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SUBMIT YOUR IDEAI suppose that correlation strength should be evaluated based on absolute value, not just descending order, although doing so will not match solution. In order to fit output, I have to compromise about it anyway...
My solution attached.
Made the selection of the top 10 variables dynamic by using pearson correlation and joining it back in with the original data to dynamically select the top 10 correlated variables.
Had to check the solution to get some clarification, was a little unclear on the directions. Tried to use the 6 teams filtered for training the model and that resulted in an error. Then found out all data is used for training and then just the 6 filtered teams for applying the trained model and making the predictions.