The second half of 2018 witnessed considerable liquidity constraints owing to various factors including some Public Sector Banks under PCA framework, stress in the NBFC sector, as also due to expansion of currency in circulation in quarter 3 of the fiscal year - fueled by wedding season, festivals, forex interventions following higher oil prices and FPI outflows, and tax outflows.