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 |  | 2.16 (0.27) | 0.85 (− 0.02) | 0.71 (0.64) | − 0.10 (0.12) | 0.14 (0.12) | 1.09 (0.34) | 1.41 (0.27) | 0.24 (0.20) | 1.80 (0.25) | 1.37 (0.31) | 0.14 (0.22) | 0.44 (0.10) | 1.20 (0.41) | 0.13 (0.25) |
 | RMSE |  | 2.77 (0.49) | 1.16 (0.88) | 0.94 (1.10) | 0.29 (1.55) | 0.39 (0.49) | 1.50 (0.57) | 1.88 (0.51) | 0.43 (0.37) | 2.50 (0.39) | 3.29 (0.46) | 0.33 (0.62) | 0.64 (0.37) | 1.57 (0.61) | 0.30 (0.36) |
 | r |  | 0.94 (0.78) | 0.92 (0.83) | 0.93 (0.74) | 0.96 (0.79) | 0.92 (0.71) | 0.87 (0.74) | 0.96 (0.81) | 0.94 (0.89) | 0.88 (0.72) | 0.96 (0.84) | 0.95 (0.86) | 0.94 (0.88) | 0.94 (0.72) | 0.96 (0.55) |
 | CV | 1.98 (3.93) | 2.09 (4.29) | 2.76 (6.23) | 2.35 (4.97) | 4.77 (8.47) | 2.36 (4.99) | 2.87 (4.23) | 2.87 (4.21) | 2.28 (3.75) | 2.19 (4.51) | 2.47 (3.81) | 2.99 (5.28) | 2.37 (4.76) | 2.34 (4.20) | 2.08 (3.96) |
 | KGE |  | 0.94 (0.90) | 0.60(0.40) | 0.70 (0.69) | − 0.45 (− 0.17) | 0.74 (0.73) | 0.55 (0.91) | 0.49 (0.91) | 0.80 (0.94) | 0.87 (0.85) | 0.75 (0.95) | 0.48 (0.65) | 0.80 (0.79) | 0.81 (0.92) | 0.94 (0.98) |
Debarik | BIAS | Â | 0.28 (0.13) | 0.16 (0.45) | 0.33 (0.38) | 0.03 (0.35) | 0.18 (0.37) | 0.77 (0.69) | 0.41 (0.48) | 0.32 (0.24) | 0.28 (0.62) | 0.34 (0.53) | 0.24 (0.32) | 0.22 (0.35) | 0.46 (0.56) | 0.30 (0.42) |
 | RMSE |  | 0.26 (0.54) | 0.47 (0.61) | 0.50 (0.71) | 0.51 (0.63) | 0.41 (0.57) | 1.01 (0.85) | 0.48 (0.67) | 0.53 (0.74) | 0.66 (0.95) | 0.43 (0.73) | 0.36 (0.47) | 0.43 (0.49) | 0.68 (0.66) | 0.46 (0.47) |
 | r |  | 0.97 (0.95) | 0.93 (0.89) | 0.76 (0.83) | 0.68 (0.82) | 0.83 (0.95) | 0.95 (0.95) | 0.77 (0.94) | 0.88 (0.97) | 0.93 (0.99) | 0.97 (0.97) | 0.90 (0.94) | 0.97 (0.97) | 0.96 (0.95) | 0.97 (0.99) |
 | CV | 2.33 (4.53) | 2.38 (4.52) | 2.55 (4.45) | 2.22 (4.39) | 2.81 (5.20) | 2.56 (5.27) | 2.96 (4.87) | 2.89 (5.07) | 2.86 (5.90) | 2.90 (5.60) | 2.42 (4.26) | 2.57 (4.64) | 2.51 (4.88) | 2.47( 4.40) | 2.43 (4.41) |
 | KGE |  | 0.92 (0.85) | 0.79 (0.90) | 0.84 (0.80) | 0.74 (0.81) | 0.83 (0.82) | 0.67 (0.86) | 0.65 (0.84) | 0.65 (0.66) | 0.72 (0.70) | 0.83 (0.84) | 0.82 (0.93) | 0.90 (0.91) | 0.91 (0.93) | 0.94 (0.96) |
Ketema | BIAS | Â | 0.14 (0.11) | 0.39 (0.32) | 0.42 (0.30) | 0.42 (0.40) | 0.34 (0.35) | 0.89 (0.45) | 0.34 (0.42) | 0.41 (0.22) | 0.54 (0.38) | 0.34 (0.36) | 0.30 (0.31) | 0.38 (0.30) | 0.62 (0.38) | 0.43 (0.33) |
niguse | RMSE | Â | 0.24 (0.61) | 0.42 (0.69) | 0.42 (0.62) | 0.48 (0.70) | 0.45 (0.64) | 0.54 (0.87) | 0.50 (0.76) | 0.47 (0.68) | 0.58 (0.77) | 0.51 (0.84) | 0.34 (0.52) | 0.39 (0.48) | 0.47 (0.59) | 0.18 ( 0.47) |
 | r |  | 0.92 (0.85) | 0.81 (0.91) | 0.85 (0.80) | 0.84 (0.89) | 0.86 (0.93) | 0.81 (0.88) | 0.74 (0.90) | 0.73 (0.84) | 0.87 (0.81) | 0.84 (0.85) | 0.85 (0.94) | 0.93 (0.95) | 0.94 (0.94) | 0.97 (0.98) |
 | CV | 2.21 (4.40) | 2.54 (5.16) | 2.58 (4.90) | 1.99 (4.10) | 2.19 (3.92) | 1.98 (4.11) | 2.20 (4.78) | 2.28 (4.64) | 2.40 (5.23) | 2.67 (5.33) | 2.61 (5.58) | 2.23 (4.27) | 2.19 (4.42) | 2.17 (4.40) | 2.16 (4.32) |
 | KGE |  | 0.84 (0.80) | 0.79 (0.84) | 0.80 (0.87) | 0.84 (0.84) | 0.80 (0.88) | 0.86 (0.81) | 0.89 (0.86) | 0.80 (0.78) | 0.75 (0.76) | 0.77 (0.70) | 0.85(0.94) | 0.94 (0.95) | 0.95 (0.93) | 0.96 (0.96) |
Maytsebri | BIAS |  | 0.06 (2.09) | 0.30 (2.04) | 0.30(− 0.02) | 0.34 (− 0.06) | 0.32 (0.19) | 0.40 (0.80) | 0.39 (0.00) | 0.30 (0.30) | 0.41 (2.02) | 0.32 (0.13) | 0.27 (0.68) | 0.31 (0.84) | 0.37 (0.93) | 0.31(0.93) |
 | RMSE |  | 0.40 (2.67) | 0.36 (2.61) | 0.56 (0.66) | 0.91 (0.61) | 0.32 (0.79) | 1.09 (1.39) | 0.70 (0.64) | 0.47 (0.56) | 0.41 (3.19) | 0.48 (0.55) | 0.48 (0.97) | 0.32 (1.12) | 0.64 (1.48) | 0.44(1.48) |
 | r |  | 0.94 (0.89) | 0.89 (0.89) | 0.83 (0.89) | 0.84 (0.88) | 0.83 (0.90) | 0.86 (0.83) | 0.89 (0.87) | 0.82 (0.88) | 0.86 (0.89) | 0.86 (0.86) | 0.85 (0.94) | 0.94 (0.96) | 0.96 (0.94) | 0.97 (0.97) |
 | CV | 3.36 (3.91) | 5.49 (6.36) | 4.32 (6.37) | 3.45 (3.30) | 3.20 (3.68) | 2.98 (4.09) | 4.69 (5.91) | 5.48 (4.35) | 3.56 (3.59) | 6.57 (9.43) | 2.92 (3.19) | 2.92 (4.44) | 3.76 (4.50) | 4.66 (5.63) | 12.04 (5.63) |
 | KGE |  | 0.36 (0.33) | 0.70 (0.25) | 0.92 (0.69) | 0.93 (0.78) | 0.86 (0.70) | 0.58 (0.42) | 0.36 (0.78) | 0.92 (0.87) | 0.03 (− 0.49) | 0.86 (0.75) | 0.86 (0.80) | 0.87 (0.80) | 0.61 (0.47) | − 1.60 (0.47) |
Zarima | BIAS |  | 0.26 (0.50) | 0.18 (0.47) | 5.99 (0.65) | 1.2 (0.73) | 0.28 (− 2.75) | 5.77 (6.12) | 8.19 (0.52) | 1.02 (0.27) | 7.65 (0.40) | 0.57 (0.80) | 0.39 (0.58) | 0.10 (− 0.67) | 0.99(2.39) | 0.50(0.77) |
 | RMSE |  | 0.37 (0.76) | 0.60 (0.75) | 6.79 (0.83) | 1.62 (0.90) | 0.66 (2.90) | 6.44 (6.31) | 9.28 (0.78) | 1.78 (0.80) | 8.64 (0.69) | 0.68 (1.03) | 0.45 (0.70) | 0.21 (0.79) | 1.1 (2.46) | 0.56 (0.83) |
 | r |  | 0.95 (0.90) | 0.24 (0.87) | 0.32 (0.90) | 0.23 (0.88) | 0.29 (0.77) | 0.73 (0.81) | 0.75 (0.91) | 0.11 (0.87) | 0.17 (0.86) | 0.12 (0.92) | 0.94 (0.96) | 0.95 (0.91) | 0.96 (0.91) | 0.99 (0.91) |
 | CV | 2.39 (4.82) | 2.85 (5.64 | 1.13 (5.03) | 5.04 (4.96) | 2.56 (4.28) | 2.59 (3.45) | 4.10 (3.82) | 6.41 (5.85) | 4.96 (6.54) | 5.75 (4.73) | 2.74 (6.26) | 2.47 (4.99) | 2.40 (4.66) | 2.26 (3.93) | 2.37 (4.55) |
 | KGE |  | 0.80 (0.80) | 0.08 (0.86) | − 0.33 (0.89) | 0.22 (0.83) | 0.28 (0.61) | 0.19 (0.61) | − 0.74 (0.76) | − 0.40 (0.62) | − 0.67 (0.86) | 0.11 (0.69) | 0.93 (0.94) | 0.95 (0.90) | 0.92 (0.77) | 0.97 (0.89) |