In some implementations, the multiple streams may include a “primary” stream with a certain resolution and frame rate, corresponding to the raw video captured by the camera 118 or 106, and one or more additional streams. An additional stream may be the same video stream as the “primary” stream but at a different resolution and/or frame rate, or a stream that captures a portion of the “primary” stream e. g. , cropped to include a portion of the field of view or pixels of the primary stream at the same or different resolution and/or frame rate as the “primary” stream. In some implementations, one or more of the streams are sent from the video source 222 directly to a client device 220 e. g. , MAC address and UUID, device specific secrets, and displayed titles;a device information database 3164 for storing device information related to one or more devices such as device profiles 3165, e. g. , device identifiers and hub device specific secrets, independently of whether the corresponding hub devices have been associated with any user account; andan event information database 3166 for storing event information such as event records 3168, e. g. , event log information, event categories, and the like.