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The event categorizer optionally revises event categorization models and results based on the user edits received by the user facing frontend 3150. The server system 164 also includes a video source data database 509, event categorization models database 510, and event data and event masks database 511. In some implementations, each of these databases is part of the server database 316 e. g. , part of data storage database 3160. The server system 164 receives one or more video streams 504 from the video source 501 and optionally receives event candidate information 502 such as event start information e.wireless alarm system home
In accordance with a determination that no user press is being applied on the doorbell button, the first camera mode is activated to bypass the remote chime device and couple the camera module of the doorbell camera 106 to a remote transformer for receiving a power supply therefrom. Conversely, in accordance with a determination that a user press is being applied on the doorbell button, the second doorbell mode is activated to couple both the camera module of the doorbell camera 106 and the remote chime device to the remote transformer. For example, the camera module and the remote chimer device are electrically coupled in series and both powered by the remote transformer at the second doorbell mode, thereby enabling the remote chime device to ring concurrently while the camera module is recording the video information. In some implementations, while the doorbell button is being pressed i. e. , at a second doorbell mode, the camera module of the doorbell camera 106 is electrically decoupled from the transformer, and relies on the battery to provide needed power.