sub-05

Data quality data-quality raw

Bad channels raw data-quality

Bad channels marked in original data:

`FC5` `FC6`

Raw (original) data-quality raw

Info raw data-quality

	General
	Filename(s)	sub-05_task-matchingpennies_eeg.eeg
	MNE object type	RawBrainVision
	Measurement date	Unknown
	Participant	sub-05
	Experimenter	Unknown
	Acquisition
	Duration	00:10:01 (HH:MM:SS)
	Sampling frequency	5000.00 Hz
	Time points	3,000,001
	Channels
	EEG	and
	Head & sensor digitization	Not available
	Filters
	Highpass	0.00 Hz
	Lowpass	2500.00 Hz

Time series raw data-quality

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PSD raw data-quality

Raw (filtered) filtered raw

Info raw filtered

	General
	Filename(s)	sub-05_task-matchingpennies_eeg.eeg
	MNE object type	RawBrainVision
	Measurement date	Unknown
	Participant	sub-05
	Experimenter	Unknown
	Acquisition
	Duration	00:10:01 (HH:MM:SS)
	Sampling frequency	5000.00 Hz
	Time points	3,000,001
	Channels
	EEG	and
	Head & sensor digitization	Not available
	Filters
	Highpass	0.00 Hz
	Lowpass	100.00 Hz

Time series raw filtered

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

PSD raw filtered

Events events

Epochs (before cleaning) epochs

Info epochs

	General
	MNE object type	Epochs
	Measurement date	Unknown
	Participant	sub-05
	Experimenter	Unknown
	Acquisition
	Total number of events	100
	Events counts	raised-left/match-false: 24 raised-left/match-true: 25 raised-right/match-false: 24 raised-right/match-true: 27
	Time range	-0.200 – 0.500 s
	Baseline	off
	Sampling frequency	5000.00 Hz
	Time points	3,501
	Metadata	100 rows × 5 columns
	Channels
	EEG	and
	Head & sensor digitization	Not available
	Filters
	Highpass	0.00 Hz
	Lowpass	100.00 Hz
	Projections	Average EEG reference (off)

Metadata epochs

Epoch #	event_name	raised-left/match-false	raised-left/match-true	raised-right/match-false	raised-right/match-true
0	raised-right/match-true				0.000
1	raised-right/match-false			0.000
2	raised-left/match-true		0.000
3	raised-right/match-false			0.000
4	raised-right/match-true				0.000
5	raised-left/match-false	0.000
6	raised-right/match-true				0.000
7	raised-right/match-true				0.000
8	raised-left/match-false	0.000
9	raised-right/match-false			0.000
10	raised-left/match-true		0.000
11	raised-left/match-false	0.000
12	raised-right/match-false			0.000
13	raised-left/match-true		0.000
14	raised-right/match-true				0.000
15	raised-right/match-false			0.000
16	raised-right/match-false			0.000
17	raised-right/match-false			0.000
18	raised-right/match-true				0.000
19	raised-left/match-true		0.000
20	raised-left/match-true		0.000
21	raised-left/match-false	0.000
22	raised-right/match-true				0.000
23	raised-right/match-true				0.000
24	raised-left/match-true		0.000
25	raised-right/match-false			0.000
26	raised-right/match-false			0.000
27	raised-right/match-false			0.000
28	raised-left/match-false	0.000
29	raised-left/match-false	0.000
30	raised-left/match-true		0.000
31	raised-right/match-false			0.000
32	raised-right/match-false			0.000
33	raised-right/match-false			0.000
34	raised-right/match-false			0.000
35	raised-right/match-false			0.000
36	raised-left/match-true		0.000
37	raised-right/match-true				0.000
38	raised-left/match-true		0.000
39	raised-left/match-true		0.000
40	raised-right/match-true				0.000
41	raised-right/match-true				0.000
42	raised-right/match-true				0.000
43	raised-left/match-true		0.000
44	raised-right/match-false			0.000
45	raised-left/match-false	0.000
46	raised-left/match-true		0.000
47	raised-right/match-true				0.000
48	raised-right/match-true				0.000
49	raised-left/match-false	0.000
50	raised-left/match-true		0.000
51	raised-left/match-true		0.000
52	raised-left/match-false	0.000
53	raised-left/match-true		0.000
54	raised-left/match-false	0.000
55	raised-left/match-false	0.000
56	raised-left/match-false	0.000
57	raised-left/match-true		0.000
58	raised-right/match-true				0.000
59	raised-left/match-false	0.000
60	raised-left/match-false	0.000
61	raised-left/match-false	0.000
62	raised-right/match-true				0.000
63	raised-right/match-true				0.000
64	raised-left/match-true		0.000
65	raised-right/match-true				0.000
66	raised-left/match-false	0.000
67	raised-right/match-false			0.000
68	raised-right/match-true				0.000
69	raised-left/match-true		0.000
70	raised-right/match-true				0.000
71	raised-right/match-false			0.000
72	raised-right/match-true				0.000
73	raised-left/match-true		0.000
74	raised-right/match-true				0.000
75	raised-right/match-true				0.000
76	raised-left/match-false	0.000
77	raised-left/match-false	0.000
78	raised-left/match-true		0.000
79	raised-right/match-false			0.000
80	raised-right/match-true				0.000
81	raised-left/match-false	0.000
82	raised-right/match-false			0.000
83	raised-left/match-true		0.000
84	raised-right/match-true				0.000
85	raised-left/match-true		0.000
86	raised-left/match-false	0.000
87	raised-left/match-false	0.000
88	raised-right/match-true				0.000
89	raised-right/match-true				0.000
90	raised-left/match-true		0.000
91	raised-left/match-true		0.000
92	raised-left/match-false	0.000
93	raised-right/match-false			0.000
94	raised-right/match-false			0.000
95	raised-right/match-false			0.000
96	raised-left/match-false	0.000
97	raised-left/match-true		0.000
98	raised-right/match-false			0.000
99	raised-left/match-false	0.000

100 rows × 6 columns

ERP image (EEG) epochs

Drop log epochs

No epochs exceeded the rejection thresholds. Nothing was dropped.

PSD epochs

Epochs (clean) clean epochs

Rejection thresholds epochs clean

{'eeg': 0.00015}

Info epochs clean

	General
	Filename(s)	sub-05_task-matchingpennies_epo.fif
	MNE object type	EpochsFIF
	Measurement date	Unknown
	Participant	sub-05
	Experimenter	Unknown
	Acquisition
	Total number of events	100
	Events counts	raised-left/match-false: 24 raised-left/match-true: 25 raised-right/match-false: 24 raised-right/match-true: 27
	Time range	-0.200 – 0.500 s
	Baseline	-0.200 – 0.000 s
	Sampling frequency	5000.00 Hz
	Time points	3,501
	Metadata	100 rows × 5 columns
	Channels
	EEG	and
	Head & sensor digitization	Not available
	Filters
	Highpass	0.00 Hz
	Lowpass	100.00 Hz
	Projections	Average EEG reference (on)

Metadata epochs clean

Epoch #	event_name	raised-left/match-false	raised-left/match-true	raised-right/match-false	raised-right/match-true
0	raised-right/match-true				0.000
1	raised-right/match-false			0.000
2	raised-left/match-true		0.000
3	raised-right/match-false			0.000
4	raised-right/match-true				0.000
5	raised-left/match-false	0.000
6	raised-right/match-true				0.000
7	raised-right/match-true				0.000
8	raised-left/match-false	0.000
9	raised-right/match-false			0.000
10	raised-left/match-true		0.000
11	raised-left/match-false	0.000
12	raised-right/match-false			0.000
13	raised-left/match-true		0.000
14	raised-right/match-true				0.000
15	raised-right/match-false			0.000
16	raised-right/match-false			0.000
17	raised-right/match-false			0.000
18	raised-right/match-true				0.000
19	raised-left/match-true		0.000
20	raised-left/match-true		0.000
21	raised-left/match-false	0.000
22	raised-right/match-true				0.000
23	raised-right/match-true				0.000
24	raised-left/match-true		0.000
25	raised-right/match-false			0.000
26	raised-right/match-false			0.000
27	raised-right/match-false			0.000
28	raised-left/match-false	0.000
29	raised-left/match-false	0.000
30	raised-left/match-true		0.000
31	raised-right/match-false			0.000
32	raised-right/match-false			0.000
33	raised-right/match-false			0.000
34	raised-right/match-false			0.000
35	raised-right/match-false			0.000
36	raised-left/match-true		0.000
37	raised-right/match-true				0.000
38	raised-left/match-true		0.000
39	raised-left/match-true		0.000
40	raised-right/match-true				0.000
41	raised-right/match-true				0.000
42	raised-right/match-true				0.000
43	raised-left/match-true		0.000
44	raised-right/match-false			0.000
45	raised-left/match-false	0.000
46	raised-left/match-true		0.000
47	raised-right/match-true				0.000
48	raised-right/match-true				0.000
49	raised-left/match-false	0.000
50	raised-left/match-true		0.000
51	raised-left/match-true		0.000
52	raised-left/match-false	0.000
53	raised-left/match-true		0.000
54	raised-left/match-false	0.000
55	raised-left/match-false	0.000
56	raised-left/match-false	0.000
57	raised-left/match-true		0.000
58	raised-right/match-true				0.000
59	raised-left/match-false	0.000
60	raised-left/match-false	0.000
61	raised-left/match-false	0.000
62	raised-right/match-true				0.000
63	raised-right/match-true				0.000
64	raised-left/match-true		0.000
65	raised-right/match-true				0.000
66	raised-left/match-false	0.000
67	raised-right/match-false			0.000
68	raised-right/match-true				0.000
69	raised-left/match-true		0.000
70	raised-right/match-true				0.000
71	raised-right/match-false			0.000
72	raised-right/match-true				0.000
73	raised-left/match-true		0.000
74	raised-right/match-true				0.000
75	raised-right/match-true				0.000
76	raised-left/match-false	0.000
77	raised-left/match-false	0.000
78	raised-left/match-true		0.000
79	raised-right/match-false			0.000
80	raised-right/match-true				0.000
81	raised-left/match-false	0.000
82	raised-right/match-false			0.000
83	raised-left/match-true		0.000
84	raised-right/match-true				0.000
85	raised-left/match-true		0.000
86	raised-left/match-false	0.000
87	raised-left/match-false	0.000
88	raised-right/match-true				0.000
89	raised-right/match-true				0.000
90	raised-left/match-true		0.000
91	raised-left/match-true		0.000
92	raised-left/match-false	0.000
93	raised-right/match-false			0.000
94	raised-right/match-false			0.000
95	raised-right/match-false			0.000
96	raised-left/match-false	0.000
97	raised-left/match-true		0.000
98	raised-right/match-false			0.000
99	raised-left/match-false	0.000

100 rows × 6 columns

ERP image (EEG) epochs clean

Drop log epochs clean

No epochs exceeded the rejection thresholds. Nothing was dropped.

PSD epochs clean

Condition: raised-left evoked raised-left

Info evoked raised-left

	General
	MNE object type	EvokedArray
	Measurement date	Unknown
	Participant	sub-05
	Experimenter	Unknown
	Acquisition
	Aggregation	average of 49 epochs
	Condition	0.49 × raised-left/match-false + 0.51 × raised-left/match-true
	Time range	-0.200 – 0.500 s
	Baseline	-0.200 – 0.000 s
	Sampling frequency	5000.00 Hz
	Time points	3,501
	Channels
	EEG	and
	Head & sensor digitization	Not available
	Filters
	Highpass	0.00 Hz
	Lowpass	100.00 Hz
	Projections	Average EEG reference (on)

Global field power evoked raised-left

Condition: raised-right evoked raised-right

Info evoked raised-right

	General
	MNE object type	EvokedArray
	Measurement date	Unknown
	Participant	sub-05
	Experimenter	Unknown
	Acquisition
	Aggregation	average of 51 epochs
	Condition	0.47 × raised-right/match-false + 0.53 × raised-right/match-true
	Time range	-0.200 – 0.500 s
	Baseline	-0.200 – 0.000 s
	Sampling frequency	5000.00 Hz
	Time points	3,501
	Channels
	EEG	and
	Head & sensor digitization	Not available
	Filters
	Highpass	0.00 Hz
	Lowpass	100.00 Hz
	Projections	Average EEG reference (on)

Global field power evoked raised-right

Contrast: raised-left-raised-right contrast evoked raised-left-raised-right

Info evoked raised-left-raised-right contrast

	General
	MNE object type	EvokedArray
	Measurement date	Unknown
	Participant	sub-05
	Experimenter	Unknown
	Acquisition
	Aggregation	average of 25 epochs
	Condition	(0.49 × raised-left/match-false + 0.51 × raised-left/match-true) - (0.47 × raised-right/match-false + 0.53 × raised-right/match-true)
	Time range	-0.200 – 0.500 s
	Baseline	-0.200 – 0.000 s
	Sampling frequency	5000.00 Hz
	Time points	3,501
	Channels
	EEG	and
	Head & sensor digitization	Not available
	Filters
	Highpass	0.00 Hz
	Lowpass	100.00 Hz
	Projections	Average EEG reference (on)

Global field power evoked raised-left-raised-right contrast

Decoding: full-epochs contrast decoding epochs raised-left–raised-right

Full-epochs decoding epochs contrast decoding raised-left–raised-right

Decoding: time-by-time contrast decoding epochs raised-left–raised-right

Decoding over time epochs contrast decoding raised-left–raised-right

Noise covariance contrast covariance evoked raised-left raised-left-raised-right raised-right

Rank covariance

{'eeg': 7}

Covariance matrix covariance

Singular values covariance

Whitening: raised-left evoked covariance raised-left

Whitening: raised-right evoked covariance raised-right

Whitening: raised-left-raised-right evoked covariance raised-left-raised-right contrast

Configuration file configuration

  """Matchingpennies EEG experiment."""

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

subjects = ["05"]
task = "matchingpennies"
ch_types = ["eeg"]
interactive = False
reject = {"eeg": 150e-6}
conditions = ["raised-left", "raised-right"]
contrasts = [("raised-left", "raised-right")]
decode = True

interpolate_bads_grand_average = False

l_freq = None
h_freq = 100
zapline_fline = 50
zapline_iter = False

# To speed up processing, crop the runs to the first ~10 minutes (rather than all ~31)
crop_runs = (0, 600)

System information mne-sysinfo

  Platform             Linux-6.8.0-1040-aws-x86_64-with-glibc2.35
Python               3.13.11 (main, Dec  6 2025, 01:10:48) [GCC 11.4.0]
Executable           /home/circleci/.pyenv/versions/3.13.11/bin/python3.13
CPU                  Intel(R) Xeon(R) Platinum 8124M CPU @ 3.00GHz (36 cores)
Memory               8.0 GiB

Core
├☑ mne               1.12.0.dev92+g8dd298f48 (development, latest release is 1.11.0)
├☑ numpy             2.4.2 (OpenBLAS 0.3.31.dev with 2 threads)
├☑ scipy             1.17.1
└☑ matplotlib        3.10.8 (backend=agg)

Numerical (optional)
├☑ sklearn           1.8.0
├☑ numba             0.64.0
├☑ nibabel           5.3.3
├☑ pandas            3.0.1
├☑ h5io              0.2.5
├☑ h5py              3.15.1
└☐ unavailable       nilearn, dipy, openmeeg, cupy

Visualization (optional)
├☑ pyvista           0.47.1 (OpenGL 4.5 (Core Profile) Mesa 23.2.1-1ubuntu3.1~22.04.3 via llvmpipe (LLVM 15.0.7, 256 bits))
├☑ pyvistaqt         0.11.3
├☑ vtk               9.6.0
├☑ qtpy              2.4.3 (PySide6=6.10.2)
└☐ unavailable       ipympl, pyqtgraph, mne-qt-browser, ipywidgets, trame_client, trame_server, trame_vtk, trame_vuetify

Ecosystem (optional)
├☑ mne-bids          0.19.0.dev20+ge66a9ea7a
├☑ mne-icalabel      0.8.1
├☑ mne-bids-pipeline 1.10.0.dev161+g3ad1e9261
├☑ eeglabio          0.1.3
├☑ edfio             0.4.13
├☑ curryreader       0.1.2
├☑ pybv              0.7.6
├☑ defusedxml        0.7.1
└☐ unavailable       mne-nirs, mne-features, mne-connectivity, neo, mffpy, pymef, antio

Table of contents

FC5 FC6

`FC5` `FC6`