The way we deal with data is better approached through our visual perception than through the sense of what is more beautiful. So, it is more advantageous to understand the perceptual characteristics of data visualization than to notice them through human preferences. Therefore, through this lecture, we aim to build data analysis and graphic communication suitable for practice.