In the present article, we introduce a new true integer valued autoregressive model of order one TPDINAR(1) for data sets on Z and either positive or negative correlations based Poisson difference (Skellam) marginal distribution using random walk variable (It). Properties are derived. We consider several methods estimating unknown parameters model, their properties discussed. Simulations carrie...