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Accuracy.py
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46 lines (34 loc) · 724 Bytes
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def rmse(sim, obs):
"""
Root Mean Squared Error
"""
import numpy as np
return np.sqrt(np.mean((sim-obs)**2))
def mae(sim,obs):
"""
Mean Absolute Error
"""
import numpy as np
return np.mean(abs(sim-obs))
def mb(sim, obs):
"""
Mean Bias
"""
import numpy as np
return np.mean(sim-obs)
def nse(sim, obs):
"""
Nash Sutcliffe efficiency coefficient
"""
import numpy
return 1-sum((sim-obs)**2)/sum((obs-numpy.mean(obs))**2)
def corr(sim,obs):
"""
correlation coefficient
"""
import numpy as np
if sim.size == 0:
corr = np.NaN
else:
corr = np.corrcoef(obs, sim)[0,1]
return corr