Generating a file with integral dynamic reports from queries to an external database

Records in databases or unstructured files are enriched with metadata and are indexed for retrieval by a search engine. In response to a search request, a graphical user interface (GUI) control based on the metadata associated with the search hits is constructed and displayed with the search results in a standard view. Selection of a metadata value via the GUI control filters the previously matched records down to those matching the value selected via the GUI control. The metadata in the search results is arranged in a tabular view which is embedded in the display of search results and rendered invisible until selected by the user. Reports can be constructed from an identifier each returned record set for presenting, analyzing and modifying the data, and for generating further reports.