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.

Modular data insight handling for user application data

An electronic processor implemented method of providing results for a dataset. The method includes receiving the dataset and a user query relating to the dataset. The method further includes determining a language associated with a language-dependent data element in the dataset, and converting, based on the determined language, the language-dependent data element into a numerical representation of the language-dependent data element and assigning a classification to the numerical representation of the language-dependent data element. The method further includes generating an insight result based on the user query and the dataset including the numerical representation of the language-dependent data element and the assigned classification. The insight result includes at least one result from a data analysis of the dataset based on the user query. The method further includes outputting the insight result to a user interface.

Language agnostic data insight handling for user application data

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Language agnostic data insight handling for user application data