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In the last few years alone, billions of email addresses, passwords and other personally identifiable information have been exposed on the dark web. As a result, criminals have harvested this data to execute sophisticated attacks designed to take over existing accounts or fraudulently open new ones. These acts are estimated to cost US firms over $5bn annually.