Spectra

Visually explore series of spectra with no spatial information.

Inputs
Data

input dataset

Data Subset

subset of the data

Outputs
Selection

selected spectra

The Spectra widget allows visual exploration of multiple spectra. To output some spectra, select them by clicking. For multiple selection, hold the modifier key (Ctrl or Cmd) or use line selection (see the menu). Selected spectra will appear dashed.

../_images/Spectra-stamped.png
  1. Open the plot options menu

  2. A spectrum

  3. The X and Y position of the cursor

  4. The legend (appears only is spectra are colored)

Navigation

  • Click + drag: move the plot

  • Right-click: zoom to fit

  • Right-click + drag: zoom with mouse movement

  • Scroll: zoom X axis

  • Scroll + modifier: zoom Y axis

Plot options

  • Resample curves (R): resample the displayed a subset (only a subset is displayed for performance)

  • Resampling reset (Mod + R): resample to the default view

  • Zoom in (Z): zoom to a region (selected afterwards)

  • Zoom to fit (Backspace): return to the original plot

  • Rescale Y to fit (D): rescale the Y axis to fit the screen (useful if zoomed-in)

  • Show averages (A): show the average and standard deviation (per group)

  • Show grid (G): show the grid for a better inspection of the plot

  • Invert X (X): invert the order of the X axis

  • Select (line) (S): select the spectra touching a line (draw a line with a mouse)

  • Save graph (Mod + S): export the visualization to an imags

  • Define view range: define a specific range to display

  • Color by: a categorical feature for coloring

  • Title, X-axis, Y-axis: annotate the plot

Example

The Spectra widget is used to visualize spectral data. X axis normally shows wavenumbers, while the Y axis shows the absorbance. We will plot the Liver spectroscopy data from the Datasets widget as an example.

We have used Color by option to display the type of each spectrum. Or you can also press ‘C’ and the plot will show colors.

Now, let’s say I am interested in those spectra, that are quite separated from the rest at wavenumber around 1027. I will press ‘S’, click once where I want my selection to start and once where I want it to end. This will select the spectra under the line I have dragged.

I can observe the selection in another Spectra widget or use it for further analysis.

../_images/Spectra-Example1.png