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This problem featured here seemed interesting and it was a good place for me to try something new because of the mix of categorical and continuous data fields. I implemented a feature ranking algorithm featured here. It is a filter wrapper approach that measures the importance of each feature and ranks them accordingly.
The results I got and all of the code is featured in the following notebook