yingkaisha / fcstpp

A scalable toolbox for ensemble forecast post-processing and verification.

Ensemble forecast post-processing (fcstpp)

A scalable toolbox for ensemble forecast post-processing and verification.

fcstpp.gridpp	Usage	Reference
schaake_shuffle	Ensemble member shuffling based on given trajectories.	Clark et al. (2004)
quantile_mapping_stencil	Quantile mapping with stencil grid points.	Hamill et al. (2017)
bootstrap_fill	Create "pseudo" ensembles from bootstrapping.

fcstpp.metrics	Usage	Reference
CRPS_1d	CRPS and its two-term decomposition for 1-d ensembles.	Grimit et al. (2006)
CRPS_1d_nan	Similar to CRPS_1d but ignores np.nan elements.	Grimit et al. (2006)
CRPS_2d	CRPS and its two-term decompositions for 2-d ensembles.	Grimit et al. (2006)
CRPS_1d_from_quantiles	Compute CRPS from quantile values.
BS_binary_1d	Brier Score for 1-d ensembles.	Hamill and Juras (2006)
BS_binary_1d_nan	Similar to BS_binary_1d but ignores np.nan elements.	Hamill and Juras (2006)

fcstpp.utils	Usage	Reference
score_bootstrap_1d	Bootstrap the last dimension of an array.
window_slider_cycled_1d	Searching cyclied indices within a sliding window.
climate_subdaily_prob	Compute climatological probabilities from a time window.
facet	Compute terrain facet from gridded elevation.	Daly et al. (2002)

Contact

Yingkai (Kyle) Sha <[e-mail]> <[e-mail]>

License

MIT License