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v0.31.0 Exploration mode for large datasets

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@Tomansion Tomansion released this 27 Jun 16:21
· 83 commits to main since this release
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Exploration mode

Exploring a large dataset was always difficult with DebiAI. We've implemented a new analysis mode : the Exploration mode.

Main Concepts:

How the exploration mode addresses these limitations:

  • Project data are condensed into lightweight representations.
  • Server-side computation handles heavy processing.
  • Client-side configuration and lightweight analysis of large datasets.

Exploration configuration page:
image

Learn more on the documentation : https://debiai.irt-systemx.fr/exploration/

Weight dimension for the distribution and the parallel categories widgets

You can now add a number column to 'weight' the results up for the distribution and the parallel categories widgets.

Parallel categories widget:

Configuration:
image

Before weighting by the Nb samples column:
image

After:
image

Distribution widget:

image

Notice that the size of the categories or the distribution changes to represent the real amount of data, very useful for the Exploration analysis mode.