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\label{fig:casida_parallelization}  Distribution of matrix elements to be calculated among the columns, using Hermiticity of the response matrix. The columns are then distributed among the available MPI groups for electron-hole parallelization. The number of matrix elements to be calculated per column is equal for an odd size, and uneven for an even size.