| opgave 9 oefening 2 Patrick Fieremans | *Unverified author* | R Software Module: /rwasp_decompose.wasp (opens new window with default values) | Title produced by software: Classical Decomposition | Date of computation: Mon, 24 May 2010 21:00:11 +0000 | | Cite this page as follows: | Statistical Computations at FreeStatistics.org, Office for Research Development and Education, URL http://www.freestatistics.org/blog/date/2010/May/24/t1274734953y043hiyyrubs084.htm/, Retrieved Mon, 24 May 2010 23:02:39 +0200 | | BibTeX entries for LaTeX users: | @Manual{KEY,
author = {{YOUR NAME}},
publisher = {Office for Research Development and Education},
title = {Statistical Computations at FreeStatistics.org, URL http://www.freestatistics.org/blog/date/2010/May/24/t1274734953y043hiyyrubs084.htm/},
year = {2010},
}
@Manual{R,
title = {R: A Language and Environment for Statistical Computing},
author = {{R Development Core Team}},
organization = {R Foundation for Statistical Computing},
address = {Vienna, Austria},
year = {2010},
note = {{ISBN} 3-900051-07-0},
url = {http://www.R-project.org},
}
| | Original text written by user: | | | IsPrivate? | No (this computation is public) | | User-defined keywords: | KDGP2W52 | | Dataseries X: | » Textbox « » Textfile « » CSV « | 93,2
96
95,2
77,1
70,9
64,8
70,1
77,3
79,5
100,6
100,7
107,1
95,9
82,8
83,3
80
80,4
67,5
75,7
71,1
89,3
101,1
105,2
114,1
96,3
84,4
91,2
81,9
80,5
70,4
74,8
75,9
86,3
98,7
100,9
113,8
89,8
84,4
87,2
85,6
72
69,2
77,5
78,1
94,3
97,7
100,2
116,4
97,1
93
96
80,5
76,1
69,9
73,6
92,6
94,2
93,5
108,5
109,4
105,1
92,5
97,1
81,4
79,1
72,1
78,7
87,1
91,4
109,9
116,3
113
100
84,8
94,3
87,1
90,3
72,4
84,9
92,7
92,2
114,9
112,5
118,3
106
91,2
96,6
96,3
88,2
70,2
86,5
88,2
102,8
119,1
119,2
125,1
106,1
102,1
105,2
101
84,3
87,5
92,7
94,4
113
113,9
122,9
132,7
106,9
96,6
127,3
98,2
100,2
89,4
95,3
104,2
106,4
116,2
135,9
134
104,6
107,1
123,5
98,8
98,6
90,6
89,1
105,2
114
122,1
138
142,2
116,4
112,6
123,8
103,6
113,9
98,6
95
116
113,9
127,5
131,4
145,9
131,5
131
130,5
118,9
114,3
85,7
104,6
105,1
117,3
142,5
140
159,8
131,2
125,4
126,5
119,4
113,5
98,7
114,5
113, etc... | | Output produced by software: |
Classical Decomposition by Moving Averages | t | Observations | Fit | Trend | Seasonal | Random | 1 | 93.2 | NA | NA | 3.92258771929825 | NA | 2 | 96 | NA | NA | -5.40657894736841 | NA | 3 | 95.2 | NA | NA | 6.13859649122807 | NA | 4 | 77.1 | NA | NA | -7.39616228070176 | NA | 5 | 70.9 | NA | NA | -11.5802631578947 | NA | 6 | 64.8 | NA | NA | -25.1287280701754 | NA | 7 | 70.1 | 70.5997807017544 | 86.1541666666667 | -15.5543859649123 | -0.499780701754403 | 8 | 77.3 | 76.1735745614035 | 85.7166666666667 | -9.54309210526316 | 1.12642543859648 | 9 | 79.5 | 78.4546052631579 | 84.6708333333333 | -6.21622807017544 | 1.04539473684210 | 10 | 100.6 | 97.6816885964912 | 84.2958333333333 | 13.3858552631579 | 2.91831140350877 | 11 | 100.7 | 107.514144736842 | 84.8125 | 22.7016447368421 | -6.81414473684211 | 12 | 107.1 | 119.997587719298 | 85.3208333333333 | 34.6767543859649 | -12.8975877192983 | 13 | 95.9 | 89.589254385965 | 85.6666666666667 | 3.92258771929825 | 6.31074561403508 | 14 | 82.8 | 80.2350877192982 | 85.6416666666667 | -5.40657894736841 | 2.56491228070176 | 15 | 83.3 | 91.9302631578947 | 85.7916666666667 | 6.13859649122807 | -8.63026315789473 | 16 | 80 | 78.8246710526316 | 86.2208333333333 | -7.39616228070176 | 1.17532894736844 | 17 | 80.4 | 74.8489035087719 | 86.4291666666667 | -11.5802631578947 | 5.55109649122808 | 18 | 67.5 | 61.7796052631579 | 86.9083333333334 | -25.1287280701754 | 5.72039473684208 | 19 | 75.7 | 71.6622807017544 | 87.2166666666667 | -15.5543859649123 | 4.03771929824561 | 20 | 71.1 | 77.7569078947368 | 87.3 | -9.54309210526316 | -6.65690789473685 | 21 | 89.3 | 81.4796052631579 | 87.6958333333333 | -6.21622807017544 | 7.8203947368421 | 22 | 101.1 | 101.490021929825 | 88.1041666666667 | 13.3858552631579 | -0.390021929824556 | 23 | 105.2 | 110.889144736842 | 88.1875 | 22.7016447368421 | -5.6891447368421 | 24 | 114.1 | 122.989254385965 | 88.3125 | 34.6767543859649 | -8.8892543859649 | 25 | 96.3 | 92.3184210526316 | 88.3958333333333 | 3.92258771929825 | 3.98157894736842 | 26 | 84.4 | 83.1517543859649 | 88.5583333333333 | -5.40657894736841 | 1.2482456140351 | 27 | 91.2 | 94.7719298245614 | 88.6333333333333 | 6.13859649122807 | -3.57192982456139 | 28 | 81.9 | 81.0121710526316 | 88.4083333333333 | -7.39616228070176 | 0.887828947368419 | 29 | 80.5 | 76.5489035087719 | 88.1291666666667 | -11.5802631578947 | 3.95109649122809 | 30 | 70.4 | 62.8087719298246 | 87.9375 | -25.1287280701754 | 7.59122807017545 | 31 | 74.8 | 72.0997807017544 | 87.6541666666667 | -15.5543859649123 | 2.70021929824561 | 32 | 75.9 | 77.8402412280702 | 87.3833333333333 | -9.54309210526316 | -1.94024122807018 | 33 | 86.3 | 81.0004385964912 | 87.2166666666667 | -6.21622807017544 | 5.29956140350878 | 34 | 98.7 | 100.590021929825 | 87.2041666666667 | 13.3858552631579 | -1.89002192982456 | 35 | 100.9 | 109.705811403509 | 87.0041666666667 | 22.7016447368421 | -8.80581140350877 | 36 | 113.8 | 121.276754385965 | 86.6 | 34.6767543859649 | -7.47675438596492 | 37 | 89.8 | 90.5850877192982 | 86.6625 | 3.92258771929825 | -0.785087719298247 | 38 | 84.4 | 81.4600877192982 | 86.8666666666666 | -5.40657894736841 | 2.93991228070178 | 39 | 87.2 | 93.4302631578947 | 87.2916666666667 | 6.13859649122807 | -6.23026315789473 | 40 | 85.6 | 80.1871710526316 | 87.5833333333333 | -7.39616228070176 | 5.41282894736844 | 41 | 72 | 75.9322368421053 | 87.5125 | -11.5802631578947 | -3.93223684210525 | 42 | 69.2 | 62.4629385964912 | 87.5916666666667 | -25.1287280701754 | 6.73706140350879 | 43 | 77.5 | 72.4497807017544 | 88.0041666666667 | -15.5543859649123 | 5.05021929824562 | 44 | 78.1 | 79.1235745614035 | 88.6666666666667 | -9.54309210526316 | -1.02357456140351 | 45 | 94.3 | 83.1754385964912 | 89.3916666666667 | -6.21622807017544 | 11.1245614035088 | 46 | 97.7 | 102.931688596491 | 89.5458333333333 | 13.3858552631579 | -5.23168859649121 | 47 | 100.2 | 112.205811403509 | 89.5041666666667 | 22.7016447368421 | -12.0058114035088 | 48 | 116.4 | 124.380921052632 | 89.7041666666667 | 34.6767543859649 | -7.98092105263159 | 49 | 97.1 | 93.4934210526316 | 89.5708333333333 | 3.92258771929825 | 3.60657894736840 | 50 | 93 | 84.6059210526316 | 90.0125 | -5.40657894736841 | 8.39407894736843 | 51 | 96 | 96.751096491228 | 90.6125 | 6.13859649122807 | -0.751096491228054 | 52 | 80.5 | 83.0371710526316 | 90.4333333333333 | -7.39616228070176 | -2.53717105263158 | 53 | 76.1 | 79.023903508772 | 90.6041666666667 | -11.5802631578947 | -2.92390350877194 | 54 | 69.9 | 65.5296052631579 | 90.6583333333333 | -25.1287280701754 | 4.37039473684212 | 55 | 73.6 | 75.1456140350877 | 90.7 | -15.5543859649123 | -1.54561403508772 | 56 | 92.6 | 81.4694078947368 | 91.0125 | -9.54309210526316 | 11.1305921052632 | 57 | 94.2 | 84.8212719298246 | 91.0375 | -6.21622807017544 | 9.37872807017544 | 58 | 93.5 | 104.506688596491 | 91.1208333333333 | 13.3858552631579 | -11.0066885964912 | 59 | 108.5 | 113.984978070175 | 91.2833333333333 | 22.7016447368421 | -5.48497807017543 | 60 | 109.4 | 126.176754385965 | 91.5 | 34.6767543859649 | -16.7767543859649 | 61 | 105.1 | 95.7267543859649 | 91.8041666666667 | 3.92258771929825 | 9.37324561403508 | 62 | 92.5 | 86.3809210526316 | 91.7875 | -5.40657894736841 | 6.11907894736842 | 63 | 97.1 | 97.5802631578947 | 91.4416666666667 | 6.13859649122807 | -0.480263157894754 | 64 | 81.4 | 84.6121710526316 | 92.0083333333333 | -7.39616228070176 | -3.21217105263156 | 65 | 79.1 | 81.4364035087719 | 93.0166666666667 | -11.5802631578947 | -2.33640350877192 | 66 | 72.1 | 68.3629385964912 | 93.4916666666667 | -25.1287280701754 | 3.73706140350876 | 67 | 78.7 | 77.8747807017544 | 93.4291666666666 | -15.5543859649123 | 0.825219298245642 | 68 | 87.1 | 83.3527412280702 | 92.8958333333333 | -9.54309210526316 | 3.74725877192982 | 69 | 91.4 | 86.2421052631579 | 92.4583333333333 | -6.21622807017544 | 5.15789473684211 | 70 | 109.9 | 105.965021929825 | 92.5791666666667 | 13.3858552631579 | 3.93497807017545 | 71 | 116.3 | 115.984978070175 | 93.2833333333333 | 22.7016447368421 | 0.315021929824567 | 72 | 113 | 128.439254385965 | 93.7625 | 34.6767543859649 | -15.4392543859649 | 73 | 100 | 97.9559210526316 | 94.0333333333333 | 3.92258771929825 | 2.04407894736842 | 74 | 84.8 | 89.1184210526316 | 94.525 | -5.40657894736841 | -4.31842105263156 | 75 | 94.3 | 100.930263157895 | 94.7916666666667 | 6.13859649122807 | -6.63026315789473 | 76 | 87.1 | 87.6371710526316 | 95.0333333333333 | -7.39616228070176 | -0.537171052631578 | 77 | 90.3 | 83.5030701754386 | 95.0833333333333 | -11.5802631578947 | 6.79692982456142 | 78 | 72.4 | 70.0171052631579 | 95.1458333333333 | -25.1287280701754 | 2.38289473684212 | 79 | 84.9 | 80.0622807017544 | 95.6166666666667 | -15.5543859649123 | 4.83771929824562 | 80 | 92.7 | 86.5902412280702 | 96.1333333333333 | -9.54309210526316 | 6.10975877192982 | 81 | 92.2 | 90.2796052631579 | 96.4958333333333 | -6.21622807017544 | 1.92039473684211 | 82 | 114.9 | 110.360855263158 | 96.975 | 13.3858552631579 | 4.53914473684212 | 83 | 112.5 | 119.972478070175 | 97.2708333333333 | 22.7016447368421 | -7.47247807017544 | 84 | 118.3 | 131.768421052632 | 97.0916666666667 | 34.6767543859649 | -13.4684210526316 | 85 | 106 | 100.989254385965 | 97.0666666666667 | 3.92258771929825 | 5.01074561403509 | 86 | 91.2 | 91.5392543859649 | 96.9458333333333 | -5.40657894736841 | -0.339254385964921 | 87 | 96.6 | 103.338596491228 | 97.2 | 6.13859649122807 | -6.73859649122808 | 88 | 96.3 | 90.4205043859649 | 97.8166666666666 | -7.39616228070176 | 5.87949561403511 | 89 | 88.2 | 86.6905701754386 | 98.2708333333333 | -11.5802631578947 | 1.50942982456142 | 90 | 70.2 | 73.7046052631579 | 98.8333333333333 | -25.1287280701754 | -3.50460526315788 | 91 | 86.5 | 83.566447368421 | 99.1208333333333 | -15.5543859649123 | 2.93355263157895 | 92 | 88.2 | 90.0360745614035 | 99.5791666666667 | -9.54309210526316 | -1.83607456140349 | 93 | 102.8 | 94.1754385964912 | 100.391666666667 | -6.21622807017544 | 8.62456140350878 | 94 | 119.1 | 114.331688596491 | 100.945833333333 | 13.3858552631579 | 4.7683114035088 | 95 | 119.2 | 123.680811403509 | 100.979166666667 | 22.7016447368421 | -4.48081140350875 | 96 | 125.1 | 136.214254385965 | 101.5375 | 34.6767543859649 | -11.1142543859649 | 97 | 106.1 | 106.439254385965 | 102.516666666667 | 3.92258771929825 | -0.339254385964907 | 98 | 102.1 | 97.6267543859649 | 103.033333333333 | -5.40657894736841 | 4.47324561403509 | 99 | 105.2 | 109.855263157895 | 103.716666666667 | 6.13859649122807 | -4.65526315789472 | 100 | 101 | 96.5288377192982 | 103.925 | -7.39616228070176 | 4.47116228070176 | 101 | 84.3 | 92.2822368421052 | 103.8625 | -11.5802631578947 | -7.98223684210525 | 102 | 87.5 | 79.2046052631579 | 104.333333333333 | -25.1287280701754 | 8.2953947368421 | 103 | 92.7 | 89.128947368421 | 104.683333333333 | -15.5543859649123 | 3.57105263157894 | 104 | 94.4 | 94.9444078947369 | 104.4875 | -9.54309210526316 | -0.54440789473685 | 105 | 113 | 98.9629385964912 | 105.179166666667 | -6.21622807017544 | 14.0370614035088 | 106 | 113.9 | 119.369188596491 | 105.983333333333 | 13.3858552631579 | -5.46918859649121 | 107 | 122.9 | 129.230811403509 | 106.529166666667 | 22.7016447368421 | -6.33081140350876 | 108 | 132.7 | 141.947587719298 | 107.270833333333 | 34.6767543859649 | -9.24758771929825 | 109 | 106.9 | 111.380921052632 | 107.458333333333 | 3.92258771929825 | -4.48092105263157 | 110 | 96.6 | 102.568421052632 | 107.975 | -5.40657894736841 | -5.9684210526316 | 111 | 127.3 | 114.246929824561 | 108.108333333333 | 6.13859649122807 | 13.0530701754386 | 112 | 98.2 | 100.533004385965 | 107.929166666667 | -7.39616228070176 | -2.33300438596491 | 113 | 100.2 | 96.986403508772 | 108.566666666667 | -11.5802631578947 | 3.21359649122809 | 114 | 89.4 | 84.0337719298246 | 109.1625 | -25.1287280701754 | 5.36622807017545 | 115 | 95.3 | 93.566447368421 | 109.120833333333 | -15.5543859649123 | 1.73355263157896 | 116 | 104.2 | 99.9194078947368 | 109.4625 | -9.54309210526316 | 4.28059210526315 | 117 | 106.4 | 103.525438596491 | 109.741666666667 | -6.21622807017544 | 2.87456140350878 | 118 | 116.2 | 122.994188596491 | 109.608333333333 | 13.3858552631579 | -6.79418859649122 | 119 | 135.9 | 132.268311403509 | 109.566666666667 | 22.7016447368421 | 3.63168859649124 | 120 | 134 | 144.226754385965 | 109.55 | 34.6767543859649 | -10.2267543859649 | 121 | 104.6 | 113.264254385965 | 109.341666666667 | 3.92258771929825 | -8.66425438596492 | 122 | 107.1 | 103.718421052632 | 109.125 | -5.40657894736841 | 3.38157894736841 | 123 | 123.5 | 115.621929824561 | 109.483333333333 | 6.13859649122807 | 7.87807017543858 | 124 | 98.8 | 102.649671052632 | 110.045833333333 | -7.39616228070176 | -3.84967105263158 | 125 | 98.6 | 98.798903508772 | 110.379166666667 | -11.5802631578947 | -0.19890350877192 | 126 | 90.6 | 85.6796052631579 | 110.808333333333 | -25.1287280701754 | 4.92039473684211 | 127 | 89.1 | 96.0872807017544 | 111.641666666667 | -15.5543859649123 | -6.98728070175439 | 128 | 105.2 | 102.819407894737 | 112.3625 | -9.54309210526316 | 2.38059210526316 | 129 | 114 | 106.387938596491 | 112.604166666667 | -6.21622807017544 | 7.61206140350878 | 130 | 122.1 | 126.202521929825 | 112.816666666667 | 13.3858552631579 | -4.10252192982455 | 131 | 138 | 136.355811403509 | 113.654166666667 | 22.7016447368421 | 1.64418859649125 | 132 | 142.2 | 149.301754385965 | 114.625 | 34.6767543859649 | -7.10175438596491 | 133 | 116.4 | 119.126754385965 | 115.204166666667 | 3.92258771929825 | -2.72675438596490 | 134 | 112.6 | 110.493421052632 | 115.9 | -5.40657894736841 | 2.10657894736843 | 135 | 123.8 | 122.484429824561 | 116.345833333333 | 6.13859649122807 | 1.31557017543859 | 136 | 103.6 | 109.170504385965 | 116.566666666667 | -7.39616228070176 | -5.5705043859649 | 137 | 113.9 | 104.936403508772 | 116.516666666667 | -11.5802631578947 | 8.96359649122809 | 138 | 98.6 | 91.2671052631579 | 116.395833333333 | -25.1287280701754 | 7.33289473684212 | 139 | 95 | 101.624780701754 | 117.179166666667 | -15.5543859649123 | -6.62478070175436 | 140 | 116 | 109.031907894737 | 118.575 | -9.54309210526316 | 6.96809210526317 | 141 | 113.9 | 113.404605263158 | 119.620833333333 | -6.21622807017544 | 0.495394736842101 | 142 | 127.5 | 133.923355263158 | 120.5375 | 13.3858552631579 | -6.42335526315792 | 143 | 131.4 | 143.893311403509 | 121.191666666667 | 22.7016447368421 | -12.4933114035088 | 144 | 145.9 | 155.347587719298 | 120.670833333333 | 34.6767543859649 | -9.44758771929824 | 145 | 131.5 | 124.455921052632 | 120.533333333333 | 3.92258771929825 | 7.04407894736842 | 146 | 131 | 115.072587719298 | 120.479166666667 | -5.40657894736841 | 15.9274122807018 | 147 | 130.5 | 126.305263157895 | 120.166666666667 | 6.13859649122807 | 4.19473684210527 | 148 | 118.9 | 113.537171052632 | 120.933333333333 | -7.39616228070176 | 5.36282894736844 | 149 | 114.3 | 110.336403508772 | 121.916666666667 | -11.5802631578947 | 3.96359649122809 | 150 | 85.7 | 97.7254385964912 | 122.854166666667 | -25.1287280701754 | -12.0254385964912 | 151 | 104.6 | 107.866447368421 | 123.420833333333 | -15.5543859649123 | -3.26644736842104 | 152 | 105.1 | 113.631907894737 | 123.175 | -9.54309210526316 | -8.53190789473685 | 153 | 117.3 | 116.558771929825 | 122.775 | -6.21622807017544 | 0.741228070175453 | 154 | 142.5 | 136.015021929825 | 122.629166666667 | 13.3858552631579 | 6.48497807017544 | 155 | 140 | 145.318311403509 | 122.616666666667 | 22.7016447368421 | -5.31831140350877 | 156 | 159.8 | 157.801754385965 | 123.125 | 34.6767543859649 | 1.99824561403508 | 157 | 131.2 | 128.001754385965 | 124.079166666667 | 3.92258771929825 | 3.19824561403507 | 158 | 125.4 | 119.447587719298 | 124.854166666667 | -5.40657894736841 | 5.95241228070176 | 159 | 126.5 | 132.013596491228 | 125.875 | 6.13859649122807 | -5.51359649122807 | 160 | 119.4 | 119.174671052632 | 126.570833333333 | -7.39616228070176 | 0.225328947368425 | 161 | 113.5 | 114.915570175439 | 126.495833333333 | -11.5802631578947 | -1.41557017543859 | 162 | 98.7 | 101.479605263158 | 126.608333333333 | -25.1287280701754 | -2.77960526315789 | 163 | 114.5 | 111.099780701754 | 126.654166666667 | -15.5543859649123 | 3.40021929824562 | 164 | 113.8 | 116.873574561404 | 126.416666666667 | -9.54309210526316 | -3.07357456140352 | 165 | 133.1 | 120.525438596491 | 126.741666666667 | -6.21622807017544 | 12.5745614035088 | 166 | 143.4 | 140.952521929825 | 127.566666666667 | 13.3858552631579 | 2.44747807017545 | 167 | 137.3 | 150.539144736842 | 127.8375 | 22.7016447368421 | -13.2391447368421 | 168 | 165.2 | 163.139254385965 | 128.4625 | 34.6767543859649 | 2.06074561403508 | 169 | 126.9 | 133.422587719298 | 129.5 | 3.92258771929825 | -6.52258771929824 | 170 | 124 | 124.635087719298 | 130.041666666667 | -5.40657894736841 | -0.635087719298241 | 171 | 135.7 | 136.446929824561 | 130.308333333333 | 6.13859649122807 | -0.74692982456142 | 172 | 130 | 122.858004385965 | 130.254166666667 | -7.39616228070176 | 7.1419956140351 | 173 | 109.4 | 119.073903508772 | 130.654166666667 | -11.5802631578947 | -9.67390350877191 | 174 | 117.8 | 106.392105263158 | 131.520833333333 | -25.1287280701754 | 11.4078947368421 | 175 | 120.3 | 116.649780701754 | 132.204166666667 | -15.5543859649123 | 3.65021929824562 | 176 | 121 | 122.886074561404 | 132.429166666667 | -9.54309210526316 | -1.88607456140352 | 177 | 132.3 | 126.933771929825 | 133.15 | -6.21622807017544 | 5.36622807017548 | 178 | 142.9 | 147.435855263158 | 134.05 | 13.3858552631579 | -4.53585526315788 | 179 | 147.4 | 157.343311403509 | 134.641666666667 | 22.7016447368421 | -9.94331140350874 | 180 | 175.9 | 169.676754385965 | 135 | 34.6767543859649 | 6.22324561403508 | 181 | 132.6 | 138.785087719298 | 134.8625 | 3.92258771929825 | -6.18508771929822 | 182 | 123.7 | 129.789254385965 | 135.195833333333 | -5.40657894736841 | -6.08925438596489 | 183 | 153.3 | 141.613596491228 | 135.475 | 6.13859649122807 | 11.6864035087719 | 184 | 134 | 128.016337719298 | 135.4125 | -7.39616228070176 | 5.98366228070174 | 185 | 119.6 | 124.553070175439 | 136.133333333333 | -11.5802631578947 | -4.95307017543863 | 186 | 116.2 | 111.808771929825 | 136.9375 | -25.1287280701754 | 4.3912280701754 | 187 | 118.6 | 121.341447368421 | 136.895833333333 | -15.5543859649123 | -2.74144736842106 | 188 | 130.7 | 127.777741228070 | 137.320833333333 | -9.54309210526316 | 2.92225877192982 | 189 | 129.3 | 131.692105263158 | 137.908333333333 | -6.21622807017544 | -2.39210526315784 | 190 | 144.4 | 150.685855263158 | 137.3 | 13.3858552631579 | -6.28585526315791 | 191 | 163.2 | 160.289144736842 | 137.5875 | 22.7016447368421 | 2.91085526315791 | 192 | 179.4 | 173.135087719298 | 138.458333333333 | 34.6767543859649 | 6.26491228070176 | 193 | 128.1 | 142.497587719298 | 138.575 | 3.92258771929825 | -14.3975877192982 | 194 | 138.4 | 133.164254385965 | 138.570833333333 | -5.40657894736841 | 5.23574561403512 | 195 | 152.7 | 145.184429824561 | 139.045833333333 | 6.13859649122807 | 7.5155701754386 | 196 | 120 | 132.795504385965 | 140.191666666667 | -7.39616228070176 | -12.7955043859649 | 197 | 140.5 | 129.286403508772 | 140.866666666667 | -11.5802631578947 | 11.2135964912281 | 198 | 116.2 | 115.983771929825 | 141.1125 | -25.1287280701754 | 0.216228070175447 | 199 | 121.4 | 126.720614035088 | 142.275 | -15.5543859649123 | -5.32061403508771 | 200 | 127.8 | 134.156907894737 | 143.7 | -9.54309210526316 | -6.35690789473685 | 201 | 143.6 | 138.075438596491 | 144.291666666667 | -6.21622807017544 | 5.52456140350876 | 202 | 157.6 | 158.602521929825 | 145.216666666667 | 13.3858552631579 | -1.00252192982461 | 203 | 166.2 | 169.093311403509 | 146.391666666667 | 22.7016447368421 | -2.89331140350876 | 204 | 182.3 | 180.797587719298 | 146.120833333333 | 34.6767543859649 | 1.50241228070178 | 205 | 153.1 | 150.330921052632 | 146.408333333333 | 3.92258771929825 | 2.76907894736843 | 206 | 147.6 | 143.014254385965 | 148.420833333333 | -5.40657894736841 | 4.58574561403512 | 207 | 157.7 | 154.963596491228 | 148.825 | 6.13859649122807 | 2.73640350877196 | 208 | 137.2 | 141.524671052632 | 148.920833333333 | -7.39616228070176 | -4.32467105263157 | 209 | 151.5 | 139.311403508772 | 150.891666666667 | -11.5802631578947 | 12.1885964912281 | 210 | 98.7 | 127.529605263158 | 152.658333333333 | -25.1287280701754 | -28.8296052631579 | 211 | 145.8 | 138.045614035088 | 153.6 | -15.5543859649123 | 7.75438596491227 | 212 | 151.7 | 144.31524122807 | 153.858333333333 | -9.54309210526316 | 7.38475877192982 | 213 | 129.4 | 147.450438596491 | 153.666666666667 | -6.21622807017544 | -18.0504385964912 | 214 | 174.1 | 167.977521929825 | 154.591666666667 | 13.3858552631579 | 6.12247807017545 | 215 | 197 | 178.655811403509 | 155.954166666667 | 22.7016447368421 | 18.3441885964913 | 216 | 193.9 | 192.093421052632 | 157.416666666667 | 34.6767543859649 | 1.80657894736842 | 217 | 164.1 | 161.697587719298 | 157.775 | 3.92258771929825 | 2.40241228070178 | 218 | 142.8 | 151.643421052632 | 157.05 | -5.40657894736841 | -8.84342105263156 | 219 | 157.9 | 164.788596491228 | 158.65 | 6.13859649122807 | -6.88859649122807 | 220 | 159.2 | 153.153837719298 | 160.55 | -7.39616228070176 | 6.04616228070176 | 221 | 162.2 | 148.582236842105 | 160.1625 | -11.5802631578947 | 13.6177631578947 | 222 | 123.1 | 134.429605263158 | 159.558333333333 | -25.1287280701754 | -11.3296052631579 | 223 | 130 | 143.908114035088 | 159.4625 | -15.5543859649123 | -13.9081140350877 | 224 | 150.1 | 150.91524122807 | 160.458333333333 | -9.54309210526316 | -0.815241228070136 | 225 | 169.4 | 155.804605263158 | 162.020833333333 | -6.21622807017544 | 13.5953947368422 | 226 | 179.7 | 175.815021929825 | 162.429166666667 | 13.3858552631579 | 3.88497807017546 | 227 | 182.1 | 184.930811403509 | 162.229166666667 | 22.7016447368421 | -2.83081140350873 | 228 | 194.3 | 197.260087719298 | 162.583333333333 | 34.6767543859649 | -2.9600877192982 | 229 | 161.4 | 167.818421052632 | 163.895833333333 | 3.92258771929825 | -6.41842105263154 | 230 | 169.4 | 159.014254385965 | 164.420833333333 | -5.40657894736841 | 10.3857456140351 | 231 | 168.8 | 169.146929824561 | 163.008333333333 | 6.13859649122807 | -0.346929824561386 | 232 | 158.1 | 154.841337719298 | 162.2375 | -7.39616228070176 | 3.25866228070174 | 233 | 158.5 | 150.357236842105 | 161.9375 | -11.5802631578947 | 8.14276315789476 | 234 | 135.3 | 136.350438596491 | 161.479166666667 | -25.1287280701754 | -1.05043859649118 | 235 | 149.3 | 147.016447368421 | 162.570833333333 | -15.5543859649123 | 2.28355263157897 | 236 | 143.4 | 152.906907894737 | 162.45 | -9.54309210526316 | -9.50690789473686 | 237 | 142.2 | 155.779605263158 | 161.995833333333 | -6.21622807017544 | -13.5796052631579 | 238 | 188.4 | 175.960855263158 | 162.575 | 13.3858552631579 | 12.4391447368421 | 239 | 166.2 | 184.597478070175 | 161.895833333333 | 22.7016447368421 | -18.3974780701754 | 240 | 199.2 | 195.755921052632 | 161.079166666667 | 34.6767543859649 | 3.44407894736847 | 241 | 182.7 | 164.485087719298 | 160.5625 | 3.92258771929825 | 18.2149122807018 | 242 | 145.2 | 154.901754385965 | 160.308333333333 | -5.40657894736841 | -9.70175438596488 | 243 | 182.1 | 167.613596491228 | 161.475 | 6.13859649122807 | 14.4864035087720 | 244 | 158.7 | 153.787171052632 | 161.183333333333 | -7.39616228070176 | 4.91282894736844 | 245 | 141.6 | 148.886403508772 | 160.466666666667 | -11.5802631578947 | -7.28640350877194 | 246 | 132.6 | 136.387938596491 | 161.516666666667 | -25.1287280701754 | -3.78793859649122 | 247 | 139.6 | 145.466447368421 | 161.020833333333 | -15.5543859649123 | -5.86644736842103 | 248 | 147 | 151.048574561404 | 160.591666666667 | -9.54309210526316 | -4.04857456140351 | 249 | 166.6 | 154.321271929825 | 160.5375 | -6.21622807017544 | 12.2787280701755 | 250 | 157 | 173.331688596491 | 159.945833333333 | 13.3858552631579 | -16.3316885964913 | 251 | 180.4 | 183.068311403509 | 160.366666666667 | 22.7016447368421 | -2.66831140350877 | 252 | 210.2 | 195.876754385965 | 161.2 | 34.6767543859649 | 14.3232456140351 | 253 | 159.8 | 165.422587719298 | 161.5 | 3.92258771929825 | -5.6225877192982 | 254 | 157.8 | 156.226754385965 | 161.633333333333 | -5.40657894736841 | 1.57324561403510 | 255 | 168.2 | 168.013596491228 | 161.875 | 6.13859649122807 | 0.186403508771917 | 256 | 158.4 | 154.845504385965 | 162.241666666667 | -7.39616228070176 | 3.55449561403509 | 257 | 152 | 151.778070175439 | 163.358333333333 | -11.5802631578947 | 0.221929824561357 | 258 | 142.2 | 138.625438596491 | 163.754166666667 | -25.1287280701754 | 3.57456140350877 | 259 | 137.2 | 148.291447368421 | 163.845833333333 | -15.5543859649123 | -11.0914473684210 | 260 | 152.6 | 155.031907894737 | 164.575 | -9.54309210526316 | -2.43190789473684 | 261 | 166.8 | 159.112938596491 | 165.329166666667 | -6.21622807017544 | 7.6870614035088 | 262 | 165.6 | 179.135855263158 | 165.75 | 13.3858552631579 | -13.5358552631579 | 263 | 198.6 | 189.059978070175 | 166.358333333333 | 22.7016447368421 | 9.54002192982458 | 264 | 201.5 | 201.580921052632 | 166.904166666667 | 34.6767543859649 | -0.0809210526315667 | 265 | 170.7 | 170.764254385965 | 166.841666666667 | 3.92258771929825 | -0.0642543859649152 | 266 | 164.4 | 161.526754385965 | 166.933333333333 | -5.40657894736841 | 2.87324561403508 | 267 | 179.7 | 171.942763157895 | 165.804166666667 | 6.13859649122807 | 7.75723684210524 | 268 | 157 | 157.516337719298 | 164.9125 | -7.39616228070176 | -0.516337719298235 | 269 | 168 | 153.594736842105 | 165.175 | -11.5802631578947 | 14.4052631578948 | 270 | 139.3 | 140.717105263158 | 165.845833333333 | -25.1287280701754 | -1.41710526315785 | 271 | 138.6 | 151.095614035088 | 166.65 | -15.5543859649123 | -12.4956140350877 | 272 | 153.4 | 156.790241228070 | 166.333333333333 | -9.54309210526316 | -3.39024122807018 | 273 | 138.9 | 159.504605263158 | 165.720833333333 | -6.21622807017544 | -20.6046052631579 | 274 | 172.1 | 178.523355263158 | 165.1375 | 13.3858552631579 | -6.42335526315787 | 275 | 198.4 | 187.105811403509 | 164.404166666667 | 22.7016447368421 | 11.2941885964912 | 276 | 217.8 | 198.589254385965 | 163.9125 | 34.6767543859649 | 19.2107456140351 | 277 | 173.7 | 168.089254385965 | 164.166666666667 | 3.92258771929825 | 5.6107456140351 | 278 | 153.8 | 159.085087719298 | 164.491666666667 | -5.40657894736841 | -5.28508771929822 | 279 | 175.6 | 170.917763157895 | 164.779166666667 | 6.13859649122807 | 4.68223684210528 | 280 | 147.1 | 158.191337719298 | 165.5875 | -7.39616228070176 | -11.0913377192982 | 281 | 160.3 | 154.044736842105 | 165.625 | -11.5802631578947 | 6.25526315789475 | 282 | 135.2 | 138.667105263158 | 163.795833333333 | -25.1287280701754 | -3.46710526315786 | 283 | 148.8 | 146.641447368421 | 162.195833333333 | -15.5543859649123 | 2.15855263157897 | 284 | 151 | 152.69024122807 | 162.233333333333 | -9.54309210526316 | -1.69024122807016 | 285 | 148.2 | 156.229605263158 | 162.445833333333 | -6.21622807017544 | -8.02960526315789 | 286 | 182.2 | 176.231688596491 | 162.845833333333 | 13.3858552631579 | 5.96831140350878 | 287 | 189.2 | 185.630811403509 | 162.929166666667 | 22.7016447368421 | 3.56918859649122 | 288 | 183.1 | 196.589254385965 | 161.9125 | 34.6767543859649 | -13.4892543859650 | 289 | 170 | 165.155921052632 | 161.233333333333 | 3.92258771929825 | 4.84407894736844 | 290 | 158.4 | 156.101754385965 | 161.508333333333 | -5.40657894736841 | 2.29824561403512 | 291 | 176.1 | 168.651096491228 | 162.5125 | 6.13859649122807 | 7.44890350877193 | 292 | 156.2 | 154.828837719298 | 162.225 | -7.39616228070176 | 1.37116228070175 | 293 | 153.2 | 148.311403508772 | 159.891666666667 | -11.5802631578947 | 4.88859649122807 | 294 | 117.9 | 134.642105263158 | 159.770833333333 | -25.1287280701754 | -16.7421052631579 | 295 | 149.8 | 146.770614035088 | 162.325 | -15.5543859649123 | 3.02938596491231 | 296 | 156.6 | 154.881907894737 | 164.425 | -9.54309210526316 | 1.71809210526317 | 297 | 166.7 | 158.600438596491 | 164.816666666667 | -6.21622807017544 | 8.0995614035088 | 298 | 156.8 | 177.881688596491 | 164.495833333333 | 13.3858552631579 | -21.0816885964912 | 299 | 158.6 | 186.939144736842 | 164.2375 | 22.7016447368421 | -28.3391447368421 | 300 | 210.8 | 199.464254385965 | 164.7875 | 34.6767543859649 | 11.3357456140351 | 301 | 203.6 | 169.143421052632 | 165.220833333333 | 3.92258771929825 | 34.4565789473684 | 302 | 175.2 | 159.901754385965 | 165.308333333333 | -5.40657894736841 | 15.2982456140351 | 303 | 168.7 | 171.626096491228 | 165.4875 | 6.13859649122807 | -2.92609649122807 | 304 | 155.9 | 159.283004385965 | 166.679166666667 | -7.39616228070176 | -3.38300438596491 | 305 | 147.3 | 157.219736842105 | 168.8 | -11.5802631578947 | -9.91973684210524 | 306 | 137 | 144.221271929825 | 169.35 | -25.1287280701754 | -7.22127192982455 | 307 | 141.1 | 151.845614035088 | 167.4 | -15.5543859649123 | -10.7456140350877 | 308 | 167.4 | 155.427741228070 | 164.970833333333 | -9.54309210526316 | 11.9722587719298 | 309 | 160.2 | 158.308771929825 | 164.525 | -6.21622807017544 | 1.89122807017543 | 310 | 191.9 | 178.156688596491 | 164.770833333333 | 13.3858552631579 | 13.7433114035088 | 311 | 174.4 | 186.214144736842 | 163.5125 | 22.7016447368421 | -11.8141447368420 | 312 | 208.2 | 197.768421052632 | 163.091666666667 | 34.6767543859649 | 10.4315789473685 | 313 | 159.4 | 168.730921052632 | 164.808333333333 | 3.92258771929825 | -9.33092105263154 | 314 | 161.1 | 159.843421052632 | 165.25 | -5.40657894736841 | 1.25657894736841 | 315 | 172.1 | 171.076096491228 | 164.9375 | 6.13859649122807 | 1.02390350877192 | 316 | 158.4 | 156.462171052632 | 163.858333333333 | -7.39616228070176 | 1.93782894736844 | 317 | 114.6 | 152.453070175439 | 164.033333333333 | -11.5802631578947 | -37.8530701754386 | 318 | 159.6 | 140.054605263158 | 165.183333333333 | -25.1287280701754 | 19.5453947368421 | 319 | 159.7 | 148.762280701754 | 164.316666666667 | -15.5543859649123 | 10.9377192982456 | 320 | 159.4 | 153.490241228070 | 163.033333333333 | -9.54309210526316 | 5.90975877192983 | 321 | 160.7 | 156.808771929825 | 163.025 | -6.21622807017544 | 3.89122807017546 | 322 | 165.5 | 175.865021929825 | 162.479166666667 | 13.3858552631579 | -10.3650219298246 | 323 | 205 | 185.047478070175 | 162.345833333333 | 22.7016447368421 | 19.9525219298245 | 324 | 205.2 | 196.964254385965 | 162.2875 | 34.6767543859649 | 8.2357456140351 | 325 | 141.6 | 163.622587719298 | 159.7 | 3.92258771929825 | -22.0225877192982 | 326 | 148.1 | 152.989254385965 | 158.395833333333 | -5.40657894736841 | -4.88925438596493 | 327 | 184.9 | 164.234429824561 | 158.095833333333 | 6.13859649122807 | 20.6655701754386 | 328 | 132.5 | 150.008004385965 | 157.404166666667 | -7.39616228070176 | -17.5080043859649 | 329 | 137.3 | 144.953070175439 | 156.533333333333 | -11.5802631578947 | -7.65307017543859 | 330 | 135.5 | 129.825438596491 | 154.954166666667 | -25.1287280701754 | 5.67456140350876 | 331 | 121.7 | 138.991447368421 | 154.545833333333 | -15.5543859649123 | -17.2914473684211 | 332 | 166.1 | 145.831907894737 | 155.375 | -9.54309210526316 | 20.2680921052632 | 333 | 146.8 | 147.829605263158 | 154.045833333333 | -6.21622807017544 | -1.02960526315789 | 334 | 162.8 | 166.465021929825 | 153.079166666667 | 13.3858552631579 | -3.66502192982455 | 335 | 186.8 | 176.989144736842 | 154.2875 | 22.7016447368421 | 9.81085526315795 | 336 | 185.5 | 189.193421052632 | 154.516666666667 | 34.6767543859649 | -3.69342105263158 | 337 | 151.5 | 158.897587719298 | 154.975 | 3.92258771929825 | -7.39758771929823 | 338 | 158.1 | 149.393421052632 | 154.8 | -5.40657894736841 | 8.70657894736843 | 339 | 143 | 159.555263157895 | 153.416666666667 | 6.13859649122807 | -16.5552631578947 | 340 | 151.2 | 145.683004385965 | 153.079166666667 | -7.39616228070176 | 5.5169956140351 | 341 | 147.6 | 141.507236842105 | 153.0875 | -11.5802631578947 | 6.09276315789475 | 342 | 130.7 | 128.442105263158 | 153.570833333333 | -25.1287280701754 | 2.25789473684210 | 343 | 137.5 | 139.328947368421 | 154.883333333333 | -15.5543859649123 | -1.82894736842104 | 344 | 146.1 | 145.681907894737 | 155.225 | -9.54309210526316 | 0.418092105263185 | 345 | 133.6 | 148.858771929825 | 155.075 | -6.21622807017544 | -15.2587719298245 | 346 | 167.9 | 168.473355263158 | 155.0875 | 13.3858552631579 | -0.573355263157879 | 347 | 181.9 | 177.547478070175 | 154.845833333333 | 22.7016447368421 | 4.35252192982458 | 348 | 202 | 189.105921052632 | 154.429166666667 | 34.6767543859649 | 12.8940789473684 | 349 | 166.5 | 158.643421052632 | 154.720833333333 | 3.92258771929825 | 7.85657894736846 | 350 | 151.3 | 149.393421052632 | 154.8 | -5.40657894736841 | 1.90657894736844 | 351 | 146.2 | 160.588596491228 | 154.45 | 6.13859649122807 | -14.3885964912281 | 352 | 148.3 | 147.783004385965 | 155.179166666667 | -7.39616228070176 | 0.516995614035096 | 353 | 144.7 | 144.173903508772 | 155.754166666667 | -11.5802631578947 | 0.526096491228031 | 354 | 123.6 | 130.129605263158 | 155.258333333333 | -25.1287280701754 | -6.52960526315792 | 355 | 151.6 | 138.983114035088 | 154.5375 | -15.5543859649123 | 12.6168859649123 | 356 | 133.9 | 144.948574561404 | 154.491666666667 | -9.54309210526316 | -11.0485745614035 | 357 | 137.4 | 148.271271929825 | 154.4875 | -6.21622807017544 | -10.8712719298245 | 358 | 181.6 | 168.373355263158 | 154.9875 | 13.3858552631579 | 13.2266447368420 | 359 | 182 | 178.014144736842 | 155.3125 | 22.7016447368421 | 3.98585526315787 | 360 | 190 | 189.768421052632 | 155.091666666667 | 34.6767543859649 | 0.231578947368433 | 361 | 161.2 | 159.185087719298 | 155.2625 | 3.92258771929825 | 2.01491228070176 | 362 | 155.5 | 149.589254385965 | 154.995833333333 | -5.40657894736841 | 5.91074561403508 | 363 | 141.9 | 161.359429824561 | 155.220833333333 | 6.13859649122807 | -19.4594298245614 | 364 | 164.6 | 148.549671052632 | 155.945833333333 | -7.39616228070176 | 16.0503289473684 | 365 | 136.2 | 143.123903508772 | 154.704166666667 | -11.5802631578947 | -6.92390350877196 | 366 | 126.8 | 128.571271929825 | 153.7 | -25.1287280701754 | -1.77127192982454 | 367 | 152.5 | 139.245614035088 | 154.8 | -15.5543859649123 | 13.2543859649123 | 368 | 126.6 | 144.75274122807 | 154.295833333333 | -9.54309210526316 | -18.1527412280701 | 369 | 150.1 | 148.375438596491 | 154.591666666667 | -6.21622807017544 | 1.7245614035088 | 370 | 186.3 | 169.019188596491 | 155.633333333333 | 13.3858552631579 | 17.2808114035088 | 371 | 147.5 | 177.868311403509 | 155.166666666667 | 22.7016447368421 | -30.3683114035088 | 372 | 200.4 | 189.785087719298 | 155.108333333333 | 34.6767543859649 | 10.6149122807017 | 373 | 177.2 | 158.797587719298 | 154.875 | 3.92258771929825 | 18.4024122807017 | 374 | 127.4 | 149.835087719298 | 155.241666666667 | -5.40657894736841 | -22.4350877192983 | 375 | 177.1 | 162.055263157895 | 155.916666666667 | 6.13859649122807 | 15.0447368421053 | 376 | 154.4 | 147.149671052632 | 154.545833333333 | -7.39616228070176 | 7.25032894736844 | 377 | 135.2 | 142.532236842105 | 154.1125 | -11.5802631578947 | -7.33223684210526 | 378 | 126.4 | 130.633771929825 | 155.7625 | -25.1287280701754 | -4.23377192982457 | 379 | 147.3 | 139.866447368421 | 155.420833333333 | -15.5543859649123 | 7.43355263157898 | 380 | 140.6 | 146.244407894737 | 155.7875 | -9.54309210526316 | -5.64440789473684 | 381 | 152.3 | 150.204605263158 | 156.420833333333 | -6.21622807017544 | 2.09539473684214 | 382 | 151.2 | 169.006688596491 | 155.620833333333 | 13.3858552631579 | -17.8066885964913 | 383 | 172.2 | 178.768311403509 | 156.066666666667 | 22.7016447368421 | -6.56831140350874 | 384 | 215.3 | 191.843421052632 | 157.166666666667 | 34.6767543859649 | 23.4565789473685 | 385 | 154.1 | 161.676754385965 | 157.754166666667 | 3.92258771929825 | -7.57675438596488 | 386 | 159.3 | 152.922587719298 | 158.329166666667 | -5.40657894736841 | 6.37741228070178 | 387 | 160.4 | 164.705263157895 | 158.566666666667 | 6.13859649122807 | -4.30526315789473 | 388 | 151.9 | 152.224671052632 | 159.620833333333 | -7.39616228070176 | -0.324671052631572 | 389 | 148.4 | 150.990570175439 | 162.570833333333 | -11.5802631578947 | -2.59057017543861 | 390 | 139.6 | 138.537938596491 | 163.666666666667 | -25.1287280701754 | 1.06206140350875 | 391 | 148.2 | 147.578947368421 | 163.133333333333 | -15.5543859649123 | 0.621052631578948 | 392 | 153.5 | 152.931907894737 | 162.475 | -9.54309210526316 | 0.568092105263162 | 393 | 145.1 | 156.017105263158 | 162.233333333333 | -6.21622807017544 | -10.9171052631579 | 394 | 183.7 | 175.660855263158 | 162.275 | 13.3858552631579 | 8.03914473684205 | 395 | 210.5 | 185.122478070175 | 162.420833333333 | 22.7016447368421 | 25.3775219298246 | 396 | 203.3 | 197.418421052632 | 162.741666666667 | 34.6767543859649 | 5.88157894736847 | 397 | 153.3 | 166.230921052632 | 162.308333333333 | 3.92258771929825 | -12.9309210526316 | 398 | 144.3 | 156.901754385965 | 162.308333333333 | -5.40657894736841 | -12.6017543859649 | 399 | 169.6 | 168.738596491228 | 162.6 | 6.13859649122807 | 0.861403508771957 | 400 | 143.7 | 155.220504385965 | 162.616666666667 | -7.39616228070176 | -11.5205043859649 | 401 | 160.1 | 150.515570175439 | 162.095833333333 | -11.5802631578947 | 9.5844298245614 | 402 | 135.6 | 135.767105263158 | 160.895833333333 | -25.1287280701754 | -0.167105263157879 | 403 | 141.8 | 145.433114035088 | 160.9875 | -15.5543859649123 | -3.63311403508769 | 404 | 159.9 | 152.486074561403 | 162.029166666667 | -9.54309210526316 | 7.41392543859652 | 405 | 145.7 | 155.812938596491 | 162.029166666667 | -6.21622807017544 | -10.1129385964912 | 406 | 183.5 | 175.569188596491 | 162.183333333333 | 13.3858552631579 | 7.93081140350873 | 407 | 198.2 | 185.001644736842 | 162.3 | 22.7016447368421 | 13.1983552631579 | 408 | 186.8 | 196.672587719298 | 161.995833333333 | 34.6767543859649 | -9.8725877192982 | 409 | 172 | 166.193421052632 | 162.270833333333 | 3.92258771929825 | 5.80657894736848 | 410 | 150.6 | 156.664254385965 | 162.070833333333 | -5.40657894736841 | -6.06425438596489 | 411 | 163.3 | 167.226096491228 | 161.0875 | 6.13859649122807 | -3.92609649122804 | 412 | 153.7 | 153.628837719298 | 161.025 | -7.39616228070176 | 0.071162280701742 | 413 | 152.9 | 150.319736842105 | 161.9 | -11.5802631578947 | 2.58026315789473 | 414 | 135.5 | 137.642105263158 | 162.770833333333 | -25.1287280701754 | -2.14210526315793 | 415 | 148.5 | 147.337280701754 | 162.891666666667 | -15.5543859649123 | 1.16271929824561 | 416 | 148.4 | 152.927741228070 | 162.470833333333 | -9.54309210526316 | -4.52774122807017 | 417 | 133.6 | 155.679605263158 | 161.895833333333 | -6.21622807017544 | -22.0796052631579 | 418 | 194.1 | 174.410855263158 | 161.025 | 13.3858552631579 | 19.6891447368421 | 419 | 208.6 | 183.414144736842 | 160.7125 | 22.7016447368421 | 25.1858552631579 | 420 | 197.3 | 195.018421052632 | 160.341666666667 | 34.6767543859649 | 2.28157894736844 | 421 | 164.4 | 163.993421052632 | 160.070833333333 | 3.92258771929825 | 0.406578947368445 | 422 | 148.1 | 154.751754385965 | 160.158333333333 | -5.40657894736841 | -6.6517543859649 | 423 | 152 | 166.380263157895 | 160.241666666667 | 6.13859649122807 | -14.3802631578947 | 424 | 144.1 | 152.858004385965 | 160.254166666667 | -7.39616228070176 | -8.7580043859649 | 425 | 155 | 147.811403508772 | 159.391666666667 | -11.5802631578947 | 7.18859649122805 | 426 | 124.5 | 133.350438596491 | 158.479166666667 | -25.1287280701754 | -8.85043859649122 | 427 | 153 | 141.978947368421 | 157.533333333333 | -15.5543859649123 | 11.0210526315790 | 428 | 146 | 146.636074561403 | 156.179166666667 | -9.54309210526316 | -0.63607456140349 | 429 | 138 | 149.792105263158 | 156.008333333333 | -6.21622807017544 | -11.7921052631579 | 430 | 190 | 170.098355263158 | 156.7125 | 13.3858552631579 | 19.9016447368421 | 431 | 192 | 178.576644736842 | 155.875 | 22.7016447368421 | 13.4233552631579 | 432 | 192 | 189.739254385965 | 155.0625 | 34.6767543859649 | 2.2607456140351 | 433 | 147 | 158.922587719298 | 155 | 3.92258771929825 | -11.9225877192982 | 434 | 133 | 148.885087719298 | 154.291666666667 | -5.40657894736841 | -15.8850877192982 | 435 | 163 | 160.055263157895 | 153.916666666667 | 6.13859649122807 | 2.94473684210527 | 436 | 150 | 145.603837719298 | 153 | -7.39616228070176 | 4.39616228070179 | 437 | 129 | 139.836403508772 | 151.416666666667 | -11.5802631578947 | -10.8364035087719 | 438 | 131 | 125.454605263158 | 150.583333333333 | -25.1287280701754 | 5.5453947368421 | 439 | 145 | 134.528947368421 | 150.083333333333 | -15.5543859649123 | 10.4710526315789 | 440 | 137 | 140.623574561404 | 150.166666666667 | -9.54309210526316 | -3.62357456140353 | 441 | 138 | 143.825438596491 | 150.041666666667 | -6.21622807017544 | -5.82543859649121 | 442 | 168 | 163.052521929825 | 149.666666666667 | 13.3858552631579 | 4.94747807017544 | 443 | 176 | 172.868311403509 | 150.166666666667 | 22.7016447368421 | 3.13168859649124 | 444 | 188 | 185.093421052632 | 150.416666666667 | 34.6767543859649 | 2.90657894736842 | 445 | 139 | 153.547587719298 | 149.625 | 3.92258771929825 | -14.5475877192982 | 446 | 143 | 143.635087719298 | 149.041666666667 | -5.40657894736841 | -0.63508771929827 | 447 | 150 | 155.513596491228 | 149.375 | 6.13859649122807 | -5.51359649122807 | 448 | 154 | 141.478837719298 | 148.875 | -7.39616228070176 | 12.5211622807018 | 449 | 137 | 136.628070175439 | 148.208333333333 | -11.5802631578947 | 0.371929824561391 | 450 | 129 | 122.954605263158 | 148.083333333333 | -25.1287280701754 | 6.0453947368421 | 451 | 128 | 132.862280701754 | 148.416666666667 | -15.5543859649123 | -4.86228070175434 | 452 | 140 | 138.998574561404 | 148.541666666667 | -9.54309210526316 | 1.00142543859647 | 453 | 143 | 142.533771929825 | 148.75 | -6.21622807017544 | 0.466228070175418 | 454 | 151 | 161.552521929825 | 148.166666666667 | 13.3858552631579 | -10.5525219298245 | 455 | 177 | 169.451644736842 | 146.75 | 22.7016447368421 | 7.5483552631579 | 456 | 184 | 181.010087719298 | 146.333333333333 | 34.6767543859649 | 2.98991228070179 | 457 | 151 | 150.047587719298 | 146.125 | 3.92258771929825 | 0.952412280701793 | 458 | 134 | 140.801754385965 | 146.208333333333 | -5.40657894736841 | -6.8017543859649 | 459 | 164 | 152.471929824561 | 146.333333333333 | 6.13859649122807 | 11.5280701754386 | 460 | 126 | 139.312171052632 | 146.708333333333 | -7.39616228070176 | -13.3121710526316 | 461 | 131 | 136.044736842105 | 147.625 | -11.5802631578947 | -5.04473684210527 | 462 | 125 | 122.954605263158 | 148.083333333333 | -25.1287280701754 | 2.0453947368421 | 463 | 127 | 131.903947368421 | 147.458333333333 | -15.5543859649123 | -4.90394736842103 | 464 | 143 | 137.456907894737 | 147 | -9.54309210526316 | 5.54309210526316 | 465 | 143 | 140.367105263158 | 146.583333333333 | -6.21622807017544 | 2.63289473684210 | 466 | 160 | 159.510855263158 | 146.125 | 13.3858552631579 | 0.489144736842121 | 467 | 190 | 169.701644736842 | 147 | 22.7016447368421 | 20.2983552631579 | 468 | 182 | 182.718421052632 | 148.041666666667 | 34.6767543859649 | -0.718421052631584 | 469 | 138 | NA | 147.916666666667 | NA | NA | 470 | 136 | NA | 148 | NA | NA | 471 | 152 | NA | NA | NA | NA | 472 | 127 | NA | NA | NA | NA | 473 | 151 | NA | NA | NA | NA | 474 | 130 | NA | NA | NA | NA | 475 | 119 | NA | NA | NA | NA | 476 | 153 | NA | NA | NA | NA |
| Charts produced by software: | | http://www.freestatistics.org/blog/date/2010/May/24/t1274734953y043hiyyrubs084/1kj3e1274734802.png (open in new window) | http://www.freestatistics.org/blog/date/2010/May/24/t1274734953y043hiyyrubs084/1kj3e1274734802.ps (open in new window) |
| http://www.freestatistics.org/blog/date/2010/May/24/t1274734953y043hiyyrubs084/2kj3e1274734802.png (open in new window) | http://www.freestatistics.org/blog/date/2010/May/24/t1274734953y043hiyyrubs084/2kj3e1274734802.ps (open in new window) |
| http://www.freestatistics.org/blog/date/2010/May/24/t1274734953y043hiyyrubs084/3us2h1274734802.png (open in new window) | http://www.freestatistics.org/blog/date/2010/May/24/t1274734953y043hiyyrubs084/3us2h1274734802.ps (open in new window) |
| http://www.freestatistics.org/blog/date/2010/May/24/t1274734953y043hiyyrubs084/4nkjk1274734802.png (open in new window) | http://www.freestatistics.org/blog/date/2010/May/24/t1274734953y043hiyyrubs084/4nkjk1274734802.ps (open in new window) |
| | Parameters (Session): | par1 = additive ; par2 = 12 ; | | Parameters (R input): | par1 = additive ; par2 = 12 ; | | R code (references can be found in the software module): | par2 <- as.numeric(par2)
x <- ts(x,freq=par2)
m <- decompose(x,type=par1)
m$figure
bitmap(file='test1.png')
plot(m)
dev.off()
mylagmax <- length(x)/2
bitmap(file='test2.png')
op <- par(mfrow = c(2,2))
acf(as.numeric(x),lag.max = mylagmax,main='Observed')
acf(as.numeric(m$trend),na.action=na.pass,lag.max = mylagmax,main='Trend')
acf(as.numeric(m$seasonal),na.action=na.pass,lag.max = mylagmax,main='Seasonal')
acf(as.numeric(m$random),na.action=na.pass,lag.max = mylagmax,main='Random')
par(op)
dev.off()
bitmap(file='test3.png')
op <- par(mfrow = c(2,2))
spectrum(as.numeric(x),main='Observed')
spectrum(as.numeric(m$trend[!is.na(m$trend)]),main='Trend')
spectrum(as.numeric(m$seasonal[!is.na(m$seasonal)]),main='Seasonal')
spectrum(as.numeric(m$random[!is.na(m$random)]),main='Random')
par(op)
dev.off()
bitmap(file='test4.png')
op <- par(mfrow = c(2,2))
cpgram(as.numeric(x),main='Observed')
cpgram(as.numeric(m$trend[!is.na(m$trend)]),main='Trend')
cpgram(as.numeric(m$seasonal[!is.na(m$seasonal)]),main='Seasonal')
cpgram(as.numeric(m$random[!is.na(m$random)]),main='Random')
par(op)
dev.off()
load(file='createtable')
a<-table.start()
a<-table.row.start(a)
a<-table.element(a,'Classical Decomposition by Moving Averages',6,TRUE)
a<-table.row.end(a)
a<-table.row.start(a)
a<-table.element(a,'t',header=TRUE)
a<-table.element(a,'Observations',header=TRUE)
a<-table.element(a,'Fit',header=TRUE)
a<-table.element(a,'Trend',header=TRUE)
a<-table.element(a,'Seasonal',header=TRUE)
a<-table.element(a,'Random',header=TRUE)
a<-table.row.end(a)
for (i in 1:length(m$trend)) {
a<-table.row.start(a)
a<-table.element(a,i,header=TRUE)
a<-table.element(a,x[i])
if (par1 == 'additive') a<-table.element(a,m$trend[i]+m$seasonal[i]) else a<-table.element(a,m$trend[i]*m$seasonal[i])
a<-table.element(a,m$trend[i])
a<-table.element(a,m$seasonal[i])
a<-table.element(a,m$random[i])
a<-table.row.end(a)
}
a<-table.end(a)
table.save(a,file='mytable.tab')
| |
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