Classical Decomposition by Moving Averages
tObservationsFitTrendSeasonalRandom
1-1NANA-2.12492NA
2-2NANA-0.98206NA
3-5NANA-0.495949NA
4-4NANA0.885995NA
5-6NANA1.19155NA
6-2NANA1.14988NA
7-2-2.00587-2.583330.5774640.00586971
8-2-1.37492-2.458331.08342-0.625083
9-2-0.309441-2.166671.85723-1.69056
102-0.113013-1.751.636992.11301
111-2.64277-1.16667-1.476113.64277
12-8-4.01182-0.708333-3.30349-3.98818
13-1-2.66658-0.541667-2.124921.66658
141-1.48206-0.5-0.982062.48206
15-1-0.995949-0.5-0.495949-0.00405093
1620.260995-0.6250.8859951.739
1720.0665509-1.1251.191551.93345
181-0.183449-1.333331.149881.18345
19-1-0.797536-1.3750.577464-0.202464
20-2-0.666584-1.751.08342-1.33342
21-2-0.142774-21.85723-1.85723
22-1-0.821346-2.458331.63699-0.178654
23-8-4.76777-3.29167-1.47611-3.23223
24-4-7.55349-4.25-3.303493.55349
25-6-7.37492-5.25-2.124921.37492
26-3-7.10706-6.125-0.982064.10706
27-3-7.28762-6.79167-0.4959494.28762
28-7-6.864-7.750.885995-0.135995
29-9-7.80845-91.19155-1.19155
30-11-9.30845-10.45831.14988-1.69155
31-13-11.3392-11.91670.577464-1.6608
32-11-12.2916-13.3751.083421.29158
33-9-13.2678-15.1251.857234.26777
34-17-14.988-16.6251.63699-2.01199
35-22-19.1428-17.6667-1.47611-2.85723
36-25-21.6785-18.375-3.30349-3.32151
37-20-20.9583-18.8333-2.124920.958251
38-24-19.9821-19-0.98206-4.01794
39-24-19.5793-19.0833-0.495949-4.42072
40-22-18.0723-18.95830.885995-3.92766
41-19-17.0584-18.251.19155-1.94155
42-18-16.1834-17.33331.14988-1.81655
43-17-16.1309-16.70830.577464-0.86913
44-11-15.0416-16.1251.083424.04158
45-11-13.4344-15.29171.857232.43444
46-12-12.613-14.251.636990.613013
47-10-14.8928-13.4167-1.476114.89277
48-15-16.0952-12.7917-3.303491.09516
49-15-14.1249-12-2.12492-0.875083
50-15-12.2737-11.2917-0.98206-2.72627
51-13-11.2043-10.7083-0.495949-1.79572
52-8-9.114-100.8859951.114
53-13-7.97512-9.166671.19155-5.02488
54-9-7.05845-8.208331.14988-1.94155
55-7-6.5892-7.166670.577464-0.410797
56-4-4.91658-61.083420.916584
57-4-3.01777-4.8751.85723-0.982226
58-2-2.48801-4.1251.636990.488013
590-4.72611-3.25-1.476114.72611
60-2-5.72016-2.41667-3.303493.72016
61-3-4.16658-2.04167-2.124921.16658
621-3.10706-2.125-0.982064.10706
63-2-3.03762-2.54167-0.4959491.03762
64-1-2.07234-2.958330.8859951.07234
651-2.55845-3.751.191553.55845
66-3-3.60012-4.751.149880.600116
67-4-5.13087-5.708330.5774641.13087
68-9-6.04158-7.1251.08342-2.95842
69-9-6.55944-8.416671.85723-2.44056
70-7-7.65468-9.291671.636990.654679
71-14-11.6844-10.2083-1.47611-2.31556
72-12-14.2618-10.9583-3.303492.26182
73-16-13.7499-11.625-2.12492-2.25008
74-20-13.2737-12.2917-0.98206-6.72627
75-12-13.2876-12.7917-0.4959491.28762
76-12-12.5307-13.41670.8859950.530671
77-10-13.0584-14.251.191553.05845
78-10-14.0584-15.20831.149884.05845
79-13-15.4642-16.04170.5774642.4642
80-16-15.1249-16.20831.08342-0.875083
81-14-14.7261-16.58331.857230.726108
82-17-15.7797-17.41671.63699-1.22032
83-24-19.6011-18.125-1.47611-4.39889
84-25-22.1368-18.8333-3.30349-2.86318
85-23-21.4166-19.2917-2.12492-1.58342
86-17-20.2321-19.25-0.982063.23206
87-24NANA-0.495949NA
88-20NANA0.885995NA
89-19NANA1.19155NA
90-18NANA1.14988NA
91-16NANA0.577464NA
92-12NANA1.08342NA