I was coding a tic tac toe game where $2$ players play tic tac toe randomly on a given $N$ board size $(N\times N)$. $X$ starts first. If one side gets $N$ consecutive (horizontal/vertical/diagonal) of their symbols, they win. If no one won and there is no more space on the board, it is a draw. I implemented it and give it a go a couple of times. I realized when $N$ gets bigger the draw rate increase a lot even with relatively small $N$'s. For example I couldn't get a single non-draw game with $10\times 10$ board in $20$ games.
My question is, what is the probability of a draw on $N\times N$ tic tac toe board with random play in terms of $N$? or if it is too complicated to express, what is the general relation between $N$ and the draw rate?
P.S: I don't know the answer.