Data
mne-sample-meg-auditory

mne-sample-meg-auditory

active ARFF BSD (from MNE) Visibility: public Uploaded 23-05-2022 by Mathurin Massias
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MEG data from auditory stimulation experiment using 305 sensors. The design matrix/forward operator is `data[:, :7498]`. The measurements for left stimulation are `data[:, 7498:7583]`. The measurements for right stimulation are `data[:, 7583:]`. The data was generated with the following script: ``` import mne import numpy as np from mne.datasets import sample from mne.inverse_sparse.mxne_inverse import _prepare_gain # this script used MNE 1.0.2 condition = "Right Auditory" data_path = sample.data_path() + '/MEG/sample' loose = 0 depth = 0.8 fwd_fname = data_path + '/sample_audvis-meg-eeg-oct-6-fwd.fif' ave_fname = data_path + '/sample_audvis-ave.fif' cov_fname = data_path + '/sample_audvis-shrunk-cov.fif' # Read noise covariance matrix noise_cov = mne.read_cov(cov_fname) # Handling forward solution forward = mne.read_forward_solution(fwd_fname) targets = {} for condition in ["Left Auditory", "Right Auditory"]: evoked = mne.read_evokeds( ave_fname, condition=condition, baseline=(None, 0)) evoked.crop(tmin=0.04, tmax=0.18) evoked = evoked.pick_types(eeg=False, meg=True) # Handle depth weighting and whitening (here is no weights) forward, gain, gain_info, whitener, _, _ = _prepare_gain( forward, evoked.info, noise_cov, pca=False, depth=depth, loose=loose, weights=None, weights_min=None, rank=None) # Select channels of interest sel = [evoked.ch_names.index(name) for name in gain_info['ch_names']] M = evoked.data[sel] # Whiten data M = whitener @ M targets[condition] = M # gain is independent of condition: data = np.hstack([gain, targets["Left Auditory"], targets["Right Auditory"]]) ```

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X4115numeric305 unique values
0 missing
X4371numeric305 unique values
0 missing
X4627numeric305 unique values
0 missing
X4883numeric305 unique values
0 missing
X5139numeric305 unique values
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X5395numeric305 unique values
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X0020numeric305 unique values
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X0021numeric305 unique values
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X0281numeric305 unique values
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X3353numeric305 unique values
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X4377numeric305 unique values
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X4633numeric305 unique values
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X4889numeric305 unique values
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X5401numeric305 unique values
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X5913numeric305 unique values
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X6169numeric305 unique values
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X6425numeric305 unique values
0 missing
X6681numeric305 unique values
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X6937numeric305 unique values
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X7193numeric305 unique values
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X7449numeric305 unique values
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X0282numeric305 unique values
0 missing
X0538numeric305 unique values
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X0794numeric305 unique values
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X1050numeric305 unique values
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X1306numeric305 unique values
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X1562numeric305 unique values
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X1818numeric305 unique values
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X2074numeric305 unique values
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X2330numeric305 unique values
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X2586numeric305 unique values
0 missing
X2842numeric305 unique values
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X3354numeric305 unique values
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X0795numeric305 unique values
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X1563numeric305 unique values
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X1819numeric305 unique values
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X2331numeric305 unique values
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X2843numeric305 unique values
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X4123numeric305 unique values
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X4635numeric305 unique values
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X5403numeric305 unique values
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X5659numeric305 unique values
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X7451numeric305 unique values
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X0540numeric305 unique values
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X1820numeric305 unique values
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X2844numeric305 unique values
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X5148numeric305 unique values
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X5660numeric305 unique values
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0 missing
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0 missing
X7452numeric305 unique values
0 missing
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0 missing
X0285numeric305 unique values
0 missing
X0541numeric305 unique values
0 missing
X0797numeric305 unique values
0 missing
X1053numeric305 unique values
0 missing
X1309numeric305 unique values
0 missing
X1565numeric305 unique values
0 missing
X1821numeric305 unique values
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0 missing
X2333numeric305 unique values
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0 missing
X4637numeric305 unique values
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X4893numeric305 unique values
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X5661numeric305 unique values
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X0286numeric305 unique values
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X0543numeric305 unique values
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X1567numeric305 unique values
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X2079numeric305 unique values
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X2335numeric305 unique values
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X2591numeric305 unique values
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X2847numeric305 unique values
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X3359numeric305 unique values
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X3615numeric305 unique values
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X3871numeric305 unique values
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X4127numeric305 unique values
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0 missing
X4639numeric305 unique values
0 missing
X4895numeric305 unique values
0 missing
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X5407numeric305 unique values
0 missing
X5663numeric305 unique values
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X5919numeric305 unique values
0 missing
X6175numeric305 unique values
0 missing
X6431numeric305 unique values
0 missing
X6687numeric305 unique values
0 missing
X6943numeric305 unique values
0 missing
X7199numeric305 unique values
0 missing
X7455numeric305 unique values
0 missing
X0032numeric305 unique values
0 missing
X0288numeric305 unique values
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X0544numeric305 unique values
0 missing
X0800numeric305 unique values
0 missing
X1056numeric305 unique values
0 missing
X1312numeric305 unique values
0 missing
X1568numeric305 unique values
0 missing
X1824numeric305 unique values
0 missing
X2080numeric305 unique values
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X2336numeric305 unique values
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X2592numeric305 unique values
0 missing
X2848numeric305 unique values
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X3104numeric305 unique values
0 missing
X3360numeric305 unique values
0 missing
X3616numeric305 unique values
0 missing
X3872numeric305 unique values
0 missing
X4128numeric305 unique values
0 missing
X4384numeric305 unique values
0 missing
X4640numeric305 unique values
0 missing
X4896numeric305 unique values
0 missing
X5152numeric305 unique values
0 missing
X5408numeric305 unique values
0 missing
X5664numeric305 unique values
0 missing
X5920numeric305 unique values
0 missing
X6176numeric305 unique values
0 missing
X6432numeric305 unique values
0 missing
X6688numeric305 unique values
0 missing
X6944numeric305 unique values
0 missing
X7200numeric305 unique values
0 missing
X7456numeric305 unique values
0 missing
X0033numeric305 unique values
0 missing
X0289numeric305 unique values
0 missing
X0545numeric305 unique values
0 missing
X0801numeric305 unique values
0 missing
X1057numeric305 unique values
0 missing
X1313numeric305 unique values
0 missing
X1569numeric305 unique values
0 missing
X1825numeric305 unique values
0 missing
X2081numeric305 unique values
0 missing
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0 missing

19 properties

305
Number of instances (rows) of the dataset.
7498
Number of attributes (columns) of the dataset.
Number of distinct values of the target attribute (if it is nominal).
0
Number of missing values in the dataset.
0
Number of instances with at least one value missing.
7498
Number of numeric attributes.
0
Number of nominal attributes.
Percentage of instances belonging to the most frequent class.
0
Percentage of nominal attributes.
Number of instances belonging to the most frequent class.
Percentage of instances belonging to the least frequent class.
Number of instances belonging to the least frequent class.
0
Number of binary attributes.
0
Percentage of binary attributes.
0
Percentage of instances having missing values.
Average class difference between consecutive instances.
0
Percentage of missing values.
24.58
Number of attributes divided by the number of instances.
100
Percentage of numeric attributes.

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