Transpose of matrices

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I have been trying to find an intuition for the transpose of a matrix. I have also read the posts in mathstackexhange but unfortunately it couldn’t help me.Can anyone please explain what is the idea behind the transpose of a matrix specially in linear algebra and operator theory? Thanks for consideration.