The formula this page uses
D_u f = ∇f · u, where ∇f = (∂f/∂x, ∂f/∂y) and u = v / |v|
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D_u f = ∇f · u, where ∇f = (∂f/∂x, ∂f/∂y) and u = v / |v|
The function and point
Because D_u f is a rate per unit of distance travelled. If u were twice as long you would be measuring rise over two steps and calling it one, which is why (3, 4) unnormalised gives 40 instead of 8.
You are moving along a level curve, so the height is momentarily unchanged. That happens exactly when the direction is perpendicular to the gradient, which is the second worked example above.
A partial derivative is a directional derivative in one of the two axis directions. The table shows it directly: u = (1, 0) returns 4, which is ∂f/∂x, and u = (0, 1) returns 7, which is ∂f/∂y.
Yes, and it simply means the surface drops off in that direction. The most negative value possible is −|∇f|, reached by walking exactly opposite the gradient, which here gives −8.062.