Timing of floods in southeastern China: Seasonal properties and potential causes

•New findings of different seasonality and probability behaviors for floods and extreme precipitation.•Novel light on spatial heterogeneity of floods and extreme precipitation in coastal regions.•Differentiation of causes behind floods based on precipitation and tropical cyclones.