ruins.processing.sdm#

Module Contents#

Functions#

relSDM(obs, mod, sce[, cdf_threshold, lower_limit])

relative scaled distribution mapping assuming a gamma distributed parameter (with lower limit zero)

absSDM(obs, mod, sce[, cdf_threshold])

absolute scaled distribution mapping assuming a normal distributed parameter

SDM(obs, mod, sce[, meth, cdf_threshold, lower_limit])

scaled distribution mapping - wrapper to relative and absolute bias correction functions

ruins.processing.sdm.relSDM(obs, mod, sce, cdf_threshold=0.9999999, lower_limit=0.1)#

relative scaled distribution mapping assuming a gamma distributed parameter (with lower limit zero) rewritten from pyCAT for 1D data

obs :: observed variable time series mod :: modelled variable for same time series as obs sce :: to unbias modelled time series cdf_threshold :: upper and lower threshold of CDF lower_limit :: lower limit of data signal (values below will be masked!)

returns corrected timeseries tested with pandas series.

ruins.processing.sdm.absSDM(obs, mod, sce, cdf_threshold=0.9999999)#

absolute scaled distribution mapping assuming a normal distributed parameter rewritten from pyCAT for 1D data

obs :: observed variable time series mod :: modelled variable for same time series as obs sce :: to unbias modelled time series cdf_threshold :: upper and lower threshold of CDF

returns corrected timeseries tested with pandas series.

ruins.processing.sdm.SDM(obs, mod, sce, meth='rel', cdf_threshold=0.9999999, lower_limit=0.1)#

scaled distribution mapping - wrapper to relative and absolute bias correction functions rewritten from pyCAT for 1D data

obs :: observed variable time series mod :: modelled variable for same time series as obs sce :: to unbias modelled time series meth :: ‘rel’ for relative SDM, else absolute SDM will be performed cdf_threshold :: upper and lower threshold of CDF lower_limit :: lower limit of data signal (values below will be masked when meth != ‘rel’)

The original authors suggest to use the absolute SDM for air temperature and the relative SDM for precipitation and radiation series.

returns corrected timeseries tested with pandas series.