Normalization

Normalization transforms the points along a dimension so that you can better see their distribution. It spreads out a tightly clustered group of points so that the differences are more clear in your visualization. It is often used to adjust values measured on different scales to a notionally common scale.

Applying Normalization

Normalization can be set in three ways:

  • The Normalization button in the toolbar, which allows you to apply the same normalization to all three axes at once
  • Normalization dropdown for each individual dimension in the Settings tab in the Mapping panel
  • The right-click contextual menu for a numerical feature in the Feature panel (the Transform option lets you create new features that are normalized)

Normalization Types

Virtualitics supports the following different types of normalization:

  • Log10 – The standard normalization type, log transformation changes the feature from linear to logarithmic. Cannot be used on features that contain a value of 0 or less.
  • IHST – Similar to Softmax, but can provide slightly more space between points in certain features
  • Softmax – Useful for normalizing features that contain values of 0 or less
  • CDF – Available only in the Settings tab in the Mapping panel (note: very computationally intensive)