Short interest is the number of shares that have been sold short but have not yet been covered or closed out. A decrease in short interest can signal that investors have become more bullish on the stock. In the case of Parker Hannifin, the short percent of float has fallen 18.71%, which could indicate a more bullish sentiment towards the stock.