Generic methods for use in a time series probabilistic framework, allowing for a common calling convention across packages. Additional methods for time series prediction ensembles and probabilistic plotting of predictions is included. A more detailed description is available at < https://www.nopredict.com/packages/tsmethods> which shows the currently implemented methods in the 'tsmodels' framework.