In our endeavour to accomplish the characterisation of the obtained microstructures using statistical methods, we developed an end to end workflow to analyse the particle data obtained from LAMMPS. This began with an in-house code to voxelise the LAMMPS output files into a 3dimensional stack of tiff images. We then utilised the PoreSpy toolkit, which is a combination of tools wrapped around a general purpose python image analysis toolkit scikit-image . We used PoreSpy to analyse the porosity, porosity profile, pore size distribution, three phase length, tortuosity factor, surface area, phase fractions, fractal dimension, chord length distribution and two-point correlations of the final structures derived from the simulations.