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The study examines how human activity is influencing how heavy rainfall becomes in Northern Hemisphere. Researchers showed the correlation by comparing rainfall totals over the past fifty years to multiple climate models.

#16, looks like they did look at precipitation totals in that study. What makes you think they don't have precipitation data? That's a standard measurement at a weather station.