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25% gain in performance to lower project startup instances with faster access to suitable previous project data for a major US corporation.Machine Learning is starting to become a great tool to research and forecast evacuation conclusion producing in significant scale and smaller scale disasters.Manifold learning algorithms make an effort to do so