General
Filename(s) sub-01_task-phantom_run-01_meg.fif
MNE object type Raw
Measurement date 2023-08-31 at 04:32:40 UTC
Participant sub-01
Experimenter mne_anonymize
Acquisition
Duration 00:05:03 (HH:MM:SS)
Sampling frequency 2000.00 Hz
Time points 605,801
Channels
Magnetometers
misc
Head & sensor digitization Not available
Filters
Highpass 0.03 Hz
Lowpass 200.00 Hz
PSD
General
Filename(s) sub-01_task-phantom_run-01_meg.fif
MNE object type Raw
Measurement date 2023-08-31 at 04:32:40 UTC
Participant sub-01
Experimenter mne_anonymize
Acquisition
Duration 00:05:03 (HH:MM:SS)
Sampling frequency 2000.00 Hz
Time points 605,801
Channels
Magnetometers
misc
Head & sensor digitization Not available
Filters
Highpass 0.03 Hz
Lowpass 40.00 Hz
PSD
Regression weights
Run 01: mag
General
Filename(s) sub-01_task-phantom_run-01_proc-filt_raw.fif
MNE object type Raw
Measurement date 2023-08-31 at 04:32:40 UTC
Participant sub-01
Experimenter mne_anonymize
Acquisition
Duration 00:05:03 (HH:MM:SS)
Sampling frequency 2000.00 Hz
Time points 605,801
Channels
Magnetometers
misc
Head & sensor digitization Not available
Filters
Highpass 0.03 Hz
Lowpass 40.00 Hz
PSD
Events
General
MNE object type Epochs
Measurement date 2023-08-31 at 04:32:40 UTC
Participant sub-01
Experimenter mne_anonymize
Acquisition
Total number of events 105
Events counts dip01: 21
dip13: 21
dip25: 21
dip37: 21
dip49: 21
Time range -0.080 – 0.180 s
Baseline off
Sampling frequency 200.00 Hz
Time points 53
Channels
Magnetometers
misc
Head & sensor digitization Not available
Filters
Highpass 0.03 Hz
Lowpass 40.00 Hz
Epoch # event_name dip01 dip02 dip03 dip04 dip05 dip06 dip07 dip08 dip09 dip10 dip11 dip12 dip13 dip14 dip15 dip16 dip17 dip18 dip19 dip20 dip21 dip22 dip23 dip24 dip25 dip26 dip27 dip28 dip29 dip30 dip31 dip32 dip33 dip34 dip35 dip36 dip37 dip38 dip39 dip40 dip41 dip42 dip43 dip44 dip45 dip46 dip47 dip48 dip49
0 dip01 0.000
1 dip13 0.000
2 dip25 0.000
3 dip37 0.000
4 dip49 0.000
5 dip01 0.000
6 dip13 0.000
7 dip25 0.000
8 dip37 0.000
9 dip49 0.000
10 dip01 0.000
11 dip13 0.000
12 dip25 0.000
13 dip37 0.000
14 dip49 0.000
15 dip01 0.000
16 dip13 0.000
17 dip25 0.000
18 dip37 0.000
19 dip49 0.000
20 dip01 0.000
21 dip13 0.000
22 dip25 0.000
23 dip37 0.000
24 dip49 0.000
25 dip01 0.000
26 dip13 0.000
27 dip25 0.000
28 dip37 0.000
29 dip49 0.000
30 dip01 0.000
31 dip13 0.000
32 dip25 0.000
33 dip37 0.000
34 dip49 0.000
35 dip01 0.000
36 dip13 0.000
37 dip25 0.000
38 dip37 0.000
39 dip49 0.000
40 dip01 0.000
41 dip13 0.000
42 dip25 0.000
43 dip37 0.000
44 dip49 0.000
45 dip01 0.000
46 dip13 0.000
47 dip25 0.000
48 dip37 0.000
49 dip49 0.000
50 dip01 0.000
51 dip13 0.000
52 dip25 0.000
53 dip37 0.000
54 dip49 0.000
55 dip01 0.000
56 dip13 0.000
57 dip25 0.000
58 dip37 0.000
59 dip49 0.000
60 dip01 0.000
61 dip13 0.000
62 dip25 0.000
63 dip37 0.000
64 dip49 0.000
65 dip01 0.000
66 dip13 0.000
67 dip25 0.000
68 dip37 0.000
69 dip49 0.000
70 dip01 0.000
71 dip13 0.000
72 dip25 0.000
73 dip37 0.000
74 dip49 0.000
75 dip01 0.000
76 dip13 0.000
77 dip25 0.000
78 dip37 0.000
79 dip49 0.000
80 dip01 0.000
81 dip13 0.000
82 dip25 0.000
83 dip37 0.000
84 dip49 0.000
85 dip01 0.000
86 dip13 0.000
87 dip25 0.000
88 dip37 0.000
89 dip49 0.000
90 dip01 0.000
91 dip13 0.000
92 dip25 0.000
93 dip37 0.000
94 dip49 0.000
95 dip01 0.000
96 dip13 0.000
97 dip25 0.000
98 dip37 0.000
99 dip49 0.000
100 dip01 0.000
101 dip13 0.000
102 dip25 0.000
103 dip37 0.000
104 dip49 0.000

105 rows × 51 columns

No epochs exceeded the rejection thresholds. Nothing was dropped.
PSD
PSD calculated from 105 epochs (27.3 s).
{}
General
Filename(s) sub-01_task-phantom_epo.fif
MNE object type EpochsFIF
Measurement date 2023-08-31 at 04:32:40 UTC
Participant sub-01
Experimenter mne_anonymize
Acquisition
Total number of events 105
Events counts dip01: 21
dip13: 21
dip25: 21
dip37: 21
dip49: 21
Time range -0.080 – 0.180 s
Baseline -0.080 – 0.000 s
Sampling frequency 200.00 Hz
Time points 53
Channels
Magnetometers
misc
Head & sensor digitization Not available
Filters
Highpass 0.03 Hz
Lowpass 40.00 Hz
Epoch # event_name dip01 dip02 dip03 dip04 dip05 dip06 dip07 dip08 dip09 dip10 dip11 dip12 dip13 dip14 dip15 dip16 dip17 dip18 dip19 dip20 dip21 dip22 dip23 dip24 dip25 dip26 dip27 dip28 dip29 dip30 dip31 dip32 dip33 dip34 dip35 dip36 dip37 dip38 dip39 dip40 dip41 dip42 dip43 dip44 dip45 dip46 dip47 dip48 dip49
0 dip01 0.000 None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None
1 dip13 None None None None None None None None None None None 0.000 None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None
2 dip25 None None None None None None None None None None None None None None None None None None None None None None 0.000 None None None None None None None None None None None None None None None None None None None None None None
3 dip37 None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None 0.000 None None None None None None None None None None None
4 dip49 None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None 0.000
5 dip01 0.000 None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None
6 dip13 None None None None None None None None None None None 0.000 None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None
7 dip25 None None None None None None None None None None None None None None None None None None None None None None 0.000 None None None None None None None None None None None None None None None None None None None None None None
8 dip37 None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None 0.000 None None None None None None None None None None None
9 dip49 None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None 0.000
10 dip01 0.000 None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None
11 dip13 None None None None None None None None None None None 0.000 None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None
12 dip25 None None None None None None None None None None None None None None None None None None None None None None 0.000 None None None None None None None None None None None None None None None None None None None None None None
13 dip37 None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None 0.000 None None None None None None None None None None None
14 dip49 None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None 0.000
15 dip01 0.000 None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None
16 dip13 None None None None None None None None None None None 0.000 None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None
17 dip25 None None None None None None None None None None None None None None None None None None None None None None 0.000 None None None None None None None None None None None None None None None None None None None None None None
18 dip37 None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None 0.000 None None None None None None None None None None None
19 dip49 None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None 0.000
20 dip01 0.000 None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None
21 dip13 None None None None None None None None None None None 0.000 None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None
22 dip25 None None None None None None None None None None None None None None None None None None None None None None 0.000 None None None None None None None None None None None None None None None None None None None None None None
23 dip37 None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None 0.000 None None None None None None None None None None None
24 dip49 None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None 0.000
25 dip01 0.000 None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None
26 dip13 None None None None None None None None None None None 0.000 None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None
27 dip25 None None None None None None None None None None None None None None None None None None None None None None 0.000 None None None None None None None None None None None None None None None None None None None None None None
28 dip37 None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None 0.000 None None None None None None None None None None None
29 dip49 None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None 0.000
30 dip01 0.000 None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None
31 dip13 None None None None None None None None None None None 0.000 None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None
32 dip25 None None None None None None None None None None None None None None None None None None None None None None 0.000 None None None None None None None None None None None None None None None None None None None None None None
33 dip37 None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None 0.000 None None None None None None None None None None None
34 dip49 None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None 0.000
35 dip01 0.000 None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None
36 dip13 None None None None None None None None None None None 0.000 None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None
37 dip25 None None None None None None None None None None None None None None None None None None None None None None 0.000 None None None None None None None None None None None None None None None None None None None None None None
38 dip37 None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None 0.000 None None None None None None None None None None None
39 dip49 None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None 0.000
40 dip01 0.000 None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None
41 dip13 None None None None None None None None None None None 0.000 None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None
42 dip25 None None None None None None None None None None None None None None None None None None None None None None 0.000 None None None None None None None None None None None None None None None None None None None None None None
43 dip37 None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None 0.000 None None None None None None None None None None None
44 dip49 None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None 0.000
45 dip01 0.000 None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None
46 dip13 None None None None None None None None None None None 0.000 None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None
47 dip25 None None None None None None None None None None None None None None None None None None None None None None 0.000 None None None None None None None None None None None None None None None None None None None None None None
48 dip37 None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None 0.000 None None None None None None None None None None None
49 dip49 None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None 0.000
50 dip01 0.000 None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None
51 dip13 None None None None None None None None None None None 0.000 None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None
52 dip25 None None None None None None None None None None None None None None None None None None None None None None 0.000 None None None None None None None None None None None None None None None None None None None None None None
53 dip37 None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None 0.000 None None None None None None None None None None None
54 dip49 None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None 0.000
55 dip01 0.000 None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None
56 dip13 None None None None None None None None None None None 0.000 None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None
57 dip25 None None None None None None None None None None None None None None None None None None None None None None 0.000 None None None None None None None None None None None None None None None None None None None None None None
58 dip37 None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None 0.000 None None None None None None None None None None None
59 dip49 None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None 0.000
60 dip01 0.000 None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None
61 dip13 None None None None None None None None None None None 0.000 None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None
62 dip25 None None None None None None None None None None None None None None None None None None None None None None 0.000 None None None None None None None None None None None None None None None None None None None None None None
63 dip37 None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None 0.000 None None None None None None None None None None None
64 dip49 None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None 0.000
65 dip01 0.000 None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None
66 dip13 None None None None None None None None None None None 0.000 None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None
67 dip25 None None None None None None None None None None None None None None None None None None None None None None 0.000 None None None None None None None None None None None None None None None None None None None None None None
68 dip37 None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None 0.000 None None None None None None None None None None None
69 dip49 None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None 0.000
70 dip01 0.000 None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None
71 dip13 None None None None None None None None None None None 0.000 None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None
72 dip25 None None None None None None None None None None None None None None None None None None None None None None 0.000 None None None None None None None None None None None None None None None None None None None None None None
73 dip37 None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None 0.000 None None None None None None None None None None None
74 dip49 None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None 0.000
75 dip01 0.000 None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None
76 dip13 None None None None None None None None None None None 0.000 None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None
77 dip25 None None None None None None None None None None None None None None None None None None None None None None 0.000 None None None None None None None None None None None None None None None None None None None None None None
78 dip37 None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None 0.000 None None None None None None None None None None None
79 dip49 None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None 0.000
80 dip01 0.000 None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None
81 dip13 None None None None None None None None None None None 0.000 None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None
82 dip25 None None None None None None None None None None None None None None None None None None None None None None 0.000 None None None None None None None None None None None None None None None None None None None None None None
83 dip37 None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None 0.000 None None None None None None None None None None None
84 dip49 None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None 0.000
85 dip01 0.000 None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None
86 dip13 None None None None None None None None None None None 0.000 None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None
87 dip25 None None None None None None None None None None None None None None None None None None None None None None 0.000 None None None None None None None None None None None None None None None None None None None None None None
88 dip37 None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None 0.000 None None None None None None None None None None None
89 dip49 None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None 0.000
90 dip01 0.000 None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None
91 dip13 None None None None None None None None None None None 0.000 None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None
92 dip25 None None None None None None None None None None None None None None None None None None None None None None 0.000 None None None None None None None None None None None None None None None None None None None None None None
93 dip37 None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None 0.000 None None None None None None None None None None None
94 dip49 None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None 0.000
95 dip01 0.000 None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None
96 dip13 None None None None None None None None None None None 0.000 None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None
97 dip25 None None None None None None None None None None None None None None None None None None None None None None 0.000 None None None None None None None None None None None None None None None None None None None None None None
98 dip37 None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None 0.000 None None None None None None None None None None None
99 dip49 None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None 0.000
100 dip01 0.000 None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None
101 dip13 None None None None None None None None None None None 0.000 None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None
102 dip25 None None None None None None None None None None None None None None None None None None None None None None 0.000 None None None None None None None None None None None None None None None None None None None None None None
103 dip37 None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None 0.000 None None None None None None None None None None None
104 dip49 None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None 0.000

105 rows × 51 columns

No epochs exceeded the rejection thresholds. Nothing was dropped.
PSD
PSD calculated from 105 epochs (27.3 s).
General
MNE object type EvokedArray
Measurement date 2023-08-31 at 04:32:40 UTC
Participant sub-01
Experimenter mne_anonymize
Acquisition
Aggregation average of 21 epochs
Condition dip01
Time range -0.080 – 0.180 s
Baseline -0.080 – 0.000 s
Sampling frequency 200.00 Hz
Time points 53
Channels
Magnetometers
Head & sensor digitization Not available
Filters
Highpass 0.03 Hz
Lowpass 40.00 Hz
Global field power
General
MNE object type EvokedArray
Measurement date 2023-08-31 at 04:32:40 UTC
Participant sub-01
Experimenter mne_anonymize
Acquisition
Aggregation average of 21 epochs
Condition dip13
Time range -0.080 – 0.180 s
Baseline -0.080 – 0.000 s
Sampling frequency 200.00 Hz
Time points 53
Channels
Magnetometers
Head & sensor digitization Not available
Filters
Highpass 0.03 Hz
Lowpass 40.00 Hz
Global field power
General
MNE object type EvokedArray
Measurement date 2023-08-31 at 04:32:40 UTC
Participant sub-01
Experimenter mne_anonymize
Acquisition
Aggregation average of 21 epochs
Condition dip25
Time range -0.080 – 0.180 s
Baseline -0.080 – 0.000 s
Sampling frequency 200.00 Hz
Time points 53
Channels
Magnetometers
Head & sensor digitization Not available
Filters
Highpass 0.03 Hz
Lowpass 40.00 Hz
Global field power
General
MNE object type EvokedArray
Measurement date 2023-08-31 at 04:32:40 UTC
Participant sub-01
Experimenter mne_anonymize
Acquisition
Aggregation average of 21 epochs
Condition dip37
Time range -0.080 – 0.180 s
Baseline -0.080 – 0.000 s
Sampling frequency 200.00 Hz
Time points 53
Channels
Magnetometers
Head & sensor digitization Not available
Filters
Highpass 0.03 Hz
Lowpass 40.00 Hz
Global field power
General
MNE object type EvokedArray
Measurement date 2023-08-31 at 04:32:40 UTC
Participant sub-01
Experimenter mne_anonymize
Acquisition
Aggregation average of 21 epochs
Condition dip49
Time range -0.080 – 0.180 s
Baseline -0.080 – 0.000 s
Sampling frequency 200.00 Hz
Time points 53
Channels
Magnetometers
Head & sensor digitization Not available
Filters
Highpass 0.03 Hz
Lowpass 40.00 Hz
Global field power
Covariance matrix
Singular values
Whitening: dip01
Whitening: dip13
Whitening: dip25
Whitening: dip37
Whitening: dip49
  """
KIT phantom data.

https://mne.tools/dev/documentation/datasets.html#kit-phantom-dataset
"""

bids_root = "~/mne_data/MNE-phantom-KIT-data"
deriv_root = "~/mne_data/derivatives/mne-bids-pipeline/MNE-phantom-KIT-data"
task = "phantom"
ch_types = ["meg"]

# Preprocessing
l_freq = None
h_freq = 40.0
regress_artifact = dict(
    picks="meg", picks_artifact=["MISC 001", "MISC 002", "MISC 003"]
)

# Epochs
epochs_tmin = -0.08
epochs_tmax = 0.18
epochs_decim = 10  # 2000->200 Hz
baseline = (None, 0)
conditions = ["dip01", "dip13", "dip25", "dip37", "dip49"]

# Decoding
decode = True  # should be very good performance

  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