examples about how data visualizations using R can help in assessing data cleanliness and finding

After reading chapter 3 in the textbook, specifically section (3.2), there would have been many examples about how data visualizations using R can help in assessing data cleanliness and finding dirty data in our dataset during data exploration and analysis. Provide a that . Please provide the that explains how visualization helps in capturing or determining the existence of dirty data.