Before revision:  Monte Carlo simulations suggest that inference based on either asymptotic normality and our variance estimator or the pigeonhole bootstrap may be accurate even with a very small number of clustersin each dimension .
After revision:  Monte Carlo simulations suggest that inference based on our two preferred methods may be accurate even with a very small number of clustersin each dimension .