Elimination based on p-values Suppose you're trying to predict the gross collection of a movie based on the following five factors:

Suppose you're trying to predict the gross collection of a movie based on the following five factors: 'Budget', 'Average Critic Score', 'Facebook Likes', 'Number of Tweets', and 'Number of Screens'.

You obtained the following p-values for the five variables after fitting a regression line. Assuming you're only using p-value as a criteria to drop the variables and a p-value > 0.05 is not acceptable, which of these variables do you think is not significant in the prediction of gross collections and should be definitely dropped? Only one option is correct.

Budget 0.03
Average Critic Review 0.21
Facebook Likes 0.11
Number of Tweets 0.32
Number of Screens 0.01

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