Update README.md

README.md

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 Pyrcz, M.J., Jo. H., Kupenko, A., Liu, W., Gigliotti, A.E., Salomaki, T., and Santos, J., 2021, GeostatsPy Python Package, PyPI, Python Package Index, https://pypi.org/project/geostatspy/.
 
+#### NEW: Check out the new e-book, Applied Geostatistics in Python: A Hands-on Guide with GeostatsPy, by Michael J. Pyrcz
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+The goal of this e-book is to teach the application of geostatistics in Python, for those new to geostatistics I provide theory and links to my course content, and for those experienced practitioners I provide example workflows and plots that you can implement.
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+e-book citation and link:
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+Pyrcz, M.J., 2024, Applied Geostatistics in Python: A Hands-on Guide with GeostatsPy, https://geostatsguy.github.io/GeostatsPyDemos_Book.
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+___
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 #### GeostatsPy Python Package 
 
 The GeostatsPy Package brings GSLIB: Geostatistical Library (Deutsch and Journel, 1998) functions to Python. GSLIB is a practical and extremely robust set of code for building spatial modeling workflows.