I hope to forecast swine population using last 30 years of census data. The original time series has 81 time points (from 1937-2017) and I have already worked out the ACF correlogram (attached hereto) in order to identify the minimum number of lags required to do a meaningful forecasting. I want to confirm whether considering last 3o years data is adequate or not.

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