Question: Perform in R, using cross-validation methods, compare and explain the choice of the best forecast model for this uptrend and seasonality time series below in

Perform in R, using cross-validation methods, compare and explain the choice of the best forecast model for this uptrend and seasonality time series below in the next 8 quarters.

Quarter Production
1956 Q1 3923
1956 Q2 4436
1956 Q3 4806
1956 Q4 4418
1957 Q1 4339
1957 Q2 4811
1957 Q3 5259
1957 Q4 4735
1958 Q1 4608
1958 Q2 5196
1958 Q3 5616
1958 Q4 4977
1959 Q1 4883
1959 Q2 5744
1959 Q3 6035
1959 Q4 5514
1960 Q1 5387
1960 Q2 6211
1960 Q3 6659
1960 Q4 5983
1961 Q1 5709
1961 Q2 6458
1961 Q3 6875
1961 Q4 6162
1962 Q1 6098
1962 Q2 7075
1962 Q3 7595
1962 Q4 6882
1963 Q1 6707
1963 Q2 7874
1963 Q3 8555
1963 Q4 7503
1964 Q1 7469
1964 Q2 8829
1964 Q3 9513
1964 Q4 8415
1965 Q1 8270
1965 Q2 9503
1965 Q3 10306
1965 Q4 9077
1966 Q1 8650
1966 Q2 10180
1966 Q3 11234
1966 Q4 9836
1967 Q1 9489
1967 Q2 10991
1967 Q3 12170
1967 Q4 10470
1968 Q1 10089
1968 Q2 11858
1968 Q3 13198
1968 Q4 11413
1969 Q1 11136
1969 Q2 13040
1969 Q3 14248
1969 Q4 12762
1970 Q1 12328
1970 Q2 14493
1970 Q3 15661
1970 Q4 13781
1971 Q1 13299
1971 Q2 15230
1971 Q3 16667
1971 Q4 14484
1972 Q1 13838
1972 Q2 15919
1972 Q3 17149
1972 Q4 15564
1973 Q1 15024
1973 Q2 17064
1973 Q3 18512
1973 Q4 16467
1974 Q1 16249
1974 Q2 18515
1974 Q3 20377
1974 Q4 17681
1975 Q1 16692
1975 Q2 19184
1975 Q3 20078
1975 Q4 18260
1976 Q1 18023
1976 Q2 20234
1976 Q3 22272
1976 Q4 19684
1977 Q1 19031
1977 Q2 21545
1977 Q3 23270
1977 Q4 20107
1978 Q1 20084
1978 Q2 22634
1978 Q3 24494
1978 Q4 21396
1979 Q1 21323
1979 Q2 23644
1979 Q3 25994
1979 Q4 22802
1980 Q1 22604
1980 Q2 24510
1980 Q3 26690
1980 Q4 24132
1981 Q1 23639
1981 Q2 26320
1981 Q3 28345
1981 Q4 24890
1982 Q1 24675
1982 Q2 27122
1982 Q3 28590
1982 Q4 25371
1983 Q1 24687
1983 Q2 27285
1983 Q3 29290
1983 Q4 26684
1984 Q1 26641
1984 Q2 29042
1984 Q3 31876
1984 Q4 28357
1985 Q1 28114
1985 Q2 30843
1985 Q3 33175
1985 Q4 29658
1986 Q1 29518
1986 Q2 32017
1986 Q3 34390
1986 Q4 31065
1987 Q1 31039
1987 Q2 33712
1987 Q3 35850
1987 Q4 33111
1988 Q1 33140
1988 Q2 34664
1988 Q3 37170
1988 Q4 35352
1989 Q1 34948
1989 Q2 37382
1989 Q3 40171
1989 Q4 36561
1990 Q1 37006
1990 Q2 39217
1990 Q3 41205
1990 Q4 37856
1991 Q1 37713
1991 Q2 38944
1991 Q3 41238
1991 Q4 37800
1992 Q1 38024
1992 Q2 39466
1992 Q3 41934
1992 Q4 38185
1993 Q1 38930
1993 Q2 40822
1993 Q3 42198
1993 Q4 40222
1994 Q1 39177
1994 Q2 40215
1994 Q3 42855

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