Classical Decomposition by Moving Averages | |||||
t | Observations | Fit | Trend | Seasonal | Random |
1 | -23.5 | NA | NA | 2.21642 | NA |
2 | 5.9 | NA | NA | -1.22406 | NA |
3 | 8.4 | NA | NA | 1.17832 | NA |
4 | 7.8 | NA | NA | -2.90977 | NA |
5 | 4.8 | NA | NA | -0.847272 | NA |
6 | 3.5 | NA | NA | -0.0978671 | NA |
7 | 8.7 | 6.00213 | 5.45 | 0.552133 | 2.69787 |
8 | 6.8 | 7.11582 | 6.8125 | 0.303323 | -0.315823 |
9 | 6 | 7.50511 | 6.8375 | 0.667609 | -1.50511 |
10 | 3.6 | 7.38189 | 6.825 | 0.556895 | -3.78189 |
11 | 8.7 | 6.4188 | 6.94583 | -0.527034 | 2.2812 |
12 | 8.9 | 7.3063 | 7.175 | 0.1313 | 1.5937 |
13 | 8.1 | 9.46225 | 7.24583 | 2.21642 | -1.36225 |
14 | 7 | 6.04261 | 7.26667 | -1.22406 | 0.957391 |
15 | 7.9 | 8.54499 | 7.36667 | 1.17832 | -0.64499 |
16 | 8 | 4.70689 | 7.61667 | -2.90977 | 3.29311 |
17 | 7.5 | 6.98606 | 7.83333 | -0.847272 | 0.513938 |
18 | 6.3 | 7.72713 | 7.825 | -0.0978671 | -1.42713 |
19 | 7.6 | 8.33963 | 7.7875 | 0.552133 | -0.739633 |
20 | 8.4 | 7.88666 | 7.58333 | 0.303323 | 0.513343 |
21 | 6.8 | 7.94678 | 7.27917 | 0.667609 | -1.14678 |
22 | 8.8 | 6.49439 | 5.9375 | 0.556895 | 2.30561 |
23 | 8.7 | 4.23963 | 4.76667 | -0.527034 | 4.46037 |
24 | 8.7 | 5.0688 | 4.9375 | 0.1313 | 3.6312 |
25 | 7.4 | 7.04142 | 4.825 | 2.21642 | 0.358581 |
26 | 2.8 | 3.20928 | 4.43333 | -1.22406 | -0.409276 |
27 | 4.8 | 5.41999 | 4.24167 | 1.17832 | -0.61999 |
28 | -21.1 | 1.06106 | 3.97083 | -2.90977 | -22.1611 |
29 | 8.5 | 2.15689 | 3.00417 | -0.847272 | 6.34311 |
30 | 9.4 | 1.5563 | 1.65417 | -0.0978671 | 7.8437 |
31 | 1.8 | 1.24797 | 0.695833 | 0.552133 | 0.552034 |
32 | 4.8 | -0.184177 | -0.4875 | 0.303323 | 4.98418 |
33 | 5.8 | -1.24072 | -1.90833 | 0.667609 | 7.04072 |
34 | 3.3 | -1.39311 | -1.95 | 0.556895 | 4.69311 |
35 | -9 | -3.16037 | -2.63333 | -0.527034 | -5.83963 |
36 | -6 | -4.72703 | -4.85833 | 0.1313 | -1.27297 |
37 | -0.9 | -4.29608 | -6.5125 | 2.21642 | 3.39608 |
38 | -17.3 | -9.45739 | -8.23333 | -1.22406 | -7.84261 |
39 | -9.2 | -9.03418 | -10.2125 | 1.17832 | -0.165823 |
40 | -8.1 | -14.3806 | -11.4708 | -2.90977 | 6.28061 |
41 | -20.9 | -12.5889 | -11.7417 | -0.847272 | -8.31106 |
42 | -14.6 | -11.9187 | -11.8208 | -0.0978671 | -2.6813 |
43 | -13.9 | -11.4437 | -11.9958 | 0.552133 | -2.4563 |
44 | -20.8 | -10.9842 | -11.2875 | 0.303323 | -9.81582 |
45 | -16.1 | -9.39906 | -10.0667 | 0.667609 | -6.70094 |
46 | -5 | -8.88061 | -9.4375 | 0.556895 | 3.88061 |
47 | -7.2 | -9.21453 | -8.6875 | -0.527034 | 2.01453 |
48 | -9.7 | -7.4187 | -7.55 | 0.1313 | -2.2813 |
49 | -1.4 | -4.26275 | -6.47917 | 2.21642 | 2.86275 |
50 | 0.2 | -6.41989 | -5.19583 | -1.22406 | 6.61989 |
51 | 2.6 | -2.58418 | -3.7625 | 1.17832 | 5.18418 |
52 | -4.8 | -5.75977 | -2.85 | -2.90977 | 0.959772 |
53 | -6.2 | -3.16811 | -2.32083 | -0.847272 | -3.03189 |
54 | -2 | -1.7062 | -1.60833 | -0.0978671 | -0.2938 |
55 | -0.8 | -0.4187 | -0.970833 | 0.552133 | -0.3813 |
56 | -3.1 | -0.571677 | -0.875 | 0.303323 | -2.52832 |
57 | 0.6 | -0.511558 | -1.17917 | 0.667609 | 1.11156 |
58 | 0.2 | -0.522272 | -1.07917 | 0.556895 | 0.722272 |
59 | 0.3 | -0.9812 | -0.454167 | -0.527034 | 1.2812 |
60 | -0.1 | 0.0312996 | -0.1 | 0.1313 | -0.1313 |
61 | 4.3 | 2.21225 | -0.00416667 | 2.21642 | 2.08775 |
62 | -3.2 | -0.757391 | 0.466667 | -1.22406 | -2.44261 |
63 | -1.3 | 2.09916 | 0.920833 | 1.17832 | -3.39916 |
64 | 1.5 | -2.10977 | 0.8 | -2.90977 | 3.60977 |
65 | 2.5 | -0.397272 | 0.45 | -0.847272 | 2.89727 |
66 | -2.2 | 0.1938 | 0.291667 | -0.0978671 | -2.3938 |
67 | 1.7 | 0.5063 | -0.0458333 | 0.552133 | 1.1937 |
68 | 5.7 | -0.125843 | -0.429167 | 0.303323 | 5.82584 |
69 | 2.7 | -0.00322421 | -0.670833 | 0.667609 | 2.70322 |
70 | -4.8 | -0.426438 | -0.983333 | 0.556895 | -4.37356 |
71 | -3.1 | -1.82287 | -1.29583 | -0.527034 | -1.27713 |
72 | -0.5 | -1.47703 | -1.60833 | 0.1313 | 0.977034 |
73 | -3.4 | 0.203919 | -2.0125 | 2.21642 | -3.60392 |
74 | -4.7 | -3.86156 | -2.6375 | -1.22406 | -0.838442 |
75 | -5.6 | -2.13001 | -3.30833 | 1.17832 | -3.46999 |
76 | -1.7 | -6.61811 | -3.70833 | -2.90977 | 4.91811 |
77 | -1.8 | -4.82644 | -3.97917 | -0.847272 | 3.02644 |
78 | -5.4 | -4.5187 | -4.42083 | -0.0978671 | -0.8813 |
79 | -4.8 | -4.21453 | -4.76667 | 0.552133 | -0.585466 |
80 | -2.8 | -4.41751 | -4.72083 | 0.303323 | 1.61751 |
81 | -4.9 | -3.67822 | -4.34583 | 0.667609 | -1.22178 |
82 | -6.8 | -3.63477 | -4.19167 | 0.556895 | -3.16523 |
83 | -7.6 | -4.96037 | -4.43333 | -0.527034 | -2.63963 |
84 | -6.6 | -4.36453 | -4.49583 | 0.1313 | -2.23547 |
85 | -5.6 | -2.14191 | -4.35833 | 2.21642 | -3.45809 |
86 | -1.4 | -5.63656 | -4.4125 | -1.22406 | 4.23656 |
87 | 0.1 | -3.29668 | -4.475 | 1.17832 | 3.39668 |
88 | -3.7 | -7.08061 | -4.17083 | -2.90977 | 3.38061 |
89 | -5.6 | -4.44311 | -3.59583 | -0.847272 | -1.15689 |
90 | -3.1 | -3.21453 | -3.11667 | -0.0978671 | 0.114534 |
91 | -3.8 | NA | NA | 0.552133 | NA |
92 | -5.1 | NA | NA | 0.303323 | NA |
93 | -4.1 | NA | NA | 0.667609 | NA |
94 | -0.3 | NA | NA | 0.556895 | NA |
95 | -0.3 | NA | NA | -0.527034 | NA |
96 | -2.4 | NA | NA | 0.1313 | NA |