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GeoDataSets: Synthetic Subsurface Data Repository (1.0.0)

Prof. Michael J. Pyrcz, Associate Professor, The University of Texas at Austin

A collection of synthetic subsurface datasets to support education, publications, and prototyping.

This repository includes a wide variety of synthetic, subsurface datasets with a variety of:

Data Dimensionality

To support education with easy visualization and interactivity the datasets are 1D and 2D.

  • 1D cores from wells and 2D seismic maps.

Number of Features

For multivariate analysis some of the datasets include up to 6 features with a variety of structures.

  • linear and nonlinear, homoscedastic and heteroscedastic, and multivariate constraints

Data Issues

The datasets attempt to include typical issues such as non-physical values, random and structured noise

Use and Attribution

You are welcome to use these datasets for any purpose. Please cite as:

Pyrcz, Michael J. (2021). GeoDataSets: Synthetic Subsurface Data Repository (1.0.0). Zenodo. https://doi.org/10.5281/zenodo.5564874

I hope this is helpful,

Michael

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Synthetic datasets for geoscience (geo)statistical modeling

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