Abstract: In non-limiting examples of the present disclosure, systems, methods and devices for assisting with providing dataset insights associated with datasets are presented. A dataset and a query relating to the dataset may be received. The dataset may be processed to determine metadata that describes one or more properties of the dataset. The dataset, the determined metadata, and the user query may be provided to one or more modular recommendation elements for processing into an insight result that indicates a result from data analysis directed to the query. The insight result may be transferred in a portable format for use by the productivity application in displaying one or more insight objects based on the insight result.

Abstract: In non-limiting examples of the present disclosure, systems, methods and devices for assisting with providing dataset insights associated with datasets are presented. A dataset and a query relating to the dataset may be received. The dataset may be processed to determine metadata that describes one or more properties of the dataset. The dataset, the determined metadata, and the user query may be provided to one or more modular recommendation elements for processing into an insight result that indicates a result from data analysis directed to the query. The insight result may be transferred in a portable format for use by the productivity application in displaying one or more insight objects based on the insight result.

Abstract: Technologies are described herein for recalculating data-bound vector graphics on a server computer. A drawing program allows formulas to define how external data is utilized modify the attributes of a shape. When a request is received to publish a drawing to a server computer, any formulas are converted to server-optimized formulas. Once the formulas have been converted to server-optimized formulas, a published drawing is generated that includes the server-optimized formulas, a representation of the drawing in a vector format, and data identifying bindings between shapes within the drawing and external data. When a request to view the published drawing is received, the data bindings for the drawing are refreshed. The server-optimized formulas are then recalculated using updated values to generate new values for the shape attributes. The vector representation of the drawing is then updated with the new values and rasterized for display in a browser.