Flexible Interactive Data Visualization Enabled by Dynamic Attributes

A method and system are provided for interactive data visualization. The method includes analyzing a data source used with an initial query to identify a set of default categories available for user selection. The method further includes dynamically determining pre-set values for categorical portions and numerical portions of vocabularies for user selection using data analytics on the data source. The method also includes providing the user with a capability to specify other values for the portions. The method additionally includes dynamically generating multiple sub-queries to the data source for the values for the portions, wherein at least one of the multiple sub-queries is dynamically generated for at least one of the other values specified by the user. The method further includes combining result sets for the multiple sub-queries. The method also includes generating a data visualization of the combined result sets and displaying the data visualization.