Tools for Analyzing Climate Extremes
Calculates log return period and standard error given return value(s) ...
Calculates log return probability and standard error given return valu...
Calculates log return probability difference for two sets of covariate...
Calculates return value and standard error given return period(s) of i...
Calculates return value difference for two sets of covariates and stan...
Compute risk ratio and uncertainty based on binomial models for counts...
Compute risk ratio and uncertainty based on generalized extreme value ...
Compute risk ratio and uncertainty based on peaks-over-threshold model...
climextRemes: Tools for Analyzing Climate Extremes
Fit a generalized extreme value model to block maxima or minima
Fit a peaks-over-threshold model to exceedances over a threshold
Normalize a vector
Remove consecutive exceedances from a vector
Remove multiple exceedances within non-overlapping blocks of fixed len...
Functions for fitting GEV and POT (via point process fitting) models for extremes in climate data, providing return values, return probabilities, and return periods for stationary and nonstationary models. Also provides differences in return values and differences in log return probabilities for contrasts of covariate values. Functions for estimating risk ratios for event attribution analyses, including uncertainty. Under the hood, many of the functions use functions from 'extRemes', including for fitting the statistical models. Details are given in Paciorek, Stone, and Wehner (2018) <doi:10.1016/j.wace.2018.01.002>.