1. A method for predictive analytics in an electrical grid network implemented at least in part by a computer, comprising: aggregating a plurality of events from an electrical grid network, the plurality of events comprising information related to adverse effects on equipment of the electrical grid network and measurements performed by the equipment; cleansing the plurality of events by modifying the incorrect event based on associated time stamp information; analyzing one or more corrected events to recognize one or more event patterns; serializing the one or more event patterns in a database; and predicting a future event pattern based on a correlation of the plurality of event patterns.