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From the output above we notice that some of the factor variables have a level denoted by "? Before we can proceed with the exploratory data analysis EDA and the predictive analysisi later, we have to get rid of the missing values. In general, missing values in R are denoted by NA.

As a side note, here we will briefly explain qhite a box plot is. The top and bottom of the box are the 25th also called first quartile and the 75th percentile also called third quartilerespectively.

The vertical solid black line is the median and the X-like symbol is the mean. The width of the box is equal to the IQR. The filled black dots are the so-called outliersi.

As already stated, the majority of people work between 40 and 45 hours a week, but there is also a considerable amount ciscrete participants who work between 45 and 60 hours per week as well as less than 40 hours a week. As percentages we have the following:. This will complicate unnecessarily the analysis and might lead to overfitting. Hence, it is better to group the native countries into several global regions.

This coarsening of the data also makes the interpretation of the results easier to comprehend. We first define the regions:.

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