A period-sequential index algorithm with sigma-pi neural network technology. which is called the (SPNN-PSI) method. is proposed for the prediction of time series datasets. Using the SPNN-PSI method. https://www.macorners.shop/product-category/leather-flip-wallet-phone-case/