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Great presentation Mark! I like the way you describe population based Digital Twins. Infrastructure based digital twins will become more insightful if linked to population based models as you demonstrate. Currently the synthetic population twins use survey data and the development in real time analytics will bring these models closer to the reality of population Digital Twins. What are the challenges in getting hold of and sharing survey data? And what do you foresee as issues in verifying and sharing real-time data?