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Data S1. Further details on the Bioclimatic Envelope Models. Details on model training, shallow water mask used in the study, variable contributions, and model performance on training data.

Data S2. Extrapolating to novel climates. Details on the method used to extrapolate for data outside training range, and discussion on its impacts on projections and the regions affected.

Data S3. Analysis of model agreement. Alternative model results for all figures presented in the main document, and discussion on agreement between 2070 projections by all four models.

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