US Patent 11392608 Analyzing marks in visualizations based on dataset characteristics

Embodiments are directed to managing visualizations of data. Visualizations that include one or more marks associated with values from a data source may be provided. A mark-of-interest may be determined from the one or more marks. Assessment models may be employed to generate assessment results for the assessment models based on the mark-of-interest and the data from the data source such that each assessment result may be associated with scores that may be based on a best fit to the data from the data source and a value of the mark-of-interest. The assessment results may be rank ordered based on their association with the scores. A report that includes the rank ordered list of the assessment results may be provided.