1. Emanuel, K. Assessing the present and future probability of hurricane Harvey’s rainfall. Proc. Natl Acad. Sci. USA 114, 12681–12684 (2017).

2. Jan van Oldenborgh, G. et al. Attribution of extreme rainfall from Hurricane Harvey, August 2017. Environ. Res. Lett. 12, 124009 (2017).

3. Risser, M. D. & Wehner, M. F. Attributable human-induced changes in the likelihood and magnitude of the observed extreme precipitation during hurricane Harvey. Geophys. Res. Lett. 44, 12457–12464 (2018).

4. Czajkowski, J., Villarini, G., Montgomery, M., Michel-Kerjan, E. & Goska, R. Assessing current and future freshwater flood risk from North Atlantic tropical cyclones via insurance claims. Sci. Rep. 7, 41609 (2017).

5. Smith, J. A. et al. The regional hydrology of extreme floods in an urbanizing drainage basin. J. Hydrometeorol. 3, 267–282 (2002).

6. Smith, J. A. et al. Extraordinary flood response of a small urban watershed to short-duration convective rainfall. J. Hydrometeorol. 6, 599–617 (2005).

7. Bounoua, L., Nigro, J., Zhang, P., Thome, K. & Lachir, A. Mapping urbanization in the United States from 2001 to 2011. Appl. Geogr. 90, 123–133 (2018).

8. Johnson, S. L. & Sayre, D. M. Effects of Urbanization on Floods in the Houston, Texas Metropolitan Area. Report No. 73-3, https://pubs.er.usgs.gov/publication/wri733 (US Geological Survey, 1973).

9. Liscum, F. Effects of Urban Development on Stormwater Runoff Characteristics for the Houston, Texas, Metropolitan Area. Report No. 2001-4071, https://pubs.er.usgs.gov/publication/wri014071 (US Geological Survey, 2001).

10. Khan, S. D. Urban development and flooding in Houston Texas, inferences from remote sensing data using neural network technique. Environ. Geol. 47, 1120–1127 (2005).

11. Zhu, L., Quiring, S. M., Guneralp, I. & Peacock, W. G. Variations in tropical cyclone-related discharge in four watersheds near Houston, Texas. Clim. Risk Manage. 7, 1–10 (2015).

12. Muñoz, L. A., Olivera, F., Giglio, M. & Berke, P. The impact of urbanization on the streamflows and the 100-year floodplain extent of the Sims Bayou in Houston, Texas. Int. J. River Basin Manage. 16, 61–69 (2018).

13. Ntelekos, A. A. et al. Extreme hydrometeorological events and the urban environment: dissecting the 7 July 2004 thunderstorm over the Baltimore MD metropolitan region. Wat. Resour. Res. 44, W08446 (2008).

14. Niyogi, D., Lei, M., Kishtawal, C., Schmid, P. & Shepherd, M. Urbanization impacts on the summer heavy rainfall climatology over the eastern United States. Earth Interact. 21, 1–17 (2017).

15. Niyogi, D. et al. Urban modification of thunderstorms: an observational storm climatology and model case study for the Indianapolis urban region. J. Appl. Meteorol. Climatol. 50, 1129–1144 (2011).

16. Oke, T. R. The energetic basis of the urban heat island. Q. J. R. Meteorol. Soc. 108, 1–24 (1982).

17. Shepherd, J. M., Carter, M., Manyin, M., Messen, D. & Burian, S. The impact of urbanization on current and future coastal precipitation: a case study for Houston. Environ. Plann. B 37, 284–304 (2010).

18. Baik, J.-J., Kim, Y.-H. & Chun, H.-Y. Dry and moist convection forced by an urban heat island. J. Appl. Meteorol. 40, 1462–1475 (2001).

19. Voogt, J. A. & Oke, T. R. Thermal remote sensing of urban climates. Remote Sens. Environ. 86, 370–384 (2003).

20. Shepherd, J. M. A review of current investigations of urban-induced rainfall and recommendations for the future. Earth Interact. 9, 1–27 (2005).

21. Sharma, A. et al. Urban meteorological modeling using WRF: a sensitivity study. Int. J. Climatol. 37, 1885–1900 (2017).

22. Salamanca, F., Martilli, A., Tewari, M. & Chen, F. A study of the urban boundary layer using different urban parameterizations and high-resolution urban canopy parameters with WRF. J. Appl. Meteorol. Climatol. 50, 1107–1128 (2011).

23. Villarini, G. et al. Flood frequency analysis for nonstationary annual peak records in an urban drainage basin. Adv. Water Resour. 32, 1255–1266 (2009).

24. Paciorek, C. J., Stone, D. A. & Wehner, M. F. Quantifying uncertainty in the attribution of human influence on severe weather. Preprint at https://arxiv.org/abs/1706.03388 (2017).

25. Knutson, T. R. et al. Tropical cyclones and climate change. Nat. Geosci. 3, 157–163 (2010).

26. Sobel, A. H. et al. Human influence on tropical cyclone intensity. Science 353, 242–246 (2016).

27. Fang, Z., Dolan, G., Sebastian, A. & Bedient, P. B. Case study of flood mitigation and hazard management at the Texas Medical Center in the wake of tropical storm Allison in 2001. Nat. Hazards Rev. 15, 05014001 (2014).

28. Pielke, R. A. et al. Land use/land cover changes and climate: modeling analysis and observational evidence. WIREs Clim. Chang. 2, 828–850 (2011).

29. Lawrence, D. M. et al. The CCSM4 land simulation, 1850–2005: assessment of surface climate and new capabilities. J. Clim. 25, 2240–2260 (2012).

30. Li, D., Malyshev, S. & Shevliakova, E. Exploring historical and future urban climate in the Earth System Modeling framework: 2. Impact of urban land use over the continental United States. J. Adv. Model. Earth Syst. 8, 936–953 (2016).

31. Jin, S. et al. A comprehensive change detection method for updating the National Land Cover Database to circa 2011. Remote Sens. Environ. 132, 159–175 (2013).

32. Homer, C. et al. Completion of the 2011 National Land Cover Database for the conterminous United States—representing a decade of land cover change information. Photogramm. Eng. Remote Sens. 81, 345–354 (2015).

33. Chen, F. et al. The integrated WRF/urban modelling system: development, evaluation, and applications to urban environmental problems. Int. J. Climatol. 31, 273–288 (2011).

34. Li, D., Bou-Zeid, E., Baeck, M. L., Jessup, S. & Smith, J. A. Modeling land surface processes and heavy rainfall in urban environments: sensitivity to urban surface representations. J. Hydrometeorol. 14, 1098–1118 (2013).

35. Lee, S.-H. et al. Evaluation of urban surface parameterizations in the WRF model using measurements during the Texas Air Quality Study 2006 field campaign. Atmos. Chem. Phys. 11, 2127–2143 (2011).

36. Chen, F., Miao, S., Tewari, M., Bao, J. W. & Kusaka, H. A numerical study of interactions between surface forcing and sea breeze circulations and their effects on stagnation in the greater Houston area. J. Geophys. Res. 116, D12105 (2011).

37. Kusaka, H., Nawata, K., Suzuki-Parker, A., Takane, Y. & Furuhashi, N. Mechanism of precipitation increase with urbanization in Tokyo as revealed by ensemble climate simulations. J. Appl. Meteorol. Climatol. 53, 824–839 (2014).

38. Holst, C. C., Tam, C.-Y. & Chan, J. C. L. Sensitivity of urban rainfall to anthropogenic heat flux: a numerical experiment. Geophys. Res. Lett. 43, 2240–2248 (2016).

39. Zhong, S. et al. Urbanization-induced urban heat island and aerosol effects on climate extremes in the Yangtze River Delta region of China. Atmos. Chem. Phys. 17, 5439–5457 (2017).

40. Paul, S. et al. Increased spatial variability and intensification of extreme monsoon rainfall due to urbanization. Sci. Rep. 8, 3918 (2018).

41. Mesinger, F. et al. North American regional reanalysis. Bull. Am. Meteorol. Soc. 87, 343–360 (2006).

42. Prosdocimi, I., Kjeldsen, T. & Miller, J. Detection and attribution of urbanization effect on flood extremes using nonstationary flood-frequency models. Wat. Resour. Res. 51, 4244–4262 (2015).

43. DeWalle, D. R., Swistock, B. R., Johnson, T. E. & McGuire, K. J. Potential effects of climate change and urbanization on mean annual streamflow in the United States. Wat. Resour. Res. 36, 2655–2664 (2000).

44. Gluck, W. R. & McCuen, R. H. Estimating land use characteristics for hydrologic models. Wat. Resour. Res. 11, 177–179 (1975).

45. Stankowski, S. J. Population density as an indirect indicator of urban and suburban land-surface modifications. US Geol. Surv. Prof. Pap. 800, 219–224 (1972).

46. Villarini, G., Serinaldi, F., Smith, J. A. & Krajewski, W. F. On the stationarity of annual flood peaks in the continental United States during the 20th century. Wat. Resour. Res. 45, W08417 (2009).

47. López, J. & Francés, F. Non-stationary flood frequency analysis in continental Spanish rivers, using climate and reservoir indices as external covariates. Hydrol. Earth Syst. Sci. 17, 3189–3203 (2013).

48. Slater, L. J. & Villarini, G. Evaluating the drivers of seasonal streamflow in the US Midwest. Water 9, 695 (2017).