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Author

*The author of this computation has been verified*

R Software Module

rwasp_decomposeloess.wasp

Title produced by software

Decomposition by Loess

Date of computation

Tue, 21 Dec 2010 11:55:29 +0000

Cite this page as follows

Statistical Computations at FreeStatistics.org, Office for Research Development and Education, URL https://freestatistics.org/blog/index.php?v=date/2010/Dec/21/t1292932569hwl0ofupag9tfx9.htm/, Retrieved Sat, 04 May 2024 09:19:09 +0000

Statistical Computations at FreeStatistics.org, Office for Research Development and Education, URL https://freestatistics.org/blog/index.php?pk=113327, Retrieved Sat, 04 May 2024 09:19:09 +0000

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Original text written by user:

IsPrivate?

No (this computation is public)

User-defined keywords

Estimated Impact

126

Family? (F = Feedback message, R = changed R code, M = changed R Module, P = changed Parameters, D = changed Data)

-     [Chi-Squared and McNemar Tests] [] [2010-11-25 11:32:31] [1c63f3c303537b65dfa698074d619a3e]
- RMPD  [Multiple Regression] [] [2010-12-20 17:00:25] [1c63f3c303537b65dfa698074d619a3e]
- RMPD      [Decomposition by Loess] [] [2010-12-21 11:55:29] [40b262140b988d7b8204c4955f8b7651] [Current]

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Dataseries X:

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Histogram

Boxplots

9,4
9,4
9,5
9,5
9,4
9,4
9,3
9,4
9,4
9,2
9,1
9,1
9,1
9,0
9,0
8,9
8,8
8,7
8,5
8,3
8,1
7,9
7,8
7,6
7,4
7,2
7,0
7,0
6,8
6,8
6,7
6,8
6,7
6,7
6,7
6,5
6,3
6,3
6,3
6,5
6,6
6,5
6,3
6,3
6,5
7,0
7,1
7,3
7,3
7,4
7,4
7,3
7,4
7,5
7,7
7,7
7,7
7,7
7,7
7,8
8,0
8,1
8,1
8,2
8,2
8,2
8,1
8,1
8,2
8,3
8,3
8,4
8,5
8,5
8,4
8,0
7,9
8,1
8,5
8,8
8,8
8,6
8,3
8,3
8,3
8,4
8,4
8,5
8,6
8,6
8,6
8,6
8,6
8,5
8,4
8,4
8,4
8,5
8,5
8,6
8,6
8,4
8,2
8,0
8,0
8,0
8,0
7,9
7,9
7,8
7,8
8,0
7,8
7,4
7,2
7,0
7,0
7,2
7,2
7,2
7,0
6,9
6,8
6,8
6,8
6,9
7,2
7,2
7,2
7,1
7,2
7,3
7,5
7,6
7,7
7,7
7,7
7,8
8,0
8,1
8,1
8,0
8,1
8,2
8,3
8,4
8,4
8,4
8,5
8,5
8,6
8,6
8,5
8,5

Summary of computational transaction
Raw Input	view raw input (R code)
Raw Output	view raw output of R engine
Computing time	4 seconds
R Server	'RServer@AstonUniversity' @ vre.aston.ac.uk

\begin{tabular}{lllllllll}
\hline
Summary of computational transaction \tabularnewline
Raw Input & view raw input (R code)  \tabularnewline
Raw Output & view raw output of R engine  \tabularnewline
Computing time & 4 seconds \tabularnewline
R Server & 'RServer@AstonUniversity' @ vre.aston.ac.uk \tabularnewline
\hline
\end{tabular}
%Source: https://freestatistics.org/blog/index.php?pk=113327&T=0

[TABLE]
[ROW][C]Summary of computational transaction[/C][/ROW]
[ROW][C]Raw Input[/C][C]view raw input (R code) [/C][/ROW]
[ROW][C]Raw Output[/C][C]view raw output of R engine [/C][/ROW]
[ROW][C]Computing time[/C][C]4 seconds[/C][/ROW]
[ROW][C]R Server[/C][C]'RServer@AstonUniversity' @ vre.aston.ac.uk[/C][/ROW]
[/TABLE]
Source: https://freestatistics.org/blog/index.php?pk=113327&T=0

Globally Unique Identifier (entire table): ba.freestatistics.org/blog/index.php?pk=113327&T=0

As an alternative you can also use a QR Code:

The GUIDs for individual cells are displayed in the table below:

Summary of computational transaction
Raw Input	view raw input (R code)
Raw Output	view raw output of R engine
Computing time	4 seconds
R Server	'RServer@AstonUniversity' @ vre.aston.ac.uk

Seasonal Decomposition by Loess - Parameters
Component	Window	Degree	Jump
Seasonal	1541	0	155
Trend	19	1	2
Low-pass	13	1	2

\begin{tabular}{lllllllll}
\hline
Seasonal Decomposition by Loess - Parameters \tabularnewline
Component & Window & Degree & Jump \tabularnewline
Seasonal & 1541 & 0 & 155 \tabularnewline
Trend & 19 & 1 & 2 \tabularnewline
Low-pass & 13 & 1 & 2 \tabularnewline
\hline
\end{tabular}
%Source: https://freestatistics.org/blog/index.php?pk=113327&T=1

[TABLE]
[ROW][C]Seasonal Decomposition by Loess - Parameters[/C][/ROW]
[ROW][C]Component[/C][C]Window[/C][C]Degree[/C][C]Jump[/C][/ROW]
[ROW][C]Seasonal[/C][C]1541[/C][C]0[/C][C]155[/C][/ROW]
[ROW][C]Trend[/C][C]19[/C][C]1[/C][C]2[/C][/ROW]
[ROW][C]Low-pass[/C][C]13[/C][C]1[/C][C]2[/C][/ROW]
[/TABLE]
Source: https://freestatistics.org/blog/index.php?pk=113327&T=1

Globally Unique Identifier (entire table): ba.freestatistics.org/blog/index.php?pk=113327&T=1

As an alternative you can also use a QR Code:

The GUIDs for individual cells are displayed in the table below:

Seasonal Decomposition by Loess - Parameters
Component	Window	Degree	Jump
Seasonal	1541	0	155
Trend	19	1	2
Low-pass	13	1	2

Seasonal Decomposition by Loess - Time Series Components
t	Observed	Fitted	Seasonal	Trend	Remainder
1	9.4	9.2956907160481	-0.00217849452725008	9.50648777847915	-0.104309283951904
2	9.4	9.30836564800975	0.0142406341454931	9.47739371784476	-0.0916343519902547
3	9.5	9.54411756171732	0.00758278107230874	9.44829965721037	0.0441175617173233
4	9.5	9.56024142194154	0.0224061873456872	9.41735239071277	0.0602414219415408
5	9.4	9.4071344969343	0.00646037885053224	9.38640512421518	0.00713449693429169
6	9.4	9.45855819100064	-0.0126707553958901	9.35411256439525	0.0585581910006354
7	9.3	9.27921262940789	-0.00103263398322153	9.32182000457533	-0.0207873705921084
8	9.4	9.51054434157457	0.00103444092080056	9.28842121750463	0.110544341574565
9	9.4	9.54956829920892	-0.00459072964285728	9.25502243043394	0.149568299208921
10	9.2	9.19781785237337	-0.00909819386603986	9.21128034149266	-0.00218214762662505
11	9.1	9.05122121242022	-0.0187594649716158	9.1675382525514	-0.0487787875797778
12	9.1	9.09731050200334	-0.00339416794336436	9.10608366594003	-0.00268949799666274
13	9.1	9.1575494151986	-0.00217849452725008	9.04462907932866	0.0575494151985918
14	9	9.02461574543192	0.0142406341454931	8.96114362042258	0.0246157454319249
15	9	9.11475905741118	0.00758278107230874	8.8776581615165	0.114759057411185
16	8.9	9.00607681888417	0.0224061873456872	8.77151699377015	0.106076818884167
17	8.8	8.92816379512568	0.00646037885053224	8.66537582602379	0.128163795125683
18	8.7	8.87583551587184	-0.0126707553958901	8.53683523952405	0.175835515871842
19	8.5	8.59273798095891	-0.00103263398322153	8.40829465302431	0.0927379809589137
20	8.3	8.34323160735393	0.00103444092080056	8.25573395172527	0.0432316073539312
21	8.1	8.10141747921663	-0.00459072964285728	8.10317325042623	0.00141747921662549
22	7.9	7.87093941632534	-0.00909819386603986	7.9381587775407	-0.02906058367466
23	7.8	7.84561516031645	-0.0187594649716158	7.77314430465517	0.0456151603164479
24	7.6	7.58823296414816	-0.00339416794336436	7.6151612037952	-0.0117670358518414
25	7.4	7.34500039159201	-0.00217849452725008	7.45717810293524	-0.054999608407992
26	7.2	7.06225534264583	0.0142406341454931	7.32350402320868	-0.137744657354173
27	7	6.80258727544558	0.00758278107230874	7.18982994348212	-0.197412724554423
28	7	6.89264012006646	0.0224061873456872	7.08495369258785	-0.107359879933538
29	6.8	6.61346217945588	0.00646037885053224	6.98007744169359	-0.186537820544118
30	6.8	6.71690216621815	-0.0126707553958901	6.89576858917774	-0.083097833781852
31	6.7	6.58957289732133	-0.00103263398322153	6.8114597366619	-0.110427102678674
32	6.8	6.8546428953059	0.00103444092080056	6.7443226637733	0.0546428953058973
33	6.7	6.72740513875815	-0.00459072964285728	6.67718559088471	0.0274051387581498
34	6.7	6.77786867939785	-0.00909819386603986	6.63122951446819	0.0778686793978478
35	6.7	6.83348602691994	-0.0187594649716158	6.58527343805168	0.13348602691994
36	6.5	6.4512315119991	-0.00339416794336436	6.55216265594427	-0.0487684880009063
37	6.3	6.08312662069039	-0.00217849452725008	6.51905187383686	-0.216873379309614
38	6.3	6.09043026537626	0.0142406341454931	6.49532910047825	-0.209569734623741
39	6.3	6.12081089180806	0.00758278107230874	6.47160632711963	-0.179189108191938
40	6.5	6.49499615077927	0.0224061873456872	6.48259766187504	-0.00500384922072961
41	6.6	6.69995062451901	0.00646037885053224	6.49358899663045	0.099950624519014
42	6.5	6.46008679858714	-0.0126707553958901	6.55258395680875	-0.0399132014128618
43	6.3	5.98945371699617	-0.00103263398322153	6.61157891698705	-0.310546283003828
44	6.3	5.9011765996141	0.00103444092080056	6.6977889594651	-0.398823400385895
45	6.5	6.22059172769972	-0.00459072964285728	6.78399900194314	-0.279408272300281
46	7	7.1361388631909	-0.00909819386603986	6.87295933067514	0.136138863190899
47	7.1	7.25683980556447	-0.0187594649716158	6.96191965940714	0.156839805564474
48	7.3	7.54588117840212	-0.00339416794336436	7.05751298954124	0.24588117840212
49	7.3	7.4490721748519	-0.00217849452725008	7.15310631967535	0.149072174851902
50	7.4	7.53856343058888	0.0142406341454931	7.24719593526563	0.138563430588878
51	7.4	7.45113166807178	0.00758278107230874	7.34128555085591	0.0511316680717817
52	7.3	7.16820869279095	0.0224061873456872	7.40938511986336	-0.131791307209047
53	7.4	7.31605493227866	0.00646037885053224	7.47748468887081	-0.0839450677213405
54	7.5	7.48282235087855	-0.0126707553958901	7.52984840451734	-0.0171776491214501
55	7.7	7.81882051381935	-0.00103263398322153	7.58221212016387	0.118820513819352
56	7.7	7.7583846045413	0.00103444092080056	7.6405809545379	0.0583846045413035
57	7.7	7.70564094073094	-0.00459072964285728	7.69894978891192	0.00564094073093724
58	7.7	7.64644819460715	-0.00909819386603986	7.76264999925889	-0.0535518053928508
59	7.7	7.59240925536576	-0.0187594649716158	7.82635020960586	-0.107590744634245
60	7.8	7.72175474377436	-0.00339416794336436	7.881639424169	-0.078245256225638
61	8	8.0652498557951	-0.00217849452725008	7.93692863873214	0.0652498557951064
62	8.1	8.20373294333696	0.0142406341454931	7.98202642251755	0.103732943336958
63	8.1	8.16529301262474	0.00758278107230874	8.02712420630296	0.0652930126247355
64	8.2	8.30687936289194	0.0224061873456872	8.07071444976237	0.106879362891942
65	8.2	8.27923492792768	0.00646037885053224	8.11430469322178	0.0792349279276827
66	8.2	8.25743305053321	-0.0126707553958901	8.15523770486268	0.0574330505332092
67	8.1	8.00486191747965	-0.00103263398322153	8.19617071650358	-0.0951380825203536
68	8.1	7.97374352467395	0.00103444092080056	8.22522203440525	-0.126256475326054
69	8.2	8.15031737733593	-0.00459072964285728	8.25427335230693	-0.0496826226640739
70	8.3	8.34724597262893	-0.00909819386603986	8.26185222123711	0.0472459726289269
71	8.3	8.34932837480432	-0.0187594649716158	8.2694310901673	0.0493283748043218
72	8.4	8.52883632823838	-0.00339416794336436	8.27455783970499	0.128836328238377
73	8.5	8.72249390528457	-0.00217849452725008	8.27968458924268	0.222493905284569
74	8.5	8.68182978254443	0.0142406341454931	8.30392958331008	0.181829782544431
75	8.4	8.46424264155022	0.00758278107230874	8.32817457737747	0.0642426415502229
76	8	7.62679021570192	0.0224061873456872	8.3508035969524	-0.373209784298083
77	7.9	7.42010700462215	0.00646037885053224	8.37343261652732	-0.479892995377854
78	8.1	7.83329222710701	-0.0126707553958901	8.37937852828888	-0.266707772892989
79	8.5	8.61570819393279	-0.00103263398322153	8.38532444005043	0.11570819393279
80	8.8	9.20600606512286	0.00103444092080056	8.39295949395634	0.406006065122856
81	8.8	9.2039961817806	-0.00459072964285728	8.40059454786226	0.403996181780601
82	8.6	8.7853881332106	-0.00909819386603986	8.42371006065544	0.185388133210594
83	8.3	8.17193389152298	-0.0187594649716158	8.44682557344863	-0.128066108477016
84	8.3	8.13927312843916	-0.00339416794336436	8.46412103950421	-0.160726871560842
85	8.3	8.12076198896747	-0.00217849452725008	8.48141650555978	-0.179238011032528
86	8.4	8.3034931471534	0.0142406341454931	8.4822662187011	-0.0965068528465949
87	8.4	8.30930128708526	0.00758278107230874	8.48311593184243	-0.0906987129147367
88	8.5	8.49074637203434	0.0224061873456872	8.48684744061998	-0.00925362796566453
89	8.6	8.70296067175194	0.00646037885053224	8.49057894939753	0.102960671751942
90	8.6	8.71310662675737	-0.0126707553958901	8.49956412863852	0.113106626757366
91	8.6	8.6924833261037	-0.00103263398322153	8.50854930787952	0.0924833261037001
92	8.6	8.68637165510787	0.00103444092080056	8.51259390397133	0.0863716551078735
93	8.6	8.68795222957973	-0.00459072964285728	8.51663850006313	0.0879522295797255
94	8.5	8.49448289434816	-0.00909819386603986	8.51461529951788	-0.00551710565184393
95	8.4	8.30616736599898	-0.0187594649716158	8.51259209897264	-0.0938326340010196
96	8.4	8.30655316559951	-0.00339416794336436	8.49684100234385	-0.0934468344004884
97	8.4	8.32108858881218	-0.00217849452725008	8.48108990571507	-0.0789114111878195
98	8.5	8.53773442338269	0.0142406341454931	8.44802494247182	0.0377344233826875
99	8.5	8.57745723969912	0.00758278107230874	8.41495997922857	0.0774572396991218
100	8.6	8.80429814979988	0.0224061873456872	8.37329566285444	0.204298149799877
101	8.6	8.86190827466917	0.00646037885053224	8.3316313464803	0.261908274669166
102	8.4	8.52863010050707	-0.0126707553958901	8.28404065488883	0.128630100507065
103	8.2	8.16458267068587	-0.00103263398322153	8.23644996329735	-0.0354173293141269
104	8	7.82007522970926	0.00103444092080056	8.17889032936994	-0.179924770290745
105	8	7.88326003420032	-0.00459072964285728	8.12133069544254	-0.116739965799683
106	8	7.94883916659534	-0.00909819386603986	8.0602590272707	-0.0511608334046603
107	8	8.01957210587276	-0.0187594649716158	7.99918735909886	0.0195721058727578
108	7.9	7.87082639229931	-0.00339416794336436	7.93256777564405	-0.0291736077006899
109	7.9	7.936230302338	-0.00217849452725008	7.86594819218925	0.0362303023380006
110	7.8	7.795989784759	0.0142406341454931	7.7897695810955	-0.00401021524099221
111	7.8	7.87882624892594	0.00758278107230874	7.71359097000175	0.0788262489259433
112	8	8.34240911276926	0.0224061873456872	7.63518469988506	0.342409112769257
113	7.8	8.0367611913811	0.00646037885053224	7.55677842976836	0.236761191381106
114	7.4	7.33136813428096	-0.0126707553958901	7.48130262111493	-0.0686318657190395
115	7.2	6.99520582152172	-0.00103263398322153	7.4058268124615	-0.204794178478276
116	7	6.67272479820434	0.00103444092080056	7.32624076087486	-0.327275201795659
117	7	6.75793602035464	-0.00459072964285728	7.24665470928822	-0.242063979645359
118	7.2	7.23779323198578	-0.00909819386603986	7.17130496188026	0.0377932319857779
119	7.2	7.3228042504993	-0.0187594649716158	7.0959552144723	0.122804250499309
120	7.2	7.34852080462959	-0.00339416794336436	7.05487336331378	0.148520804629588
121	7	6.988386982372	-0.00217849452725008	7.01379151215524	-0.0116130176279947
122	6.9	6.77819559619393	0.0142406341454931	7.00756376966057	-0.121804403806068
123	6.8	6.59108119176179	0.00758278107230874	7.0013360271659	-0.208918808238213
124	6.8	6.57063716054762	0.0224061873456872	7.00695665210669	-0.229362839452381
125	6.8	6.58096234410199	0.00646037885053224	7.01257727704748	-0.219037655898013
126	6.9	6.77554978434622	-0.0126707553958901	7.03712097104967	-0.124450215653784
127	7.2	7.33936796893135	-0.00103263398322153	7.06166466505187	0.139367968931354
128	7.2	7.28111732677708	0.00103444092080056	7.11784823230212	0.08111732677708
129	7.2	7.23055893009049	-0.00459072964285728	7.17403179955237	0.0305589300904874
130	7.1	6.96335506260602	-0.00909819386603986	7.24574313126002	-0.13664493739398
131	7.2	7.10130500200395	-0.0187594649716158	7.31745446296767	-0.0986949979960521
132	7.3	7.2131920151143	-0.00339416794336436	7.39020215282906	-0.0868079848856924
133	7.5	7.5392286518368	-0.00217849452725008	7.46294984269044	0.0392286518368063
134	7.6	7.64763858815758	0.0142406341454931	7.53812077769693	0.0476385881575778
135	7.7	7.77912550622428	0.00758278107230874	7.61329171270341	0.0791255062242788
136	7.7	7.68749523225177	0.0224061873456872	7.69009858040254	-0.0125047677482319
137	7.7	7.62663417304779	0.00646037885053224	7.76690544810168	-0.073365826952208
138	7.8	7.77481947040055	-0.0126707553958901	7.83785128499533	-0.0251805295994449
139	8	8.09223551209423	-0.00103263398322153	7.908797121889	0.092235512094228
140	8.1	8.22540013280342	0.00103444092080056	7.97356542627578	0.125400132803421
141	8.1	8.1662569989803	-0.00459072964285728	8.03833373066256	0.0662569989802932
142	8	7.91000738176733	-0.00909819386603986	8.09909081209871	-0.0899926182326691
143	8.1	8.05891157143676	-0.0187594649716158	8.15984789353486	-0.0410884285632402
144	8.2	8.18872116949574	-0.00339416794336436	8.21467299844763	-0.0112788305042617
145	8.3	8.33268039116686	-0.00217849452725008	8.2694981033604	0.0326803911668545
146	8.4	8.47361208256778	0.0142406341454931	8.31214728328673	0.0736120825677808
147	8.4	8.43762075571464	0.00758278107230874	8.35479646321306	0.0376207557146362
148	8.4	8.38316299164723	0.0224061873456872	8.39443082100709	-0.0168370083527751
149	8.5	8.55947444234835	0.00646037885053224	8.43406517880112	0.059474442348348
150	8.5	8.5394404231252	-0.0126707553958901	8.47323033227069	0.0394404231251979
151	8.6	8.68863714824296	-0.00103263398322153	8.51239548574026	0.0886371482429595
152	8.6	8.64827690095651	0.00103444092080056	8.55068865812269	0.0482769009565107
153	8.5	8.41560889913774	-0.00459072964285728	8.58898183050511	-0.0843911008622573
154	8.5	8.38300116063706	-0.00909819386603986	8.62609703322898	-0.116998839362944

\begin{tabular}{lllllllll}
\hline
Seasonal Decomposition by Loess - Time Series Components \tabularnewline
t & Observed & Fitted & Seasonal & Trend & Remainder \tabularnewline
1 & 9.4 & 9.2956907160481 & -0.00217849452725008 & 9.50648777847915 & -0.104309283951904 \tabularnewline
2 & 9.4 & 9.30836564800975 & 0.0142406341454931 & 9.47739371784476 & -0.0916343519902547 \tabularnewline
3 & 9.5 & 9.54411756171732 & 0.00758278107230874 & 9.44829965721037 & 0.0441175617173233 \tabularnewline
4 & 9.5 & 9.56024142194154 & 0.0224061873456872 & 9.41735239071277 & 0.0602414219415408 \tabularnewline
5 & 9.4 & 9.4071344969343 & 0.00646037885053224 & 9.38640512421518 & 0.00713449693429169 \tabularnewline
6 & 9.4 & 9.45855819100064 & -0.0126707553958901 & 9.35411256439525 & 0.0585581910006354 \tabularnewline
7 & 9.3 & 9.27921262940789 & -0.00103263398322153 & 9.32182000457533 & -0.0207873705921084 \tabularnewline
8 & 9.4 & 9.51054434157457 & 0.00103444092080056 & 9.28842121750463 & 0.110544341574565 \tabularnewline
9 & 9.4 & 9.54956829920892 & -0.00459072964285728 & 9.25502243043394 & 0.149568299208921 \tabularnewline
10 & 9.2 & 9.19781785237337 & -0.00909819386603986 & 9.21128034149266 & -0.00218214762662505 \tabularnewline
11 & 9.1 & 9.05122121242022 & -0.0187594649716158 & 9.1675382525514 & -0.0487787875797778 \tabularnewline
12 & 9.1 & 9.09731050200334 & -0.00339416794336436 & 9.10608366594003 & -0.00268949799666274 \tabularnewline
13 & 9.1 & 9.1575494151986 & -0.00217849452725008 & 9.04462907932866 & 0.0575494151985918 \tabularnewline
14 & 9 & 9.02461574543192 & 0.0142406341454931 & 8.96114362042258 & 0.0246157454319249 \tabularnewline
15 & 9 & 9.11475905741118 & 0.00758278107230874 & 8.8776581615165 & 0.114759057411185 \tabularnewline
16 & 8.9 & 9.00607681888417 & 0.0224061873456872 & 8.77151699377015 & 0.106076818884167 \tabularnewline
17 & 8.8 & 8.92816379512568 & 0.00646037885053224 & 8.66537582602379 & 0.128163795125683 \tabularnewline
18 & 8.7 & 8.87583551587184 & -0.0126707553958901 & 8.53683523952405 & 0.175835515871842 \tabularnewline
19 & 8.5 & 8.59273798095891 & -0.00103263398322153 & 8.40829465302431 & 0.0927379809589137 \tabularnewline
20 & 8.3 & 8.34323160735393 & 0.00103444092080056 & 8.25573395172527 & 0.0432316073539312 \tabularnewline
21 & 8.1 & 8.10141747921663 & -0.00459072964285728 & 8.10317325042623 & 0.00141747921662549 \tabularnewline
22 & 7.9 & 7.87093941632534 & -0.00909819386603986 & 7.9381587775407 & -0.02906058367466 \tabularnewline
23 & 7.8 & 7.84561516031645 & -0.0187594649716158 & 7.77314430465517 & 0.0456151603164479 \tabularnewline
24 & 7.6 & 7.58823296414816 & -0.00339416794336436 & 7.6151612037952 & -0.0117670358518414 \tabularnewline
25 & 7.4 & 7.34500039159201 & -0.00217849452725008 & 7.45717810293524 & -0.054999608407992 \tabularnewline
26 & 7.2 & 7.06225534264583 & 0.0142406341454931 & 7.32350402320868 & -0.137744657354173 \tabularnewline
27 & 7 & 6.80258727544558 & 0.00758278107230874 & 7.18982994348212 & -0.197412724554423 \tabularnewline
28 & 7 & 6.89264012006646 & 0.0224061873456872 & 7.08495369258785 & -0.107359879933538 \tabularnewline
29 & 6.8 & 6.61346217945588 & 0.00646037885053224 & 6.98007744169359 & -0.186537820544118 \tabularnewline
30 & 6.8 & 6.71690216621815 & -0.0126707553958901 & 6.89576858917774 & -0.083097833781852 \tabularnewline
31 & 6.7 & 6.58957289732133 & -0.00103263398322153 & 6.8114597366619 & -0.110427102678674 \tabularnewline
32 & 6.8 & 6.8546428953059 & 0.00103444092080056 & 6.7443226637733 & 0.0546428953058973 \tabularnewline
33 & 6.7 & 6.72740513875815 & -0.00459072964285728 & 6.67718559088471 & 0.0274051387581498 \tabularnewline
34 & 6.7 & 6.77786867939785 & -0.00909819386603986 & 6.63122951446819 & 0.0778686793978478 \tabularnewline
35 & 6.7 & 6.83348602691994 & -0.0187594649716158 & 6.58527343805168 & 0.13348602691994 \tabularnewline
36 & 6.5 & 6.4512315119991 & -0.00339416794336436 & 6.55216265594427 & -0.0487684880009063 \tabularnewline
37 & 6.3 & 6.08312662069039 & -0.00217849452725008 & 6.51905187383686 & -0.216873379309614 \tabularnewline
38 & 6.3 & 6.09043026537626 & 0.0142406341454931 & 6.49532910047825 & -0.209569734623741 \tabularnewline
39 & 6.3 & 6.12081089180806 & 0.00758278107230874 & 6.47160632711963 & -0.179189108191938 \tabularnewline
40 & 6.5 & 6.49499615077927 & 0.0224061873456872 & 6.48259766187504 & -0.00500384922072961 \tabularnewline
41 & 6.6 & 6.69995062451901 & 0.00646037885053224 & 6.49358899663045 & 0.099950624519014 \tabularnewline
42 & 6.5 & 6.46008679858714 & -0.0126707553958901 & 6.55258395680875 & -0.0399132014128618 \tabularnewline
43 & 6.3 & 5.98945371699617 & -0.00103263398322153 & 6.61157891698705 & -0.310546283003828 \tabularnewline
44 & 6.3 & 5.9011765996141 & 0.00103444092080056 & 6.6977889594651 & -0.398823400385895 \tabularnewline
45 & 6.5 & 6.22059172769972 & -0.00459072964285728 & 6.78399900194314 & -0.279408272300281 \tabularnewline
46 & 7 & 7.1361388631909 & -0.00909819386603986 & 6.87295933067514 & 0.136138863190899 \tabularnewline
47 & 7.1 & 7.25683980556447 & -0.0187594649716158 & 6.96191965940714 & 0.156839805564474 \tabularnewline
48 & 7.3 & 7.54588117840212 & -0.00339416794336436 & 7.05751298954124 & 0.24588117840212 \tabularnewline
49 & 7.3 & 7.4490721748519 & -0.00217849452725008 & 7.15310631967535 & 0.149072174851902 \tabularnewline
50 & 7.4 & 7.53856343058888 & 0.0142406341454931 & 7.24719593526563 & 0.138563430588878 \tabularnewline
51 & 7.4 & 7.45113166807178 & 0.00758278107230874 & 7.34128555085591 & 0.0511316680717817 \tabularnewline
52 & 7.3 & 7.16820869279095 & 0.0224061873456872 & 7.40938511986336 & -0.131791307209047 \tabularnewline
53 & 7.4 & 7.31605493227866 & 0.00646037885053224 & 7.47748468887081 & -0.0839450677213405 \tabularnewline
54 & 7.5 & 7.48282235087855 & -0.0126707553958901 & 7.52984840451734 & -0.0171776491214501 \tabularnewline
55 & 7.7 & 7.81882051381935 & -0.00103263398322153 & 7.58221212016387 & 0.118820513819352 \tabularnewline
56 & 7.7 & 7.7583846045413 & 0.00103444092080056 & 7.6405809545379 & 0.0583846045413035 \tabularnewline
57 & 7.7 & 7.70564094073094 & -0.00459072964285728 & 7.69894978891192 & 0.00564094073093724 \tabularnewline
58 & 7.7 & 7.64644819460715 & -0.00909819386603986 & 7.76264999925889 & -0.0535518053928508 \tabularnewline
59 & 7.7 & 7.59240925536576 & -0.0187594649716158 & 7.82635020960586 & -0.107590744634245 \tabularnewline
60 & 7.8 & 7.72175474377436 & -0.00339416794336436 & 7.881639424169 & -0.078245256225638 \tabularnewline
61 & 8 & 8.0652498557951 & -0.00217849452725008 & 7.93692863873214 & 0.0652498557951064 \tabularnewline
62 & 8.1 & 8.20373294333696 & 0.0142406341454931 & 7.98202642251755 & 0.103732943336958 \tabularnewline
63 & 8.1 & 8.16529301262474 & 0.00758278107230874 & 8.02712420630296 & 0.0652930126247355 \tabularnewline
64 & 8.2 & 8.30687936289194 & 0.0224061873456872 & 8.07071444976237 & 0.106879362891942 \tabularnewline
65 & 8.2 & 8.27923492792768 & 0.00646037885053224 & 8.11430469322178 & 0.0792349279276827 \tabularnewline
66 & 8.2 & 8.25743305053321 & -0.0126707553958901 & 8.15523770486268 & 0.0574330505332092 \tabularnewline
67 & 8.1 & 8.00486191747965 & -0.00103263398322153 & 8.19617071650358 & -0.0951380825203536 \tabularnewline
68 & 8.1 & 7.97374352467395 & 0.00103444092080056 & 8.22522203440525 & -0.126256475326054 \tabularnewline
69 & 8.2 & 8.15031737733593 & -0.00459072964285728 & 8.25427335230693 & -0.0496826226640739 \tabularnewline
70 & 8.3 & 8.34724597262893 & -0.00909819386603986 & 8.26185222123711 & 0.0472459726289269 \tabularnewline
71 & 8.3 & 8.34932837480432 & -0.0187594649716158 & 8.2694310901673 & 0.0493283748043218 \tabularnewline
72 & 8.4 & 8.52883632823838 & -0.00339416794336436 & 8.27455783970499 & 0.128836328238377 \tabularnewline
73 & 8.5 & 8.72249390528457 & -0.00217849452725008 & 8.27968458924268 & 0.222493905284569 \tabularnewline
74 & 8.5 & 8.68182978254443 & 0.0142406341454931 & 8.30392958331008 & 0.181829782544431 \tabularnewline
75 & 8.4 & 8.46424264155022 & 0.00758278107230874 & 8.32817457737747 & 0.0642426415502229 \tabularnewline
76 & 8 & 7.62679021570192 & 0.0224061873456872 & 8.3508035969524 & -0.373209784298083 \tabularnewline
77 & 7.9 & 7.42010700462215 & 0.00646037885053224 & 8.37343261652732 & -0.479892995377854 \tabularnewline
78 & 8.1 & 7.83329222710701 & -0.0126707553958901 & 8.37937852828888 & -0.266707772892989 \tabularnewline
79 & 8.5 & 8.61570819393279 & -0.00103263398322153 & 8.38532444005043 & 0.11570819393279 \tabularnewline
80 & 8.8 & 9.20600606512286 & 0.00103444092080056 & 8.39295949395634 & 0.406006065122856 \tabularnewline
81 & 8.8 & 9.2039961817806 & -0.00459072964285728 & 8.40059454786226 & 0.403996181780601 \tabularnewline
82 & 8.6 & 8.7853881332106 & -0.00909819386603986 & 8.42371006065544 & 0.185388133210594 \tabularnewline
83 & 8.3 & 8.17193389152298 & -0.0187594649716158 & 8.44682557344863 & -0.128066108477016 \tabularnewline
84 & 8.3 & 8.13927312843916 & -0.00339416794336436 & 8.46412103950421 & -0.160726871560842 \tabularnewline
85 & 8.3 & 8.12076198896747 & -0.00217849452725008 & 8.48141650555978 & -0.179238011032528 \tabularnewline
86 & 8.4 & 8.3034931471534 & 0.0142406341454931 & 8.4822662187011 & -0.0965068528465949 \tabularnewline
87 & 8.4 & 8.30930128708526 & 0.00758278107230874 & 8.48311593184243 & -0.0906987129147367 \tabularnewline
88 & 8.5 & 8.49074637203434 & 0.0224061873456872 & 8.48684744061998 & -0.00925362796566453 \tabularnewline
89 & 8.6 & 8.70296067175194 & 0.00646037885053224 & 8.49057894939753 & 0.102960671751942 \tabularnewline
90 & 8.6 & 8.71310662675737 & -0.0126707553958901 & 8.49956412863852 & 0.113106626757366 \tabularnewline
91 & 8.6 & 8.6924833261037 & -0.00103263398322153 & 8.50854930787952 & 0.0924833261037001 \tabularnewline
92 & 8.6 & 8.68637165510787 & 0.00103444092080056 & 8.51259390397133 & 0.0863716551078735 \tabularnewline
93 & 8.6 & 8.68795222957973 & -0.00459072964285728 & 8.51663850006313 & 0.0879522295797255 \tabularnewline
94 & 8.5 & 8.49448289434816 & -0.00909819386603986 & 8.51461529951788 & -0.00551710565184393 \tabularnewline
95 & 8.4 & 8.30616736599898 & -0.0187594649716158 & 8.51259209897264 & -0.0938326340010196 \tabularnewline
96 & 8.4 & 8.30655316559951 & -0.00339416794336436 & 8.49684100234385 & -0.0934468344004884 \tabularnewline
97 & 8.4 & 8.32108858881218 & -0.00217849452725008 & 8.48108990571507 & -0.0789114111878195 \tabularnewline
98 & 8.5 & 8.53773442338269 & 0.0142406341454931 & 8.44802494247182 & 0.0377344233826875 \tabularnewline
99 & 8.5 & 8.57745723969912 & 0.00758278107230874 & 8.41495997922857 & 0.0774572396991218 \tabularnewline
100 & 8.6 & 8.80429814979988 & 0.0224061873456872 & 8.37329566285444 & 0.204298149799877 \tabularnewline
101 & 8.6 & 8.86190827466917 & 0.00646037885053224 & 8.3316313464803 & 0.261908274669166 \tabularnewline
102 & 8.4 & 8.52863010050707 & -0.0126707553958901 & 8.28404065488883 & 0.128630100507065 \tabularnewline
103 & 8.2 & 8.16458267068587 & -0.00103263398322153 & 8.23644996329735 & -0.0354173293141269 \tabularnewline
104 & 8 & 7.82007522970926 & 0.00103444092080056 & 8.17889032936994 & -0.179924770290745 \tabularnewline
105 & 8 & 7.88326003420032 & -0.00459072964285728 & 8.12133069544254 & -0.116739965799683 \tabularnewline
106 & 8 & 7.94883916659534 & -0.00909819386603986 & 8.0602590272707 & -0.0511608334046603 \tabularnewline
107 & 8 & 8.01957210587276 & -0.0187594649716158 & 7.99918735909886 & 0.0195721058727578 \tabularnewline
108 & 7.9 & 7.87082639229931 & -0.00339416794336436 & 7.93256777564405 & -0.0291736077006899 \tabularnewline
109 & 7.9 & 7.936230302338 & -0.00217849452725008 & 7.86594819218925 & 0.0362303023380006 \tabularnewline
110 & 7.8 & 7.795989784759 & 0.0142406341454931 & 7.7897695810955 & -0.00401021524099221 \tabularnewline
111 & 7.8 & 7.87882624892594 & 0.00758278107230874 & 7.71359097000175 & 0.0788262489259433 \tabularnewline
112 & 8 & 8.34240911276926 & 0.0224061873456872 & 7.63518469988506 & 0.342409112769257 \tabularnewline
113 & 7.8 & 8.0367611913811 & 0.00646037885053224 & 7.55677842976836 & 0.236761191381106 \tabularnewline
114 & 7.4 & 7.33136813428096 & -0.0126707553958901 & 7.48130262111493 & -0.0686318657190395 \tabularnewline
115 & 7.2 & 6.99520582152172 & -0.00103263398322153 & 7.4058268124615 & -0.204794178478276 \tabularnewline
116 & 7 & 6.67272479820434 & 0.00103444092080056 & 7.32624076087486 & -0.327275201795659 \tabularnewline
117 & 7 & 6.75793602035464 & -0.00459072964285728 & 7.24665470928822 & -0.242063979645359 \tabularnewline
118 & 7.2 & 7.23779323198578 & -0.00909819386603986 & 7.17130496188026 & 0.0377932319857779 \tabularnewline
119 & 7.2 & 7.3228042504993 & -0.0187594649716158 & 7.0959552144723 & 0.122804250499309 \tabularnewline
120 & 7.2 & 7.34852080462959 & -0.00339416794336436 & 7.05487336331378 & 0.148520804629588 \tabularnewline
121 & 7 & 6.988386982372 & -0.00217849452725008 & 7.01379151215524 & -0.0116130176279947 \tabularnewline
122 & 6.9 & 6.77819559619393 & 0.0142406341454931 & 7.00756376966057 & -0.121804403806068 \tabularnewline
123 & 6.8 & 6.59108119176179 & 0.00758278107230874 & 7.0013360271659 & -0.208918808238213 \tabularnewline
124 & 6.8 & 6.57063716054762 & 0.0224061873456872 & 7.00695665210669 & -0.229362839452381 \tabularnewline
125 & 6.8 & 6.58096234410199 & 0.00646037885053224 & 7.01257727704748 & -0.219037655898013 \tabularnewline
126 & 6.9 & 6.77554978434622 & -0.0126707553958901 & 7.03712097104967 & -0.124450215653784 \tabularnewline
127 & 7.2 & 7.33936796893135 & -0.00103263398322153 & 7.06166466505187 & 0.139367968931354 \tabularnewline
128 & 7.2 & 7.28111732677708 & 0.00103444092080056 & 7.11784823230212 & 0.08111732677708 \tabularnewline
129 & 7.2 & 7.23055893009049 & -0.00459072964285728 & 7.17403179955237 & 0.0305589300904874 \tabularnewline
130 & 7.1 & 6.96335506260602 & -0.00909819386603986 & 7.24574313126002 & -0.13664493739398 \tabularnewline
131 & 7.2 & 7.10130500200395 & -0.0187594649716158 & 7.31745446296767 & -0.0986949979960521 \tabularnewline
132 & 7.3 & 7.2131920151143 & -0.00339416794336436 & 7.39020215282906 & -0.0868079848856924 \tabularnewline
133 & 7.5 & 7.5392286518368 & -0.00217849452725008 & 7.46294984269044 & 0.0392286518368063 \tabularnewline
134 & 7.6 & 7.64763858815758 & 0.0142406341454931 & 7.53812077769693 & 0.0476385881575778 \tabularnewline
135 & 7.7 & 7.77912550622428 & 0.00758278107230874 & 7.61329171270341 & 0.0791255062242788 \tabularnewline
136 & 7.7 & 7.68749523225177 & 0.0224061873456872 & 7.69009858040254 & -0.0125047677482319 \tabularnewline
137 & 7.7 & 7.62663417304779 & 0.00646037885053224 & 7.76690544810168 & -0.073365826952208 \tabularnewline
138 & 7.8 & 7.77481947040055 & -0.0126707553958901 & 7.83785128499533 & -0.0251805295994449 \tabularnewline
139 & 8 & 8.09223551209423 & -0.00103263398322153 & 7.908797121889 & 0.092235512094228 \tabularnewline
140 & 8.1 & 8.22540013280342 & 0.00103444092080056 & 7.97356542627578 & 0.125400132803421 \tabularnewline
141 & 8.1 & 8.1662569989803 & -0.00459072964285728 & 8.03833373066256 & 0.0662569989802932 \tabularnewline
142 & 8 & 7.91000738176733 & -0.00909819386603986 & 8.09909081209871 & -0.0899926182326691 \tabularnewline
143 & 8.1 & 8.05891157143676 & -0.0187594649716158 & 8.15984789353486 & -0.0410884285632402 \tabularnewline
144 & 8.2 & 8.18872116949574 & -0.00339416794336436 & 8.21467299844763 & -0.0112788305042617 \tabularnewline
145 & 8.3 & 8.33268039116686 & -0.00217849452725008 & 8.2694981033604 & 0.0326803911668545 \tabularnewline
146 & 8.4 & 8.47361208256778 & 0.0142406341454931 & 8.31214728328673 & 0.0736120825677808 \tabularnewline
147 & 8.4 & 8.43762075571464 & 0.00758278107230874 & 8.35479646321306 & 0.0376207557146362 \tabularnewline
148 & 8.4 & 8.38316299164723 & 0.0224061873456872 & 8.39443082100709 & -0.0168370083527751 \tabularnewline
149 & 8.5 & 8.55947444234835 & 0.00646037885053224 & 8.43406517880112 & 0.059474442348348 \tabularnewline
150 & 8.5 & 8.5394404231252 & -0.0126707553958901 & 8.47323033227069 & 0.0394404231251979 \tabularnewline
151 & 8.6 & 8.68863714824296 & -0.00103263398322153 & 8.51239548574026 & 0.0886371482429595 \tabularnewline
152 & 8.6 & 8.64827690095651 & 0.00103444092080056 & 8.55068865812269 & 0.0482769009565107 \tabularnewline
153 & 8.5 & 8.41560889913774 & -0.00459072964285728 & 8.58898183050511 & -0.0843911008622573 \tabularnewline
154 & 8.5 & 8.38300116063706 & -0.00909819386603986 & 8.62609703322898 & -0.116998839362944 \tabularnewline
\hline
\end{tabular}
%Source: https://freestatistics.org/blog/index.php?pk=113327&T=2

[TABLE]
[ROW][C]Seasonal Decomposition by Loess - Time Series Components[/C][/ROW]
[ROW][C]t[/C][C]Observed[/C][C]Fitted[/C][C]Seasonal[/C][C]Trend[/C][C]Remainder[/C][/ROW]
[ROW][C]1[/C][C]9.4[/C][C]9.2956907160481[/C][C]-0.00217849452725008[/C][C]9.50648777847915[/C][C]-0.104309283951904[/C][/ROW]
[ROW][C]2[/C][C]9.4[/C][C]9.30836564800975[/C][C]0.0142406341454931[/C][C]9.47739371784476[/C][C]-0.0916343519902547[/C][/ROW]
[ROW][C]3[/C][C]9.5[/C][C]9.54411756171732[/C][C]0.00758278107230874[/C][C]9.44829965721037[/C][C]0.0441175617173233[/C][/ROW]
[ROW][C]4[/C][C]9.5[/C][C]9.56024142194154[/C][C]0.0224061873456872[/C][C]9.41735239071277[/C][C]0.0602414219415408[/C][/ROW]
[ROW][C]5[/C][C]9.4[/C][C]9.4071344969343[/C][C]0.00646037885053224[/C][C]9.38640512421518[/C][C]0.00713449693429169[/C][/ROW]
[ROW][C]6[/C][C]9.4[/C][C]9.45855819100064[/C][C]-0.0126707553958901[/C][C]9.35411256439525[/C][C]0.0585581910006354[/C][/ROW]
[ROW][C]7[/C][C]9.3[/C][C]9.27921262940789[/C][C]-0.00103263398322153[/C][C]9.32182000457533[/C][C]-0.0207873705921084[/C][/ROW]
[ROW][C]8[/C][C]9.4[/C][C]9.51054434157457[/C][C]0.00103444092080056[/C][C]9.28842121750463[/C][C]0.110544341574565[/C][/ROW]
[ROW][C]9[/C][C]9.4[/C][C]9.54956829920892[/C][C]-0.00459072964285728[/C][C]9.25502243043394[/C][C]0.149568299208921[/C][/ROW]
[ROW][C]10[/C][C]9.2[/C][C]9.19781785237337[/C][C]-0.00909819386603986[/C][C]9.21128034149266[/C][C]-0.00218214762662505[/C][/ROW]
[ROW][C]11[/C][C]9.1[/C][C]9.05122121242022[/C][C]-0.0187594649716158[/C][C]9.1675382525514[/C][C]-0.0487787875797778[/C][/ROW]
[ROW][C]12[/C][C]9.1[/C][C]9.09731050200334[/C][C]-0.00339416794336436[/C][C]9.10608366594003[/C][C]-0.00268949799666274[/C][/ROW]
[ROW][C]13[/C][C]9.1[/C][C]9.1575494151986[/C][C]-0.00217849452725008[/C][C]9.04462907932866[/C][C]0.0575494151985918[/C][/ROW]
[ROW][C]14[/C][C]9[/C][C]9.02461574543192[/C][C]0.0142406341454931[/C][C]8.96114362042258[/C][C]0.0246157454319249[/C][/ROW]
[ROW][C]15[/C][C]9[/C][C]9.11475905741118[/C][C]0.00758278107230874[/C][C]8.8776581615165[/C][C]0.114759057411185[/C][/ROW]
[ROW][C]16[/C][C]8.9[/C][C]9.00607681888417[/C][C]0.0224061873456872[/C][C]8.77151699377015[/C][C]0.106076818884167[/C][/ROW]
[ROW][C]17[/C][C]8.8[/C][C]8.92816379512568[/C][C]0.00646037885053224[/C][C]8.66537582602379[/C][C]0.128163795125683[/C][/ROW]
[ROW][C]18[/C][C]8.7[/C][C]8.87583551587184[/C][C]-0.0126707553958901[/C][C]8.53683523952405[/C][C]0.175835515871842[/C][/ROW]
[ROW][C]19[/C][C]8.5[/C][C]8.59273798095891[/C][C]-0.00103263398322153[/C][C]8.40829465302431[/C][C]0.0927379809589137[/C][/ROW]
[ROW][C]20[/C][C]8.3[/C][C]8.34323160735393[/C][C]0.00103444092080056[/C][C]8.25573395172527[/C][C]0.0432316073539312[/C][/ROW]
[ROW][C]21[/C][C]8.1[/C][C]8.10141747921663[/C][C]-0.00459072964285728[/C][C]8.10317325042623[/C][C]0.00141747921662549[/C][/ROW]
[ROW][C]22[/C][C]7.9[/C][C]7.87093941632534[/C][C]-0.00909819386603986[/C][C]7.9381587775407[/C][C]-0.02906058367466[/C][/ROW]
[ROW][C]23[/C][C]7.8[/C][C]7.84561516031645[/C][C]-0.0187594649716158[/C][C]7.77314430465517[/C][C]0.0456151603164479[/C][/ROW]
[ROW][C]24[/C][C]7.6[/C][C]7.58823296414816[/C][C]-0.00339416794336436[/C][C]7.6151612037952[/C][C]-0.0117670358518414[/C][/ROW]
[ROW][C]25[/C][C]7.4[/C][C]7.34500039159201[/C][C]-0.00217849452725008[/C][C]7.45717810293524[/C][C]-0.054999608407992[/C][/ROW]
[ROW][C]26[/C][C]7.2[/C][C]7.06225534264583[/C][C]0.0142406341454931[/C][C]7.32350402320868[/C][C]-0.137744657354173[/C][/ROW]
[ROW][C]27[/C][C]7[/C][C]6.80258727544558[/C][C]0.00758278107230874[/C][C]7.18982994348212[/C][C]-0.197412724554423[/C][/ROW]
[ROW][C]28[/C][C]7[/C][C]6.89264012006646[/C][C]0.0224061873456872[/C][C]7.08495369258785[/C][C]-0.107359879933538[/C][/ROW]
[ROW][C]29[/C][C]6.8[/C][C]6.61346217945588[/C][C]0.00646037885053224[/C][C]6.98007744169359[/C][C]-0.186537820544118[/C][/ROW]
[ROW][C]30[/C][C]6.8[/C][C]6.71690216621815[/C][C]-0.0126707553958901[/C][C]6.89576858917774[/C][C]-0.083097833781852[/C][/ROW]
[ROW][C]31[/C][C]6.7[/C][C]6.58957289732133[/C][C]-0.00103263398322153[/C][C]6.8114597366619[/C][C]-0.110427102678674[/C][/ROW]
[ROW][C]32[/C][C]6.8[/C][C]6.8546428953059[/C][C]0.00103444092080056[/C][C]6.7443226637733[/C][C]0.0546428953058973[/C][/ROW]
[ROW][C]33[/C][C]6.7[/C][C]6.72740513875815[/C][C]-0.00459072964285728[/C][C]6.67718559088471[/C][C]0.0274051387581498[/C][/ROW]
[ROW][C]34[/C][C]6.7[/C][C]6.77786867939785[/C][C]-0.00909819386603986[/C][C]6.63122951446819[/C][C]0.0778686793978478[/C][/ROW]
[ROW][C]35[/C][C]6.7[/C][C]6.83348602691994[/C][C]-0.0187594649716158[/C][C]6.58527343805168[/C][C]0.13348602691994[/C][/ROW]
[ROW][C]36[/C][C]6.5[/C][C]6.4512315119991[/C][C]-0.00339416794336436[/C][C]6.55216265594427[/C][C]-0.0487684880009063[/C][/ROW]
[ROW][C]37[/C][C]6.3[/C][C]6.08312662069039[/C][C]-0.00217849452725008[/C][C]6.51905187383686[/C][C]-0.216873379309614[/C][/ROW]
[ROW][C]38[/C][C]6.3[/C][C]6.09043026537626[/C][C]0.0142406341454931[/C][C]6.49532910047825[/C][C]-0.209569734623741[/C][/ROW]
[ROW][C]39[/C][C]6.3[/C][C]6.12081089180806[/C][C]0.00758278107230874[/C][C]6.47160632711963[/C][C]-0.179189108191938[/C][/ROW]
[ROW][C]40[/C][C]6.5[/C][C]6.49499615077927[/C][C]0.0224061873456872[/C][C]6.48259766187504[/C][C]-0.00500384922072961[/C][/ROW]
[ROW][C]41[/C][C]6.6[/C][C]6.69995062451901[/C][C]0.00646037885053224[/C][C]6.49358899663045[/C][C]0.099950624519014[/C][/ROW]
[ROW][C]42[/C][C]6.5[/C][C]6.46008679858714[/C][C]-0.0126707553958901[/C][C]6.55258395680875[/C][C]-0.0399132014128618[/C][/ROW]
[ROW][C]43[/C][C]6.3[/C][C]5.98945371699617[/C][C]-0.00103263398322153[/C][C]6.61157891698705[/C][C]-0.310546283003828[/C][/ROW]
[ROW][C]44[/C][C]6.3[/C][C]5.9011765996141[/C][C]0.00103444092080056[/C][C]6.6977889594651[/C][C]-0.398823400385895[/C][/ROW]
[ROW][C]45[/C][C]6.5[/C][C]6.22059172769972[/C][C]-0.00459072964285728[/C][C]6.78399900194314[/C][C]-0.279408272300281[/C][/ROW]
[ROW][C]46[/C][C]7[/C][C]7.1361388631909[/C][C]-0.00909819386603986[/C][C]6.87295933067514[/C][C]0.136138863190899[/C][/ROW]
[ROW][C]47[/C][C]7.1[/C][C]7.25683980556447[/C][C]-0.0187594649716158[/C][C]6.96191965940714[/C][C]0.156839805564474[/C][/ROW]
[ROW][C]48[/C][C]7.3[/C][C]7.54588117840212[/C][C]-0.00339416794336436[/C][C]7.05751298954124[/C][C]0.24588117840212[/C][/ROW]
[ROW][C]49[/C][C]7.3[/C][C]7.4490721748519[/C][C]-0.00217849452725008[/C][C]7.15310631967535[/C][C]0.149072174851902[/C][/ROW]
[ROW][C]50[/C][C]7.4[/C][C]7.53856343058888[/C][C]0.0142406341454931[/C][C]7.24719593526563[/C][C]0.138563430588878[/C][/ROW]
[ROW][C]51[/C][C]7.4[/C][C]7.45113166807178[/C][C]0.00758278107230874[/C][C]7.34128555085591[/C][C]0.0511316680717817[/C][/ROW]
[ROW][C]52[/C][C]7.3[/C][C]7.16820869279095[/C][C]0.0224061873456872[/C][C]7.40938511986336[/C][C]-0.131791307209047[/C][/ROW]
[ROW][C]53[/C][C]7.4[/C][C]7.31605493227866[/C][C]0.00646037885053224[/C][C]7.47748468887081[/C][C]-0.0839450677213405[/C][/ROW]
[ROW][C]54[/C][C]7.5[/C][C]7.48282235087855[/C][C]-0.0126707553958901[/C][C]7.52984840451734[/C][C]-0.0171776491214501[/C][/ROW]
[ROW][C]55[/C][C]7.7[/C][C]7.81882051381935[/C][C]-0.00103263398322153[/C][C]7.58221212016387[/C][C]0.118820513819352[/C][/ROW]
[ROW][C]56[/C][C]7.7[/C][C]7.7583846045413[/C][C]0.00103444092080056[/C][C]7.6405809545379[/C][C]0.0583846045413035[/C][/ROW]
[ROW][C]57[/C][C]7.7[/C][C]7.70564094073094[/C][C]-0.00459072964285728[/C][C]7.69894978891192[/C][C]0.00564094073093724[/C][/ROW]
[ROW][C]58[/C][C]7.7[/C][C]7.64644819460715[/C][C]-0.00909819386603986[/C][C]7.76264999925889[/C][C]-0.0535518053928508[/C][/ROW]
[ROW][C]59[/C][C]7.7[/C][C]7.59240925536576[/C][C]-0.0187594649716158[/C][C]7.82635020960586[/C][C]-0.107590744634245[/C][/ROW]
[ROW][C]60[/C][C]7.8[/C][C]7.72175474377436[/C][C]-0.00339416794336436[/C][C]7.881639424169[/C][C]-0.078245256225638[/C][/ROW]
[ROW][C]61[/C][C]8[/C][C]8.0652498557951[/C][C]-0.00217849452725008[/C][C]7.93692863873214[/C][C]0.0652498557951064[/C][/ROW]
[ROW][C]62[/C][C]8.1[/C][C]8.20373294333696[/C][C]0.0142406341454931[/C][C]7.98202642251755[/C][C]0.103732943336958[/C][/ROW]
[ROW][C]63[/C][C]8.1[/C][C]8.16529301262474[/C][C]0.00758278107230874[/C][C]8.02712420630296[/C][C]0.0652930126247355[/C][/ROW]
[ROW][C]64[/C][C]8.2[/C][C]8.30687936289194[/C][C]0.0224061873456872[/C][C]8.07071444976237[/C][C]0.106879362891942[/C][/ROW]
[ROW][C]65[/C][C]8.2[/C][C]8.27923492792768[/C][C]0.00646037885053224[/C][C]8.11430469322178[/C][C]0.0792349279276827[/C][/ROW]
[ROW][C]66[/C][C]8.2[/C][C]8.25743305053321[/C][C]-0.0126707553958901[/C][C]8.15523770486268[/C][C]0.0574330505332092[/C][/ROW]
[ROW][C]67[/C][C]8.1[/C][C]8.00486191747965[/C][C]-0.00103263398322153[/C][C]8.19617071650358[/C][C]-0.0951380825203536[/C][/ROW]
[ROW][C]68[/C][C]8.1[/C][C]7.97374352467395[/C][C]0.00103444092080056[/C][C]8.22522203440525[/C][C]-0.126256475326054[/C][/ROW]
[ROW][C]69[/C][C]8.2[/C][C]8.15031737733593[/C][C]-0.00459072964285728[/C][C]8.25427335230693[/C][C]-0.0496826226640739[/C][/ROW]
[ROW][C]70[/C][C]8.3[/C][C]8.34724597262893[/C][C]-0.00909819386603986[/C][C]8.26185222123711[/C][C]0.0472459726289269[/C][/ROW]
[ROW][C]71[/C][C]8.3[/C][C]8.34932837480432[/C][C]-0.0187594649716158[/C][C]8.2694310901673[/C][C]0.0493283748043218[/C][/ROW]
[ROW][C]72[/C][C]8.4[/C][C]8.52883632823838[/C][C]-0.00339416794336436[/C][C]8.27455783970499[/C][C]0.128836328238377[/C][/ROW]
[ROW][C]73[/C][C]8.5[/C][C]8.72249390528457[/C][C]-0.00217849452725008[/C][C]8.27968458924268[/C][C]0.222493905284569[/C][/ROW]
[ROW][C]74[/C][C]8.5[/C][C]8.68182978254443[/C][C]0.0142406341454931[/C][C]8.30392958331008[/C][C]0.181829782544431[/C][/ROW]
[ROW][C]75[/C][C]8.4[/C][C]8.46424264155022[/C][C]0.00758278107230874[/C][C]8.32817457737747[/C][C]0.0642426415502229[/C][/ROW]
[ROW][C]76[/C][C]8[/C][C]7.62679021570192[/C][C]0.0224061873456872[/C][C]8.3508035969524[/C][C]-0.373209784298083[/C][/ROW]
[ROW][C]77[/C][C]7.9[/C][C]7.42010700462215[/C][C]0.00646037885053224[/C][C]8.37343261652732[/C][C]-0.479892995377854[/C][/ROW]
[ROW][C]78[/C][C]8.1[/C][C]7.83329222710701[/C][C]-0.0126707553958901[/C][C]8.37937852828888[/C][C]-0.266707772892989[/C][/ROW]
[ROW][C]79[/C][C]8.5[/C][C]8.61570819393279[/C][C]-0.00103263398322153[/C][C]8.38532444005043[/C][C]0.11570819393279[/C][/ROW]
[ROW][C]80[/C][C]8.8[/C][C]9.20600606512286[/C][C]0.00103444092080056[/C][C]8.39295949395634[/C][C]0.406006065122856[/C][/ROW]
[ROW][C]81[/C][C]8.8[/C][C]9.2039961817806[/C][C]-0.00459072964285728[/C][C]8.40059454786226[/C][C]0.403996181780601[/C][/ROW]
[ROW][C]82[/C][C]8.6[/C][C]8.7853881332106[/C][C]-0.00909819386603986[/C][C]8.42371006065544[/C][C]0.185388133210594[/C][/ROW]
[ROW][C]83[/C][C]8.3[/C][C]8.17193389152298[/C][C]-0.0187594649716158[/C][C]8.44682557344863[/C][C]-0.128066108477016[/C][/ROW]
[ROW][C]84[/C][C]8.3[/C][C]8.13927312843916[/C][C]-0.00339416794336436[/C][C]8.46412103950421[/C][C]-0.160726871560842[/C][/ROW]
[ROW][C]85[/C][C]8.3[/C][C]8.12076198896747[/C][C]-0.00217849452725008[/C][C]8.48141650555978[/C][C]-0.179238011032528[/C][/ROW]
[ROW][C]86[/C][C]8.4[/C][C]8.3034931471534[/C][C]0.0142406341454931[/C][C]8.4822662187011[/C][C]-0.0965068528465949[/C][/ROW]
[ROW][C]87[/C][C]8.4[/C][C]8.30930128708526[/C][C]0.00758278107230874[/C][C]8.48311593184243[/C][C]-0.0906987129147367[/C][/ROW]
[ROW][C]88[/C][C]8.5[/C][C]8.49074637203434[/C][C]0.0224061873456872[/C][C]8.48684744061998[/C][C]-0.00925362796566453[/C][/ROW]
[ROW][C]89[/C][C]8.6[/C][C]8.70296067175194[/C][C]0.00646037885053224[/C][C]8.49057894939753[/C][C]0.102960671751942[/C][/ROW]
[ROW][C]90[/C][C]8.6[/C][C]8.71310662675737[/C][C]-0.0126707553958901[/C][C]8.49956412863852[/C][C]0.113106626757366[/C][/ROW]
[ROW][C]91[/C][C]8.6[/C][C]8.6924833261037[/C][C]-0.00103263398322153[/C][C]8.50854930787952[/C][C]0.0924833261037001[/C][/ROW]
[ROW][C]92[/C][C]8.6[/C][C]8.68637165510787[/C][C]0.00103444092080056[/C][C]8.51259390397133[/C][C]0.0863716551078735[/C][/ROW]
[ROW][C]93[/C][C]8.6[/C][C]8.68795222957973[/C][C]-0.00459072964285728[/C][C]8.51663850006313[/C][C]0.0879522295797255[/C][/ROW]
[ROW][C]94[/C][C]8.5[/C][C]8.49448289434816[/C][C]-0.00909819386603986[/C][C]8.51461529951788[/C][C]-0.00551710565184393[/C][/ROW]
[ROW][C]95[/C][C]8.4[/C][C]8.30616736599898[/C][C]-0.0187594649716158[/C][C]8.51259209897264[/C][C]-0.0938326340010196[/C][/ROW]
[ROW][C]96[/C][C]8.4[/C][C]8.30655316559951[/C][C]-0.00339416794336436[/C][C]8.49684100234385[/C][C]-0.0934468344004884[/C][/ROW]
[ROW][C]97[/C][C]8.4[/C][C]8.32108858881218[/C][C]-0.00217849452725008[/C][C]8.48108990571507[/C][C]-0.0789114111878195[/C][/ROW]
[ROW][C]98[/C][C]8.5[/C][C]8.53773442338269[/C][C]0.0142406341454931[/C][C]8.44802494247182[/C][C]0.0377344233826875[/C][/ROW]
[ROW][C]99[/C][C]8.5[/C][C]8.57745723969912[/C][C]0.00758278107230874[/C][C]8.41495997922857[/C][C]0.0774572396991218[/C][/ROW]
[ROW][C]100[/C][C]8.6[/C][C]8.80429814979988[/C][C]0.0224061873456872[/C][C]8.37329566285444[/C][C]0.204298149799877[/C][/ROW]
[ROW][C]101[/C][C]8.6[/C][C]8.86190827466917[/C][C]0.00646037885053224[/C][C]8.3316313464803[/C][C]0.261908274669166[/C][/ROW]
[ROW][C]102[/C][C]8.4[/C][C]8.52863010050707[/C][C]-0.0126707553958901[/C][C]8.28404065488883[/C][C]0.128630100507065[/C][/ROW]
[ROW][C]103[/C][C]8.2[/C][C]8.16458267068587[/C][C]-0.00103263398322153[/C][C]8.23644996329735[/C][C]-0.0354173293141269[/C][/ROW]
[ROW][C]104[/C][C]8[/C][C]7.82007522970926[/C][C]0.00103444092080056[/C][C]8.17889032936994[/C][C]-0.179924770290745[/C][/ROW]
[ROW][C]105[/C][C]8[/C][C]7.88326003420032[/C][C]-0.00459072964285728[/C][C]8.12133069544254[/C][C]-0.116739965799683[/C][/ROW]
[ROW][C]106[/C][C]8[/C][C]7.94883916659534[/C][C]-0.00909819386603986[/C][C]8.0602590272707[/C][C]-0.0511608334046603[/C][/ROW]
[ROW][C]107[/C][C]8[/C][C]8.01957210587276[/C][C]-0.0187594649716158[/C][C]7.99918735909886[/C][C]0.0195721058727578[/C][/ROW]
[ROW][C]108[/C][C]7.9[/C][C]7.87082639229931[/C][C]-0.00339416794336436[/C][C]7.93256777564405[/C][C]-0.0291736077006899[/C][/ROW]
[ROW][C]109[/C][C]7.9[/C][C]7.936230302338[/C][C]-0.00217849452725008[/C][C]7.86594819218925[/C][C]0.0362303023380006[/C][/ROW]
[ROW][C]110[/C][C]7.8[/C][C]7.795989784759[/C][C]0.0142406341454931[/C][C]7.7897695810955[/C][C]-0.00401021524099221[/C][/ROW]
[ROW][C]111[/C][C]7.8[/C][C]7.87882624892594[/C][C]0.00758278107230874[/C][C]7.71359097000175[/C][C]0.0788262489259433[/C][/ROW]
[ROW][C]112[/C][C]8[/C][C]8.34240911276926[/C][C]0.0224061873456872[/C][C]7.63518469988506[/C][C]0.342409112769257[/C][/ROW]
[ROW][C]113[/C][C]7.8[/C][C]8.0367611913811[/C][C]0.00646037885053224[/C][C]7.55677842976836[/C][C]0.236761191381106[/C][/ROW]
[ROW][C]114[/C][C]7.4[/C][C]7.33136813428096[/C][C]-0.0126707553958901[/C][C]7.48130262111493[/C][C]-0.0686318657190395[/C][/ROW]
[ROW][C]115[/C][C]7.2[/C][C]6.99520582152172[/C][C]-0.00103263398322153[/C][C]7.4058268124615[/C][C]-0.204794178478276[/C][/ROW]
[ROW][C]116[/C][C]7[/C][C]6.67272479820434[/C][C]0.00103444092080056[/C][C]7.32624076087486[/C][C]-0.327275201795659[/C][/ROW]
[ROW][C]117[/C][C]7[/C][C]6.75793602035464[/C][C]-0.00459072964285728[/C][C]7.24665470928822[/C][C]-0.242063979645359[/C][/ROW]
[ROW][C]118[/C][C]7.2[/C][C]7.23779323198578[/C][C]-0.00909819386603986[/C][C]7.17130496188026[/C][C]0.0377932319857779[/C][/ROW]
[ROW][C]119[/C][C]7.2[/C][C]7.3228042504993[/C][C]-0.0187594649716158[/C][C]7.0959552144723[/C][C]0.122804250499309[/C][/ROW]
[ROW][C]120[/C][C]7.2[/C][C]7.34852080462959[/C][C]-0.00339416794336436[/C][C]7.05487336331378[/C][C]0.148520804629588[/C][/ROW]
[ROW][C]121[/C][C]7[/C][C]6.988386982372[/C][C]-0.00217849452725008[/C][C]7.01379151215524[/C][C]-0.0116130176279947[/C][/ROW]
[ROW][C]122[/C][C]6.9[/C][C]6.77819559619393[/C][C]0.0142406341454931[/C][C]7.00756376966057[/C][C]-0.121804403806068[/C][/ROW]
[ROW][C]123[/C][C]6.8[/C][C]6.59108119176179[/C][C]0.00758278107230874[/C][C]7.0013360271659[/C][C]-0.208918808238213[/C][/ROW]
[ROW][C]124[/C][C]6.8[/C][C]6.57063716054762[/C][C]0.0224061873456872[/C][C]7.00695665210669[/C][C]-0.229362839452381[/C][/ROW]
[ROW][C]125[/C][C]6.8[/C][C]6.58096234410199[/C][C]0.00646037885053224[/C][C]7.01257727704748[/C][C]-0.219037655898013[/C][/ROW]
[ROW][C]126[/C][C]6.9[/C][C]6.77554978434622[/C][C]-0.0126707553958901[/C][C]7.03712097104967[/C][C]-0.124450215653784[/C][/ROW]
[ROW][C]127[/C][C]7.2[/C][C]7.33936796893135[/C][C]-0.00103263398322153[/C][C]7.06166466505187[/C][C]0.139367968931354[/C][/ROW]
[ROW][C]128[/C][C]7.2[/C][C]7.28111732677708[/C][C]0.00103444092080056[/C][C]7.11784823230212[/C][C]0.08111732677708[/C][/ROW]
[ROW][C]129[/C][C]7.2[/C][C]7.23055893009049[/C][C]-0.00459072964285728[/C][C]7.17403179955237[/C][C]0.0305589300904874[/C][/ROW]
[ROW][C]130[/C][C]7.1[/C][C]6.96335506260602[/C][C]-0.00909819386603986[/C][C]7.24574313126002[/C][C]-0.13664493739398[/C][/ROW]
[ROW][C]131[/C][C]7.2[/C][C]7.10130500200395[/C][C]-0.0187594649716158[/C][C]7.31745446296767[/C][C]-0.0986949979960521[/C][/ROW]
[ROW][C]132[/C][C]7.3[/C][C]7.2131920151143[/C][C]-0.00339416794336436[/C][C]7.39020215282906[/C][C]-0.0868079848856924[/C][/ROW]
[ROW][C]133[/C][C]7.5[/C][C]7.5392286518368[/C][C]-0.00217849452725008[/C][C]7.46294984269044[/C][C]0.0392286518368063[/C][/ROW]
[ROW][C]134[/C][C]7.6[/C][C]7.64763858815758[/C][C]0.0142406341454931[/C][C]7.53812077769693[/C][C]0.0476385881575778[/C][/ROW]
[ROW][C]135[/C][C]7.7[/C][C]7.77912550622428[/C][C]0.00758278107230874[/C][C]7.61329171270341[/C][C]0.0791255062242788[/C][/ROW]
[ROW][C]136[/C][C]7.7[/C][C]7.68749523225177[/C][C]0.0224061873456872[/C][C]7.69009858040254[/C][C]-0.0125047677482319[/C][/ROW]
[ROW][C]137[/C][C]7.7[/C][C]7.62663417304779[/C][C]0.00646037885053224[/C][C]7.76690544810168[/C][C]-0.073365826952208[/C][/ROW]
[ROW][C]138[/C][C]7.8[/C][C]7.77481947040055[/C][C]-0.0126707553958901[/C][C]7.83785128499533[/C][C]-0.0251805295994449[/C][/ROW]
[ROW][C]139[/C][C]8[/C][C]8.09223551209423[/C][C]-0.00103263398322153[/C][C]7.908797121889[/C][C]0.092235512094228[/C][/ROW]
[ROW][C]140[/C][C]8.1[/C][C]8.22540013280342[/C][C]0.00103444092080056[/C][C]7.97356542627578[/C][C]0.125400132803421[/C][/ROW]
[ROW][C]141[/C][C]8.1[/C][C]8.1662569989803[/C][C]-0.00459072964285728[/C][C]8.03833373066256[/C][C]0.0662569989802932[/C][/ROW]
[ROW][C]142[/C][C]8[/C][C]7.91000738176733[/C][C]-0.00909819386603986[/C][C]8.09909081209871[/C][C]-0.0899926182326691[/C][/ROW]
[ROW][C]143[/C][C]8.1[/C][C]8.05891157143676[/C][C]-0.0187594649716158[/C][C]8.15984789353486[/C][C]-0.0410884285632402[/C][/ROW]
[ROW][C]144[/C][C]8.2[/C][C]8.18872116949574[/C][C]-0.00339416794336436[/C][C]8.21467299844763[/C][C]-0.0112788305042617[/C][/ROW]
[ROW][C]145[/C][C]8.3[/C][C]8.33268039116686[/C][C]-0.00217849452725008[/C][C]8.2694981033604[/C][C]0.0326803911668545[/C][/ROW]
[ROW][C]146[/C][C]8.4[/C][C]8.47361208256778[/C][C]0.0142406341454931[/C][C]8.31214728328673[/C][C]0.0736120825677808[/C][/ROW]
[ROW][C]147[/C][C]8.4[/C][C]8.43762075571464[/C][C]0.00758278107230874[/C][C]8.35479646321306[/C][C]0.0376207557146362[/C][/ROW]
[ROW][C]148[/C][C]8.4[/C][C]8.38316299164723[/C][C]0.0224061873456872[/C][C]8.39443082100709[/C][C]-0.0168370083527751[/C][/ROW]
[ROW][C]149[/C][C]8.5[/C][C]8.55947444234835[/C][C]0.00646037885053224[/C][C]8.43406517880112[/C][C]0.059474442348348[/C][/ROW]
[ROW][C]150[/C][C]8.5[/C][C]8.5394404231252[/C][C]-0.0126707553958901[/C][C]8.47323033227069[/C][C]0.0394404231251979[/C][/ROW]
[ROW][C]151[/C][C]8.6[/C][C]8.68863714824296[/C][C]-0.00103263398322153[/C][C]8.51239548574026[/C][C]0.0886371482429595[/C][/ROW]
[ROW][C]152[/C][C]8.6[/C][C]8.64827690095651[/C][C]0.00103444092080056[/C][C]8.55068865812269[/C][C]0.0482769009565107[/C][/ROW]
[ROW][C]153[/C][C]8.5[/C][C]8.41560889913774[/C][C]-0.00459072964285728[/C][C]8.58898183050511[/C][C]-0.0843911008622573[/C][/ROW]
[ROW][C]154[/C][C]8.5[/C][C]8.38300116063706[/C][C]-0.00909819386603986[/C][C]8.62609703322898[/C][C]-0.116998839362944[/C][/ROW]
[/TABLE]
Source: https://freestatistics.org/blog/index.php?pk=113327&T=2

Globally Unique Identifier (entire table): ba.freestatistics.org/blog/index.php?pk=113327&T=2

As an alternative you can also use a QR Code:

The GUIDs for individual cells are displayed in the table below:

Seasonal Decomposition by Loess - Time Series Components
t	Observed	Fitted	Seasonal	Trend	Remainder
1	9.4	9.2956907160481	-0.00217849452725008	9.50648777847915	-0.104309283951904
2	9.4	9.30836564800975	0.0142406341454931	9.47739371784476	-0.0916343519902547
3	9.5	9.54411756171732	0.00758278107230874	9.44829965721037	0.0441175617173233
4	9.5	9.56024142194154	0.0224061873456872	9.41735239071277	0.0602414219415408
5	9.4	9.4071344969343	0.00646037885053224	9.38640512421518	0.00713449693429169
6	9.4	9.45855819100064	-0.0126707553958901	9.35411256439525	0.0585581910006354
7	9.3	9.27921262940789	-0.00103263398322153	9.32182000457533	-0.0207873705921084
8	9.4	9.51054434157457	0.00103444092080056	9.28842121750463	0.110544341574565
9	9.4	9.54956829920892	-0.00459072964285728	9.25502243043394	0.149568299208921
10	9.2	9.19781785237337	-0.00909819386603986	9.21128034149266	-0.00218214762662505
11	9.1	9.05122121242022	-0.0187594649716158	9.1675382525514	-0.0487787875797778
12	9.1	9.09731050200334	-0.00339416794336436	9.10608366594003	-0.00268949799666274
13	9.1	9.1575494151986	-0.00217849452725008	9.04462907932866	0.0575494151985918
14	9	9.02461574543192	0.0142406341454931	8.96114362042258	0.0246157454319249
15	9	9.11475905741118	0.00758278107230874	8.8776581615165	0.114759057411185
16	8.9	9.00607681888417	0.0224061873456872	8.77151699377015	0.106076818884167
17	8.8	8.92816379512568	0.00646037885053224	8.66537582602379	0.128163795125683
18	8.7	8.87583551587184	-0.0126707553958901	8.53683523952405	0.175835515871842
19	8.5	8.59273798095891	-0.00103263398322153	8.40829465302431	0.0927379809589137
20	8.3	8.34323160735393	0.00103444092080056	8.25573395172527	0.0432316073539312
21	8.1	8.10141747921663	-0.00459072964285728	8.10317325042623	0.00141747921662549
22	7.9	7.87093941632534	-0.00909819386603986	7.9381587775407	-0.02906058367466
23	7.8	7.84561516031645	-0.0187594649716158	7.77314430465517	0.0456151603164479
24	7.6	7.58823296414816	-0.00339416794336436	7.6151612037952	-0.0117670358518414
25	7.4	7.34500039159201	-0.00217849452725008	7.45717810293524	-0.054999608407992
26	7.2	7.06225534264583	0.0142406341454931	7.32350402320868	-0.137744657354173
27	7	6.80258727544558	0.00758278107230874	7.18982994348212	-0.197412724554423
28	7	6.89264012006646	0.0224061873456872	7.08495369258785	-0.107359879933538
29	6.8	6.61346217945588	0.00646037885053224	6.98007744169359	-0.186537820544118
30	6.8	6.71690216621815	-0.0126707553958901	6.89576858917774	-0.083097833781852
31	6.7	6.58957289732133	-0.00103263398322153	6.8114597366619	-0.110427102678674
32	6.8	6.8546428953059	0.00103444092080056	6.7443226637733	0.0546428953058973
33	6.7	6.72740513875815	-0.00459072964285728	6.67718559088471	0.0274051387581498
34	6.7	6.77786867939785	-0.00909819386603986	6.63122951446819	0.0778686793978478
35	6.7	6.83348602691994	-0.0187594649716158	6.58527343805168	0.13348602691994
36	6.5	6.4512315119991	-0.00339416794336436	6.55216265594427	-0.0487684880009063
37	6.3	6.08312662069039	-0.00217849452725008	6.51905187383686	-0.216873379309614
38	6.3	6.09043026537626	0.0142406341454931	6.49532910047825	-0.209569734623741
39	6.3	6.12081089180806	0.00758278107230874	6.47160632711963	-0.179189108191938
40	6.5	6.49499615077927	0.0224061873456872	6.48259766187504	-0.00500384922072961
41	6.6	6.69995062451901	0.00646037885053224	6.49358899663045	0.099950624519014
42	6.5	6.46008679858714	-0.0126707553958901	6.55258395680875	-0.0399132014128618
43	6.3	5.98945371699617	-0.00103263398322153	6.61157891698705	-0.310546283003828
44	6.3	5.9011765996141	0.00103444092080056	6.6977889594651	-0.398823400385895
45	6.5	6.22059172769972	-0.00459072964285728	6.78399900194314	-0.279408272300281
46	7	7.1361388631909	-0.00909819386603986	6.87295933067514	0.136138863190899
47	7.1	7.25683980556447	-0.0187594649716158	6.96191965940714	0.156839805564474
48	7.3	7.54588117840212	-0.00339416794336436	7.05751298954124	0.24588117840212
49	7.3	7.4490721748519	-0.00217849452725008	7.15310631967535	0.149072174851902
50	7.4	7.53856343058888	0.0142406341454931	7.24719593526563	0.138563430588878
51	7.4	7.45113166807178	0.00758278107230874	7.34128555085591	0.0511316680717817
52	7.3	7.16820869279095	0.0224061873456872	7.40938511986336	-0.131791307209047
53	7.4	7.31605493227866	0.00646037885053224	7.47748468887081	-0.0839450677213405
54	7.5	7.48282235087855	-0.0126707553958901	7.52984840451734	-0.0171776491214501
55	7.7	7.81882051381935	-0.00103263398322153	7.58221212016387	0.118820513819352
56	7.7	7.7583846045413	0.00103444092080056	7.6405809545379	0.0583846045413035
57	7.7	7.70564094073094	-0.00459072964285728	7.69894978891192	0.00564094073093724
58	7.7	7.64644819460715	-0.00909819386603986	7.76264999925889	-0.0535518053928508
59	7.7	7.59240925536576	-0.0187594649716158	7.82635020960586	-0.107590744634245
60	7.8	7.72175474377436	-0.00339416794336436	7.881639424169	-0.078245256225638
61	8	8.0652498557951	-0.00217849452725008	7.93692863873214	0.0652498557951064
62	8.1	8.20373294333696	0.0142406341454931	7.98202642251755	0.103732943336958
63	8.1	8.16529301262474	0.00758278107230874	8.02712420630296	0.0652930126247355
64	8.2	8.30687936289194	0.0224061873456872	8.07071444976237	0.106879362891942
65	8.2	8.27923492792768	0.00646037885053224	8.11430469322178	0.0792349279276827
66	8.2	8.25743305053321	-0.0126707553958901	8.15523770486268	0.0574330505332092
67	8.1	8.00486191747965	-0.00103263398322153	8.19617071650358	-0.0951380825203536
68	8.1	7.97374352467395	0.00103444092080056	8.22522203440525	-0.126256475326054
69	8.2	8.15031737733593	-0.00459072964285728	8.25427335230693	-0.0496826226640739
70	8.3	8.34724597262893	-0.00909819386603986	8.26185222123711	0.0472459726289269
71	8.3	8.34932837480432	-0.0187594649716158	8.2694310901673	0.0493283748043218
72	8.4	8.52883632823838	-0.00339416794336436	8.27455783970499	0.128836328238377
73	8.5	8.72249390528457	-0.00217849452725008	8.27968458924268	0.222493905284569
74	8.5	8.68182978254443	0.0142406341454931	8.30392958331008	0.181829782544431
75	8.4	8.46424264155022	0.00758278107230874	8.32817457737747	0.0642426415502229
76	8	7.62679021570192	0.0224061873456872	8.3508035969524	-0.373209784298083
77	7.9	7.42010700462215	0.00646037885053224	8.37343261652732	-0.479892995377854
78	8.1	7.83329222710701	-0.0126707553958901	8.37937852828888	-0.266707772892989
79	8.5	8.61570819393279	-0.00103263398322153	8.38532444005043	0.11570819393279
80	8.8	9.20600606512286	0.00103444092080056	8.39295949395634	0.406006065122856
81	8.8	9.2039961817806	-0.00459072964285728	8.40059454786226	0.403996181780601
82	8.6	8.7853881332106	-0.00909819386603986	8.42371006065544	0.185388133210594
83	8.3	8.17193389152298	-0.0187594649716158	8.44682557344863	-0.128066108477016
84	8.3	8.13927312843916	-0.00339416794336436	8.46412103950421	-0.160726871560842
85	8.3	8.12076198896747	-0.00217849452725008	8.48141650555978	-0.179238011032528
86	8.4	8.3034931471534	0.0142406341454931	8.4822662187011	-0.0965068528465949
87	8.4	8.30930128708526	0.00758278107230874	8.48311593184243	-0.0906987129147367
88	8.5	8.49074637203434	0.0224061873456872	8.48684744061998	-0.00925362796566453
89	8.6	8.70296067175194	0.00646037885053224	8.49057894939753	0.102960671751942
90	8.6	8.71310662675737	-0.0126707553958901	8.49956412863852	0.113106626757366
91	8.6	8.6924833261037	-0.00103263398322153	8.50854930787952	0.0924833261037001
92	8.6	8.68637165510787	0.00103444092080056	8.51259390397133	0.0863716551078735
93	8.6	8.68795222957973	-0.00459072964285728	8.51663850006313	0.0879522295797255
94	8.5	8.49448289434816	-0.00909819386603986	8.51461529951788	-0.00551710565184393
95	8.4	8.30616736599898	-0.0187594649716158	8.51259209897264	-0.0938326340010196
96	8.4	8.30655316559951	-0.00339416794336436	8.49684100234385	-0.0934468344004884
97	8.4	8.32108858881218	-0.00217849452725008	8.48108990571507	-0.0789114111878195
98	8.5	8.53773442338269	0.0142406341454931	8.44802494247182	0.0377344233826875
99	8.5	8.57745723969912	0.00758278107230874	8.41495997922857	0.0774572396991218
100	8.6	8.80429814979988	0.0224061873456872	8.37329566285444	0.204298149799877
101	8.6	8.86190827466917	0.00646037885053224	8.3316313464803	0.261908274669166
102	8.4	8.52863010050707	-0.0126707553958901	8.28404065488883	0.128630100507065
103	8.2	8.16458267068587	-0.00103263398322153	8.23644996329735	-0.0354173293141269
104	8	7.82007522970926	0.00103444092080056	8.17889032936994	-0.179924770290745
105	8	7.88326003420032	-0.00459072964285728	8.12133069544254	-0.116739965799683
106	8	7.94883916659534	-0.00909819386603986	8.0602590272707	-0.0511608334046603
107	8	8.01957210587276	-0.0187594649716158	7.99918735909886	0.0195721058727578
108	7.9	7.87082639229931	-0.00339416794336436	7.93256777564405	-0.0291736077006899
109	7.9	7.936230302338	-0.00217849452725008	7.86594819218925	0.0362303023380006
110	7.8	7.795989784759	0.0142406341454931	7.7897695810955	-0.00401021524099221
111	7.8	7.87882624892594	0.00758278107230874	7.71359097000175	0.0788262489259433
112	8	8.34240911276926	0.0224061873456872	7.63518469988506	0.342409112769257
113	7.8	8.0367611913811	0.00646037885053224	7.55677842976836	0.236761191381106
114	7.4	7.33136813428096	-0.0126707553958901	7.48130262111493	-0.0686318657190395
115	7.2	6.99520582152172	-0.00103263398322153	7.4058268124615	-0.204794178478276
116	7	6.67272479820434	0.00103444092080056	7.32624076087486	-0.327275201795659
117	7	6.75793602035464	-0.00459072964285728	7.24665470928822	-0.242063979645359
118	7.2	7.23779323198578	-0.00909819386603986	7.17130496188026	0.0377932319857779
119	7.2	7.3228042504993	-0.0187594649716158	7.0959552144723	0.122804250499309
120	7.2	7.34852080462959	-0.00339416794336436	7.05487336331378	0.148520804629588
121	7	6.988386982372	-0.00217849452725008	7.01379151215524	-0.0116130176279947
122	6.9	6.77819559619393	0.0142406341454931	7.00756376966057	-0.121804403806068
123	6.8	6.59108119176179	0.00758278107230874	7.0013360271659	-0.208918808238213
124	6.8	6.57063716054762	0.0224061873456872	7.00695665210669	-0.229362839452381
125	6.8	6.58096234410199	0.00646037885053224	7.01257727704748	-0.219037655898013
126	6.9	6.77554978434622	-0.0126707553958901	7.03712097104967	-0.124450215653784
127	7.2	7.33936796893135	-0.00103263398322153	7.06166466505187	0.139367968931354
128	7.2	7.28111732677708	0.00103444092080056	7.11784823230212	0.08111732677708
129	7.2	7.23055893009049	-0.00459072964285728	7.17403179955237	0.0305589300904874
130	7.1	6.96335506260602	-0.00909819386603986	7.24574313126002	-0.13664493739398
131	7.2	7.10130500200395	-0.0187594649716158	7.31745446296767	-0.0986949979960521
132	7.3	7.2131920151143	-0.00339416794336436	7.39020215282906	-0.0868079848856924
133	7.5	7.5392286518368	-0.00217849452725008	7.46294984269044	0.0392286518368063
134	7.6	7.64763858815758	0.0142406341454931	7.53812077769693	0.0476385881575778
135	7.7	7.77912550622428	0.00758278107230874	7.61329171270341	0.0791255062242788
136	7.7	7.68749523225177	0.0224061873456872	7.69009858040254	-0.0125047677482319
137	7.7	7.62663417304779	0.00646037885053224	7.76690544810168	-0.073365826952208
138	7.8	7.77481947040055	-0.0126707553958901	7.83785128499533	-0.0251805295994449
139	8	8.09223551209423	-0.00103263398322153	7.908797121889	0.092235512094228
140	8.1	8.22540013280342	0.00103444092080056	7.97356542627578	0.125400132803421
141	8.1	8.1662569989803	-0.00459072964285728	8.03833373066256	0.0662569989802932
142	8	7.91000738176733	-0.00909819386603986	8.09909081209871	-0.0899926182326691
143	8.1	8.05891157143676	-0.0187594649716158	8.15984789353486	-0.0410884285632402
144	8.2	8.18872116949574	-0.00339416794336436	8.21467299844763	-0.0112788305042617
145	8.3	8.33268039116686	-0.00217849452725008	8.2694981033604	0.0326803911668545
146	8.4	8.47361208256778	0.0142406341454931	8.31214728328673	0.0736120825677808
147	8.4	8.43762075571464	0.00758278107230874	8.35479646321306	0.0376207557146362
148	8.4	8.38316299164723	0.0224061873456872	8.39443082100709	-0.0168370083527751
149	8.5	8.55947444234835	0.00646037885053224	8.43406517880112	0.059474442348348
150	8.5	8.5394404231252	-0.0126707553958901	8.47323033227069	0.0394404231251979
151	8.6	8.68863714824296	-0.00103263398322153	8.51239548574026	0.0886371482429595
152	8.6	8.64827690095651	0.00103444092080056	8.55068865812269	0.0482769009565107
153	8.5	8.41560889913774	-0.00459072964285728	8.58898183050511	-0.0843911008622573
154	8.5	8.38300116063706	-0.00909819386603986	8.62609703322898	-0.116998839362944

Figure 1

PNG link

Postscript link

PDF link

Figure 2

PNG link

Postscript link

PDF link

Figure 3

PNG link

Postscript link

PDF link

Figure 4

PNG link

Postscript link

PDF link

Parameters (Session):

par1 = 12 ; par2 = periodic ; par3 = 0 ; par5 = 1 ; par7 = 1 ; par8 = FALSE ;

Parameters (R input):

par1 = 12 ; par2 = periodic ; par3 = 0 ; par4 = ; par5 = 1 ; par6 = ; par7 = 1 ; par8 = FALSE ;

R code (references can be found in the software module):

par1 <- as.numeric(par1) #seasonal period
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')

Free Statistics

Description of Statistical Computation

Tree of Dependent Computations

Dataset

Tables (Output of Computation)

Figures (Output of Computation)

Input Parameters & R Code