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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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L36numeric305 unique values
0 missing
L37numeric305 unique values
0 missing
L38numeric305 unique values
0 missing
L39numeric305 unique values
0 missing
L40numeric305 unique values
0 missing
L41numeric305 unique values
0 missing
L42numeric305 unique values
0 missing
L43numeric305 unique values
0 missing
L44numeric305 unique values
0 missing
L45numeric305 unique values
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L46numeric305 unique values
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L47numeric305 unique values
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L48numeric305 unique values
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L49numeric305 unique values
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L50numeric305 unique values
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L51numeric305 unique values
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L52numeric305 unique values
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L53numeric305 unique values
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L54numeric305 unique values
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L55numeric305 unique values
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L56numeric305 unique values
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L57numeric305 unique values
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L58numeric305 unique values
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L59numeric305 unique values
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L60numeric305 unique values
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L61numeric305 unique values
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L62numeric305 unique values
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L63numeric305 unique values
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L64numeric305 unique values
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L65numeric305 unique values
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L66numeric305 unique values
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L67numeric305 unique values
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L68numeric305 unique values
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L69numeric305 unique values
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L70numeric305 unique values
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L71numeric305 unique values
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L72numeric305 unique values
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L73numeric305 unique values
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L74numeric305 unique values
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L75numeric305 unique values
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L76numeric305 unique values
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L77numeric305 unique values
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L78numeric305 unique values
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L79numeric305 unique values
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L80numeric305 unique values
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L81numeric305 unique values
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L82numeric305 unique values
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L83numeric305 unique values
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L84numeric305 unique values
0 missing
R00numeric305 unique values
0 missing
R01numeric305 unique values
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R02numeric305 unique values
0 missing
R03numeric305 unique values
0 missing
R04numeric305 unique values
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R05numeric305 unique values
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R06numeric305 unique values
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R07numeric305 unique values
0 missing
R08numeric305 unique values
0 missing
R09numeric305 unique values
0 missing
R10numeric305 unique values
0 missing
R11numeric305 unique values
0 missing
R12numeric305 unique values
0 missing
R13numeric305 unique values
0 missing
R14numeric305 unique values
0 missing
R15numeric305 unique values
0 missing
R16numeric305 unique values
0 missing
R17numeric305 unique values
0 missing
R18numeric305 unique values
0 missing
R19numeric305 unique values
0 missing
R20numeric305 unique values
0 missing
R21numeric305 unique values
0 missing
R22numeric305 unique values
0 missing
R23numeric305 unique values
0 missing
R24numeric305 unique values
0 missing
R25numeric305 unique values
0 missing
R26numeric305 unique values
0 missing
R27numeric305 unique values
0 missing
R28numeric305 unique values
0 missing
R29numeric305 unique values
0 missing
R30numeric305 unique values
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R31numeric305 unique values
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R32numeric305 unique values
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R33numeric305 unique values
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R34numeric305 unique values
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R35numeric305 unique values
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R36numeric305 unique values
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R37numeric305 unique values
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R38numeric305 unique values
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R39numeric305 unique values
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R40numeric305 unique values
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R41numeric305 unique values
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R42numeric305 unique values
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R43numeric305 unique values
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R44numeric305 unique values
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R45numeric305 unique values
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R46numeric305 unique values
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R47numeric305 unique values
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R48numeric305 unique values
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R49numeric305 unique values
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R50numeric305 unique values
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R51numeric305 unique values
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R52numeric305 unique values
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R53numeric305 unique values
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R54numeric305 unique values
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R55numeric305 unique values
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R56numeric305 unique values
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R57numeric305 unique values
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R58numeric305 unique values
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R59numeric305 unique values
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R60numeric305 unique values
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R61numeric305 unique values
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R62numeric305 unique values
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R63numeric305 unique values
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R64numeric305 unique values
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R65numeric305 unique values
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R67numeric305 unique values
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R68numeric305 unique values
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R69numeric305 unique values
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R70numeric305 unique values
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R71numeric305 unique values
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R72numeric305 unique values
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R73numeric305 unique values
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R74numeric305 unique values
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R75numeric305 unique values
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R76numeric305 unique values
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R77numeric305 unique values
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R78numeric305 unique values
0 missing
R79numeric305 unique values
0 missing
R80numeric305 unique values
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R81numeric305 unique values
0 missing
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0 missing
R83numeric305 unique values
0 missing
R84numeric305 unique values
0 missing
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0 missing
X5212numeric305 unique values
0 missing
X5213numeric305 unique values
0 missing
X5214numeric305 unique values
0 missing
X5215numeric305 unique values
0 missing
X5216numeric305 unique values
0 missing
X5217numeric305 unique values
0 missing
X5218numeric305 unique values
0 missing
X5219numeric305 unique values
0 missing
X5220numeric305 unique values
0 missing
X5221numeric305 unique values
0 missing
X5222numeric305 unique values
0 missing
X5223numeric305 unique values
0 missing
X5224numeric305 unique values
0 missing
X5225numeric305 unique values
0 missing
X5226numeric305 unique values
0 missing
X5227numeric305 unique values
0 missing
X5228numeric305 unique values
0 missing
X5229numeric305 unique values
0 missing
X5230numeric305 unique values
0 missing
X5231numeric305 unique values
0 missing
X5232numeric305 unique values
0 missing
X5233numeric305 unique values
0 missing
X5234numeric305 unique values
0 missing
X5235numeric305 unique values
0 missing
X5236numeric305 unique values
0 missing
X5237numeric305 unique values
0 missing
X5238numeric305 unique values
0 missing
X5239numeric305 unique values
0 missing
X5240numeric305 unique values
0 missing
X5241numeric305 unique values
0 missing
X5242numeric305 unique values
0 missing
X5243numeric305 unique values
0 missing
X5244numeric305 unique values
0 missing
X5245numeric305 unique values
0 missing
X5246numeric305 unique values
0 missing
X5247numeric305 unique values
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X5248numeric305 unique values
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X5249numeric305 unique values
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X5250numeric305 unique values
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X5251numeric305 unique values
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0 missing
X5257numeric305 unique values
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0 missing
X5259numeric305 unique values
0 missing
X5260numeric305 unique values
0 missing
X5261numeric305 unique values
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X5262numeric305 unique values
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X5263numeric305 unique values
0 missing
X5264numeric305 unique values
0 missing
X5265numeric305 unique values
0 missing
X5266numeric305 unique values
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X5267numeric305 unique values
0 missing
X5268numeric305 unique values
0 missing
X5269numeric305 unique values
0 missing
X5270numeric305 unique values
0 missing
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0 missing
X5272numeric305 unique values
0 missing
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X5274numeric305 unique values
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X5289numeric305 unique values
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X5291numeric305 unique values
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X5295numeric305 unique values
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X5298numeric305 unique values
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0 missing
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0 missing
X5304numeric305 unique values
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0 missing
X5307numeric305 unique values
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X5308numeric305 unique values
0 missing
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0 missing
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X5322numeric305 unique values
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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
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0 missing
X5329numeric305 unique values
0 missing
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0 missing
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0 missing
X5332numeric305 unique values
0 missing
X5333numeric305 unique values
0 missing
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0 missing
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0 missing
X5336numeric305 unique values
0 missing
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0 missing
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0 missing
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0 missing
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0 missing
X5354numeric305 unique values
0 missing
X5355numeric305 unique values
0 missing
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0 missing
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0 missing
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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
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0 missing
X5369numeric305 unique values
0 missing
X5370numeric305 unique values
0 missing
X5371numeric305 unique values
0 missing
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0 missing
X5373numeric305 unique values
0 missing
X5374numeric305 unique values
0 missing
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0 missing
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0 missing
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0 missing
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0 missing
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0 missing
X5380numeric305 unique values
0 missing
X5381numeric305 unique values
0 missing
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0 missing
X5383numeric305 unique values
0 missing
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0 missing
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0 missing
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0 missing
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0 missing
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0 missing
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0 missing
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0 missing
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0 missing
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0 missing
X5393numeric305 unique values
0 missing
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0 missing
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0 missing
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0 missing
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0 missing
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0 missing
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0 missing
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0 missing
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0 missing
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0 missing
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0 missing
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0 missing
X5405numeric305 unique values
0 missing
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0 missing
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0 missing
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0 missing
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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
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0 missing
X5417numeric305 unique values
0 missing
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0 missing
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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
Show first 100 features

19 properties

NumberOfInstances
305
Number of instances (rows) of the dataset.
NumberOfFeatures
7668
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
7668
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
25.14
Number of attributes divided by the number of instances.
Show all 19 properties

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