Select the features we could best use for the models

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We have to come up with a list of features we think are relevant for the project. The current list was created by Klaas, but could perhaps be altered. Especially the output variable.

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Alternative 1
Use different features per model (which use best for which model?)

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Alternative 2
Select features using the correlation with the output, or at least use such a technique to make some kind of pre-selection?