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Many students today experience high levels of stress, anxiety, and mental pressure due to academic workload and personal challenges. However, these issues often go unnoticed because students hesitate to openly talk about their emotional struggles. As a result, early signs of mental distress remain undetected, which can negatively affect students’ well-being and academic performance. Therefore, there is a need for a system that can help identify early mental health warning signs among students.