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hello everybody my name is Dan and welcome again to machine learning and data science open source spotlight this is a weekly series where I cover great free for use Python repositories which I believe can benefit many people working in this field so today were gonna get right down to it so today I want to show you feature tools feature tools is a Python package which can help you automate your feature extraction and feature engineering process while this is already quite cool I dont think the headline does justice to how great this package really is and what really caught my eye in this package is how well it can handle nested data or multi-table multi-source data and this is what i want to show you today so in this Google collab environment feature tools is already included you can just import it but if you have your own environment deep feature tools lets load our data and this is how it looks like as you can see its not one big table containing all the relevant informat