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The_Zimnat_Insurance_Assurance is a hackathon organized by Zindi platform which started the 22nd Mai 2020 and finished the 24th Mai 2020. Our task consists of predicting either an assurance policy will lapse in 2020 based on data of policies which lapsed or not in 2017,2018,2019.