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Dr. Nitin demonstrates how to create a chart with explanation column as data labels without showing numbers. By selecting specific options, you can customize the labels based on text in a specific column. There are additional options for data labels or data callouts, providing flexibility in visualizing data on the chart. Refine the data labels further by accessing data label options.