Final Thesis Dissertation in Fulfillment of our Bachelor of Science in Engineering (B.Sc.Engg) with major in Computer Science and Engineering. This research is entitled Optimized Human-Emotion Detection in Written-Text using Hybrid Machine Learning Classification Algorithm, with codename OEHML Framework.