List of resources for mineral exploration and machine learning, generally with useful code and examples.
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Updated
May 10, 2024
List of resources for mineral exploration and machine learning, generally with useful code and examples.
Geochemistry pipeline for processing data from IRMS, IC and ICP-MS
In this notebook, I built gradient boosting classifier and LSTM model to classify and predict the mineral scaling potential of formation water in US shale basins.
an open-sourced highly automated machine learning Python framework for data-driven geochemistry discovery
Curated from repositories that make our lives as geoscientists, hackers and data wranglers easier or just more awesome
An application based on Python and designed as a solution for geology related daily work.
The Virtual Planet Simulator
Easily calling PhreeqcRM from Matlab
Wrapper scripts useful for studies involving the EQ3/6 geochemistry code
Thermodynamic calculations and diagrams for geochemistry
Package for ApThermo (melt hygrometry), ApREE2O3 (magma oxybarometry), and more (to be added).
Geosciences reference data sets for R
A set of tools for getting the most from your geochemical data.
Data and code for Lago Pato, Torres del Paine in Roberts SJ, McCulloch RDM, Emmings J, Davies SJ, Van Nieuwenhuyze W, Sterken M, et al. (2022). Late glacial and Holocene palaeolake history of the Última Esperanza region of Southern Patagonia. Frontiers in Earth Science.
GebPy is a Python-based, open source tool for the generation of geological data of minerals, rocks and complete lithological sequences. The data can be generated randomly or with respect to user-defined constraints, for example a specific element concentration within minerals and rocks or the order of units within a complete lithological profile.
MC_Diffusion - a C++ program to calculate multi-component diffusion
Analysis and Visualization toolkit for plaNetary Inferences
New geochemical and geochronological insights on forearc magmatism across the Sanak-Baranof belt, southern Alaska: A tale of two belts
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