We create a new benchmark called the Smart-City CCTV Violence Detection dataset (SCVD). Current datasets for violence detection contain videos recorded from phone cameras which could alter the needed CCTV distributions. Furthermore, this dataset contains weaponized violence class so it could be used by DNNs to learn the distribution of any potential weapons and infer for quicker action to be carried out on such by the authorities. This means that our dataset is tuned to the fact that any handheld object which could be used to harm humans and properties could be regarded as a weapon