| Loess | *The author of this computation has been verified* | R Software Module: /rwasp_decomposeloess.wasp (opens new window with default values) | Title produced by software: Decomposition by Loess | Date of computation: Fri, 17 Dec 2010 20:10:05 +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/Dec/17/t12926166121ozize20q6whwgi.htm/, Retrieved Fri, 17 Dec 2010 21:10:18 +0100 | | 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/Dec/17/t12926166121ozize20q6whwgi.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: | | | Dataseries X: | » Textbox « » Textfile « » CSV « | 126,64
126,81
125,84
126,77
124,34
124,4
120,48
118,54
117,66
116,97
120,11
119,16
116,9
116,11
114,98
113,65
115,82
117,59
118,57
118,07
114,98
114,04
115,02
114,28
115,04
116,7
119,21
118,39
116,5
115,46
117,59
117,33
116,2
116,83
118,99
118,62
121,09
122,4
123,76
125,33
123,23
122,52
123,64
124,67
124,71
122,53
124,4
125,45
125,35
124,3
127,03
128,51
128,1
128,94
129,67
129,87
131,12
132,68
132,24
133,63
129,91
127,93
131,17
130,86
133,48
134,08
136,02
132,8
132,37
133,05
132,57
130,7
130,5
129,67
127,8
126,82
126,85
128,28
128,3
126,82
125,08
128,53
130,34
131,52
132,59
131,17
132,72
133,36
132,82
132,9
130,9
129,41
128,67
129,28
130,91
131,06
130,84
131,41
133,22
132,06
132,48
134,38
135,22
134,89
136,09
136,33
136,32
137,48
136,53
136,8
138,03
137,39
137,55
136,08
134,78
133,28
133,57
134,84
133,02
133,49
133,77
134,34
134,5
134,03
135,51
136,53
135,95
134,32
132,44
133,61
13 etc... | | Output produced by software: |
Seasonal Decomposition by Loess - Parameters | Component | Window | Degree | Jump | Seasonal | 4911 | 0 | 492 | Trend | 9 | 1 | 1 | Low-pass | 5 | 1 | 1 |
Seasonal Decomposition by Loess - Time Series Components | t | Observed | Fitted | Seasonal | Trend | Remainder | 1 | 126.64 | 126.078801504043 | -0.233031261555491 | 127.434229757513 | -0.561198495957299 | 2 | 126.81 | 126.861981295982 | 0.00151172775524799 | 126.756506976263 | 0.0519812959815482 | 3 | 125.84 | 125.659009221807 | -0.000111527635082966 | 126.021102305828 | -0.180990778192708 | 4 | 126.77 | 128.204476936033 | 0.106419544316466 | 125.229103519650 | 1.43447693603336 | 5 | 124.34 | 124.183500842165 | 0.125211536426755 | 124.371287621409 | -0.156499157835469 | 6 | 124.4 | 126.173398407584 | -0.233031261555491 | 122.859632853972 | 1.77339840758368 | 7 | 120.48 | 119.800142298257 | 0.00151172775524799 | 121.158345973988 | -0.67985770174343 | 8 | 118.54 | 117.396532258513 | -0.000111527635082966 | 119.683579269123 | -1.14346774148744 | 9 | 117.66 | 116.414610317246 | 0.106419544316466 | 118.798970138437 | -1.24538968275381 | 10 | 116.97 | 115.37063918764 | 0.125211536426755 | 118.444149275933 | -1.59936081236008 | 11 | 120.11 | 122.231008336913 | -0.233031261555491 | 118.222022924642 | 2.12100833691348 | 12 | 119.16 | 120.417987208378 | 0.00151172775524799 | 117.900501063867 | 1.25798720837824 | 13 | 116.9 | 116.545745973149 | -0.000111527635082966 | 117.254365554486 | -0.354254026851137 | 14 | 116.11 | 115.839165199024 | 0.106419544316466 | 116.27441525666 | -0.270834800976473 | 15 | 114.98 | 114.215046404484 | 0.125211536426755 | 115.619742059090 | -0.764953595516488 | 16 | 113.65 | 111.892303200894 | -0.233031261555491 | 115.640728060662 | -1.75769679910640 | 17 | 115.82 | 115.514271073537 | 0.00151172775524799 | 116.124217198708 | -0.305728926463459 | 18 | 117.59 | 118.472693640387 | -0.000111527635082966 | 116.707417887248 | 0.882693640387458 | 19 | 118.57 | 120.084404569135 | 0.106419544316466 | 116.949175886549 | 1.51440456913485 | 20 | 118.07 | 119.352119627241 | 0.125211536426755 | 116.662668836332 | 1.28211962724092 | 21 | 114.98 | 114.161659551107 | -0.233031261555491 | 116.031371710449 | -0.818340448893437 | 22 | 114.04 | 112.790874701351 | 0.00151172775524799 | 115.287613570894 | -1.24912529864932 | 23 | 115.02 | 115.181924806806 | -0.000111527635082966 | 114.858186720829 | 0.161924806806141 | 24 | 114.28 | 113.320503521589 | 0.106419544316466 | 115.133076934095 | -0.959496478411083 | 25 | 115.04 | 114.032813583368 | 0.125211536426755 | 115.921974880205 | -1.00718641663185 | 26 | 116.7 | 116.937592274248 | -0.233031261555491 | 116.695438987308 | 0.237592274247518 | 27 | 119.21 | 121.245961234655 | 0.00151172775524799 | 117.172527037590 | 2.03596123465519 | 28 | 118.39 | 119.453409269306 | -0.000111527635082966 | 117.326702258329 | 1.06340926930578 | 29 | 116.5 | 115.631908382293 | 0.106419544316466 | 117.261672073391 | -0.868091617707222 | 30 | 115.46 | 113.802360735476 | 0.125211536426755 | 116.992427728098 | -1.65763926452449 | 31 | 117.59 | 118.667439719115 | -0.233031261555491 | 116.745591542441 | 1.07743971911495 | 32 | 117.33 | 117.811062379707 | 0.00151172775524799 | 116.847425892538 | 0.481062379707083 | 33 | 116.2 | 115.165606217070 | -0.000111527635082966 | 117.234505310565 | -1.03439378292985 | 34 | 116.83 | 115.873861475757 | 0.106419544316466 | 117.679718979926 | -0.956138524242803 | 35 | 118.99 | 119.413558389404 | 0.125211536426755 | 118.441230074169 | 0.42355838940378 | 36 | 118.62 | 117.862945647522 | -0.233031261555491 | 119.610085614034 | -0.75705435247825 | 37 | 121.09 | 121.241172456447 | 0.00151172775524799 | 120.937315815798 | 0.151172456446773 | 38 | 122.4 | 122.622389878764 | -0.000111527635082966 | 122.177721648871 | 0.222389878763693 | 39 | 123.76 | 124.344588392544 | 0.106419544316466 | 123.068992063140 | 0.584588392543793 | 40 | 125.33 | 127.038510859035 | 0.125211536426755 | 123.496277604539 | 1.70851085903472 | 41 | 123.23 | 123.011187084368 | -0.233031261555491 | 123.681844177188 | -0.218812915632014 | 42 | 122.52 | 121.277213717207 | 0.00151172775524799 | 123.761274555038 | -1.24278628279279 | 43 | 123.64 | 123.541147887991 | -0.000111527635082966 | 123.738963639644 | -0.0988521120087285 | 44 | 124.67 | 125.464444638524 | 0.106419544316466 | 123.76913581716 | 0.7944446385236 | 45 | 124.71 | 125.302931238799 | 0.125211536426755 | 123.991857224774 | 0.592931238798883 | 46 | 122.53 | 121.029608505014 | -0.233031261555491 | 124.263422756542 | -1.50039149498635 | 47 | 124.4 | 124.373514112162 | 0.00151172775524799 | 124.424974160083 | -0.0264858878380352 | 48 | 125.45 | 126.242294666836 | -0.000111527635082966 | 124.657816860799 | 0.79229466683563 | 49 | 125.35 | 125.325007269878 | 0.106419544316466 | 125.268573185805 | -0.0249927301218378 | 50 | 124.3 | 122.460443777117 | 0.125211536426755 | 126.014344686456 | -1.83955622288262 | 51 | 127.03 | 127.590352724266 | -0.233031261555491 | 126.702678537290 | 0.560352724265854 | 52 | 128.51 | 129.522859587033 | 0.00151172775524799 | 127.495628685212 | 1.01285958703262 | 53 | 128.1 | 127.857285899308 | -0.000111527635082966 | 128.342825628327 | -0.242714100692353 | 54 | 128.94 | 128.778272522951 | 0.106419544316466 | 128.995307932733 | -0.161727477049368 | 55 | 129.67 | 129.595309811060 | 0.125211536426755 | 129.619478652513 | -0.0746901889402523 | 56 | 129.87 | 129.585696384073 | -0.233031261555491 | 130.387334877482 | -0.284303615926689 | 57 | 131.12 | 131.084106490644 | 0.00151172775524799 | 131.154381781601 | -0.0358935093558728 | 58 | 132.68 | 133.603801585671 | -0.000111527635082966 | 131.756309941964 | 0.923801585670759 | 59 | 132.24 | 132.539781781502 | 0.106419544316466 | 131.833798674181 | 0.299781781502304 | 60 | 133.63 | 135.726443584898 | 0.125211536426755 | 131.408344878675 | 2.09644358489822 | 61 | 129.91 | 129.106363477995 | -0.233031261555491 | 130.94666778356 | -0.80363652200461 | 62 | 127.93 | 125.190749475508 | 0.00151172775524799 | 130.667738796736 | -2.73925052449154 | 63 | 131.17 | 131.527235683329 | -0.000111527635082966 | 130.812875844306 | 0.357235683329435 | 64 | 130.86 | 129.938596386883 | 0.106419544316466 | 131.674984068800 | -0.921403613116667 | 65 | 133.48 | 133.998325043907 | 0.125211536426755 | 132.836463419667 | 0.5183250439066 | 66 | 134.08 | 134.875998521564 | -0.233031261555491 | 133.517032739991 | 0.795998521564144 | 67 | 136.02 | 138.309960168329 | 0.00151172775524799 | 133.728528103916 | 2.28996016832880 | 68 | 132.8 | 131.987982339024 | -0.000111527635082966 | 133.612129188612 | -0.812017660976466 | 69 | 132.37 | 131.482442619494 | 0.106419544316466 | 133.151137836189 | -0.88755738050557 | 70 | 133.05 | 133.523140097257 | 0.125211536426755 | 132.451648366317 | 0.473140097256703 | 71 | 132.57 | 133.524242740816 | -0.233031261555491 | 131.848788520739 | 0.954242740816312 | 72 | 130.7 | 130.210679978879 | 0.00151172775524799 | 131.187808293365 | -0.489320021120506 | 73 | 130.5 | 130.770093806008 | -0.000111527635082966 | 130.230017721627 | 0.270093806007907 | 74 | 129.67 | 130.043018767744 | 0.106419544316466 | 129.190561687939 | 0.37301876774427 | 75 | 127.8 | 127.09888342051 | 0.125211536426755 | 128.375905043063 | -0.701116579489991 | 76 | 126.82 | 126.002492994103 | -0.233031261555491 | 127.870538267453 | -0.817507005897212 | 77 | 126.85 | 126.092500782535 | 0.00151172775524799 | 127.605987489710 | -0.757499217464897 | 78 | 128.28 | 129.148033219873 | -0.000111527635082966 | 127.412078307762 | 0.868033219873027 | 79 | 128.3 | 129.235176491527 | 0.106419544316466 | 127.258403964156 | 0.9351764915274 | 80 | 126.82 | 126.143223974858 | 0.125211536426755 | 127.371564488715 | -0.676776025142232 | 81 | 125.08 | 122.612443420919 | -0.233031261555491 | 127.780587840636 | -2.46755657908083 | 82 | 128.53 | 128.516797408894 | 0.00151172775524799 | 128.541690863351 | -0.0132025911061930 | 83 | 130.34 | 131.019210185353 | -0.000111527635082966 | 129.660901342283 | 0.679210185352588 | 84 | 131.52 | 132.143160828612 | 0.106419544316466 | 130.790419627071 | 0.623160828612072 | 85 | 132.59 | 133.422209970011 | 0.125211536426755 | 131.632578493562 | 0.83220997001115 | 86 | 131.17 | 130.385900156718 | -0.233031261555491 | 132.187131104838 | -0.784099843282434 | 87 | 132.72 | 132.948150299123 | 0.00151172775524799 | 132.490337973121 | 0.228150299123399 | 88 | 133.36 | 134.122893687017 | -0.000111527635082966 | 132.597217840618 | 0.762893687016657 | 89 | 132.82 | 133.094565722244 | 0.106419544316466 | 132.439014733440 | 0.27456572224375 | 90 | 132.9 | 133.826073078311 | 0.125211536426755 | 131.848715385262 | 0.926073078311248 | 91 | 130.9 | 131.033442287684 | -0.233031261555491 | 130.999588973872 | 0.133442287683550 | 92 | 129.41 | 128.559113051583 | 0.00151172775524799 | 130.259375220662 | -0.850886948417269 | 93 | 128.67 | 127.472090312088 | -0.000111527635082966 | 129.868021215547 | -1.19790968791219 | 94 | 129.28 | 128.560497351669 | 0.106419544316466 | 129.893083104015 | -0.719502648331286 | 95 | 130.91 | 131.466294247686 | 0.125211536426755 | 130.228494215887 | 0.556294247685997 | 96 | 131.06 | 131.581110458347 | -0.233031261555491 | 130.771920803208 | 0.521110458347351 | 97 | 130.84 | 130.331346458056 | 0.00151172775524799 | 131.347141814189 | -0.508653541944341 | 98 | 131.41 | 131.089844350213 | -0.000111527635082966 | 131.730267177422 | -0.320155649787125 | 99 | 133.22 | 134.223255745863 | 0.106419544316466 | 132.11032470982 | 1.00325574586350 | 100 | 132.06 | 131.288464821725 | 0.125211536426755 | 132.706323641849 | -0.771535178275343 | 101 | 132.48 | 131.845023475798 | -0.233031261555491 | 133.348007785758 | -0.634976524202301 | 102 | 134.38 | 134.830889566070 | 0.00151172775524799 | 133.927598706175 | 0.450889566070231 | 103 | 135.22 | 135.818870450018 | -0.000111527635082966 | 134.621241077617 | 0.598870450018467 | 104 | 134.89 | 134.380656419787 | 0.106419544316466 | 135.292924035896 | -0.509343580212771 | 105 | 136.09 | 136.269478112445 | 0.125211536426755 | 135.785310351128 | 0.179478112445224 | 106 | 136.33 | 136.689958245407 | -0.233031261555491 | 136.203073016149 | 0.359958245406517 | 107 | 136.32 | 136.115642877447 | 0.00151172775524799 | 136.522845394797 | -0.204357122552608 | 108 | 137.48 | 138.216121605308 | -0.000111527635082966 | 136.743989922328 | 0.736121605307517 | 109 | 136.53 | 135.964038484519 | 0.106419544316466 | 136.989541971165 | -0.565961515481177 | 110 | 136.8 | 136.283545637033 | 0.125211536426755 | 137.191242826540 | -0.516454362967181 | 111 | 138.03 | 139.034032090861 | -0.233031261555491 | 137.258999170694 | 1.00403209086139 | 112 | 137.39 | 137.638665515845 | 0.00151172775524799 | 137.1398227564 | 0.248665515844579 | 113 | 137.55 | 138.428115141085 | -0.000111527635082966 | 136.671996386550 | 0.87811514108489 | 114 | 136.08 | 136.182934224199 | 0.106419544316466 | 135.870646231484 | 0.102934224199487 | 115 | 134.78 | 134.360319594741 | 0.125211536426755 | 135.074468868833 | -0.419680405259442 | 116 | 133.28 | 132.342663072776 | -0.233031261555491 | 134.450368188779 | -0.93733692722401 | 117 | 133.57 | 133.165509607744 | 0.00151172775524799 | 133.972978664500 | -0.404490392255752 | 118 | 134.84 | 135.946066935833 | -0.000111527635082966 | 133.734044591802 | 1.10606693583338 | 119 | 133.02 | 132.193984608029 | 0.106419544316466 | 133.739595847655 | -0.826015391971396 | 120 | 133.49 | 133.041620502273 | 0.125211536426755 | 133.813167961300 | -0.448379497727217 | 121 | 133.77 | 133.886370603783 | -0.233031261555491 | 133.886660657773 | 0.116370603782769 | 122 | 134.34 | 134.592314803584 | 0.00151172775524799 | 134.086173468661 | 0.252314803584085 | 123 | 134.5 | 134.548888813626 | -0.000111527635082966 | 134.451222714009 | 0.0488888136260073 | 124 | 134.03 | 133.052338198375 | 0.106419544316466 | 134.901242257309 | -0.977661801625231 | 125 | 135.51 | 135.661502176959 | 0.125211536426755 | 135.233286286614 | 0.151502176958786 | 126 | 136.53 | 138.024067166512 | -0.233031261555491 | 135.268964095043 | 1.49406716651228 | 127 | 135.95 | 136.908768132084 | 0.00151172775524799 | 134.989720140161 | 0.958768132083804 | 128 | 134.32 | 134.244812036852 | -0.000111527635082966 | 134.395299490783 | -0.0751879631480961 | 129 | 132.44 | 131.338336490296 | 0.106419544316466 | 133.435243965388 | -1.10166350970448 | 130 | 133.61 | 134.799567368606 | 0.125211536426755 | 132.295221094967 | 1.18956736860596 | 131 | 131.02 | 131.061496280757 | -0.233031261555491 | 131.211534980798 | 0.0414962807574568 | 132 | 130.05 | 129.744100307383 | 0.00151172775524799 | 130.354387964862 | -0.305899692616777 | 133 | 128.21 | 126.585263872760 | -0.000111527635082966 | 129.834847654875 | -1.62473612723974 | 134 | 129.03 | 128.080565898076 | 0.106419544316466 | 129.873014557607 | -0.949434101923657 | 135 | 130.34 | 130.149717018622 | 0.125211536426755 | 130.405071444951 | -0.190282981377607 | 136 | 131.57 | 132.150415463954 | -0.233031261555491 | 131.222615797602 | 0.580415463953642 | 137 | 132.63 | 133.117692680447 | 0.00151172775524799 | 132.140795591797 | 0.487692680447481 | 138 | 132.06 | 131.284710403987 | -0.000111527635082966 | 132.835401123648 | -0.775289596013039 | 139 | 134.44 | 135.571049461356 | 0.106419544316466 | 133.202530994328 | 1.13104946135581 | 140 | 134.1 | 134.540647569809 | 0.125211536426755 | 133.534140893764 | 0.44064756980913 | 141 | 132.49 | 131.283705107218 | -0.233031261555491 | 133.929326154337 | -1.20629489278187 | 142 | 134.23 | 134.238125368105 | 0.00151172775524799 | 134.22036290414 | 0.00812536810477127 | 143 | 134.92 | 135.408289730066 | -0.000111527635082966 | 134.431821797569 | 0.488289730066327 | 144 | 135.61 | 136.527813894524 | 0.106419544316466 | 134.585766561160 | 0.917813894524045 | 145 | 134.53 | 134.336907301026 | 0.125211536426755 | 134.597881162548 | -0.193092698974283 | 146 | 133.86 | 133.351444854864 | -0.233031261555491 | 134.601586406691 | -0.508555145136 | 147 | 133.89 | 133.047544683749 | 0.00151172775524799 | 134.730943588495 | -0.842455316250607 | 148 | 135.33 | 135.551260285475 | -0.000111527635082966 | 135.108851242160 | 0.221260285475296 | 149 | 135.86 | 135.882152925807 | 0.106419544316466 | 135.731427529876 | 0.0221529258074611 | 150 | 136.22 | 135.971641928026 | 0.125211536426755 | 136.343146535548 | -0.248358071974394 | 151 | 137.38 | 138.211599607416 | -0.233031261555491 | 136.781431654139 | 0.831599607416166 | 152 | 137.31 | 137.517456345308 | 0.00151172775524799 | 137.101031926937 | 0.20745634530806 | 153 | 136.89 | 136.603607491394 | -0.000111527635082966 | 137.176504036241 | -0.286392508605729 | 154 | 138.01 | 138.876968209503 | 0.106419544316466 | 137.036612246181 | 0.86696820950283 | 155 | 136.72 | 136.407476091072 | 0.125211536426755 | 136.907312372502 | -0.312523908928398 | 156 | 135.77 | 135.213471441965 | -0.233031261555491 | 136.559559819590 | -0.556528558034671 | 157 | 137.52 | 139.166443877644 | 0.00151172775524799 | 135.872044394600 | 1.64644387764449 | 158 | 135.61 | 136.042241197870 | -0.000111527635082966 | 135.177870329765 | 0.432241197869757 | 159 | 132.94 | 131.274172320439 | 0.106419544316466 | 134.499408135245 | -1.66582767956115 | 160 | 134.12 | 134.203413779377 | 0.125211536426755 | 133.911374684197 | 0.0834137793765706 | 161 | 132.55 | 131.587366711288 | -0.233031261555491 | 133.745664550268 | -0.96263328871234 | 162 | 134.11 | 134.205687111444 | 0.00151172775524799 | 134.012801160801 | 0.0956871114435671 | 163 | 134.19 | 134.034891636648 | -0.000111527635082966 | 134.345219890987 | -0.155108363351928 | 164 | 135.57 | 136.459692507754 | 0.106419544316466 | 134.573887947929 | 0.88969250775429 | 165 | 135.05 | 135.353441777335 | 0.125211536426755 | 134.621346686238 | 0.303441777335365 | 166 | 134.32 | 134.357932708382 | -0.233031261555491 | 134.515098553173 | 0.0379327083819874 | 167 | 133.61 | 133.021589474169 | 0.00151172775524799 | 134.196898798076 | -0.588410525831478 | 168 | 134.75 | 135.721663246737 | -0.000111527635082966 | 133.778448280898 | 0.971663246737052 | 169 | 133.1 | 132.74078770643 | 0.106419544316466 | 133.352792749254 | -0.359212293570096 | 170 | 133.26 | 133.422442054957 | 0.125211536426755 | 132.972346408616 | 0.162442054957268 | 171 | 131.63 | 130.818171171841 | -0.233031261555491 | 132.674860089715 | -0.811828828159491 | 172 | 132.47 | 132.330318695508 | 0.00151172775524799 | 132.608169576737 | -0.139681304492285 | 173 | 132.45 | 132.119770238822 | -0.000111527635082966 | 132.780341288813 | -0.330229761177662 | 174 | 133.33 | 133.415866347320 | 0.106419544316466 | 133.137714108363 | 0.0858663473204047 | 175 | 133.57 | 133.576935707489 | 0.125211536426755 | 133.437852756084 | 0.0069357074893901 | 176 | 134.13 | 134.997431685455 | -0.233031261555491 | 133.495599576101 | 0.86743168545479 | 177 | 133.92 | 134.475250657105 | 0.00151172775524799 | 133.363237615140 | 0.555250657105177 | 178 | 132.62 | 132.070902990389 | -0.000111527635082966 | 133.169208537246 | -0.549097009610733 | 179 | 132.3 | 131.495094732691 | 0.106419544316466 | 132.998485722993 | -0.804905267309493 | 180 | 133.26 | 133.334608530502 | 0.125211536426755 | 133.060179933071 | 0.0746085305023314 | 181 | 132.6 | 132.02269716624 | -0.233031261555491 | 133.410334095316 | -0.577302833760058 | 182 | 134.38 | 134.846495017038 | 0.00151172775524799 | 133.911993255207 | 0.466495017037829 | 183 | 134.17 | 133.962435922730 | -0.000111527635082966 | 134.377675604905 | -0.207564077269808 | 184 | 135.46 | 136.115665505464 | 0.106419544316466 | 134.697914950220 | 0.65566550546373 | 185 | 135.09 | 135.362719261409 | 0.125211536426755 | 134.692069202164 | 0.272719261409435 | 186 | 134.96 | 135.852498528537 | -0.233031261555491 | 134.300532733018 | 0.89249852853743 | 187 | 133.85 | 134.141369824065 | 0.00151172775524799 | 133.557118448180 | 0.291369824065214 | 188 | 132.59 | 132.488657332618 | -0.000111527635082966 | 132.691454195017 | -0.101342667382340 | 189 | 131.15 | 130.279962948833 | 0.106419544316466 | 131.913617506851 | -0.870037051167003 | 190 | 130.91 | 130.397033712179 | 0.125211536426755 | 131.297754751394 | -0.512966287820745 | 191 | 131.07 | 131.464048962269 | -0.233031261555491 | 130.908982299287 | 0.394048962268698 | 192 | 130.78 | 130.741893376211 | 0.00151172775524799 | 130.816594896034 | -0.0381066237889058 | 193 | 129.95 | 129.066314941442 | -0.000111527635082966 | 130.833796586193 | -0.883685058557802 | 194 | 131.41 | 131.901263131802 | 0.106419544316466 | 130.812317323882 | 0.491263131801986 | 195 | 131.21 | 131.466195904426 | 0.125211536426755 | 130.828592559148 | 0.256195904425738 | 196 | 130.68 | 130.609795272441 | -0.233031261555491 | 130.983235989114 | -0.0702047275586608 | 197 | 130.46 | 129.652295778450 | 0.00151172775524799 | 131.266192493795 | -0.807704221550495 | 198 | 131.12 | 130.563683912691 | -0.000111527635082966 | 131.676427614944 | -0.556316087309256 | 199 | 132.99 | 133.627128378618 | 0.106419544316466 | 132.246452077065 | 0.637128378618172 | 200 | 133.02 | 132.948070662610 | 0.125211536426755 | 132.966717800963 | -0.0719293373897187 | 201 | 133.39 | 133.293154558175 | -0.233031261555491 | 133.719876703381 | -0.0968454418251099 | 202 | 134.07 | 133.795096178343 | 0.00151172775524799 | 134.343392093901 | -0.274903821656608 | 203 | 135.6 | 136.332820312667 | -0.000111527635082966 | 134.867291214968 | 0.732820312666917 | 204 | 135.66 | 135.847959685021 | 0.106419544316466 | 135.365620770663 | 0.187959685020616 | 205 | 135.53 | 135.070516678376 | 0.125211536426755 | 135.864271785197 | -0.459483321623537 | 206 | 135.82 | 135.512850691196 | -0.233031261555491 | 136.36018057036 | -0.307149308804412 | 207 | 136.9 | 136.973337556656 | 0.00151172775524799 | 136.825150715588 | 0.073337556656412 | 208 | 137.97 | 138.867415933108 | -0.000111527635082966 | 137.072695594527 | 0.897415933108391 | 209 | 138.09 | 139.128279588498 | 0.106419544316466 | 136.945300867186 | 1.03827958849777 | 210 | 136.91 | 137.183994793888 | 0.125211536426755 | 136.510793669685 | 0.273994793887766 | 211 | 134.76 | 133.944591802056 | -0.233031261555491 | 135.808439459500 | -0.815408197944237 | 212 | 135.13 | 135.351364105239 | 0.00151172775524799 | 134.907124167005 | 0.221364105239445 | 213 | 134.66 | 135.172600633347 | -0.000111527635082966 | 134.147510894288 | 0.512600633347319 | 214 | 132.95 | 131.999191856328 | 0.106419544316466 | 133.794388599355 | -0.95080814367151 | 215 | 132.25 | 130.690437686444 | 0.125211536426755 | 133.684350777129 | -1.55956231355560 | 216 | 134.3 | 135.042985118755 | -0.233031261555491 | 133.790046142801 | 0.742985118754689 | 217 | 134.3 | 134.469451488083 | 0.00151172775524799 | 134.129036784161 | 0.169451488083354 | 218 | 134.76 | 135.039323090341 | -0.000111527635082966 | 134.480788437294 | 0.279323090341364 | 219 | 134.81 | 134.853271621706 | 0.106419544316466 | 134.660308833977 | 0.0432716217061397 | 220 | 134.51 | 134.242533637672 | 0.125211536426755 | 134.652254825901 | -0.267466362328065 | 221 | 135.11 | 135.959465300851 | -0.233031261555491 | 134.493565960704 | 0.84946530085108 | 222 | 134.32 | 134.378604688823 | 0.00151172775524799 | 134.259883583422 | 0.0586046888228111 | 223 | 133.51 | 133.080939494862 | -0.000111527635082966 | 133.939172032773 | -0.429060505138409 | 224 | 134.02 | 134.367905810286 | 0.106419544316466 | 133.565674645398 | 0.347905810286051 | 225 | 132.76 | 132.213254290079 | 0.125211536426755 | 133.181534173494 | -0.546745709921055 | 226 | 133.39 | 134.162802195625 | -0.233031261555491 | 132.85022906593 | 0.772802195625331 | 227 | 132.05 | 131.457053339917 | 0.00151172775524799 | 132.641434932328 | -0.592946660083044 | 228 | 131.87 | 131.228759158254 | -0.000111527635082966 | 132.511352369381 | -0.64124084174577 | 229 | 133.03 | 133.620895465224 | 0.106419544316466 | 132.33268499046 | 0.590895465223554 | 230 | 132.57 | 132.981805283224 | 0.125211536426755 | 132.032983180350 | 0.411805283223686 | 231 | 132.1 | 132.911600591121 | -0.233031261555491 | 131.521430670435 | 0.811600591120651 | 232 | 130.7 | 130.468162497969 | 0.00151172775524799 | 130.930325774276 | -0.231837502031254 | 233 | 129.2 | 127.855272992424 | -0.000111527635082966 | 130.544838535211 | -1.34472700757601 | 234 | 129.77 | 128.898500654218 | 0.106419544316466 | 130.535079801465 | -0.871499345781643 | 235 | 131.02 | 130.923950815609 | 0.125211536426755 | 130.990837647965 | -0.0960491843914042 | 236 | 131.55 | 131.617928374750 | -0.233031261555491 | 131.715102886805 | 0.0679283747501529 | 237 | 133.17 | 134.059746583085 | 0.00151172775524799 | 132.278741689159 | 0.889746583085298 | 238 | 133.08 | 133.808311420428 | -0.000111527635082966 | 132.351800107207 | 0.728311420428383 | 239 | 133.24 | 134.382544503509 | 0.106419544316466 | 131.991035952174 | 1.14254450350941 | 240 | 130.74 | 129.919028386493 | 0.125211536426755 | 131.435760077081 | -0.820971613507254 | 241 | 129.91 | 129.168136174119 | -0.233031261555491 | 130.884895087436 | -0.741863825880813 | 242 | 130.03 | 129.647226726405 | 0.00151172775524799 | 130.411261545840 | -0.382773273594808 | 243 | 131.13 | 132.029738012176 | -0.000111527635082966 | 130.230373515459 | 0.899738012176499 | 244 | 129.55 | 128.760068270086 | 0.106419544316466 | 130.233512185598 | -0.7899317299144 | 245 | 130.22 | 130.189864327644 | 0.125211536426755 | 130.124924135929 | -0.0301356723556410 | 246 | 130.61 | 131.481999964387 | -0.233031261555491 | 129.971031297169 | 0.87199996438693 | 247 | 129.27 | 128.569701263753 | 0.00151172775524799 | 129.968787008491 | -0.700298736246737 | 248 | 129.68 | 129.303991742426 | -0.000111527635082966 | 130.056119785209 | -0.376008257574142 | 249 | 130.1 | 129.843238435669 | 0.106419544316466 | 130.250342020015 | -0.256761564331356 | 250 | 130.83 | 130.889810351643 | 0.125211536426755 | 130.644978111931 | 0.0598103516425113 | 251 | 130.95 | 131.024929343702 | -0.233031261555491 | 131.108101917854 | 0.0749293437015695 | 252 | 131.73 | 131.927346071176 | 0.00151172775524799 | 131.531142201069 | 0.197346071175787 | 253 | 131.86 | 131.81905346526 | -0.000111527635082966 | 131.901058062375 | -0.040946534740101 | 254 | 132.44 | 132.488563920422 | 0.106419544316466 | 132.285016535262 | 0.0485639204217136 | 255 | 132.35 | 131.945921742754 | 0.125211536426755 | 132.628866720820 | -0.404078257246397 | 256 | 133.16 | 133.728196694790 | -0.233031261555491 | 132.824834566765 | 0.568196694790402 | 257 | 133.62 | 134.303212896485 | 0.00151172775524799 | 132.93527537576 | 0.683212896484775 | 258 | 132.54 | 132.034355660411 | -0.000111527635082966 | 133.045755867224 | -0.505644339588571 | 259 | 132.69 | 132.138200636217 | 0.106419544316466 | 133.135379819467 | -0.551799363783488 | 260 | 133.5 | 133.645250780575 | 0.125211536426755 | 133.229537682998 | 0.145250780574884 | 261 | 133.36 | 133.663300310343 | -0.233031261555491 | 133.289730951213 | 0.30330031034282 | 262 | 134.23 | 135.178638093049 | 0.00151172775524799 | 133.279850179196 | 0.948638093049027 | 263 | 132.41 | 131.730100677943 | -0.000111527635082966 | 133.090010849692 | -0.67989932205657 | 264 | 133.02 | 133.323334217277 | 0.106419544316466 | 132.610246238407 | 0.303334217277040 | 265 | 132.88 | 133.672711597424 | 0.125211536426755 | 131.962076866150 | 0.792711597423732 | 266 | 130.76 | 130.473453605836 | -0.233031261555491 | 131.279577655719 | -0.286546394163764 | 267 | 130.33 | 130.158292538462 | 0.00151172775524799 | 130.500195733782 | -0.171707461537522 | 268 | 129.79 | 129.842359036207 | -0.000111527635082966 | 129.737752491429 | 0.0523590362065249 | 269 | 128.65 | 128.108683936951 | 0.106419544316466 | 129.084896518733 | -0.541316063049265 | 270 | 129.14 | 129.662127128557 | 0.125211536426755 | 128.492661335016 | 0.5221271285574 | 271 | 127.35 | 127.048950479076 | -0.233031261555491 | 127.884080782480 | -0.301049520924337 | 272 | 127.74 | 128.184573184920 | 0.00151172775524799 | 127.293915087324 | 0.444573184920358 | 273 | 126.31 | 125.823064655528 | -0.000111527635082966 | 126.797046872107 | -0.486935344471505 | 274 | 125.95 | 125.359207005456 | 0.106419544316466 | 126.434373450228 | -0.590792994544174 | 275 | 126.36 | 126.429855566762 | 0.125211536426755 | 126.164932896811 | 0.0698555667619019 | 276 | 126.15 | 126.439443623233 | -0.233031261555491 | 126.093587638323 | 0.289443623232501 | 277 | 125.6 | 125.066095036341 | 0.00151172775524799 | 126.132393235904 | -0.533904963658841 | 278 | 126.2 | 126.447058247283 | -0.000111527635082966 | 125.953053280352 | 0.247058247283221 | 279 | 126.73 | 127.949212785177 | 0.106419544316466 | 125.404367670507 | 1.21921278517682 | 280 | 125.68 | 126.541617719824 | 0.125211536426755 | 124.693170743749 | 0.861617719824196 | 281 | 122.49 | 121.227560856110 | -0.233031261555491 | 123.985470405445 | -1.26243914388978 | 282 | 122.07 | 120.811635686289 | 0.00151172775524799 | 123.326852585955 | -1.2583643137106 | 283 | 123.4 | 123.890853506177 | -0.000111527635082966 | 122.909258021458 | 0.490853506176592 | 284 | 123.01 | 123.105260370136 | 0.106419544316466 | 122.808320085548 | 0.0952603701360033 | 285 | 123.03 | 123.143530838991 | 0.125211536426755 | 122.791257624583 | 0.113530838990513 | 286 | 122.33 | 122.104092183438 | -0.233031261555491 | 122.788939078117 | -0.225907816561701 | 287 | 122.42 | 121.901330023831 | 0.00151172775524799 | 122.937158248414 | -0.518669976168908 | 288 | 122.68 | 122.206248278067 | -0.000111527635082966 | 123.153863249569 | -0.473751721933425 | 289 | 124.69 | 125.803693785899 | 0.106419544316466 | 123.469886669785 | 1.11369378589853 | 290 | 123.3 | 122.685593985816 | 0.125211536426755 | 123.789194477757 | -0.614406014183757 | 291 | 124.17 | 124.746924376111 | -0.233031261555491 | 123.826106885444 | 0.576924376111094 | 292 | 124.38 | 125.281400315458 | 0.00151172775524799 | 123.477087956787 | 0.901400315458133 | 293 | 123.19 | 123.473431371425 | -0.000111527635082966 | 122.906680156210 | 0.283431371424840 | 294 | 122.16 | 121.992557923045 | 0.106419544316466 | 122.221022532638 | -0.167442076954885 | 295 | 120.66 | 119.650585796033 | 0.125211536426755 | 121.544202667540 | -1.00941420396653 | 296 | 120.92 | 121.006881964742 | -0.233031261555491 | 121.066149296814 | 0.0868819647416927 | 297 | 120.67 | 120.479681915178 | 0.00151172775524799 | 120.858806357067 | -0.190318084821797 | 298 | 120.68 | 120.504585386171 | -0.000111527635082966 | 120.855526141464 | -0.175414613828863 | 299 | 121.1 | 121.050519070669 | 0.106419544316466 | 121.043061385014 | -0.0494809293306560 | 300 | 120.86 | 120.178307623966 | 0.125211536426755 | 121.416480839607 | -0.681692376034192 | 301 | 121.48 | 121.408119048522 | -0.233031261555491 | 121.784912213034 | -0.0718809514780219 | 302 | 123.48 | 124.757174521701 | 0.00151172775524799 | 122.201313750544 | 1.27717452170117 | 303 | 121.72 | 120.708776462894 | -0.000111527635082966 | 122.731335064741 | -1.01122353710574 | 304 | 123.16 | 122.988025245525 | 0.106419544316466 | 123.225555210159 | -0.17197475447513 | 305 | 123.84 | 123.944862611263 | 0.125211536426755 | 123.609925852311 | 0.104862611262561 | 306 | 124.57 | 125.383580145618 | -0.233031261555491 | 123.989451115937 | 0.813580145618289 | 307 | 124.3 | 124.390548640536 | 0.00151172775524799 | 124.207939631709 | 0.0905486405358573 | 308 | 124.22 | 124.313147292922 | -0.000111527635082966 | 124.126964234713 | 0.0931472929217563 | 309 | 124.43 | 124.971342952712 | 0.106419544316466 | 123.782237502971 | 0.541342952712412 | 310 | 123.33 | 123.256703741848 | 0.125211536426755 | 123.278084721725 | -0.0732962581517711 | 311 | 122.86 | 123.150811066946 | -0.233031261555491 | 122.80222019461 | 0.290811066945594 | 312 | 121.25 | 120.002588035932 | 0.00151172775524799 | 122.495900236313 | -1.24741196406816 | 313 | 122.16 | 121.843096970408 | -0.000111527635082966 | 122.477014557228 | -0.316903029592495 | 314 | 122.62 | 122.344801813495 | 0.106419544316466 | 122.788778642188 | -0.275198186504767 | 315 | 123.44 | 123.399797663072 | 0.125211536426755 | 123.354990800501 | -0.0402023369281039 | 316 | 124 | 124.269616443152 | -0.233031261555491 | 123.963414818404 | 0.269616443151818 | 317 | 124.75 | 124.931868025478 | 0.00151172775524799 | 124.566620246766 | 0.181868025478479 | 318 | 124.8 | 124.486614309750 | -0.000111527635082966 | 125.113497217885 | -0.313385690249802 | 319 | 125.93 | 126.261998474498 | 0.106419544316466 | 125.491581981186 | 0.331998474498036 | 320 | 126.28 | 126.839547881424 | 0.125211536426755 | 125.595240582150 | 0.559547881423569 | 321 | 126.04 | 126.851473707114 | -0.233031261555491 | 125.461557554442 | 0.811473707113521 | 322 | 125.04 | 124.750550859665 | 0.00151172775524799 | 125.32793741258 | -0.289449140335194 | 323 | 123.76 | 122.164305801365 | -0.000111527635082966 | 125.355805726270 | -1.59569419863533 | 324 | 125.34 | 125.007647953140 | 0.106419544316466 | 125.565932502544 | -0.332352046860365 | 325 | 126.99 | 127.859306455225 | 0.125211536426755 | 125.995482008348 | 0.869306455225143 | 326 | 126.34 | 126.531171963982 | -0.233031261555491 | 126.381859297573 | 0.191171963982484 | 327 | 127.42 | 128.510342556720 | 0.00151172775524799 | 126.328145715525 | 1.09034255671972 | 328 | 126.18 | 126.474511838871 | -0.000111527635082966 | 125.885599688764 | 0.294511838870733 | 329 | 125.3 | 125.062908446487 | 0.106419544316466 | 125.430672009197 | -0.237091553513139 | 330 | 123.5 | 121.891631189372 | 0.125211536426755 | 124.983157274201 | -1.60836881062765 | 331 | 125.32 | 126.223445197637 | -0.233031261555491 | 124.649586063918 | 0.90344519763731 | 332 | 124.65 | 124.672550197125 | 0.00151172775524799 | 124.625938075119 | 0.0225501971254545 | 333 | 124.03 | 123.283237652862 | -0.000111527635082966 | 124.776873874773 | -0.74676234713769 | 334 | 125.11 | 125.302719507182 | 0.106419544316466 | 124.810860948502 | 0.192719507181508 | 335 | 125.46 | 125.975856586687 | 0.125211536426755 | 124.818931876886 | 0.515856586687065 | 336 | 124.7 | 124.731184171478 | -0.233031261555491 | 124.901847090077 | 0.031184171478003 | 337 | 124.48 | 123.991234471907 | 0.00151172775524799 | 124.967253800338 | -0.48876552809341 | 338 | 124.76 | 124.60161095742 | -0.000111527635082966 | 124.918500570215 | -0.158389042579955 | 339 | 125.81 | 126.783045049558 | 0.106419544316466 | 124.730535406125 | 0.973045049558323 | 340 | 124.95 | 125.526563557559 | 0.125211536426755 | 124.248224906014 | 0.576563557559382 | 341 | 123.66 | 124.339457984664 | -0.233031261555491 | 123.213573276892 | 0.679457984663557 | 342 | 122.66 | 123.436388622616 | 0.00151172775524799 | 121.882099649629 | 0.776388622615556 | 343 | 119.34 | 117.955229204255 | -0.000111527635082966 | 120.72488232338 | -1.3847707957448 | 344 | 117.84 | 115.903979741276 | 0.106419544316466 | 119.669600714407 | -1.93602025872372 | 345 | 120.97 | 122.981058247320 | 0.125211536426755 | 118.833730216253 | 2.01105824731978 | 346 | 117.38 | 116.714161444138 | -0.233031261555491 | 118.278869817418 | -0.665838555862194 | 347 | 118.06 | 118.527735454115 | 0.00151172775524799 | 117.59075281813 | 0.467735454114887 | 348 | 116.99 | 117.323356685715 | -0.000111527635082966 | 116.656754841920 | 0.333356685714676 | 349 | 115.55 | 115.158497727363 | 0.106419544316466 | 115.835082728321 | -0.391502272637155 | 350 | 114.17 | 113.291631349890 | 0.125211536426755 | 114.923157113683 | -0.878368650109564 | 351 | 115.32 | 116.890160121825 | -0.233031261555491 | 113.982871139730 | 1.57016012182517 | 352 | 112.49 | 111.741383392979 | 0.00151172775524799 | 113.237104879266 | -0.748616607021034 | 353 | 111.93 | 111.346036808978 | -0.000111527635082966 | 112.514074718657 | -0.583963191021894 | 354 | 112.08 | 112.307386741524 | 0.106419544316466 | 111.746193714160 | 0.22738674152383 | 355 | 111.63 | 111.841915296271 | 0.125211536426755 | 111.292873167302 | 0.211915296270988 | 356 | 109.53 | 108.153680836497 | -0.233031261555491 | 111.139350425058 | -1.37631916350296 | 357 | 111.35 | 111.462781402638 | 0.00151172775524799 | 111.235706869607 | 0.112781402637964 | 358 | 110.79 | 110.098108350906 | -0.000111527635082966 | 111.482003176729 | -0.691891649093662 | 359 | 113.06 | 114.288987095059 | 0.106419544316466 | 111.724593360624 | 1.22898709505924 | 360 | 112.62 | 113.119338764670 | 0.125211536426755 | 111.995449698903 | 0.499338764670441 | 361 | 110.65 | 109.275159191096 | -0.233031261555491 | 112.257872070460 | -1.37484080890401 | 362 | 112.36 | 112.550440830040 | 0.00151172775524799 | 112.168047442205 | 0.190440830039833 | 363 | 113.74 | 115.678644103520 | -0.000111527635082966 | 111.801467424115 | 1.93864410352035 | 364 | 111.73 | 111.975269834483 | 0.106419544316466 | 111.378310621200 | 0.245269834483068 | 365 | 109.86 | 108.779121993223 | 0.125211536426755 | 110.81566647035 | -1.08087800677683 | 366 | 109.32 | 108.616211039080 | -0.233031261555491 | 110.256820222476 | -0.703788960920292 | 367 | 109.99 | 109.832449108588 | 0.00151172775524799 | 110.146039163657 | -0.157550891412058 | 368 | 109.84 | 109.165251494033 | -0.000111527635082966 | 110.514860033602 | -0.674748505966988 | 369 | 111.13 | 111.132337838021 | 0.106419544316466 | 111.021242617662 | 0.00233783802150356 | 370 | 112.43 | 113.206917250331 | 0.125211536426755 | 111.527871213242 | 0.776917250330968 | 371 | 111.77 | 111.781048276304 | -0.233031261555491 | 111.991982985252 | 0.0110482763039670 | 372 | 112.15 | 112.036644868614 | 0.00151172775524799 | 112.261843403631 | -0.113355131385887 | 373 | 112.89 | 113.428827873067 | -0.000111527635082966 | 112.351283654568 | 0.538827873067049 | 374 | 112.12 | 111.874824700675 | 0.106419544316466 | 112.258755755009 | -0.245175299325311 | 375 | 113.1 | 114.146078586452 | 0.125211536426755 | 111.928709877121 | 1.04607858645250 | 376 | 111.09 | 111.011580160113 | -0.233031261555491 | 111.401451101442 | -0.0784198398867773 | 377 | 110.76 | 110.664460925716 | 0.00151172775524799 | 110.854027346529 | -0.095539074284389 | 378 | 109.59 | 108.863806296593 | -0.000111527635082966 | 110.316305231042 | -0.726193703406778 | 379 | 109.99 | 110.053714620352 | 0.106419544316466 | 109.819865835331 | 0.0637146203523287 | 380 | 110.25 | 110.952048420602 | 0.125211536426755 | 109.422740042972 | 0.70204842060167 | 381 | 108.31 | 107.703368859994 | -0.233031261555491 | 109.149662401562 | -0.606631140006087 | 382 | 108.79 | 108.550349565746 | 0.00151172775524799 | 109.028138706499 | -0.239650434254017 | 383 | 108.14 | 107.182198213636 | -0.000111527635082966 | 109.097913313999 | -0.957801786364115 | 384 | 109.88 | 110.279575158481 | 0.106419544316466 | 109.374005297202 | 0.399575158481454 | 385 | 109.93 | 110.00195663516 | 0.125211536426755 | 109.732831828413 | 0.0719566351600491 | 386 | 110.46 | 110.956701696407 | -0.233031261555491 | 110.196329565149 | 0.496701696406831 | 387 | 109.56 | 108.498919366748 | 0.00151172775524799 | 110.619568905497 | -1.06108063325242 | 388 | 111.49 | 112.072093872932 | -0.000111527635082966 | 110.908017654703 | 0.582093872932262 | 389 | 111.85 | 112.41863303505 | 0.106419544316466 | 111.174947420634 | 0.568633035049942 | 390 | 111.35 | 111.021629884589 | 0.125211536426755 | 111.553158578984 | -0.328370115410905 | 391 | 110.95 | 110.24811501844 | -0.233031261555491 | 111.884916243115 | -0.701884981559942 | 392 | 112.49 | 112.843010070368 | 0.00151172775524799 | 112.135478201876 | 0.353010070368271 | 393 | 113.11 | 113.848985027694 | -0.000111527635082966 | 112.371126499941 | 0.738985027694497 | 394 | 112.54 | 112.526500749811 | 0.106419544316466 | 112.447079705873 | -0.0134992501891702 | 395 | 112.84 | 113.272926890167 | 0.125211536426755 | 112.281861573406 | 0.432926890167366 | 396 | 111.5 | 111.180225036819 | -0.233031261555491 | 112.052806224736 | -0.31977496318099 | 397 | 111.52 | 111.102710137361 | 0.00151172775524799 | 111.935778134883 | -0.417289862638668 | 398 | 111.57 | 111.152816704825 | -0.000111527635082966 | 111.987294822810 | -0.417183295175391 | 399 | 112.48 | 112.527945107508 | 0.106419544316466 | 112.325635348175 | 0.0479451075083119 | 400 | 112.31 | 111.685074850984 | 0.125211536426755 | 112.809713612590 | -0.624925149016491 | 401 | 113.79 | 114.630406996033 | -0.233031261555491 | 113.182624265522 | 0.840406996033138 | 402 | 114.01 | 114.666777536274 | 0.00151172775524799 | 113.351710735971 | 0.656777536273992 | 403 | 113.64 | 113.868698381296 | -0.000111527635082966 | 113.411413146339 | 0.228698381296198 | 404 | 112.62 | 111.784515661311 | 0.106419544316466 | 113.349064794372 | -0.83548433868883 | 405 | 113.27 | 113.180392136844 | 0.125211536426755 | 113.234396326729 | -0.0896078631560755 | 406 | 113.51 | 114.026461939238 | -0.233031261555491 | 113.226569322318 | 0.516461939237729 | 407 | 112.92 | 112.546960605895 | 0.00151172775524799 | 113.29152766635 | -0.373039394105319 | 408 | 113.66 | 114.003475516684 | -0.000111527635082966 | 113.316636010951 | 0.343475516683654 | 409 | 113.14 | 112.973096264703 | 0.106419544316466 | 113.200484190980 | -0.166903735296643 | 410 | 113.48 | 114.062870957012 | 0.125211536426755 | 112.771917506561 | 0.582870957011934 | 411 | 113.23 | 114.634928084178 | -0.233031261555491 | 112.058103177377 | 1.40492808417827 | 412 | 110.56 | 109.850234714522 | 0.00151172775524799 | 111.268253557723 | -0.70976528547827 | 413 | 109.5 | 108.515983139009 | -0.000111527635082966 | 110.484128388626 | -0.984016860991389 | 414 | 109.78 | 109.550975051464 | 0.106419544316466 | 109.902605404219 | -0.229024948535681 | 415 | 109.49 | 109.147891200455 | 0.125211536426755 | 109.706897263119 | -0.342108799545372 | 416 | 109.66 | 109.880940040034 | -0.233031261555491 | 109.672091221522 | 0.220940040033739 | 417 | 109.93 | 110.343884777234 | 0.00151172775524799 | 109.514603495011 | 0.413884777234188 | 418 | 109.82 | 110.481164464140 | -0.000111527635082966 | 109.158947063495 | 0.661164464139716 | 419 | 108.54 | 108.417071674271 | 0.106419544316466 | 108.556508781413 | -0.122928325729163 | 420 | 108.23 | 108.457940222866 | 0.125211536426755 | 107.876848240708 | 0.227940222865683 | 421 | 106.19 | 105.242461126791 | -0.233031261555491 | 107.370570134765 | -0.947538873209282 | 422 | 106.49 | 105.848351698363 | 0.00151172775524799 | 107.130136573882 | -0.64164830163675 | 423 | 107.15 | 107.207335066306 | -0.000111527635082966 | 107.092776461329 | 0.0573350663062087 | 424 | 107.74 | 108.152322239862 | 0.106419544316466 | 107.221258215822 | 0.41232223986178 | 425 | 107.54 | 107.560489154725 | 0.125211536426755 | 107.394299308848 | 0.0204891547250412 | 426 | 107.07 | 106.843343881872 | -0.233031261555491 | 107.529687379684 | -0.226656118128275 | 427 | 107.54 | 107.408667821321 | 0.00151172775524799 | 107.669820450924 | -0.131332178679472 | 428 | 107.81 | 107.820133960438 | -0.000111527635082966 | 107.799977567197 | 0.0101339604376847 | 429 | 108.38 | 108.866210686017 | 0.106419544316466 | 107.787369769667 | 0.486210686016747 | 430 | 108.42 | 109.122533721994 | 0.125211536426755 | 107.592254741580 | 0.702533721993717 | 431 | 106.86 | 106.659456539420 | -0.233031261555491 | 107.293574722135 | -0.200543460579667 | 432 | 106.41 | 105.812791386967 | 0.00151172775524799 | 107.005696885278 | -0.597208613033175 | 433 | 106.46 | 106.052739436194 | -0.000111527635082966 | 106.867372091441 | -0.407260563805949 | 434 | 106.84 | 106.499715448266 | 0.106419544316466 | 107.073865007417 | -0.340284551733731 | 435 | 107.69 | 107.444859468673 | 0.125211536426755 | 107.8099289949 | -0.245140531326754 | 436 | 107.04 | 105.451665464923 | -0.233031261555491 | 108.861365796633 | -1.58833453507714 | 437 | 111.04 | 112.154711550504 | 0.00151172775524799 | 109.923776721740 | 1.11471155050441 | 438 | 111.93 | 112.963609233932 | -0.000111527635082966 | 110.896502293703 | 1.03360923393242 | 439 | 111.98 | 112.154327566934 | 0.106419544316466 | 111.699252888750 | 0.174327566933684 | 440 | 112.07 | 111.859638655329 | 0.125211536426755 | 112.155149808245 | -0.210361344671441 | 441 | 112.05 | 111.953711726692 | -0.233031261555491 | 112.379319534864 | -0.0962882733084172 | 442 | 113.14 | 113.670663576706 | 0.00151172775524799 | 112.607824695538 | 0.530663576706388 | 443 | 112.49 | 112.114060781722 | -0.000111527635082966 | 112.866050745913 | -0.375939218278162 | 444 | 113.2 | 113.206080162529 | 0.106419544316466 | 113.087500293155 | 0.00608016252854782 | 445 | 113.52 | 113.633997534042 | 0.125211536426755 | 113.280790929531 | 0.113997534042312 | 446 | 113.22 | 113.180665024819 | -0.233031261555491 | 113.492366236736 | -0.0393349751807648 | 447 | 113.85 | 114.013753330358 | 0.00151172775524799 | 113.684734941887 | 0.163753330357693 | 448 | 113.68 | 113.493595559671 | -0.000111527635082966 | 113.866515967965 | -0.186404440329454 | 449 | 114.26 | 114.306041596625 | 0.106419544316466 | 114.107538859058 | 0.0460415966253152 | 450 | 114.1 | 113.701213672037 | 0.125211536426755 | 114.373574791536 | -0.398786327963208 | 451 | 114.8 | 115.241664064713 | -0.233031261555491 | 114.591367196842 | 0.441664064713208 | 452 | 114.98 | 115.285732657066 | 0.00151172775524799 | 114.672755615179 | 0.305732657066116 | 453 | 115.1 | 115.592482259290 | -0.000111527635082966 | 114.607629268345 | 0.492482259290426 | 454 | 114.21 | 113.907376666685 | 0.106419544316466 | 114.406203788999 | -0.302623333315367 | 455 | 114.24 | 114.143718727494 | 0.125211536426755 | 114.211069736079 | -0.096281272505749 | 456 | 113.35 | 112.822088455454 | -0.233031261555491 | 114.110942806102 | -0.5279115445462 | 457 | 114.23 | 114.407386895034 | 0.00151172775524799 | 114.051101377211 | 0.177386895033891 | 458 | 114.43 | 114.928004437385 | -0.000111527635082966 | 113.932107090250 | 0.498004437385362 | 459 | 114.28 | 114.690158958289 | 0.106419544316466 | 113.763421497394 | 0.410158958289287 | 460 | 113 | 112.353752323193 | 0.125211536426755 | 113.521036140380 | -0.646247676807135 | 461 | 113.16 | 113.252349680310 | -0.233031261555491 | 113.300681581245 | 0.0923496803103347 | 462 | 112.59 | 112.007565914525 | 0.00151172775524799 | 113.170922357720 | -0.582434085474816 | 463 | 113.65 | 114.151219737504 | -0.000111527635082966 | 113.148891790131 | 0.5012197375044 | 464 | 113.18 | 113.089179873311 | 0.106419544316466 | 113.164400582373 | -0.0908201266890245 | 465 | 113.21 | 113.163859973697 | 0.125211536426755 | 113.130928489877 | -0.0461400263033482 | 466 | 113.11 | 113.483106996627 | -0.233031261555491 | 112.969924264928 | 0.373106996627314 | 467 | 112.78 | 112.837007588201 | 0.00151172775524799 | 112.721480684043 | 0.0570075882012588 | 468 | 112.57 | 112.633970696873 | -0.000111527635082966 | 112.506140830762 | 0.0639706968726017 | 469 | 111.87 | 111.162978903804 | 0.106419544316466 | 112.470601551879 | -0.707021096195845 | 470 | 111.94 | 111.065126010603 | 0.125211536426755 | 112.689662452971 | -0.874873989397486 | 471 | 113.18 | 113.441741938120 | -0.233031261555491 | 113.151289323436 | 0.261741938119627 | 472 | 113.67 | 113.711306931110 | 0.00151172775524799 | 113.627181341135 | 0.0413069311101708 | 473 | 115.15 | 116.468991967804 | -0.000111527635082966 | 113.831119559831 | 1.31899196780437 | 474 | 114.41 | 114.953625772911 | 0.106419544316466 | 113.759954682772 | 0.54362577291117 | 475 | 112.88 | 112.087967358512 | 0.125211536426755 | 113.546821105061 | -0.792032641487722 | 476 | 112.44 | 111.910786296657 | -0.233031261555491 | 113.202244964899 | -0.529213703343231 | 477 | 113.48 | 114.015841527267 | 0.00151172775524799 | 112.942646744977 | 0.535841527267451 | 478 | 112.78 | 112.627676235042 | -0.000111527635082966 | 112.932435292593 | -0.152323764958368 | 479 | 112.59 | 112.093571327537 | 0.106419544316466 | 112.980009128146 | -0.496428672462841 | 480 | 113.31 | 113.524329816487 | 0.125211536426755 | 112.970458647087 | 0.214329816486710 | 481 | 113.21 | 113.561329441801 | -0.233031261555491 | 113.091701819754 | 0.351329441801454 | 482 | 112.5 | 111.684694376337 | 0.00151172775524799 | 113.313793895908 | -0.815305623662809 | 483 | 113.72 | 114.002737184071 | -0.000111527635082966 | 113.437374343564 | 0.282737184071124 | 484 | 114.09 | 114.703617699119 | 0.106419544316466 | 113.369962756564 | 0.613617699119317 | 485 | 113.97 | 114.719457297905 | 0.125211536426755 | 113.095331165668 | 0.749457297904783 | 486 | 112.5 | 112.628572085801 | -0.233031261555491 | 112.604459175755 | 0.128572085800954 | 487 | 111.28 | 110.577362143575 | 0.00151172775524799 | 111.98112612867 | -0.70263785642527 | 488 | 111.35 | 111.327335274936 | -0.000111527635082966 | 111.372776252699 | -0.0226647250644021 | 489 | 110.92 | 110.992293346361 | 0.106419544316466 | 110.741287109322 | 0.0722933463610786 | 490 | 110.73 | 111.206919470874 | 0.125211536426755 | 110.127868992700 | 0.476919470873625 | 491 | 109 | 108.704641895308 | -0.233031261555491 | 109.528389366247 | -0.295358104691502 |
| | Charts produced by software: | | http://www.freestatistics.org/blog/date/2010/Dec/17/t12926166121ozize20q6whwgi/17wsn1292616589.png (open in new window) | http://www.freestatistics.org/blog/date/2010/Dec/17/t12926166121ozize20q6whwgi/17wsn1292616589.ps (open in new window) |
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| | Parameters (Session): | par1 = additive ; par2 = 12 ; | | Parameters (R input): | par1 = 5 ; par2 = periodic ; par3 = 0 ; par5 = 1 ; par7 = 1 ; par8 = FALSE ; | | R code (references can be found in the software module): | par1 <- 5
if (par2 != 'periodic') par2 <- as.numeric(par2) #s.window
par3 <- as.numeric(par3) #s.degree
if (par4 == '') par4 <- NULL else par4 <- as.numeric(par4)#t.window
par5 <- as.numeric(par5)#t.degree
if (par6 != '') par6 <- as.numeric(par6)#l.window
par7 <- as.numeric(par7)#l.degree
if (par8 == 'FALSE') par8 <- FALSE else par9 <- TRUE #robust
nx <- length(x)
x <- ts(x,frequency=par1)
if (par6 != '') {
m <- stl(x,s.window=par2, s.degree=par3, t.window=par4, t.degre=par5, l.window=par6, l.degree=par7, robust=par8)
} else {
m <- stl(x,s.window=par2, s.degree=par3, t.window=par4, t.degre=par5, l.degree=par7, robust=par8)
}
m$time.series
m$win
m$deg
m$jump
m$inner
m$outer
bitmap(file='test1.png')
plot(m,main=main)
dev.off()
mylagmax <- nx/2
bitmap(file='test2.png')
op <- par(mfrow = c(2,2))
acf(as.numeric(x),lag.max = mylagmax,main='Observed')
acf(as.numeric(m$time.series[,'trend']),na.action=na.pass,lag.max = mylagmax,main='Trend')
acf(as.numeric(m$time.series[,'seasonal']),na.action=na.pass,lag.max = mylagmax,main='Seasonal')
acf(as.numeric(m$time.series[,'remainder']),na.action=na.pass,lag.max = mylagmax,main='Remainder')
par(op)
dev.off()
bitmap(file='test3.png')
op <- par(mfrow = c(2,2))
spectrum(as.numeric(x),main='Observed')
spectrum(as.numeric(m$time.series[!is.na(m$time.series[,'trend']),'trend']),main='Trend')
spectrum(as.numeric(m$time.series[!is.na(m$time.series[,'seasonal']),'seasonal']),main='Seasonal')
spectrum(as.numeric(m$time.series[!is.na(m$time.series[,'remainder']),'remainder']),main='Remainder')
par(op)
dev.off()
bitmap(file='test4.png')
op <- par(mfrow = c(2,2))
cpgram(as.numeric(x),main='Observed')
cpgram(as.numeric(m$time.series[!is.na(m$time.series[,'trend']),'trend']),main='Trend')
cpgram(as.numeric(m$time.series[!is.na(m$time.series[,'seasonal']),'seasonal']),main='Seasonal')
cpgram(as.numeric(m$time.series[!is.na(m$time.series[,'remainder']),'remainder']),main='Remainder')
par(op)
dev.off()
load(file='createtable')
a<-table.start()
a<-table.row.start(a)
a<-table.element(a,'Seasonal Decomposition by Loess - Parameters',4,TRUE)
a<-table.row.end(a)
a<-table.row.start(a)
a<-table.element(a,'Component',header=TRUE)
a<-table.element(a,'Window',header=TRUE)
a<-table.element(a,'Degree',header=TRUE)
a<-table.element(a,'Jump',header=TRUE)
a<-table.row.end(a)
a<-table.row.start(a)
a<-table.element(a,'Seasonal',header=TRUE)
a<-table.element(a,m$win['s'])
a<-table.element(a,m$deg['s'])
a<-table.element(a,m$jump['s'])
a<-table.row.end(a)
a<-table.row.start(a)
a<-table.element(a,'Trend',header=TRUE)
a<-table.element(a,m$win['t'])
a<-table.element(a,m$deg['t'])
a<-table.element(a,m$jump['t'])
a<-table.row.end(a)
a<-table.row.start(a)
a<-table.element(a,'Low-pass',header=TRUE)
a<-table.element(a,m$win['l'])
a<-table.element(a,m$deg['l'])
a<-table.element(a,m$jump['l'])
a<-table.row.end(a)
a<-table.end(a)
table.save(a,file='mytable.tab')
a<-table.start()
a<-table.row.start(a)
a<-table.element(a,'Seasonal Decomposition by Loess - Time Series Components',6,TRUE)
a<-table.row.end(a)
a<-table.row.start(a)
a<-table.element(a,'t',header=TRUE)
a<-table.element(a,'Observed',header=TRUE)
a<-table.element(a,'Fitted',header=TRUE)
a<-table.element(a,'Seasonal',header=TRUE)
a<-table.element(a,'Trend',header=TRUE)
a<-table.element(a,'Remainder',header=TRUE)
a<-table.row.end(a)
for (i in 1:nx) {
a<-table.row.start(a)
a<-table.element(a,i,header=TRUE)
a<-table.element(a,x[i])
a<-table.element(a,x[i]+m$time.series[i,'remainder'])
a<-table.element(a,m$time.series[i,'seasonal'])
a<-table.element(a,m$time.series[i,'trend'])
a<-table.element(a,m$time.series[i,'remainder'])
a<-table.row.end(a)
}
a<-table.end(a)
table.save(a,file='mytable1.tab')
| |
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