Can I have a prediction consider specific features?

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How do I increase my linear regression model’s ability to consider a feature into the results? I have two features that both contain the desired outputs from the prediction and I would like to somehow get them to overlap their results. When I check for corr they do not share the same correlating features and when I predict X on each their results are almost contrasting even though predicting ok feature 1 produces more accurate results.