Should the column be kept from which range column was extracted?

I’m creating a Neural Network model to predict the price range of laptop. Input would be the configurations of that laptop. But the price range column was created from the price column. If I keep the price column in the input, will my network act bias towards the price column, as it is be totally correlated and price range can be predicted with only the price column without all other configurations.

Here is the data-set. I already removed the price column from which the price_range was extracted. But my colleague suggest, it would be better if I keep price column in the independent variable.