Classical Decomposition by Moving Averages | |||||
t | Observations | Fit | Trend | Seasonal | Random |
1 | 92.88 | NA | NA | -0.661589 | NA |
2 | 91.69 | NA | NA | -0.130755 | NA |
3 | 91.66 | NA | NA | 0.747161 | NA |
4 | 90.26 | NA | NA | 0.498203 | NA |
5 | 91.11 | NA | NA | 0.119036 | NA |
6 | 92.33 | NA | NA | -0.201589 | NA |
7 | 91.82 | 91.8676 | 92.2142 | -0.346589 | -0.0475781 |
8 | 92.24 | 92.2312 | 92.2346 | -0.00335938 | 0.00877604 |
9 | 93.35 | 92.9591 | 92.39 | 0.569141 | 0.390859 |
10 | 93.53 | 92.8877 | 92.6446 | 0.243099 | 0.642318 |
11 | 93.34 | 92.8959 | 92.8783 | 0.0175781 | 0.444089 |
12 | 92.59 | 92.1647 | 93.015 | -0.850339 | 0.425339 |
13 | 92.42 | 92.4742 | 93.1358 | -0.661589 | -0.0542448 |
14 | 92.64 | 93.2172 | 93.3479 | -0.130755 | -0.577161 |
15 | 94.44 | 94.3826 | 93.6354 | 0.747161 | 0.0574219 |
16 | 93.59 | 94.462 | 93.9637 | 0.498203 | -0.871953 |
17 | 93.39 | 94.4336 | 94.3146 | 0.119036 | -1.04362 |
18 | 93.33 | 94.4726 | 94.6742 | -0.201589 | -1.14258 |
19 | 93.72 | 94.7322 | 95.0788 | -0.346589 | -1.01216 |
20 | 95.43 | 95.5737 | 95.5771 | -0.00335938 | -0.143724 |
21 | 97.06 | 96.6804 | 96.1112 | 0.569141 | 0.379609 |
22 | 97.7 | 96.871 | 96.6279 | 0.243099 | 0.828984 |
23 | 97.59 | 97.1588 | 97.1412 | 0.0175781 | 0.431172 |
24 | 96.97 | 96.8117 | 97.6621 | -0.850339 | 0.158255 |
25 | 97.75 | 97.5188 | 98.1804 | -0.661589 | 0.231172 |
26 | 99.27 | 98.4997 | 98.6304 | -0.130755 | 0.770339 |
27 | 100.63 | 99.7442 | 98.9971 | 0.747161 | 0.885755 |
28 | 99.8 | 99.7878 | 99.2896 | 0.498203 | 0.0122135 |
29 | 99.5 | 99.6799 | 99.5608 | 0.119036 | -0.17987 |
30 | 99.72 | 99.6522 | 99.8537 | -0.201589 | 0.0678385 |
31 | 99.77 | 99.813 | 100.16 | -0.346589 | -0.0429948 |
32 | 100.18 | 100.443 | 100.446 | -0.00335938 | -0.262891 |
33 | 101.11 | 101.251 | 100.682 | 0.569141 | -0.141224 |
34 | 100.67 | 101.233 | 100.99 | 0.243099 | -0.563099 |
35 | 101.13 | 101.419 | 101.401 | 0.0175781 | -0.288828 |
36 | 100.46 | 100.968 | 101.818 | -0.850339 | -0.507995 |
37 | 101.6 | 101.58 | 102.242 | -0.661589 | 0.0199219 |
38 | 102.3 | 102.528 | 102.659 | -0.130755 | -0.227995 |
39 | 103.26 | 103.755 | 103.008 | 0.747161 | -0.494661 |
40 | 104.56 | 103.809 | 103.311 | 0.498203 | 0.750964 |
41 | 104.61 | 103.727 | 103.608 | 0.119036 | 0.883047 |
42 | 104.62 | 103.715 | 103.917 | -0.201589 | 0.904505 |
43 | 105.03 | 103.861 | 104.208 | -0.346589 | 1.16867 |
44 | 104.93 | 104.466 | 104.47 | -0.00335938 | 0.463776 |
45 | 104.73 | 105.293 | 104.724 | 0.569141 | -0.563307 |
46 | 104.33 | 105.172 | 104.929 | 0.243099 | -0.842266 |
47 | 104.6 | 105.12 | 105.103 | 0.0175781 | -0.520495 |
48 | 104.41 | 104.42 | 105.27 | -0.850339 | -0.00966146 |
49 | 104.63 | 104.761 | 105.422 | -0.661589 | -0.130911 |
50 | 105.55 | 105.449 | 105.58 | -0.130755 | 0.100755 |
51 | 106.12 | 106.503 | 105.755 | 0.747161 | -0.382578 |
52 | 106.62 | 106.445 | 105.947 | 0.498203 | 0.174714 |
53 | 106.72 | 106.314 | 106.195 | 0.119036 | 0.40638 |
54 | 106.52 | 106.284 | 106.485 | -0.201589 | 0.236172 |
55 | 106.79 | NA | NA | -0.346589 | NA |
56 | 106.95 | NA | NA | -0.00335938 | NA |
57 | 106.92 | NA | NA | 0.569141 | NA |
58 | 106.74 | NA | NA | 0.243099 | NA |
59 | 108.13 | NA | NA | 0.0175781 | NA |
60 | 107.86 | NA | NA | -0.850339 | NA |