Mongodb Replica issues - SocketException: Error connecting to 127.0.0.1:27017

Quite possible. There should be trace in the logs.

What are the specs of the machine? What is the data size?

You wrote

and

Does that mean that the 3 mongod servers of your replica set is running on the same machine?

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