The quake occurred at 6.53 am.
According to the Regional Seismological Centre here, the epicentre was in Assam's Darrang district.
Besides Meghalaya and Assam, tremors were also felt in Manipur, Nagaland and Arunachal Pradesh.
India's northeast is considered the sixth major earthquake-prone belt in the world.
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