Why did Imam Hussain take a public well known path to karbala rather than a hidden path where the authorities would not see them as far as saying" verily I shall not leave this path"

We can only go by the statements that Imam himself made. Since he said he wanted reform of the ummah he went on a path which would make the ummah realise how dangerous Yazid would be.