4. Results

R squared- Grid 1,1

R squared values for each model and grid size = (1,1) is plotted against target offset hours.

MAE- Grid 1,1

Mean Absolute error for each model and grid size = (1,1) is plotted against target offset hours.

RMSE- Grid 1,1

Root mean squared error for each model and grid size = (1,1) is plotted against target offset hours.

R-squared - Grid 3,3

R squared values for decision trees and random forests for grid size = (3,3) is plotted against target offset hours.

MAE - Grid 3,3

Mean absolute error for decision trees and random forests for grid size = (3,3) is plotted against target offset hours.

RMSE - Grid 3,3

Root mean squared error for decision trees and random forests for grid size = (3,3) is plotted against target offset hours.

R-squared vs Grid sizes

Bar graph depicting a comparison between R squared values of different models for all grid sizes is shown.

MAE vs Grid sizes

Bar graph depicting a comparison between Mean absolute error of different models for all grid sizes is shown.

RMSE vs Grid sizes

Bar graph depicting a comparison between root mean squared error of different models for all grid sizes is shown.