To extend your point, time lag is a feature in ARIMA and statistical time series model. What you're doing is looking at autocorrelation base on time lags. That

To extend your point, time lag is a feature in ARIMA and statistical time series model. What you're doing is looking at autocorrelation base on time lags. That's what ACF and PACF graphs is displaying.