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It is noted that the video source 501 is an example of the video source 222 shown in FIG. 2B. In some implementations, the event candidates include a user press on a doorbell button of a doorbell camera. In some implementations, the event candidates include audio and/or visual aspects. The event categorizer 3148 categorizes the event candidates into different event categories. The user facing frontend 3150 generates event alerts and facilitates review of the events by a reviewer through a review interface on a client device 220.