Classical Decomposition by Moving Averages
tObservationsFitTrendSeasonalRandom
1551.91NANA-1.22646NA
2551.46NANA-1.25962NA
3550.12NANA-0.562654NA
4549.95NANA-0.666761NA
5548.01NANA-0.0784871NA
6548.92NANA0.555144NA
7548.92549.387548.1051.28175-0.466751
8549.06548.814547.3741.440020.245809
9547.07547.644546.5991.04574-0.574489
10546.5546.232545.8380.3942510.268249
11544.95544.763545.127-0.3640230.187356
12544.23543.904544.462-0.5589040.326404
13544.23542.536543.762-1.226461.69396
14541.6541.763543.022-1.25962-0.162882
15541.37541.812542.375-0.562654-0.442346
16540.43541.201541.868-0.666761-0.771156
17540.47541.227541.305-0.0784871-0.756513
18540.52541.293540.7380.555144-0.773061
19540.52541.512540.231.28175-0.992168
20539.7541.256539.8161.44002-1.55586
21540.89540.657539.6121.045740.232594
22540.51539.946539.5510.3942510.564499
23537.43539.118539.482-0.364023-1.68764
24538.14538.842539.401-0.558904-0.70193
25538.14538.118539.344-1.226460.0222966
26537.74537.956539.216-1.25962-0.216215
27540.33538.361538.923-0.5626541.96932
28540.02537.907538.574-0.6667612.11259
29539.21538.288538.367-0.07848710.92182
30539.84538.823538.2680.5551441.01694
31539.84539.454538.1721.281750.386166
32537.3539.515538.0751.44002-2.21544
33536.27538.93537.8841.04574-2.65991
34536.75538.009537.6150.394251-1.25883
35536.21537.175537.539-0.364023-0.965144
36536.99537.139537.698-0.558904-0.14943
37536.99536.687537.913-1.226460.30313
38536.57536.998538.257-1.25962-0.427882
39536.91538.095538.658-0.562654-1.18485
40536.97538.171538.838-0.666761-1.20116
41540.45538.824538.902-0.07848711.62599
42542.42539.507538.9520.5551442.91319
43542.42540.237538.9551.281752.18325
44542.98540.384538.9441.440022.59581
45540.19539.886538.841.045740.304261
46537.16539.149538.7550.394251-1.98883
47537.35538.256538.62-0.364023-0.905977
48537.03537.708538.267-0.558904-0.67818
49537.03536.616537.843-1.226460.413547
50536.27536.197537.456-1.259620.0733681
51534.71536.679537.242-0.562654-1.96943
52537.12536.536537.203-0.6667610.583844
53537.07537.088537.166-0.0784871-0.0177629
54537.33537.487536.9320.555144-0.157227
55537.33537.82536.5381.28175-0.489668
56538.79537.64536.21.440021.14998
57539.24537.053536.0081.045742.18676
58537.17536.159535.7650.3942511.01075
59536.46535.074535.438-0.3640231.38611
60532.3534.61535.169-0.558904-2.31026
61532.3533.678534.904-1.22646-1.3777
62532.89533.319534.578-1.25962-0.428715
63533.47533.616534.178-0.562654-0.14568
64532.54533.241533.908-0.666761-0.700739
65533.8533.671533.75-0.07848710.128904
66534.15534.273533.7180.555144-0.122644
67534.15535.123533.8411.28175-0.972584
68534.15535.412533.9721.44002-1.26169
69534.28535.231534.1851.04574-0.950739
70535.63534.871534.4770.3942510.758666
71534.21534.266534.63-0.364023-0.0555605
72533.78534.069534.627-0.558904-0.288596
73533.78533.388534.614-1.226460.392297
74534.55533.332534.591-1.259621.21837
75536.93533.938534.501-0.5626542.99182
76536.09533.504534.171-0.6667612.58551
77533.91533.604533.683-0.07848710.30557
78533.99533.793533.2380.5551440.196523
79533.99533.787532.5051.281750.202832
80533.76532.868531.4281.440020.892475
81532.5531.187530.1421.045741.31259
82529.5529.003528.6090.3942510.496582
83528.62526.728527.092-0.3640231.89194
84528.7525.047525.606-0.5589043.65307
85521.27522.866524.093-1.22646-1.59645
86521.19521.395522.655-1.25962-0.204965
87519.43520.798521.36-0.562654-1.36776
88516.81519.568520.235-0.666761-2.75782
89516.78519.137519.215-0.0784871-2.35693
90515.45518.673518.1170.555144-3.22264
91516.22NANA1.28175NA
92517.01NANA1.44002NA
93518.19NANA1.04574NA
94516.79NANA0.394251NA
95516.87NANA-0.364023NA
96514.1NANA-0.558904NA