During the construction of a Voronoi diagram of random points for x-values in range(0,20) and y-values in range(0,6000) the tessellation fails? Is it due to the scale? When the points are constrained to a square, it works just fine, but I can't explain it reasonably. Ahead you'll find both cases.
The code to plot the Voronoi diagram is taken from here.
I attached the cases examples below:


You are looking at the plot of the correct Voronoi diagram. With such a mismatch of scales, you points basically all lie on a vertical line and thus the boundaries between the Voronoi cells are horizontal lines. This can be confusing on a plot with different scales on the axes. Here is an example with a fixed scale for the plot. In the progression of plots, the points generating the Voronoi cells are getting progressively squeezed together in the x direction.
The images above were generated with the following code using scale = 1, 0.33, 0.1, 0.033, 0.01 and 0.0033.
If you want your Voronoi diagram to look "normal" with a mismatched scaling of the axes, you should scale your points before constructing the Voronoi diagram and then scale the results back to your original problem space.