Classical Decomposition by Moving Averages
t	Observations	Fit	Trend	Seasonal	Random
1	88	NA	NA	1.06724	NA
2	90	NA	NA	1.07048	NA
3	82	NA	NA	1.08021	NA
4	75	NA	NA	1.03632	NA
5	79	NA	NA	1.00838	NA
6	70	NA	NA	0.925103	NA
7	71	74.8192	83.5	0.896038	0.948954
8	75	75.8808	84.4167	0.898884	0.988393
9	89	86.7725	85.5	1.01488	1.02567
10	92	89.4989	87.2083	1.02627	1.02795
11	94	88.6669	89.0417	0.995792	1.06015
12	90	89.0121	90.7917	0.9804	1.0111
13	102	98.8085	92.5833	1.06724	1.0323
14	98	100.848	94.2083	1.07048	0.971755
15	100	103.295	95.625	1.08021	0.968101
16	98	100.567	97.0417	1.03632	0.974479
17	100	99.1573	98.3333	1.00838	1.0085
18	91	92.2019	99.6667	0.925103	0.986964
19	93	90.5745	101.083	0.896038	1.02678
20	92	92.2479	102.625	0.898884	0.997312
21	106	106.055	104.5	1.01488	0.999479
22	109	109.126	106.333	1.02627	0.998843
23	108	107.504	107.958	0.995792	1.00461
24	108	107.517	109.667	0.9804	1.00449
25	118	118.953	111.458	1.06724	0.991992
26	119	121.277	113.292	1.07048	0.981226
27	124	124.269	115.042	1.08021	0.997835
28	118	120.732	116.5	1.03632	0.977374
29	119	118.569	117.583	1.00838	1.00364
30	113	109.702	118.583	0.925103	1.03007
31	114	107.301	119.75	0.896038	1.06244
32	115	108.69	120.917	0.898884	1.05805
33	125	123.816	122	1.01488	1.00956
34	125	126.145	122.917	1.02627	0.990922
35	118	123.105	123.625	0.995792	0.958533
36	122	121.529	123.958	0.9804	1.00388
37	132	132.071	123.75	1.06724	0.999464
38	133	131.848	123.167	1.07048	1.00874
39	136	132.326	122.5	1.08021	1.02777
40	128	126.345	121.917	1.03632	1.0131
41	126	122.476	121.458	1.00838	1.02877
42	114	111.86	120.917	0.925103	1.01913
43	108	107.749	120.25	0.896038	1.00233
44	107	107.491	119.583	0.898884	0.995428
45	117	120.517	118.75	1.01488	0.970814
46	119	120.928	117.833	1.02627	0.984054
47	113	116.3	116.792	0.995792	0.971624
48	114	113.277	115.542	0.9804	1.00638
49	124	122.021	114.333	1.06724	1.01622
50	125	121.143	113.167	1.07048	1.03184
51	124	121.163	112.167	1.08021	1.02341
52	118	115.291	111.25	1.03632	1.0235
53	111	111.258	110.333	1.00838	0.997682
54	99	101.029	109.208	0.925103	0.979917
55	94	96.4361	107.625	0.896038	0.974739
56	93	95.2817	106	0.898884	0.976053
57	107	105.971	104.417	1.01488	1.00971
58	107	105.577	102.875	1.02627	1.01348
59	103	100.948	101.375	0.995792	1.02032
60	97	98.04	100	0.9804	0.989392
61	103	105.612	98.9583	1.06724	0.975267
62	107	104.729	97.8333	1.07048	1.02168
63	104	104.195	96.4583	1.08021	0.998127
64	101	98.3644	94.9167	1.03632	1.02679
65	92	94.1995	93.4167	1.00838	0.976651
66	85	85.0709	91.9583	0.925103	0.999166
67	83	NA	NA	0.896038	NA
68	77	NA	NA	0.898884	NA
69	90	NA	NA	1.01488	NA
70	87	NA	NA	1.02627	NA
71	87	NA	NA	0.995792	NA
72	78	NA	NA	0.9804	NA