Abstract: Reductions in latencies and improvements in computational efficiency when analyzing data stored in a relational graph by integrating analytical capabilities into graph queries. Instead of a user having to run a graph query and then perform analytics on the resulting subgraph via separate requests, the user is enabled to run analytics at the time the graph query is run via a single request to the database maintaining the relationship graph, which improves the computationally efficiency of analyzing relational graphs and thereby improves the functionality of the computing devices hosting the relational graphs and running the queries and analytics.

Abstract: Relevance based dynamic hashtag navigation is provided. A communication application searches communications to identify hashtags associated with the communications. A relevance score is computed for each hashtag based on a relevance criteria associated with the hashtags. The hashtags are ranked based on the relevance score. Next, the ranked hashtags are presented in a navigation user interface.