101	response/left/incorrect				-0.414		0.000
102	response/right/correct				-0.562			0.000
103	response/left/correct	-0.305				0.000
104	response/left/incorrect		-0.305				0.000
105	response/left/correct			-0.414		0.000
106	response/right/incorrect			-0.289					0.000
107	response/right/correct				-0.430			0.000
108	response/left/correct	-0.352				0.000
109	response/left/correct	-0.312				0.000
110	response/left/correct	-0.281				0.000
111	response/right/incorrect			-0.266					0.000
112	response/right/correct				-0.430			0.000
113	response/left/correct			-0.414		0.000
114	response/left/correct			-0.438		0.000
115	response/right/correct		-0.375					0.000
116	response/right/correct		-0.320					0.000
117	response/left/correct	-0.398				0.000
118	response/right/correct		-0.359					0.000
119	response/right/correct		-0.398					0.000
120	response/right/correct				-0.352			0.000
121	response/right/correct		-0.398					0.000
122	response/right/correct				-0.469			0.000
123	response/right/correct		-0.352					0.000
124	response/left/correct			-0.414		0.000
125	response/left/correct	-0.312				0.000
126	response/left/correct	-0.312				0.000
127	response/right/correct		-0.453					0.000
128	response/left/correct			-0.391		0.000
129	response/left/correct			-0.453		0.000
130	response/left/correct	-0.320				0.000
131	response/right/correct		-0.375					0.000
132	response/left/correct			-0.391		0.000
133	response/right/incorrect			-0.344					0.000
134	response/right/correct		-0.406					0.000
135	response/left/incorrect				-0.336		0.000
136	response/left/incorrect				-0.305		0.000
137	response/left/correct	-0.391				0.000
138	response/left/correct	-0.328				0.000
139	response/left/correct			-0.406		0.000
140	response/right/correct		-0.398					0.000
141	response/right/correct		-0.383					0.000
142	response/left/incorrect				-0.289		0.000
143	response/right/correct		-0.344					0.000
144	response/right/correct		-0.406					0.000
145	response/right/correct				-0.531			0.000
146	response/right/correct				-0.406			0.000
147	response/right/correct		-0.375					0.000
148	response/right/correct				-0.352			0.000
149	response/left/correct	-0.352				0.000
150	response/right/incorrect			-0.359					0.000
151	response/left/correct			-0.523		0.000
152	response/left/correct			-0.430		0.000
153	response/left/correct	-0.344				0.000
154	response/right/correct				-0.477			0.000
155	response/right/correct				-0.406			0.000
156	response/left/correct	-0.422				0.000
157	response/left/correct	-0.398				0.000
158	response/left/correct			-0.367		0.000
159	response/left/correct	-0.414				0.000
160	response/right/correct				-0.430			0.000
161	response/right/correct		-0.367					0.000
162	response/left/correct	-0.492				0.000
163	response/right/correct		-0.445					0.000
164	response/right/correct				-0.445			0.000
165	response/left/correct			-0.430		0.000
166	response/right/correct				-0.461			0.000
167	response/left/correct	-0.438				0.000
168	response/left/correct			-0.430		0.000
169	response/left/correct			-0.367		0.000
170	response/left/correct			-0.430		0.000
171	response/right/correct		-0.391					0.000
172	response/right/correct				-0.430			0.000
173	response/left/correct	-0.398				0.000
174	response/left/correct			-0.414		0.000
175	response/left/correct	-0.289				0.000
176	response/right/correct				-0.398			0.000
177	response/left/correct			-0.375		0.000
178	response/right/correct		-0.328					0.000
179	response/left/incorrect				-0.266		0.000
180	response/right/correct				-0.461			0.000
181	response/left/correct	-0.320				0.000
182	response/right/correct				-0.430			0.000
183	response/left/correct	-0.352				0.000
184	response/left/correct	-0.375				0.000
185	response/right/correct				-0.422			0.000
186	response/left/correct			-0.375		0.000
187	response/right/correct		-0.305					0.000
188	response/left/incorrect		-0.227				0.000
189	response/left/correct	-0.305				0.000
190	response/right/correct		-0.320					0.000
191	response/left/correct			-0.375		0.000
192	response/right/correct				-0.453			0.000
193	response/left/correct	-0.297				0.000
194	response/left/incorrect				-0.383		0.000
195	response/right/correct		-0.398					0.000
196	response/right/correct		-0.383					0.000
197	response/right/correct		-0.320					0.000
198	response/left/correct			-0.391		0.000
199	response/left/correct	-0.359				0.000
200	response/right/incorrect			-0.367					0.000
201	response/right/correct		-0.383					0.000
202	response/right/correct		-0.484					0.000
203	response/right/correct				-0.453			0.000
204	response/left/correct			-0.516		0.000
205	response/left/incorrect				-0.375		0.000
206	response/right/correct				-0.492			0.000
207	response/right/correct		-0.352					0.000
208	response/right/correct				-0.477			0.000
209	response/left/correct	-0.461				0.000
210	response/left/correct			-0.398		0.000
211	response/right/correct		-0.422					0.000
212	response/right/correct				-0.492			0.000
213	response/left/correct	-0.336				0.000
214	response/right/correct		-0.359					0.000
215	response/left/correct	-0.367				0.000
216	response/left/correct			-0.336		0.000
217	response/right/incorrect			-0.312					0.000
218	response/right/correct		-0.375					0.000
219	response/left/correct			-0.414		0.000
220	response/left/correct			-0.383		0.000
221	response/left/correct	-0.352				0.000
222	response/left/correct	-0.320				0.000
223	response/right/correct		-0.422					0.000
224	response/right/correct				-0.477			0.000
225	response/right/correct				-0.656			0.000
226	response/left/correct			-0.422		0.000
227	response/right/correct		-0.508					0.000
228	response/left/correct			-0.422		0.000
229	response/right/correct				-0.508			0.000
230	response/right/correct				-0.453			0.000
231	response/left/correct	-0.445				0.000
232	response/left/correct			-0.398		0.000
233	response/left/correct	-0.328				0.000
234	response/right/correct				-0.422			0.000
235	response/left/correct	-0.383				0.000
236	response/left/correct			-0.367		0.000
237	response/right/correct		-0.352					0.000
238	response/left/correct	-0.375				0.000
239	response/right/correct		-0.383					0.000
240	response/right/correct		-0.406					0.000
241	response/left/correct	-0.344				0.000
242	response/right/correct				-0.500			0.000
243	response/left/correct	-0.312				0.000
244	response/right/correct				-0.398			0.000
245	response/left/correct	-0.258				0.000
246	response/right/correct		-0.273					0.000
247	response/left/correct			-0.266		0.000
248	response/left/correct			-0.359		0.000
249	response/right/correct		-0.336					0.000
250	response/left/incorrect				-0.328		0.000
251	response/right/correct				-0.383			0.000
252	response/right/incorrect			-0.344					0.000
253	response/right/incorrect			-0.289					0.000
254	response/right/correct		-0.398					0.000
255	response/left/correct	-0.398				0.000
256	response/right/correct				-0.445			0.000
257	response/left/correct	-0.359				0.000
258	response/right/correct		-0.516					0.000
259	response/left/correct	-0.453				0.000
260	response/left/correct	-0.359				0.000
261	response/left/correct	-0.305				0.000
262	response/left/correct			-0.297		0.000
263	response/left/incorrect				-0.305		0.000
264	response/left/correct			-0.250		0.000
265	response/right/correct		-0.375					0.000
266	response/left/correct	-0.242				0.000
267	response/left/incorrect				-0.281		0.000
268	response/right/correct		-0.328					0.000
269	response/right/correct		-0.359					0.000
270	response/right/correct		-0.312					0.000
271	response/right/incorrect			-0.242					0.000
272	response/right/correct				-0.461			0.000
273	response/left/correct			-0.320		0.000
274	response/right/correct		-0.297					0.000
275	response/left/correct			-0.320		0.000
276	response/left/correct	-0.312				0.000
277	response/left/correct			-0.336		0.000
278	response/left/incorrect				-0.281		0.000
279	response/left/incorrect		-0.203				0.000
280	response/left/incorrect				-0.352		0.000
281	response/left/correct	-0.359				0.000
282	response/left/correct	-0.367				0.000
283	response/left/correct			-0.477		0.000
284	response/left/correct	-0.297				0.000
285	response/left/correct			-0.414		0.000
286	response/left/incorrect				-0.328		0.000
287	response/right/correct				-0.414			0.000
288	response/right/correct				-0.359			0.000
289	response/left/incorrect				-0.336		0.000
290	response/left/correct			-0.430		0.000
291	response/right/correct		-0.406					0.000
292	response/left/correct	-0.289				0.000
293	response/right/correct				-0.609			0.000
294	response/left/correct	-0.430				0.000
295	response/right/correct				-0.375			0.000
296	response/right/correct		-0.375					0.000
297	response/right/correct		-0.344					0.000
298	response/left/correct	-0.359				0.000
299	response/right/correct		-0.375					0.000
300	response/left/correct			-0.406		0.000
301	response/left/correct			-0.398		0.000
302	response/left/correct			-0.438		0.000
303	response/right/correct		-0.406					0.000
304	response/right/correct		-0.375					0.000
305	response/right/correct		-0.328					0.000
306	response/left/correct			-0.359		0.000
307	response/left/correct			-0.398		0.000
308	response/left/correct	-0.344				0.000
309	response/left/correct	-0.297				0.000
310	response/left/correct			-0.477		0.000
311	response/left/correct			-0.414		0.000
312	response/right/correct		-0.406					0.000
313	response/left/incorrect				-0.320		0.000
314	response/right/correct				-0.445			0.000
315	response/left/correct	-0.336				0.000
316	response/left/correct	-0.375				0.000
317	response/right/correct				-0.445			0.000
318	response/right/correct		-0.414					0.000
319	response/left/correct	-0.383				0.000
320	response/right/correct		-0.453					0.000
321	response/right/correct				-0.531			0.000
322	response/left/correct			-0.500		0.000
323	response/right/correct				-0.414			0.000
324	response/left/correct	-0.289				0.000
325	response/left/correct	-0.305				0.000
326	response/right/correct		-0.367					0.000
327	response/right/correct		-0.422					0.000
328	response/left/correct			-0.508		0.000
329	response/right/correct		-0.359					0.000
330	response/left/correct	-0.273				0.000
331	response/left/incorrect				-0.211		0.000
332	response/left/correct	-0.344				0.000
333	response/left/correct			-0.328		0.000
334	response/left/correct	-0.359				0.000
335	response/right/incorrect			-0.297					0.000
336	response/right/correct		-0.328					0.000
337	response/right/incorrect			-0.328					0.000
338	response/left/correct			-0.406		0.000
339	response/right/correct		-0.391					0.000
340	response/left/incorrect				-0.320		0.000
341	response/right/correct		-0.367					0.000
342	response/left/correct			-0.469		0.000
343	response/left/correct	-0.320				0.000
344	response/left/incorrect				-0.352		0.000
345	response/left/correct	-0.305				0.000
346	response/left/correct			-0.438		0.000
347	response/right/correct				-0.453			0.000
348	response/left/correct	-0.398				0.000
349	response/right/correct				-0.484			0.000
350	response/left/correct			-0.367		0.000
351	response/right/correct				-0.398			0.000
352	response/left/incorrect				-0.305		0.000
353	response/left/incorrect				-0.234		0.000
354	response/right/correct		-0.281					0.000
355	response/left/incorrect		-0.242				0.000
356	response/left/correct	-0.383				0.000
357	response/right/correct		-0.391					0.000
358	response/left/correct			-0.297		0.000
359	response/left/incorrect				-0.234		0.000
360	response/right/incorrect	-0.211							0.000
361	response/right/correct		-0.352					0.000
362	response/left/correct			-0.438		0.000
363	response/right/correct				-0.430			0.000
364	response/right/correct		-0.320					0.000
365	response/left/correct	-0.328				0.000
366	response/left/correct			-0.375		0.000
367	response/left/correct			-0.367		0.000
368	response/right/correct		-0.352					0.000
369	response/left/correct	-0.352				0.000
370	response/left/correct			-0.391		0.000
371	response/right/correct		-0.359					0.000
372	response/left/incorrect				-0.336		0.000
373	response/right/correct		-0.391					0.000
374	response/left/correct			-0.367		0.000
375	response/right/correct				-0.484			0.000
376	response/left/correct	-0.453				0.000
377	response/left/correct			-0.484		0.000
378	response/right/correct				-0.422			0.000
379	response/left/correct	-0.297				0.000
380	response/right/correct		-0.352					0.000
381	response/right/correct		-0.383					0.000
382	response/left/correct	-0.328				0.000
383	response/right/correct				-0.453			0.000
384	response/right/incorrect			-0.391					0.000
385	response/left/correct	-0.297				0.000
386	response/left/correct			-0.344		0.000
387	response/left/correct			-0.336		0.000
388	response/left/correct	-0.312				0.000
389	response/right/correct		-0.352					0.000
390	response/left/correct	-0.320				0.000
391	response/right/correct				-0.414			0.000
392	response/left/correct	-0.289				0.000
393	response/left/correct	-0.312				0.000
394	response/right/correct		-0.344					0.000
395	response/left/incorrect				-0.312		0.000
396	response/right/correct		-0.398					0.000
397	response/left/correct			-0.359		0.000
398	response/right/correct		-0.375					0.000
399	response/right/correct				-0.445			0.000
400	response/right/correct				-0.453			0.000
401	response/right/correct				-0.375			0.000

402 rows × 10 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	56 iterations on epochs (26130 samples)
ICA components	28
Available PCA components	29
Channel types	eeg
ICA components marked for exclusion	ICA001 ICA002 ICA004 ICA007 ICA011

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-LRP_task-LRP_proc-filt_raw.fif
	MNE object type	Raw
	Measurement date	Unknown
	Participant	sub-015
	Experimenter	Unknown
	Acquisition
	Duration	00:12:09 (HH:MM:SS)
	Sampling frequency	128.00 Hz
	Time points	93,312
	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(0.0001064980752163477)}

Info epochs clean

	General
	Filename(s)	sub-015_ses-LRP_task-LRP_proc-ica_epo.fif
	MNE object type	EpochsFIF
	Measurement date	Unknown
	Participant	sub-015
	Experimenter	Unknown
	Acquisition
	Total number of events	402
	Events counts	response/left/correct: 185 response/left/incorrect: 34 response/right/correct: 166 response/right/incorrect: 17
	Time range	-0.797 – 0.203 s
	Baseline	-0.797 – -0.600 s
	Sampling frequency	128.00 Hz
	Time points	129
	Channels
	EEG	and
	EOG
	Head & sensor digitization	33 points
	Filters
	Highpass	0.10 Hz
	Lowpass	64.00 Hz

Metadata epochs clean

Epoch #	event_name	compatible/left	compatible/right	incompatible/left	incompatible/right	response/left/correct	response/left/incorrect	response/right/correct	response/right/incorrect
0	response/right/incorrect								0.000
1	response/left/correct					0.000
2	response/left/correct	-0.430				0.000
3	response/left/correct	-0.375				0.000
4	response/right/correct		-0.383					0.000
5	response/left/correct	-0.414				0.000
6	response/right/correct		-0.391					0.000
7	response/left/correct			-0.570		0.000
8	response/right/correct				-0.461			0.000
9	response/left/correct	-0.391				0.000
10	response/right/correct		-0.383					0.000
11	response/right/correct		-0.320					0.000
12	response/left/incorrect				-0.336		0.000
13	response/left/incorrect				-0.477		0.000
14	response/right/correct		-0.406					0.000
15	response/right/correct				-0.523			0.000
16	response/right/correct		-0.375					0.000
17	response/right/correct		-0.375					0.000
18	response/left/correct	-0.398				0.000
19	response/left/correct			-0.492		0.000
20	response/left/correct			-0.430		0.000
21	response/left/correct	-0.344				0.000
22	response/left/correct	-0.359				0.000
23	response/left/incorrect				-0.273		0.000
24	response/left/correct	-0.312				0.000
25	response/right/correct		-0.344					0.000
26	response/right/correct				-0.461			0.000
27	response/right/correct				-0.422			0.000
28	response/left/correct			-0.414		0.000
29	response/left/correct	-0.453				0.000
30	response/right/correct				-0.422			0.000
31	response/left/correct			-0.602		0.000
32	response/right/correct		-0.383					0.000
33	response/left/correct			-0.414		0.000
34	response/left/correct			-0.469		0.000
35	response/right/correct				-0.445			0.000
36	response/right/correct		-0.406					0.000
37	response/right/correct				-0.438			0.000
38	response/left/correct	-0.320				0.000
39	response/left/correct			-0.469		0.000
40	response/left/correct			-0.344		0.000
41	response/left/correct			-0.477		0.000
42	response/right/correct				-0.422			0.000
43	response/right/incorrect			-0.391					0.000
44	response/left/correct	-0.406				0.000
45	response/right/correct		-0.367					0.000
46	response/left/incorrect				-0.305		0.000
47	response/left/correct			-0.422		0.000
48	response/left/correct			-0.406		0.000
49	response/right/correct		-0.344					0.000
50	response/left/correct	-0.312				0.000
51	response/right/correct		-0.453					0.000
52	response/left/correct	-0.305				0.000
53	response/left/incorrect				-0.344		0.000
54	response/left/correct			-0.422		0.000
55	response/right/correct		-0.312					0.000
56	response/left/correct			-0.359		0.000
57	response/right/correct		-0.445					0.000
58	response/left/correct	-0.305				0.000
59	response/right/correct				-0.398			0.000
60	response/left/correct	-0.281				0.000
61	response/right/correct		-0.383					0.000
62	response/left/correct			-0.375		0.000
63	response/left/correct	-0.281				0.000
64	response/right/correct		-0.344					0.000
65	response/left/incorrect				-0.320		0.000
66	response/left/correct			-0.445		0.000
67	response/left/incorrect				-0.359		0.000
68	response/right/correct				-0.453			0.000
69	response/right/correct				-0.461			0.000
70	response/right/correct				-0.430			0.000
71	response/right/correct		-0.328					0.000
72	response/left/correct			-0.453		0.000
73	response/left/correct	-0.359				0.000
74	response/left/correct	-0.398				0.000
75	response/left/correct			-0.438		0.000
76	response/left/correct	-0.305				0.000
77	response/right/correct		-0.398					0.000
78	response/right/correct				-0.492			0.000
79	response/right/correct		-0.352					0.000
80	response/left/correct	-0.312				0.000
81	response/left/correct			-0.297		0.000
82	response/right/correct				-0.516			0.000
83	response/right/correct				-0.383			0.000
84	response/left/correct	-0.305				0.000
85	response/right/correct				-0.477			0.000
86	response/left/correct	-0.375				0.000
87	response/right/correct		-0.375					0.000
88	response/left/correct	-0.352				0.000
89	response/left/correct			-0.328		0.000
90	response/right/incorrect			-0.367					0.000
91	response/right/correct				-0.445			0.000
92	response/right/correct		-0.430					0.000
93	response/left/correct	-0.391				0.000
94	response/left/correct			-0.398		0.000
95	response/right/correct		-0.391					0.000
96	response/right/correct				-0.383			0.000
97	response/left/correct			-0.336		0.000
98	response/right/correct		-0.328					0.000
99	response/left/correct	-0.273				0.000
100	response/right/incorrect			-0.258					0.000
101	response/left/incorrect				-0.414		0.000
102	response/right/correct				-0.562			0.000
103	response/left/correct	-0.305				0.000
104	response/left/incorrect		-0.305				0.000
105	response/left/correct			-0.414		0.000
106	response/right/incorrect			-0.289					0.000
107	response/right/correct				-0.430			0.000
108	response/left/correct	-0.352				0.000
109	response/left/correct	-0.312				0.000
110	response/left/correct	-0.281				0.000
111	response/right/incorrect			-0.266					0.000
112	response/right/correct				-0.430			0.000
113	response/left/correct			-0.414		0.000
114	response/left/correct			-0.438		0.000
115	response/right/correct		-0.375					0.000
116	response/right/correct		-0.320					0.000
117	response/left/correct	-0.398				0.000
118	response/right/correct		-0.359					0.000
119	response/right/correct		-0.398					0.000
120	response/right/correct				-0.352			0.000
121	response/right/correct		-0.398					0.000
122	response/right/correct				-0.469			0.000
123	response/right/correct		-0.352					0.000
124	response/left/correct			-0.414		0.000
125	response/left/correct	-0.312				0.000
126	response/left/correct	-0.312				0.000
127	response/right/correct		-0.453					0.000
128	response/left/correct			-0.391		0.000
129	response/left/correct			-0.453		0.000
130	response/left/correct	-0.320				0.000
131	response/right/correct		-0.375					0.000
132	response/left/correct			-0.391		0.000
133	response/right/incorrect			-0.344					0.000
134	response/right/correct		-0.406					0.000
135	response/left/incorrect				-0.336		0.000
136	response/left/incorrect				-0.305		0.000
137	response/left/correct	-0.391				0.000
138	response/left/correct	-0.328				0.000
139	response/left/correct			-0.406		0.000
140	response/right/correct		-0.398					0.000
141	response/right/correct		-0.383					0.000
142	response/left/incorrect				-0.289		0.000
143	response/right/correct		-0.344					0.000
144	response/right/correct		-0.406					0.000
145	response/right/correct				-0.531			0.000
146	response/right/correct				-0.406			0.000
147	response/right/correct		-0.375					0.000
148	response/right/correct				-0.352			0.000
149	response/left/correct	-0.352				0.000
150	response/right/incorrect			-0.359					0.000
151	response/left/correct			-0.523		0.000
152	response/left/correct			-0.430		0.000
153	response/left/correct	-0.344				0.000
154	response/right/correct				-0.477			0.000
155	response/right/correct				-0.406			0.000
156	response/left/correct	-0.422				0.000
157	response/left/correct	-0.398				0.000
158	response/left/correct			-0.367		0.000
159	response/left/correct	-0.414				0.000
160	response/right/correct				-0.430			0.000
161	response/right/correct		-0.367					0.000
162	response/left/correct	-0.492				0.000
163	response/right/correct		-0.445					0.000
164	response/right/correct				-0.445			0.000
165	response/left/correct			-0.430		0.000
166	response/right/correct				-0.461			0.000
167	response/left/correct	-0.438				0.000
168	response/left/correct			-0.430		0.000
169	response/left/correct			-0.367		0.000
170	response/left/correct			-0.430		0.000
171	response/right/correct		-0.391					0.000
172	response/right/correct				-0.430			0.000
173	response/left/correct	-0.398				0.000
174	response/left/correct			-0.414		0.000
175	response/left/correct	-0.289				0.000
176	response/right/correct				-0.398			0.000
177	response/left/correct			-0.375		0.000
178	response/right/correct		-0.328					0.000
179	response/left/incorrect				-0.266		0.000
180	response/right/correct				-0.461			0.000
181	response/left/correct	-0.320				0.000
182	response/right/correct				-0.430			0.000
183	response/left/correct	-0.352				0.000
184	response/left/correct	-0.375				0.000
185	response/right/correct				-0.422			0.000
186	response/left/correct			-0.375		0.000
187	response/right/correct		-0.305					0.000
188	response/left/incorrect		-0.227				0.000
189	response/left/correct	-0.305				0.000
190	response/right/correct		-0.320					0.000
191	response/left/correct			-0.375		0.000
192	response/right/correct				-0.453			0.000
193	response/left/correct	-0.297				0.000
194	response/left/incorrect				-0.383		0.000
195	response/right/correct		-0.398					0.000
196	response/right/correct		-0.383					0.000
197	response/right/correct		-0.320					0.000
198	response/left/correct			-0.391		0.000
199	response/left/correct	-0.359				0.000
200	response/right/incorrect			-0.367					0.000
201	response/right/correct		-0.383					0.000
202	response/right/correct		-0.484					0.000
203	response/right/correct				-0.453			0.000
204	response/left/correct			-0.516		0.000
205	response/left/incorrect				-0.375		0.000
206	response/right/correct				-0.492			0.000
207	response/right/correct		-0.352					0.000
208	response/right/correct				-0.477			0.000
209	response/left/correct	-0.461				0.000
210	response/left/correct			-0.398		0.000
211	response/right/correct		-0.422					0.000
212	response/right/correct				-0.492			0.000
213	response/left/correct	-0.336				0.000
214	response/right/correct		-0.359					0.000
215	response/left/correct	-0.367				0.000
216	response/left/correct			-0.336		0.000
217	response/right/incorrect			-0.312					0.000
218	response/right/correct		-0.375					0.000
219	response/left/correct			-0.414		0.000
220	response/left/correct			-0.383		0.000
221	response/left/correct	-0.352				0.000
222	response/left/correct	-0.320				0.000
223	response/right/correct		-0.422					0.000
224	response/right/correct				-0.477			0.000
225	response/right/correct				-0.656			0.000
226	response/left/correct			-0.422		0.000
227	response/right/correct		-0.508					0.000
228	response/left/correct			-0.422		0.000
229	response/right/correct				-0.508			0.000
230	response/right/correct				-0.453			0.000
231	response/left/correct	-0.445				0.000
232	response/left/correct			-0.398		0.000
233	response/left/correct	-0.328				0.000
234	response/right/correct				-0.422			0.000
235	response/left/correct	-0.383				0.000
236	response/left/correct			-0.367		0.000
237	response/right/correct		-0.352					0.000
238	response/left/correct	-0.375				0.000
239	response/right/correct		-0.383					0.000
240	response/right/correct		-0.406					0.000
241	response/left/correct	-0.344				0.000
242	response/right/correct				-0.500			0.000
243	response/left/correct	-0.312				0.000
244	response/right/correct				-0.398			0.000
245	response/left/correct	-0.258				0.000
246	response/right/correct		-0.273					0.000
247	response/left/correct			-0.266		0.000
248	response/left/correct			-0.359		0.000
249	response/right/correct		-0.336					0.000
250	response/left/incorrect				-0.328		0.000
251	response/right/correct				-0.383			0.000
252	response/right/incorrect			-0.344					0.000
253	response/right/incorrect			-0.289					0.000
254	response/right/correct		-0.398					0.000
255	response/left/correct	-0.398				0.000
256	response/right/correct				-0.445			0.000
257	response/left/correct	-0.359				0.000
258	response/right/correct		-0.516					0.000
259	response/left/correct	-0.453				0.000
260	response/left/correct	-0.359				0.000
261	response/left/correct	-0.305				0.000
262	response/left/correct			-0.297		0.000
263	response/left/incorrect				-0.305		0.000
264	response/left/correct			-0.250		0.000
265	response/right/correct		-0.375					0.000
266	response/left/correct	-0.242				0.000
267	response/left/incorrect				-0.281		0.000
268	response/right/correct		-0.328					0.000
269	response/right/correct		-0.359					0.000
270	response/right/correct		-0.312					0.000
271	response/right/incorrect			-0.242					0.000
272	response/right/correct				-0.461			0.000
273	response/left/correct			-0.320		0.000
274	response/right/correct		-0.297					0.000
275	response/left/correct			-0.320		0.000
276	response/left/correct	-0.312				0.000
277	response/left/correct			-0.336		0.000
278	response/left/incorrect				-0.281		0.000
279	response/left/incorrect		-0.203				0.000
280	response/left/incorrect				-0.352		0.000
281	response/left/correct	-0.359				0.000
282	response/left/correct	-0.367				0.000
283	response/left/correct			-0.477		0.000
284	response/left/correct	-0.297				0.000
285	response/left/correct			-0.414		0.000
286	response/left/incorrect				-0.328		0.000
287	response/right/correct				-0.414			0.000
288	response/right/correct				-0.359			0.000
289	response/left/incorrect				-0.336		0.000
290	response/left/correct			-0.430		0.000
291	response/right/correct		-0.406					0.000
292	response/left/correct	-0.289				0.000
293	response/right/correct				-0.609			0.000
294	response/left/correct	-0.430				0.000
295	response/right/correct				-0.375			0.000
296	response/right/correct		-0.375					0.000
297	response/right/correct		-0.344					0.000
298	response/left/correct	-0.359				0.000
299	response/right/correct		-0.375					0.000
300	response/left/correct			-0.406		0.000
301	response/left/correct			-0.398		0.000
302	response/left/correct			-0.438		0.000
303	response/right/correct		-0.406					0.000
304	response/right/correct		-0.375					0.000
305	response/right/correct		-0.328					0.000
306	response/left/correct			-0.359		0.000
307	response/left/correct			-0.398		0.000
308	response/left/correct	-0.344				0.000
309	response/left/correct	-0.297				0.000
310	response/left/correct			-0.477		0.000
311	response/left/correct			-0.414		0.000
312	response/right/correct		-0.406					0.000
313	response/left/incorrect				-0.320		0.000
314	response/right/correct				-0.445			0.000
315	response/left/correct	-0.336				0.000
316	response/left/correct	-0.375				0.000
317	response/right/correct				-0.445			0.000
318	response/right/correct		-0.414					0.000
319	response/left/correct	-0.383				0.000
320	response/right/correct		-0.453					0.000
321	response/right/correct				-0.531			0.000
322	response/left/correct			-0.500		0.000
323	response/right/correct				-0.414			0.000
324	response/left/correct	-0.289				0.000
325	response/left/correct	-0.305				0.000
326	response/right/correct		-0.367					0.000
327	response/right/correct		-0.422					0.000
328	response/left/correct			-0.508		0.000
329	response/right/correct		-0.359					0.000
330	response/left/correct	-0.273				0.000
331	response/left/incorrect				-0.211		0.000
332	response/left/correct	-0.344				0.000
333	response/left/correct			-0.328		0.000
334	response/left/correct	-0.359				0.000
335	response/right/incorrect			-0.297					0.000
336	response/right/correct		-0.328					0.000
337	response/right/incorrect			-0.328					0.000
338	response/left/correct			-0.406		0.000
339	response/right/correct		-0.391					0.000
340	response/left/incorrect				-0.320		0.000
341	response/right/correct		-0.367					0.000
342	response/left/correct			-0.469		0.000
343	response/left/correct	-0.320				0.000
344	response/left/incorrect				-0.352		0.000
345	response/left/correct	-0.305				0.000
346	response/left/correct			-0.438		0.000
347	response/right/correct				-0.453			0.000
348	response/left/correct	-0.398				0.000
349	response/right/correct				-0.484			0.000
350	response/left/correct			-0.367		0.000
351	response/right/correct				-0.398			0.000
352	response/left/incorrect				-0.305		0.000
353	response/left/incorrect				-0.234		0.000
354	response/right/correct		-0.281					0.000
355	response/left/incorrect		-0.242				0.000
356	response/left/correct	-0.383				0.000
357	response/right/correct		-0.391					0.000
358	response/left/correct			-0.297		0.000
359	response/left/incorrect				-0.234		0.000
360	response/right/incorrect	-0.211							0.000
361	response/right/correct		-0.352					0.000
362	response/left/correct			-0.438		0.000
363	response/right/correct				-0.430			0.000
364	response/right/correct		-0.320					0.000
365	response/left/correct	-0.328				0.000
366	response/left/correct			-0.375		0.000
367	response/left/correct			-0.367		0.000
368	response/right/correct		-0.352					0.000
369	response/left/correct	-0.352				0.000
370	response/left/correct			-0.391		0.000
371	response/right/correct		-0.359					0.000
372	response/left/incorrect				-0.336		0.000
373	response/right/correct		-0.391					0.000
374	response/left/correct			-0.367		0.000
375	response/right/correct				-0.484			0.000
376	response/left/correct	-0.453				0.000
377	response/left/correct			-0.484		0.000
378	response/right/correct				-0.422			0.000
379	response/left/correct	-0.297				0.000
380	response/right/correct		-0.352					0.000
381	response/right/correct		-0.383					0.000
382	response/left/correct	-0.328				0.000
383	response/right/correct				-0.453			0.000
384	response/right/incorrect			-0.391					0.000
385	response/left/correct	-0.297				0.000
386	response/left/correct			-0.344		0.000
387	response/left/correct			-0.336		0.000
388	response/left/correct	-0.312				0.000
389	response/right/correct		-0.352					0.000
390	response/left/correct	-0.320				0.000
391	response/right/correct				-0.414			0.000
392	response/left/correct	-0.289				0.000
393	response/left/correct	-0.312				0.000
394	response/right/correct		-0.344					0.000
395	response/left/incorrect				-0.312		0.000
396	response/right/correct		-0.398					0.000
397	response/left/correct			-0.359		0.000
398	response/right/correct		-0.375					0.000
399	response/right/correct				-0.445			0.000
400	response/right/correct				-0.453			0.000
401	response/right/correct				-0.375			0.000

402 rows × 10 columns

ERP image (EEG) epochs clean

Drop log epochs clean

No epochs exceeded the rejection thresholds. Nothing was dropped.

PSD epochs clean

Condition: response/left evoked response/left

Info evoked response/left

	General
	MNE object type	EvokedArray
	Measurement date	Unknown
	Participant	sub-015
	Experimenter	Unknown
	Acquisition
	Aggregation	average of 219 epochs
	Condition	0.84 × response/left/correct + 0.16 × response/left/incorrect
	Time range	-0.797 – 0.203 s
	Baseline	-0.797 – -0.600 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 response/left

Topographies evoked response/left

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

Global field power evoked response/left

Condition: response/right evoked response/right

Info evoked response/right

	General
	MNE object type	EvokedArray
	Measurement date	Unknown
	Participant	sub-015
	Experimenter	Unknown
	Acquisition
	Aggregation	average of 183 epochs
	Condition	0.91 × response/right/correct + 0.09 × response/right/incorrect
	Time range	-0.797 – 0.203 s
	Baseline	-0.797 – -0.600 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 response/right

Topographies evoked response/right

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

Global field power evoked response/right

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

Info evoked response/right+response/left contrast

	General
	MNE object type	EvokedArray
	Measurement date	Unknown
	Participant	sub-015
	Experimenter	Unknown
	Acquisition
	Aggregation	average of 100 epochs
	Condition	(0.91 × response/right/correct + 0.09 × response/right/incorrect) - (0.84 × response/left/correct + 0.16 × response/left/incorrect)
	Time range	-0.797 – 0.203 s
	Baseline	-0.797 – -0.600 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 response/right+response/left contrast

Topographies evoked response/right+response/left contrast

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

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

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

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

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

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

Time generalization: response/right vs. response/left epochs contrast decoding response/right–response/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               3.10.12 (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 2 threads)
├☑ 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
├☑ edfio             0.4.2
├☑ pybv              0.7.5
└☐ unavailable       mne-nirs, mne-features, mne-connectivity, mne-icalabel, neo, eeglabio, mffpy

Table of contents