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This paper investigates how disinformation and extremist ideas spread with respect to various population parameters, utilizing graph theory and stochastic games to evaluate the efficacy of censorship, punishment, and social welfare. Co-authored with Dogukan Yucel and advised by Dr. Feng Fu for MATH 76: The Mathematics of Misinformation.