Classical Decomposition by Moving Averages | |||||
t | Observations | Fit | Trend | Seasonal | Random |
1 | 77 | NA | NA | -5.52604 | NA |
2 | 85 | NA | NA | -9.99479 | NA |
3 | 85 | NA | NA | 3.4375 | NA |
4 | 78 | NA | NA | 0.546875 | NA |
5 | 89 | NA | NA | 8.98958 | NA |
6 | 87 | NA | NA | -1.88021 | NA |
7 | 80 | 79.6198 | 84.5 | -4.88021 | 0.380208 |
8 | 83 | 79.2708 | 84.5833 | -5.3125 | 3.72917 |
9 | 88 | 98.6562 | 84.5 | 14.1563 | -10.6562 |
10 | 86 | 77.6667 | 84.5417 | -6.875 | 8.33333 |
11 | 81 | 84.4115 | 84.7083 | -0.296875 | -3.41146 |
12 | 94 | 92.3021 | 84.6667 | 7.63542 | 1.69792 |
13 | 79 | 79.1823 | 84.7083 | -5.52604 | -0.182292 |
14 | 85 | 75.0885 | 85.0833 | -9.99479 | 9.91146 |
15 | 83 | 89.0208 | 85.5833 | 3.4375 | -6.02083 |
16 | 81 | 86.1302 | 85.5833 | 0.546875 | -5.13021 |
17 | 90 | 94.3646 | 85.375 | 8.98958 | -4.36458 |
18 | 85 | 83.4115 | 85.2917 | -1.88021 | 1.58854 |
19 | 83 | 80.3281 | 85.2083 | -4.88021 | 2.67188 |
20 | 89 | 79.9792 | 85.2917 | -5.3125 | 9.02083 |
21 | 94 | 99.6562 | 85.5 | 14.1563 | -5.65625 |
22 | 80 | 79.0417 | 85.9167 | -6.875 | 0.958333 |
23 | 82 | 85.9115 | 86.2083 | -0.296875 | -3.91146 |
24 | 91 | 94.0104 | 86.375 | 7.63542 | -3.01042 |
25 | 80 | 80.724 | 86.25 | -5.52604 | -0.723958 |
26 | 86 | 75.5885 | 85.5833 | -9.99479 | 10.4115 |
27 | 87 | 88.8125 | 85.375 | 3.4375 | -1.8125 |
28 | 87 | 86.0469 | 85.5 | 0.546875 | 0.953125 |
29 | 91 | 94.6562 | 85.6667 | 8.98958 | -3.65625 |
30 | 88 | 84.0365 | 85.9167 | -1.88021 | 3.96354 |
31 | 77 | 80.8698 | 85.75 | -4.88021 | -3.86979 |
32 | 79 | 80.0625 | 85.375 | -5.3125 | -1.0625 |
33 | 99 | 99.3646 | 85.2083 | 14.1563 | -0.364583 |
34 | 78 | 78.4167 | 85.2917 | -6.875 | -0.416667 |
35 | 88 | 85.0365 | 85.3333 | -0.296875 | 2.96354 |
36 | 91 | 93.0938 | 85.4583 | 7.63542 | -2.09375 |
37 | 76 | 80.1406 | 85.6667 | -5.52604 | -4.14062 |
38 | 81 | 75.7552 | 85.75 | -9.99479 | 5.24479 |
39 | 88 | 89.1042 | 85.6667 | 3.4375 | -1.10417 |
40 | 88 | 86.0885 | 85.5417 | 0.546875 | 1.91146 |
41 | 91 | 94.4062 | 85.4167 | 8.98958 | -3.40625 |
42 | 91 | 83.5365 | 85.4167 | -1.88021 | 7.46354 |
43 | 79 | 80.5365 | 85.4167 | -4.88021 | -1.53646 |
44 | 79 | 79.7292 | 85.0417 | -5.3125 | -0.729167 |
45 | 97 | 98.9062 | 84.75 | 14.1563 | -1.90625 |
46 | 77 | 77.7917 | 84.6667 | -6.875 | -0.791667 |
47 | 86 | 84.4115 | 84.7083 | -0.296875 | 1.58854 |
48 | 93 | 92.3437 | 84.7083 | 7.63542 | 0.65625 |
49 | 74 | 79.1406 | 84.6667 | -5.52604 | -5.14062 |
50 | 74 | 74.5885 | 84.5833 | -9.99479 | -0.588542 |
51 | 88 | 87.9792 | 84.5417 | 3.4375 | 0.0208333 |
52 | 86 | 85.1719 | 84.625 | 0.546875 | 0.828125 |
53 | 94 | 93.5729 | 84.5833 | 8.98958 | 0.427083 |
54 | 88 | 82.6198 | 84.5 | -1.88021 | 5.38021 |
55 | 81 | 79.7448 | 84.625 | -4.88021 | 1.25521 |
56 | 75 | 79.3958 | 84.7083 | -5.3125 | -4.39583 |
57 | 100 | 98.6979 | 84.5417 | 14.1563 | 1.30208 |
58 | 76 | 77.625 | 84.5 | -6.875 | -1.625 |
59 | 86 | 84.3698 | 84.6667 | -0.296875 | 1.63021 |
60 | 91 | 92.2604 | 84.625 | 7.63542 | -1.26042 |
61 | 79 | 78.6823 | 84.2083 | -5.52604 | 0.317708 |
62 | 71 | 73.9635 | 83.9583 | -9.99479 | -2.96354 |
63 | 87 | 87.3125 | 83.875 | 3.4375 | -0.3125 |
64 | 86 | 84.2135 | 83.6667 | 0.546875 | 1.78646 |
65 | 98 | 92.3646 | 83.375 | 8.98958 | 5.63542 |
66 | 83 | 81.2865 | 83.1667 | -1.88021 | 1.71354 |
67 | 76 | 78.2031 | 83.0833 | -4.88021 | -2.20312 |
68 | 74 | 77.5208 | 82.8333 | -5.3125 | -3.52083 |
69 | 99 | 96.9062 | 82.75 | 14.1563 | 2.09375 |
70 | 72 | 76 | 82.875 | -6.875 | -4 |
71 | 83 | 82.3698 | 82.6667 | -0.296875 | 0.630208 |
72 | 89 | 89.9271 | 82.2917 | 7.63542 | -0.927083 |
73 | 79 | 76.6823 | 82.2083 | -5.52604 | 2.31771 |
74 | 65 | 72.4219 | 82.4167 | -9.99479 | -7.42188 |
75 | 91 | 86.1875 | 82.75 | 3.4375 | 4.8125 |
76 | 85 | 83.7135 | 83.1667 | 0.546875 | 1.28646 |
77 | 94 | 92.3646 | 83.375 | 8.98958 | 1.63542 |
78 | 78 | 81.7031 | 83.5833 | -1.88021 | -3.70312 |
79 | 79 | 78.8698 | 83.75 | -4.88021 | 0.130208 |
80 | 76 | 78.4375 | 83.75 | -5.3125 | -2.4375 |
81 | 105 | 97.9062 | 83.75 | 14.1563 | 7.09375 |
82 | 76 | 76.75 | 83.625 | -6.875 | -0.75 |
83 | 84 | 83.2031 | 83.5 | -0.296875 | 0.796875 |
84 | 93 | 90.9271 | 83.2917 | 7.63542 | 2.07292 |
85 | 79 | 77.6406 | 83.1667 | -5.52604 | 1.35938 |
86 | 65 | 73.2969 | 83.2917 | -9.99479 | -8.29688 |
87 | 91 | 86.7708 | 83.3333 | 3.4375 | 4.22917 |
88 | 82 | 83.7969 | 83.25 | 0.546875 | -1.79688 |
89 | 94 | 92.0729 | 83.0833 | 8.98958 | 1.92708 |
90 | 73 | 81.1198 | 83 | -1.88021 | -8.11979 |
91 | 81 | 78.2865 | 83.1667 | -4.88021 | 2.71354 |
92 | 77 | 78.0625 | 83.375 | -5.3125 | -1.0625 |
93 | 105 | 97.3646 | 83.2083 | 14.1563 | 7.63542 |
94 | 74 | 76.1667 | 83.0417 | -6.875 | -2.16667 |
95 | 82 | 82.7448 | 83.0417 | -0.296875 | -0.744792 |
96 | 93 | 90.5938 | 82.9583 | 7.63542 | 2.40625 |
97 | 83 | 77.2656 | 82.7917 | -5.52604 | 5.73438 |
98 | 66 | 72.7552 | 82.75 | -9.99479 | -6.75521 |
99 | 86 | 86.2708 | 82.8333 | 3.4375 | -0.270833 |
100 | 83 | 83.2969 | 82.75 | 0.546875 | -0.296875 |
101 | 93 | 91.6562 | 82.6667 | 8.98958 | 1.34375 |
102 | 72 | 80.7448 | 82.625 | -1.88021 | -8.74479 |
103 | 78 | NA | NA | -4.88021 | NA |
104 | 79 | NA | NA | -5.3125 | NA |
105 | 105 | NA | NA | 14.1563 | NA |
106 | 72 | NA | NA | -6.875 | NA |
107 | 82 | NA | NA | -0.296875 | NA |
108 | 92 | NA | NA | 7.63542 | NA |