Classical Decomposition by Moving Averages | |||||
t | Observations | Fit | Trend | Seasonal | Random |
1 | 101.02 | NA | NA | 0.0258978174603173 | NA |
2 | 101.15 | NA | NA | -0.00672123015872303 | NA |
3 | 101.51 | NA | NA | 0.0257787698412637 | NA |
4 | 101.75 | NA | NA | 0.0338144841269788 | NA |
5 | 101.8 | NA | NA | -0.00499503968253818 | NA |
6 | 101.8 | NA | NA | -0.0576140873015867 | NA |
7 | 101.8 | 101.73845734127 | 101.85375 | -0.11529265873015 | 0.0615426587301755 |
8 | 101.82 | 101.777802579365 | 101.960833333333 | -0.183030753968253 | 0.0421974206349205 |
9 | 101.99 | 102.019826388889 | 102.053333333333 | -0.0335069444444475 | -0.0298263888888926 |
10 | 102.25 | 102.235183531746 | 102.1325 | 0.102683531746031 | 0.0148164682539829 |
11 | 102.34 | 102.333814484127 | 102.2075 | 0.126314484126984 | 0.00618551587304239 |
12 | 102.35 | 102.368338293651 | 102.281666666667 | 0.0866716269841243 | -0.0183382936507854 |
13 | 102.35 | 102.382981150794 | 102.357083333333 | 0.0258978174603173 | -0.0329811507936455 |
14 | 102.39 | 102.425778769841 | 102.4325 | -0.00672123015872303 | -0.0357787698412864 |
15 | 102.49 | 102.530778769841 | 102.505 | 0.0257787698412637 | -0.0407787698412676 |
16 | 102.67 | 102.601731150794 | 102.567916666667 | 0.0338144841269788 | 0.0682688492063477 |
17 | 102.68 | 102.620004960317 | 102.625 | -0.00499503968253818 | 0.0599950396825619 |
18 | 102.7 | 102.626969246032 | 102.684583333333 | -0.0576140873015867 | 0.0730307539682684 |
19 | 102.71 | 102.630540674603 | 102.745833333333 | -0.11529265873015 | 0.0794593253968259 |
20 | 102.72 | 102.623635912698 | 102.806666666667 | -0.183030753968253 | 0.0963640873015947 |
21 | 102.83 | 102.831909722222 | 102.865416666667 | -0.0335069444444475 | -0.00190972222220864 |
22 | 102.92 | 103.018100198413 | 102.915416666667 | 0.102683531746031 | -0.098100198412709 |
23 | 103.04 | 103.085481150794 | 102.959166666667 | 0.126314484126984 | -0.0454811507936341 |
24 | 103.08 | 103.091254960317 | 103.004583333333 | 0.0866716269841243 | -0.0112549603174728 |
25 | 103.09 | 103.07589781746 | 103.05 | 0.0258978174603173 | 0.0141021825396876 |
26 | 103.11 | 103.087862103175 | 103.094583333333 | -0.00672123015872303 | 0.0221378968253987 |
27 | 103.18 | 103.169112103175 | 103.143333333333 | 0.0257787698412637 | 0.0108878968254089 |
28 | 103.18 | 103.23089781746 | 103.197083333333 | 0.0338144841269788 | -0.0508978174602959 |
29 | 103.22 | 103.245004960317 | 103.25 | -0.00499503968253818 | -0.0250049603174602 |
30 | 103.25 | 103.244052579365 | 103.301666666667 | -0.0576140873015867 | 0.00594742063492504 |
31 | 103.25 | 103.237624007936 | 103.352916666667 | -0.11529265873015 | 0.0123759920635109 |
32 | 103.25 | 103.221969246032 | 103.405 | -0.183030753968253 | 0.0280307539682667 |
33 | 103.47 | 103.426076388889 | 103.459583333333 | -0.0335069444444475 | 0.0439236111111256 |
34 | 103.57 | 103.625183531746 | 103.5225 | 0.102683531746031 | -0.0551835317460245 |
35 | 103.66 | 103.721731150794 | 103.595416666667 | 0.126314484126984 | -0.0617311507936478 |
36 | 103.7 | 103.758338293651 | 103.671666666667 | 0.0866716269841243 | -0.0583382936507917 |
37 | 103.7 | 103.77464781746 | 103.74875 | 0.0258978174603173 | -0.0746478174603027 |
38 | 103.75 | 103.820362103175 | 103.827083333333 | -0.00672123015872303 | -0.0703621031746025 |
39 | 103.85 | 103.935362103175 | 103.909583333333 | 0.0257787698412637 | -0.085362103174603 |
40 | 104.02 | 104.036731150794 | 104.002916666667 | 0.0338144841269788 | -0.0167311507936461 |
41 | 104.13 | 104.099171626984 | 104.104166666667 | -0.00499503968253818 | 0.0308283730158792 |
42 | 104.17 | 104.146969246032 | 104.204583333333 | -0.0576140873015867 | 0.0230307539682713 |
43 | 104.18 | 104.188874007936 | 104.304166666667 | -0.11529265873015 | -0.00887400793648396 |
44 | 104.2 | 104.221135912698 | 104.404166666667 | -0.183030753968253 | -0.0211359126984263 |
45 | 104.5 | 104.478576388889 | 104.512083333333 | -0.0335069444444475 | 0.0214236111111177 |
46 | 104.78 | 104.728100198413 | 104.625416666667 | 0.102683531746031 | 0.0518998015873109 |
47 | 104.88 | 104.861731150794 | 104.735416666667 | 0.126314484126984 | 0.0182688492063363 |
48 | 104.89 | 104.930421626984 | 104.84375 | 0.0866716269841243 | -0.0404216269841271 |
49 | 104.9 | 104.97714781746 | 104.95125 | 0.0258978174603173 | -0.0771478174603146 |
50 | 104.95 | 105.051612103175 | 105.058333333333 | -0.00672123015872303 | -0.101612103174588 |
51 | 105.24 | 105.189528769841 | 105.16375 | 0.0257787698412637 | 0.0504712301587347 |
52 | 105.35 | 105.30464781746 | 105.270833333333 | 0.0338144841269788 | 0.0453521825396876 |
53 | 105.44 | 105.375421626984 | 105.380416666667 | -0.00499503968253818 | 0.0645783730158627 |
54 | 105.46 | 105.433219246032 | 105.490833333333 | -0.0576140873015867 | 0.0267807539682394 |
55 | 105.47 | 105.48720734127 | 105.6025 | -0.11529265873015 | -0.0172073412698381 |
56 | 105.48 | 105.529469246032 | 105.7125 | -0.183030753968253 | -0.0494692460317196 |
57 | 105.75 | 105.779409722222 | 105.812916666667 | -0.0335069444444475 | -0.0294097222221978 |
58 | 106.1 | 106.008933531746 | 105.90625 | 0.102683531746031 | 0.0910664682539846 |
59 | 106.19 | 106.12464781746 | 105.998333333333 | 0.126314484126984 | 0.0653521825396979 |
60 | 106.23 | 106.175421626984 | 106.08875 | 0.0866716269841243 | 0.054578373015886 |
61 | 106.24 | 106.205064484127 | 106.179166666667 | 0.0258978174603173 | 0.0349355158730162 |
62 | 106.25 | 106.262445436508 | 106.269166666667 | -0.00672123015872303 | -0.0124454365079174 |
63 | 106.35 | 106.387445436508 | 106.361666666667 | 0.0257787698412637 | -0.0374454365079231 |
64 | 106.48 | 106.484231150794 | 106.450416666667 | 0.0338144841269788 | -0.0042311507936148 |
65 | 106.52 | 106.530421626984 | 106.535416666667 | -0.00499503968253818 | -0.0104216269841118 |
66 | 106.55 | 106.565302579365 | 106.622916666667 | -0.0576140873015867 | -0.0153025793650698 |
67 | 106.55 | 106.595540674603 | 106.710833333333 | -0.11529265873015 | -0.0455406746031599 |
68 | 106.56 | 106.616135912698 | 106.799166666667 | -0.183030753968253 | -0.0561359126983945 |
69 | 106.89 | 106.856493055556 | 106.89 | -0.0335069444444475 | 0.0335069444444684 |
70 | 107.09 | 107.075600198413 | 106.972916666667 | 0.102683531746031 | 0.0143998015873308 |
71 | 107.24 | 107.16839781746 | 107.042083333333 | 0.126314484126984 | 0.0716021825397064 |
72 | 107.28 | 107.193754960317 | 107.107083333333 | 0.0866716269841243 | 0.0862450396825665 |
73 | 107.3 | 107.19714781746 | 107.17125 | 0.0258978174603173 | 0.102852182539706 |
74 | 107.31 | 107.229112103175 | 107.235833333333 | -0.00672123015872303 | 0.0808878968254021 |
75 | 107.47 | 107.320778769841 | 107.295 | 0.0257787698412637 | 0.149221230158744 |
76 | 107.35 | 107.381731150794 | 107.347916666667 | 0.0338144841269788 | -0.0317311507936466 |
77 | 107.31 | 107.390421626984 | 107.395416666667 | -0.00499503968253818 | -0.0804216269840907 |
78 | 107.32 | 107.380302579365 | 107.437916666667 | -0.0576140873015867 | -0.0603025793650716 |
79 | 107.32 | 107.365124007936 | 107.480416666667 | -0.11529265873015 | -0.0451240079364936 |
80 | 107.34 | 107.343219246032 | 107.52625 | -0.183030753968253 | -0.00321924603173329 |
81 | 107.53 | 107.531076388889 | 107.564583333333 | -0.0335069444444475 | -0.00107638888886186 |
82 | 107.72 | 107.702266865079 | 107.599583333333 | 0.102683531746031 | 0.0177331349206753 |
83 | 107.75 | 107.767564484127 | 107.64125 | 0.126314484126984 | -0.0175644841269644 |
84 | 107.79 | 107.765838293651 | 107.679166666667 | 0.0866716269841243 | 0.0241617063492043 |
85 | 107.81 | 107.740481150794 | 107.714583333333 | 0.0258978174603173 | 0.0695188492063465 |
86 | 107.9 | 107.746195436508 | 107.752916666667 | -0.00672123015872303 | 0.153804563492059 |
87 | 107.8 | 107.810362103175 | 107.784583333333 | 0.0257787698412637 | -0.0103621031746144 |
88 | 107.86 | 107.83339781746 | 107.799583333333 | 0.0338144841269788 | 0.0266021825396763 |
89 | 107.8 | 107.802921626984 | 107.807916666667 | -0.00499503968253818 | -0.00292162698411857 |
90 | 107.74 | 107.756552579365 | 107.814166666667 | -0.0576140873015867 | -0.0165525793650545 |
91 | 107.75 | NA | NA | -0.11529265873015 | NA |
92 | 107.83 | NA | NA | -0.183030753968253 | NA |
93 | 107.8 | NA | NA | -0.0335069444444475 | NA |
94 | 107.81 | NA | NA | 0.102683531746031 | NA |
95 | 107.86 | NA | NA | 0.126314484126984 | NA |
96 | 107.83 | NA | NA | 0.0866716269841243 | NA |