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[Music] so youve just received a new ili report from the vendor one of the first questions we want to answer is whether the data in this report is reliable and ready for use in analysis and decision making historically this can require a time-consuming manual verification process along with a series of costly validation digs to confirm the tool vendors anomaly identification and sizing when new inline inspection data is ingested into the cognitive integrity management platform it goes through hundreds of data validation and quality checks automatically anomalies are classified using our machine learning models that have been trained on tens of millions of historical ili records the newly received ili data is algorithmically aligned to all of our existing data at the individual anomaly level providing a feature by feature and pit to pit match between each and every feature fitting and anomaly in the current data set against every historical measurement and previous repair what this al