The representative nature of the chosen force fields were tested by initialising multiple simulations in order to ensure the statistical convergence of key simulation parameters. Our typical workflow involves a system of ~ 8 × 10 4 particles, however we can consider the force-fields to be valid if upon corraboration in a smaller system, we obtain a close convergence of simulation parameters. In an effort to achieve this, we equilibrated 20 different systems -with unique initial seeds -for 1.5 × 10 6 time-steps and compared their thermodynamic and structural states. From Fig. we can observe a tight convergence of the systems' potential energies across all the simulations, achieving a variance of just 0.19% over 10 6 time-steps. The local and long range radial distribution functions also attest to the statistically comparable nature of the systems across a range of initial random seeds.