General
Filename(s) sub-0001_task-AEF_run-01_meg.meg4
MNE object type RawCTF
Measurement date 1925-01-01 at 09:43:00 UTC
Participant sub-0001
Experimenter EAB
Acquisition
Duration 00:02:00 (HH:MM:SS)
Sampling frequency 2400.00 Hz
Time points 288,001
Channels
Magnetometers
EEG
EOG
ECG
misc
Reference Magnetometers
Stimulus
Head & sensor digitization 8 points
Filters
Highpass 0.00 Hz
Lowpass 1200.00 Hz
General
Filename(s) sub-0001_task-AEF_run-01_meg.meg4
MNE object type RawCTF
Measurement date 1925-01-01 at 09:43:00 UTC
Participant sub-0001
Experimenter EAB
Acquisition
Duration 00:02:00 (HH:MM:SS)
Sampling frequency 2400.00 Hz
Time points 288,001
Channels
Magnetometers
EEG
EOG
ECG
misc
Reference Magnetometers
Stimulus
Head & sensor digitization 8 points
Filters
Highpass 0.30 Hz
Lowpass 100.00 Hz
Events
General
MNE object type Epochs
Measurement date 1925-01-01 at 09:43:00 UTC
Participant sub-0001
Experimenter EAB
Acquisition
Total number of events 107
Events counts button: 16
deviant: 15
standard: 76
Time range -0.200 – 0.500 s
Baseline off
Sampling frequency 600.00 Hz
Time points 421
Channels
Magnetometers
EEG
EOG
ECG
misc
Reference Magnetometers
Stimulus
Head & sensor digitization 8 points
Filters
Highpass 0.30 Hz
Lowpass 100.00 Hz
Epoch # event_name button deviant standard
0 button 0.000 0.044
1 standard 0.000
2 standard 0.000
3 standard 0.000
4 standard 0.000
5 standard 0.000
6 standard 0.000
7 standard 0.000
8 standard 0.000
9 standard 0.000
10 standard 0.000
11 deviant 0.402 0.000
12 button 0.000 -0.402
13 button -0.018 -0.420
14 standard 0.000
15 deviant 0.000
16 standard 0.000
17 standard 0.000
18 standard 0.000
19 standard 0.000
20 deviant 0.363 0.000
21 button 0.000 -0.363
22 standard 0.000
23 standard 0.000
24 deviant 0.000
25 button 0.000 -0.510
26 standard 0.000
27 standard 0.000
28 standard 0.000
29 standard 0.000
30 standard 0.000
31 standard 0.000
32 standard 0.000
33 standard 0.000
34 standard 0.000
35 standard 0.000
36 standard 0.000
37 deviant 0.450 0.000
38 button 0.000 -0.450
39 standard 0.000
40 standard 0.000
41 standard 0.000
42 standard 0.000
43 standard 0.000
44 deviant 0.403 0.000
45 button 0.000 -0.403
46 standard 0.000
47 standard 0.000
48 standard 0.000
49 standard 0.000
50 standard 0.000
51 deviant 0.449 0.000
52 button 0.000 -0.449 0.484
53 standard 0.000
54 standard 0.000
55 deviant 0.000
56 button 0.000 -0.640
57 standard 0.000
58 standard 0.000
59 standard 0.000
60 standard 0.000
61 standard 0.000
62 standard 0.000
63 standard 0.000
64 standard 0.000
65 standard 0.000
66 standard 0.000
67 deviant 0.490 0.000
68 deviant 0.489 0.000
69 button 0.000 -0.489
70 standard 0.000
71 standard 0.000
72 standard 0.000
73 standard 0.000
74 deviant 0.000
75 button 0.000 -0.527
76 standard 0.000
77 standard 0.000
78 standard 0.000
79 deviant 0.432 0.000
80 button 0.000 -0.432 0.385
81 button -0.036 -0.469 0.348
82 standard 0.000
83 standard 0.000
84 standard 0.000
85 deviant 0.000
86 button 0.000 -0.522
87 standard 0.000
88 standard 0.000
89 standard 0.000
90 standard 0.000
91 standard 0.000
92 standard 0.000
93 standard 0.000
94 standard 0.000
95 deviant 0.000
96 button 0.000 -0.546
97 standard 0.000
98 standard 0.000
99 standard 0.000
100 standard 0.000
101 deviant 0.449 0.000
102 button 0.000 -0.449
103 standard 0.000
104 standard 0.000
105 standard 0.000
106 standard 0.000

107 rows × 5 columns

No epochs exceeded the rejection thresholds. Nothing was dropped.
PSD
PSD calculated from 43 epochs (30.1 s).
{'mag': 4e-12, 'eog': 0.00025}
General
Filename(s) sub-0001_task-AEF_epo.fif
MNE object type EpochsFIF
Measurement date 1925-01-01 at 09:43:00 UTC
Participant sub-0001
Experimenter EAB
Acquisition
Total number of events 101
Events counts button: 15
deviant: 15
standard: 71
Time range -0.200 – 0.500 s
Baseline -0.200 – 0.000 s
Sampling frequency 600.00 Hz
Time points 421
Channels
Magnetometers
EEG
EOG
ECG
misc
Reference Magnetometers
Stimulus
Head & sensor digitization 8 points
Filters
Highpass 0.30 Hz
Lowpass 100.00 Hz
Epoch # event_name button deviant standard
0 button 0.000 0.044
1 standard 0.000
2 standard 0.000
3 standard 0.000
4 standard 0.000
5 standard 0.000
6 standard 0.000
7 standard 0.000
8 standard 0.000
9 standard 0.000
10 standard 0.000
11 deviant 0.402 0.000
12 button 0.000 -0.402
13 button -0.018 -0.420
15 deviant 0.000
16 standard 0.000
17 standard 0.000
18 standard 0.000
19 standard 0.000
20 deviant 0.363 0.000
21 button 0.000 -0.363
22 standard 0.000
23 standard 0.000
24 deviant 0.000
25 button 0.000 -0.510
26 standard 0.000
27 standard 0.000
28 standard 0.000
29 standard 0.000
30 standard 0.000
31 standard 0.000
32 standard 0.000
33 standard 0.000
34 standard 0.000
35 standard 0.000
36 standard 0.000
37 deviant 0.450 0.000
38 button 0.000 -0.450
39 standard 0.000
40 standard 0.000
41 standard 0.000
42 standard 0.000
43 standard 0.000
44 deviant 0.403 0.000
45 button 0.000 -0.403
46 standard 0.000
47 standard 0.000
48 standard 0.000
49 standard 0.000
50 standard 0.000
51 deviant 0.449 0.000
52 button 0.000 -0.449 0.484
53 standard 0.000
54 standard 0.000
55 deviant 0.000
56 button 0.000 -0.640
57 standard 0.000
59 standard 0.000
60 standard 0.000
61 standard 0.000
62 standard 0.000
63 standard 0.000
64 standard 0.000
65 standard 0.000
66 standard 0.000
67 deviant 0.490 0.000
68 deviant 0.489 0.000
69 button 0.000 -0.489
70 standard 0.000
72 standard 0.000
73 standard 0.000
74 deviant 0.000
75 button 0.000 -0.527
76 standard 0.000
77 standard 0.000
78 standard 0.000
79 deviant 0.432 0.000
80 button 0.000 -0.432 0.385
83 standard 0.000
84 standard 0.000
85 deviant 0.000
86 button 0.000 -0.522
87 standard 0.000
88 standard 0.000
89 standard 0.000
90 standard 0.000
91 standard 0.000
92 standard 0.000
93 standard 0.000
94 standard 0.000
95 deviant 0.000
96 button 0.000 -0.546
98 standard 0.000
99 standard 0.000
100 standard 0.000
101 deviant 0.449 0.000
102 button 0.000 -0.449
103 standard 0.000
104 standard 0.000
105 standard 0.000
106 standard 0.000

101 rows × 5 columns

ERP image (EEG)
Drop log
PSD
PSD calculated from 43 epochs (30.1 s).
General
MNE object type EvokedArray
Measurement date 1925-01-01 at 09:43:00 UTC
Participant sub-0001
Experimenter EAB
Acquisition
Aggregation average of 71 epochs
Condition standard
Time range -0.200 – 0.500 s
Baseline -0.200 – 0.000 s
Sampling frequency 600.00 Hz
Time points 421
Channels
Magnetometers
Reference Magnetometers
Head & sensor digitization 8 points
Filters
Highpass 0.30 Hz
Lowpass 100.00 Hz
Time course (Magnetometers)
Global field power
General
MNE object type EvokedArray
Measurement date 1925-01-01 at 09:43:00 UTC
Participant sub-0001
Experimenter EAB
Acquisition
Aggregation average of 15 epochs
Condition deviant
Time range -0.200 – 0.500 s
Baseline -0.200 – 0.000 s
Sampling frequency 600.00 Hz
Time points 421
Channels
Magnetometers
Reference Magnetometers
Head & sensor digitization 8 points
Filters
Highpass 0.30 Hz
Lowpass 100.00 Hz
Global field power
General
MNE object type EvokedArray
Measurement date 1925-01-01 at 09:43:00 UTC
Participant sub-0001
Experimenter EAB
Acquisition
Aggregation average of 15 epochs
Condition button
Time range -0.200 – 0.500 s
Baseline -0.200 – 0.000 s
Sampling frequency 600.00 Hz
Time points 421
Channels
Magnetometers
Reference Magnetometers
Head & sensor digitization 8 points
Filters
Highpass 0.30 Hz
Lowpass 100.00 Hz
Global field power
General
MNE object type EvokedArray
Measurement date 1925-01-01 at 09:43:00 UTC
Participant sub-0001
Experimenter EAB
Acquisition
Aggregation average of 12 epochs
Condition deviant - standard
Time range -0.200 – 0.500 s
Baseline -0.200 – 0.000 s
Sampling frequency 600.00 Hz
Time points 421
Channels
Magnetometers
Reference Magnetometers
Head & sensor digitization 8 points
Filters
Highpass 0.30 Hz
Lowpass 100.00 Hz
Time course (Magnetometers)
Global field power
Full-epochs decoding
Each black dot represents the single cross-validation score. The red cross is the mean of all 5 cross-validation scores. The dashed line is expected chance performance.
Decoding over time: deviant vs. standard
Time-by-time decoding: 15 × deviant vs. 71 × standard
Time generalization: deviant vs. standard
Time generalization (generalization across time, GAT): each classifier is trained on each time point, and tested on all other time points.
Covariance matrix
Singular values
Whitening: standard
Whitening: deviant
Whitening: button
Whitening: deviant+standard
  """Brainstorm - Auditory Dataset.

See https://openneuro.org/datasets/ds000246/versions/1.0.0 for more
information.
"""

bids_root = "~/mne_data/ds000246"
deriv_root = "~/mne_data/derivatives/mne-bids-pipeline/ds000246"

runs = ["01"]
crop_runs = (0, 120)  # Reduce memory usage on CI system
read_raw_bids_verbose = "error"  # No BIDS -> MNE mapping found for channel ...
l_freq = 0.3
h_freq = 100
epochs_decim = 4
subjects = ["0001"]
ch_types = ["meg"]
reject = dict(mag=4e-12, eog=250e-6)
conditions = ["standard", "deviant", "button"]
epochs_metadata_tmin = ["standard", "deviant"]  # for testing only
contrasts = [("deviant", "standard")]
decode = True
decoding_time_generalization = True
decoding_time_generalization_decim = 4
on_error = "abort"
plot_psd_for_runs = []  # too much memory on CIs

parallel_backend = "dask"
dask_worker_memory_limit = "2G"
dask_temp_dir = "./.dask-worker-space"
dask_open_dashboard = True
n_jobs = 2

  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               69.1 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
├☑ eeglabio          0.0.2-4
├☑ edfio             0.4.2
├☑ pybv              0.7.5
└☐ unavailable       mne-nirs, mne-features, mne-connectivity, mne-icalabel, neo, mffpy