Classical Decomposition by Moving Averages | |||||
t | Observations | Fit | Trend | Seasonal | Random |
1 | 10 | NA | NA | -1.39932 | NA |
2 | 15 | NA | NA | -0.649325 | NA |
3 | 14 | NA | NA | -0.57492 | NA |
4 | 14 | NA | NA | 1.12151 | NA |
5 | 8 | NA | NA | 0.904247 | NA |
6 | 19 | NA | NA | -1.17588 | NA |
7 | 17 | 15.2227 | 14.125 | 1.0977 | 1.7773 |
8 | 18 | 13.2197 | 14.0417 | -0.821944 | 4.78028 |
9 | 10 | 14.0144 | 13.8333 | 0.181033 | -4.01437 |
10 | 15 | 13.8298 | 13.875 | -0.045158 | 1.17016 |
11 | 16 | 15.4221 | 14.4167 | 1.00544 | 0.577896 |
12 | 12 | 14.8566 | 14.5 | 0.356628 | -2.85663 |
13 | 13 | 12.4757 | 13.875 | -1.39932 | 0.524325 |
14 | 10 | 12.809 | 13.4583 | -0.649325 | -2.80901 |
15 | 14 | 12.9251 | 13.5 | -0.57492 | 1.07492 |
16 | 15 | 14.7465 | 13.625 | 1.12151 | 0.253491 |
17 | 20 | 14.3209 | 13.4167 | 0.904247 | 5.67909 |
18 | 9 | 12.2825 | 13.4583 | -1.17588 | -3.28245 |
19 | 12 | 14.931 | 13.8333 | 1.0977 | -2.93103 |
20 | 13 | 13.5114 | 14.3333 | -0.821944 | -0.51139 |
21 | 16 | 14.8477 | 14.6667 | 0.181033 | 1.1523 |
22 | 12 | 14.6632 | 14.7083 | -0.045158 | -2.66318 |
23 | 14 | 15.4221 | 14.4167 | 1.00544 | -1.4221 |
24 | 15 | 14.7316 | 14.375 | 0.356628 | 0.268372 |
25 | 19 | 13.2257 | 14.625 | -1.39932 | 5.77432 |
26 | 16 | 14.2257 | 14.875 | -0.649325 | 1.77432 |
27 | 16 | 14.4667 | 15.0417 | -0.57492 | 1.53325 |
28 | 14 | 16.2465 | 15.125 | 1.12151 | -2.24651 |
29 | 14 | 16.1959 | 15.2917 | 0.904247 | -2.19591 |
30 | 14 | 14.0741 | 15.25 | -1.17588 | -0.0741186 |
31 | 13 | 16.056 | 14.9583 | 1.0977 | -3.05603 |
32 | 18 | 13.8864 | 14.7083 | -0.821944 | 4.11361 |
33 | 15 | 14.7644 | 14.5833 | 0.181033 | 0.235634 |
34 | 15 | 14.6632 | 14.7083 | -0.045158 | 0.336825 |
35 | 15 | 16.0054 | 15 | 1.00544 | -1.00544 |
36 | 13 | 15.5233 | 15.1667 | 0.356628 | -2.52329 |
37 | 14 | 13.809 | 15.2083 | -1.39932 | 0.190991 |
38 | 15 | 14.184 | 14.8333 | -0.649325 | 0.815991 |
39 | 14 | 13.7584 | 14.3333 | -0.57492 | 0.241587 |
40 | 19 | 15.2048 | 14.0833 | 1.12151 | 3.79516 |
41 | 16 | 14.8626 | 13.9583 | 0.904247 | 1.13742 |
42 | 16 | 12.6575 | 13.8333 | -1.17588 | 3.34255 |
43 | 12 | 14.7227 | 13.625 | 1.0977 | -2.7227 |
44 | 10 | 12.7197 | 13.5417 | -0.821944 | -2.71972 |
45 | 11 | 13.556 | 13.375 | 0.181033 | -2.55603 |
46 | 13 | 12.9965 | 13.0417 | -0.045158 | 0.0034913 |
47 | 14 | 14.0471 | 13.0417 | 1.00544 | -0.0471039 |
48 | 11 | 13.3983 | 13.0417 | 0.356628 | -2.39829 |
49 | 11 | 11.6423 | 13.0417 | -1.39932 | -0.642342 |
50 | 16 | 12.684 | 13.3333 | -0.649325 | 3.31599 |
51 | 9 | 13.0917 | 13.6667 | -0.57492 | -4.09175 |
52 | 16 | 14.8715 | 13.75 | 1.12151 | 1.12849 |
53 | 19 | 14.5709 | 13.6667 | 0.904247 | 4.42909 |
54 | 13 | 12.6575 | 13.8333 | -1.17588 | 0.342548 |
55 | 15 | 15.3477 | 14.25 | 1.0977 | -0.347699 |
56 | 14 | 13.6781 | 14.5 | -0.821944 | 0.321944 |
57 | 15 | 14.8477 | 14.6667 | 0.181033 | 0.152301 |
58 | 11 | 14.7465 | 14.7917 | -0.045158 | -3.74651 |
59 | 14 | 15.5471 | 14.5417 | 1.00544 | -1.5471 |
60 | 15 | 14.7733 | 14.4167 | 0.356628 | 0.226706 |
61 | 17 | 13.059 | 14.4583 | -1.39932 | 3.94099 |
62 | 16 | 13.684 | 14.3333 | -0.649325 | 2.31599 |
63 | 13 | 13.5501 | 14.125 | -0.57492 | -0.55008 |
64 | 15 | 15.2882 | 14.1667 | 1.12151 | -0.288175 |
65 | 14 | 15.3626 | 14.4583 | 0.904247 | -1.36258 |
66 | 15 | 13.3241 | 14.5 | -1.17588 | 1.67588 |
67 | 14 | 15.0144 | 13.9167 | 1.0977 | -1.01437 |
68 | 12 | 12.2197 | 13.0417 | -0.821944 | -0.219723 |
69 | 12 | 12.7227 | 12.5417 | 0.181033 | -0.722699 |
70 | 15 | 12.3715 | 12.4167 | -0.045158 | 2.62849 |
71 | 17 | 13.2138 | 12.2083 | 1.00544 | 3.78623 |
72 | 13 | 12.1066 | 11.75 | 0.356628 | 0.893372 |
73 | 5 | 10.1423 | 11.5417 | -1.39932 | -5.14234 |
74 | 7 | 11.0173 | 11.6667 | -0.649325 | -4.01734 |
75 | 10 | 11.1334 | 11.7083 | -0.57492 | -1.13341 |
76 | 15 | 12.9132 | 11.7917 | 1.12151 | 2.08682 |
77 | 9 | 12.9459 | 12.0417 | 0.904247 | -3.94591 |
78 | 9 | 11.2825 | 12.4583 | -1.17588 | -2.28245 |
79 | 15 | 14.306 | 13.2083 | 1.0977 | 0.693967 |
80 | 14 | 13.1781 | 14 | -0.821944 | 0.821944 |
81 | 11 | 14.681 | 14.5 | 0.181033 | -3.68103 |
82 | 18 | 14.5382 | 14.5833 | -0.045158 | 3.46182 |
83 | 20 | 15.8804 | 14.875 | 1.00544 | 4.11956 |
84 | 20 | 15.815 | 15.4583 | 0.356628 | 4.18504 |
85 | 16 | 14.1423 | 15.5417 | -1.39932 | 1.85766 |
86 | 15 | 14.559 | 15.2083 | -0.649325 | 0.440991 |
87 | 14 | 14.7584 | 15.3333 | -0.57492 | -0.758413 |
88 | 13 | 16.5798 | 15.4583 | 1.12151 | -3.57984 |
89 | 18 | 15.8209 | 14.9167 | 0.904247 | 2.17909 |
90 | 14 | 13.1575 | 14.3333 | -1.17588 | 0.842548 |
91 | 12 | 14.7644 | 13.6667 | 1.0977 | -2.76437 |
92 | 9 | 12.3864 | 13.2083 | -0.821944 | -3.38639 |
93 | 19 | 13.2227 | 13.0417 | 0.181033 | 5.7773 |
94 | 13 | 12.7882 | 12.8333 | -0.045158 | 0.211825 |
95 | 12 | 13.5888 | 12.5833 | 1.00544 | -1.58877 |
96 | 14 | 12.69 | 12.3333 | 0.356628 | 1.31004 |
97 | 6 | 11.1423 | 12.5417 | -1.39932 | -5.14234 |
98 | 14 | 12.3507 | 13 | -0.649325 | 1.64932 |
99 | 11 | 12.3834 | 12.9583 | -0.57492 | -1.38341 |
100 | 11 | 14.0382 | 12.9167 | 1.12151 | -3.03818 |
101 | 14 | 13.9876 | 13.0833 | 0.904247 | 0.0124199 |
102 | 12 | 11.9908 | 13.1667 | -1.17588 | 0.00921474 |
103 | 19 | 14.7227 | 13.625 | 1.0977 | 4.2773 |
104 | 13 | 13.2197 | 14.0417 | -0.821944 | -0.219723 |
105 | 14 | 14.431 | 14.25 | 0.181033 | -0.431033 |
106 | 17 | 14.5798 | 14.625 | -0.045158 | 2.42016 |
107 | 12 | 15.8804 | 14.875 | 1.00544 | -3.88044 |
108 | 16 | 15.2733 | 14.9167 | 0.356628 | 0.726706 |
109 | 15 | 13.2673 | 14.6667 | -1.39932 | 1.73266 |
110 | 15 | 13.809 | 14.4583 | -0.649325 | 1.19099 |
111 | 15 | 14.0501 | 14.625 | -0.57492 | 0.94992 |
112 | 16 | 15.7465 | 14.625 | 1.12151 | 0.253491 |
113 | 15 | 15.4876 | 14.5833 | 0.904247 | -0.48758 |
114 | 12 | 13.4075 | 14.5833 | -1.17588 | -1.40745 |
115 | 13 | 15.5977 | 14.5 | 1.0977 | -2.5977 |
116 | 14 | 13.5114 | 14.3333 | -0.821944 | 0.48861 |
117 | 17 | 14.181 | 14 | 0.181033 | 2.81897 |
118 | 14 | 13.7882 | 13.8333 | -0.045158 | 0.211825 |
119 | 14 | 14.7138 | 13.7083 | 1.00544 | -0.713771 |
120 | 14 | 13.94 | 13.5833 | 0.356628 | 0.0600389 |
121 | 15 | 12.434 | 13.8333 | -1.39932 | 2.56599 |
122 | 11 | 13.6007 | 14.25 | -0.649325 | -2.60068 |
123 | 11 | 13.8001 | 14.375 | -0.57492 | -2.80008 |
124 | 16 | 15.5382 | 14.4167 | 1.12151 | 0.461825 |
125 | 12 | 15.3626 | 14.4583 | 0.904247 | -3.36258 |
126 | 12 | 13.1158 | 14.2917 | -1.17588 | -1.11579 |
127 | 19 | 15.056 | 13.9583 | 1.0977 | 3.94397 |
128 | 18 | 13.0531 | 13.875 | -0.821944 | 4.94694 |
129 | 16 | 14.306 | 14.125 | 0.181033 | 1.69397 |
130 | 16 | 14.1215 | 14.1667 | -0.045158 | 1.87849 |
131 | 13 | 15.2554 | 14.25 | 1.00544 | -2.25544 |
132 | 11 | 14.69 | 14.3333 | 0.356628 | -3.68996 |
133 | 10 | 12.7257 | 14.125 | -1.39932 | -2.72568 |
134 | 14 | 12.8923 | 13.5417 | -0.649325 | 1.10766 |
135 | 14 | 12.5084 | 13.0833 | -0.57492 | 1.49159 |
136 | 14 | 14.1632 | 13.0417 | 1.12151 | -0.163175 |
137 | 16 | 14.0709 | 13.1667 | 0.904247 | 1.92909 |
138 | 10 | 12.1575 | 13.3333 | -1.17588 | -2.15745 |
139 | 16 | 14.4727 | 13.375 | 1.0977 | 1.5273 |
140 | 7 | 12.4281 | 13.25 | -0.821944 | -5.42806 |
141 | 16 | 13.2227 | 13.0417 | 0.181033 | 2.7773 |
142 | 15 | 12.9548 | 13 | -0.045158 | 2.04516 |
143 | 17 | 13.8804 | 12.875 | 1.00544 | 3.11956 |
144 | 11 | 13.2316 | 12.875 | 0.356628 | -2.23163 |
145 | 11 | 11.434 | 12.8333 | -1.39932 | -0.434009 |
146 | 10 | 12.1423 | 12.7917 | -0.649325 | -2.14234 |
147 | 13 | 12.3001 | 12.875 | -0.57492 | 0.69992 |
148 | 14 | 13.5798 | 12.4583 | 1.12151 | 0.420158 |
149 | 13 | 12.9042 | 12 | 0.904247 | 0.0957532 |
150 | 13 | 10.9075 | 12.0833 | -1.17588 | 2.09255 |
151 | 12 | 13.3477 | 12.25 | 1.0977 | -1.3477 |
152 | 10 | 11.5947 | 12.4167 | -0.821944 | -1.59472 |
153 | 15 | 12.806 | 12.625 | 0.181033 | 2.19397 |
154 | 6 | 12.7048 | 12.75 | -0.045158 | -6.70484 |
155 | 15 | 13.7971 | 12.7917 | 1.00544 | 1.2029 |
156 | 15 | 13.19 | 12.8333 | 0.356628 | 1.81004 |
157 | 11 | 11.8507 | 13.25 | -1.39932 | -0.850675 |
158 | 14 | 13.0173 | 13.6667 | -0.649325 | 0.982658 |
159 | 14 | 12.9251 | 13.5 | -0.57492 | 1.07492 |
160 | 16 | 14.6632 | 13.5417 | 1.12151 | 1.33682 |
161 | 12 | 14.7376 | 13.8333 | 0.904247 | -2.73758 |
162 | 15 | 12.8241 | 14 | -1.17588 | 2.17588 |
163 | 20 | 15.2644 | 14.1667 | 1.0977 | 4.73563 |
164 | 12 | 13.2197 | 14.0417 | -0.821944 | -1.21972 |
165 | 9 | 14.2227 | 14.0417 | 0.181033 | -5.2227 |
166 | 13 | 14.0798 | 14.125 | -0.045158 | -1.07984 |
167 | 15 | 15.1721 | 14.1667 | 1.00544 | -0.172104 |
168 | 19 | 14.6066 | 14.25 | 0.356628 | 4.39337 |
169 | 11 | 12.4757 | 13.875 | -1.39932 | -1.47568 |
170 | 11 | 12.8507 | 13.5 | -0.649325 | -1.85068 |
171 | 17 | 13.1751 | 13.75 | -0.57492 | 3.82492 |
172 | 15 | 15.2465 | 14.125 | 1.12151 | -0.246509 |
173 | 14 | 15.1959 | 14.2917 | 0.904247 | -1.19591 |
174 | 15 | NA | NA | -1.17588 | NA |
175 | 11 | NA | NA | 1.0977 | NA |
176 | 12 | NA | NA | -0.821944 | NA |
177 | 15 | NA | NA | 0.181033 | NA |
178 | 16 | NA | NA | -0.045158 | NA |
179 | 16 | NA | NA | 1.00544 | NA |