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This study uses a complex temporal networks approach to analyze patterns of violence across municipalities, focusing on crimes such as homicide, sexual assault, discrimination, and armed robbery. Using data spanning 6 years (2015\u20132021), this study builds temporal networks to find fundamental patterns and trends in violence. Then, using advanced network analysis techniques, including robustness assessment and influence quantification, key influential municipalities were identified within the violence network. 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