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This should mean that my transaction will be in the 2nd block, right ?
Not necessarily. New transactions will be added to the mempool and they may delay the confirmation of your transaction.
Additionally, I go to mempool.space, it gives 3 fees, Low priority, Medium priority and High priority. How do I read them ?
They are just estimations calculated based on network state.