In this study, two statistical debugging algorithms are implemented, SOBER and Cause Isolation, and then the experimental work is carried out on five programs. A language's debugging tools affect how easy it is to inspect, modify, and test your code. A language with a rich, built-in debugging toolset can help you debug your code. In this course you will learn the basics of computer programming and computer science. The concepts you learn apply to all programming languages ​​and will apply. Debugging is an important skill that remains both difficult for beginning programmers to learn and difficult for computer science educators to teach. These challenges persist despite a wealth of significant research on the topic dating back as far as sR R is a statistical programming language specifically designed for data analysis and visualization. It has a wide range of built-in statistical functions and is well suited to managing large data sets. R is also extensible and many third-party packages are available that add additional functionality. This article introduces PASD performance analysis via statistical debugging, a dynamic performance analysis approach based on statistical debugging of kernel-level trace events that can help developers and testers. quickly identifying performance issues in source code. Dynamic performance analysis plays a role. Computer programming languages ​​are becoming more and more essential as our world becomes more and more computerized. This article highlights the importance of factors affecting programming learning difficulties.