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hi everyone welcome back in this tutorial we are going to learn how we can make a comparison between simulated and observed precipitation so for the stimulated precipitation it will be in the sdf file format and for the observed precipitation it will be in the csv file so we can understand simulated precipitation like model output for instance what model and for the observed precipitation from csv5 from the weather stations so the outcome of this tutorial will be an image like this where we have the color shading here uh is the simulated precipitation and overlay by dot observe observe precipitation so each dot point in here stands for each individual weather station and as you can see at each dot part is also have different color so the color bar here stand for both the shaded regions and also the dark pause okay the first thing that we need to do in this tutorial is to load the library theres the number of certain libraries that we need to import it im not going to detail formal i