Thank you so much, Rick! Really Appreciated I have post my program and sample data to SAS/IML Software and Matrix Computations in the link below: https://communities.sas.com/t5/SAS-IML-Software-and-Matrix/Use-a-funnel-plot-to-visualize-rates/m-p/758648#M5565