The Colorado Desert in Joshua Tree National Park looked extremely patchy with respect to plant species distributions. There were large areas clearly dominated by a single species, such as Ocotillo and Cholla. Further, like other desert plants, the plants appeared to be distributed uniformly within patches.
Here’s a beautiful example of a dense patch of Cholla (Cylindropuntia bigelovii).