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Bookings without any proper guest information

I have been receiving bookings that seem like fake bookings as the guest phone number provided is invalid and the guests are not replying to emails or msged on the portal as well. 
Since we require 50% advance to confirm the bookings how do we go about this and how do we get credibility for these bookings as these bookings are blocking our calendar .