Estimated Parameters of Exponential Smoothing | |
Parameter | Value |
alpha | 0.397744939363288 |
beta | 0.0238591415702091 |
gamma | 0.272304466403946 |
Interpolation Forecasts of Exponential Smoothing | |||
t | Observed | Fitted | Residuals |
13 | 2513 | 2426.15398030827 | 86.8460196917304 |
14 | 2466 | 2418.82659393979 | 47.1734060602107 |
15 | 2544 | 2511.37837530594 | 32.6216246940608 |
16 | 2537 | 2514.27851264813 | 22.721487351871 |
17 | 2564 | 2546.558951268 | 17.4410487320001 |
18 | 2582 | 2565.78818915786 | 16.2118108421414 |
19 | 2716 | 2903.03193362023 | -187.031933620229 |
20 | 2904 | 2762.19593594007 | 141.804064059928 |
21 | 2851 | 2810.39580562333 | 40.6041943766718 |
22 | 2932 | 2855.02530521293 | 76.9746947870658 |
23 | 2772 | 2747.60070543616 | 24.3992945638415 |
24 | 2811 | 2713.44822593069 | 97.5517740693144 |
25 | 2935 | 2828.12933360847 | 106.870666391532 |
26 | 2783 | 2815.89168461258 | -32.8916846125844 |
27 | 3003 | 2885.47260614347 | 117.527393856526 |
28 | 2995 | 2920.01117151548 | 74.9888284845197 |
29 | 3127 | 2977.63613955838 | 149.363860441618 |
30 | 2985 | 3053.9328130428 | -68.9328130428021 |
31 | 3287 | 3377.3348608544 | -90.3348608544038 |
32 | 3236 | 3328.85965602057 | -92.8596560205665 |
33 | 3252 | 3264.29202413751 | -12.2920241375082 |
34 | 3228 | 3299.60588636155 | -71.6058863615472 |
35 | 2856 | 3105.24953591629 | -249.249535916285 |
36 | 3176 | 2969.0434675386 | 206.956532461396 |
37 | 3362 | 3134.90884541064 | 227.091154589363 |
38 | 3036 | 3137.73271454327 | -101.732714543272 |
39 | 3330 | 3214.56332601358 | 115.43667398642 |
40 | 3251 | 3237.87240672643 | 13.1275932735707 |
41 | 3318 | 3284.62980190486 | 33.3701980951414 |
42 | 3238 | 3274.90474284606 | -36.9047428460631 |
43 | 3597 | 3633.08783101289 | -36.0878310128896 |
44 | 3708 | 3602.39448388034 | 105.605516119665 |
45 | 3902 | 3627.68900138282 | 274.310998617177 |
46 | 3745 | 3772.89586312448 | -27.8958631244823 |
47 | 3426 | 3536.68112372207 | -110.681123722069 |
48 | 3526 | 3538.76134270811 | -12.7613427081128 |
49 | 3483 | 3632.9209258201 | -149.920925820104 |
50 | 3458 | 3416.45173503308 | 41.548264966917 |
51 | 3824 | 3602.3918610673 | 221.6081389327 |
52 | 3696 | 3646.14195345315 | 49.8580465468526 |
53 | 3518 | 3716.78591413501 | -198.785914135014 |
54 | 3814 | 3598.28673569387 | 215.713264306126 |
55 | 3996 | 4106.71291994136 | -110.712919941361 |
56 | 4136 | 4070.11591350043 | 65.8840864995668 |
57 | 4037 | 4106.66065858751 | -69.6606585875134 |
58 | 3915 | 4061.52663469624 | -146.526634696239 |
59 | 3760 | 3745.29512256319 | 14.7048774368118 |
60 | 3955 | 3815.747538424 | 139.252461576001 |
61 | 4160 | 3953.3222983632 | 206.677701636795 |
62 | 4115 | 3893.8538174567 | 221.146182543303 |
63 | 4202 | 4213.39993698089 | -11.399936980888 |
64 | 4018 | 4127.33770916606 | -109.337709166065 |
65 | 4233 | 4093.57943097285 | 139.420569027149 |
66 | 4029 | 4182.74743694785 | -153.747436947851 |
67 | 4401 | 4529.39323079242 | -128.393230792417 |
68 | 4645 | 4517.53171844363 | 127.468281556374 |
69 | 4491 | 4554.27987768886 | -63.2798776888567 |
70 | 4379 | 4494.74621688756 | -115.746216887565 |
71 | 4394 | 4189.6841016767 | 204.315898323295 |
72 | 4472 | 4368.45337189896 | 103.546628101039 |
73 | 4614 | 4515.1986482464 | 98.801351753601 |
74 | 4160 | 4397.52193848647 | -237.521938486474 |
75 | 4328 | 4506.6922753823 | -178.692275382303 |
76 | 4202 | 4328.06194728928 | -126.061947289282 |
77 | 4635 | 4326.22911399546 | 308.770886004543 |
78 | 4542 | 4429.93306478157 | 112.066935218428 |
79 | 4920 | 4922.58070034819 | -2.58070034819411 |
80 | 4774 | 5010.21551573882 | -236.215515738822 |
81 | 4698 | 4864.52837529273 | -166.528375292732 |
82 | 4916 | 4748.64846879785 | 167.351531202154 |
83 | 4703 | 4588.33209615424 | 114.667903845762 |
84 | 4616 | 4718.50491514975 | -102.504915149751 |
85 | 4873 | 4784.36832830497 | 88.6316716950287 |
86 | 4375 | 4591.22450330516 | -216.224503305158 |
87 | 4801 | 4726.35872265338 | 74.6412773466236 |
88 | 4427 | 4647.20946948351 | -220.209469483511 |
89 | 4684 | 4683.79463268236 | 0.205367317642413 |
90 | 4648 | 4625.54654067616 | 22.4534593238395 |
91 | 5225 | 5071.5167869921 | 153.483213007898 |
92 | 5174 | 5179.64106174088 | -5.64106174088101 |
93 | 5181 | 5131.31225755458 | 49.687742445416 |
94 | 5266 | 5154.92362605327 | 111.07637394673 |
95 | 4839 | 4944.39141794217 | -105.39141794217 |
96 | 5032 | 4950.62019445251 | 81.3798055474908 |
97 | 5221 | 5128.43468388342 | 92.5653161165756 |
98 | 4658 | 4865.23354630024 | -207.233546300245 |
99 | 5014 | 5068.63470057676 | -54.6347005767557 |
100 | 4980 | 4877.18219408425 | 102.817805915747 |
101 | 4952 | 5092.23390353819 | -140.233903538192 |
102 | 4946 | 4976.4922916841 | -30.4922916841033 |
103 | 5365 | 5453.12020389934 | -88.1202038993433 |
104 | 5456 | 5436.58277218141 | 19.4172278185897 |
105 | 5397 | 5402.06494854283 | -5.06494854283028 |
106 | 5436 | 5410.78323811885 | 25.2167618811454 |
107 | 4995 | 5115.08029324659 | -120.080293246593 |
108 | 5019 | 5144.79480857164 | -125.79480857164 |
109 | 5249 | 5239.04322232411 | 9.95677767589132 |
110 | 4799 | 4883.10405617411 | -84.1040561741138 |
111 | 5137 | 5161.81068215016 | -24.8106821501606 |
112 | 4979 | 4999.81196876191 | -20.8119687619055 |
113 | 4951 | 5121.25502722972 | -170.255027229724 |
114 | 5265 | 5005.25853265457 | 259.741467345434 |
115 | 5612 | 5598.09444609101 | 13.9055539089895 |
116 | 5572 | 5637.80355307504 | -65.8035530750358 |
117 | 5403 | 5560.09880709269 | -157.098807092688 |
118 | 5373 | 5508.59150521651 | -135.591505216514 |
119 | 5252 | 5117.32121457344 | 134.678785426559 |
120 | 5437 | 5245.23365101096 | 191.766348989042 |
121 | 5296 | 5494.76178333773 | -198.761783337728 |
122 | 5011 | 5025.25172504168 | -14.2517250416768 |
123 | 5294 | 5351.33571289622 | -57.3357128962152 |
124 | 5335 | 5169.23416497921 | 165.765835020789 |
125 | 5398 | 5344.15405483457 | 53.8459451654344 |
126 | 5396 | 5389.19115736444 | 6.80884263555618 |
127 | 5724 | 5860.66178905235 | -136.661789052349 |
128 | 5898 | 5825.50924703353 | 72.4907529664652 |
129 | 5718 | 5783.05053931487 | -65.0505393148696 |
130 | 5625 | 5771.520655151 | -146.520655150995 |
131 | 5380 | 5404.16124200936 | -24.161242009357 |
132 | 5488 | 5479.02216879976 | 8.97783120023905 |
133 | 5678 | 5590.39979341667 | 87.6002065833318 |
134 | 5224 | 5247.68557014407 | -23.6855701440709 |
135 | 5596 | 5575.91527604049 | 20.0847239595114 |
136 | 5184 | 5454.09030441304 | -270.090304413045 |
137 | 5620 | 5434.51139387097 | 185.488606129032 |
138 | 5531 | 5521.43815698537 | 9.56184301463327 |
139 | 5816 | 5977.8134894893 | -161.813489489298 |
140 | 6086 | 5964.54972627131 | 121.450273728689 |
141 | 6175 | 5913.51736047099 | 261.482639529011 |
142 | 6112 | 6017.82147455381 | 94.1785254461929 |
143 | 5813 | 5749.09607054731 | 63.903929452692 |
144 | 5740 | 5873.00132840477 | -133.001328404767 |
145 | 5821 | 5949.14353302212 | -128.143533022121 |
146 | 5294 | 5483.52960871041 | -189.529608710411 |
147 | 5881 | 5762.28585130314 | 118.714148696859 |
148 | 5589 | 5622.83017835836 | -33.8301783583647 |
149 | 5845 | 5781.65902228207 | 63.3409777179286 |
150 | 5706 | 5790.04647187597 | -84.0464718759695 |
151 | 6355 | 6197.24965405008 | 157.750345949918 |
152 | 6404 | 6365.06199189074 | 38.9380081092622 |
153 | 6426 | 6299.73988643233 | 126.260113567669 |
154 | 6375 | 6320.96139593243 | 54.0386040675721 |
155 | 5869 | 6016.55576751575 | -147.555767515752 |
156 | 5994 | 6023.34890557996 | -29.3489055799637 |
157 | 6105 | 6144.45340783418 | -39.453407834184 |
158 | 5792 | 5684.5866098555 | 107.413390144497 |
159 | 6011 | 6159.975367519 | -148.975367518998 |
160 | 5968 | 5878.70101287911 | 89.2989871208938 |
161 | 6255 | 6113.40530385795 | 141.594696142047 |
162 | 6208 | 6127.3580143847 | 80.6419856153025 |
163 | 6897 | 6677.04743433618 | 219.952565663822 |
164 | 6814 | 6859.8085464679 | -45.8085464678952 |
165 | 6897 | 6772.62896349728 | 124.371036502717 |
166 | 6596 | 6780.64333805522 | -184.643338055224 |
167 | 6188 | 6328.22089699377 | -140.22089699377 |
168 | 6406 | 6362.62134942594 | 43.37865057406 |
169 | 6548 | 6520.20968947128 | 27.7903105287232 |
170 | 5842 | 6084.5050173328 | -242.5050173328 |
171 | 6555 | 6393.50751014317 | 161.492489856834 |
172 | 6424 | 6264.31859343547 | 159.681406564527 |
173 | 6596 | 6551.01891658859 | 44.9810834114105 |
174 | 6645 | 6514.09313508171 | 130.906864918288 |
175 | 7203 | 7141.83152736281 | 61.1684726371896 |
176 | 7128 | 7220.48123749582 | -92.4812374958155 |
177 | 7133 | 7139.91583614324 | -6.91583614323918 |
178 | 6778 | 7039.1865542068 | -261.186554206796 |
179 | 6593 | 6547.04968967465 | 45.9503103253473 |
180 | 6591 | 6691.24807806008 | -100.248078060078 |
181 | 6120 | 6793.22968082843 | -673.229680828427 |
182 | 5612 | 6027.8303865355 | -415.830386535496 |
183 | 6070 | 6318.38103323749 | -248.381033237492 |
184 | 5983 | 6021.9539285815 | -38.9539285815017 |
185 | 6145 | 6186.19845451933 | -41.1984545193282 |
186 | 6303 | 6117.52431626522 | 185.475683734781 |
187 | 6588 | 6707.0920541054 | -119.092054105399 |
188 | 6640 | 6670.87587646113 | -30.8758764611293 |
189 | 6719 | 6615.778456379 | 103.221543621003 |
190 | 6575 | 6512.01907022318 | 62.9809297768234 |
191 | 6487 | 6205.78716503087 | 281.212834969135 |
192 | 6510 | 6406.57984946486 | 103.420150535137 |
193 | 6365 | 6482.52768051927 | -117.527680519265 |
194 | 5844 | 5974.32617547945 | -130.326175479447 |
195 | 5974 | 6415.74049090333 | -441.74049090333 |
196 | 5880 | 6073.29916901872 | -193.299169018723 |
197 | 6279 | 6172.38624913211 | 106.613750867892 |
198 | 6342 | 6197.24040202899 | 144.759597971013 |
199 | 6598 | 6720.51389375184 | -122.51389375184 |
200 | 6801 | 6694.99632761664 | 106.003672383362 |
201 | 6529 | 6714.67190611774 | -185.671906117738 |
202 | 6369 | 6486.35498578622 | -117.354985786224 |
203 | 6028 | 6143.15714468573 | -115.157144685727 |
204 | 6187 | 6145.99608032075 | 41.0039196792522 |
205 | 6164 | 6151.82233518828 | 12.1776648117184 |
206 | 5866 | 5704.38667834887 | 161.61332165113 |
207 | 6198 | 6193.77343327267 | 4.22656672732592 |
208 | 5898 | 6067.22475901804 | -169.224759018041 |
209 | 6462 | 6225.20677854992 | 236.793221450082 |
210 | 6063 | 6307.80866494699 | -244.808664946985 |
211 | 6496 | 6623.94176589846 | -127.941765898465 |
212 | 6678 | 6629.19022529651 | 48.8097747034872 |
213 | 6554 | 6574.87850450631 | -20.878504506305 |
214 | 6513 | 6421.47126958157 | 91.5287304184267 |
215 | 6210 | 6159.12811705342 | 50.8718829465788 |
216 | 5928 | 6255.64818273071 | -327.648182730709 |
217 | 6268 | 6107.66674354819 | 160.333256451807 |
218 | 5582 | 5741.36940883944 | -159.369408839439 |
219 | 5869 | 6064.90032878286 | -195.900328782857 |
220 | 5764 | 5829.3492755742 | -65.3492755742009 |
221 | 6082 | 6081.12966294461 | 0.870337055393065 |
222 | 6062 | 5987.00297200681 | 74.9970279931913 |
223 | 6810 | 6433.85136208081 | 376.148637919195 |
224 | 6727 | 6668.85946287724 | 58.1405371227593 |
225 | 6537 | 6606.34630939124 | -69.3463093912396 |
226 | 6175 | 6451.24607835682 | -276.246078356821 |
227 | 6014 | 6038.48023861495 | -24.4802386149495 |
228 | 6109 | 6037.13976290519 | 71.8602370948083 |
Extrapolation Forecasts of Exponential Smoothing | |||
t | Forecast | 95% Lower Bound | 95% Upper Bound |
229 | 6127.03881218374 | 5966.40181380736 | 6287.67581056013 |
230 | 5647.7252767557 | 5454.54064191361 | 5840.90991159779 |
231 | 6027.35586487237 | 5792.90307783835 | 6261.8086519064 |
232 | 5890.63674634706 | 5630.08297899303 | 6151.19051370109 |
233 | 6186.08179440486 | 5887.29628394868 | 6484.86730486104 |
234 | 6104.18475338943 | 5782.35114288782 | 6426.01836389104 |
235 | 6576.24087865142 | 6207.72213896707 | 6944.75961833576 |
236 | 6606.80938343444 | 6212.63039018806 | 7000.98837668082 |
237 | 6498.94190779232 | 6086.97315175407 | 6910.91066383058 |
238 | 6336.30530209667 | 5910.47581604169 | 6762.13478815165 |
239 | 6073.46554160671 | 5640.82808694173 | 6506.10299627169 |
240 | 6098.4758928405 | 5661.36914006754 | 6535.58264561345 |