Chapter 4 Missing values

We use heatmap and vis_miss() to analyze missing values and check whether a pattern exists for missing values and the ratio of missing values in each column.

4.1 Heatmap

4.2 vis_miss() from visdat

From two graphs above, we observe that there is no missing value for all the 1599 red wine records, which is a good start for our data analysis.