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deep-conus

Repository containing scripts associated with NCAR Advanced Study Program deep learning project (2019-2020) exploring the robustness of a convolutional neural network (CNN) on classifying North America convection in a changing climate.

CONUS1 dataset used in project is available on NCAR's RDA at https://rda.ucar.edu/datasets/ds612.0/ and Cheyenne at /gpfs/fs1/collections/rda/data/ds612.0.

Dataset used to create journal figures is available at DOI

CONUS1 Variables (3D) Used to train the CNN

Variable Description
P Total pressure (Pa).
QVAPOR Water vapor mixing ratio (kg/kg).
TK Air temperature (K).
EU x-wind component (m/s).
EV y-wind component (m/s).

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