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@CSIRO-GeoscienceAnalytics

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morganjwilliams/README.md

G'day 👋

I'm a Research Scientist in CSIRO Mineral Resources' Geoscience Analytics team. I work on leveraging large geochemical datasets with data science approaches and machine learning, and also on a range of projects around geospatial and spectral analytics. I principally work in Python, and wherever possible make what I'm doing open and as accessible as feasible. Feel free to get in touch with me about:

  • potential collaborative projects
  • getting started with or contributing to any of my current projects (see below)
  • ideas around making reproducible data analysis more accessible in the geosciences

Software Projects

I'm currently working on a few open source Python packages, largely targeted towards geochemists and spectral geology:

  • pyrolite

    Python for geochemistry

  • tsg-xr

    A tool for loading TSG datasets into Xarray data formats, and conversion to open indexable and cloud-native file formats.

I've also released a few other open source Python pacakges which are not under active development:

  • pyrolite-meltsutil

    A pyrolite extension for working with alphaMELTS and its outputs.

  • interferences

    Predicting isobaric interferences for geological mass spectrometry.

  • autopew

    2D coordinate transforms between analytical instrument stages and sample images.

Conference and Workshop Presentations

I've made most of my recent conference and workshop presentations related to open source work available here on GitHub, feel free to have a browse through:

Date Conference/Workshop Presentation
2024/11/18 SGTSG pyrolite Workshop Using pyrolite for Geochemical Data Analytics: An Introduction
2024/07/23 IM4NiS Workshop Python for Indicator Mineral Chemistry
2022/11/06 SGGMP pyrolite Workshop Using pyrolite for Geochemical Data Analytics: An Introduction
2021/07/07 Goldschmidt (Online) pyrolite: An Open Source Toolbox for Geochemical Data Analysis and Visualisation
2021/03/19 pyrolite Workshop - MQ Geochem Group pyrolite Workshop - MQ Geochem Group
2021/02/22 MinSoc AMG REE & Software Workshop pyrolite: Overview and Application to REE Data
2021/02/08 AESC 2021 (Online) Geochemical Data Analysis Workflows with pyrolite
2020/12/16 AGU 2020 Fall Meeting (Online) Reproducible Geochemical Data Analysis Workflows with pyrolite
2020/07/24 CSIRO Mineral Resources 'Covideo' Modelling Parental Magma Candidates at Norilsk
2020/06/24 Goldschmidt (Online) Digging Into Deep Time & Deep Cover
2020/06/25 Goldschmidt (Online) Building Open Source Geochemical Research Tools in Python
2019/10/25 Geochemical Methods for Nickel Exploration Lithogeochemical Data Analytics and Visualisation with Python
2019/09/02 Australian Exploration Geoscience Conference Multivariate Geochemical Tectonic Discrimination - Practical Approaches, Limitations and Opportunities
2018/05/06 C3DIS Exploratory Multivariate Analysis of Geochemical Datasets

Popular repositories Loading

  1. pyrolite pyrolite Public

    A set of tools for getting the most from your geochemical data.

    Python 139 38

  2. exploratory-geochemistry exploratory-geochemistry Public

    Exploratory Multivariate Analysis of Geochemical Datasets

    Jupyter Notebook 6 3

  3. pyrolite-meltsutil pyrolite-meltsutil Public

    pyrolite extension for working with alphaMELTS and its outputs.

    Python 6 1

  4. autopew autopew Public

    Automating sample targeting for geological microanalysis systems.

    Python 4 3

  5. gs2020-diggingdeeper gs2020-diggingdeeper Public

    Presentation for Goldschmidt Online 2020 Session 06h: "Digging into Deep Time and Deep Cover"

    Jupyter Notebook 2

  6. gs2020-python4geochem gs2020-python4geochem Public

    Presentation for Goldschmidt Online 2020 Session 06d: "Building Open Source Geochemical Research Tools in Python"

    Jupyter Notebook 2 1