Estimated Parameters of Exponential Smoothing | |
Parameter | Value |
alpha | 0.791744303433318 |
beta | 0.0130842068064546 |
gamma | 1 |
Interpolation Forecasts of Exponential Smoothing | |||
t | Observed | Fitted | Residuals |
13 | 21051 | 21137.6057692308 | -86.6057692307731 |
14 | 21643 | 21681.5136742758 | -38.5136742758368 |
15 | 21864 | 21876.6825783896 | -12.6825783895729 |
16 | 21643 | 21647.4633889691 | -4.46338896906309 |
17 | 22455 | 22479.0387914928 | -24.0387914928397 |
18 | 21935 | 21978.0331210843 | -43.0331210842669 |
19 | 20759 | 21255.7930034246 | -496.793003424602 |
20 | 20467 | 20102.9362997479 | 364.063700252111 |
21 | 20467 | 20413.3461158575 | 53.6538841425281 |
22 | 20610 | 20391.3382141602 | 218.661785839802 |
23 | 20026 | 20603.8229051276 | -577.822905127639 |
24 | 20467 | 20305.0428450643 | 161.957154935688 |
25 | 20097 | 20368.2877254567 | -271.287725456681 |
26 | 20467 | 20769.0463405366 | -302.046340536563 |
27 | 21051 | 20751.2703482002 | 299.729651799778 |
28 | 21272 | 20764.6759597875 | 507.324040212545 |
29 | 21792 | 21996.2437424226 | -204.243742422565 |
30 | 21571 | 21345.6036334268 | 225.396366573154 |
31 | 20246 | 20741.1711892185 | -495.171189218487 |
32 | 19726 | 19768.6718971996 | -42.6718971996415 |
33 | 19506 | 19687.9880307114 | -181.988030711404 |
34 | 19726 | 19506.9162467724 | 219.083753227573 |
35 | 19363 | 19547.0073511866 | -184.007351186552 |
36 | 19506 | 19711.3163932312 | -205.316393231231 |
37 | 19064 | 19386.9685748307 | -322.968574830706 |
38 | 19805 | 19733.2878903225 | 71.7121096774936 |
39 | 20168 | 20133.512568756 | 34.4874312439715 |
40 | 20246 | 19974.1554096515 | 271.844590348501 |
41 | 21643 | 20862.6647544101 | 780.33524558994 |
42 | 21643 | 21082.8031645832 | 560.196835416762 |
43 | 19805 | 20598.6218140378 | -793.621814037833 |
44 | 19363 | 19486.2067697941 | -123.206769794142 |
45 | 19363 | 19314.057484224 | 48.9425157760124 |
46 | 19584 | 19403.0524041227 | 180.947595877271 |
47 | 18622 | 19332.3116142435 | -710.311614243543 |
48 | 18180 | 19073.3405664496 | -893.340566449595 |
49 | 17668 | 18170.480352344 | -502.480352343966 |
50 | 17817 | 18445.7356779097 | -628.735677909721 |
51 | 18480 | 18265.2453146481 | 214.754685351858 |
52 | 17960 | 18281.5249137942 | -321.52491379423 |
53 | 19363 | 18783.4666955121 | 579.533304487868 |
54 | 19584 | 18774.0293440118 | 809.970655988163 |
55 | 18180 | 18183.5051499276 | -3.50514992760873 |
56 | 17668 | 17822.3039203778 | -154.303920377832 |
57 | 17375 | 17647.0882610202 | -272.088261020206 |
58 | 17668 | 17491.7775817719 | 176.222418228055 |
59 | 16855 | 17214.0147817313 | -359.014781731308 |
60 | 16563 | 17181.0323134181 | -618.032313418098 |
61 | 15388 | 16566.3648554516 | -1178.36485545161 |
62 | 15680 | 16262.017512535 | -582.017512535012 |
63 | 15751 | 16276.4800607761 | -525.480060776099 |
64 | 15830 | 15569.633784042 | 260.366215957976 |
65 | 17226 | 16700.5971205659 | 525.402879434077 |
66 | 17076 | 16676.3935094361 | 399.606490563921 |
67 | 15388 | 15567.4050548811 | -179.405054881123 |
68 | 14647 | 15009.559367054 | -362.559367053986 |
69 | 14355 | 14616.799986381 | -261.799986381009 |
70 | 14725 | 14534.975424709 | 190.02457529097 |
71 | 13322 | 14128.7943712689 | -806.794371268896 |
72 | 12367 | 13654.8245467469 | -1287.82454674688 |
73 | 10601 | 12353.7033095642 | -1752.70330956421 |
74 | 10750 | 11673.4125776276 | -923.41257762758 |
75 | 10750 | 11380.4082235595 | -630.408223559456 |
76 | 10601 | 10704.1120975626 | -103.112097562622 |
77 | 11854 | 11548.6930093507 | 305.306990649326 |
78 | 11926 | 11267.9559324144 | 658.044067585593 |
79 | 10451 | 10189.6027638129 | 261.39723618714 |
80 | 10159 | 9893.7845328295 | 265.215467170505 |
81 | 9568 | 9976.71703565696 | -408.717035656964 |
82 | 10380 | 9828.81583104047 | 551.184168959529 |
83 | 8905 | 9460.87803679673 | -555.87803679673 |
84 | 8022 | 9047.88227799039 | -1025.88227799039 |
85 | 6333 | 7822.54200152473 | -1489.54200152473 |
86 | 6697 | 7491.24174641587 | -794.241746415873 |
87 | 6255 | 7330.79510461057 | -1075.79510461057 |
88 | 6404 | 6376.33257446613 | 27.6674255338676 |
89 | 7509 | 7375.52152046658 | 133.478479533424 |
90 | 7730 | 6996.42816340307 | 733.571836596927 |
91 | 6996 | 5860.28059086458 | 1135.71940913542 |
92 | 6917 | 6231.56541147607 | 685.434588523935 |
93 | 6917 | 6485.27520581774 | 431.724794182258 |
94 | 7879 | 7189.82183302986 | 689.178166970141 |
95 | 6184 | 6689.14542409978 | -505.145424099777 |
96 | 5079 | 6207.51885273741 | -1128.51885273741 |
97 | 3163 | 4792.37661736828 | -1629.37661736828 |
98 | 4709 | 4481.73448866733 | 227.265511332673 |
99 | 4488 | 5068.5786036757 | -580.5786036757 |
100 | 4566 | 4738.28668944919 | -172.286689449188 |
101 | 6333 | 5601.41087930296 | 731.589120697037 |
102 | 6112 | 5827.24913106807 | 284.750868931935 |
103 | 5300 | 4421.25820095752 | 878.741799042482 |
104 | 5671 | 4494.40452766508 | 1176.59547233492 |
105 | 5671 | 5088.33619349111 | 582.663806508887 |
106 | 6996 | 5971.7522344506 | 1024.2477655494 |
107 | 5450 | 5496.85986112768 | -46.8598611276757 |
108 | 4566 | 5262.22402586184 | -696.224025861836 |
109 | 3163 | 4103.48738606461 | -940.487386064614 |
110 | 5008 | 4750.50723541932 | 257.492764580677 |
111 | 4859 | 5218.94015537483 | -359.940155374828 |
112 | 4930 | 5176.54695104849 | -246.546951048488 |
113 | 6476 | 6196.52435884203 | 279.475641157973 |
114 | 6333 | 5994.07519782536 | 338.924802174639 |
115 | 5813 | 4777.96684271114 | 1035.03315728886 |
116 | 5892 | 5061.79343953372 | 830.206560466281 |
117 | 6255 | 5279.10339551756 | 975.896604482444 |
118 | 7067 | 6591.21466455324 | 475.785335446762 |
119 | 5813 | 5478.72733483937 | 334.272665160626 |
120 | 4787 | 5434.27681663424 | -647.276816634238 |
Extrapolation Forecasts of Exponential Smoothing | |||
t | Forecast | 95% Lower Bound | 95% Upper Bound |
121 | 4287.59127274423 | 3092.4007942745 | 5482.78175121396 |
122 | 5962.63233570193 | 4430.46980657455 | 7494.79486482931 |
123 | 6129.85493909329 | 4315.89344410076 | 7943.81643408583 |
124 | 6431.02786359346 | 4367.63508796435 | 8494.42063922258 |
125 | 7793.27946245838 | 5502.15988089927 | 10084.3990440175 |
126 | 7416.56734182213 | 4913.43321147591 | 9919.70147216836 |
127 | 6108.20435708903 | 3405.0116231625 | 8811.39709101556 |
128 | 5550.28939677292 | 2656.46027578396 | 8444.11851776187 |
129 | 5152.42477685939 | 2075.57977809381 | 8229.26977562496 |
130 | 5589.41075450257 | 2335.83701946576 | 8842.98448953938 |
131 | 4067.50975769978 | 642.476285178002 | 7492.54323022156 |
132 | 3547.28212538108 | -44.7393750948686 | 7139.30362585704 |