| CPC G06F 21/10 (2013.01) [G06N 20/20 (2019.01); H04L 9/3218 (2013.01); H04L 9/50 (2022.05)] | 20 Claims |

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1. A system for detecting fraudulent streaming activity, the system comprising:
a processor; and
memory, the memory storing instructions to cause a processor to execute a method, the method comprising:
extracting streaming data from a blockchain, the streaming data corresponding to play count activity for streaming media;
transforming the extracted streaming data into a format ingestible by a trained machine learning model;
inputting the transformed streaming data into the machine learning model, wherein the machine learning model comprises a trend pool that allows analysis of streaming patterns across multiple streaming platforms to identify discrepancies between the trends across platforms to suggest streaming fraud; and
determining that a particular stream is potentially fraudulent.
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