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mne-sample-meg-auditory

mne-sample-meg-auditory

active ARFF BSD (from MNE) Visibility: public Uploaded 23-05-2022 by Robert Ruiz
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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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X5244numeric305 unique values
0 missing
X5245numeric305 unique values
0 missing
X5246numeric305 unique values
0 missing
X5247numeric305 unique values
0 missing
X5248numeric305 unique values
0 missing
X5249numeric305 unique values
0 missing
X5250numeric305 unique values
0 missing
X5251numeric305 unique values
0 missing
X5252numeric305 unique values
0 missing
X5253numeric305 unique values
0 missing
X5254numeric305 unique values
0 missing
X5255numeric305 unique values
0 missing
X5256numeric305 unique values
0 missing
X5257numeric305 unique values
0 missing
X5258numeric305 unique values
0 missing
X5259numeric305 unique values
0 missing
X5260numeric305 unique values
0 missing
X5261numeric305 unique values
0 missing
X5262numeric305 unique values
0 missing
X5263numeric305 unique values
0 missing
X5264numeric305 unique values
0 missing
X5265numeric305 unique values
0 missing
X5266numeric305 unique values
0 missing
X5267numeric305 unique values
0 missing
X5268numeric305 unique values
0 missing
X5269numeric305 unique values
0 missing
X5270numeric305 unique values
0 missing
X5271numeric305 unique values
0 missing
X5272numeric305 unique values
0 missing
X5273numeric305 unique values
0 missing
X5274numeric305 unique values
0 missing
X5275numeric305 unique values
0 missing
X5276numeric305 unique values
0 missing
X5277numeric305 unique values
0 missing
X5278numeric305 unique values
0 missing
X5279numeric305 unique values
0 missing
X5280numeric305 unique values
0 missing
X5281numeric305 unique values
0 missing
X5282numeric305 unique values
0 missing
X5283numeric305 unique values
0 missing
X5284numeric305 unique values
0 missing
X5285numeric305 unique values
0 missing
X5286numeric305 unique values
0 missing
X5287numeric305 unique values
0 missing
X5288numeric305 unique values
0 missing
X5289numeric305 unique values
0 missing
X5290numeric305 unique values
0 missing
X5291numeric305 unique values
0 missing
X5292numeric305 unique values
0 missing
X5293numeric305 unique values
0 missing
X5294numeric305 unique values
0 missing
X5295numeric305 unique values
0 missing
X5296numeric305 unique values
0 missing
X5297numeric305 unique values
0 missing
X5298numeric305 unique values
0 missing
X5299numeric305 unique values
0 missing
X5300numeric305 unique values
0 missing
X5301numeric305 unique values
0 missing
X5302numeric305 unique values
0 missing
X5303numeric305 unique values
0 missing
X5304numeric305 unique values
0 missing
X5305numeric305 unique values
0 missing
X5306numeric305 unique values
0 missing
X5307numeric305 unique values
0 missing
X5308numeric305 unique values
0 missing
X5309numeric305 unique values
0 missing
X5310numeric305 unique values
0 missing
X5311numeric305 unique values
0 missing
X5312numeric305 unique values
0 missing
X5313numeric305 unique values
0 missing
X5314numeric305 unique values
0 missing
X5315numeric305 unique values
0 missing
X5316numeric305 unique values
0 missing
X5317numeric305 unique values
0 missing
X5318numeric305 unique values
0 missing
X5319numeric305 unique values
0 missing
X5320numeric305 unique values
0 missing
X5321numeric305 unique values
0 missing
X5322numeric305 unique values
0 missing
X5323numeric305 unique values
0 missing
X5324numeric305 unique values
0 missing
X5325numeric305 unique values
0 missing
X5326numeric305 unique values
0 missing
X5327numeric305 unique values
0 missing
X5328numeric305 unique values
0 missing
X5329numeric305 unique values
0 missing
X5330numeric305 unique values
0 missing
X5331numeric305 unique values
0 missing
X5332numeric305 unique values
0 missing
X5333numeric305 unique values
0 missing
X5334numeric305 unique values
0 missing
X5335numeric305 unique values
0 missing
X5336numeric305 unique values
0 missing
X5337numeric305 unique values
0 missing
X5338numeric305 unique values
0 missing
X5339numeric305 unique values
0 missing
X5340numeric305 unique values
0 missing
X5341numeric305 unique values
0 missing
X5342numeric305 unique values
0 missing
X5343numeric305 unique values
0 missing
X5344numeric305 unique values
0 missing
X5345numeric305 unique values
0 missing
X5346numeric305 unique values
0 missing
X5347numeric305 unique values
0 missing
X5348numeric305 unique values
0 missing
X5349numeric305 unique values
0 missing
X5350numeric305 unique values
0 missing
X5351numeric305 unique values
0 missing
X5352numeric305 unique values
0 missing
X5353numeric305 unique values
0 missing
X5354numeric305 unique values
0 missing
X5355numeric305 unique values
0 missing
X5356numeric305 unique values
0 missing
X5357numeric305 unique values
0 missing
X5358numeric305 unique values
0 missing
X5359numeric305 unique values
0 missing
X5360numeric305 unique values
0 missing
X5361numeric305 unique values
0 missing
X5362numeric305 unique values
0 missing
X5363numeric305 unique values
0 missing
X5364numeric305 unique values
0 missing
X5365numeric305 unique values
0 missing
X5366numeric305 unique values
0 missing
X5367numeric305 unique values
0 missing
X5368numeric305 unique values
0 missing
X5369numeric305 unique values
0 missing
X5370numeric305 unique values
0 missing
X5371numeric305 unique values
0 missing
X5372numeric305 unique values
0 missing
X5373numeric305 unique values
0 missing
X5374numeric305 unique values
0 missing
X5375numeric305 unique values
0 missing
X5376numeric305 unique values
0 missing
X5377numeric305 unique values
0 missing
X5378numeric305 unique values
0 missing
X5379numeric305 unique values
0 missing
X5380numeric305 unique values
0 missing
X5381numeric305 unique values
0 missing
X5382numeric305 unique values
0 missing
X5383numeric305 unique values
0 missing
X5384numeric305 unique values
0 missing
X5385numeric305 unique values
0 missing
X5386numeric305 unique values
0 missing
X5387numeric305 unique values
0 missing
X5388numeric305 unique values
0 missing
X5389numeric305 unique values
0 missing
X5390numeric305 unique values
0 missing
X5391numeric305 unique values
0 missing
X5392numeric305 unique values
0 missing
X5393numeric305 unique values
0 missing
X5394numeric305 unique values
0 missing
X5395numeric305 unique values
0 missing
X5396numeric305 unique values
0 missing
X5397numeric305 unique values
0 missing
X5398numeric305 unique values
0 missing
X5399numeric305 unique values
0 missing
X5400numeric305 unique values
0 missing
X5401numeric305 unique values
0 missing
X5402numeric305 unique values
0 missing
X5403numeric305 unique values
0 missing
X5404numeric305 unique values
0 missing
X5405numeric305 unique values
0 missing
X5406numeric305 unique values
0 missing
X5407numeric305 unique values
0 missing
X5408numeric305 unique values
0 missing
X5409numeric305 unique values
0 missing
X5410numeric305 unique values
0 missing
X5411numeric305 unique values
0 missing
X5412numeric305 unique values
0 missing
X5413numeric305 unique values
0 missing
X5414numeric305 unique values
0 missing
X5415numeric305 unique values
0 missing
X5416numeric305 unique values
0 missing
X5417numeric305 unique values
0 missing
X5418numeric305 unique values
0 missing
X5419numeric305 unique values
0 missing
X5420numeric305 unique values
0 missing
X5421numeric305 unique values
0 missing
X5422numeric305 unique values
0 missing
X5423numeric305 unique values
0 missing
X5424numeric305 unique values
0 missing
X5425numeric305 unique values
0 missing
X5426numeric305 unique values
0 missing
X5427numeric305 unique values
0 missing
X5428numeric305 unique values
0 missing
X5429numeric305 unique values
0 missing
X5430numeric305 unique values
0 missing
X5431numeric305 unique values
0 missing
X5432numeric305 unique values
0 missing
X5433numeric305 unique values
0 missing
X5434numeric305 unique values
0 missing
X5435numeric305 unique values
0 missing
X5436numeric305 unique values
0 missing
X5437numeric305 unique values
0 missing
X5438numeric305 unique values
0 missing
X5439numeric305 unique values
0 missing
X5440numeric305 unique values
0 missing
X5441numeric305 unique values
0 missing
X5442numeric305 unique values
0 missing
X5443numeric305 unique values
0 missing
X5444numeric305 unique values
0 missing
X5445numeric305 unique values
0 missing
X5446numeric305 unique values
0 missing
X5447numeric305 unique values
0 missing
X5448numeric305 unique values
0 missing
X5449numeric305 unique values
0 missing
X5450numeric305 unique values
0 missing
X5451numeric305 unique values
0 missing
X5452numeric305 unique values
0 missing
X5453numeric305 unique values
0 missing
X5454numeric305 unique values
0 missing
X5455numeric305 unique values
0 missing
X5456numeric305 unique values
0 missing
X5457numeric305 unique values
0 missing
X5458numeric305 unique values
0 missing
X5459numeric305 unique values
0 missing
X5460numeric305 unique values
0 missing
X5461numeric305 unique values
0 missing
X5462numeric305 unique values
0 missing
X5463numeric305 unique values
0 missing
X5464numeric305 unique values
0 missing
X5465numeric305 unique values
0 missing
X5466numeric305 unique values
0 missing
X5467numeric305 unique values
0 missing
X5468numeric305 unique values
0 missing
X5469numeric305 unique values
0 missing
X5470numeric305 unique values
0 missing
X5471numeric305 unique values
0 missing
X5472numeric305 unique values
0 missing
X5473numeric305 unique values
0 missing
X5474numeric305 unique values
0 missing
X5475numeric305 unique values
0 missing
X5476numeric305 unique values
0 missing
X5477numeric305 unique values
0 missing
X5478numeric305 unique values
0 missing
X5479numeric305 unique values
0 missing
X5480numeric305 unique values
0 missing
X5481numeric305 unique values
0 missing
X5482numeric305 unique values
0 missing
X5483numeric305 unique values
0 missing
X5484numeric305 unique values
0 missing
X5485numeric305 unique values
0 missing
X5486numeric305 unique values
0 missing
X5487numeric305 unique values
0 missing
X5488numeric305 unique values
0 missing
X5489numeric305 unique values
0 missing
X5490numeric305 unique values
0 missing
X5491numeric305 unique values
0 missing
X5492numeric305 unique values
0 missing
X5493numeric305 unique values
0 missing
X5494numeric305 unique values
0 missing
X5495numeric305 unique values
0 missing
X5496numeric305 unique values
0 missing
X5497numeric305 unique values
0 missing
X5498numeric305 unique values
0 missing
X5499numeric305 unique values
0 missing
X5500numeric305 unique values
0 missing
X5501numeric305 unique values
0 missing
X5502numeric305 unique values
0 missing
X5503numeric305 unique values
0 missing
X5504numeric305 unique values
0 missing
X5505numeric305 unique values
0 missing
X5506numeric305 unique values
0 missing
X5507numeric305 unique values
0 missing
X5508numeric305 unique values
0 missing
X5509numeric305 unique values
0 missing
X5510numeric305 unique values
0 missing
X5511numeric305 unique values
0 missing
X5512numeric305 unique values
0 missing
X5513numeric305 unique values
0 missing
X5514numeric305 unique values
0 missing
X5515numeric305 unique values
0 missing
X5516numeric305 unique values
0 missing
X5517numeric305 unique values
0 missing
X5518numeric305 unique values
0 missing
X5519numeric305 unique values
0 missing
X5520numeric305 unique values
0 missing
X5521numeric305 unique values
0 missing
X5522numeric305 unique values
0 missing
X5523numeric305 unique values
0 missing
X5524numeric305 unique values
0 missing
X5525numeric305 unique values
0 missing
X5526numeric305 unique values
0 missing
X5527numeric305 unique values
0 missing
X5528numeric305 unique values
0 missing
X5529numeric305 unique values
0 missing
X5530numeric305 unique values
0 missing
X5531numeric305 unique values
0 missing
X5532numeric305 unique values
0 missing
X5533numeric305 unique values
0 missing
X5534numeric305 unique values
0 missing
X5535numeric305 unique values
0 missing
X5536numeric305 unique values
0 missing
X5537numeric305 unique values
0 missing
X5538numeric305 unique values
0 missing
X5539numeric305 unique values
0 missing
X5540numeric305 unique values
0 missing
X5541numeric305 unique values
0 missing
X5542numeric305 unique values
0 missing
X5543numeric305 unique values
0 missing
X5544numeric305 unique values
0 missing
X5545numeric305 unique values
0 missing
X5546numeric305 unique values
0 missing
X5547numeric305 unique values
0 missing
X5548numeric305 unique values
0 missing
X5549numeric305 unique values
0 missing
X5550numeric305 unique values
0 missing
X5551numeric305 unique values
0 missing
X5552numeric305 unique values
0 missing
X5553numeric305 unique values
0 missing
X5554numeric305 unique values
0 missing
X5555numeric305 unique values
0 missing
X5556numeric305 unique values
0 missing
X5557numeric305 unique values
0 missing
X5558numeric305 unique values
0 missing
X5559numeric305 unique values
0 missing
X5560numeric305 unique values
0 missing
X5561numeric305 unique values
0 missing
X5562numeric305 unique values
0 missing
X5563numeric305 unique values
0 missing
X5564numeric305 unique values
0 missing
X5565numeric305 unique values
0 missing
X5566numeric305 unique values
0 missing
X5567numeric305 unique values
0 missing
X5568numeric305 unique values
0 missing
X5569numeric305 unique values
0 missing
X5570numeric305 unique values
0 missing
X5571numeric305 unique values
0 missing
X5572numeric305 unique values
0 missing
X5573numeric305 unique values
0 missing
X5574numeric305 unique values
0 missing
X5575numeric305 unique values
0 missing
X5576numeric305 unique values
0 missing
X5577numeric305 unique values
0 missing
X5578numeric305 unique values
0 missing
X5579numeric305 unique values
0 missing
X5580numeric305 unique values
0 missing
X5581numeric305 unique values
0 missing
X5582numeric305 unique values
0 missing
X5583numeric305 unique values
0 missing
X5584numeric305 unique values
0 missing
X5585numeric305 unique values
0 missing
X5586numeric305 unique values
0 missing
X5587numeric305 unique values
0 missing
X5588numeric305 unique values
0 missing
X5589numeric305 unique values
0 missing
X5590numeric305 unique values
0 missing
X5591numeric305 unique values
0 missing
X5592numeric305 unique values
0 missing
X5593numeric305 unique values
0 missing
X5594numeric305 unique values
0 missing
X5595numeric305 unique values
0 missing
X5596numeric305 unique values
0 missing
X5597numeric305 unique values
0 missing
X5598numeric305 unique values
0 missing
X5599numeric305 unique values
0 missing
X5600numeric305 unique values
0 missing
X5601numeric305 unique values
0 missing
X5602numeric305 unique values
0 missing
X5603numeric305 unique values
0 missing
X5604numeric305 unique values
0 missing
X5605numeric305 unique values
0 missing
X5606numeric305 unique values
0 missing
X5607numeric305 unique values
0 missing
X5608numeric305 unique values
0 missing
X5609numeric305 unique values
0 missing
X5610numeric305 unique values
0 missing
X5611numeric305 unique values
0 missing
X5612numeric305 unique values
0 missing
X5613numeric305 unique values
0 missing
X5614numeric305 unique values
0 missing
X5615numeric305 unique values
0 missing
X5616numeric305 unique values
0 missing
X5617numeric305 unique values
0 missing
X5618numeric305 unique values
0 missing
X5619numeric305 unique values
0 missing
X5620numeric305 unique values
0 missing
X5621numeric305 unique values
0 missing
X5622numeric305 unique values
0 missing
X5623numeric305 unique values
0 missing
X5624numeric305 unique values
0 missing
X5625numeric305 unique values
0 missing
X5626numeric305 unique values
0 missing
X5627numeric305 unique values
0 missing
X5628numeric305 unique values
0 missing
X5629numeric305 unique values
0 missing
X5630numeric305 unique values
0 missing
X5631numeric305 unique values
0 missing
X5632numeric305 unique values
0 missing
X5633numeric305 unique values
0 missing
X5634numeric305 unique values
0 missing
X5635numeric305 unique values
0 missing
X5636numeric305 unique values
0 missing
X5637numeric305 unique values
0 missing
X5638numeric305 unique values
0 missing
X5639numeric305 unique values
0 missing
X5640numeric305 unique values
0 missing
X5641numeric305 unique values
0 missing
X5642numeric305 unique values
0 missing
X5643numeric305 unique values
0 missing
X5644numeric305 unique values
0 missing
X5645numeric305 unique values
0 missing
X5646numeric305 unique values
0 missing
X5647numeric305 unique values
0 missing
X5648numeric305 unique values
0 missing
X5649numeric305 unique values
0 missing
X5650numeric305 unique values
0 missing
X5651numeric305 unique values
0 missing
X5652numeric305 unique values
0 missing
X5653numeric305 unique values
0 missing
X5654numeric305 unique values
0 missing
X5655numeric305 unique values
0 missing
X5656numeric305 unique values
0 missing
X5657numeric305 unique values
0 missing
X5658numeric305 unique values
0 missing
X5659numeric305 unique values
0 missing
X5660numeric305 unique values
0 missing
Show first 100 features

19 properties

NumberOfInstances
305
Number of instances (rows) of the dataset.
NumberOfFeatures
7498
Number of attributes (columns) of the dataset.
NumberOfClasses
Number of distinct values of the target attribute (if it is nominal).
NumberOfMissingValues
0
Number of missing values in the dataset.
NumberOfInstancesWithMissingValues
0
Number of instances with at least one value missing.
NumberOfNumericFeatures
7498
Number of numeric attributes.
NumberOfSymbolicFeatures
0
Number of nominal attributes.
PercentageOfSymbolicFeatures
0
Percentage of nominal attributes.
AutoCorrelation
Average class difference between consecutive instances.
PercentageOfNumericFeatures
100
Percentage of numeric attributes.
PercentageOfMissingValues
0
Percentage of missing values.
PercentageOfInstancesWithMissingValues
0
Percentage of instances having missing values.
PercentageOfBinaryFeatures
0
Percentage of binary attributes.
NumberOfBinaryFeatures
0
Number of binary attributes.
MinorityClassSize
Number of instances belonging to the least frequent class.
MinorityClassPercentage
Percentage of instances belonging to the least frequent class.
MajorityClassSize
Number of instances belonging to the most frequent class.
MajorityClassPercentage
Percentage of instances belonging to the most frequent class.
Dimensionality
24.58
Number of attributes divided by the number of instances.
Show all 19 properties

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