References#
-The material in this tutorial was developed with the aid of many online resources. -They are:
-Datasets#
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RGI 7.0 Consortium, 2023. Randolph Glacier Inventory - A Dataset of Global Glacier Outlines, Version 7.0. Boulder, Colorado USA. NSIDC: National Snow and Ice Data Center. doi:10.5067/f6jmovy5navz. Online access: https://doi.org/10.5067/f6jmovy5navz
-Gardner, A., M. Fahnestock, and T. Scambos. (2022). MEaSUREs ITS_LIVE Landsat Image-Pair Glacier and Ice Sheet Surface Velocities, Version 1 [Data Set]. Boulder, Colorado USA. NASA National Snow and Ice Data Center Distributed Active Archive Center. https://doi.org/10.5067/IMR9D3PEI28U. Date Accessed 02-15-2024.
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Open-Source Software#
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Alan D. Snow, David Brochart, Martin Raspaud, Mike Taves, Ray Bell, RichardScottOZ, Taher Chegini, Alessandro Amici, Rémi Braun, Andrew Annex, Carlos H Brandt, David Hoese, Fred Bunt, GBallesteros, Jessica Scheick, Joe Hamman, jonasViehweger, Markus Zehner, Mauricio Cordeiro, … pmallas. (2022). corteva/rioxarray: 0.12.1 (0.12.1). Zenodo. https://doi.org/10.5281/zenodo.7080195
-Gillies, S., van der Wel, C., Van den Bossche, J., Taves, M. W., Arnott, J., Ward, B. C., & others. (2022). Shapely (2.0.0). Zenodo. https://doi.org/10.5281/zenodo.7428463
-Harris, C.R., Millman, K.J., van der Walt, S.J. et al. Array programming with NumPy. Nature 585, 357–362 (2020). DOI: 10.1038/s41586-020-2649-2.
-Hoyer, S., & Hamman, J. (2017). xarray: N-D labeled Arrays and Datasets in Python. Journal of Open Research Software, 5(1), 10. https://doi.org/10.5334/jors.148
-Jupyter Book (2020) https://zenodo.org/records/4539666).
-Jupyter, P., Bussonnier, M., Forde, J., Freeman, J., Granger, B., Head, T., Holdgraf, C., Kelley, K., Nalvarte, G., Osheroff, A., Pacer, M., Panda, Y., Perez, F., Ragan-Kelley, B., & Willing, C. (2018). Binder 2.0—Reproducible, interactive, sharable environments for science at scale. 113–120. https://doi.org/10.25080/Majora-4af1f417-011
-Kelsey Jordahl, Joris Van den Bossche, Martin Fleischmann, James McBride, Jacob Wasserman, Adrian Garcia Badaracco, Jeffrey Gerard, Alan D. Snow, Jeff Tratner, Matthew Perry, Carson Farmer, Geir Arne Hjelle, Micah Cochran, Sean Gillies, Lucas Culbertson, Matt Bartos, Brendan Ward, Giacomo Caria, Mike Taves, … Leah Wasser. (2021). geopandas/geopandas: v0.10.0 (v0.10.0). Zenodo. https://doi.org/10.5281/zenodo.5546558
-Kluyver, T., Ragan-Kelley, B., Pérez, F., Bussonnier, M., Frederic, J., Hamrick, J., Grout, J., Corlay, S., Ivanov, P., Abdalla, S., & Willing, C. (2016). Jupyter Notebooks—A publishing format for reproducible computational workflows.
-Microsoft Open Source, Matt McFarland, Rob Emanuele, Dan Morris, & Tom Augspurger. (2022). microsoft/PlanetaryComputer: October 2022 (2022.10.28). Zenodo. https://doi.org/10.5281/zenodo.7261897
-Miles, A., Kirkham, J., Durant, M., Bourbeau, J., Onalan, T., Hamman, J., Patel, Z., shikharsg, Rocklin, M., dussin, raphael, Schut, V., Andrade, E. S. de, Abernathey, R., Noyes, C., sbalmer, bot, pyup io, Tran, T., Saalfeld, S., Swaney, J., … Banihirwe, A. (2020). zarr-developers/zarr-python: V2.4.0 (v2.4.0) [Computer software]. Zenodo. https://doi.org/10.5281/zenodo.3773450
-The pandas development team. (2024). pandas-dev/pandas: Pandas (v2.2.0). Zenodo. https://doi.org/10.5281/zenodo.10537285
-Thomas A Caswell, Michael Droettboom, Antony Lee, Elliott Sales de Andrade, Tim Hoffmann, John Hunter, Jody Klymak, Eric Firing, David Stansby, Nelle Varoquaux, Jens Hedegaard Nielsen, Benjamin Root, Ryan May, Phil Elson, Jouni K. Seppänen, Darren Dale, Jae-Joon Lee, Damon McDougall, Andrew Straw, … Paul Ivanov. (2021). matplotlib/matplotlib: REL: v3.5.1 (v3.5.1). Zenodo. https://doi.org/10.5281/zenodo.5773480
-Zonca, A., Weakley, L. M., & Standish, M. (2023, October 30). Interactive distributed computing with Jupyter, Python and Dask on Jetstream2 for Science Gateways. Science Gateways 2023 (SG23), Pittsburgh, PA. Zenodo. https://doi.org/10.5281/zenodo.10041240
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Other resources#
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The xarray tutorial, specifically grouped computation, plotting and visualization and dask
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