Model-data comparison

ArrComparison class

The ArrComparison class is provided to compare the model and data when both are in the form of arrays.

from cgeniepy.skill imoprt ArrComparison, DFComparison
ac = ArrComparison(model_array, data_array)
ac.mscore() ## M-score
ac.rmse()  ## RMSE
ac.pearson_r() ## Pearson's correlation coefficient
ac.plot() ## plot the model and data arrays in 1:1 line plot

DFComparison class

The DFComparison class is provided to compare the model and data when they are the different columns in the data frame. Other methods are same to ArrComparison class because they are parent-child classes.

dfc = DFComparison(dataframe, model_column, data_column)
dfc.mscore() ## M-score
dfc.rmse()  ## RMSE
dfc.pearson_r() ## Pearson's correlation coefficient
dfc.plot() ## plot the model and data arrays in 1:1 line plot