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Computer software for dynamic decentralized real time data mining combining local agent based modeling at remote data sources and global modeling across data sources via distributed modeling using extended graphical mathematical models for use in applications such as analyzing, monitoring, modeling, diagnosing real-world systems, namely, mechanical systems, virtual systems, biological systems, financial systems or natural ecosystems, using data manipulation in conjunction with extended graphical mathematical models for predictive analytics, strategy discovery optimization, process change recognition, optimization, process visualization and process understanding