From this morning, the rain will set in all over the country.

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What is the meaning of 'set' in this sentence? Is 'set' used together with 'in' as in this sentence?

Yes, "set in" is a phrasal verb. It means that the rain (storms) will be all over the entire country for a while, maybe several days!