Classical Decomposition by Moving Averages | |||||
t | Observations | Fit | Trend | Seasonal | Random |
1 | 50 | NA | NA | 1.21501 | NA |
2 | 45 | NA | NA | 0.847248 | NA |
3 | 43 | NA | NA | 1.00654 | NA |
4 | 40 | NA | NA | 0.957074 | NA |
5 | 43 | NA | NA | 1.02562 | NA |
6 | 47 | NA | NA | 1.04769 | NA |
7 | 44 | 47.2285 | 41.0417 | 1.15075 | 0.93164 |
8 | 41 | 42.1708 | 39.7917 | 1.05979 | 0.972236 |
9 | 31 | 35.3423 | 37.75 | 0.936221 | 0.877135 |
10 | 41 | 34.6227 | 35.875 | 0.965092 | 1.18419 |
11 | 40 | 35.2822 | 34.5 | 1.02267 | 1.13372 |
12 | 31 | 25.224 | 32.9167 | 0.766298 | 1.22899 |
13 | 43 | 37.3111 | 30.7083 | 1.21501 | 1.15247 |
14 | 22 | 24.3937 | 28.7917 | 0.847248 | 0.901873 |
15 | 17 | 27.9734 | 27.7917 | 1.00654 | 0.607721 |
16 | 21 | 25.7612 | 26.9167 | 0.957074 | 0.815178 |
17 | 29 | 26.025 | 25.375 | 1.02562 | 1.11431 |
18 | 23 | 25.1882 | 24.0417 | 1.04769 | 0.913126 |
19 | 15 | 26.4192 | 22.9583 | 1.15075 | 0.567768 |
20 | 24 | 23.1388 | 21.8333 | 1.05979 | 1.03722 |
21 | 24 | 19.8947 | 21.25 | 0.936221 | 1.20635 |
22 | 27 | 20.3071 | 21.0417 | 0.965092 | 1.32958 |
23 | 17 | 20.8795 | 20.4167 | 1.02267 | 0.814194 |
24 | 22 | 15.1983 | 19.8333 | 0.766298 | 1.44753 |
25 | 26 | 24.7053 | 20.3333 | 1.21501 | 1.05241 |
26 | 12 | 17.4039 | 20.5417 | 0.847248 | 0.689501 |
27 | 13 | 20.2985 | 20.1667 | 1.00654 | 0.640441 |
28 | 20 | 18.7826 | 19.625 | 0.957074 | 1.06482 |
29 | 15 | 19.7858 | 19.2917 | 1.02562 | 0.758119 |
30 | 23 | 19.7315 | 18.8333 | 1.04769 | 1.16565 |
31 | 27 | 20.9052 | 18.1667 | 1.15075 | 1.29154 |
32 | 17 | 19.4295 | 18.3333 | 1.05979 | 0.874958 |
33 | 22 | 17.9832 | 19.2083 | 0.936221 | 1.22336 |
34 | 16 | 19.3421 | 20.0417 | 0.965092 | 0.827213 |
35 | 20 | 20.5387 | 20.0833 | 1.02267 | 0.973773 |
36 | 8 | 15.5814 | 20.3333 | 0.766298 | 0.513433 |
37 | 24 | 25.5659 | 21.0417 | 1.21501 | 0.938749 |
38 | 18 | 18.2864 | 21.5833 | 0.847248 | 0.984336 |
39 | 28 | 21.5986 | 21.4583 | 1.00654 | 1.29638 |
40 | 25 | 20.4575 | 21.375 | 0.957074 | 1.22205 |
41 | 11 | 22.4781 | 21.9167 | 1.02562 | 0.489366 |
42 | 33 | 23.5294 | 22.4583 | 1.04769 | 1.4025 |
43 | 34 | 26.4192 | 22.9583 | 1.15075 | 1.28694 |
44 | 23 | 24.7726 | 23.375 | 1.05979 | 0.928445 |
45 | 13 | 22.0012 | 23.5 | 0.936221 | 0.590877 |
46 | 23 | 22.2775 | 23.0833 | 0.965092 | 1.03243 |
47 | 26 | 24.1606 | 23.625 | 1.02267 | 1.07613 |
48 | 15 | 18.5189 | 24.1667 | 0.766298 | 0.809984 |
49 | 29 | 28.5528 | 23.5 | 1.21501 | 1.01566 |
50 | 23 | 19.9456 | 23.5417 | 0.847248 | 1.15314 |
51 | 26 | 24.5344 | 24.375 | 1.00654 | 1.05974 |
52 | 17 | 23.8072 | 24.875 | 0.957074 | 0.714069 |
53 | 32 | 25.6404 | 25 | 1.02562 | 1.24803 |
54 | 25 | 26.7597 | 25.5417 | 1.04769 | 0.934239 |
55 | 26 | 29.8235 | 25.9167 | 1.15075 | 0.871795 |
56 | 32 | 28.3494 | 26.75 | 1.05979 | 1.12877 |
57 | 24 | 26.7213 | 28.5417 | 0.936221 | 0.89816 |
58 | 24 | 28.8723 | 29.9167 | 0.965092 | 0.831245 |
59 | 28 | 31.4472 | 30.75 | 1.02267 | 0.890383 |
60 | 26 | 23.8191 | 31.0833 | 0.766298 | 1.09156 |
61 | 27 | 38.2223 | 31.4583 | 1.21501 | 0.706393 |
62 | 45 | 26.7589 | 31.5833 | 0.847248 | 1.68168 |
63 | 47 | 31.8737 | 31.6667 | 1.00654 | 1.47457 |
64 | 29 | 30.5067 | 31.875 | 0.957074 | 0.95061 |
65 | 40 | 32.7342 | 31.9167 | 1.02562 | 1.22196 |
66 | 25 | 33.1768 | 31.6667 | 1.04769 | 0.753538 |
67 | 35 | 36.3444 | 31.5833 | 1.15075 | 0.963009 |
68 | 26 | 32.6769 | 30.8333 | 1.05979 | 0.79567 |
69 | 32 | 27.1114 | 28.9583 | 0.936221 | 1.18032 |
70 | 21 | 27.1834 | 28.1667 | 0.965092 | 0.77253 |
71 | 32 | 28.3365 | 27.7083 | 1.02267 | 1.12928 |
72 | 16 | 20.9136 | 27.2917 | 0.766298 | 0.765054 |
73 | 35 | 33.2104 | 27.3333 | 1.21501 | 1.05389 |
74 | 19 | 23.5817 | 27.8333 | 0.847248 | 0.805708 |
75 | 28 | 28.3089 | 28.125 | 1.00654 | 0.989089 |
76 | 29 | 26.9975 | 28.2083 | 0.957074 | 1.07417 |
77 | 29 | 29.1018 | 28.375 | 1.02562 | 0.996501 |
78 | 26 | 30.0338 | 28.6667 | 1.04769 | 0.865692 |
79 | 35 | 33.7073 | 29.2917 | 1.15075 | 1.03835 |
80 | 38 | 31.308 | 29.5417 | 1.05979 | 1.21375 |
81 | 27 | 27.6965 | 29.5833 | 0.936221 | 0.974851 |
82 | 28 | 28.7517 | 29.7917 | 0.965092 | 0.973855 |
83 | 29 | 31.0637 | 30.375 | 1.02267 | 0.933567 |
84 | 26 | 23.7553 | 31 | 0.766298 | 1.09449 |
85 | 40 | 38.7792 | 31.9167 | 1.21501 | 1.03148 |
86 | 20 | 27.2178 | 32.125 | 0.847248 | 0.734812 |
87 | 28 | 31.706 | 31.5 | 1.00654 | 0.883115 |
88 | 34 | 30.6264 | 32 | 0.957074 | 1.11015 |
89 | 38 | 33.8453 | 33 | 1.02562 | 1.12276 |
90 | 32 | 34.923 | 33.3333 | 1.04769 | 0.916302 |
91 | 51 | NA | NA | 1.15075 | NA |
92 | 27 | NA | NA | 1.05979 | NA |
93 | 23 | NA | NA | 0.936221 | NA |
94 | 44 | NA | NA | 0.965092 | NA |
95 | 37 | NA | NA | 1.02267 | NA |
96 | 26 | NA | NA | 0.766298 | NA |