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The two comments from years ago get at why stepwise regression might not be so helpful for your task. However, it is legitimate to wonder why variables are "insignificant" if the stepwise procedure removes "insignificant" variables. A potential culprit is multicollinearity of your features. In fact, with multicollinearity, we can have a ...

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