As the cyber security landscape dynamically evolves and security professionals work to keep apace, modern-day educators face the issue of equipping a new generation for this dynamic landscape. With cyber-attacks and vulnerabilities substantially increased over the past years in frequency and severity, it is important to design and build secure software applications from the group up. Therefore, defensive secure coding techniques covering security concepts must be taught from beginning computer science programming courses to exercise building secure applications. Using static analysis, this study thoroughly analyzed Java source code in two textbooks used at a collegiate level, with the goal of guiding educators to make a reference of the resources in teaching programming concepts from a security perspective. The resources include the methods of source code analysis and relevant tools, categorized bugs detected in the code, and compliant code examples with fixing the bugs. Overall, the first text revealed a relatively moderate bug rate of approximately 44% of files analyzed contained either regular or security bugs. About 13% of the total bugs found were security bugs and the most common security bug was related to the Pseudo Random security vulnerability. The second text produced a slightly larger bug rate of 53.80% with approximately 8% of security bugs. After combining the texts for an average rate, the total number of security bugs that were likely to appear was roughly 10% percent. This encompasses security bugs such as malicious code vulnerabilities and security vulnerabilities related to exposing or manipulating data in these programs.