def create_metrics(ref, test, ref_regrid, test_regrid, diff):
"""Creates the mean, max, min, rmse, corr in a dictionary"""
metrics_dict = {}
metrics_dict['ref'] = {
'min': float(min_cdms(ref)),
'max': float(max_cdms(ref)),
'mean': float(mean(ref))
}
metrics_dict['ref_regrid'] = {
'min': float(min_cdms(ref_regrid)),
'max': float(max_cdms(ref_regrid)),
'mean': float(mean(ref_regrid)),
'std': float(std(ref_regrid))
}
metrics_dict['test'] = {
'min': float(min_cdms(test)),
'max': float(max_cdms(test)),
'mean': float(mean(test))
}
metrics_dict['test_regrid'] = {
'min': float(min_cdms(test_regrid)),
'max': float(max_cdms(test_regrid)),
'mean': float(mean(test_regrid)),
'std': float(std(test_regrid))
}
metrics_dict['diff'] = {
'min': float(min_cdms(diff)),
'max': float(max_cdms(diff)),
'mean': float(mean(diff))
}
metrics_dict['misc'] = {
'rmse': float(rmse(test_regrid, ref_regrid)),
'corr': float(corr(test_regrid, ref_regrid))
}
return metrics_dict
def create_metrics(ref, test, ref_regrid, test_regrid, diff):
"""Creates the mean, max, min, rmse, corr in a dictionary"""
metrics_dict = {}
metrics_dict["ref"] = {
"min": float(min_cdms(ref)),
"max": float(max_cdms(ref)),
"mean": float(mean(ref)),
}
metrics_dict["ref_regrid"] = {
"min": float(min_cdms(ref_regrid)),
"max": float(max_cdms(ref_regrid)),
"mean": float(mean(ref_regrid)),
"std": float(std(ref_regrid)),
}
metrics_dict["test"] = {
"min": float(min_cdms(test)),
"max": float(max_cdms(test)),
"mean": float(mean(test)),
}
metrics_dict["test_regrid"] = {
"min": float(min_cdms(test_regrid)),
"max": float(max_cdms(test_regrid)),
"mean": float(mean(test_regrid)),
"std": float(std(test_regrid)),
}
metrics_dict["diff"] = {
"min": float(min_cdms(diff)),
"max": float(max_cdms(diff)),
"mean": float(mean(diff)),
}
metrics_dict["misc"] = {
"rmse": float(rmse(test_regrid, ref_regrid)),
"corr": float(corr(test_regrid, ref_regrid)),
}
return metrics_dict
def create_single_metrics_dict(values):
d = {
'min': float(min_cdms(values)),
'max': float(max_cdms(values)),
'mean': float(mean(values)),
'std': float(std(values))
}
return d
def create_single_metrics_dict(values):
d = {
"min": float(min_cdms(values)),
"max": float(max_cdms(values)),
"mean": float(mean(values)),
"std": float(std(values)),
}
return d