Which of the following statements about Random Upsampling is TRUE?

Random Upsampling preserves all original observations.

Random Upsampling results in excessive focus on the more frequently$-$occurring class.

Random Upsampling will generally lead to a higher F$1$ score.

Random Upsampling generates observations that were not part of the original data.