They are celebrating independence day. Change into Passive voice

The independence day is being celebrated by them

The independence day was being celebrated by them

The independence day is celebrated by them

None of these

This is a sentence of Present Continuous Tense

The structure for the present continuous passive is: subject + is/are + being + the past participle.