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Comprehensive malware research can be a difficult task. Before reversing and constructing the timeline, the reverser needs a significant set of samples of the malware from multiple stages of its development. Finding similar samples can be quite difficult, as comparing files at scale is computationally expensive and often unfruitful. Naturally, having a problem with scale and malware, we brought out the big guns: machine learning.