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03 Data Analytics: Univariate Distributions

Lecture on the basics of univariate distributions, including histograms, probability density functions and cumulative distribution functions. Follow along with the demonstration workflow in Python: o. Basic, comprehensive with loading data, summary statistics, impact of bin size on histogram and kernel size on PDFs and CDF tail extrapolation choices: https://github.com/GeostatsGuy/Python... o. Univariate data visualization improvement tutorial with histogram, PDF and CDF calculation and plotting in Python: https://github.com/GeostatsGuy/Python... Data Analytics and Geostatistics is an undergraduate course that I teach fall and spring semesters at The University of Texas at Austin. We build up fundamental spatial, subsurface, geoscience and engineering modeling, from probability, statistics, heterogeneity measures, spatial continuity models, spatial estimation, spatial simulation, model checking, decision making, up to machine learning basics. I provide accessible content to help you face the digital revolution! Learn more me and my research program at The University of Texas at Austin at www.michaelpyrcz.com. I hope you find this course content useful, Michael J. Pyrcz Professor Cockrell School of Engineering Jackson School of Geosciences The University of Texas at Austin