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resuming welcome to our talk uh protecting pii personally identifiable information in data league im shah i have been in industry for over 15 years as a software engineer and i complete by my colleague chandi thank you okay thank you hope everyone is enjoying their time in spark summit i am chandi chintalapati i am working as a senior software engineer in northwestern mutual with over 17 years experience building enterprise level applications okay so before we start i was thinking ill open up with a co with joke or a work from home joke or virtual joke but i think you guys have heard it all and you guys might hear it over the course of submits im not gonna go there before we start our talk i wanted to take two quick minutes and introduce northwestern mutual what do we do at our company so northwestern mutual is a financial services company with a revenue of over 31 billion dollars and it serves 4.6 million clients um its 102 fortune 500 company and we have approximately 11 000 fina