Here are the characteristics matched to the correct individuals:
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Euclid: known as the Father of Geometry
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Aristotle: sought knowledge through observation
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Herodotus: known as the Father of History
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Leader in scientific study: This characteristic does not specifically apply to the individuals listed but could be attributed to Aristotle in a broader sense. However, it is not a traditional identifier for any of the three figures mentioned.