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In this work we investigated the reproducibility of the resting state functional connectivity patterns across 35 healthy subjects when measured by functional magnetic resonance imaging (fMRI). We observed that the presence of motion artifacts can dramatically improve reproducibility of data, although it does not affect the average results.