General
Filename(s) sub-mind002_ses-01_task-auditory_meg.fif
MNE object type Raw
Measurement date 1912-10-26 at 16:30:04 UTC
Participant sub-mind002
Experimenter mne_anonymize
Acquisition
Duration 00:02:00 (HH:MM:SS)
Sampling frequency 1250.00 Hz
Time points 150,001
Channels
Magnetometers
Gradiometers
EOG
Stimulus
Head & sensor digitization 136 points
Filters
Highpass 0.10 Hz
Lowpass 416.67 Hz
Projections PCA-v1 (off)
PCA-v2 (off)
PCA-v3 (off)
PSD
General
Filename(s) sub-mind002_ses-01_task-auditory_meg.fif
MNE object type Raw
Measurement date 1912-10-26 at 16:30:04 UTC
Participant sub-mind002
Experimenter mne_anonymize
Acquisition
Duration 00:02:00 (HH:MM:SS)
Sampling frequency 1250.00 Hz
Time points 150,001
Channels
Magnetometers
Gradiometers
EOG
Stimulus
Head & sensor digitization 136 points
Filters
Highpass 1.00 Hz
Lowpass 40.00 Hz
Projections PCA-v1 (off)
PCA-v2 (off)
PCA-v3 (off)
PSD
SSP: ECG
Computed using 142 epochs (from 143 original events)
Events
General
MNE object type Epochs
Measurement date 1912-10-26 at 16:30:04 UTC
Participant sub-mind002
Experimenter mne_anonymize
Acquisition
Total number of events 79
Events counts left/noise: 10
left/tone/2500: 8
left/tone/4000: 5
left/tone/500: 11
right/noise: 12
right/tone/2500: 8
right/tone/4000: 13
right/tone/500: 12
Time range -0.200 – 0.500 s
Baseline off
Sampling frequency 1250.00 Hz
Time points 876
Channels
Magnetometers
Gradiometers
EOG
Stimulus
Head & sensor digitization 136 points
Filters
Highpass 1.00 Hz
Lowpass 40.00 Hz
Projections PCA-v1 (off)
PCA-v2 (off)
PCA-v3 (off)
Epoch # event_name left/noise left/tone/2500 left/tone/4000 left/tone/500 right/noise right/tone/2500 right/tone/4000 right/tone/500
0 left/noise 0.000
1 right/noise 0.000
2 right/tone/4000 0.000
3 right/tone/500 0.000
4 right/tone/4000 0.000
5 right/tone/500 0.000
6 left/tone/500 0.000
7 right/tone/500 0.000
8 right/tone/2500 0.000
9 left/tone/2500 0.000
10 right/tone/500 0.000
11 right/noise 0.000
12 left/noise 0.000
13 left/tone/500 0.000
14 left/tone/500 0.000
15 right/noise 0.000
16 left/noise 0.000
17 right/tone/500 0.000
18 left/tone/500 0.000
19 right/tone/2500 0.000
20 right/tone/500 0.000
21 right/tone/2500 0.000
22 left/tone/2500 0.000
23 right/tone/500 0.000
24 right/noise 0.000
25 left/tone/500 0.000
26 right/tone/4000 0.000
27 left/tone/2500 0.000
28 left/tone/2500 0.000
29 left/noise 0.000
30 right/tone/500 0.000
31 left/tone/4000 0.000
32 right/tone/4000 0.000
33 right/noise 0.000
34 right/tone/4000 0.000
35 left/tone/2500 0.000
36 right/noise 0.000
37 right/tone/4000 0.000
38 left/tone/2500 0.000
39 left/tone/4000 0.000
40 left/tone/500 0.000
41 right/noise 0.000
42 left/tone/500 0.000
43 right/tone/4000 0.000
44 left/noise 0.000
45 right/tone/4000 0.000
46 left/tone/4000 0.000
47 right/tone/500 0.000
48 right/tone/500 0.000
49 left/tone/500 0.000
50 left/noise 0.000
51 right/tone/2500 0.000
52 right/tone/4000 0.000
53 left/noise 0.000
54 right/tone/4000 0.000
55 right/tone/2500 0.000
56 right/tone/500 0.000
57 right/noise 0.000
58 right/noise 0.000
59 left/noise 0.000
60 left/tone/4000 0.000
61 right/noise 0.000
62 left/tone/500 0.000
63 left/tone/500 0.000
64 right/tone/4000 0.000
65 left/tone/500 0.000
66 right/tone/2500 0.000
67 right/noise 0.000
68 right/tone/2500 0.000
69 left/tone/2500 0.000
70 left/noise 0.000
71 left/tone/2500 0.000
72 right/tone/500 0.000
73 left/tone/4000 0.000
74 right/tone/4000 0.000
75 right/noise 0.000
76 left/noise 0.000
77 right/tone/2500 0.000
78 right/tone/4000 0.000

79 rows × 10 columns

No epochs exceeded the rejection thresholds. Nothing was dropped.
PSD
PSD calculated from 43 epochs (30.1 s).
General
Filename(s) sub-mind002_ses-01_task-auditory_proc-filt_raw.fif
MNE object type Raw
Measurement date 1912-10-26 at 16:30:04 UTC
Participant sub-mind002
Experimenter mne_anonymize
Acquisition
Duration 00:02:00 (HH:MM:SS)
Sampling frequency 1250.00 Hz
Time points 150,001
Channels
Magnetometers
Gradiometers
EOG
Stimulus
Head & sensor digitization 136 points
Filters
Highpass 1.00 Hz
Lowpass 40.00 Hz
Projections PCA-v1 (off)
PCA-v2 (off)
PCA-v3 (off)
planar-ECG--0.500-0.500)-PCA-01 (off)
axial-ECG--0.500-0.500)-PCA-01 (off)
PSD
{}
General
Filename(s) sub-mind002_ses-01_task-auditory_proc-ssp_epo.fif
MNE object type EpochsFIF
Measurement date 1912-10-26 at 16:30:04 UTC
Participant sub-mind002
Experimenter mne_anonymize
Acquisition
Total number of events 79
Events counts left/noise: 10
left/tone/2500: 8
left/tone/4000: 5
left/tone/500: 11
right/noise: 12
right/tone/2500: 8
right/tone/4000: 13
right/tone/500: 12
Time range -0.200 – 0.500 s
Baseline -0.200 – 0.000 s
Sampling frequency 1250.00 Hz
Time points 876
Channels
Magnetometers
Gradiometers
EOG
Stimulus
Head & sensor digitization 136 points
Filters
Highpass 1.00 Hz
Lowpass 40.00 Hz
Projections PCA-v1 (on)
PCA-v2 (on)
PCA-v3 (on)
planar-ECG--0.500-0.500)-PCA-01 (on)
axial-ECG--0.500-0.500)-PCA-01 (on)
Epoch # event_name left/noise left/tone/2500 left/tone/4000 left/tone/500 right/noise right/tone/2500 right/tone/4000 right/tone/500
0 left/noise 0.000
1 right/noise 0.000
2 right/tone/4000 0.000
3 right/tone/500 0.000
4 right/tone/4000 0.000
5 right/tone/500 0.000
6 left/tone/500 0.000
7 right/tone/500 0.000
8 right/tone/2500 0.000
9 left/tone/2500 0.000
10 right/tone/500 0.000
11 right/noise 0.000
12 left/noise 0.000
13 left/tone/500 0.000
14 left/tone/500 0.000
15 right/noise 0.000
16 left/noise 0.000
17 right/tone/500 0.000
18 left/tone/500 0.000
19 right/tone/2500 0.000
20 right/tone/500 0.000
21 right/tone/2500 0.000
22 left/tone/2500 0.000
23 right/tone/500 0.000
24 right/noise 0.000
25 left/tone/500 0.000
26 right/tone/4000 0.000
27 left/tone/2500 0.000
28 left/tone/2500 0.000
29 left/noise 0.000
30 right/tone/500 0.000
31 left/tone/4000 0.000
32 right/tone/4000 0.000
33 right/noise 0.000
34 right/tone/4000 0.000
35 left/tone/2500 0.000
36 right/noise 0.000
37 right/tone/4000 0.000
38 left/tone/2500 0.000
39 left/tone/4000 0.000
40 left/tone/500 0.000
41 right/noise 0.000
42 left/tone/500 0.000
43 right/tone/4000 0.000
44 left/noise 0.000
45 right/tone/4000 0.000
46 left/tone/4000 0.000
47 right/tone/500 0.000
48 right/tone/500 0.000
49 left/tone/500 0.000
50 left/noise 0.000
51 right/tone/2500 0.000
52 right/tone/4000 0.000
53 left/noise 0.000
54 right/tone/4000 0.000
55 right/tone/2500 0.000
56 right/tone/500 0.000
57 right/noise 0.000
58 right/noise 0.000
59 left/noise 0.000
60 left/tone/4000 0.000
61 right/noise 0.000
62 left/tone/500 0.000
63 left/tone/500 0.000
64 right/tone/4000 0.000
65 left/tone/500 0.000
66 right/tone/2500 0.000
67 right/noise 0.000
68 right/tone/2500 0.000
69 left/tone/2500 0.000
70 left/noise 0.000
71 left/tone/2500 0.000
72 right/tone/500 0.000
73 left/tone/4000 0.000
74 right/tone/4000 0.000
75 right/noise 0.000
76 left/noise 0.000
77 right/tone/2500 0.000
78 right/tone/4000 0.000

79 rows × 10 columns

No epochs exceeded the rejection thresholds. Nothing was dropped.
PSD
PSD calculated from 43 epochs (30.1 s).
General
MNE object type EvokedArray
Measurement date 1912-10-26 at 16:30:04 UTC
Participant sub-mind002
Experimenter mne_anonymize
Acquisition
Aggregation average of 34 epochs
Condition 0.29 × left/noise + 0.24 × left/tone/2500 + 0.15 × left/tone/4000 + 0.32 × left/tone/500
Time range -0.200 – 0.500 s
Baseline -0.200 – 0.000 s
Sampling frequency 1250.00 Hz
Time points 876
Channels
Magnetometers
Gradiometers
Head & sensor digitization 136 points
Filters
Highpass 1.00 Hz
Lowpass 40.00 Hz
Projections PCA-v1 (on)
PCA-v2 (on)
PCA-v3 (on)
planar-ECG--0.500-0.500)-PCA-01 (on)
axial-ECG--0.500-0.500)-PCA-01 (on)
Global field power
General
MNE object type EvokedArray
Measurement date 1912-10-26 at 16:30:04 UTC
Participant sub-mind002
Experimenter mne_anonymize
Acquisition
Aggregation average of 45 epochs
Condition 0.27 × right/noise + 0.18 × right/tone/2500 + 0.29 × right/tone/4000 + 0.27 × right/tone/500
Time range -0.200 – 0.500 s
Baseline -0.200 – 0.000 s
Sampling frequency 1250.00 Hz
Time points 876
Channels
Magnetometers
Gradiometers
Head & sensor digitization 136 points
Filters
Highpass 1.00 Hz
Lowpass 40.00 Hz
Projections PCA-v1 (on)
PCA-v2 (on)
PCA-v3 (on)
planar-ECG--0.500-0.500)-PCA-01 (on)
axial-ECG--0.500-0.500)-PCA-01 (on)
Global field power
Covariance matrix
Singular values
Whitening: left
Whitening: right
  """MIND DATA.

M.P. Weisend, F.M. Hanlon, R. Montaño, S.P. Ahlfors, A.C. Leuthold,
D. Pantazis, J.C. Mosher, A.P. Georgopoulos, M.S. Hämäläinen, C.J.
Aine,, V. (2007).
Paving the way for cross-site pooling of magnetoencephalography (MEG) data.
International Congress Series, Volume 1300, Pages 615-618.
"""

# This has auditory, median, indx, visual, rest, and emptyroom but let's just
# process the auditory (it's the smallest after rest)
bids_root = "~/mne_data/ds004107"
deriv_root = "~/mne_data/derivatives/mne-bids-pipeline/ds004107"
subjects = ["mind002"]
sessions = ["01"]
conditions = ["left", "right"]  # there are also tone and noise
task = "auditory"
ch_types = ["meg"]
crop_runs = (0, 120)  # to speed up computations
spatial_filter = "ssp"
l_freq = 1.0
h_freq = 40.0

  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