A Python version of the Modular Assessment of Rainfall-Runoff Models Toolbox (MARRMoT) https://github.com/wknoben/MARRMoT
Following conversion from Matlab, models were tested against results from Matlab using a range of parameterizations (p05, p25, p50, p75, p95 of range prescribed by W. Knoben) and forcings (daily timestep). Results were identical or near-identical for all models with the following exceptions:
The following models exhibited different behavior across all parameterizations: m_43_gsmsocont_12p_6s m_44_echo_16p_6s
The following models exhibited different behavior when parameters were set to 5th percentile of the acceptable range, as prescribed by w. Knoben: m_07_gr4j_4p_2s m_08_us1_5p_2s m_16_newzealand2_8p_2s m_20_gsfb_8p_3s m_25_tcm_6p_4s m_33_sacramento_11p_5s m_37_hbv_15p_5s m_43_gsmsocont_12p_6s m_44_echo_16p_6s