What does it mean to integrate a partial derivative in the "other" direction?

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Intro:

A continuous, differentiable function $F(x,y)$ can be pictured as a surface over the $(x,y)$ plane. At each point in space, we could plot another function $\frac{\partial F}{\partial y}(x,y)$, which would give us another surface.

By integrating this derivative in $y$ direction, we get changes in height to the actual function $F$ due to motion in the $y$ direction. However, what do we get by integrating this derivative in the $x$ direction, and why?


Part I Understand:

Say at some point $(x_0,y_0)$, we hold $x=x_0$, and compute the integral: $$\int_{y_0}^{y_1}{\frac{\partial F}{\partial y}(x,y)\Bigr\rvert_{x = x_0}dy}$$

This would give us an area under a slice of the graph of $\frac{\partial F}{\partial y}(x,y)$, which would correspond to a change in height in the graph of $F(x,y)$ due to moving solely in the $y$ direction.


Part I'm Having Trouble Understanding:

Say that starting at some point $(x_0,y_0)$, we hold $y=y_0$ constant, and compute the integral: $$\int_{x_0}^{x_1}{\frac{\partial F}{\partial y}(x,y)\Bigr\rvert_{y = y_0}dx}$$

This would give us an area under a slice of the graph of $\frac{\partial F}{\partial y}(x,y)$, but an area of a slice taken in the $x$ direction. I'm told that this would correspond to the rate of change of the area given by...

$$\int_{x_0}^{x_1}{F(x,y)\Bigr\rvert_{y = y_0}dx}$$

...with respect to the $y$ direction. However, I'm having trouble intuitively understanding this...or picturing it. Any and all help would be greatly appreciated!

Thanks!