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Fig. D.1.

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Reliability diagrams for the pulsar class. Top panels: Two-class classification taking only AGN and pulsar associated 3FGL and 4FGL-DR2 sources into account. Middle panels: Same as the top panels but taking all associated 3FGL and 4FGL-DR2 sources into account. Bottom panels: Three-class classification of 3FGL and 4FGL-DR2 sources.

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