abstract: This dataset applies the Multivariate Adaptive Constructed Analogs(MACA) (Abatzoglou, Brown, 2011) v1 statistical downscaling method with the MetDATA training observational dataset (Abatzoglou, 2012 ) to remove historical biases and match spatial patterns in climate model outputs from phase 5 of the Coupled Model Inter-comparison Project(CMIP5).