All predictor and target data and code needed to replicate the results of the model and data analysis in this work. This work is supported by the United States Department of Energy DE-SC0025235 and a Graduate Research Fellowship awarded to Valerie Smykalov by the National Science Foundation. deepbreath.zip contains all files needed to recreate the model results in the paper, given access to the same GPU. figures.zip contains all files needed to recreate the figures in the manuscript and supplementary, as well as the environment file containing the versions of all Python packages used. baseline_models.zip contains all files used to run the baseline models that the LSTM was compared to. lstm_examples.zip contains all the files needed to run a simple LSTM example for three example sites, including hyper-parameter optimization.