Mean distance between two points in a square polar coordinates conversion

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In this video, around the 5:20 mark, YouTuber MindYourDecisions converts the double integral from rectangular coordinates to polar coordinates so as to make the evaluation easier.

However, I fail to see how he managed to get the limits on the radius as $0$ and $\frac{1}{\cos\theta}$. Since the length of the adjacent side is always $1$, shouldn't the limits be $1\leq r \leq \sec\theta$?

The same result is obtained in this article. Thanks for any input. Sorry that I'm not seeing this.

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For a vertical line we have the equation

$$ x=1 $$

But in polar coordinates $x=r \cos(\theta)$. Our equation becomes

$$ r \cos(\theta)=1 $$

$$ r = 1 / \cos(\theta)$$

The integration region includes the origin. The radius of the origin is $0$. $r$ is also nonnegative. Therefore the smallest value of $r$ is $0$.