mne.viz.plot_ica_overlay#
- mne.viz.plot_ica_overlay(ica, inst, exclude=None, picks=None, start=None, stop=None, title=None, show=True, n_pca_components=None)[source]#
Overlay of raw and cleaned signals given the unmixing matrix.
This method helps visualizing signal quality and artifact rejection.
- Parameters
- icainstance of
mne.preprocessing.ICA
The ICA object.
- instinstance of
mne.io.Raw
ormne.Evoked
The signal to plot. If
Raw
, the raw data is displayed before and after cleaning. In a second panel, the cross-channel average will be displayed. Since dipolar sources will be canceled out, this representation is sensitive to artifacts. IfEvoked
, butterfly traces for signals before and after cleaning will be superimposed.- excludearray-like of
int
|None
(default) The components marked for exclusion. If
None
(default), ICA.exclude will be used.- picks
str
|list
|slice
|None
Channels to include. Slices and lists of integers will be interpreted as channel indices. In lists, channel type strings (e.g.,
['meg', 'eeg']
) will pick channels of those types, channel name strings (e.g.,['MEG0111', 'MEG2623']
will pick the given channels. Can also be the string values “all” to pick all channels, or “data” to pick data channels. None (default) will pick all channels that were included during fitting.- start, stop
float
|None
The first and last time point (in seconds) of the data to plot. If
inst
is aRaw
object,start=None
andstop=None
will be translated intostart=0.
andstop=3.
, respectively. ForEvoked
,None
refers to the beginning and end of the evoked signal.- title
str
|None
The title of the generated figure. If
None
(default), no title is displayed.- showbool
Show the figure if
True
.- n_pca_components
int
|float
|None
The number of PCA components to be kept, either absolute (int) or fraction of the explained variance (float). If None (default), the
ica.n_pca_components
from initialization will be used in 0.22; in 0.23 all components will be used.New in version 0.22.
- icainstance of
- Returns
- figinstance of
Figure
The figure.
- figinstance of