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We conclude that wavelet-based non-linear models are a better fit, and large-scale climate indices based hydrological extremes prediction is an essential requirement for deciphering the esoteric nature of the Indian monsoon. The present work aims to contribute towards efficient water resources management under the pre-text of Indian hydrological extremes, which will be crucial and critical day by day for boosting Indian rain-dependent agriculture, as well as water supply and security.Interstitial lung disease is an overarching term for a