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Techniques for analyzing the relationship between one (or more) "dependent" variables and "independent" variables.

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Using multiple regression model from training set to predict test data in R

Actually, you don't need to create new_data_set. Instead, simply use your_data_test to get pred since your_model (LM) restricts to its entries (2 variables as mentioned above).
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