Abstract: In some implementations, a classification system may receive credentials associated with a data source and may receive, from the data source and using the credentials, a set of structured data including input events and output events. The classification system may filter the set of structured data by applying a first set of rules to generate a filtered set of structured data and may convert the filtered set of structured data to one or more numerical vectors, where a vector space associated with the one or more numerical vectors is infinite-dimensional. The classification system may further cluster the one or more numerical vectors using a first machine learning model to generate one or more clusters. Accordingly, the classification system may determine one or more classifications based on the set of structured data, each of the one or more classifications being associated with a corresponding frequency and a corresponding category.

Abstract: A desk or worksurface arrangement is provided which has a cable management slot along a back edge of the worksurface wherein removable end caps enclose the opposite ends of the slot. The caps retain cabling within the cable management slot but are removable without tools to permit the cabling to be slid out of the slot or past horizontally to an adjacent desk. The end caps may also be fixedly attached to a vertical storage unit to connect the vertical storage unit to the top of the desk arrangement while permitting the vertical storage unit to be removed from the desk without requiring tools.