DenseNeuroVec

DenseNeuroVec(data, space, label='')

Dense 4D neuroimaging vector.

Parameters

Name Type Description Default
data array - like 4D array or matrix of voxel values required
space NeuroSpace 4D spatial metadata required
label str Vector label ''

Methods

Name Description
as_dense Deprecated alias for :meth:to_dense.
as_matrix Convert to matrix (voxels x time).
as_sparse Deprecated alias for :meth:to_sparse.
concat Concatenate multiple NeuroVecs along time dimension.
scale_series Scale (center and/or normalize) each time series.
series Deprecated dispatcher for voxel time-series extraction.
series_3d Extract time series for a single voxel using 3D coordinates.
sub_vector Deprecated alias for :meth:subvolumes.
vectors Extract per-voxel time series as a list of 1D arrays.

as_dense

DenseNeuroVec.as_dense()

Deprecated alias for :meth:to_dense.

as_matrix

DenseNeuroVec.as_matrix()

Convert to matrix (voxels x time).

as_sparse

DenseNeuroVec.as_sparse(mask=None)

Deprecated alias for :meth:to_sparse.

concat

DenseNeuroVec.concat(*others)

Concatenate multiple NeuroVecs along time dimension.

scale_series

DenseNeuroVec.scale_series(center=True, scale=True)

Scale (center and/or normalize) each time series.

series

DenseNeuroVec.series(x, y=None, z=None)

Deprecated dispatcher for voxel time-series extraction.

series_3d

DenseNeuroVec.series_3d(x, y, z)

Extract time series for a single voxel using 3D coordinates.

Parameters

Name Type Description Default
x int The 3D coordinates of the voxel required
y int The 3D coordinates of the voxel required
z int The 3D coordinates of the voxel required

Returns

Name Type Description
np.ndarray Time series for the specified voxel

sub_vector

DenseNeuroVec.sub_vector(indices)

Deprecated alias for :meth:subvolumes.

vectors

DenseNeuroVec.vectors(subset=None)

Extract per-voxel time series as a list of 1D arrays.

Parameters

Name Type Description Default
subset array - like Linear indices of voxels to extract. If None, all voxels. None

Returns

Name Type Description
list of np.ndarray List of time series arrays, one per voxel.
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