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Table 3 Statistical indicators during calibration and validation at monthly scale (1990–2009)

From: Evaluation of reanalysis and global meteorological products in Beas river basin of North-Western Himalaya

Stations

Statistical parameter

Stations

Manali

Thalout

Pong

Pandoh

MERRA

 Calibration

R2

0.75

0.70

0.56

0.68

NSE

0.70

0.55

-0.21

0.61

PBIAS (%)

26.00

30.00

26.34

52.00

RMSE

13.29

152.00

161.09

109.78

 Validation

R2

0.69

0.71

0.30

0.75

NSE

0.46

0.55

0.20

0.52

PBIAS (%)

30.00

30.00

1.16

65.00

RMSE

16.40

100.00

101.11

92.65

ERA-Interim

 Calibration

R2

0.73

0.74

0.60

0.75

NSE

0.76

0.76

0.30

0.76

PBIAS (%)

− 13.78

− 13.78

1.44

15.00

RMSE

8.00

70.45

109.87

78.50

 Validation

R2

0.74

0.73

0.35

0.72

NSE

0.77

0.75

0.21

0.73

PBIAS (%)

− 13.68

− 14.54

− 10.00

18.00

RMSE

8.00

65.75

98.92

60.76

JRA-55

 Calibration

R2

0.58

0.62

0.42

0.63

NSE

0.10

0.32

− 0.12

0.34

PBIAS (%)

− 50.00

− 36.75

− 30.67

− 32.78

RMSE

26.40

139.85

155.19

132.00

 Validation

R2

0.50

0.60

0.45

0.53

NSE

0.30

0.21

-0.40

0.44

PBIAS (%)

− 38.00

− 42.00

− 39.00

− 11.00

RMSE

22.54

138.00

120.11

95.00

CFSR

 Calibration

R2

0.41

0.50

0.22

0.51

NSE

− 0.65

− 0.51

− 1.10

0.05

PBIAS (%)

− 80.87

− 75.43

− 56.37

− 64.00

RMSE

34.08

210.34

220.45

171.24

 Validation

R2

0.38

0.53

0.14

0.47

NSE

− 0.64

− 0.65

− 2.00

0.13

PBIAS (%)

− 76.76

− 80.00

− 68.26

− 56.74

RMSE

30.59

190.65

199.10

121.23

WFDEI

 Calibration

R2

0.36

0.43

0.15

0.43

NSE

− 1.00

− 0.30

− 2.15

− 0.23

PBIAS (%)

− 93.73

− 85.69

− 78.00

− 82.00

RMSE

38.01

218.56

265.31

186.24

 Validation

R2

0.28

0.42

0.12

0.36

NSE

− 1.16

− 0.40

− 2.30

− 0.17

PBIAS (%)

− 93.75

− 87.76

− 82.47

− 82.16

RMSE

32.56

209.97

233.64

137.78