A researcher attempts to study the effect of aviation connectivity on innovation using regression analysis. They gathered the following data in 2015, including inventors, the total number of inventors located in city i for patents registered in 2015, connectivity, a measure of global connectivity through aviation networks of city i's airports, Personal Income, the total personal income recorded for 2015 in City i, and Population, the level of population in 2015 in city i.

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