Question

how can you say that the distance of the stone from your hand is the same when we whirl it around

Answer 1

Since when you rotate it, it forms roughly a circle, and as you know, circle has equal distance of periphery fro its centre, here your hand is the centre and the path covered by the stone is its circular trajectory. Therefore having equal distance at all intervals of time.