Why is Numpy random.uniform not so uniform?

I want to create random points between 0.00001 to 100000 and I tried to use the following code

np.random.uniform(0.00001,100000,100)

I have two problems. The first problem is that I would like to have a random-seed like random_state = 123 such that I can replicate my code. The second problem is related to the uniformness of the random.uniform. Despite the name of the function the array does not seem to be drawn from a uniform distribution (see picture).