Classical Decomposition by Moving Averages | |||||
t | Observations | Fit | Trend | Seasonal | Random |
1 | 15.579 | NA | NA | 0.452790798611112 | NA |
2 | 16.348 | NA | NA | 0.871269965277776 | NA |
3 | 15.928 | NA | NA | 0.474853298611112 | NA |
4 | 16.171 | NA | NA | -0.376782118055555 | NA |
5 | 15.937 | NA | NA | 0.215092881944445 | NA |
6 | 15.713 | NA | NA | 0.171176215277777 | NA |
7 | 15.594 | 16.1239991319444 | 16.4809583333333 | -0.356959201388889 | -0.529999131944445 |
8 | 15.683 | 15.8837387152778 | 16.79825 | -0.914511284722224 | -0.200738715277772 |
9 | 16.438 | 16.5762178819444 | 17.13075 | -0.554532118055557 | -0.138217881944442 |
10 | 17.032 | 17.0445512152778 | 17.4054583333333 | -0.360907118055556 | -0.0125512152777709 |
11 | 17.696 | 17.6394053819444 | 17.6103333333333 | 0.0290720486111126 | 0.0565946180555592 |
12 | 17.745 | 18.1756866319444 | 17.82625 | 0.349436631944446 | -0.43068663194444 |
13 | 19.394 | 18.5399574652778 | 18.0871666666667 | 0.452790798611112 | 0.854042534722222 |
14 | 20.148 | 19.2076032986111 | 18.3363333333333 | 0.871269965277776 | 0.940396701388892 |
15 | 20.108 | 18.9962282986111 | 18.521375 | 0.474853298611112 | 1.11177170138889 |
16 | 18.584 | 18.3386345486111 | 18.7154166666667 | -0.376782118055555 | 0.245365451388889 |
17 | 18.441 | 19.1018012152778 | 18.8867083333333 | 0.215092881944445 | -0.660801215277775 |
18 | 18.391 | 19.1997178819444 | 19.0285416666667 | 0.171176215277777 | -0.808717881944439 |
19 | 19.178 | 18.8107907986111 | 19.16775 | -0.356959201388889 | 0.367209201388896 |
20 | 18.079 | 18.4566970486111 | 19.3712083333333 | -0.914511284722224 | -0.377697048611111 |
21 | 18.483 | 19.0781762152778 | 19.6327083333333 | -0.554532118055557 | -0.595176215277771 |
22 | 19.644 | 19.5242595486111 | 19.8851666666667 | -0.360907118055556 | 0.119740451388889 |
23 | 19.195 | 20.1941137152778 | 20.1650416666667 | 0.0290720486111126 | -0.999113715277776 |
24 | 19.65 | 20.8008532986111 | 20.4514166666667 | 0.349436631944446 | -1.15085329861111 |
25 | 20.83 | 21.1371657986111 | 20.684375 | 0.452790798611112 | -0.307165798611109 |
26 | 23.595 | 21.7886866319444 | 20.9174166666667 | 0.871269965277776 | 1.80631336805556 |
27 | 22.937 | 21.6821449652778 | 21.2072916666667 | 0.474853298611112 | 1.25485503472222 |
28 | 21.814 | 21.1057178819444 | 21.4825 | -0.376782118055555 | 0.708282118055561 |
29 | 21.928 | 22.0376345486111 | 21.8225416666667 | 0.215092881944445 | -0.109634548611105 |
30 | 21.777 | 22.4292178819444 | 22.2580416666667 | 0.171176215277777 | -0.652217881944438 |
31 | 21.383 | 22.3052907986111 | 22.66225 | -0.356959201388889 | -0.922290798611108 |
32 | 21.467 | 22.0193220486111 | 22.9338333333333 | -0.914511284722224 | -0.55232204861111 |
33 | 22.052 | 22.6143428819444 | 23.168875 | -0.554532118055557 | -0.562342881944442 |
34 | 22.68 | 23.1916345486111 | 23.5525416666667 | -0.360907118055556 | -0.511634548611109 |
35 | 24.32 | 24.1848637152778 | 24.1557916666667 | 0.0290720486111126 | 0.135136284722222 |
36 | 24.977 | 25.3146449652778 | 24.9652083333333 | 0.349436631944446 | -0.337644965277775 |
37 | 25.204 | 26.2278324652778 | 25.7750416666667 | 0.452790798611112 | -1.02383246527778 |
38 | 25.739 | 27.3773949652778 | 26.506125 | 0.871269965277776 | -1.63839496527777 |
39 | 26.434 | 27.7313949652778 | 27.2565416666667 | 0.474853298611112 | -1.29739496527777 |
40 | 27.525 | 27.6146762152778 | 27.9914583333333 | -0.376782118055555 | -0.0896762152777804 |
41 | 30.695 | 28.8858428819444 | 28.67075 | 0.215092881944445 | 1.80915711805556 |
42 | 32.436 | 29.5416762152778 | 29.3705 | 0.171176215277777 | 2.89432378472222 |
43 | 30.16 | 29.7007907986111 | 30.05775 | -0.356959201388889 | 0.459209201388891 |
44 | 30.236 | 29.7311137152778 | 30.645625 | -0.914511284722224 | 0.504886284722225 |
45 | 31.293 | 30.6231345486111 | 31.1776666666667 | -0.554532118055557 | 0.669865451388894 |
46 | 31.077 | 31.2984262152778 | 31.6593333333333 | -0.360907118055556 | -0.22142621527777 |
47 | 32.226 | 32.0444887152778 | 32.0154166666667 | 0.0290720486111126 | 0.181511284722227 |
48 | 33.865 | 32.5716866319444 | 32.22225 | 0.349436631944446 | 1.29331336805556 |
49 | 32.81 | 32.9589157986111 | 32.506125 | 0.452790798611112 | -0.1489157986111 |
50 | 32.242 | 33.9761866319444 | 33.1049166666667 | 0.871269965277776 | -1.73418663194445 |
51 | 32.7 | 34.3951032986111 | 33.92025 | 0.474853298611112 | -1.6951032986111 |
52 | 32.819 | 34.3088428819444 | 34.685625 | -0.376782118055555 | -1.48984288194443 |
53 | 33.947 | 35.6115928819444 | 35.3965 | 0.215092881944445 | -1.66459288194444 |
54 | 34.148 | 36.2072595486111 | 36.0360833333333 | 0.171176215277777 | -2.05925954861111 |
55 | 35.261 | NA | NA | -0.356959201388889 | NA |
56 | 39.506 | NA | NA | -0.914511284722224 | NA |
57 | 41.591 | NA | NA | -0.554532118055557 | NA |
58 | 39.148 | NA | NA | -0.360907118055556 | NA |
59 | 41.216 | NA | NA | 0.0290720486111126 | NA |
60 | 40.225 | NA | NA | 0.349436631944446 | NA |