10b Data Analytics: Spatial Continuity

Data Analytics and Geostatistics Undergraduate Course, Professor Michael J. Pyrcz Lecture Summary: Lecture on the impact of spatial continuity to motivate characterization and modeling of spatial continuity. Here is a list of all of my variogram associated lectures: 1. Stationarity - https://youtu.be/QwxQ9xuUHlU?si=oG_rE8M988bJfxiu 2. Spatial Continuity - https://youtu.be/j0I5SGFm00c?si=UnzBhMMU9vh-NHbN 3. Variogram Introduction - https://youtu.be/jVRLGOsnYuw?si=rMGjSGVnYJ0eqYxY 4. Variogram Calculation - https://youtu.be/mzPLicovE7Q?si=UDd_i2Dlc_pHixzb 5. Variogram Search Template Parameters - https://youtu.be/NE4xfhIHAm4?si=Tm-QT5Q2tZyDBfNu 6. Variogram Calculation Python Walkthrough - https://youtu.be/FugSEcCi2gI?si=NeHGgYHRPcwdI_9V 7. Variogram Directional Calculation Python Walkthrough - https://youtu.be/FugSEcCi2gI?si=NeHGgYHRPcwdI_9V 8. Variogram Interpretation - https://youtu.be/Li-Xzlu7hvs?si=b7RpAIFQd_L06cax 9. Variogram Modeling - https://youtu.be/-Bi63Y3u6TU?si=ac4Dzb6i513kmnka 10. Variogram Modeling Python Walkthough - https://youtu.be/bRj3HnEa1Z4?si=XsGPIf5qjHZ79ZnT Free, Online Course e-book Chapter: Stationarity - https://geostatsguy.github.io/GeostatsPyDemos_Book/GeostatsPy_variogram_calculation.html Theory and well-documented workflows linked to the lectures and interactive Python dashboards. Course Summary: Data Analytics and Geostatistics is an undergraduate course that I teach 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, and machine learning basics. I provide accessible content to help you face the digital revolution! My Shared Educational Content: YouTube: https://www.youtube.com/@GeostatsGuyLectures GitHub: https://github.com/GeostatsGuy Course e-book: https://geostatsguy.github.io/GeostatsPyDemos_Book I share all of my university educational content to support students and working professionals interested to learn data analytics, geostatistics, and machine learning. More About the Author: https://michaelpyrcz.com I hope that you find my educational course content helpful on your data science journey, Professor Michael J. Pyrcz Cockrell School of Engineering Jackson School of Geosciences The University of Texas at Austin #dataanalytics #datascience #geostatistics #machinelearning