In this webinar we will demo online purchase data from a web retailer and demonstrate how Topological Data Analysis is able to quickly characterize fraudulent transactions based on highly dimensional machine data. The software quickly identified over 5,000 Fraudulent Transactions not caught by the current Fraud-detection system. Additionally, new rules from subtle signals in the data were identified for previously undetected fraud.