Estimated Parameters of Exponential Smoothing | |
Parameter | Value |
alpha | 0.20403309369351 |
beta | 0 |
gamma | 1 |
Interpolation Forecasts of Exponential Smoothing | |||
t | Observed | Fitted | Residuals |
13 | 13742 | 13610.9963300343 | 131.00366996571 |
14 | 13427 | 13239.9068014585 | 187.09319854149 |
15 | 11462 | 11242.8757523152 | 219.124247684769 |
16 | 11778 | 11485.7203055924 | 292.279694407618 |
17 | 20929 | 20230.2840525466 | 698.715947453416 |
18 | 22893 | 21852.9232983781 | 1040.07670162192 |
19 | 17666 | 16082.1173517449 | 1583.8826482551 |
20 | 14724 | 12978.5933936055 | 1745.40660639453 |
21 | 15387 | 13987.5305909727 | 1399.46940902726 |
22 | 15707 | 14597.0733206414 | 1109.92667935857 |
23 | 17351 | 15395.600443763 | 1955.39955623702 |
24 | 18964 | 16605.1239654664 | 2358.87603453359 |
25 | 19315 | 18365.158137745 | 949.841862254987 |
26 | 16022 | 18027.1165078794 | -2005.1165078794 |
27 | 16369 | 14939.4575668599 | 1429.54243314014 |
28 | 12093 | 15526.9281590739 | -3433.92815907391 |
29 | 24222 | 26101.8951676827 | -1879.89516768266 |
30 | 27800 | 27804.9038645905 | -4.90386459049478 |
31 | 19631 | 20993.4730598489 | -1362.47305984887 |
32 | 17004 | 16779.0146641708 | 224.985335829184 |
33 | 18649 | 17209.3839167694 | 1439.61608323058 |
34 | 20613 | 17573.6372095226 | 3039.36279047736 |
35 | 23555 | 19565.1753593483 | 3989.82464065171 |
36 | 27164 | 21617.097593498 | 5546.90240650197 |
37 | 27164 | 22894.5458695745 | 4269.45413042547 |
38 | 24853 | 20139.1884892835 | 4713.81151071647 |
39 | 23871 | 21100.7742114949 | 2770.22578850505 |
40 | 17982 | 16727.9453123051 | 1254.05468769486 |
41 | 27800 | 34438.0605139476 | -6638.06051394756 |
42 | 32391 | 37882.04810702 | -5491.04810702001 |
43 | 28462 | 26251.4058645631 | 2210.59413543695 |
44 | 24222 | 23012.2144580392 | 1209.78554196083 |
45 | 24853 | 25022.3333381055 | -169.333338105465 |
46 | 27164 | 26620.4728294818 | 543.527170518213 |
47 | 30426 | 29271.8070725472 | 1154.19292745275 |
48 | 34355 | 32284.8286391295 | 2070.17136087054 |
49 | 31724 | 31469.3140566699 | 254.685943330052 |
50 | 30111 | 27498.4709042432 | 2612.52909575683 |
51 | 30111 | 26201.8213077932 | 3909.17869220677 |
52 | 24853 | 20017.3335212111 | 4835.66647878889 |
53 | 32391 | 33770.7342503832 | -1379.73425038322 |
54 | 37297 | 40164.5706482887 | -2867.57064828866 |
55 | 33373 | 34149.7996503293 | -776.799650329347 |
56 | 29129 | 28590.3770677499 | 538.622932250095 |
57 | 30426 | 29459.2793815632 | 966.72061843682 |
58 | 35653 | 32246.5027642883 | 3406.49723571167 |
59 | 37964 | 36562.513962114 | 1401.48603788604 |
60 | 41222 | 41025.1425838211 | 196.857416178864 |
61 | 38595 | 37820.2898812772 | 774.710118722767 |
62 | 34355 | 35326.7509382632 | -971.750938263169 |
63 | 33373 | 34062.0869671078 | -689.086967107818 |
64 | 25520 | 26665.9064856926 | -1145.90648569263 |
65 | 30742 | 34727.4623545744 | -3985.4623545744 |
66 | 36315 | 39618.6772949453 | -3303.67729494531 |
67 | 30111 | 35001.6882023544 | -4890.68820235438 |
68 | 26502 | 29562.9722773953 | -3060.97227739526 |
69 | 30111 | 30026.9769177978 | 84.023082202235 |
70 | 33689 | 34465.0438852323 | -776.043885232306 |
71 | 35653 | 36254.3389658387 | -601.338965838673 |
72 | 40906 | 39204.2056440872 | 1701.79435591277 |
73 | 38280 | 36884.6975753514 | 1395.30242464865 |
74 | 31724 | 33279.1808024148 | -1555.18080241477 |
75 | 32391 | 32159.2666006519 | 231.733399348061 |
76 | 26186 | 24850.4085994634 | 1335.59140053664 |
77 | 31409 | 30991.7739080546 | 417.226091945377 |
78 | 36000 | 37343.9316194407 | -1343.93161944068 |
79 | 30742 | 31635.4168032464 | -893.416803246397 |
80 | 27164 | 28274.2709432499 | -1110.27094324993 |
81 | 30426 | 31839.5234701361 | -1413.52347013606 |
82 | 34355 | 35454.4327135437 | -1099.43271354368 |
83 | 33689 | 37401.7383848381 | -3712.73838483811 |
84 | 41542 | 41668.0958059479 | -126.09580594788 |
85 | 40244 | 38666.9961676192 | 1577.00383238075 |
86 | 35017 | 32619.312867546 | 2397.68713245399 |
87 | 35333 | 33747.5783739313 | 1585.42162606867 |
88 | 28462 | 27238.4283943431 | 1223.57160565693 |
89 | 32706 | 32872.4635454833 | -166.463545483319 |
90 | 39262 | 37908.4407650644 | 1353.55923493555 |
91 | 34355 | 32786.921108622 | 1568.07889137803 |
92 | 31409 | 29479.1146800464 | 1929.88531995362 |
93 | 36315 | 33750.317901805 | 2564.68209819503 |
94 | 39262 | 38923.3403238677 | 338.659676132338 |
95 | 36982 | 39003.0396996794 | -2021.03969967937 |
96 | 47431 | 47584.0086961646 | -153.008696164565 |
97 | 44835 | 45656.7060588895 | -821.706058889504 |
98 | 38946 | 38972.8461389797 | -26.8461389796576 |
99 | 37297 | 38925.811594511 | -1628.811594511 |
100 | 29764 | 30793.1558907558 | -1029.15589075577 |
101 | 34035 | 35167.8593378996 | -1132.85933789958 |
102 | 37964 | 41623.5671532351 | -3659.56715323507 |
103 | 33053 | 35415.6588134337 | -2362.65881343371 |
104 | 33053 | 31514.5207085683 | 1538.47929143171 |
105 | 38595 | 36235.8535187788 | 2359.14648122118 |
106 | 41542 | 39624.5042012152 | 1917.49579878481 |
107 | 39924 | 38091.4597404884 | 1832.5402595116 |
108 | 51355 | 49357.1512390557 | 1997.8487609443 |
109 | 48413 | 47204.3329934665 | 1208.66700653355 |
110 | 42871 | 41213.7901913698 | 1657.20980863023 |
111 | 40560 | 40123.8289220667 | 436.171077933344 |
112 | 32391 | 32300.5767586488 | 90.4232413511781 |
113 | 35333 | 37187.7525561103 | -1854.75255611033 |
114 | 40560 | 41794.1807584359 | -1234.18075843588 |
115 | 36631 | 36652.943252462 | -21.9432524620279 |
116 | 35653 | 36270.3900896026 | -617.390089602573 |
117 | 40244 | 41635.0680656209 | -1391.06806562086 |
118 | 44168 | 44060.2483030534 | 107.751696946645 |
119 | 39924 | 41942.7018485672 | -2018.70184856719 |
120 | 50057 | 52975.2835552999 | -2918.28355529987 |
Extrapolation Forecasts of Exponential Smoothing | |||
t | Forecast | 95% Lower Bound | 95% Upper Bound |
121 | 49118.3418928426 | 44887.4403442164 | 53349.2434414688 |
122 | 43138.9914841501 | 38841.2633747511 | 47436.719593549 |
123 | 40722.1474357471 | 36356.079501388 | 45088.2153701063 |
124 | 32501.3793697302 | 28130.4259918777 | 36872.3327475826 |
125 | 35817.3847048631 | 31317.51666519 | 40317.2527445362 |
126 | 41362.9072406472 | 36673.3727455177 | 46052.4417357767 |
127 | 37357.6231880625 | 32687.1914882938 | 42028.0548878311 |
128 | 36483.9505113187 | 31761.0116248362 | 41206.8893978013 |
129 | 41460.633383812 | 36511.1158771266 | 46410.1508904974 |
130 | 45474.9291386266 | 40311.4766619989 | 50638.3816152543 |
131 | 41507.9946865367 | 36432.9840045638 | 46583.0053685096 |
132 | 52626.1272473685 | 48922.9145878529 | 56329.3399068842 |