Appendix S1 Details about features.

Appendix S2 The transition from a geographic to environmental viewpoint.

Appendix S3 More on the logistic output.

Appendix S4 Case study 1.

Appendix S5 Case study 1 - model summaries.

Appendix S6 Case study 1 - predictions across Australia for current and future.

Appendix S7 Species data and predictors for case study 2.

Appendix S8 Case study 2.Data and code for case study 2 included in a separate zip file.

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