Stations | Stastical metrics | Observed | HadReg4-7 | HadCCLM | HadREMOO | MPI-Reg4-7 | MPI-CCLM | MPI-REMOO | NorESM-Reg4-7 | NorESM-CCLM | NorESM-REMOO | CanESM-RCM | Reg ensemble | CCLM ensemble | REMOO ensemble | Ensemble |
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
Adiramets | BIAS |  | 0.53 (0.22) | − 0.51 (− 0.94) | − 1.28 (− 1.49) | − 0.45 (− 0.71) | − 1.38 (− 2.00) | − 1.86 (− 2.04) | − 1.5 (− 1.93) | − 1.08 (− 1.46) | − 2.01 (− 2.12) | − 1.90 (− 2.11) | − 0.47 (− 0.81) | − 1.15 (− 1.48) | − 1.25 (− 1.65) | − 1.14 (− 1.46) |
 | RMSE |  | 247.54 (238.61) | 263.54 (245.12) | 291.39 (292.22) | 332.77 (322.75) | 261.17 (309.86) | 386.65 (398.50) | 368.39 (376.85) | 310.37 (309.20) | 426.25 (432.90) | 322.58 (350.77) | 180.88 (194.71) | 197.14 (215.08) | 208.82 (226.11) | 180.16 (215.77) |
 | r |  | 0.76 (0.77) | 0.68 (0.75) | 0.72 (0.73) | 0.61 (0.65) | 0.82 (0.78) | 0.73 (0.70) | 0.76 (0.74) | 0.64 (0.67) | 0.71 (0.72) | 0.78 (0.73) | 0.87 (0.86) | 0.88 (0.87) | 0.87 (0.87) | 0.89 (0.88) |
 | CV | 16.74 (17.84) | 17.22 (18.09) | 14.93 (15.83) | 18.82 (20.42) | 19.85 (21.62) | 20.36 (22.67) | 26.94 (28.21) | 27.24 (28.39) | 18.12 (19.39) | 29.03 (31.87) | 22.61 (24.74) | 17.47 (18.79) | 15.67 (16.99) | 16.10 (17.50) | 9.14 (9.14) |
 | KGE |  | 0.76 (0.77) | 0.66 (0.72) | 0.69 (0.69) | 0.57 (0.59) | 0.71 (0.64) | 0.33 (0.34) | 0.33 (0.35) | 0.63 (0.66) | 0.21 (0.16) | 0.57 (0.52) | 0.86 (0.85) | 0.85 (0.85) | 0.85 (0.85) | 0.87 (0.85) |
Debarik | BIAS |  | 0.38 (− 0.15) | 0.45 (− 0.47) | − 0.12 (0.08) | 0.07 (0.03) | 1.22 (0.60) | − 0.54 (-0.99) | − 0.10 (-0.21) | 0.4 (− 0.21) | − 0.48 (− 0.61) | − 0.08 (− 0.23) | 0.12 (− 0.11) | 0.69 (− 0.33) | − 0.38 (− 0.51) | 0.12 (− 0.22) |
 | RMSE |  | 167.39 (143.57) | 139.47 (101.92) | 145.73 (142.63) | 146.93 (129.49) | 136.59 (103.52) | 189.87 (168.26) | 160.95 (136.74) | 186.88 (167.61) | 206.89 (205.75) | 129.11 (127.55) | 127.76 (103.34) | 103.59 (83.73) | 142.11 (139.50) | 84.11 (77.43) |
 | r |  | 0.90 (0.60) | 0.91 (0.77) | 0.87 (0.64) | 0.90 (0.56) | 0.95 (0.78) | 0.86 (0.51) | 0.88 (0.60) | 0.89 (0.44) | 0.85 (0.48) | 0.93 (0.72) | 0.92 ( 0.73) | 0.94 (0.84) | 0.91 (0.63) | 0.96 (0.87) |
 | CV | 12.02 (12.23) | 11.93 (13.63) | 10.24 (10.99) | 13.58 (14.33) | 9.10 (9.56) | 11.95 (10.89) | 13.07 (14.10) | 12.80 (12.49) | 14.21 (13.44) | 17.19 (18.73) | 13.49 (14.68) | 9.27 (9.57) | 9.35 (9.11) | 12.17 (13.48) | 8.56 (13.44) |
 | KGE |  | 0.89 (13.58) | 0.83 (0.75) | 0.81 (0.60) | 0.74 (0.51) | 0.92 (0.71) | 0.83 (0.48) | 0.86 (0.60) | 0.79 (0.44) | 0.54 (0.26) | 0.86 (0.66) | 0.76 (0.66) | 0.77 (0.70) | 0.91 (0.61) | 0.71 (0.72) |
Ketema | BIAS |  | 0.02 (0.02) | 0.18 (1.57) | 0.17 (− 2.02) | 0.20 (1.01) | 0.20 (1.56) | 0.11 (− 2.24) | -0.02 (− 2.53) | 0.17 (0.92) | 0.04 (− 0.27) | 0.09 (− 0.62) | 0.07 (− 0.50) | 0.18 (1.35) | 0.11 (− 1.60) | 0.12 (− 0.26) |
niguse | RMSE | Â | 156.75 (135.76) | 202.90 (180.83) | 224.79 (201.65) | 180.50 (159.84) | 238.43 (149.41) | 281.55 (256.70) | 282.94 (259.73) | 199.98 (145.27) | 145.69 (132.76) | 113.84 (119.35) | 138.47 (118.40) | 176.39 (114.90) | 175.21 (152.87) | 98.15 (94.13) |
 | r |  | 0.69 (0.71) | 0.73 (0.62) | 0.60(0.60) | 0.68 (0.66) | 0.73 (0.76) | 0.41 (0.45) | 0.48 (0.46) | 0.72 (0.74) | 0.72 (0.73) | 0.84 (0.78) | 0.75 (0.77) | 0.84 (0.86) | 0.71 (0.73) | 0.88 (0.86) |
 | CV | 16.11 (16.34) | 16.13 (16.18) | 16.19 (16.18) | 21.20 (20.56) | 16.01 (15.99) | 18.36 (15.87) | 22.77 (24.73) | 23.69 (24.78) | 18.50 (17.18) | 14.39 (16.18) | 15.33 (15.01) | 14.89 (14.43) | 15.39 (13.49) | 16.12 (16.34) | 13.51 (13.44) |
 | KGE |  | 0.69 (0.71) | 0.71 (0.61) | 0.48 (0.52) | 0.68 (0.65) | 0.67 (0.75) | 0.27 (0.24) | 0.29 (0.25) | 0.68 (0.73) | 0.72 (0.72) | 0.83 (0.76) | 0.74 (0.74) | 0.80 (0.77) | 0.70 (0.72) | 0.80 (0.77) |
Maytsebri | BIAS |  | 0.04 (0.04) | 2.28 (2.29) | − 1.73 (2.47) | 1.34 (2.91) | 2.81 (2.99) | − 2.30(1.29) | -2.63 (− 0.79) | 1.78 (2.25) | − 0.56 (0.21) | − 0.44 (0.83) | − 0.42 (0.72) | 2.29 (2.51) | − 1.64 (1.32) | 0.06 (1.46) |
 | RMSE |  | 246.86 (213.73) | 290.77 (243.59) | 328.52 (303.37) | 271.66 (231.16) | 260.65 (248.68) | 320.84 (280.46) | 153.11 (160.84) | 229.88 (191.54) | 202.34 (181.56) | 184.67 (166.26) | 176.86 (158.97) | 218.55 (185.55) | 251.72 (220.37) | 181.65 (154.47) |
 | r |  | 0.73 (0.70) | 0.64 (0.62) | 0.71 (0.63) | 0.70 (0.71) | 0.75 (0.72) | 0.70 (0.65) | 0.70 (0.63) | 0.68 (0.65) | 0.71 (0.63) | 0.72 (0.67) | 0.76 (0.730 | 0.84 (0.81) | 0.76 (0.69) | 0.83 (0.80) |
 | CV | 14.82 (14.12) | 32.66 (29.87) | 23.86 (22.62) | 30.27 (30.30) | 19.63 (18.69) | 19.89 (21.33) | 34.12 (32.90) | 21.88 (21.10) | 16.07 (14.39) | 26.49 (24.46) | 21.08 (21.02) | 23.02 (22.54) | 16.27 (16.69) | 28.32 (26.94) | 20.72 (20.22) |
 | KGE |  | − 0.23 (− 0.16) | 0.27 (0.27) | − 0.1 (− 0.21) | 0.52 (0.53) | 0.53 (0.39) | − 0.34 (− 0.38) | 0.44 (0.38) | 0.63 (0.63) | 0.16 (0.18) | 0.49 (0.41) | 0.39 (0.34) | 0.74 (0.70) | 0.05 (0.04) | 0.55 (0.51) |
Zarima | BIAS |  | − 0.08 (− 0.45) | − 0.96 (1.75) | − 16.27 (− 0.41) | − 6.97 (− 0.62) | 0.16 (− 0.51) | − 16.01 (0.13) | "− 14.87 (0.95) | − 3.08 (-1.54) | − 17.93 (0.44) | 1.30 (1.08) | 0.25 (− 0.04) | − 0.92 (− 1.27) | 0.25 (0.05) | 0.00 (− 0.27) |
 | RMSE |  | 0.68 (258.79) | − 0.27 (248.25) | -0.15 (254.44) | − 0.23 (280.36) | 0.00 (252.91) | − 0.03 (312.57) | − 0.09 (313.16) | − 0.18 (263.13) | − 0.06 (249.70) | 0.80 (320.82) | 0.86 (177.00) | 0.93 (172.33) | 0.84 (184.37) | 0.95 (102.05) |
 | r |  | 0.68 (0.72) | 0.69 (0.73) | 0.69 (0.71) | 0.79 (0.78) | 0.74 (0.75) | 0.76 (0.76) | 0.72 (0.72) | 0.77 (0.78) | 0.67 (0.67) | 0.80 (0.76) | 0.86 (0.87) | 0.93 (0.95) | 0.84 (0.85) | 0.95 (0.96) |
 | CV | 16.74 (17.84) | 18.79 (17.75) | 14.74 (16.24) | 55.16 (16.82) | 16.37 (23.55) | 14.93 (18.73) | 21.36 (25.04 | 48.91 (21.29) | 14.75 (18.43) | 89.76 (18.73) | 22.17 (23.13) | 17.80 (17.82) | 13.87 (14.17) | 17.03 (17.03) | 15.26 (15.35) |
 | KGE |  | 0.66 (0.72) | 0.66 (0.71) | − 1.43 (0.71) | 0.62 (0.61) | 0.72 (0.74) | 0.18 (0.53) | − 1.06 (0.65) | 0.71 (0.77) | − 3.45 (0.66) | 0.61 (0.61) | 0.84 (0.87) | 0.81 (0.78) | 0.84 (0.84) | 0.90 (0.86) |