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The built-in data is then utilized to work out effectiveness metrics, operate predictive models, and update Azure electronic Twin and ADX, enabling the identification of pumps more likely to are unsuccessful as well as estimation of their remaining valuable everyday living. Together with keeping away from All those process characteristics and oper