1. Signal

Quick description _static/ico/signal_ico.png

Signal is a data-mining module for 1-D, 2-D and 3-D datasets. It tries to offer a convenient way to inspect datasets, locate bad trials and reveal time-frequency properties.

Checkout the API of the visbrain.gui.Signal class.

_static/signal/signal_presentation.png

1.1. GUI Description

The GUI of the Signal module is subdivided into to two distinct components :

  • The grid : each datasets is re-arranged into a clickable 2-D grid so that all of the time-series of a dataset are represented inside. This idea of a grid was originally present into the VisPy examples and has been adapted for brain signals.

  • The signal canvas : the second layout display one trial at a time. This trial can either be represented as a continuous line or markers. It’s also possible to compute the histogram, time-frequency map or PSD.

1.2. Main features

Grid disposition
  • 2-D and 3-D datasets are disposed into a grid for an overview of an entire dataset
  • Zoom, translate and double click on a signal to enlarge it
Signal inspection
  • Plot one time-series at a time
  • Navigate across all of the time-series present in the dataset
  • Change the plotting form (continuous line, markers, histogram, time-frequency map, power spectrum density (PSD))
  • Load and export annotated trials
Tools
  • De-trending and de-meaning
  • Filtering (lowpass, highpass, bandpass, bandstop)
  • Extract the amplitude, phase or power in specific frequency bands
  • Take a screenshot (of the entire window, or the grid canvas only or of the signal canvas only)

1.3. Import and use Signal

The Signal module can be imported as follow :

from visbrain.gui import Signal

1.4. Shortcuts

  • go = Grid canvas only

  • so = Signal canvas only

Keys

Description

Double click (go)

Enlarge signal under the mouse cursor

n (so)

Go to the next signal

b (so)

Go to the previous signal

Double click (so)

Insert annotation

g

Display / hide grid

s

Display / hide signal

<delete> (go and so)

Reset the camera

CTRL + t

Display shortcuts

CTRL + d

Display / hide setting panel

CTRL + n

Take a screenshot

CTRL + q

Close Sleep graphical interface