Execute many seems to be very slow with deletion (Insertion is fine) and I was wondering if anyone knows why it takes so long. Consider the code below: And the following time results (timeit was giving funny data so :/) from IPython: And just for the sake of completeness here are the timeit results (but I think timeit is broken