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Additional tests using shorter temporal aggregation windows of 10 or 5 min around each nominal analysis hour showed that POD remained almost unchanged, while the FAR and CSI were slightly degraded, reflecting increased mismatches between Cloudnet observations and ERA5 reanalysis at finer temporal scales

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