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Companion Notebook: Transforming Data to a Gaussian Distribution

May 23, 2025
News > Companion Notebook: Transforming Data to a Gaussian Distribution

The multivariate Gaussian distribution is central to computing conditional probabilities and simulating continuous variables, which requires transforming each variable to a univariate Gaussian distribution with the normal score transform.

The original Geostatistics Lesson by Michael Pyrcz and Clayton Deutsch remains a core reference. To show the practical application, Haoze Zhang, Ben Harding and Ryan Barnett prepared a Python companion notebook that walks through the normal score transformation and back-transformation, including implementation details such as despiking and distribution smoothing.

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